id	sid	tid	token	lemma	pos
fumecheng-12797	1	1	12797	12797	NUM
fumecheng-12797	1	2	facta	facta	PROPN
fumecheng-12797	1	3	universitatis	universitatis	PROPN
fumecheng-12797	1	4	series	series	NOUN
fumecheng-12797	1	5	:	:	PUNCT
fumecheng-12797	1	6	mechanical	mechanical	ADJ
fumecheng-12797	1	7	engineering	engineering	NOUN
fumecheng-12797	1	8	vol	vol	NOUN
fumecheng-12797	1	9	.	.	PROPN
fumecheng-12797	1	10	23	23	NUM
fumecheng-12797	1	11	,	,	PUNCT
fumecheng-12797	1	12	no	no	DET
fumecheng-12797	1	13	4	4	NUM
fumecheng-12797	1	14	,	,	PUNCT
fumecheng-12797	1	15	2025	2025	NUM
fumecheng-12797	1	16	,	,	PUNCT
fumecheng-12797	1	17	pp	pp	ADJ
fumecheng-12797	1	18	.	.	PUNCT
fumecheng-12797	2	1	945	945	NUM
fumecheng-12797	2	2	969	969	NUM
fumecheng-12797	2	3	https://doi.org/10.22190/fume240903003j	https://doi.org/10.22190/fume240903003j	PROPN
fumecheng-12797	2	4	©	©	PROPN
fumecheng-12797	2	5	2025	2025	NUM
fumecheng-12797	2	6	by	by	ADP
fumecheng-12797	2	7	university	university	PROPN
fumecheng-12797	2	8	of	of	ADP
fumecheng-12797	2	9	niš	niš	PROPN
fumecheng-12797	2	10	,	,	PUNCT
fumecheng-12797	2	11	serbia	serbia	PROPN
fumecheng-12797	2	12	|	|	ADV
fumecheng-12797	2	13	creative	creative	ADJ
fumecheng-12797	2	14	commons	common	NOUN
fumecheng-12797	2	15	license	license	NOUN
fumecheng-12797	2	16	:	:	PUNCT
fumecheng-12797	2	17	cc	cc	VERB
fumecheng-12797	2	18	by	by	ADP
fumecheng-12797	2	19	-	-	PUNCT
fumecheng-12797	2	20	nc	nc	VERB
fumecheng-12797	2	21	-	-	PUNCT
fumecheng-12797	2	22	nd	nd	ADV
fumecheng-12797	2	23	original	original	ADJ
fumecheng-12797	2	24	scientific	scientific	ADJ
fumecheng-12797	2	25	paper	paper	NUM
fumecheng-12797	2	26	reliability	reliability	NOUN
fumecheng-12797	2	27	prediction	prediction	NOUN
fumecheng-12797	2	28	and	and	CCONJ
fumecheng-12797	2	29	process	process	NOUN
fumecheng-12797	2	30	parameter	parameter	NOUN
fumecheng-12797	2	31	optimization	optimization	NOUN
fumecheng-12797	2	32	of	of	ADP
fumecheng-12797	2	33	welded	weld	VERB
fumecheng-12797	2	34	joints	joint	NOUN
fumecheng-12797	2	35	:	:	PUNCT
fumecheng-12797	2	36	artificial	artificial	ADJ
fumecheng-12797	2	37	neural	neural	ADJ
fumecheng-12797	2	38	network	network	NOUN
fumecheng-12797	2	39	and	and	CCONJ
fumecheng-12797	2	40	fuzzy	fuzzy	ADJ
fumecheng-12797	2	41	logic	logic	NOUN
fumecheng-12797	2	42	jaganathan	jaganathan	PROPN
fumecheng-12797	2	43	gokulachandran1	gokulachandran1	PROPN
fumecheng-12797	2	44	,	,	PUNCT
fumecheng-12797	2	45	mohanavelu	mohanavelu	PROPN
fumecheng-12797	2	46	thenarasu1	thenarasu1	PROPN
fumecheng-12797	2	47	,	,	PUNCT
fumecheng-12797	2	48	bhadrinath	bhadrinath	ADJ
fumecheng-12797	2	49	pothkanoori1	pothkanoori1	NOUN
fumecheng-12797	2	50	,	,	PUNCT
fumecheng-12797	2	51	madhavarao	madhavarao	NOUN
fumecheng-12797	2	52	seshadri	seshadri	PROPN
fumecheng-12797	2	53	narassima2	narassima2	NOUN
fumecheng-12797	2	54	,	,	PUNCT
fumecheng-12797	2	55	erfan	erfan	NOUN
fumecheng-12797	2	56	babaee	babaee	NOUN
fumecheng-12797	2	57	tirkolaee3,4,5	tirkolaee3,4,5	NOUN
fumecheng-12797	2	58	1department	1department	NUM
fumecheng-12797	2	59	of	of	ADP
fumecheng-12797	2	60	mechanical	mechanical	ADJ
fumecheng-12797	2	61	engineering	engineering	NOUN
fumecheng-12797	2	62	,	,	PUNCT
fumecheng-12797	2	63	amrita	amrita	PROPN
fumecheng-12797	2	64	school	school	PROPN
fumecheng-12797	2	65	of	of	ADP
fumecheng-12797	2	66	engineering	engineering	PROPN
fumecheng-12797	2	67	,	,	PUNCT
fumecheng-12797	2	68	amrita	amrita	PROPN
fumecheng-12797	2	69	vishwa	vishwa	PROPN
fumecheng-12797	2	70	vidyapeetham	vidyapeetham	PROPN
fumecheng-12797	2	71	,	,	PUNCT
fumecheng-12797	2	72	coimbatore	coimbatore	PROPN
fumecheng-12797	2	73	,	,	PUNCT
fumecheng-12797	2	74	india	india	PROPN
fumecheng-12797	2	75	2great	2great	PROPN
fumecheng-12797	2	76	lakes	lakes	PROPN
fumecheng-12797	2	77	institute	institute	PROPN
fumecheng-12797	2	78	of	of	ADP
fumecheng-12797	2	79	management	management	NOUN
fumecheng-12797	2	80	,	,	PUNCT
fumecheng-12797	2	81	chennai	chennai	PROPN
fumecheng-12797	2	82	,	,	PUNCT
fumecheng-12797	2	83	india	india	PROPN
fumecheng-12797	2	84	3department	3department	PROPN
fumecheng-12797	2	85	of	of	ADP
fumecheng-12797	2	86	industrial	industrial	ADJ
fumecheng-12797	2	87	engineering	engineering	NOUN
fumecheng-12797	2	88	,	,	PUNCT
fumecheng-12797	2	89	istinye	istinye	PROPN
fumecheng-12797	2	90	university	university	PROPN
fumecheng-12797	2	91	,	,	PUNCT
fumecheng-12797	2	92	istanbul	istanbul	PROPN
fumecheng-12797	2	93	,	,	PUNCT
fumecheng-12797	2	94	turkey	turkey	PROPN
fumecheng-12797	2	95	4department	4department	NUM
fumecheng-12797	2	96	of	of	ADP
fumecheng-12797	2	97	industrial	industrial	ADJ
fumecheng-12797	2	98	engineering	engineering	NOUN
fumecheng-12797	2	99	and	and	CCONJ
fumecheng-12797	2	100	management	management	NOUN
fumecheng-12797	2	101	,	,	PUNCT
fumecheng-12797	2	102	yuan	yuan	NOUN
fumecheng-12797	2	103	ze	ze	PROPN
fumecheng-12797	2	104	university	university	PROPN
fumecheng-12797	2	105	,	,	PUNCT
fumecheng-12797	2	106	taoyuan	taoyuan	PROPN
fumecheng-12797	2	107	,	,	PUNCT
fumecheng-12797	2	108	taiwan	taiwan	PROPN
fumecheng-12797	2	109	5department	5department	NUM
fumecheng-12797	2	110	of	of	ADP
fumecheng-12797	2	111	mechanics	mechanic	NOUN
fumecheng-12797	2	112	and	and	CCONJ
fumecheng-12797	2	113	mathematics	mathematic	NOUN
fumecheng-12797	2	114	,	,	PUNCT
fumecheng-12797	2	115	western	western	ADJ
fumecheng-12797	2	116	caspian	caspian	PROPN
fumecheng-12797	2	117	university	university	PROPN
fumecheng-12797	2	118	,	,	PUNCT
fumecheng-12797	2	119	baku	baku	PROPN
fumecheng-12797	2	120	,	,	PUNCT
fumecheng-12797	2	121	azerbaijan	azerbaijan	PROPN
fumecheng-12797	2	122	orcid	orcid	PROPN
fumecheng-12797	2	123	ids	id	NOUN
fumecheng-12797	2	124	:	:	PUNCT
fumecheng-12797	2	125	jaganathan	jaganathan	PROPN
fumecheng-12797	2	126	gokulachandran	gokulachandran	PROPN
fumecheng-12797	2	127	https://orcid.org/0000-0002-7283-1992	https://orcid.org/0000-0002-7283-1992	PROPN
fumecheng-12797	2	128	mohanavelu	mohanavelu	PROPN
fumecheng-12797	2	129	thenarasu	thenarasu	PROPN
fumecheng-12797	2	130	https://orcid.org/0000-0001-6759-6417	https://orcid.org/0000-0001-6759-6417	PROPN
fumecheng-12797	2	131	bhadrinath	bhadrinath	PROPN
fumecheng-12797	2	132	pothkanoori	pothkanoori	PROPN
fumecheng-12797	2	133	https://orcid.org/0009-0005-8257-9304	https://orcid.org/0009-0005-8257-9304	PROPN
fumecheng-12797	2	134	madhavarao	madhavarao	PROPN
fumecheng-12797	2	135	seshadri	seshadri	PROPN
fumecheng-12797	2	136	narassima	narassima	PROPN
fumecheng-12797	2	137	https://orcid.org/0000-0002-4113-430x	https://orcid.org/0000-0002-4113-430x	PROPN
fumecheng-12797	2	138	erfan	erfan	PROPN
fumecheng-12797	2	139	babaee	babaee	NOUN
fumecheng-12797	3	1	tirkolaee	tirkolaee	DET
fumecheng-12797	3	2	https://orcid.org/0000-0003-1664-9210	https://orcid.org/0000-0003-1664-9210	PROPN
fumecheng-12797	3	3	abstract	abstract	NOUN
fumecheng-12797	3	4	.	.	PUNCT
fumecheng-12797	4	1	reliability	reliability	NOUN
fumecheng-12797	4	2	prediction	prediction	NOUN
fumecheng-12797	4	3	is	be	AUX
fumecheng-12797	4	4	an	an	DET
fumecheng-12797	4	5	upcoming	upcoming	ADJ
fumecheng-12797	4	6	method	method	NOUN
fumecheng-12797	4	7	used	use	VERB
fumecheng-12797	4	8	in	in	ADP
fumecheng-12797	4	9	most	most	ADJ
fumecheng-12797	4	10	industries	industry	NOUN
fumecheng-12797	4	11	today	today	NOUN
fumecheng-12797	4	12	to	to	PART
fumecheng-12797	4	13	correctly	correctly	ADV
fumecheng-12797	4	14	estimate	estimate	VERB
fumecheng-12797	4	15	and	and	CCONJ
fumecheng-12797	4	16	predict	predict	VERB
fumecheng-12797	4	17	each	each	DET
fumecheng-12797	4	18	component	component	NOUN
fumecheng-12797	4	19	’s	’s	PART
fumecheng-12797	4	20	life	life	NOUN
fumecheng-12797	4	21	in	in	ADP
fumecheng-12797	4	22	a	a	DET
fumecheng-12797	4	23	day	day	NOUN
fumecheng-12797	4	24	-	-	PUNCT
fumecheng-12797	4	25	to	to	ADP
fumecheng-12797	4	26	-	-	PUNCT
fumecheng-12797	4	27	day	day	NOUN
fumecheng-12797	4	28	application	application	NOUN
fumecheng-12797	4	29	.	.	PUNCT
fumecheng-12797	5	1	this	this	DET
fumecheng-12797	5	2	field	field	NOUN
fumecheng-12797	5	3	has	have	AUX
fumecheng-12797	5	4	proven	prove	VERB
fumecheng-12797	5	5	extremely	extremely	ADV
fumecheng-12797	5	6	helpful	helpful	ADJ
fumecheng-12797	5	7	in	in	ADP
fumecheng-12797	5	8	evolving	evolve	VERB
fumecheng-12797	5	9	various	various	ADJ
fumecheng-12797	5	10	methods	method	NOUN
fumecheng-12797	5	11	such	such	ADJ
fumecheng-12797	5	12	as	as	ADP
fumecheng-12797	5	13	preventive	preventive	ADJ
fumecheng-12797	5	14	maintenance	maintenance	NOUN
fumecheng-12797	5	15	and	and	CCONJ
fumecheng-12797	5	16	non	non	ADJ
fumecheng-12797	5	17	-	-	ADJ
fumecheng-12797	5	18	destructive	destructive	ADJ
fumecheng-12797	5	19	testing	testing	NOUN
fumecheng-12797	5	20	for	for	ADP
fumecheng-12797	5	21	various	various	ADJ
fumecheng-12797	5	22	machinery	machinery	NOUN
fumecheng-12797	5	23	and	and	CCONJ
fumecheng-12797	5	24	its	its	PRON
fumecheng-12797	5	25	parts	part	NOUN
fumecheng-12797	5	26	.	.	PUNCT
fumecheng-12797	6	1	in	in	ADP
fumecheng-12797	6	2	this	this	DET
fumecheng-12797	6	3	study	study	NOUN
fumecheng-12797	6	4	,	,	PUNCT
fumecheng-12797	6	5	mild	mild	ADJ
fumecheng-12797	6	6	steel	steel	NOUN
fumecheng-12797	6	7	workpieces	workpiece	NOUN
fumecheng-12797	6	8	are	be	AUX
fumecheng-12797	6	9	welded	weld	VERB
fumecheng-12797	6	10	together	together	ADV
fumecheng-12797	6	11	according	accord	VERB
fumecheng-12797	6	12	to	to	ADP
fumecheng-12797	6	13	three	three	NUM
fumecheng-12797	6	14	parameters	parameter	NOUN
fumecheng-12797	6	15	:	:	PUNCT
fumecheng-12797	6	16	weld	weld	NOUN
fumecheng-12797	6	17	current	current	ADJ
fumecheng-12797	6	18	,	,	PUNCT
fumecheng-12797	6	19	weld	weld	NOUN
fumecheng-12797	6	20	speed	speed	NOUN
fumecheng-12797	6	21	,	,	PUNCT
fumecheng-12797	6	22	and	and	CCONJ
fumecheng-12797	6	23	weld	weld	NOUN
fumecheng-12797	6	24	angle	angle	NOUN
fumecheng-12797	6	25	.	.	PUNCT
fumecheng-12797	7	1	these	these	DET
fumecheng-12797	7	2	parameters	parameter	NOUN
fumecheng-12797	7	3	are	be	AUX
fumecheng-12797	7	4	varied	varied	ADJ
fumecheng-12797	7	5	based	base	VERB
fumecheng-12797	7	6	on	on	ADP
fumecheng-12797	7	7	the	the	DET
fumecheng-12797	7	8	taguchi	taguchi	PROPN
fumecheng-12797	7	9	l27	l27	PROPN
fumecheng-12797	7	10	orthogonal	orthogonal	PROPN
fumecheng-12797	7	11	array	array	NOUN
fumecheng-12797	7	12	design	design	NOUN
fumecheng-12797	7	13	of	of	ADP
fumecheng-12797	7	14	experiments	experiment	NOUN
fumecheng-12797	7	15	(	(	PUNCT
fumecheng-12797	7	16	doe	doe	NOUN
fumecheng-12797	7	17	)	)	PUNCT
fumecheng-12797	7	18	to	to	PART
fumecheng-12797	7	19	conduct	conduct	VERB
fumecheng-12797	7	20	the	the	DET
fumecheng-12797	7	21	experiments	experiment	NOUN
fumecheng-12797	7	22	.	.	PUNCT
fumecheng-12797	8	1	the	the	DET
fumecheng-12797	8	2	workpieces	workpiece	NOUN
fumecheng-12797	8	3	are	be	AUX
fumecheng-12797	8	4	then	then	ADV
fumecheng-12797	8	5	subjected	subject	VERB
fumecheng-12797	8	6	to	to	PART
fumecheng-12797	8	7	tensile	tensile	VERB
fumecheng-12797	8	8	testing	testing	NOUN
fumecheng-12797	8	9	to	to	PART
fumecheng-12797	8	10	determine	determine	VERB
fumecheng-12797	8	11	the	the	DET
fumecheng-12797	8	12	tensile	tensile	NOUN
fumecheng-12797	8	13	strength	strength	NOUN
fumecheng-12797	8	14	values	value	NOUN
fumecheng-12797	8	15	as	as	ADV
fumecheng-12797	8	16	well	well	ADV
fumecheng-12797	8	17	as	as	ADP
fumecheng-12797	8	18	the	the	DET
fumecheng-12797	8	19	failure	failure	NOUN
fumecheng-12797	8	20	time	time	NOUN
fumecheng-12797	8	21	.	.	PUNCT
fumecheng-12797	9	1	the	the	DET
fumecheng-12797	9	2	main	main	ADJ
fumecheng-12797	9	3	objective	objective	NOUN
fumecheng-12797	9	4	of	of	ADP
fumecheng-12797	9	5	this	this	DET
fumecheng-12797	9	6	research	research	NOUN
fumecheng-12797	9	7	is	be	AUX
fumecheng-12797	9	8	to	to	PART
fumecheng-12797	9	9	develop	develop	VERB
fumecheng-12797	9	10	a	a	DET
fumecheng-12797	9	11	comprehensive	comprehensive	ADJ
fumecheng-12797	9	12	,	,	PUNCT
fumecheng-12797	9	13	methodical	methodical	ADJ
fumecheng-12797	9	14	framework	framework	NOUN
fumecheng-12797	9	15	to	to	PART
fumecheng-12797	9	16	assess	assess	VERB
fumecheng-12797	9	17	the	the	DET
fumecheng-12797	9	18	reliability	reliability	NOUN
fumecheng-12797	9	19	and	and	CCONJ
fumecheng-12797	9	20	failure	failure	NOUN
fumecheng-12797	9	21	time	time	NOUN
fumecheng-12797	9	22	of	of	ADP
fumecheng-12797	9	23	welded	weld	VERB
fumecheng-12797	9	24	joints	joint	NOUN
fumecheng-12797	9	25	of	of	ADP
fumecheng-12797	9	26	mild	mild	ADJ
fumecheng-12797	9	27	steel	steel	NOUN
fumecheng-12797	9	28	material	material	NOUN
fumecheng-12797	9	29	.	.	PUNCT
fumecheng-12797	10	1	according	accord	VERB
fumecheng-12797	10	2	to	to	ADP
fumecheng-12797	10	3	the	the	DET
fumecheng-12797	10	4	experimental	experimental	ADJ
fumecheng-12797	10	5	values	value	NOUN
fumecheng-12797	10	6	,	,	PUNCT
fumecheng-12797	10	7	artificial	artificial	ADJ
fumecheng-12797	10	8	neural	neural	ADJ
fumecheng-12797	10	9	network	network	NOUN
fumecheng-12797	10	10	(	(	PUNCT
fumecheng-12797	10	11	ann	ann	PROPN
fumecheng-12797	10	12	)	)	PUNCT
fumecheng-12797	10	13	and	and	CCONJ
fumecheng-12797	10	14	fuzzy	fuzzy	ADJ
fumecheng-12797	10	15	logic	logic	NOUN
fumecheng-12797	10	16	(	(	PUNCT
fumecheng-12797	10	17	fl	fl	NOUN
fumecheng-12797	10	18	)	)	PUNCT
fumecheng-12797	10	19	models	model	NOUN
fumecheng-12797	10	20	are	be	AUX
fumecheng-12797	10	21	developed	develop	VERB
fumecheng-12797	10	22	to	to	PART
fumecheng-12797	10	23	predict	predict	VERB
fumecheng-12797	10	24	reliability	reliability	NOUN
fumecheng-12797	10	25	percentage	percentage	NOUN
fumecheng-12797	10	26	error	error	NOUN
fumecheng-12797	10	27	and	and	CCONJ
fumecheng-12797	10	28	failure	failure	NOUN
fumecheng-12797	10	29	time	time	NOUN
fumecheng-12797	10	30	.	.	PUNCT
fumecheng-12797	11	1	based	base	VERB
fumecheng-12797	11	2	on	on	ADP
fumecheng-12797	11	3	the	the	DET
fumecheng-12797	11	4	findings	finding	NOUN
fumecheng-12797	11	5	and	and	CCONJ
fumecheng-12797	11	6	in	in	ADP
fumecheng-12797	11	7	the	the	DET
fumecheng-12797	11	8	case	case	NOUN
fumecheng-12797	11	9	of	of	ADP
fumecheng-12797	11	10	fl	fl	NUM
fumecheng-12797	11	11	implementation	implementation	NOUN
fumecheng-12797	11	12	,	,	PUNCT
fumecheng-12797	11	13	the	the	DET
fumecheng-12797	11	14	percentage	percentage	NOUN
fumecheng-12797	11	15	deviation	deviation	NOUN
fumecheng-12797	11	16	between	between	ADP
fumecheng-12797	11	17	the	the	DET
fumecheng-12797	11	18	experimental	experimental	ADJ
fumecheng-12797	11	19	and	and	CCONJ
fumecheng-12797	11	20	predicted	predict	VERB
fumecheng-12797	11	21	values	value	NOUN
fumecheng-12797	11	22	received	receive	VERB
fumecheng-12797	11	23	:	:	PUNCT
fumecheng-12797	11	24	september	september	PROPN
fumecheng-12797	11	25	03	03	NUM
fumecheng-12797	11	26	,	,	PUNCT
fumecheng-12797	11	27	2024	2024	NUM
fumecheng-12797	11	28	/	/	SYM
fumecheng-12797	11	29	accepted	accept	VERB
fumecheng-12797	11	30	january	january	PROPN
fumecheng-12797	11	31	21	21	NUM
fumecheng-12797	11	32	,	,	PUNCT
fumecheng-12797	11	33	2025	2025	NUM
fumecheng-12797	11	34	corresponding	correspond	VERB
fumecheng-12797	11	35	author	author	NOUN
fumecheng-12797	11	36	:	:	PUNCT
fumecheng-12797	11	37	erfan	erfan	PROPN
fumecheng-12797	11	38	babaee	babaee	PROPN
fumecheng-12797	12	1	tirkolaee	tirkolaee	DET
fumecheng-12797	12	2	department	department	PROPN
fumecheng-12797	12	3	of	of	ADP
fumecheng-12797	12	4	industrial	industrial	ADJ
fumecheng-12797	12	5	engineering	engineering	NOUN
fumecheng-12797	12	6	,	,	PUNCT
fumecheng-12797	12	7	istinye	istinye	PROPN
fumecheng-12797	12	8	university	university	PROPN
fumecheng-12797	12	9	,	,	PUNCT
fumecheng-12797	12	10	34396	34396	NUM
fumecheng-12797	12	11	istanbul	istanbul	PROPN
fumecheng-12797	12	12	,	,	PUNCT
fumecheng-12797	12	13	turkey	turkey	PROPN
fumecheng-12797	12	14	e	e	PROPN
fumecheng-12797	12	15	-	-	NOUN
fumecheng-12797	12	16	mail	mail	NOUN
fumecheng-12797	12	17	:	:	PUNCT
fumecheng-12797	12	18	erfan.babaee@istinye.edu.tr	erfan.babaee@istinye.edu.tr	PROPN
fumecheng-12797	12	19	mailto:erfan.babaee@istinye.edu.tr	mailto:erfan.babaee@istinye.edu.tr	PROPN
fumecheng-12797	12	20	946	946	NUM
fumecheng-12797	12	21	j.	j.	PROPN
fumecheng-12797	12	22	gokulachandran	gokulachandran	PROPN
fumecheng-12797	12	23	,	,	PUNCT
fumecheng-12797	12	24	m.	m.	NOUN
fumecheng-12797	12	25	thenarasu	thenarasu	PROPN
fumecheng-12797	12	26	,	,	PUNCT
fumecheng-12797	12	27	b.	b.	PROPN
fumecheng-12797	12	28	pothkanoori	pothkanoori	PROPN
fumecheng-12797	12	29	,	,	PUNCT
fumecheng-12797	12	30	et	et	PROPN
fumecheng-12797	12	31	al	al	PROPN
fumecheng-12797	12	32	.	.	PROPN
fumecheng-12797	12	33	is	be	AUX
fumecheng-12797	12	34	vast	vast	ADJ
fumecheng-12797	12	35	,	,	PUNCT
fumecheng-12797	12	36	while	while	SCONJ
fumecheng-12797	12	37	it	it	PRON
fumecheng-12797	12	38	is	be	AUX
fumecheng-12797	12	39	calculated	calculate	VERB
fumecheng-12797	12	40	small	small	ADJ
fumecheng-12797	12	41	with	with	ADP
fumecheng-12797	12	42	the	the	DET
fumecheng-12797	12	43	use	use	NOUN
fumecheng-12797	12	44	of	of	ADP
fumecheng-12797	12	45	ann	ann	PROPN
fumecheng-12797	12	46	as	as	ADP
fumecheng-12797	12	47	a	a	DET
fumecheng-12797	12	48	more	more	ADV
fumecheng-12797	12	49	accurate	accurate	ADJ
fumecheng-12797	12	50	approach	approach	NOUN
fumecheng-12797	12	51	.	.	PUNCT
fumecheng-12797	13	1	a	a	DET
fumecheng-12797	13	2	sample	sample	NOUN
fumecheng-12797	13	3	is	be	AUX
fumecheng-12797	13	4	also	also	ADV
fumecheng-12797	13	5	found	find	VERB
fumecheng-12797	13	6	to	to	PART
fumecheng-12797	13	7	have	have	VERB
fumecheng-12797	13	8	an	an	DET
fumecheng-12797	13	9	experimental	experimental	ADJ
fumecheng-12797	13	10	reliability	reliability	NOUN
fumecheng-12797	13	11	of	of	ADP
fumecheng-12797	13	12	89.5	89.5	NUM
fumecheng-12797	13	13	%	%	NOUN
fumecheng-12797	13	14	,	,	PUNCT
fumecheng-12797	13	15	the	the	DET
fumecheng-12797	13	16	highest	high	ADJ
fumecheng-12797	13	17	among	among	ADP
fumecheng-12797	13	18	the	the	DET
fumecheng-12797	13	19	l27	l27	ADJ
fumecheng-12797	13	20	doe	doe	NOUN
fumecheng-12797	13	21	array	array	VERB
fumecheng-12797	13	22	wherein	wherein	SCONJ
fumecheng-12797	13	23	the	the	DET
fumecheng-12797	13	24	optimum	optimum	ADJ
fumecheng-12797	13	25	weld	weld	NOUN
fumecheng-12797	13	26	strength	strength	NOUN
fumecheng-12797	13	27	can	can	AUX
fumecheng-12797	13	28	be	be	AUX
fumecheng-12797	13	29	achieved	achieve	VERB
fumecheng-12797	13	30	by	by	ADP
fumecheng-12797	13	31	incorporating	incorporate	VERB
fumecheng-12797	13	32	100	100	NUM
fumecheng-12797	13	33	a	a	DET
fumecheng-12797	13	34	weld	weld	NOUN
fumecheng-12797	13	35	current	current	NOUN
fumecheng-12797	13	36	,	,	PUNCT
fumecheng-12797	13	37	55º	55º	NOUN
fumecheng-12797	13	38	weld	weld	NOUN
fumecheng-12797	13	39	angle	angle	NOUN
fumecheng-12797	13	40	,	,	PUNCT
fumecheng-12797	13	41	and	and	CCONJ
fumecheng-12797	13	42	1.17mm	1.17mm	NUM
fumecheng-12797	13	43	/	/	SYM
fumecheng-12797	13	44	s	s	NOUN
fumecheng-12797	13	45	of	of	ADP
fumecheng-12797	13	46	weld	weld	NOUN
fumecheng-12797	13	47	speed	speed	NOUN
fumecheng-12797	13	48	,	,	PUNCT
fumecheng-12797	13	49	respectively	respectively	ADV
fumecheng-12797	13	50	.	.	PUNCT
fumecheng-12797	14	1	key	key	ADJ
fumecheng-12797	14	2	words	word	NOUN
fumecheng-12797	14	3	:	:	PUNCT
fumecheng-12797	14	4	welding	welding	NOUN
fumecheng-12797	14	5	,	,	PUNCT
fumecheng-12797	14	6	design	design	NOUN
fumecheng-12797	14	7	of	of	ADP
fumecheng-12797	14	8	experiments	experiment	NOUN
fumecheng-12797	14	9	,	,	PUNCT
fumecheng-12797	14	10	artificial	artificial	ADJ
fumecheng-12797	14	11	neural	neural	ADJ
fumecheng-12797	14	12	network	network	NOUN
fumecheng-12797	14	13	,	,	PUNCT
fumecheng-12797	14	14	fuzzy	fuzzy	ADJ
fumecheng-12797	14	15	logic	logic	NOUN
fumecheng-12797	14	16	,	,	PUNCT
fumecheng-12797	14	17	reliability	reliability	NOUN
fumecheng-12797	14	18	prediction	prediction	NOUN
fumecheng-12797	14	19	1	1	NUM
fumecheng-12797	14	20	.	.	PUNCT
fumecheng-12797	14	21	introduction	introduction	NOUN
fumecheng-12797	14	22	reliability	reliability	NOUN
fumecheng-12797	14	23	portrays	portray	VERB
fumecheng-12797	14	24	the	the	DET
fumecheng-12797	14	25	ability	ability	NOUN
fumecheng-12797	14	26	of	of	ADP
fumecheng-12797	14	27	a	a	DET
fumecheng-12797	14	28	product	product	NOUN
fumecheng-12797	14	29	,	,	PUNCT
fumecheng-12797	14	30	component	component	NOUN
fumecheng-12797	14	31	,	,	PUNCT
fumecheng-12797	14	32	or	or	CCONJ
fumecheng-12797	14	33	service	service	NOUN
fumecheng-12797	14	34	to	to	PART
fumecheng-12797	14	35	perform	perform	VERB
fumecheng-12797	14	36	its	its	PRON
fumecheng-12797	14	37	required	require	VERB
fumecheng-12797	14	38	function	function	NOUN
fumecheng-12797	14	39	without	without	ADP
fumecheng-12797	14	40	failure	failure	NOUN
fumecheng-12797	14	41	for	for	ADP
fumecheng-12797	14	42	a	a	DET
fumecheng-12797	14	43	given	give	VERB
fumecheng-12797	14	44	period	period	NOUN
fumecheng-12797	14	45	under	under	ADP
fumecheng-12797	14	46	specific	specific	ADJ
fumecheng-12797	14	47	working	working	NOUN
fumecheng-12797	14	48	conditions	condition	NOUN
fumecheng-12797	14	49	.	.	PUNCT
fumecheng-12797	15	1	reliability	reliability	NOUN
fumecheng-12797	15	2	engineering	engineering	NOUN
fumecheng-12797	15	3	deals	deal	NOUN
fumecheng-12797	15	4	with	with	ADP
fumecheng-12797	15	5	predicting	predicting	NOUN
fumecheng-12797	15	6	,	,	PUNCT
fumecheng-12797	15	7	preventing	preventing	NOUN
fumecheng-12797	15	8	,	,	PUNCT
fumecheng-12797	15	9	and	and	CCONJ
fumecheng-12797	15	10	managing	manage	VERB
fumecheng-12797	15	11	uncertainty	uncertainty	NOUN
fumecheng-12797	15	12	and	and	CCONJ
fumecheng-12797	15	13	risk	risk	NOUN
fumecheng-12797	15	14	of	of	ADP
fumecheng-12797	15	15	failure	failure	NOUN
fumecheng-12797	15	16	in	in	ADP
fumecheng-12797	15	17	different	different	ADJ
fumecheng-12797	15	18	systems	system	NOUN
fumecheng-12797	15	19	.	.	PUNCT
fumecheng-12797	16	1	reliability	reliability	NOUN
fumecheng-12797	16	2	prediction	prediction	NOUN
fumecheng-12797	16	3	is	be	AUX
fumecheng-12797	16	4	mostly	mostly	ADV
fumecheng-12797	16	5	utilized	utilize	VERB
fumecheng-12797	16	6	during	during	ADP
fumecheng-12797	16	7	the	the	DET
fumecheng-12797	16	8	product	product	NOUN
fumecheng-12797	16	9	design	design	NOUN
fumecheng-12797	16	10	stage	stage	NOUN
fumecheng-12797	16	11	.	.	PUNCT
fumecheng-12797	17	1	reliability	reliability	NOUN
fumecheng-12797	17	2	issues	issue	NOUN
fumecheng-12797	17	3	tend	tend	VERB
fumecheng-12797	17	4	to	to	PART
fumecheng-12797	17	5	occur	occur	VERB
fumecheng-12797	17	6	during	during	ADP
fumecheng-12797	17	7	the	the	DET
fumecheng-12797	17	8	beginning	begin	VERB
fumecheng-12797	17	9	phases	phase	NOUN
fumecheng-12797	17	10	,	,	PUNCT
fumecheng-12797	17	11	so	so	SCONJ
fumecheng-12797	17	12	vital	vital	ADJ
fumecheng-12797	17	13	preventive	preventive	ADJ
fumecheng-12797	17	14	measures	measure	NOUN
fumecheng-12797	17	15	can	can	AUX
fumecheng-12797	17	16	be	be	AUX
fumecheng-12797	17	17	taken	take	VERB
fumecheng-12797	17	18	to	to	PART
fumecheng-12797	17	19	save	save	VERB
fumecheng-12797	17	20	cost	cost	NOUN
fumecheng-12797	17	21	and	and	CCONJ
fumecheng-12797	17	22	time	time	NOUN
fumecheng-12797	17	23	.	.	PUNCT
fumecheng-12797	18	1	the	the	DET
fumecheng-12797	18	2	premise	premise	NOUN
fumecheng-12797	18	3	of	of	ADP
fumecheng-12797	18	4	reliability	reliability	NOUN
fumecheng-12797	18	5	prediction	prediction	NOUN
fumecheng-12797	18	6	is	be	AUX
fumecheng-12797	18	7	a	a	DET
fumecheng-12797	18	8	measurable	measurable	ADJ
fumecheng-12797	18	9	examination	examination	NOUN
fumecheng-12797	18	10	of	of	ADP
fumecheng-12797	18	11	a	a	DET
fumecheng-12797	18	12	wide	wide	ADJ
fumecheng-12797	18	13	array	array	NOUN
fumecheng-12797	18	14	of	of	ADP
fumecheng-12797	18	15	information	information	NOUN
fumecheng-12797	18	16	accumulated	accumulate	VERB
fumecheng-12797	18	17	over	over	ADP
fumecheng-12797	18	18	a	a	DET
fumecheng-12797	18	19	period	period	NOUN
fumecheng-12797	18	20	to	to	PART
fumecheng-12797	18	21	find	find	VERB
fumecheng-12797	18	22	the	the	DET
fumecheng-12797	18	23	failure	failure	NOUN
fumecheng-12797	18	24	rate	rate	NOUN
fumecheng-12797	18	25	of	of	ADP
fumecheng-12797	18	26	a	a	DET
fumecheng-12797	18	27	product	product	NOUN
fumecheng-12797	18	28	.	.	PUNCT
fumecheng-12797	19	1	this	this	DET
fumecheng-12797	19	2	information	information	NOUN
fumecheng-12797	19	3	is	be	AUX
fumecheng-12797	19	4	then	then	ADV
fumecheng-12797	19	5	dissected	dissect	VERB
fumecheng-12797	19	6	to	to	PART
fumecheng-12797	19	7	foster	foster	VERB
fumecheng-12797	19	8	a	a	DET
fumecheng-12797	19	9	progression	progression	NOUN
fumecheng-12797	19	10	of	of	ADP
fumecheng-12797	19	11	conditions	condition	NOUN
fumecheng-12797	19	12	utilized	utilize	VERB
fumecheng-12797	19	13	to	to	PART
fumecheng-12797	19	14	demonstrate	demonstrate	VERB
fumecheng-12797	19	15	the	the	DET
fumecheng-12797	19	16	comparing	compare	VERB
fumecheng-12797	19	17	failure	failure	NOUN
fumecheng-12797	19	18	qualities	quality	NOUN
fumecheng-12797	19	19	of	of	ADP
fumecheng-12797	19	20	the	the	DET
fumecheng-12797	19	21	framework	framework	NOUN
fumecheng-12797	19	22	.	.	PUNCT
fumecheng-12797	20	1	these	these	DET
fumecheng-12797	20	2	conditions	condition	NOUN
fumecheng-12797	20	3	contain	contain	VERB
fumecheng-12797	20	4	numerous	numerous	ADJ
fumecheng-12797	20	5	factors	factor	NOUN
fumecheng-12797	20	6	that	that	PRON
fumecheng-12797	20	7	might	might	AUX
fumecheng-12797	20	8	influence	influence	VERB
fumecheng-12797	20	9	the	the	DET
fumecheng-12797	20	10	reliability	reliability	NOUN
fumecheng-12797	20	11	of	of	ADP
fumecheng-12797	20	12	the	the	DET
fumecheng-12797	20	13	framework	framework	NOUN
fumecheng-12797	20	14	,	,	PUNCT
fumecheng-12797	20	15	such	such	ADJ
fumecheng-12797	20	16	as	as	ADP
fumecheng-12797	20	17	stress	stress	NOUN
fumecheng-12797	20	18	factors	factor	NOUN
fumecheng-12797	20	19	,	,	PUNCT
fumecheng-12797	20	20	working	working	NOUN
fumecheng-12797	20	21	environment	environment	NOUN
fumecheng-12797	20	22	,	,	PUNCT
fumecheng-12797	20	23	temperatures	temperature	NOUN
fumecheng-12797	20	24	,	,	PUNCT
fumecheng-12797	20	25	external	external	ADJ
fumecheng-12797	20	26	loads	load	NOUN
fumecheng-12797	20	27	,	,	PUNCT
fumecheng-12797	20	28	etc	etc	X
fumecheng-12797	20	29	.	.	X
fumecheng-12797	20	30	welding	welding	NOUN
fumecheng-12797	20	31	is	be	AUX
fumecheng-12797	20	32	a	a	DET
fumecheng-12797	20	33	manufacturing	manufacturing	NOUN
fumecheng-12797	20	34	or	or	CCONJ
fumecheng-12797	20	35	fabrication	fabrication	NOUN
fumecheng-12797	20	36	process	process	NOUN
fumecheng-12797	20	37	used	use	VERB
fumecheng-12797	20	38	to	to	PART
fumecheng-12797	20	39	join	join	VERB
fumecheng-12797	20	40	materials	material	NOUN
fumecheng-12797	20	41	,	,	PUNCT
fumecheng-12797	20	42	usually	usually	ADV
fumecheng-12797	20	43	metals	metal	NOUN
fumecheng-12797	20	44	,	,	PUNCT
fumecheng-12797	20	45	by	by	ADP
fumecheng-12797	20	46	coalescence	coalescence	NOUN
fumecheng-12797	20	47	.	.	PUNCT
fumecheng-12797	21	1	in	in	ADP
fumecheng-12797	21	2	this	this	DET
fumecheng-12797	21	3	process	process	NOUN
fumecheng-12797	21	4	,	,	PUNCT
fumecheng-12797	21	5	the	the	DET
fumecheng-12797	21	6	workpieces	workpiece	NOUN
fumecheng-12797	21	7	are	be	AUX
fumecheng-12797	21	8	melted	melt	VERB
fumecheng-12797	21	9	,	,	PUNCT
fumecheng-12797	21	10	and	and	CCONJ
fumecheng-12797	21	11	filler	filler	NOUN
fumecheng-12797	21	12	material	material	NOUN
fumecheng-12797	21	13	is	be	AUX
fumecheng-12797	21	14	added	add	VERB
fumecheng-12797	21	15	to	to	PART
fumecheng-12797	21	16	form	form	VERB
fumecheng-12797	21	17	a	a	DET
fumecheng-12797	21	18	pool	pool	NOUN
fumecheng-12797	21	19	of	of	ADP
fumecheng-12797	21	20	molten	molten	ADJ
fumecheng-12797	21	21	material	material	NOUN
fumecheng-12797	21	22	,	,	PUNCT
fumecheng-12797	21	23	known	know	VERB
fumecheng-12797	21	24	as	as	ADP
fumecheng-12797	21	25	a	a	DET
fumecheng-12797	21	26	weld	weld	NOUN
fumecheng-12797	21	27	pool	pool	NOUN
fumecheng-12797	21	28	.	.	PUNCT
fumecheng-12797	22	1	this	this	DET
fumecheng-12797	22	2	weld	weld	NOUN
fumecheng-12797	22	3	pool	pool	NOUN
fumecheng-12797	22	4	is	be	AUX
fumecheng-12797	22	5	further	far	ADV
fumecheng-12797	22	6	cooled	cool	VERB
fumecheng-12797	22	7	by	by	ADP
fumecheng-12797	22	8	different	different	ADJ
fumecheng-12797	22	9	processes	process	NOUN
fumecheng-12797	22	10	like	like	ADP
fumecheng-12797	22	11	air	air	NOUN
fumecheng-12797	22	12	cooling	cooling	NOUN
fumecheng-12797	22	13	or	or	CCONJ
fumecheng-12797	22	14	quenching	quenching	NOUN
fumecheng-12797	22	15	,	,	PUNCT
fumecheng-12797	22	16	forming	form	VERB
fumecheng-12797	22	17	a	a	DET
fumecheng-12797	22	18	strong	strong	ADJ
fumecheng-12797	22	19	joint	joint	NOUN
fumecheng-12797	22	20	.	.	PUNCT
fumecheng-12797	23	1	there	there	PRON
fumecheng-12797	23	2	are	be	VERB
fumecheng-12797	23	3	different	different	ADJ
fumecheng-12797	23	4	types	type	NOUN
fumecheng-12797	23	5	of	of	ADP
fumecheng-12797	23	6	welding	welding	NOUN
fumecheng-12797	23	7	processes	process	NOUN
fumecheng-12797	23	8	such	such	ADJ
fumecheng-12797	23	9	as	as	ADP
fumecheng-12797	23	10	shielded	shield	VERB
fumecheng-12797	23	11	metal	metal	NOUN
fumecheng-12797	23	12	arc	arc	NOUN
fumecheng-12797	23	13	welding	welding	NOUN
fumecheng-12797	23	14	(	(	PUNCT
fumecheng-12797	23	15	smaw	smaw	PROPN
fumecheng-12797	23	16	)	)	PUNCT
fumecheng-12797	23	17	,	,	PUNCT
fumecheng-12797	23	18	gas	gas	NOUN
fumecheng-12797	23	19	tungsten	tungsten	NOUN
fumecheng-12797	23	20	arc	arc	NOUN
fumecheng-12797	23	21	welding	welding	NOUN
fumecheng-12797	23	22	(	(	PUNCT
fumecheng-12797	23	23	gtaw	gtaw	NOUN
fumecheng-12797	23	24	)	)	PUNCT
fumecheng-12797	23	25	,	,	PUNCT
fumecheng-12797	23	26	gas	gas	NOUN
fumecheng-12797	23	27	metal	metal	NOUN
fumecheng-12797	23	28	arc	arc	NOUN
fumecheng-12797	23	29	welding	welding	NOUN
fumecheng-12797	23	30	(	(	PUNCT
fumecheng-12797	23	31	gmaw	gmaw	PROPN
fumecheng-12797	23	32	)	)	PUNCT
fumecheng-12797	23	33	,	,	PUNCT
fumecheng-12797	23	34	flux	flux	PROPN
fumecheng-12797	23	35	core	core	NOUN
fumecheng-12797	23	36	arc	arc	NOUN
fumecheng-12797	23	37	welding	welding	NOUN
fumecheng-12797	23	38	(	(	PUNCT
fumecheng-12797	23	39	fcaw	fcaw	ADJ
fumecheng-12797	23	40	)	)	PUNCT
fumecheng-12797	23	41	,	,	PUNCT
fumecheng-12797	23	42	submerged	submerge	VERB
fumecheng-12797	23	43	arc	arc	NOUN
fumecheng-12797	23	44	welding	welding	NOUN
fumecheng-12797	23	45	(	(	PUNCT
fumecheng-12797	23	46	saw	see	VERB
fumecheng-12797	23	47	)	)	PUNCT
fumecheng-12797	23	48	and	and	CCONJ
fumecheng-12797	23	49	electro	electro	VERB
fumecheng-12797	23	50	slag	slag	NOUN
fumecheng-12797	23	51	welding	welding	NOUN
fumecheng-12797	23	52	(	(	PUNCT
fumecheng-12797	23	53	esw	esw	NOUN
fumecheng-12797	23	54	)	)	PUNCT
fumecheng-12797	23	55	.	.	PUNCT
fumecheng-12797	24	1	the	the	DET
fumecheng-12797	24	2	welding	welding	NOUN
fumecheng-12797	24	3	technique	technique	NOUN
fumecheng-12797	24	4	varies	vary	VERB
fumecheng-12797	24	5	depending	depend	VERB
fumecheng-12797	24	6	on	on	ADP
fumecheng-12797	24	7	the	the	DET
fumecheng-12797	24	8	base	base	NOUN
fumecheng-12797	24	9	material	material	NOUN
fumecheng-12797	24	10	type	type	NOUN
fumecheng-12797	24	11	and	and	CCONJ
fumecheng-12797	24	12	thickness	thickness	NOUN
fumecheng-12797	24	13	,	,	PUNCT
fumecheng-12797	24	14	application	application	NOUN
fumecheng-12797	24	15	,	,	PUNCT
fumecheng-12797	24	16	atmospheric	atmospheric	ADJ
fumecheng-12797	24	17	conditions	condition	NOUN
fumecheng-12797	24	18	,	,	PUNCT
fumecheng-12797	24	19	etc	etc	X
fumecheng-12797	24	20	.	.	X
fumecheng-12797	24	21	welding	weld	VERB
fumecheng-12797	24	22	techniques	technique	NOUN
fumecheng-12797	24	23	differ	differ	VERB
fumecheng-12797	24	24	with	with	ADP
fumecheng-12797	24	25	applications	application	NOUN
fumecheng-12797	24	26	,	,	PUNCT
fumecheng-12797	24	27	but	but	CCONJ
fumecheng-12797	24	28	strength	strength	NOUN
fumecheng-12797	24	29	and	and	CCONJ
fumecheng-12797	24	30	reliability	reliability	NOUN
fumecheng-12797	24	31	parameters	parameter	NOUN
fumecheng-12797	24	32	remain	remain	VERB
fumecheng-12797	24	33	the	the	DET
fumecheng-12797	24	34	same	same	ADJ
fumecheng-12797	24	35	.	.	PUNCT
fumecheng-12797	25	1	the	the	DET
fumecheng-12797	25	2	weld	weld	NOUN
fumecheng-12797	25	3	parameters	parameter	NOUN
fumecheng-12797	25	4	that	that	PRON
fumecheng-12797	25	5	affect	affect	VERB
fumecheng-12797	25	6	the	the	DET
fumecheng-12797	25	7	reliability	reliability	NOUN
fumecheng-12797	25	8	of	of	ADP
fumecheng-12797	25	9	the	the	DET
fumecheng-12797	25	10	weld	weld	NOUN
fumecheng-12797	25	11	are	be	AUX
fumecheng-12797	25	12	arc	arc	NOUN
fumecheng-12797	25	13	voltage	voltage	NOUN
fumecheng-12797	25	14	,	,	PUNCT
fumecheng-12797	25	15	weld	weld	NOUN
fumecheng-12797	25	16	current	current	ADJ
fumecheng-12797	25	17	,	,	PUNCT
fumecheng-12797	25	18	weld	weld	NOUN
fumecheng-12797	25	19	speed	speed	NOUN
fumecheng-12797	25	20	,	,	PUNCT
fumecheng-12797	25	21	weld	weld	NOUN
fumecheng-12797	25	22	angle	angle	NOUN
fumecheng-12797	25	23	,	,	PUNCT
fumecheng-12797	25	24	wire	wire	NOUN
fumecheng-12797	25	25	diameter	diameter	NOUN
fumecheng-12797	25	26	,	,	PUNCT
fumecheng-12797	25	27	extended	extend	VERB
fumecheng-12797	25	28	length	length	NOUN
fumecheng-12797	25	29	,	,	PUNCT
fumecheng-12797	25	30	etc	etc	X
fumecheng-12797	25	31	.	.	X
fumecheng-12797	25	32	arc	arc	NOUN
fumecheng-12797	25	33	voltage	voltage	NOUN
fumecheng-12797	25	34	is	be	AUX
fumecheng-12797	25	35	an	an	DET
fumecheng-12797	25	36	important	important	ADJ
fumecheng-12797	25	37	input	input	NOUN
fumecheng-12797	25	38	weld	weld	NOUN
fumecheng-12797	25	39	parameter	parameter	NOUN
fumecheng-12797	25	40	that	that	PRON
fumecheng-12797	25	41	decides	decide	VERB
fumecheng-12797	25	42	the	the	DET
fumecheng-12797	25	43	shape	shape	NOUN
fumecheng-12797	25	44	and	and	CCONJ
fumecheng-12797	25	45	size	size	NOUN
fumecheng-12797	25	46	of	of	ADP
fumecheng-12797	25	47	the	the	DET
fumecheng-12797	25	48	weld	weld	NOUN
fumecheng-12797	25	49	.	.	PUNCT
fumecheng-12797	26	1	if	if	SCONJ
fumecheng-12797	26	2	the	the	DET
fumecheng-12797	26	3	required	require	VERB
fumecheng-12797	26	4	weld	weld	NOUN
fumecheng-12797	26	5	width	width	NOUN
fumecheng-12797	26	6	exceeds	exceed	VERB
fumecheng-12797	26	7	the	the	DET
fumecheng-12797	26	8	arc	arc	NOUN
fumecheng-12797	26	9	voltage	voltage	NOUN
fumecheng-12797	26	10	,	,	PUNCT
fumecheng-12797	26	11	it	it	PRON
fumecheng-12797	26	12	must	must	AUX
fumecheng-12797	26	13	be	be	AUX
fumecheng-12797	26	14	increased	increase	VERB
fumecheng-12797	26	15	accordingly	accordingly	ADV
fumecheng-12797	26	16	.	.	PUNCT
fumecheng-12797	27	1	arc	arc	NOUN
fumecheng-12797	27	2	voltage	voltage	NOUN
fumecheng-12797	27	3	is	be	AUX
fumecheng-12797	27	4	also	also	ADV
fumecheng-12797	27	5	responsible	responsible	ADJ
fumecheng-12797	27	6	for	for	ADP
fumecheng-12797	27	7	weld	weld	NOUN
fumecheng-12797	27	8	defects	defect	NOUN
fumecheng-12797	27	9	such	such	ADJ
fumecheng-12797	27	10	as	as	ADP
fumecheng-12797	27	11	undercut	undercut	ADJ
fumecheng-12797	27	12	,	,	PUNCT
fumecheng-12797	27	13	spillage	spillage	NOUN
fumecheng-12797	27	14	,	,	PUNCT
fumecheng-12797	27	15	and	and	CCONJ
fumecheng-12797	27	16	slag	slag	NOUN
fumecheng-12797	27	17	formation	formation	NOUN
fumecheng-12797	27	18	.	.	PUNCT
fumecheng-12797	28	1	if	if	SCONJ
fumecheng-12797	28	2	the	the	DET
fumecheng-12797	28	3	arc	arc	NOUN
fumecheng-12797	28	4	voltage	voltage	NOUN
fumecheng-12797	28	5	is	be	AUX
fumecheng-12797	28	6	increased	increase	VERB
fumecheng-12797	28	7	,	,	PUNCT
fumecheng-12797	28	8	then	then	ADV
fumecheng-12797	28	9	the	the	DET
fumecheng-12797	28	10	area	area	NOUN
fumecheng-12797	28	11	of	of	ADP
fumecheng-12797	28	12	the	the	DET
fumecheng-12797	28	13	heat	heat	NOUN
fumecheng-12797	28	14	-	-	PUNCT
fumecheng-12797	28	15	affected	affect	VERB
fumecheng-12797	28	16	zone	zone	NOUN
fumecheng-12797	28	17	also	also	ADV
fumecheng-12797	28	18	increases	increase	VERB
fumecheng-12797	28	19	.	.	PUNCT
fumecheng-12797	29	1	the	the	DET
fumecheng-12797	29	2	current	current	NOUN
fumecheng-12797	29	3	decides	decide	VERB
fumecheng-12797	29	4	the	the	DET
fumecheng-12797	29	5	weld	weld	NOUN
fumecheng-12797	29	6	’s	’s	PART
fumecheng-12797	29	7	depth	depth	NOUN
fumecheng-12797	29	8	of	of	ADP
fumecheng-12797	29	9	penetration	penetration	NOUN
fumecheng-12797	29	10	(	(	PUNCT
fumecheng-12797	29	11	dop	dop	NOUN
fumecheng-12797	29	12	)	)	PUNCT
fumecheng-12797	29	13	.	.	PUNCT
fumecheng-12797	30	1	a	a	DET
fumecheng-12797	30	2	high	high	ADJ
fumecheng-12797	30	3	current	current	NOUN
fumecheng-12797	30	4	is	be	AUX
fumecheng-12797	30	5	favorable	favorable	ADJ
fumecheng-12797	30	6	for	for	ADP
fumecheng-12797	30	7	a	a	DET
fumecheng-12797	30	8	strong	strong	ADJ
fumecheng-12797	30	9	joint	joint	NOUN
fumecheng-12797	30	10	if	if	SCONJ
fumecheng-12797	30	11	the	the	DET
fumecheng-12797	30	12	base	base	NOUN
fumecheng-12797	30	13	material	material	NOUN
fumecheng-12797	30	14	is	be	AUX
fumecheng-12797	30	15	thick	thick	ADJ
fumecheng-12797	30	16	.	.	PUNCT
fumecheng-12797	31	1	however	however	ADV
fumecheng-12797	31	2	,	,	PUNCT
fumecheng-12797	31	3	if	if	SCONJ
fumecheng-12797	31	4	high	high	ADJ
fumecheng-12797	31	5	weld	weld	NOUN
fumecheng-12797	31	6	currents	current	NOUN
fumecheng-12797	31	7	are	be	AUX
fumecheng-12797	31	8	used	use	VERB
fumecheng-12797	31	9	,	,	PUNCT
fumecheng-12797	31	10	they	they	PRON
fumecheng-12797	31	11	can	can	AUX
fumecheng-12797	31	12	burn	burn	VERB
fumecheng-12797	31	13	the	the	DET
fumecheng-12797	31	14	workpiece	workpiece	NOUN
fumecheng-12797	31	15	,	,	PUNCT
fumecheng-12797	31	16	or	or	CCONJ
fumecheng-12797	31	17	if	if	SCONJ
fumecheng-12797	31	18	it	it	PRON
fumecheng-12797	31	19	is	be	AUX
fumecheng-12797	31	20	too	too	ADV
fumecheng-12797	31	21	low	low	ADJ
fumecheng-12797	31	22	,	,	PUNCT
fumecheng-12797	31	23	it	it	PRON
fumecheng-12797	31	24	can	can	AUX
fumecheng-12797	31	25	cause	cause	VERB
fumecheng-12797	31	26	incomplete	incomplete	ADJ
fumecheng-12797	31	27	penetration	penetration	NOUN
fumecheng-12797	31	28	.	.	PUNCT
fumecheng-12797	32	1	therefore	therefore	ADV
fumecheng-12797	32	2	,	,	PUNCT
fumecheng-12797	32	3	choosing	choose	VERB
fumecheng-12797	32	4	the	the	DET
fumecheng-12797	32	5	optimal	optimal	ADJ
fumecheng-12797	32	6	weld	weld	NOUN
fumecheng-12797	32	7	current	current	NOUN
fumecheng-12797	32	8	is	be	AUX
fumecheng-12797	32	9	essentially	essentially	ADV
fumecheng-12797	32	10	important	important	ADJ
fumecheng-12797	32	11	.	.	PUNCT
fumecheng-12797	33	1	welding	weld	VERB
fumecheng-12797	33	2	speed	speed	NOUN
fumecheng-12797	33	3	is	be	AUX
fumecheng-12797	33	4	defined	define	VERB
fumecheng-12797	33	5	as	as	ADP
fumecheng-12797	33	6	the	the	DET
fumecheng-12797	33	7	speed	speed	NOUN
fumecheng-12797	33	8	of	of	ADP
fumecheng-12797	33	9	the	the	DET
fumecheng-12797	33	10	electrode	electrode	NOUN
fumecheng-12797	33	11	wire	wire	NOUN
fumecheng-12797	33	12	for	for	ADP
fumecheng-12797	33	13	the	the	DET
fumecheng-12797	33	14	workpiece	workpiece	NOUN
fumecheng-12797	33	15	.	.	PUNCT
fumecheng-12797	34	1	as	as	ADP
fumecheng-12797	34	2	speed	speed	NOUN
fumecheng-12797	34	3	increases	increase	NOUN
fumecheng-12797	34	4	,	,	PUNCT
fumecheng-12797	34	5	the	the	DET
fumecheng-12797	34	6	penetration	penetration	NOUN
fumecheng-12797	34	7	depth	depth	NOUN
fumecheng-12797	34	8	decreases	decrease	VERB
fumecheng-12797	34	9	,	,	PUNCT
fumecheng-12797	34	10	resulting	result	VERB
fumecheng-12797	34	11	in	in	ADP
fumecheng-12797	34	12	weld	weld	NOUN
fumecheng-12797	34	13	broadening	broaden	VERB
fumecheng-12797	34	14	.	.	PUNCT
fumecheng-12797	35	1	if	if	SCONJ
fumecheng-12797	35	2	the	the	DET
fumecheng-12797	35	3	welding	welding	NOUN
fumecheng-12797	35	4	speed	speed	NOUN
fumecheng-12797	35	5	is	be	AUX
fumecheng-12797	35	6	very	very	ADV
fumecheng-12797	35	7	low	low	ADJ
fumecheng-12797	35	8	,	,	PUNCT
fumecheng-12797	35	9	the	the	DET
fumecheng-12797	35	10	contrary	contrary	ADJ
fumecheng-12797	35	11	impact	impact	NOUN
fumecheng-12797	35	12	is	be	AUX
fumecheng-12797	35	13	also	also	ADV
fumecheng-12797	35	14	seen	see	VERB
fumecheng-12797	35	15	,	,	PUNCT
fumecheng-12797	35	16	as	as	SCONJ
fumecheng-12797	35	17	the	the	DET
fumecheng-12797	35	18	dop	dop	NOUN
fumecheng-12797	35	19	decreases	decrease	VERB
fumecheng-12797	35	20	and	and	CCONJ
fumecheng-12797	35	21	the	the	DET
fumecheng-12797	35	22	energy	energy	NOUN
fumecheng-12797	35	23	transfer	transfer	NOUN
fumecheng-12797	35	24	to	to	ADP
fumecheng-12797	35	25	a	a	DET
fumecheng-12797	35	26	greater	great	ADJ
fumecheng-12797	35	27	depth	depth	NOUN
fumecheng-12797	35	28	is	be	AUX
fumecheng-12797	35	29	impeded	impede	VERB
fumecheng-12797	35	30	by	by	ADP
fumecheng-12797	35	31	the	the	DET
fumecheng-12797	35	32	molten	molten	ADJ
fumecheng-12797	35	33	weld	weld	NOUN
fumecheng-12797	35	34	pool	pool	NOUN
fumecheng-12797	35	35	that	that	PRON
fumecheng-12797	35	36	already	already	ADV
fumecheng-12797	35	37	exists	exist	VERB
fumecheng-12797	35	38	at	at	ADP
fumecheng-12797	35	39	extremely	extremely	ADV
fumecheng-12797	35	40	low	low	ADJ
fumecheng-12797	35	41	speeds	speed	NOUN
fumecheng-12797	35	42	.	.	PUNCT
fumecheng-12797	36	1	understanding	understanding	NOUN
fumecheng-12797	36	2	and	and	CCONJ
fumecheng-12797	36	3	implementing	implement	VERB
fumecheng-12797	36	4	the	the	DET
fumecheng-12797	36	5	ideal	ideal	ADJ
fumecheng-12797	36	6	speed	speed	NOUN
fumecheng-12797	36	7	is	be	AUX
fumecheng-12797	36	8	essential	essential	ADJ
fumecheng-12797	36	9	for	for	ADP
fumecheng-12797	36	10	achieving	achieve	VERB
fumecheng-12797	36	11	the	the	DET
fumecheng-12797	36	12	required	require	VERB
fumecheng-12797	36	13	dop	dop	NOUN
fumecheng-12797	36	14	and	and	CCONJ
fumecheng-12797	36	15	stronger	strong	ADJ
fumecheng-12797	36	16	weld	weld	NOUN
fumecheng-12797	36	17	.	.	PUNCT
fumecheng-12797	37	1	weld	weld	NOUN
fumecheng-12797	37	2	angle	angle	NOUN
fumecheng-12797	37	3	refers	refer	VERB
fumecheng-12797	37	4	to	to	ADP
fumecheng-12797	37	5	the	the	DET
fumecheng-12797	37	6	angle	angle	NOUN
fumecheng-12797	37	7	of	of	ADP
fumecheng-12797	37	8	the	the	DET
fumecheng-12797	37	9	welding	welding	NOUN
fumecheng-12797	37	10	electrode	electrode	NOUN
fumecheng-12797	37	11	relative	relative	ADJ
fumecheng-12797	37	12	to	to	ADP
fumecheng-12797	37	13	the	the	DET
fumecheng-12797	37	14	workpiece	workpiece	NOUN
fumecheng-12797	37	15	.	.	PUNCT
fumecheng-12797	38	1	it	it	PRON
fumecheng-12797	38	2	affects	affect	VERB
fumecheng-12797	38	3	the	the	DET
fumecheng-12797	38	4	penetration	penetration	NOUN
fumecheng-12797	38	5	,	,	PUNCT
fumecheng-12797	38	6	heat	heat	NOUN
fumecheng-12797	38	7	input	input	NOUN
fumecheng-12797	38	8	,	,	PUNCT
fumecheng-12797	38	9	and	and	CCONJ
fumecheng-12797	38	10	weld	weld	NOUN
fumecheng-12797	38	11	bead	bead	NOUN
fumecheng-12797	38	12	shape	shape	NOUN
fumecheng-12797	38	13	.	.	PUNCT
fumecheng-12797	39	1	a	a	DET
fumecheng-12797	39	2	steeper	steep	ADJ
fumecheng-12797	39	3	angle	angle	NOUN
fumecheng-12797	39	4	increases	increase	VERB
fumecheng-12797	39	5	penetration	penetration	NOUN
fumecheng-12797	39	6	and	and	CCONJ
fumecheng-12797	39	7	heat	heat	NOUN
fumecheng-12797	39	8	concentration	concentration	NOUN
fumecheng-12797	39	9	,	,	PUNCT
fumecheng-12797	39	10	producing	produce	VERB
fumecheng-12797	39	11	a	a	DET
fumecheng-12797	39	12	narrower	narrow	ADJ
fumecheng-12797	39	13	bead	bead	NOUN
fumecheng-12797	39	14	,	,	PUNCT
fumecheng-12797	39	15	while	while	SCONJ
fumecheng-12797	39	16	a	a	DET
fumecheng-12797	39	17	reliability	reliability	NOUN
fumecheng-12797	39	18	prediction	prediction	NOUN
fumecheng-12797	39	19	and	and	CCONJ
fumecheng-12797	39	20	process	process	NOUN
fumecheng-12797	39	21	parameter	parameter	NOUN
fumecheng-12797	39	22	optimization	optimization	NOUN
fumecheng-12797	39	23	of	of	ADP
fumecheng-12797	39	24	welded	weld	VERB
fumecheng-12797	39	25	joints	joint	NOUN
fumecheng-12797	39	26	:	:	PUNCT
fumecheng-12797	39	27	artificial	artificial	ADJ
fumecheng-12797	39	28	neural	neural	ADJ
fumecheng-12797	39	29	network	network	NOUN
fumecheng-12797	39	30	...	...	PUNCT
fumecheng-12797	39	31	947	947	NUM
fumecheng-12797	39	32	shallower	shallower	NOUN
fumecheng-12797	39	33	angle	angle	NOUN
fumecheng-12797	39	34	spreads	spread	NOUN
fumecheng-12797	39	35	heat	heat	NOUN
fumecheng-12797	39	36	,	,	PUNCT
fumecheng-12797	39	37	resulting	result	VERB
fumecheng-12797	39	38	in	in	ADP
fumecheng-12797	39	39	a	a	DET
fumecheng-12797	39	40	wider	wide	ADJ
fumecheng-12797	39	41	bead	bead	NOUN
fumecheng-12797	39	42	.	.	PUNCT
fumecheng-12797	40	1	it	it	PRON
fumecheng-12797	40	2	also	also	ADV
fumecheng-12797	40	3	influences	influence	VERB
fumecheng-12797	40	4	travel	travel	NOUN
fumecheng-12797	40	5	speed	speed	NOUN
fumecheng-12797	40	6	and	and	CCONJ
fumecheng-12797	40	7	electrode	electrode	NOUN
fumecheng-12797	40	8	consumption	consumption	NOUN
fumecheng-12797	40	9	.	.	PUNCT
fumecheng-12797	41	1	adjusting	adjust	VERB
fumecheng-12797	41	2	the	the	DET
fumecheng-12797	41	3	weld	weld	NOUN
fumecheng-12797	41	4	angle	angle	NOUN
fumecheng-12797	41	5	optimally	optimally	ADV
fumecheng-12797	41	6	is	be	AUX
fumecheng-12797	41	7	crucial	crucial	ADJ
fumecheng-12797	41	8	for	for	ADP
fumecheng-12797	41	9	controlling	control	VERB
fumecheng-12797	41	10	weld	weld	NOUN
fumecheng-12797	41	11	quality	quality	NOUN
fumecheng-12797	41	12	and	and	CCONJ
fumecheng-12797	41	13	attaining	attain	VERB
fumecheng-12797	41	14	stronger	strong	ADJ
fumecheng-12797	41	15	weld	weld	NOUN
fumecheng-12797	41	16	.	.	PUNCT
fumecheng-12797	42	1	the	the	DET
fumecheng-12797	42	2	diameter	diameter	NOUN
fumecheng-12797	42	3	of	of	ADP
fumecheng-12797	42	4	the	the	DET
fumecheng-12797	42	5	wire	wire	NOUN
fumecheng-12797	42	6	is	be	AUX
fumecheng-12797	42	7	responsible	responsible	ADJ
fumecheng-12797	42	8	for	for	ADP
fumecheng-12797	42	9	the	the	DET
fumecheng-12797	42	10	current	current	ADJ
fumecheng-12797	42	11	density	density	NOUN
fumecheng-12797	42	12	of	of	ADP
fumecheng-12797	42	13	the	the	DET
fumecheng-12797	42	14	electrode	electrode	NOUN
fumecheng-12797	42	15	.	.	PUNCT
fumecheng-12797	43	1	current	current	ADJ
fumecheng-12797	43	2	density	density	NOUN
fumecheng-12797	43	3	is	be	AUX
fumecheng-12797	43	4	equivalent	equivalent	ADJ
fumecheng-12797	43	5	to	to	ADP
fumecheng-12797	43	6	the	the	DET
fumecheng-12797	43	7	ratio	ratio	NOUN
fumecheng-12797	43	8	of	of	ADP
fumecheng-12797	43	9	unity	unity	NOUN
fumecheng-12797	43	10	to	to	ADP
fumecheng-12797	43	11	the	the	DET
fumecheng-12797	43	12	square	square	ADJ
fumecheng-12797	43	13	diameter	diameter	NOUN
fumecheng-12797	43	14	of	of	ADP
fumecheng-12797	43	15	the	the	DET
fumecheng-12797	43	16	electrode	electrode	NOUN
fumecheng-12797	43	17	.	.	PUNCT
fumecheng-12797	44	1	the	the	DET
fumecheng-12797	44	2	imbalance	imbalance	NOUN
fumecheng-12797	44	3	in	in	ADP
fumecheng-12797	44	4	the	the	DET
fumecheng-12797	44	5	wire	wire	NOUN
fumecheng-12797	44	6	diameter	diameter	NOUN
fumecheng-12797	44	7	might	might	AUX
fumecheng-12797	44	8	cause	cause	VERB
fumecheng-12797	44	9	undesired	undesired	ADJ
fumecheng-12797	44	10	dop	dop	NOUN
fumecheng-12797	44	11	,	,	PUNCT
fumecheng-12797	44	12	affecting	affect	VERB
fumecheng-12797	44	13	the	the	DET
fumecheng-12797	44	14	weld	weld	NOUN
fumecheng-12797	44	15	strength	strength	NOUN
fumecheng-12797	44	16	.	.	PUNCT
fumecheng-12797	45	1	the	the	DET
fumecheng-12797	45	2	length	length	NOUN
fumecheng-12797	45	3	of	of	ADP
fumecheng-12797	45	4	the	the	DET
fumecheng-12797	45	5	wire	wire	NOUN
fumecheng-12797	45	6	also	also	ADV
fumecheng-12797	45	7	plays	play	VERB
fumecheng-12797	45	8	a	a	DET
fumecheng-12797	45	9	crucial	crucial	ADJ
fumecheng-12797	45	10	role	role	NOUN
fumecheng-12797	45	11	in	in	ADP
fumecheng-12797	45	12	maintaining	maintain	VERB
fumecheng-12797	45	13	the	the	DET
fumecheng-12797	45	14	weld	weld	NOUN
fumecheng-12797	45	15	quality	quality	NOUN
fumecheng-12797	45	16	as	as	SCONJ
fumecheng-12797	45	17	it	it	PRON
fumecheng-12797	45	18	directly	directly	ADV
fumecheng-12797	45	19	affects	affect	VERB
fumecheng-12797	45	20	the	the	DET
fumecheng-12797	45	21	temperature	temperature	NOUN
fumecheng-12797	45	22	and	and	CCONJ
fumecheng-12797	45	23	inversely	inversely	ADV
fumecheng-12797	45	24	affects	affect	VERB
fumecheng-12797	45	25	the	the	DET
fumecheng-12797	45	26	weld	weld	NOUN
fumecheng-12797	45	27	current	current	NOUN
fumecheng-12797	45	28	.	.	PUNCT
fumecheng-12797	46	1	if	if	SCONJ
fumecheng-12797	46	2	the	the	DET
fumecheng-12797	46	3	length	length	NOUN
fumecheng-12797	46	4	of	of	ADP
fumecheng-12797	46	5	the	the	DET
fumecheng-12797	46	6	wire	wire	NOUN
fumecheng-12797	46	7	increases	increase	NOUN
fumecheng-12797	46	8	,	,	PUNCT
fumecheng-12797	46	9	the	the	DET
fumecheng-12797	46	10	weld	weld	NOUN
fumecheng-12797	46	11	current	current	ADJ
fumecheng-12797	46	12	decreases	decrease	NOUN
fumecheng-12797	46	13	,	,	PUNCT
fumecheng-12797	46	14	which	which	PRON
fumecheng-12797	46	15	lowers	lower	VERB
fumecheng-12797	46	16	the	the	DET
fumecheng-12797	46	17	dop	dop	NOUN
fumecheng-12797	46	18	,	,	PUNCT
fumecheng-12797	46	19	creating	create	VERB
fumecheng-12797	46	20	an	an	DET
fumecheng-12797	46	21	improper	improper	ADJ
fumecheng-12797	46	22	weld	weld	NOUN
fumecheng-12797	46	23	pool	pool	NOUN
fumecheng-12797	46	24	and	and	CCONJ
fumecheng-12797	46	25	leading	lead	VERB
fumecheng-12797	46	26	to	to	ADP
fumecheng-12797	46	27	a	a	DET
fumecheng-12797	46	28	weak	weak	ADJ
fumecheng-12797	46	29	weld	weld	NOUN
fumecheng-12797	46	30	.	.	PUNCT
fumecheng-12797	47	1	parameter	parameter	NOUN
fumecheng-12797	47	2	selection	selection	NOUN
fumecheng-12797	47	3	is	be	AUX
fumecheng-12797	47	4	critical	critical	ADJ
fumecheng-12797	47	5	where	where	SCONJ
fumecheng-12797	47	6	weld	weld	NOUN
fumecheng-12797	47	7	reliability	reliability	NOUN
fumecheng-12797	47	8	also	also	ADV
fumecheng-12797	47	9	depends	depend	VERB
fumecheng-12797	47	10	on	on	ADP
fumecheng-12797	47	11	these	these	DET
fumecheng-12797	47	12	factors	factor	NOUN
fumecheng-12797	47	13	to	to	PART
fumecheng-12797	47	14	attain	attain	VERB
fumecheng-12797	47	15	a	a	DET
fumecheng-12797	47	16	proper	proper	ADJ
fumecheng-12797	47	17	weld	weld	NOUN
fumecheng-12797	47	18	.	.	PUNCT
fumecheng-12797	48	1	knowing	know	VERB
fumecheng-12797	48	2	the	the	DET
fumecheng-12797	48	3	reliability	reliability	NOUN
fumecheng-12797	48	4	of	of	ADP
fumecheng-12797	48	5	random	random	ADJ
fumecheng-12797	48	6	valued	value	VERB
fumecheng-12797	48	7	parameters	parameter	NOUN
fumecheng-12797	48	8	is	be	AUX
fumecheng-12797	48	9	difficult	difficult	ADJ
fumecheng-12797	48	10	and	and	CCONJ
fumecheng-12797	48	11	time	time	NOUN
fumecheng-12797	48	12	-	-	PUNCT
fumecheng-12797	48	13	consuming	consume	VERB
fumecheng-12797	48	14	.	.	PUNCT
fumecheng-12797	49	1	to	to	PART
fumecheng-12797	49	2	avoid	avoid	VERB
fumecheng-12797	49	3	this	this	DET
fumecheng-12797	49	4	problem	problem	NOUN
fumecheng-12797	49	5	,	,	PUNCT
fumecheng-12797	49	6	we	we	PRON
fumecheng-12797	49	7	integrate	integrate	VERB
fumecheng-12797	49	8	machine	machine	NOUN
fumecheng-12797	49	9	learning	learning	NOUN
fumecheng-12797	49	10	(	(	PUNCT
fumecheng-12797	49	11	ml	ml	NOUN
fumecheng-12797	49	12	)	)	PUNCT
fumecheng-12797	49	13	tools	tool	NOUN
fumecheng-12797	49	14	to	to	PART
fumecheng-12797	49	15	predict	predict	VERB
fumecheng-12797	49	16	the	the	DET
fumecheng-12797	49	17	reliability	reliability	NOUN
fumecheng-12797	49	18	of	of	ADP
fumecheng-12797	49	19	the	the	DET
fumecheng-12797	49	20	weld	weld	NOUN
fumecheng-12797	49	21	for	for	ADP
fumecheng-12797	49	22	varying	vary	VERB
fumecheng-12797	49	23	parameters	parameter	NOUN
fumecheng-12797	49	24	.	.	PUNCT
fumecheng-12797	50	1	these	these	DET
fumecheng-12797	50	2	ml	ml	NOUN
fumecheng-12797	50	3	tools	tool	NOUN
fumecheng-12797	50	4	not	not	PART
fumecheng-12797	50	5	only	only	ADV
fumecheng-12797	50	6	reduce	reduce	VERB
fumecheng-12797	50	7	human	human	ADJ
fumecheng-12797	50	8	efforts	effort	NOUN
fumecheng-12797	50	9	but	but	CCONJ
fumecheng-12797	50	10	also	also	ADV
fumecheng-12797	50	11	calculate	calculate	VERB
fumecheng-12797	50	12	the	the	DET
fumecheng-12797	50	13	error	error	NOUN
fumecheng-12797	50	14	existing	exist	VERB
fumecheng-12797	50	15	between	between	ADP
fumecheng-12797	50	16	the	the	DET
fumecheng-12797	50	17	prediction	prediction	NOUN
fumecheng-12797	50	18	and	and	CCONJ
fumecheng-12797	50	19	actual	actual	ADJ
fumecheng-12797	50	20	experimental	experimental	ADJ
fumecheng-12797	50	21	reliability	reliability	NOUN
fumecheng-12797	50	22	values	value	NOUN
fumecheng-12797	50	23	.	.	PUNCT
fumecheng-12797	51	1	ml	ml	NOUN
fumecheng-12797	51	2	tools	tool	NOUN
fumecheng-12797	51	3	are	be	AUX
fumecheng-12797	51	4	used	use	VERB
fumecheng-12797	51	5	to	to	PART
fumecheng-12797	51	6	predict	predict	VERB
fumecheng-12797	51	7	various	various	ADJ
fumecheng-12797	51	8	properties	property	NOUN
fumecheng-12797	51	9	and	and	CCONJ
fumecheng-12797	51	10	qualities	quality	NOUN
fumecheng-12797	51	11	of	of	ADP
fumecheng-12797	51	12	machine	machine	NOUN
fumecheng-12797	51	13	elements	element	NOUN
fumecheng-12797	51	14	in	in	ADP
fumecheng-12797	51	15	various	various	ADJ
fumecheng-12797	51	16	applications	application	NOUN
fumecheng-12797	51	17	.	.	PUNCT
fumecheng-12797	52	1	for	for	ADP
fumecheng-12797	52	2	example	example	NOUN
fumecheng-12797	52	3	,	,	PUNCT
fumecheng-12797	52	4	artificial	artificial	ADJ
fumecheng-12797	52	5	neural	neural	ADJ
fumecheng-12797	52	6	networks	network	NOUN
fumecheng-12797	52	7	(	(	PUNCT
fumecheng-12797	52	8	anns	anns	NOUN
fumecheng-12797	52	9	)	)	PUNCT
fumecheng-12797	52	10	and	and	CCONJ
fumecheng-12797	52	11	genetic	genetic	ADJ
fumecheng-12797	52	12	algorithms	algorithm	NOUN
fumecheng-12797	52	13	(	(	PUNCT
fumecheng-12797	52	14	gas	gas	NOUN
fumecheng-12797	52	15	)	)	PUNCT
fumecheng-12797	52	16	have	have	AUX
fumecheng-12797	52	17	been	be	AUX
fumecheng-12797	52	18	used	use	VERB
fumecheng-12797	52	19	to	to	PART
fumecheng-12797	52	20	predict	predict	VERB
fumecheng-12797	52	21	the	the	DET
fumecheng-12797	52	22	static	static	ADJ
fumecheng-12797	52	23	strength	strength	NOUN
fumecheng-12797	52	24	and	and	CCONJ
fumecheng-12797	52	25	fatigue	fatigue	NOUN
fumecheng-12797	52	26	life	life	NOUN
fumecheng-12797	52	27	of	of	ADP
fumecheng-12797	52	28	resistance	resistance	NOUN
fumecheng-12797	52	29	spot	spot	NOUN
fumecheng-12797	52	30	welding	welding	NOUN
fumecheng-12797	52	31	(	(	PUNCT
fumecheng-12797	52	32	rsw	rsw	NOUN
fumecheng-12797	52	33	)	)	PUNCT
fumecheng-12797	52	34	joints	joint	NOUN
fumecheng-12797	52	35	based	base	VERB
fumecheng-12797	52	36	on	on	ADP
fumecheng-12797	52	37	ultrasonic	ultrasonic	ADJ
fumecheng-12797	52	38	testing	testing	NOUN
fumecheng-12797	52	39	results	result	NOUN
fumecheng-12797	52	40	[	[	X
fumecheng-12797	52	41	1	1	NUM
fumecheng-12797	52	42	]	]	PUNCT
fumecheng-12797	52	43	.	.	PUNCT
fumecheng-12797	53	1	here	here	ADV
fumecheng-12797	53	2	,	,	PUNCT
fumecheng-12797	53	3	prediction	prediction	NOUN
fumecheng-12797	53	4	of	of	ADP
fumecheng-12797	53	5	the	the	DET
fumecheng-12797	53	6	ultimate	ultimate	ADJ
fumecheng-12797	53	7	tensile	tensile	NOUN
fumecheng-12797	53	8	strength	strength	NOUN
fumecheng-12797	53	9	(	(	PUNCT
fumecheng-12797	53	10	uts	uts	PROPN
fumecheng-12797	53	11	)	)	PUNCT
fumecheng-12797	53	12	of	of	ADP
fumecheng-12797	53	13	friction	friction	NOUN
fumecheng-12797	53	14	stir	stir	NOUN
fumecheng-12797	53	15	welded	weld	VERB
fumecheng-12797	53	16	aluminum	aluminum	NOUN
fumecheng-12797	53	17	alloy	alloy	NOUN
fumecheng-12797	53	18	joints	joint	NOUN
fumecheng-12797	53	19	was	be	AUX
fumecheng-12797	53	20	carried	carry	VERB
fumecheng-12797	53	21	out	out	ADP
fumecheng-12797	53	22	by	by	ADP
fumecheng-12797	53	23	considering	consider	VERB
fumecheng-12797	53	24	spindle	spindle	NOUN
fumecheng-12797	53	25	speed	speed	NOUN
fumecheng-12797	53	26	(	(	PUNCT
fumecheng-12797	53	27	n	n	CCONJ
fumecheng-12797	53	28	)	)	PUNCT
fumecheng-12797	53	29	,	,	PUNCT
fumecheng-12797	53	30	plunge	plunge	NOUN
fumecheng-12797	53	31	force	force	NOUN
fumecheng-12797	53	32	(	(	PUNCT
fumecheng-12797	53	33	f	f	NOUN
fumecheng-12797	53	34	)	)	PUNCT
fumecheng-12797	53	35	,	,	PUNCT
fumecheng-12797	53	36	and	and	CCONJ
fumecheng-12797	53	37	welding	weld	VERB
fumecheng-12797	53	38	speed	speed	NOUN
fumecheng-12797	53	39	(	(	PUNCT
fumecheng-12797	53	40	v	v	NOUN
fumecheng-12797	53	41	)	)	PUNCT
fumecheng-12797	53	42	as	as	ADP
fumecheng-12797	53	43	input	input	NOUN
fumecheng-12797	53	44	process	process	NOUN
fumecheng-12797	53	45	parameters	parameter	NOUN
fumecheng-12797	53	46	[	[	X
fumecheng-12797	53	47	2	2	NUM
fumecheng-12797	53	48	]	]	PUNCT
fumecheng-12797	53	49	.	.	PUNCT
fumecheng-12797	54	1	ml	ml	VERB
fumecheng-12797	54	2	tools	tool	NOUN
fumecheng-12797	54	3	such	such	ADJ
fumecheng-12797	54	4	as	as	ADP
fumecheng-12797	54	5	ann	ann	PROPN
fumecheng-12797	54	6	and	and	CCONJ
fumecheng-12797	54	7	fuzzy	fuzzy	ADJ
fumecheng-12797	54	8	logic	logic	NOUN
fumecheng-12797	54	9	(	(	PUNCT
fumecheng-12797	54	10	fl	fl	NOUN
fumecheng-12797	54	11	)	)	PUNCT
fumecheng-12797	54	12	were	be	AUX
fumecheng-12797	54	13	deployed	deploy	VERB
fumecheng-12797	54	14	and	and	CCONJ
fumecheng-12797	54	15	compared	compare	VERB
fumecheng-12797	54	16	to	to	PART
fumecheng-12797	54	17	assess	assess	VERB
fumecheng-12797	54	18	the	the	DET
fumecheng-12797	54	19	efficiency	efficiency	NOUN
fumecheng-12797	54	20	of	of	ADP
fumecheng-12797	54	21	the	the	DET
fumecheng-12797	54	22	approach	approach	NOUN
fumecheng-12797	54	23	.	.	PUNCT
fumecheng-12797	55	1	here	here	ADV
fumecheng-12797	55	2	,	,	PUNCT
fumecheng-12797	55	3	it	it	PRON
fumecheng-12797	55	4	is	be	AUX
fumecheng-12797	55	5	demonstrated	demonstrate	VERB
fumecheng-12797	55	6	that	that	SCONJ
fumecheng-12797	55	7	the	the	DET
fumecheng-12797	55	8	fl	fl	PROPN
fumecheng-12797	55	9	model	model	NOUN
fumecheng-12797	55	10	provides	provide	VERB
fumecheng-12797	55	11	more	more	ADV
fumecheng-12797	55	12	accurate	accurate	ADJ
fumecheng-12797	55	13	results	result	NOUN
fumecheng-12797	55	14	than	than	ADP
fumecheng-12797	55	15	ann	ann	PROPN
fumecheng-12797	55	16	.	.	PUNCT
fumecheng-12797	56	1	consequently	consequently	ADV
fumecheng-12797	56	2	,	,	PUNCT
fumecheng-12797	56	3	the	the	DET
fumecheng-12797	56	4	quality	quality	NOUN
fumecheng-12797	56	5	levels	level	NOUN
fumecheng-12797	56	6	of	of	ADP
fumecheng-12797	56	7	defects	defect	NOUN
fumecheng-12797	56	8	from	from	ADP
fumecheng-12797	56	9	gmaw	gmaw	NOUN
fumecheng-12797	56	10	were	be	AUX
fumecheng-12797	56	11	predicted	predict	VERB
fumecheng-12797	56	12	using	use	VERB
fumecheng-12797	56	13	imageprocessing	imageprocesse	VERB
fumecheng-12797	56	14	neural	neural	ADJ
fumecheng-12797	56	15	networks	network	NOUN
fumecheng-12797	56	16	[	[	X
fumecheng-12797	56	17	3	3	NUM
fumecheng-12797	56	18	]	]	PUNCT
fumecheng-12797	56	19	.	.	PUNCT
fumecheng-12797	57	1	the	the	DET
fumecheng-12797	57	2	integral	integral	ADJ
fumecheng-12797	57	3	algorithms	algorithm	NOUN
fumecheng-12797	57	4	of	of	ADP
fumecheng-12797	57	5	ann	ann	PROPN
fumecheng-12797	57	6	,	,	PUNCT
fumecheng-12797	57	7	such	such	ADJ
fumecheng-12797	57	8	as	as	ADP
fumecheng-12797	57	9	the	the	DET
fumecheng-12797	57	10	backpropagation	backpropagation	NOUN
fumecheng-12797	57	11	(	(	PUNCT
fumecheng-12797	57	12	bp	bp	PROPN
fumecheng-12797	57	13	)	)	PUNCT
fumecheng-12797	57	14	algorithm	algorithm	NOUN
fumecheng-12797	57	15	and	and	CCONJ
fumecheng-12797	57	16	differential	differential	ADJ
fumecheng-12797	57	17	evolutionary	evolutionary	ADJ
fumecheng-12797	57	18	algorithm	algorithm	NOUN
fumecheng-12797	57	19	(	(	PUNCT
fumecheng-12797	57	20	dea	dea	PROPN
fumecheng-12797	57	21	)	)	PUNCT
fumecheng-12797	57	22	,	,	PUNCT
fumecheng-12797	57	23	were	be	AUX
fumecheng-12797	57	24	then	then	ADV
fumecheng-12797	57	25	implemented	implement	VERB
fumecheng-12797	57	26	.	.	PUNCT
fumecheng-12797	58	1	the	the	DET
fumecheng-12797	58	2	results	result	NOUN
fumecheng-12797	58	3	verified	verify	VERB
fumecheng-12797	58	4	that	that	SCONJ
fumecheng-12797	58	5	ann	ann	PROPN
fumecheng-12797	58	6	using	use	VERB
fumecheng-12797	58	7	dea	dea	PROPN
fumecheng-12797	58	8	took	take	VERB
fumecheng-12797	58	9	less	less	ADJ
fumecheng-12797	58	10	time	time	NOUN
fumecheng-12797	58	11	to	to	PART
fumecheng-12797	58	12	compute	compute	VERB
fumecheng-12797	58	13	,	,	PUNCT
fumecheng-12797	58	14	whereas	whereas	SCONJ
fumecheng-12797	58	15	the	the	DET
fumecheng-12797	58	16	prediction	prediction	NOUN
fumecheng-12797	58	17	provided	provide	VERB
fumecheng-12797	58	18	by	by	ADP
fumecheng-12797	58	19	ann	ann	PROPN
fumecheng-12797	58	20	using	use	VERB
fumecheng-12797	58	21	bp	bp	PROPN
fumecheng-12797	58	22	gave	give	VERB
fumecheng-12797	58	23	more	more	ADV
fumecheng-12797	58	24	accurate	accurate	ADJ
fumecheng-12797	58	25	results	result	NOUN
fumecheng-12797	58	26	.	.	PUNCT
fumecheng-12797	59	1	these	these	DET
fumecheng-12797	59	2	approaches	approach	NOUN
fumecheng-12797	59	3	decrease	decrease	VERB
fumecheng-12797	59	4	the	the	DET
fumecheng-12797	59	5	number	number	NOUN
fumecheng-12797	59	6	of	of	ADP
fumecheng-12797	59	7	experimental	experimental	ADJ
fumecheng-12797	59	8	tests	test	NOUN
fumecheng-12797	59	9	and	and	CCONJ
fumecheng-12797	59	10	the	the	DET
fumecheng-12797	59	11	cost	cost	NOUN
fumecheng-12797	59	12	of	of	ADP
fumecheng-12797	59	13	experimentation	experimentation	NOUN
fumecheng-12797	59	14	and	and	CCONJ
fumecheng-12797	59	15	predict	predict	VERB
fumecheng-12797	59	16	reliability	reliability	NOUN
fumecheng-12797	59	17	within	within	ADP
fumecheng-12797	59	18	a	a	DET
fumecheng-12797	59	19	limited	limited	ADJ
fumecheng-12797	59	20	time	time	NOUN
fumecheng-12797	59	21	.	.	PUNCT
fumecheng-12797	60	1	therefore	therefore	ADV
fumecheng-12797	60	2	,	,	PUNCT
fumecheng-12797	60	3	the	the	DET
fumecheng-12797	60	4	research	research	NOUN
fumecheng-12797	60	5	questions	question	NOUN
fumecheng-12797	60	6	to	to	PART
fumecheng-12797	60	7	meet	meet	VERB
fumecheng-12797	60	8	the	the	DET
fumecheng-12797	60	9	challenges	challenge	NOUN
fumecheng-12797	60	10	are	be	AUX
fumecheng-12797	60	11	:	:	PUNCT
fumecheng-12797	60	12	how	how	SCONJ
fumecheng-12797	60	13	can	can	AUX
fumecheng-12797	60	14	industries	industry	NOUN
fumecheng-12797	60	15	develop	develop	VERB
fumecheng-12797	60	16	and	and	CCONJ
fumecheng-12797	60	17	adopt	adopt	VERB
fumecheng-12797	60	18	advanced	advanced	ADJ
fumecheng-12797	60	19	ml	ml	NOUN
fumecheng-12797	60	20	techniques	technique	NOUN
fumecheng-12797	60	21	for	for	ADP
fumecheng-12797	60	22	knowing	know	VERB
fumecheng-12797	60	23	weld	weld	NOUN
fumecheng-12797	60	24	reliability	reliability	NOUN
fumecheng-12797	60	25	analysis	analysis	NOUN
fumecheng-12797	60	26	in	in	ADP
fumecheng-12797	60	27	the	the	DET
fumecheng-12797	60	28	present	present	ADJ
fumecheng-12797	60	29	manufacturing	manufacturing	NOUN
fumecheng-12797	60	30	environments	environment	NOUN
fumecheng-12797	60	31	?	?	PUNCT
fumecheng-12797	61	1	what	what	PRON
fumecheng-12797	61	2	are	be	AUX
fumecheng-12797	61	3	the	the	DET
fumecheng-12797	61	4	challenges	challenge	NOUN
fumecheng-12797	61	5	they	they	PRON
fumecheng-12797	61	6	need	need	VERB
fumecheng-12797	61	7	to	to	PART
fumecheng-12797	61	8	overcome	overcome	VERB
fumecheng-12797	61	9	?	?	PUNCT
fumecheng-12797	62	1	after	after	ADP
fumecheng-12797	62	2	going	go	VERB
fumecheng-12797	62	3	through	through	ADP
fumecheng-12797	62	4	different	different	ADJ
fumecheng-12797	62	5	literature	literature	NOUN
fumecheng-12797	62	6	reviews	review	NOUN
fumecheng-12797	62	7	,	,	PUNCT
fumecheng-12797	62	8	we	we	PRON
fumecheng-12797	62	9	comprehended	comprehend	VERB
fumecheng-12797	62	10	the	the	DET
fumecheng-12797	62	11	contribution	contribution	NOUN
fumecheng-12797	62	12	of	of	ADP
fumecheng-12797	62	13	utilizing	utilize	VERB
fumecheng-12797	62	14	artificial	artificial	ADJ
fumecheng-12797	62	15	intelligence	intelligence	NOUN
fumecheng-12797	62	16	(	(	PUNCT
fumecheng-12797	62	17	ai	ai	NOUN
fumecheng-12797	62	18	)	)	PUNCT
fumecheng-12797	62	19	processes	process	NOUN
fumecheng-12797	62	20	for	for	ADP
fumecheng-12797	62	21	calculating	calculate	VERB
fumecheng-12797	62	22	and	and	CCONJ
fumecheng-12797	62	23	assessing	assess	VERB
fumecheng-12797	62	24	the	the	DET
fumecheng-12797	62	25	lifecycle	lifecycle	NOUN
fumecheng-12797	62	26	and	and	CCONJ
fumecheng-12797	62	27	failure	failure	NOUN
fumecheng-12797	62	28	event	event	NOUN
fumecheng-12797	62	29	for	for	ADP
fumecheng-12797	62	30	various	various	ADJ
fumecheng-12797	62	31	parts	part	NOUN
fumecheng-12797	62	32	utilized	utilize	VERB
fumecheng-12797	62	33	in	in	ADP
fumecheng-12797	62	34	separate	separate	ADJ
fumecheng-12797	62	35	hardware	hardware	NOUN
fumecheng-12797	62	36	.	.	PUNCT
fumecheng-12797	63	1	the	the	DET
fumecheng-12797	63	2	reliability	reliability	NOUN
fumecheng-12797	63	3	of	of	ADP
fumecheng-12797	63	4	a	a	DET
fumecheng-12797	63	5	system	system	NOUN
fumecheng-12797	63	6	is	be	AUX
fumecheng-12797	63	7	evaluated	evaluate	VERB
fumecheng-12797	63	8	by	by	ADP
fumecheng-12797	63	9	analyzing	analyze	VERB
fumecheng-12797	63	10	the	the	DET
fumecheng-12797	63	11	conditions	condition	NOUN
fumecheng-12797	63	12	and	and	CCONJ
fumecheng-12797	63	13	relations	relation	NOUN
fumecheng-12797	63	14	between	between	ADP
fumecheng-12797	63	15	the	the	DET
fumecheng-12797	63	16	components	component	NOUN
fumecheng-12797	63	17	.	.	PUNCT
fumecheng-12797	64	1	the	the	DET
fumecheng-12797	64	2	likelihood	likelihood	NOUN
fumecheng-12797	64	3	of	of	ADP
fumecheng-12797	64	4	failure	failure	NOUN
fumecheng-12797	64	5	is	be	AUX
fumecheng-12797	64	6	estimated	estimate	VERB
fumecheng-12797	64	7	based	base	VERB
fumecheng-12797	64	8	on	on	ADP
fumecheng-12797	64	9	the	the	DET
fumecheng-12797	64	10	conditions	condition	NOUN
fumecheng-12797	64	11	of	of	ADP
fumecheng-12797	64	12	its	its	PRON
fumecheng-12797	64	13	parts	part	NOUN
fumecheng-12797	64	14	or	or	CCONJ
fumecheng-12797	64	15	components	component	NOUN
fumecheng-12797	64	16	.	.	PUNCT
fumecheng-12797	65	1	it	it	PRON
fumecheng-12797	65	2	is	be	AUX
fumecheng-12797	65	3	made	make	VERB
fumecheng-12797	65	4	possible	possible	ADJ
fumecheng-12797	65	5	by	by	ADP
fumecheng-12797	65	6	ml	ml	NOUN
fumecheng-12797	65	7	,	,	PUNCT
fumecheng-12797	65	8	which	which	PRON
fumecheng-12797	65	9	consists	consist	VERB
fumecheng-12797	65	10	of	of	ADP
fumecheng-12797	65	11	computer	computer	NOUN
fumecheng-12797	65	12	algorithms	algorithm	NOUN
fumecheng-12797	65	13	that	that	PRON
fumecheng-12797	65	14	make	make	VERB
fumecheng-12797	65	15	use	use	NOUN
fumecheng-12797	65	16	of	of	ADP
fumecheng-12797	65	17	data	datum	NOUN
fumecheng-12797	65	18	and	and	CCONJ
fumecheng-12797	65	19	recognize	recognize	VERB
fumecheng-12797	65	20	patterns	pattern	NOUN
fumecheng-12797	65	21	in	in	ADP
fumecheng-12797	65	22	a	a	DET
fumecheng-12797	65	23	set	set	NOUN
fumecheng-12797	65	24	of	of	ADP
fumecheng-12797	65	25	data	datum	NOUN
fumecheng-12797	65	26	to	to	PART
fumecheng-12797	65	27	conclude	conclude	VERB
fumecheng-12797	65	28	the	the	DET
fumecheng-12797	65	29	process	process	NOUN
fumecheng-12797	65	30	.	.	PUNCT
fumecheng-12797	66	1	ml	ml	PROPN
fumecheng-12797	66	2	concentrates	concentrate	VERB
fumecheng-12797	66	3	on	on	ADP
fumecheng-12797	66	4	the	the	DET
fumecheng-12797	66	5	application	application	NOUN
fumecheng-12797	66	6	of	of	ADP
fumecheng-12797	66	7	algorithms	algorithm	NOUN
fumecheng-12797	66	8	to	to	PART
fumecheng-12797	66	9	statistically	statistically	ADV
fumecheng-12797	66	10	estimate	estimate	VERB
fumecheng-12797	66	11	complicated	complicated	ADJ
fumecheng-12797	66	12	functions	function	NOUN
fumecheng-12797	66	13	.	.	PUNCT
fumecheng-12797	67	1	ml	ml	PROPN
fumecheng-12797	67	2	algorithms	algorithm	NOUN
fumecheng-12797	67	3	are	be	AUX
fumecheng-12797	67	4	utilized	utilize	VERB
fumecheng-12797	67	5	to	to	PART
fumecheng-12797	67	6	gather	gather	VERB
fumecheng-12797	67	7	data	datum	NOUN
fumecheng-12797	67	8	for	for	ADP
fumecheng-12797	67	9	a	a	DET
fumecheng-12797	67	10	system	system	NOUN
fumecheng-12797	67	11	under	under	ADP
fumecheng-12797	67	12	study	study	NOUN
fumecheng-12797	67	13	,	,	PUNCT
fumecheng-12797	67	14	abstract	abstract	ADJ
fumecheng-12797	67	15	the	the	DET
fumecheng-12797	67	16	process	process	NOUN
fumecheng-12797	67	17	in	in	ADP
fumecheng-12797	67	18	the	the	DET
fumecheng-12797	67	19	form	form	NOUN
fumecheng-12797	67	20	of	of	ADP
fumecheng-12797	67	21	a	a	DET
fumecheng-12797	67	22	model	model	NOUN
fumecheng-12797	67	23	,	,	PUNCT
fumecheng-12797	67	24	predict	predict	VERB
fumecheng-12797	67	25	values	value	NOUN
fumecheng-12797	67	26	of	of	ADP
fumecheng-12797	67	27	the	the	DET
fumecheng-12797	67	28	system	system	NOUN
fumecheng-12797	67	29	for	for	ADP
fumecheng-12797	67	30	the	the	DET
fumecheng-12797	67	31	model	model	NOUN
fumecheng-12797	67	32	generated	generate	VERB
fumecheng-12797	67	33	,	,	PUNCT
fumecheng-12797	67	34	and	and	CCONJ
fumecheng-12797	67	35	detect	detect	VERB
fumecheng-12797	67	36	the	the	DET
fumecheng-12797	67	37	way	way	NOUN
fumecheng-12797	67	38	the	the	DET
fumecheng-12797	67	39	systems	system	NOUN
fumecheng-12797	67	40	behave	behave	VERB
fumecheng-12797	67	41	under	under	ADP
fumecheng-12797	67	42	observation	observation	NOUN
fumecheng-12797	67	43	.	.	PUNCT
fumecheng-12797	68	1	evolutionary	evolutionary	ADJ
fumecheng-12797	68	2	/	/	SYM
fumecheng-12797	68	3	soft	soft	ADJ
fumecheng-12797	68	4	computing	computing	NOUN
fumecheng-12797	68	5	-	-	PUNCT
fumecheng-12797	68	6	based	base	VERB
fumecheng-12797	68	7	optimization	optimization	NOUN
fumecheng-12797	68	8	techniques	technique	NOUN
fumecheng-12797	68	9	,	,	PUNCT
fumecheng-12797	68	10	such	such	ADJ
fumecheng-12797	68	11	as	as	ADP
fumecheng-12797	68	12	ga	ga	PROPN
fumecheng-12797	68	13	,	,	PUNCT
fumecheng-12797	68	14	particle	particle	NOUN
fumecheng-12797	68	15	swarm	swarm	NOUN
fumecheng-12797	68	16	optimization	optimization	NOUN
fumecheng-12797	68	17	(	(	PUNCT
fumecheng-12797	68	18	pso	pso	NOUN
fumecheng-12797	68	19	)	)	PUNCT
fumecheng-12797	68	20	,	,	PUNCT
fumecheng-12797	68	21	ant	ant	ADJ
fumecheng-12797	68	22	colony	colony	NOUN
fumecheng-12797	68	23	optimization	optimization	NOUN
fumecheng-12797	68	24	(	(	PUNCT
fumecheng-12797	68	25	aco	aco	PROPN
fumecheng-12797	68	26	)	)	PUNCT
fumecheng-12797	68	27	,	,	PUNCT
fumecheng-12797	68	28	teaching	teach	VERB
fumecheng-12797	68	29	learning	learning	NOUN
fumecheng-12797	68	30	-	-	PUNCT
fumecheng-12797	68	31	based	base	VERB
fumecheng-12797	68	32	optimization	optimization	NOUN
fumecheng-12797	68	33	(	(	PUNCT
fumecheng-12797	68	34	tlbo	tlbo	PROPN
fumecheng-12797	68	35	)	)	PUNCT
fumecheng-12797	68	36	,	,	PUNCT
fumecheng-12797	68	37	simulated	simulate	VERB
fumecheng-12797	68	38	annealing	annealing	NOUN
fumecheng-12797	68	39	(	(	PUNCT
fumecheng-12797	68	40	sa	sa	NOUN
fumecheng-12797	68	41	)	)	PUNCT
fumecheng-12797	68	42	,	,	PUNCT
fumecheng-12797	68	43	and	and	CCONJ
fumecheng-12797	68	44	random	random	ADJ
fumecheng-12797	68	45	frog	frog	NOUN
fumecheng-12797	68	46	(	(	PUNCT
fumecheng-12797	68	47	rf	rf	NOUN
fumecheng-12797	68	48	)	)	PUNCT
fumecheng-12797	68	49	have	have	AUX
fumecheng-12797	68	50	been	be	AUX
fumecheng-12797	68	51	also	also	ADV
fumecheng-12797	68	52	used	use	VERB
fumecheng-12797	68	53	so	so	ADV
fumecheng-12797	68	54	far	far	ADV
fumecheng-12797	68	55	to	to	PART
fumecheng-12797	68	56	deal	deal	VERB
fumecheng-12797	68	57	with	with	ADP
fumecheng-12797	68	58	various	various	ADJ
fumecheng-12797	68	59	manufacturing	manufacturing	NOUN
fumecheng-12797	68	60	processes	process	NOUN
fumecheng-12797	68	61	,	,	PUNCT
fumecheng-12797	68	62	such	such	ADJ
fumecheng-12797	68	63	as	as	ADP
fumecheng-12797	68	64	welding	welding	NOUN
fumecheng-12797	68	65	process	process	NOUN
fumecheng-12797	68	66	[	[	X
fumecheng-12797	68	67	4	4	NUM
fumecheng-12797	68	68	]	]	PUNCT
fumecheng-12797	68	69	.	.	PUNCT
fumecheng-12797	69	1	soft	soft	ADJ
fumecheng-12797	69	2	computing	computing	NOUN
fumecheng-12797	69	3	-	-	PUNCT
fumecheng-12797	69	4	based	base	VERB
fumecheng-12797	69	5	models	model	NOUN
fumecheng-12797	69	6	,	,	PUNCT
fumecheng-12797	69	7	including	include	VERB
fumecheng-12797	69	8	ann	ann	PROPN
fumecheng-12797	69	9	and	and	CCONJ
fumecheng-12797	69	10	fl	fl	PROPN
fumecheng-12797	69	11	,	,	PUNCT
fumecheng-12797	69	12	are	be	AUX
fumecheng-12797	69	13	948	948	NUM
fumecheng-12797	69	14	j.	j.	PROPN
fumecheng-12797	69	15	gokulachandran	gokulachandran	PROPN
fumecheng-12797	69	16	,	,	PUNCT
fumecheng-12797	69	17	m.	m.	NOUN
fumecheng-12797	69	18	thenarasu	thenarasu	PROPN
fumecheng-12797	69	19	,	,	PUNCT
fumecheng-12797	69	20	b.	b.	PROPN
fumecheng-12797	69	21	pothkanoori	pothkanoori	PROPN
fumecheng-12797	69	22	,	,	PUNCT
fumecheng-12797	69	23	et	et	PROPN
fumecheng-12797	69	24	al	al	PROPN
fumecheng-12797	69	25	.	.	PROPN
fumecheng-12797	70	1	among	among	ADP
fumecheng-12797	70	2	the	the	DET
fumecheng-12797	70	3	successful	successful	ADJ
fumecheng-12797	70	4	ones	one	NOUN
fumecheng-12797	70	5	for	for	ADP
fumecheng-12797	70	6	modelling	modelling	NOUN
fumecheng-12797	70	7	and	and	CCONJ
fumecheng-12797	70	8	controlling	control	VERB
fumecheng-12797	70	9	the	the	DET
fumecheng-12797	70	10	production	production	NOUN
fumecheng-12797	70	11	processes	process	NOUN
fumecheng-12797	70	12	for	for	ADP
fumecheng-12797	70	13	this	this	DET
fumecheng-12797	70	14	particular	particular	ADJ
fumecheng-12797	70	15	experimental	experimental	ADJ
fumecheng-12797	70	16	investigation	investigation	NOUN
fumecheng-12797	70	17	and	and	CCONJ
fumecheng-12797	70	18	prediction	prediction	NOUN
fumecheng-12797	70	19	analysis	analysis	NOUN
fumecheng-12797	70	20	of	of	ADP
fumecheng-12797	70	21	weld	weld	NOUN
fumecheng-12797	70	22	reliability	reliability	NOUN
fumecheng-12797	70	23	.	.	PUNCT
fumecheng-12797	71	1	in	in	ADP
fumecheng-12797	71	2	this	this	DET
fumecheng-12797	71	3	study	study	NOUN
fumecheng-12797	71	4	,	,	PUNCT
fumecheng-12797	71	5	ann	ann	PROPN
fumecheng-12797	71	6	and	and	CCONJ
fumecheng-12797	71	7	fl	fl	PROPN
fumecheng-12797	71	8	models	model	NOUN
fumecheng-12797	71	9	were	be	AUX
fumecheng-12797	71	10	first	first	ADV
fumecheng-12797	71	11	trained	train	VERB
fumecheng-12797	71	12	using	use	VERB
fumecheng-12797	71	13	the	the	DET
fumecheng-12797	71	14	noted	note	VERB
fumecheng-12797	71	15	experimental	experimental	ADJ
fumecheng-12797	71	16	data	datum	NOUN
fumecheng-12797	71	17	points	point	NOUN
fumecheng-12797	71	18	.	.	PUNCT
fumecheng-12797	72	1	since	since	SCONJ
fumecheng-12797	72	2	ml	ml	NOUN
fumecheng-12797	72	3	techniques	technique	NOUN
fumecheng-12797	72	4	require	require	VERB
fumecheng-12797	72	5	a	a	DET
fumecheng-12797	72	6	large	large	ADJ
fumecheng-12797	72	7	amount	amount	NOUN
fumecheng-12797	72	8	of	of	ADP
fumecheng-12797	72	9	data	datum	NOUN
fumecheng-12797	72	10	to	to	PART
fumecheng-12797	72	11	predict	predict	VERB
fumecheng-12797	72	12	the	the	DET
fumecheng-12797	72	13	output	output	NOUN
fumecheng-12797	72	14	parameters	parameter	NOUN
fumecheng-12797	72	15	,	,	PUNCT
fumecheng-12797	72	16	only	only	ADV
fumecheng-12797	72	17	limited	limited	ADJ
fumecheng-12797	72	18	input	input	NOUN
fumecheng-12797	72	19	parameters	parameter	NOUN
fumecheng-12797	72	20	were	be	AUX
fumecheng-12797	72	21	employed	employ	VERB
fumecheng-12797	72	22	to	to	PART
fumecheng-12797	72	23	determine	determine	VERB
fumecheng-12797	72	24	the	the	DET
fumecheng-12797	72	25	effectiveness	effectiveness	NOUN
fumecheng-12797	72	26	of	of	ADP
fumecheng-12797	72	27	ml	ml	NOUN
fumecheng-12797	72	28	when	when	SCONJ
fumecheng-12797	72	29	using	use	VERB
fumecheng-12797	72	30	lower	low	ADJ
fumecheng-12797	72	31	data	datum	NOUN
fumecheng-12797	72	32	sets	set	NOUN
fumecheng-12797	72	33	.	.	PUNCT
fumecheng-12797	73	1	the	the	DET
fumecheng-12797	73	2	input	input	NOUN
fumecheng-12797	73	3	parameters	parameter	NOUN
fumecheng-12797	73	4	chosen	choose	VERB
fumecheng-12797	73	5	are	be	AUX
fumecheng-12797	73	6	weld	weld	NOUN
fumecheng-12797	73	7	current	current	ADJ
fumecheng-12797	73	8	,	,	PUNCT
fumecheng-12797	73	9	weld	weld	NOUN
fumecheng-12797	73	10	speed	speed	NOUN
fumecheng-12797	73	11	,	,	PUNCT
fumecheng-12797	73	12	and	and	CCONJ
fumecheng-12797	73	13	weld	weld	NOUN
fumecheng-12797	73	14	angle	angle	NOUN
fumecheng-12797	73	15	,	,	PUNCT
fumecheng-12797	73	16	which	which	PRON
fumecheng-12797	73	17	greatly	greatly	ADV
fumecheng-12797	73	18	impact	impact	VERB
fumecheng-12797	73	19	the	the	DET
fumecheng-12797	73	20	weld	weld	NOUN
fumecheng-12797	73	21	strength	strength	NOUN
fumecheng-12797	73	22	.	.	PUNCT
fumecheng-12797	74	1	the	the	DET
fumecheng-12797	74	2	other	other	ADJ
fumecheng-12797	74	3	significance	significance	NOUN
fumecheng-12797	74	4	of	of	ADP
fumecheng-12797	74	5	this	this	DET
fumecheng-12797	74	6	work	work	NOUN
fumecheng-12797	74	7	is	be	AUX
fumecheng-12797	74	8	the	the	DET
fumecheng-12797	74	9	utilization	utilization	NOUN
fumecheng-12797	74	10	of	of	ADP
fumecheng-12797	74	11	taguchi	taguchi	PROPN
fumecheng-12797	74	12	l27	l27	PROPN
fumecheng-12797	74	13	orthogonal	orthogonal	ADJ
fumecheng-12797	74	14	array	array	NOUN
fumecheng-12797	74	15	as	as	ADP
fumecheng-12797	74	16	the	the	DET
fumecheng-12797	74	17	design	design	NOUN
fumecheng-12797	74	18	of	of	ADP
fumecheng-12797	74	19	experiments	experiment	NOUN
fumecheng-12797	74	20	(	(	PUNCT
fumecheng-12797	74	21	doe	doe	NOUN
fumecheng-12797	74	22	)	)	PUNCT
fumecheng-12797	74	23	for	for	ADP
fumecheng-12797	74	24	welding	weld	VERB
fumecheng-12797	74	25	mild	mild	ADJ
fumecheng-12797	74	26	steel	steel	NOUN
fumecheng-12797	74	27	samples	sample	NOUN
fumecheng-12797	74	28	.	.	PUNCT
fumecheng-12797	75	1	there	there	PRON
fumecheng-12797	75	2	are	be	VERB
fumecheng-12797	75	3	three	three	NUM
fumecheng-12797	75	4	input	input	NOUN
fumecheng-12797	75	5	parameters	parameter	NOUN
fumecheng-12797	75	6	set	set	VERB
fumecheng-12797	75	7	at	at	ADP
fumecheng-12797	75	8	three	three	NUM
fumecheng-12797	75	9	different	different	ADJ
fumecheng-12797	75	10	levels	level	NOUN
fumecheng-12797	75	11	;	;	PUNCT
fumecheng-12797	75	12	i.e.	i.e.	X
fumecheng-12797	75	13	60a	60a	NOUN
fumecheng-12797	75	14	,	,	PUNCT
fumecheng-12797	75	15	80a	80a	NOUN
fumecheng-12797	75	16	,	,	PUNCT
fumecheng-12797	75	17	and	and	CCONJ
fumecheng-12797	75	18	100a	100a	NOUN
fumecheng-12797	75	19	for	for	ADP
fumecheng-12797	75	20	the	the	DET
fumecheng-12797	75	21	weld	weld	NOUN
fumecheng-12797	75	22	current	current	NOUN
fumecheng-12797	75	23	,	,	PUNCT
fumecheng-12797	75	24	1.17mm	1.17mm	NUM
fumecheng-12797	75	25	/	/	SYM
fumecheng-12797	75	26	s	s	PROPN
fumecheng-12797	75	27	,	,	PUNCT
fumecheng-12797	75	28	1.61mm	1.61mm	NUM
fumecheng-12797	75	29	/	/	SYM
fumecheng-12797	75	30	s	s	PROPN
fumecheng-12797	75	31	,	,	PUNCT
fumecheng-12797	75	32	and	and	CCONJ
fumecheng-12797	75	33	3.25mm	3.25mm	NUM
fumecheng-12797	75	34	/	/	SYM
fumecheng-12797	75	35	s	s	PROPN
fumecheng-12797	75	36	for	for	ADP
fumecheng-12797	75	37	the	the	DET
fumecheng-12797	75	38	weld	weld	NOUN
fumecheng-12797	75	39	speed	speed	NOUN
fumecheng-12797	75	40	,	,	PUNCT
fumecheng-12797	75	41	55º	55º	NUM
fumecheng-12797	75	42	,	,	PUNCT
fumecheng-12797	75	43	60º	60º	NOUN
fumecheng-12797	75	44	,	,	PUNCT
fumecheng-12797	75	45	and	and	CCONJ
fumecheng-12797	75	46	65º	65º	NOUN
fumecheng-12797	75	47	for	for	ADP
fumecheng-12797	75	48	the	the	DET
fumecheng-12797	75	49	weld	weld	NOUN
fumecheng-12797	75	50	angle	angle	NOUN
fumecheng-12797	75	51	.	.	PUNCT
fumecheng-12797	76	1	thus	thus	ADV
fumecheng-12797	76	2	,	,	PUNCT
fumecheng-12797	76	3	27	27	NUM
fumecheng-12797	76	4	combinations	combination	NOUN
fumecheng-12797	76	5	of	of	ADP
fumecheng-12797	76	6	the	the	DET
fumecheng-12797	76	7	input	input	NOUN
fumecheng-12797	76	8	parameters	parameter	NOUN
fumecheng-12797	76	9	are	be	AUX
fumecheng-12797	76	10	to	to	PART
fumecheng-12797	76	11	be	be	AUX
fumecheng-12797	76	12	undertaken	undertake	VERB
fumecheng-12797	76	13	according	accord	VERB
fumecheng-12797	76	14	to	to	ADP
fumecheng-12797	76	15	the	the	DET
fumecheng-12797	76	16	taguchi	taguchi	PROPN
fumecheng-12797	76	17	l27	l27	PROPN
fumecheng-12797	76	18	orthogonal	orthogonal	ADJ
fumecheng-12797	76	19	array	array	NOUN
fumecheng-12797	76	20	.	.	PUNCT
fumecheng-12797	77	1	the	the	DET
fumecheng-12797	77	2	main	main	ADJ
fumecheng-12797	77	3	advantage	advantage	NOUN
fumecheng-12797	77	4	of	of	ADP
fumecheng-12797	77	5	using	use	VERB
fumecheng-12797	77	6	this	this	DET
fumecheng-12797	77	7	l27	l27	ADJ
fumecheng-12797	77	8	doe	doe	NOUN
fumecheng-12797	77	9	is	be	AUX
fumecheng-12797	77	10	that	that	SCONJ
fumecheng-12797	77	11	it	it	PRON
fumecheng-12797	77	12	not	not	PART
fumecheng-12797	77	13	only	only	ADV
fumecheng-12797	77	14	renders	render	VERB
fumecheng-12797	77	15	the	the	DET
fumecheng-12797	77	16	optimum	optimum	ADJ
fumecheng-12797	77	17	welding	welding	NOUN
fumecheng-12797	77	18	parameters	parameter	NOUN
fumecheng-12797	77	19	and	and	CCONJ
fumecheng-12797	77	20	individual	individual	ADJ
fumecheng-12797	77	21	parameter	parameter	NOUN
fumecheng-12797	77	22	contribution	contribution	NOUN
fumecheng-12797	77	23	towards	towards	ADP
fumecheng-12797	77	24	weld	weld	NOUN
fumecheng-12797	77	25	reliability	reliability	NOUN
fumecheng-12797	77	26	but	but	CCONJ
fumecheng-12797	77	27	also	also	ADV
fumecheng-12797	77	28	provides	provide	VERB
fumecheng-12797	77	29	the	the	DET
fumecheng-12797	77	30	significance	significance	NOUN
fumecheng-12797	77	31	of	of	ADP
fumecheng-12797	77	32	combining	combine	VERB
fumecheng-12797	77	33	two	two	NUM
fumecheng-12797	77	34	or	or	CCONJ
fumecheng-12797	77	35	more	more	ADJ
fumecheng-12797	77	36	parameters	parameter	NOUN
fumecheng-12797	77	37	collectively	collectively	ADV
fumecheng-12797	77	38	.	.	PUNCT
fumecheng-12797	78	1	the	the	DET
fumecheng-12797	78	2	interaction	interaction	NOUN
fumecheng-12797	78	3	effect	effect	NOUN
fumecheng-12797	78	4	of	of	ADP
fumecheng-12797	78	5	multiple	multiple	ADJ
fumecheng-12797	78	6	parameters	parameter	NOUN
fumecheng-12797	78	7	is	be	AUX
fumecheng-12797	78	8	provided	provide	VERB
fumecheng-12797	78	9	with	with	ADP
fumecheng-12797	78	10	the	the	DET
fumecheng-12797	78	11	help	help	NOUN
fumecheng-12797	78	12	of	of	ADP
fumecheng-12797	78	13	the	the	DET
fumecheng-12797	78	14	taguchi	taguchi	PROPN
fumecheng-12797	78	15	method	method	NOUN
fumecheng-12797	78	16	via	via	ADP
fumecheng-12797	78	17	linear	linear	ADJ
fumecheng-12797	78	18	model	model	NOUN
fumecheng-12797	78	19	analysis	analysis	NOUN
fumecheng-12797	78	20	of	of	ADP
fumecheng-12797	78	21	the	the	DET
fumecheng-12797	78	22	means	mean	NOUN
fumecheng-12797	78	23	versus	versus	ADP
fumecheng-12797	78	24	the	the	DET
fumecheng-12797	78	25	input	input	NOUN
fumecheng-12797	78	26	parameters	parameter	NOUN
fumecheng-12797	78	27	and	and	CCONJ
fumecheng-12797	78	28	the	the	DET
fumecheng-12797	78	29	signal	signal	NOUN
fumecheng-12797	78	30	-	-	PUNCT
fumecheng-12797	78	31	to	to	ADP
fumecheng-12797	78	32	-	-	PUNCT
fumecheng-12797	78	33	noise	noise	NOUN
fumecheng-12797	78	34	(	(	PUNCT
fumecheng-12797	78	35	s	s	NOUN
fumecheng-12797	78	36	/	/	SYM
fumecheng-12797	78	37	n	n	CCONJ
fumecheng-12797	78	38	)	)	PUNCT
fumecheng-12797	78	39	ratio	ratio	NOUN
fumecheng-12797	79	1	[	[	X
fumecheng-12797	79	2	5	5	NUM
fumecheng-12797	79	3	]	]	PUNCT
fumecheng-12797	79	4	.	.	PUNCT
fumecheng-12797	80	1	similarly	similarly	ADV
fumecheng-12797	80	2	,	,	PUNCT
fumecheng-12797	80	3	the	the	DET
fumecheng-12797	80	4	ann	ann	PROPN
fumecheng-12797	80	5	model	model	NOUN
fumecheng-12797	80	6	was	be	AUX
fumecheng-12797	80	7	utilized	utilize	VERB
fumecheng-12797	80	8	to	to	PART
fumecheng-12797	80	9	predict	predict	VERB
fumecheng-12797	80	10	the	the	DET
fumecheng-12797	80	11	corrosion	corrosion	NOUN
fumecheng-12797	80	12	behaviour	behaviour	NOUN
fumecheng-12797	80	13	of	of	ADP
fumecheng-12797	80	14	friction	friction	NOUN
fumecheng-12797	80	15	stir	stir	NOUN
fumecheng-12797	80	16	welded	weld	VERB
fumecheng-12797	80	17	aa5083	aa5083	PROPN
fumecheng-12797	80	18	aluminium	aluminium	NOUN
fumecheng-12797	80	19	alloy	alloy	NOUN
fumecheng-12797	80	20	[	[	X
fumecheng-12797	80	21	6	6	NUM
fumecheng-12797	80	22	]	]	PUNCT
fumecheng-12797	80	23	.	.	PUNCT
fumecheng-12797	81	1	three	three	NUM
fumecheng-12797	81	2	input	input	NOUN
fumecheng-12797	81	3	process	process	NOUN
fumecheng-12797	81	4	parameters	parameter	NOUN
fumecheng-12797	81	5	were	be	AUX
fumecheng-12797	81	6	applied	apply	VERB
fumecheng-12797	81	7	for	for	ADP
fumecheng-12797	81	8	prediction	prediction	NOUN
fumecheng-12797	81	9	,	,	PUNCT
fumecheng-12797	81	10	using	use	VERB
fumecheng-12797	81	11	a	a	DET
fumecheng-12797	81	12	central	central	ADJ
fumecheng-12797	81	13	composite	composite	ADJ
fumecheng-12797	81	14	design	design	NOUN
fumecheng-12797	81	15	(	(	PUNCT
fumecheng-12797	81	16	ccd	ccd	NOUN
fumecheng-12797	81	17	)	)	PUNCT
fumecheng-12797	81	18	in	in	ADP
fumecheng-12797	81	19	a	a	DET
fumecheng-12797	81	20	feed	feed	NOUN
fumecheng-12797	81	21	-	-	PUNCT
fumecheng-12797	81	22	forward	forward	ADV
fumecheng-12797	81	23	neural	neural	ADJ
fumecheng-12797	81	24	network	network	NOUN
fumecheng-12797	81	25	.	.	PUNCT
fumecheng-12797	82	1	the	the	DET
fumecheng-12797	82	2	model	model	NOUN
fumecheng-12797	82	3	accuracy	accuracy	NOUN
fumecheng-12797	82	4	was	be	AUX
fumecheng-12797	82	5	higher	high	ADJ
fumecheng-12797	82	6	as	as	SCONJ
fumecheng-12797	82	7	the	the	DET
fumecheng-12797	82	8	mean	mean	ADJ
fumecheng-12797	82	9	squared	square	VERB
fumecheng-12797	82	10	error	error	NOUN
fumecheng-12797	82	11	(	(	PUNCT
fumecheng-12797	82	12	mse	mse	NOUN
fumecheng-12797	82	13	)	)	PUNCT
fumecheng-12797	82	14	was	be	AUX
fumecheng-12797	82	15	close	close	ADJ
fumecheng-12797	82	16	to	to	ADP
fumecheng-12797	82	17	0	0	NUM
fumecheng-12797	82	18	,	,	PUNCT
fumecheng-12797	82	19	and	and	CCONJ
fumecheng-12797	82	20	the	the	DET
fumecheng-12797	82	21	pearson	pearson	PROPN
fumecheng-12797	82	22	correlation	correlation	NOUN
fumecheng-12797	82	23	coefficient	coefficient	NOUN
fumecheng-12797	82	24	(	(	PUNCT
fumecheng-12797	82	25	r	r	NOUN
fumecheng-12797	82	26	)	)	PUNCT
fumecheng-12797	82	27	was	be	AUX
fumecheng-12797	82	28	equivalent	equivalent	ADJ
fumecheng-12797	82	29	to	to	ADP
fumecheng-12797	82	30	1	1	NUM
fumecheng-12797	82	31	.	.	PUNCT
fumecheng-12797	83	1	a	a	DET
fumecheng-12797	83	2	study	study	NOUN
fumecheng-12797	83	3	was	be	AUX
fumecheng-12797	83	4	conducted	conduct	VERB
fumecheng-12797	83	5	to	to	PART
fumecheng-12797	83	6	determine	determine	VERB
fumecheng-12797	83	7	the	the	DET
fumecheng-12797	83	8	efficiency	efficiency	NOUN
fumecheng-12797	83	9	of	of	ADP
fumecheng-12797	83	10	different	different	ADJ
fumecheng-12797	83	11	algorithms	algorithm	NOUN
fumecheng-12797	83	12	in	in	ADP
fumecheng-12797	83	13	ann	ann	PROPN
fumecheng-12797	83	14	by	by	ADP
fumecheng-12797	83	15	comparing	compare	VERB
fumecheng-12797	83	16	metrological	metrological	ADJ
fumecheng-12797	83	17	solar	solar	ADJ
fumecheng-12797	83	18	radiation	radiation	NOUN
fumecheng-12797	83	19	to	to	PART
fumecheng-12797	83	20	predicted	predict	VERB
fumecheng-12797	83	21	solar	solar	ADJ
fumecheng-12797	83	22	radiation	radiation	NOUN
fumecheng-12797	83	23	.	.	PUNCT
fumecheng-12797	84	1	the	the	DET
fumecheng-12797	84	2	results	result	NOUN
fumecheng-12797	84	3	demonstrated	demonstrate	VERB
fumecheng-12797	84	4	that	that	SCONJ
fumecheng-12797	84	5	ann	ann	PROPN
fumecheng-12797	84	6	models	model	NOUN
fumecheng-12797	84	7	trained	train	VERB
fumecheng-12797	84	8	by	by	ADP
fumecheng-12797	84	9	the	the	DET
fumecheng-12797	84	10	br	br	PROPN
fumecheng-12797	84	11	method	method	NOUN
fumecheng-12797	84	12	perform	perform	VERB
fumecheng-12797	84	13	better	well	ADV
fumecheng-12797	84	14	than	than	ADP
fumecheng-12797	84	15	other	other	ADJ
fumecheng-12797	84	16	algorithm	algorithm	NOUN
fumecheng-12797	84	17	-	-	PUNCT
fumecheng-12797	84	18	trained	train	VERB
fumecheng-12797	84	19	models	model	NOUN
fumecheng-12797	84	20	(	(	PUNCT
fumecheng-12797	84	21	shown	show	VERB
fumecheng-12797	84	22	by	by	ADP
fumecheng-12797	84	23	the	the	DET
fumecheng-12797	84	24	performance	performance	NOUN
fumecheng-12797	84	25	score	score	NOUN
fumecheng-12797	84	26	of	of	ADP
fumecheng-12797	84	27	the	the	DET
fumecheng-12797	84	28	corresponding	corresponding	ADJ
fumecheng-12797	84	29	models	model	NOUN
fumecheng-12797	84	30	)	)	PUNCT
fumecheng-12797	84	31	with	with	ADP
fumecheng-12797	84	32	a	a	DET
fumecheng-12797	84	33	maximum	maximum	ADJ
fumecheng-12797	84	34	r	r	NOUN
fumecheng-12797	84	35	of	of	ADP
fumecheng-12797	84	36	0.8113	0.8113	NUM
fumecheng-12797	84	37	and	and	CCONJ
fumecheng-12797	84	38	a	a	DET
fumecheng-12797	84	39	minimum	minimum	ADJ
fumecheng-12797	84	40	root	root	NOUN
fumecheng-12797	84	41	mean	mean	VERB
fumecheng-12797	84	42	squared	square	VERB
fumecheng-12797	84	43	error	error	NOUN
fumecheng-12797	84	44	(	(	PUNCT
fumecheng-12797	84	45	rmse	rmse	NOUN
fumecheng-12797	84	46	)	)	PUNCT
fumecheng-12797	84	47	of	of	ADP
fumecheng-12797	84	48	0.2581	0.2581	NUM
fumecheng-12797	84	49	[	[	X
fumecheng-12797	84	50	7	7	NUM
fumecheng-12797	84	51	]	]	PUNCT
fumecheng-12797	84	52	.	.	PUNCT
fumecheng-12797	85	1	hence	hence	ADV
fumecheng-12797	85	2	,	,	PUNCT
fumecheng-12797	85	3	the	the	DET
fumecheng-12797	85	4	bp	bp	PROPN
fumecheng-12797	85	5	algorithm	algorithm	PROPN
fumecheng-12797	85	6	was	be	AUX
fumecheng-12797	85	7	implemented	implement	VERB
fumecheng-12797	85	8	in	in	ADP
fumecheng-12797	85	9	to	to	PART
fumecheng-12797	85	10	predict	predict	VERB
fumecheng-12797	85	11	welds	weld	NOUN
fumecheng-12797	85	12	’	'	PUNCT
fumecheng-12797	85	13	failure	failure	NOUN
fumecheng-12797	85	14	time	time	NOUN
fumecheng-12797	85	15	and	and	CCONJ
fumecheng-12797	85	16	reliability	reliability	NOUN
fumecheng-12797	85	17	due	due	ADP
fumecheng-12797	85	18	to	to	ADP
fumecheng-12797	85	19	its	its	PRON
fumecheng-12797	85	20	higher	high	ADJ
fumecheng-12797	85	21	accuracy	accuracy	NOUN
fumecheng-12797	85	22	and	and	CCONJ
fumecheng-12797	85	23	efficiency	efficiency	NOUN
fumecheng-12797	85	24	.	.	PUNCT
fumecheng-12797	86	1	there	there	PRON
fumecheng-12797	86	2	are	be	VERB
fumecheng-12797	86	3	five	five	NUM
fumecheng-12797	86	4	subsequent	subsequent	ADJ
fumecheng-12797	86	5	sections	section	NOUN
fumecheng-12797	86	6	which	which	PRON
fumecheng-12797	86	7	first	first	ADV
fumecheng-12797	86	8	consist	consist	VERB
fumecheng-12797	86	9	of	of	ADP
fumecheng-12797	86	10	a	a	DET
fumecheng-12797	86	11	literature	literature	NOUN
fumecheng-12797	86	12	review	review	NOUN
fumecheng-12797	86	13	in	in	ADP
fumecheng-12797	86	14	section	section	NOUN
fumecheng-12797	86	15	2	2	NUM
fumecheng-12797	86	16	to	to	PART
fumecheng-12797	86	17	identify	identify	VERB
fumecheng-12797	86	18	the	the	DET
fumecheng-12797	86	19	gaps	gap	NOUN
fumecheng-12797	86	20	and	and	CCONJ
fumecheng-12797	86	21	discuss	discuss	VERB
fumecheng-12797	86	22	the	the	DET
fumecheng-12797	86	23	contributions	contribution	NOUN
fumecheng-12797	86	24	.	.	PUNCT
fumecheng-12797	87	1	section	section	NOUN
fumecheng-12797	87	2	3	3	NUM
fumecheng-12797	87	3	provides	provide	VERB
fumecheng-12797	87	4	a	a	DET
fumecheng-12797	87	5	detailed	detailed	ADJ
fumecheng-12797	87	6	description	description	NOUN
fumecheng-12797	87	7	of	of	ADP
fumecheng-12797	87	8	the	the	DET
fumecheng-12797	87	9	developed	develop	VERB
fumecheng-12797	87	10	methodology	methodology	NOUN
fumecheng-12797	87	11	.	.	PUNCT
fumecheng-12797	88	1	the	the	DET
fumecheng-12797	88	2	procedure	procedure	NOUN
fumecheng-12797	88	3	involved	involve	VERB
fumecheng-12797	88	4	during	during	ADP
fumecheng-12797	88	5	the	the	DET
fumecheng-12797	88	6	experimental	experimental	ADJ
fumecheng-12797	88	7	investigation	investigation	NOUN
fumecheng-12797	88	8	is	be	AUX
fumecheng-12797	88	9	given	give	VERB
fumecheng-12797	88	10	in	in	ADP
fumecheng-12797	88	11	section	section	NOUN
fumecheng-12797	88	12	4	4	NUM
fumecheng-12797	88	13	.	.	PUNCT
fumecheng-12797	89	1	the	the	DET
fumecheng-12797	89	2	results	result	NOUN
fumecheng-12797	89	3	obtained	obtain	VERB
fumecheng-12797	89	4	in	in	ADP
fumecheng-12797	89	5	both	both	DET
fumecheng-12797	89	6	experimental	experimental	ADJ
fumecheng-12797	89	7	investigation	investigation	NOUN
fumecheng-12797	89	8	and	and	CCONJ
fumecheng-12797	89	9	prediction	prediction	NOUN
fumecheng-12797	89	10	modelling	modelling	NOUN
fumecheng-12797	89	11	are	be	AUX
fumecheng-12797	89	12	discussed	discuss	VERB
fumecheng-12797	89	13	in	in	ADP
fumecheng-12797	89	14	section	section	NOUN
fumecheng-12797	89	15	5	5	NUM
fumecheng-12797	89	16	.	.	PUNCT
fumecheng-12797	90	1	finally	finally	ADV
fumecheng-12797	90	2	,	,	PUNCT
fumecheng-12797	90	3	section	section	NOUN
fumecheng-12797	90	4	6	6	NUM
fumecheng-12797	90	5	concludes	conclude	VERB
fumecheng-12797	90	6	the	the	DET
fumecheng-12797	90	7	research	research	NOUN
fumecheng-12797	90	8	and	and	CCONJ
fumecheng-12797	90	9	provides	provide	VERB
fumecheng-12797	90	10	an	an	DET
fumecheng-12797	90	11	outlook	outlook	NOUN
fumecheng-12797	90	12	for	for	ADP
fumecheng-12797	90	13	future	future	ADJ
fumecheng-12797	90	14	studies	study	NOUN
fumecheng-12797	90	15	.	.	PUNCT
fumecheng-12797	91	1	2	2	X
fumecheng-12797	91	2	.	.	X
fumecheng-12797	91	3	literature	literature	NOUN
fumecheng-12797	91	4	survey	survey	NOUN
fumecheng-12797	91	5	after	after	ADP
fumecheng-12797	91	6	focusing	focus	VERB
fumecheng-12797	91	7	on	on	ADP
fumecheng-12797	91	8	failure	failure	NOUN
fumecheng-12797	91	9	analysis	analysis	NOUN
fumecheng-12797	91	10	and	and	CCONJ
fumecheng-12797	91	11	reliability	reliability	NOUN
fumecheng-12797	91	12	prediction	prediction	NOUN
fumecheng-12797	91	13	and	and	CCONJ
fumecheng-12797	91	14	surveying	survey	VERB
fumecheng-12797	91	15	the	the	DET
fumecheng-12797	91	16	literature	literature	NOUN
fumecheng-12797	91	17	accordingly	accordingly	ADV
fumecheng-12797	91	18	,	,	PUNCT
fumecheng-12797	91	19	it	it	PRON
fumecheng-12797	91	20	is	be	AUX
fumecheng-12797	91	21	revealed	reveal	VERB
fumecheng-12797	91	22	that	that	SCONJ
fumecheng-12797	91	23	the	the	DET
fumecheng-12797	91	24	most	most	ADV
fumecheng-12797	91	25	recent	recent	ADJ
fumecheng-12797	91	26	approaches	approach	NOUN
fumecheng-12797	91	27	of	of	ADP
fumecheng-12797	91	28	ml	ml	NOUN
fumecheng-12797	91	29	and	and	CCONJ
fumecheng-12797	91	30	ai	ai	AUX
fumecheng-12797	91	31	have	have	AUX
fumecheng-12797	91	32	been	be	AUX
fumecheng-12797	91	33	offered	offer	VERB
fumecheng-12797	91	34	as	as	ADP
fumecheng-12797	91	35	methodologies	methodology	NOUN
fumecheng-12797	91	36	for	for	ADP
fumecheng-12797	91	37	assessing	assess	VERB
fumecheng-12797	91	38	the	the	DET
fumecheng-12797	91	39	dependability	dependability	NOUN
fumecheng-12797	91	40	of	of	ADP
fumecheng-12797	91	41	a	a	DET
fumecheng-12797	91	42	particular	particular	ADJ
fumecheng-12797	91	43	component	component	NOUN
fumecheng-12797	91	44	or	or	CCONJ
fumecheng-12797	91	45	system	system	NOUN
fumecheng-12797	91	46	.	.	PUNCT
fumecheng-12797	92	1	the	the	DET
fumecheng-12797	92	2	outputs	output	NOUN
fumecheng-12797	92	3	of	of	ADP
fumecheng-12797	92	4	computer	computer	NOUN
fumecheng-12797	92	5	numerical	numerical	PROPN
fumecheng-12797	92	6	control	control	PROPN
fumecheng-12797	92	7	(	(	PUNCT
fumecheng-12797	92	8	cnc	cnc	PROPN
fumecheng-12797	92	9	)	)	PUNCT
fumecheng-12797	92	10	milling	milling	NOUN
fumecheng-12797	92	11	were	be	AUX
fumecheng-12797	92	12	estimated	estimate	VERB
fumecheng-12797	92	13	by	by	ADP
fumecheng-12797	92	14	sasindran	sasindran	PROPN
fumecheng-12797	92	15	et	et	PROPN
fumecheng-12797	92	16	al	al	PROPN
fumecheng-12797	92	17	.	.	PUNCT
fumecheng-12797	93	1	[	[	X
fumecheng-12797	93	2	8	8	NUM
fumecheng-12797	93	3	]	]	PUNCT
fumecheng-12797	93	4	using	use	VERB
fumecheng-12797	93	5	two	two	NUM
fumecheng-12797	93	6	soft	soft	ADJ
fumecheng-12797	93	7	computing	computing	NOUN
fumecheng-12797	93	8	methodologies	methodology	NOUN
fumecheng-12797	93	9	,	,	PUNCT
fumecheng-12797	93	10	ann	ann	PROPN
fumecheng-12797	93	11	and	and	CCONJ
fumecheng-12797	93	12	fl	fl	PROPN
fumecheng-12797	93	13	,	,	PUNCT
fumecheng-12797	93	14	considering	consider	VERB
fumecheng-12797	93	15	the	the	DET
fumecheng-12797	93	16	process	process	NOUN
fumecheng-12797	93	17	parameters	parameter	NOUN
fumecheng-12797	93	18	as	as	ADP
fumecheng-12797	93	19	inputs	input	NOUN
fumecheng-12797	93	20	.	.	PUNCT
fumecheng-12797	94	1	baraya	baraya	NOUN
fumecheng-12797	94	2	et	et	PROPN
fumecheng-12797	94	3	al	al	PROPN
fumecheng-12797	94	4	.	.	PUNCT
fumecheng-12797	95	1	[	[	X
fumecheng-12797	95	2	9	9	NUM
fumecheng-12797	95	3	]	]	PUNCT
fumecheng-12797	95	4	discussed	discuss	VERB
fumecheng-12797	95	5	the	the	DET
fumecheng-12797	95	6	cost	cost	NOUN
fumecheng-12797	95	7	-	-	PUNCT
fumecheng-12797	95	8	effectiveness	effectiveness	NOUN
fumecheng-12797	95	9	and	and	CCONJ
fumecheng-12797	95	10	dependability	dependability	NOUN
fumecheng-12797	95	11	of	of	ADP
fumecheng-12797	95	12	ultrasonic	ultrasonic	ADJ
fumecheng-12797	95	13	welding	welding	NOUN
fumecheng-12797	95	14	.	.	PUNCT
fumecheng-12797	96	1	both	both	CCONJ
fumecheng-12797	96	2	experimental	experimental	ADJ
fumecheng-12797	96	3	and	and	CCONJ
fumecheng-12797	96	4	finite	finite	ADJ
fumecheng-12797	96	5	element	element	NOUN
fumecheng-12797	96	6	approaches	approach	NOUN
fumecheng-12797	96	7	were	be	AUX
fumecheng-12797	96	8	taken	take	VERB
fumecheng-12797	96	9	into	into	ADP
fumecheng-12797	96	10	account	account	NOUN
fumecheng-12797	96	11	to	to	PART
fumecheng-12797	96	12	evaluate	evaluate	VERB
fumecheng-12797	96	13	joint	joint	ADJ
fumecheng-12797	96	14	strength	strength	NOUN
fumecheng-12797	96	15	.	.	PUNCT
fumecheng-12797	97	1	as	as	ADP
fumecheng-12797	97	2	a	a	DET
fumecheng-12797	97	3	result	result	NOUN
fumecheng-12797	97	4	,	,	PUNCT
fumecheng-12797	97	5	the	the	DET
fumecheng-12797	97	6	ann	ann	PROPN
fumecheng-12797	97	7	technique	technique	NOUN
fumecheng-12797	97	8	was	be	AUX
fumecheng-12797	97	9	used	use	VERB
fumecheng-12797	97	10	to	to	PART
fumecheng-12797	97	11	predict	predict	VERB
fumecheng-12797	97	12	joint	joint	ADJ
fumecheng-12797	97	13	strength	strength	NOUN
fumecheng-12797	97	14	after	after	SCONJ
fumecheng-12797	97	15	the	the	DET
fumecheng-12797	97	16	trials	trial	NOUN
fumecheng-12797	97	17	were	be	AUX
fumecheng-12797	97	18	completed	complete	VERB
fumecheng-12797	97	19	.	.	PUNCT
fumecheng-12797	98	1	likewise	likewise	ADV
fumecheng-12797	98	2	,	,	PUNCT
fumecheng-12797	98	3	the	the	DET
fumecheng-12797	98	4	fl	fl	NOUN
fumecheng-12797	98	5	model	model	NOUN
fumecheng-12797	98	6	was	be	AUX
fumecheng-12797	98	7	studied	study	VERB
fumecheng-12797	98	8	by	by	ADP
fumecheng-12797	98	9	vignesh	vignesh	PROPN
fumecheng-12797	98	10	et	et	PROPN
fumecheng-12797	98	11	al	al	PROPN
fumecheng-12797	98	12	.	.	PUNCT
fumecheng-12797	99	1	[	[	X
fumecheng-12797	99	2	10	10	NUM
fumecheng-12797	99	3	]	]	PUNCT
fumecheng-12797	99	4	to	to	PART
fumecheng-12797	99	5	comprehend	comprehend	VERB
fumecheng-12797	99	6	how	how	SCONJ
fumecheng-12797	99	7	process	process	NOUN
fumecheng-12797	99	8	parameters	parameter	NOUN
fumecheng-12797	99	9	affect	affect	VERB
fumecheng-12797	99	10	the	the	DET
fumecheng-12797	99	11	tensile	tensile	NOUN
fumecheng-12797	99	12	strength	strength	NOUN
fumecheng-12797	99	13	of	of	ADP
fumecheng-12797	99	14	a	a	DET
fumecheng-12797	99	15	friction	friction	NOUN
fumecheng-12797	99	16	reliability	reliability	NOUN
fumecheng-12797	99	17	prediction	prediction	NOUN
fumecheng-12797	99	18	and	and	CCONJ
fumecheng-12797	99	19	process	process	NOUN
fumecheng-12797	99	20	parameter	parameter	NOUN
fumecheng-12797	99	21	optimization	optimization	NOUN
fumecheng-12797	99	22	of	of	ADP
fumecheng-12797	99	23	welded	weld	VERB
fumecheng-12797	99	24	joints	joint	NOUN
fumecheng-12797	99	25	:	:	PUNCT
fumecheng-12797	99	26	artificial	artificial	ADJ
fumecheng-12797	99	27	neural	neural	ADJ
fumecheng-12797	99	28	network	network	NOUN
fumecheng-12797	99	29	...	...	PUNCT
fumecheng-12797	99	30	949	949	NUM
fumecheng-12797	99	31	stir	stir	NOUN
fumecheng-12797	99	32	welded	weld	VERB
fumecheng-12797	99	33	joint	joint	NOUN
fumecheng-12797	99	34	.	.	PUNCT
fumecheng-12797	100	1	the	the	DET
fumecheng-12797	100	2	mamdani	mamdani	NOUN
fumecheng-12797	100	3	fuzzy	fuzzy	ADJ
fumecheng-12797	100	4	model	model	NOUN
fumecheng-12797	100	5	was	be	AUX
fumecheng-12797	100	6	utilized	utilize	VERB
fumecheng-12797	100	7	to	to	PART
fumecheng-12797	100	8	determine	determine	VERB
fumecheng-12797	100	9	the	the	DET
fumecheng-12797	100	10	ideal	ideal	ADJ
fumecheng-12797	100	11	process	process	NOUN
fumecheng-12797	100	12	parameters	parameter	NOUN
fumecheng-12797	100	13	.	.	PUNCT
fumecheng-12797	101	1	the	the	DET
fumecheng-12797	101	2	tests	test	NOUN
fumecheng-12797	101	3	were	be	AUX
fumecheng-12797	101	4	carried	carry	VERB
fumecheng-12797	101	5	out	out	ADP
fumecheng-12797	101	6	using	use	VERB
fumecheng-12797	101	7	a	a	DET
fumecheng-12797	101	8	l18	l18	NOUN
fumecheng-12797	101	9	doe	doe	NOUN
fumecheng-12797	101	10	array	array	NOUN
fumecheng-12797	101	11	.	.	PUNCT
fumecheng-12797	102	1	it	it	PRON
fumecheng-12797	102	2	was	be	AUX
fumecheng-12797	102	3	revealed	reveal	VERB
fumecheng-12797	102	4	that	that	SCONJ
fumecheng-12797	102	5	the	the	DET
fumecheng-12797	102	6	fuzzy	fuzzy	ADJ
fumecheng-12797	102	7	system	system	NOUN
fumecheng-12797	102	8	performs	perform	VERB
fumecheng-12797	102	9	better	well	ADJ
fumecheng-12797	102	10	than	than	ADP
fumecheng-12797	102	11	the	the	DET
fumecheng-12797	102	12	regression	regression	NOUN
fumecheng-12797	102	13	model	model	NOUN
fumecheng-12797	102	14	.	.	PUNCT
fumecheng-12797	103	1	to	to	PART
fumecheng-12797	103	2	estimate	estimate	VERB
fumecheng-12797	103	3	the	the	DET
fumecheng-12797	103	4	corrosion	corrosion	NOUN
fumecheng-12797	103	5	rate	rate	NOUN
fumecheng-12797	103	6	and	and	CCONJ
fumecheng-12797	103	7	potential	potential	NOUN
fumecheng-12797	103	8	of	of	ADP
fumecheng-12797	103	9	the	the	DET
fumecheng-12797	103	10	aluminium	aluminium	NOUN
fumecheng-12797	103	11	alloy	alloy	NOUN
fumecheng-12797	103	12	aa5083	aa5083	NOUN
fumecheng-12797	103	13	that	that	PRON
fumecheng-12797	103	14	was	be	AUX
fumecheng-12797	103	15	put	put	VERB
fumecheng-12797	103	16	through	through	ADP
fumecheng-12797	103	17	friction	friction	NOUN
fumecheng-12797	103	18	stir	stir	NOUN
fumecheng-12797	103	19	processing	processing	NOUN
fumecheng-12797	103	20	using	use	VERB
fumecheng-12797	103	21	potentiodynamic	potentiodynamic	ADJ
fumecheng-12797	103	22	polarization	polarization	NOUN
fumecheng-12797	103	23	tests	test	NOUN
fumecheng-12797	103	24	.	.	PUNCT
fumecheng-12797	104	1	many	many	ADJ
fumecheng-12797	104	2	studies	study	NOUN
fumecheng-12797	104	3	provided	provide	VERB
fumecheng-12797	104	4	a	a	DET
fumecheng-12797	104	5	tutorial	tutorial	NOUN
fumecheng-12797	104	6	on	on	ADP
fumecheng-12797	104	7	constructing	construct	VERB
fumecheng-12797	104	8	and	and	CCONJ
fumecheng-12797	104	9	understanding	understand	VERB
fumecheng-12797	104	10	ann	ann	PROPN
fumecheng-12797	104	11	models	model	NOUN
fumecheng-12797	104	12	[	[	X
fumecheng-12797	104	13	11	11	NUM
fumecheng-12797	104	14	-	-	SYM
fumecheng-12797	104	15	13	13	NUM
fumecheng-12797	104	16	]	]	PUNCT
fumecheng-12797	104	17	.	.	PUNCT
fumecheng-12797	105	1	linear	linear	ADJ
fumecheng-12797	105	2	regression	regression	NOUN
fumecheng-12797	105	3	(	(	PUNCT
fumecheng-12797	105	4	lr	lr	NOUN
fumecheng-12797	105	5	)	)	PUNCT
fumecheng-12797	105	6	and	and	CCONJ
fumecheng-12797	105	7	multilayer	multilayer	ADJ
fumecheng-12797	105	8	perceptron	perceptron	PROPN
fumecheng-12797	105	9	(	(	PUNCT
fumecheng-12797	105	10	mlp	mlp	PROPN
fumecheng-12797	105	11	)	)	PUNCT
fumecheng-12797	105	12	are	be	AUX
fumecheng-12797	105	13	two	two	NUM
fumecheng-12797	105	14	examples	example	NOUN
fumecheng-12797	105	15	of	of	ADP
fumecheng-12797	105	16	ann	ann	PROPN
fumecheng-12797	105	17	.	.	PUNCT
fumecheng-12797	106	1	yin	yin	PROPN
fumecheng-12797	106	2	et	et	PROPN
fumecheng-12797	106	3	al	al	PROPN
fumecheng-12797	106	4	.	.	PUNCT
fumecheng-12797	107	1	[	[	X
fumecheng-12797	107	2	14	14	NUM
fumecheng-12797	107	3	]	]	PUNCT
fumecheng-12797	107	4	utilized	utilize	VERB
fumecheng-12797	107	5	k	k	X
fumecheng-12797	107	6	-	-	PUNCT
fumecheng-12797	107	7	means	means	NOUN
fumecheng-12797	107	8	approach	approach	NOUN
fumecheng-12797	107	9	to	to	PART
fumecheng-12797	107	10	gather	gather	VERB
fumecheng-12797	107	11	a	a	DET
fumecheng-12797	107	12	significant	significant	ADJ
fumecheng-12797	107	13	amount	amount	NOUN
fumecheng-12797	107	14	of	of	ADP
fumecheng-12797	107	15	data	datum	NOUN
fumecheng-12797	107	16	the	the	DET
fumecheng-12797	107	17	right	right	ADJ
fumecheng-12797	107	18	input	input	NOUN
fumecheng-12797	107	19	settings	setting	NOUN
fumecheng-12797	107	20	.	.	PUNCT
fumecheng-12797	108	1	they	they	PRON
fumecheng-12797	108	2	also	also	ADV
fumecheng-12797	108	3	employed	employ	VERB
fumecheng-12797	108	4	an	an	DET
fumecheng-12797	108	5	lr	lr	NOUN
fumecheng-12797	108	6	model	model	NOUN
fumecheng-12797	108	7	to	to	PART
fumecheng-12797	108	8	yield	yield	VERB
fumecheng-12797	108	9	the	the	DET
fumecheng-12797	108	10	most	most	ADV
fumecheng-12797	108	11	precise	precise	ADJ
fumecheng-12797	108	12	findings	finding	NOUN
fumecheng-12797	108	13	when	when	SCONJ
fumecheng-12797	108	14	predicting	predict	VERB
fumecheng-12797	108	15	the	the	DET
fumecheng-12797	108	16	number	number	NOUN
fumecheng-12797	108	17	of	of	ADP
fumecheng-12797	108	18	failures	failure	NOUN
fumecheng-12797	108	19	before	before	SCONJ
fumecheng-12797	108	20	they	they	PRON
fumecheng-12797	108	21	occur	occur	VERB
fumecheng-12797	108	22	.	.	PUNCT
fumecheng-12797	109	1	aa6061	aa6061	PROPN
fumecheng-12797	109	2	-	-	PUNCT
fumecheng-12797	109	3	t6	t6	PROPN
fumecheng-12797	109	4	was	be	AUX
fumecheng-12797	109	5	a	a	DET
fumecheng-12797	109	6	desirable	desirable	ADJ
fumecheng-12797	109	7	material	material	NOUN
fumecheng-12797	109	8	in	in	ADP
fumecheng-12797	109	9	the	the	DET
fumecheng-12797	109	10	automotive	automotive	ADJ
fumecheng-12797	109	11	,	,	PUNCT
fumecheng-12797	109	12	aerospace	aerospace	NOUN
fumecheng-12797	109	13	,	,	PUNCT
fumecheng-12797	109	14	and	and	CCONJ
fumecheng-12797	109	15	marine	marine	ADJ
fumecheng-12797	109	16	sectors	sector	NOUN
fumecheng-12797	109	17	based	base	VERB
fumecheng-12797	109	18	on	on	ADP
fumecheng-12797	109	19	excellent	excellent	ADJ
fumecheng-12797	109	20	corrosion	corrosion	NOUN
fumecheng-12797	109	21	resistance	resistance	NOUN
fumecheng-12797	109	22	,	,	PUNCT
fumecheng-12797	109	23	great	great	ADJ
fumecheng-12797	109	24	strength	strength	NOUN
fumecheng-12797	109	25	,	,	PUNCT
fumecheng-12797	109	26	and	and	CCONJ
fumecheng-12797	109	27	toughness	toughness	NOUN
fumecheng-12797	109	28	.	.	PUNCT
fumecheng-12797	110	1	the	the	DET
fumecheng-12797	110	2	primary	primary	ADJ
fumecheng-12797	110	3	issue	issue	NOUN
fumecheng-12797	110	4	was	be	AUX
fumecheng-12797	110	5	the	the	DET
fumecheng-12797	110	6	deuteriation	deuteriation	NOUN
fumecheng-12797	110	7	of	of	ADP
fumecheng-12797	110	8	these	these	DET
fumecheng-12797	110	9	characteristics	characteristic	NOUN
fumecheng-12797	110	10	in	in	ADP
fumecheng-12797	110	11	welded	weld	VERB
fumecheng-12797	110	12	joints	joint	NOUN
fumecheng-12797	110	13	,	,	PUNCT
fumecheng-12797	110	14	which	which	PRON
fumecheng-12797	110	15	was	be	AUX
fumecheng-12797	110	16	claimed	claim	VERB
fumecheng-12797	110	17	to	to	PART
fumecheng-12797	110	18	be	be	AUX
fumecheng-12797	110	19	resolved	resolve	VERB
fumecheng-12797	110	20	by	by	ADP
fumecheng-12797	110	21	including	include	VERB
fumecheng-12797	110	22	synthetic	synthetic	ADJ
fumecheng-12797	110	23	reinforcements	reinforcement	NOUN
fumecheng-12797	110	24	.	.	PUNCT
fumecheng-12797	111	1	yi	yi	PROPN
fumecheng-12797	111	2	and	and	CCONJ
fumecheng-12797	111	3	jones	jones	PROPN
fumecheng-12797	112	1	[	[	X
fumecheng-12797	112	2	15	15	NUM
fumecheng-12797	112	3	]	]	PUNCT
fumecheng-12797	112	4	developed	develop	VERB
fumecheng-12797	112	5	an	an	DET
fumecheng-12797	112	6	ml	ml	ADJ
fumecheng-12797	112	7	approach	approach	NOUN
fumecheng-12797	112	8	that	that	PRON
fumecheng-12797	112	9	could	could	AUX
fumecheng-12797	112	10	predict	predict	VERB
fumecheng-12797	112	11	solder	solder	NOUN
fumecheng-12797	112	12	joint	joint	ADJ
fumecheng-12797	112	13	reliability	reliability	NOUN
fumecheng-12797	112	14	in	in	ADP
fumecheng-12797	112	15	terms	term	NOUN
fumecheng-12797	112	16	of	of	ADP
fumecheng-12797	112	17	training	training	NOUN
fumecheng-12797	112	18	data	datum	NOUN
fumecheng-12797	112	19	,	,	PUNCT
fumecheng-12797	112	20	failure	failure	NOUN
fumecheng-12797	112	21	variables	variable	NOUN
fumecheng-12797	112	22	,	,	PUNCT
fumecheng-12797	112	23	and	and	CCONJ
fumecheng-12797	112	24	ml	ml	ADP
fumecheng-12797	112	25	approaches	approach	NOUN
fumecheng-12797	112	26	.	.	PUNCT
fumecheng-12797	113	1	the	the	DET
fumecheng-12797	113	2	bp	bp	PROPN
fumecheng-12797	113	3	algorithm	algorithm	PROPN
fumecheng-12797	113	4	was	be	AUX
fumecheng-12797	113	5	applied	apply	VERB
fumecheng-12797	113	6	for	for	ADP
fumecheng-12797	113	7	feedforward	feedforward	ADJ
fumecheng-12797	113	8	neural	neural	ADJ
fumecheng-12797	113	9	network	network	NOUN
fumecheng-12797	113	10	training	training	NOUN
fumecheng-12797	113	11	to	to	PART
fumecheng-12797	113	12	calculate	calculate	VERB
fumecheng-12797	113	13	the	the	DET
fumecheng-12797	113	14	mse	mse	NOUN
fumecheng-12797	113	15	for	for	ADP
fumecheng-12797	113	16	accuracy	accuracy	NOUN
fumecheng-12797	113	17	check	check	NOUN
fumecheng-12797	113	18	.	.	PUNCT
fumecheng-12797	114	1	they	they	PRON
fumecheng-12797	114	2	found	find	VERB
fumecheng-12797	114	3	that	that	SCONJ
fumecheng-12797	114	4	predictions	prediction	NOUN
fumecheng-12797	114	5	via	via	ADP
fumecheng-12797	114	6	ml	ml	NOUN
fumecheng-12797	114	7	are	be	AUX
fumecheng-12797	114	8	more	more	ADV
fumecheng-12797	114	9	precise	precise	ADJ
fumecheng-12797	114	10	than	than	ADP
fumecheng-12797	114	11	those	those	PRON
fumecheng-12797	114	12	based	base	VERB
fumecheng-12797	114	13	on	on	ADP
fumecheng-12797	114	14	the	the	DET
fumecheng-12797	114	15	weibull	weibull	PROPN
fumecheng-12797	114	16	method	method	NOUN
fumecheng-12797	114	17	.	.	PUNCT
fumecheng-12797	115	1	ilhe	ilhe	NOUN
fumecheng-12797	115	2	[	[	X
fumecheng-12797	115	3	16	16	NUM
fumecheng-12797	115	4	]	]	PUNCT
fumecheng-12797	115	5	analyzed	analyze	VERB
fumecheng-12797	115	6	the	the	DET
fumecheng-12797	115	7	strength	strength	NOUN
fumecheng-12797	115	8	and	and	CCONJ
fumecheng-12797	115	9	mechanical	mechanical	ADJ
fumecheng-12797	115	10	properties	property	NOUN
fumecheng-12797	115	11	of	of	ADP
fumecheng-12797	115	12	tungsten	tungsten	ADJ
fumecheng-12797	115	13	inert	inert	ADJ
fumecheng-12797	115	14	gas	gas	NOUN
fumecheng-12797	115	15	(	(	PUNCT
fumecheng-12797	115	16	tig	tig	NOUN
fumecheng-12797	115	17	)	)	PUNCT
fumecheng-12797	115	18	and	and	CCONJ
fumecheng-12797	115	19	smaw	smaw	PROPN
fumecheng-12797	115	20	welding	weld	VERB
fumecheng-12797	115	21	with	with	ADP
fumecheng-12797	115	22	emphasis	emphasis	NOUN
fumecheng-12797	115	23	on	on	ADP
fumecheng-12797	115	24	optimization	optimization	NOUN
fumecheng-12797	115	25	of	of	ADP
fumecheng-12797	115	26	process	process	NOUN
fumecheng-12797	115	27	parameters	parameter	NOUN
fumecheng-12797	115	28	to	to	PART
fumecheng-12797	115	29	achieve	achieve	VERB
fumecheng-12797	115	30	improved	improved	ADJ
fumecheng-12797	115	31	productivity	productivity	NOUN
fumecheng-12797	115	32	and	and	CCONJ
fumecheng-12797	115	33	reduce	reduce	VERB
fumecheng-12797	115	34	costs	cost	NOUN
fumecheng-12797	115	35	and	and	CCONJ
fumecheng-12797	115	36	efficient	efficient	ADJ
fumecheng-12797	115	37	joining	joining	NOUN
fumecheng-12797	115	38	of	of	ADP
fumecheng-12797	115	39	materials	material	NOUN
fumecheng-12797	115	40	by	by	ADP
fumecheng-12797	115	41	using	use	VERB
fumecheng-12797	115	42	various	various	ADJ
fumecheng-12797	115	43	filler	filler	NOUN
fumecheng-12797	115	44	materials	material	NOUN
fumecheng-12797	115	45	.	.	PUNCT
fumecheng-12797	116	1	a	a	DET
fumecheng-12797	116	2	fuzzy	fuzzy	ADJ
fumecheng-12797	116	3	cognitive	cognitive	ADJ
fumecheng-12797	116	4	map	map	NOUN
fumecheng-12797	116	5	was	be	AUX
fumecheng-12797	116	6	proposed	propose	VERB
fumecheng-12797	116	7	by	by	ADP
fumecheng-12797	116	8	huang	huang	PROPN
fumecheng-12797	116	9	et	et	PROPN
fumecheng-12797	116	10	al	al	PROPN
fumecheng-12797	116	11	.	.	PUNCT
fumecheng-12797	117	1	[	[	X
fumecheng-12797	117	2	17	17	NUM
fumecheng-12797	117	3	]	]	PUNCT
fumecheng-12797	117	4	as	as	ADP
fumecheng-12797	117	5	a	a	DET
fumecheng-12797	117	6	mechanism	mechanism	NOUN
fumecheng-12797	117	7	in	in	ADP
fumecheng-12797	117	8	which	which	PRON
fumecheng-12797	117	9	the	the	DET
fumecheng-12797	117	10	reliability	reliability	NOUN
fumecheng-12797	117	11	of	of	ADP
fumecheng-12797	117	12	dynamic	dynamic	ADJ
fumecheng-12797	117	13	product	product	NOUN
fumecheng-12797	117	14	components	component	NOUN
fumecheng-12797	117	15	is	be	AUX
fumecheng-12797	117	16	predicted	predict	VERB
fumecheng-12797	117	17	under	under	ADP
fumecheng-12797	117	18	interaction	interaction	NOUN
fumecheng-12797	117	19	.	.	PUNCT
fumecheng-12797	118	1	this	this	DET
fumecheng-12797	118	2	work	work	NOUN
fumecheng-12797	118	3	also	also	ADV
fumecheng-12797	118	4	examined	examine	VERB
fumecheng-12797	118	5	a	a	DET
fumecheng-12797	118	6	case	case	NOUN
fumecheng-12797	118	7	study	study	NOUN
fumecheng-12797	118	8	using	use	VERB
fumecheng-12797	118	9	a	a	DET
fumecheng-12797	118	10	system	system	NOUN
fumecheng-12797	118	11	-	-	PUNCT
fumecheng-12797	118	12	in	in	ADP
fumecheng-12797	118	13	-	-	PUNCT
fumecheng-12797	118	14	package	package	NOUN
fumecheng-12797	118	15	when	when	SCONJ
fumecheng-12797	118	16	mutual	mutual	ADJ
fumecheng-12797	118	17	influences	influence	NOUN
fumecheng-12797	118	18	affect	affect	VERB
fumecheng-12797	118	19	the	the	DET
fumecheng-12797	118	20	life	life	NOUN
fumecheng-12797	118	21	of	of	ADP
fumecheng-12797	118	22	its	its	PRON
fumecheng-12797	118	23	components	component	NOUN
fumecheng-12797	118	24	,	,	PUNCT
fumecheng-12797	118	25	thus	thus	ADV
fumecheng-12797	118	26	enhancing	enhance	VERB
fumecheng-12797	118	27	the	the	DET
fumecheng-12797	118	28	accuracy	accuracy	NOUN
fumecheng-12797	118	29	of	of	ADP
fumecheng-12797	118	30	prediction	prediction	NOUN
fumecheng-12797	118	31	.	.	PUNCT
fumecheng-12797	119	1	hussein	hussein	PROPN
fumecheng-12797	119	2	et	et	PROPN
fumecheng-12797	119	3	al	al	PROPN
fumecheng-12797	119	4	.	.	PUNCT
fumecheng-12797	120	1	[	[	X
fumecheng-12797	120	2	18	18	NUM
fumecheng-12797	120	3	]	]	PUNCT
fumecheng-12797	120	4	discussed	discuss	VERB
fumecheng-12797	120	5	how	how	SCONJ
fumecheng-12797	120	6	the	the	DET
fumecheng-12797	120	7	welding	welding	NOUN
fumecheng-12797	120	8	current	current	ADJ
fumecheng-12797	120	9	and	and	CCONJ
fumecheng-12797	120	10	time	time	NOUN
fumecheng-12797	120	11	affect	affect	VERB
fumecheng-12797	120	12	material	material	NOUN
fumecheng-12797	120	13	properties	property	NOUN
fumecheng-12797	120	14	such	such	ADJ
fumecheng-12797	120	15	as	as	ADP
fumecheng-12797	120	16	maximum	maximum	ADJ
fumecheng-12797	120	17	shear	shear	NOUN
fumecheng-12797	120	18	load	load	NOUN
fumecheng-12797	120	19	and	and	CCONJ
fumecheng-12797	120	20	nugget	nugget	ADJ
fumecheng-12797	120	21	diameter	diameter	NOUN
fumecheng-12797	120	22	in	in	ADP
fumecheng-12797	120	23	resistance	resistance	NOUN
fumecheng-12797	120	24	spot	spot	NOUN
fumecheng-12797	120	25	welding	welding	NOUN
fumecheng-12797	120	26	(	(	PUNCT
fumecheng-12797	120	27	rsw	rsw	NOUN
fumecheng-12797	120	28	)	)	PUNCT
fumecheng-12797	120	29	of	of	ADP
fumecheng-12797	120	30	aisi	aisi	PROPN
fumecheng-12797	120	31	304	304	NUM
fumecheng-12797	120	32	stainless	stainless	ADJ
fumecheng-12797	120	33	steel	steel	NOUN
fumecheng-12797	120	34	.	.	PUNCT
fumecheng-12797	121	1	a	a	DET
fumecheng-12797	121	2	fuzzy	fuzzy	ADJ
fumecheng-12797	121	3	logic	logic	NOUN
fumecheng-12797	121	4	controller	controller	NOUN
fumecheng-12797	121	5	(	(	PUNCT
fumecheng-12797	121	6	flc	flc	PROPN
fumecheng-12797	121	7	)	)	PUNCT
fumecheng-12797	121	8	was	be	AUX
fumecheng-12797	121	9	also	also	ADV
fumecheng-12797	121	10	implemented	implement	VERB
fumecheng-12797	121	11	to	to	PART
fumecheng-12797	121	12	predict	predict	VERB
fumecheng-12797	121	13	the	the	DET
fumecheng-12797	121	14	optimal	optimal	ADJ
fumecheng-12797	121	15	welding	welding	NOUN
fumecheng-12797	121	16	parameters	parameter	NOUN
fumecheng-12797	121	17	in	in	ADP
fumecheng-12797	121	18	advance	advance	NOUN
fumecheng-12797	121	19	and	and	CCONJ
fumecheng-12797	121	20	detect	detect	VERB
fumecheng-12797	121	21	the	the	DET
fumecheng-12797	121	22	possibility	possibility	NOUN
fumecheng-12797	121	23	of	of	ADP
fumecheng-12797	121	24	failure	failure	NOUN
fumecheng-12797	121	25	.	.	PUNCT
fumecheng-12797	122	1	he	he	PRON
fumecheng-12797	122	2	et	et	PROPN
fumecheng-12797	122	3	al	al	PROPN
fumecheng-12797	122	4	.	.	PUNCT
fumecheng-12797	123	1	[	[	X
fumecheng-12797	123	2	19	19	NUM
fumecheng-12797	123	3	]	]	PUNCT
fumecheng-12797	123	4	developed	develop	VERB
fumecheng-12797	123	5	a	a	DET
fumecheng-12797	123	6	probabilistic	probabilistic	ADJ
fumecheng-12797	123	7	model	model	NOUN
fumecheng-12797	123	8	for	for	ADP
fumecheng-12797	123	9	the	the	DET
fumecheng-12797	123	10	fatigue	fatigue	NOUN
fumecheng-12797	123	11	life	life	NOUN
fumecheng-12797	123	12	prediction	prediction	NOUN
fumecheng-12797	123	13	of	of	ADP
fumecheng-12797	123	14	notched	notch	VERB
fumecheng-12797	123	15	components	component	NOUN
fumecheng-12797	123	16	,	,	PUNCT
fumecheng-12797	123	17	combining	combine	VERB
fumecheng-12797	123	18	the	the	DET
fumecheng-12797	123	19	weibull	weibull	NOUN
fumecheng-12797	123	20	distribution	distribution	NOUN
fumecheng-12797	123	21	with	with	ADP
fumecheng-12797	123	22	critical	critical	ADJ
fumecheng-12797	123	23	distance	distance	NOUN
fumecheng-12797	123	24	theory	theory	NOUN
fumecheng-12797	123	25	.	.	PUNCT
fumecheng-12797	124	1	a	a	DET
fumecheng-12797	124	2	comparison	comparison	NOUN
fumecheng-12797	124	3	of	of	ADP
fumecheng-12797	124	4	two	two	NUM
fumecheng-12797	124	5	methods	method	NOUN
fumecheng-12797	124	6	for	for	ADP
fumecheng-12797	124	7	size	size	NOUN
fumecheng-12797	124	8	effects	effect	NOUN
fumecheng-12797	124	9	was	be	AUX
fumecheng-12797	124	10	done	do	VERB
fumecheng-12797	124	11	in	in	ADP
fumecheng-12797	124	12	the	the	DET
fumecheng-12797	124	13	study	study	NOUN
fumecheng-12797	124	14	,	,	PUNCT
fumecheng-12797	124	15	demonstrating	demonstrate	VERB
fumecheng-12797	124	16	that	that	SCONJ
fumecheng-12797	124	17	the	the	DET
fumecheng-12797	124	18	highly	highly	ADV
fumecheng-12797	124	19	stressed	stressed	ADJ
fumecheng-12797	124	20	volume	volume	NOUN
fumecheng-12797	124	21	approach	approach	NOUN
fumecheng-12797	124	22	fits	fit	VERB
fumecheng-12797	124	23	experimental	experimental	ADJ
fumecheng-12797	124	24	data	datum	NOUN
fumecheng-12797	124	25	better	well	ADV
fumecheng-12797	124	26	.	.	PUNCT
fumecheng-12797	125	1	a	a	DET
fumecheng-12797	125	2	tig	tig	NOUN
fumecheng-12797	125	3	welding	welding	NOUN
fumecheng-12797	125	4	algorithm	algorithm	NOUN
fumecheng-12797	125	5	was	be	AUX
fumecheng-12797	125	6	offered	offer	VERB
fumecheng-12797	125	7	by	by	ADP
fumecheng-12797	125	8	kesse	kesse	PROPN
fumecheng-12797	125	9	et	et	PROPN
fumecheng-12797	125	10	al	al	PROPN
fumecheng-12797	125	11	.	.	PUNCT
fumecheng-12797	126	1	[	[	X
fumecheng-12797	126	2	20	20	NUM
fumecheng-12797	126	3	]	]	PUNCT
fumecheng-12797	126	4	based	base	VERB
fumecheng-12797	126	5	on	on	ADP
fumecheng-12797	126	6	ai	ai	VERB
fumecheng-12797	126	7	to	to	PART
fumecheng-12797	126	8	forecast	forecast	VERB
fumecheng-12797	126	9	the	the	DET
fumecheng-12797	126	10	bead	bead	NOUN
fumecheng-12797	126	11	geometry	geometry	NOUN
fumecheng-12797	126	12	for	for	ADP
fumecheng-12797	126	13	tig	tig	NOUN
fumecheng-12797	126	14	welding	welding	NOUN
fumecheng-12797	126	15	operations	operation	NOUN
fumecheng-12797	126	16	.	.	PUNCT
fumecheng-12797	127	1	an	an	DET
fumecheng-12797	127	2	experimental	experimental	ADJ
fumecheng-12797	127	3	sample	sample	NOUN
fumecheng-12797	127	4	set	set	NOUN
fumecheng-12797	127	5	was	be	AUX
fumecheng-12797	127	6	simulated	simulate	VERB
fumecheng-12797	127	7	using	use	VERB
fumecheng-12797	127	8	the	the	DET
fumecheng-12797	127	9	ai	ai	NOUN
fumecheng-12797	127	10	tig	tig	NOUN
fumecheng-12797	127	11	welding	welding	NOUN
fumecheng-12797	127	12	technique	technique	NOUN
fumecheng-12797	127	13	.	.	PUNCT
fumecheng-12797	128	1	the	the	DET
fumecheng-12797	128	2	results	result	NOUN
fumecheng-12797	128	3	showed	show	VERB
fumecheng-12797	128	4	92.59	92.59	NUM
fumecheng-12797	128	5	%	%	NOUN
fumecheng-12797	128	6	projected	project	VERB
fumecheng-12797	128	7	accuracy	accuracy	NOUN
fumecheng-12797	128	8	when	when	SCONJ
fumecheng-12797	128	9	compared	compare	VERB
fumecheng-12797	128	10	to	to	ADP
fumecheng-12797	128	11	the	the	DET
fumecheng-12797	128	12	data	datum	NOUN
fumecheng-12797	128	13	amassed	amass	VERB
fumecheng-12797	128	14	throughout	throughout	ADP
fumecheng-12797	128	15	the	the	DET
fumecheng-12797	128	16	trial	trial	NOUN
fumecheng-12797	128	17	.	.	PUNCT
fumecheng-12797	129	1	soltani	soltani	PROPN
fumecheng-12797	129	2	et	et	PROPN
fumecheng-12797	129	3	al	al	PROPN
fumecheng-12797	129	4	.	.	PUNCT
fumecheng-12797	130	1	[	[	X
fumecheng-12797	130	2	21	21	NUM
fumecheng-12797	130	3	]	]	PUNCT
fumecheng-12797	130	4	employed	employ	VERB
fumecheng-12797	130	5	soft	soft	ADJ
fumecheng-12797	130	6	computing	computing	NOUN
fumecheng-12797	130	7	and	and	CCONJ
fumecheng-12797	130	8	statistical	statistical	ADJ
fumecheng-12797	130	9	techniques	technique	NOUN
fumecheng-12797	130	10	to	to	PART
fumecheng-12797	130	11	build	build	VERB
fumecheng-12797	130	12	up	up	ADP
fumecheng-12797	130	13	a	a	DET
fumecheng-12797	130	14	comparative	comparative	ADJ
fumecheng-12797	130	15	structure	structure	NOUN
fumecheng-12797	130	16	for	for	ADP
fumecheng-12797	130	17	predicting	predict	VERB
fumecheng-12797	130	18	operational	operational	ADJ
fumecheng-12797	130	19	reliability	reliability	NOUN
fumecheng-12797	130	20	in	in	ADP
fumecheng-12797	130	21	the	the	DET
fumecheng-12797	130	22	automotive	automotive	ADJ
fumecheng-12797	130	23	manufacturing	manufacturing	NOUN
fumecheng-12797	130	24	industry	industry	NOUN
fumecheng-12797	130	25	.	.	PUNCT
fumecheng-12797	131	1	they	they	PRON
fumecheng-12797	131	2	demonstrated	demonstrate	VERB
fumecheng-12797	131	3	that	that	SCONJ
fumecheng-12797	131	4	the	the	DET
fumecheng-12797	131	5	adaptive	adaptive	ADJ
fumecheng-12797	131	6	neuro	neuro	NOUN
fumecheng-12797	131	7	-	-	PUNCT
fumecheng-12797	131	8	fuzzy	fuzzy	ADJ
fumecheng-12797	131	9	inference	inference	NOUN
fumecheng-12797	131	10	system	system	NOUN
fumecheng-12797	131	11	(	(	PUNCT
fumecheng-12797	131	12	anfis	anfis	PROPN
fumecheng-12797	131	13	)	)	PUNCT
fumecheng-12797	131	14	model	model	NOUN
fumecheng-12797	131	15	outperforms	outperform	VERB
fumecheng-12797	131	16	statistical	statistical	ADJ
fumecheng-12797	131	17	models	model	NOUN
fumecheng-12797	131	18	,	,	PUNCT
fumecheng-12797	131	19	enhancing	enhance	VERB
fumecheng-12797	131	20	reliability	reliability	NOUN
fumecheng-12797	131	21	and	and	CCONJ
fumecheng-12797	131	22	safety	safety	NOUN
fumecheng-12797	131	23	.	.	PUNCT
fumecheng-12797	132	1	tomaz	tomaz	PROPN
fumecheng-12797	132	2	et	et	PROPN
fumecheng-12797	132	3	al	al	PROPN
fumecheng-12797	132	4	.	.	PUNCT
fumecheng-12797	133	1	[	[	X
fumecheng-12797	133	2	22	22	NUM
fumecheng-12797	133	3	]	]	PUNCT
fumecheng-12797	133	4	used	use	VERB
fumecheng-12797	133	5	a	a	DET
fumecheng-12797	133	6	five	five	NUM
fumecheng-12797	133	7	-	-	PUNCT
fumecheng-12797	133	8	factor	factor	NOUN
fumecheng-12797	133	9	,	,	PUNCT
fumecheng-12797	133	10	five	five	NUM
fumecheng-12797	133	11	-	-	PUNCT
fumecheng-12797	133	12	level	level	NOUN
fumecheng-12797	133	13	ccd	ccd	NOUN
fumecheng-12797	133	14	matrix	matrix	NOUN
fumecheng-12797	133	15	for	for	ADP
fumecheng-12797	133	16	computation	computation	NOUN
fumecheng-12797	133	17	for	for	ADP
fumecheng-12797	133	18	their	their	PRON
fumecheng-12797	133	19	gtaw	gtaw	NOUN
fumecheng-12797	133	20	trials	trial	NOUN
fumecheng-12797	133	21	.	.	PUNCT
fumecheng-12797	134	1	utp	utp	VERB
fumecheng-12797	134	2	af	af	PROPN
fumecheng-12797	134	3	ledurit	ledurit	PROPN
fumecheng-12797	134	4	60	60	NUM
fumecheng-12797	134	5	and	and	CCONJ
fumecheng-12797	134	6	utp	utp	VERB
fumecheng-12797	134	7	af	af	PROPN
fumecheng-12797	134	8	ledurit	ledurit	PROPN
fumecheng-12797	134	9	68	68	NUM
fumecheng-12797	134	10	were	be	AUX
fumecheng-12797	134	11	used	use	VERB
fumecheng-12797	134	12	to	to	PART
fumecheng-12797	134	13	create	create	VERB
fumecheng-12797	134	14	two	two	NUM
fumecheng-12797	134	15	tubular	tubular	ADJ
fumecheng-12797	134	16	wires	wire	NOUN
fumecheng-12797	134	17	,	,	PUNCT
fumecheng-12797	134	18	with	with	ADP
fumecheng-12797	134	19	an	an	DET
fumecheng-12797	134	20	aisi	aisi	PROPN
fumecheng-12797	134	21	1020	1020	NUM
fumecheng-12797	134	22	steel	steel	NOUN
fumecheng-12797	134	23	blank	blank	NOUN
fumecheng-12797	134	24	as	as	ADP
fumecheng-12797	134	25	the	the	DET
fumecheng-12797	134	26	base	base	NOUN
fumecheng-12797	134	27	.	.	PUNCT
fumecheng-12797	135	1	the	the	DET
fumecheng-12797	135	2	ann	ann	PROPN
fumecheng-12797	135	3	algorithm	algorithm	PROPN
fumecheng-12797	135	4	was	be	AUX
fumecheng-12797	135	5	applied	apply	VERB
fumecheng-12797	135	6	with	with	ADP
fumecheng-12797	135	7	a	a	DET
fumecheng-12797	135	8	ga	ga	NOUN
fumecheng-12797	135	9	to	to	PART
fumecheng-12797	135	10	determine	determine	VERB
fumecheng-12797	135	11	the	the	DET
fumecheng-12797	135	12	optimal	optimal	ADJ
fumecheng-12797	135	13	welding	welding	NOUN
fumecheng-12797	135	14	parameters	parameter	NOUN
fumecheng-12797	135	15	and	and	CCONJ
fumecheng-12797	135	16	simulate	simulate	VERB
fumecheng-12797	135	17	the	the	DET
fumecheng-12797	135	18	gtaw	gtaw	NOUN
fumecheng-12797	135	19	process	process	NOUN
fumecheng-12797	135	20	.	.	PUNCT
fumecheng-12797	136	1	with	with	ADP
fumecheng-12797	136	2	a	a	DET
fumecheng-12797	136	3	coefficient	coefficient	NOUN
fumecheng-12797	136	4	of	of	ADP
fumecheng-12797	136	5	determination	determination	NOUN
fumecheng-12797	136	6	(	(	PUNCT
fumecheng-12797	136	7	r2	r2	PROPN
fumecheng-12797	136	8	)	)	PUNCT
fumecheng-12797	136	9	of	of	ADP
fumecheng-12797	136	10	all	all	DET
fumecheng-12797	136	11	the	the	DET
fumecheng-12797	136	12	data	datum	NOUN
fumecheng-12797	136	13	higher	high	ADJ
fumecheng-12797	136	14	than	than	ADP
fumecheng-12797	136	15	0.65	0.65	NUM
fumecheng-12797	136	16	,	,	PUNCT
fumecheng-12797	136	17	the	the	DET
fumecheng-12797	136	18	ideal	ideal	ADJ
fumecheng-12797	136	19	welding	welding	NOUN
fumecheng-12797	136	20	parameters	parameter	NOUN
fumecheng-12797	136	21	of	of	ADP
fumecheng-12797	136	22	222a	222a	NUM
fumecheng-12797	136	23	welding	weld	VERB
fumecheng-12797	136	24	current	current	ADJ
fumecheng-12797	136	25	,	,	PUNCT
fumecheng-12797	136	26	25cm	25cm	NUM
fumecheng-12797	136	27	/	/	SYM
fumecheng-12797	136	28	min	min	NOUN
fumecheng-12797	136	29	welding	welding	NOUN
fumecheng-12797	136	30	speed	speed	NOUN
fumecheng-12797	136	31	,	,	PUNCT
fumecheng-12797	136	32	8	8	NUM
fumecheng-12797	136	33	mm	mm	NOUN
fumecheng-12797	136	34	nozzle	nozzle	NOUN
fumecheng-12797	136	35	deflection	deflection	NOUN
fumecheng-12797	136	36	distance	distance	NOUN
fumecheng-12797	136	37	,	,	PUNCT
fumecheng-12797	136	38	25	25	NUM
fumecheng-12797	136	39	°	°	PROPN
fumecheng-12797	136	40	travel	travel	NOUN
fumecheng-12797	136	41	angle	angle	NOUN
fumecheng-12797	136	42	,	,	PUNCT
fumecheng-12797	136	43	and	and	CCONJ
fumecheng-12797	136	44	8hz	8hz	ADJ
fumecheng-12797	136	45	wire	wire	NOUN
fumecheng-12797	136	46	feed	feed	NOUN
fumecheng-12797	136	47	pulse	pulse	NOUN
fumecheng-12797	136	48	frequency	frequency	NOUN
fumecheng-12797	136	49	were	be	AUX
fumecheng-12797	136	50	attained	attain	VERB
fumecheng-12797	136	51	.	.	PUNCT
fumecheng-12797	137	1	pourasl	pourasl	PROPN
fumecheng-12797	137	2	et	et	PROPN
fumecheng-12797	137	3	al	al	PROPN
fumecheng-12797	137	4	.	.	PUNCT
fumecheng-12797	138	1	[	[	X
fumecheng-12797	138	2	23	23	NUM
fumecheng-12797	138	3	]	]	PUNCT
fumecheng-12797	138	4	utilized	utilize	VERB
fumecheng-12797	138	5	ann	ann	PROPN
fumecheng-12797	138	6	and	and	CCONJ
fumecheng-12797	138	7	anfis	anfi	VERB
fumecheng-12797	138	8	to	to	PART
fumecheng-12797	138	9	predict	predict	VERB
fumecheng-12797	138	10	the	the	DET
fumecheng-12797	138	11	outputs	output	NOUN
fumecheng-12797	138	12	,	,	PUNCT
fumecheng-12797	138	13	revealing	reveal	VERB
fumecheng-12797	138	14	the	the	DET
fumecheng-12797	138	15	impact	impact	NOUN
fumecheng-12797	138	16	of	of	ADP
fumecheng-12797	138	17	operational	operational	ADJ
fumecheng-12797	138	18	parameters	parameter	NOUN
fumecheng-12797	138	19	on	on	ADP
fumecheng-12797	138	20	performance	performance	NOUN
fumecheng-12797	138	21	measures	measure	NOUN
fumecheng-12797	138	22	in	in	ADP
fumecheng-12797	138	23	applying	apply	VERB
fumecheng-12797	138	24	aisi	aisi	PROPN
fumecheng-12797	138	25	-	-	PUNCT
fumecheng-12797	138	26	d6	d6	NOUN
fumecheng-12797	138	27	steel	steel	NOUN
fumecheng-12797	138	28	in	in	ADP
fumecheng-12797	138	29	die	die	NOUN
fumecheng-12797	138	30	and	and	CCONJ
fumecheng-12797	138	31	mould	mould	AUX
fumecheng-12797	138	32	preparation	preparation	NOUN
fumecheng-12797	138	33	using	use	VERB
fumecheng-12797	138	34	electrical	electrical	ADJ
fumecheng-12797	138	35	discharge	discharge	NOUN
fumecheng-12797	138	36	machining	machining	NOUN
fumecheng-12797	138	37	.	.	PUNCT
fumecheng-12797	139	1	950	950	NUM
fumecheng-12797	139	2	j.	j.	PROPN
fumecheng-12797	139	3	gokulachandran	gokulachandran	PROPN
fumecheng-12797	139	4	,	,	PUNCT
fumecheng-12797	139	5	m.	m.	NOUN
fumecheng-12797	139	6	thenarasu	thenarasu	PROPN
fumecheng-12797	139	7	,	,	PUNCT
fumecheng-12797	139	8	b.	b.	PROPN
fumecheng-12797	139	9	pothkanoori	pothkanoori	PROPN
fumecheng-12797	139	10	,	,	PUNCT
fumecheng-12797	139	11	et	et	PROPN
fumecheng-12797	139	12	al	al	PROPN
fumecheng-12797	139	13	.	.	PROPN
fumecheng-12797	139	14	anfis	anfis	PROPN
fumecheng-12797	139	15	model	model	NOUN
fumecheng-12797	139	16	showed	show	VERB
fumecheng-12797	139	17	a	a	DET
fumecheng-12797	139	18	powerful	powerful	ADJ
fumecheng-12797	139	19	learning	learning	NOUN
fumecheng-12797	139	20	capability	capability	NOUN
fumecheng-12797	139	21	and	and	CCONJ
fumecheng-12797	139	22	is	be	AUX
fumecheng-12797	139	23	more	more	ADV
fumecheng-12797	139	24	reliable	reliable	ADJ
fumecheng-12797	139	25	than	than	ADP
fumecheng-12797	139	26	ml	ml	INTJ
fumecheng-12797	139	27	techniques	technique	NOUN
fumecheng-12797	139	28	as	as	SCONJ
fumecheng-12797	139	29	it	it	PRON
fumecheng-12797	139	30	possessed	possess	VERB
fumecheng-12797	139	31	lower	low	ADJ
fumecheng-12797	139	32	rmse	rmse	NOUN
fumecheng-12797	139	33	values	value	NOUN
fumecheng-12797	139	34	close	close	ADJ
fumecheng-12797	139	35	to	to	ADP
fumecheng-12797	139	36	0	0	NUM
fumecheng-12797	139	37	,	,	PUNCT
fumecheng-12797	139	38	considering	consider	VERB
fumecheng-12797	139	39	the	the	DET
fumecheng-12797	139	40	output	output	NOUN
fumecheng-12797	139	41	parameters	parameter	NOUN
fumecheng-12797	139	42	.	.	PUNCT
fumecheng-12797	140	1	abima	abima	PROPN
fumecheng-12797	140	2	et	et	PROPN
fumecheng-12797	140	3	al	al	PROPN
fumecheng-12797	140	4	.	.	PUNCT
fumecheng-12797	141	1	[	[	X
fumecheng-12797	141	2	24	24	NUM
fumecheng-12797	141	3	]	]	PUNCT
fumecheng-12797	141	4	implemented	implement	VERB
fumecheng-12797	141	5	anfis	anfi	VERB
fumecheng-12797	141	6	to	to	PART
fumecheng-12797	141	7	predict	predict	VERB
fumecheng-12797	141	8	uts	ut	NOUN
fumecheng-12797	141	9	of	of	ADP
fumecheng-12797	141	10	weld	weld	NOUN
fumecheng-12797	141	11	developed	develop	VERB
fumecheng-12797	141	12	via	via	ADP
fumecheng-12797	141	13	tig	tig	X
fumecheng-12797	141	14	-	-	PUNCT
fumecheng-12797	141	15	mig	mig	NOUN
fumecheng-12797	141	16	hybrid	hybrid	NOUN
fumecheng-12797	141	17	.	.	PUNCT
fumecheng-12797	142	1	optimization	optimization	NOUN
fumecheng-12797	142	2	was	be	AUX
fumecheng-12797	142	3	done	do	VERB
fumecheng-12797	142	4	based	base	VERB
fumecheng-12797	142	5	on	on	ADP
fumecheng-12797	142	6	taguchi	taguchi	PROPN
fumecheng-12797	142	7	’s	’s	PART
fumecheng-12797	142	8	approaches	approach	NOUN
fumecheng-12797	142	9	using	use	VERB
fumecheng-12797	142	10	the	the	DET
fumecheng-12797	142	11	l9	l9	PROPN
fumecheng-12797	142	12	doe	doe	NOUN
fumecheng-12797	142	13	array	array	NOUN
fumecheng-12797	142	14	.	.	PUNCT
fumecheng-12797	143	1	metal	metal	NOUN
fumecheng-12797	143	2	inert	inert	NOUN
fumecheng-12797	143	3	gas	gas	NOUN
fumecheng-12797	143	4	(	(	PUNCT
fumecheng-12797	143	5	mig	mig	NOUN
fumecheng-12797	143	6	)	)	PUNCT
fumecheng-12797	143	7	voltage	voltage	NOUN
fumecheng-12797	143	8	,	,	PUNCT
fumecheng-12797	143	9	tig	tig	NOUN
fumecheng-12797	143	10	current	current	NOUN
fumecheng-12797	143	11	,	,	PUNCT
fumecheng-12797	143	12	and	and	CCONJ
fumecheng-12797	143	13	gas	gas	NOUN
fumecheng-12797	143	14	flow	flow	NOUN
fumecheng-12797	143	15	rate	rate	NOUN
fumecheng-12797	143	16	were	be	AUX
fumecheng-12797	143	17	taken	take	VERB
fumecheng-12797	143	18	into	into	ADP
fumecheng-12797	143	19	account	account	NOUN
fumecheng-12797	143	20	as	as	ADP
fumecheng-12797	143	21	model	model	NOUN
fumecheng-12797	143	22	inputs	input	NOUN
fumecheng-12797	143	23	.	.	PUNCT
fumecheng-12797	144	1	the	the	DET
fumecheng-12797	144	2	optimum	optimum	ADJ
fumecheng-12797	144	3	tensile	tensile	NOUN
fumecheng-12797	144	4	strength	strength	NOUN
fumecheng-12797	144	5	among	among	ADP
fumecheng-12797	144	6	the	the	DET
fumecheng-12797	144	7	l27	l27	PROPN
fumecheng-12797	144	8	array	array	NOUN
fumecheng-12797	144	9	was	be	AUX
fumecheng-12797	144	10	868.3mpa	868.3mpa	NOUN
fumecheng-12797	144	11	,	,	PUNCT
fumecheng-12797	144	12	and	and	CCONJ
fumecheng-12797	144	13	corresponding	corresponding	ADJ
fumecheng-12797	144	14	inputs	input	NOUN
fumecheng-12797	144	15	were	be	AUX
fumecheng-12797	144	16	found	find	VERB
fumecheng-12797	144	17	to	to	PART
fumecheng-12797	144	18	be	be	AUX
fumecheng-12797	144	19	25v	25v	NOUN
fumecheng-12797	144	20	,	,	PUNCT
fumecheng-12797	144	21	180a	180a	NOUN
fumecheng-12797	144	22	,	,	PUNCT
fumecheng-12797	144	23	and	and	CCONJ
fumecheng-12797	144	24	19l	19l	NUM
fumecheng-12797	144	25	/	/	SYM
fumecheng-12797	144	26	mm	mm	PROPN
fumecheng-12797	144	27	,	,	PUNCT
fumecheng-12797	144	28	respectively	respectively	ADV
fumecheng-12797	144	29	.	.	PUNCT
fumecheng-12797	145	1	it	it	PRON
fumecheng-12797	145	2	was	be	AUX
fumecheng-12797	145	3	concluded	conclude	VERB
fumecheng-12797	145	4	that	that	SCONJ
fumecheng-12797	145	5	gas	gas	NOUN
fumecheng-12797	145	6	flow	flow	NOUN
fumecheng-12797	145	7	makes	make	VERB
fumecheng-12797	145	8	the	the	DET
fumecheng-12797	145	9	highest	high	ADJ
fumecheng-12797	145	10	contribution	contribution	NOUN
fumecheng-12797	145	11	(	(	PUNCT
fumecheng-12797	145	12	42.35	42.35	NUM
fumecheng-12797	145	13	%	%	NOUN
fumecheng-12797	145	14	)	)	PUNCT
fumecheng-12797	145	15	towards	towards	ADP
fumecheng-12797	145	16	uts	ut	NOUN
fumecheng-12797	145	17	,	,	PUNCT
fumecheng-12797	145	18	and	and	CCONJ
fumecheng-12797	145	19	tig	tig	PROPN
fumecheng-12797	145	20	current	current	NOUN
fumecheng-12797	145	21	has	have	VERB
fumecheng-12797	145	22	the	the	DET
fumecheng-12797	145	23	lowest	low	ADJ
fumecheng-12797	145	24	contribution	contribution	NOUN
fumecheng-12797	145	25	(	(	PUNCT
fumecheng-12797	145	26	18.13	18.13	NUM
fumecheng-12797	145	27	%	%	NOUN
fumecheng-12797	145	28	)	)	PUNCT
fumecheng-12797	145	29	.	.	PUNCT
fumecheng-12797	146	1	r²	r²	NOUN
fumecheng-12797	146	2	values	value	NOUN
fumecheng-12797	146	3	were	be	AUX
fumecheng-12797	146	4	close	close	ADJ
fumecheng-12797	146	5	to	to	ADP
fumecheng-12797	146	6	1	1	NUM
fumecheng-12797	146	7	,	,	PUNCT
fumecheng-12797	146	8	and	and	CCONJ
fumecheng-12797	146	9	rmse	rmse	ADJ
fumecheng-12797	146	10	values	value	NOUN
fumecheng-12797	146	11	for	for	ADP
fumecheng-12797	146	12	training	training	NOUN
fumecheng-12797	146	13	and	and	CCONJ
fumecheng-12797	146	14	testing	testing	NOUN
fumecheng-12797	146	15	were	be	AUX
fumecheng-12797	146	16	1.8963	1.8963	NUM
fumecheng-12797	146	17	and	and	CCONJ
fumecheng-12797	146	18	4.8194	4.8194	NUM
fumecheng-12797	146	19	,	,	PUNCT
fumecheng-12797	146	20	respectively	respectively	ADV
fumecheng-12797	146	21	.	.	PUNCT
fumecheng-12797	147	1	this	this	PRON
fumecheng-12797	147	2	meant	mean	VERB
fumecheng-12797	147	3	that	that	SCONJ
fumecheng-12797	147	4	anfis	anfis	PROPN
fumecheng-12797	147	5	yields	yield	VERB
fumecheng-12797	147	6	lower	low	ADJ
fumecheng-12797	147	7	deviations	deviation	NOUN
fumecheng-12797	147	8	between	between	ADP
fumecheng-12797	147	9	experimental	experimental	ADJ
fumecheng-12797	147	10	and	and	CCONJ
fumecheng-12797	147	11	predicted	predict	VERB
fumecheng-12797	147	12	values	value	NOUN
fumecheng-12797	147	13	,	,	PUNCT
fumecheng-12797	147	14	therefore	therefore	ADV
fumecheng-12797	147	15	reducing	reduce	VERB
fumecheng-12797	147	16	experimental	experimental	ADJ
fumecheng-12797	147	17	costs	cost	NOUN
fumecheng-12797	147	18	and	and	CCONJ
fumecheng-12797	147	19	time	time	NOUN
fumecheng-12797	147	20	consumption	consumption	NOUN
fumecheng-12797	147	21	.	.	PUNCT
fumecheng-12797	148	1	the	the	DET
fumecheng-12797	148	2	impact	impact	NOUN
fumecheng-12797	148	3	of	of	ADP
fumecheng-12797	148	4	parameters	parameter	NOUN
fumecheng-12797	148	5	on	on	ADP
fumecheng-12797	148	6	the	the	DET
fumecheng-12797	148	7	mechanical	mechanical	ADJ
fumecheng-12797	148	8	and	and	CCONJ
fumecheng-12797	148	9	microstructural	microstructural	ADJ
fumecheng-12797	148	10	characteristics	characteristic	NOUN
fumecheng-12797	148	11	of	of	ADP
fumecheng-12797	148	12	friction	friction	NOUN
fumecheng-12797	148	13	stir	stir	NOUN
fumecheng-12797	148	14	spot	spot	NOUN
fumecheng-12797	148	15	welded	weld	VERB
fumecheng-12797	148	16	joints	joint	NOUN
fumecheng-12797	148	17	on	on	ADP
fumecheng-12797	148	18	structural	structural	ADJ
fumecheng-12797	148	19	steel	steel	NOUN
fumecheng-12797	148	20	1020	1020	NUM
fumecheng-12797	148	21	and	and	CCONJ
fumecheng-12797	148	22	aa6062	aa6062	PROPN
fumecheng-12797	148	23	were	be	AUX
fumecheng-12797	148	24	explored	explore	VERB
fumecheng-12797	148	25	by	by	ADP
fumecheng-12797	148	26	kumar	kumar	PROPN
fumecheng-12797	148	27	et	et	PROPN
fumecheng-12797	148	28	al	al	PROPN
fumecheng-12797	148	29	.	.	PUNCT
fumecheng-12797	149	1	[	[	X
fumecheng-12797	149	2	25	25	NUM
fumecheng-12797	149	3	]	]	PUNCT
fumecheng-12797	149	4	.	.	PUNCT
fumecheng-12797	150	1	they	they	PRON
fumecheng-12797	150	2	conducted	conduct	VERB
fumecheng-12797	150	3	tensile	tensile	NOUN
fumecheng-12797	150	4	tests	test	NOUN
fumecheng-12797	150	5	on	on	ADP
fumecheng-12797	150	6	samples	sample	NOUN
fumecheng-12797	150	7	to	to	PART
fumecheng-12797	150	8	learn	learn	VERB
fumecheng-12797	150	9	the	the	DET
fumecheng-12797	150	10	strength	strength	NOUN
fumecheng-12797	150	11	of	of	ADP
fumecheng-12797	150	12	the	the	DET
fumecheng-12797	150	13	weld	weld	NOUN
fumecheng-12797	150	14	.	.	PUNCT
fumecheng-12797	151	1	the	the	DET
fumecheng-12797	151	2	parameters	parameter	NOUN
fumecheng-12797	151	3	employed	employ	VERB
fumecheng-12797	151	4	were	be	AUX
fumecheng-12797	151	5	tool	tool	NOUN
fumecheng-12797	151	6	speed	speed	NOUN
fumecheng-12797	151	7	,	,	PUNCT
fumecheng-12797	151	8	dwell	dwell	NOUN
fumecheng-12797	151	9	time	time	NOUN
fumecheng-12797	151	10	,	,	PUNCT
fumecheng-12797	151	11	and	and	CCONJ
fumecheng-12797	151	12	plunge	plunge	NOUN
fumecheng-12797	151	13	depth	depth	NOUN
fumecheng-12797	151	14	,	,	PUNCT
fumecheng-12797	151	15	representing	represent	VERB
fumecheng-12797	151	16	6.171	6.171	NUM
fumecheng-12797	151	17	%	%	NOUN
fumecheng-12797	151	18	,	,	PUNCT
fumecheng-12797	151	19	39.66	39.66	NUM
fumecheng-12797	151	20	%	%	NOUN
fumecheng-12797	151	21	,	,	PUNCT
fumecheng-12797	151	22	and	and	CCONJ
fumecheng-12797	151	23	35.7	35.7	NUM
fumecheng-12797	151	24	%	%	NOUN
fumecheng-12797	151	25	of	of	ADP
fumecheng-12797	151	26	the	the	DET
fumecheng-12797	151	27	contributions	contribution	NOUN
fumecheng-12797	151	28	.	.	PUNCT
fumecheng-12797	152	1	the	the	DET
fumecheng-12797	152	2	response	response	NOUN
fumecheng-12797	152	3	surface	surface	NOUN
fumecheng-12797	152	4	methodology	methodology	NOUN
fumecheng-12797	152	5	was	be	AUX
fumecheng-12797	152	6	employed	employ	VERB
fumecheng-12797	152	7	to	to	PART
fumecheng-12797	152	8	predict	predict	VERB
fumecheng-12797	152	9	the	the	DET
fumecheng-12797	152	10	parameters	parameter	NOUN
fumecheng-12797	152	11	and	and	CCONJ
fumecheng-12797	152	12	evaluate	evaluate	VERB
fumecheng-12797	152	13	microstructural	microstructural	ADJ
fumecheng-12797	152	14	parameters	parameter	NOUN
fumecheng-12797	152	15	such	such	ADJ
fumecheng-12797	152	16	as	as	ADP
fumecheng-12797	152	17	heat	heat	NOUN
fumecheng-12797	152	18	dissipation	dissipation	NOUN
fumecheng-12797	152	19	and	and	CCONJ
fumecheng-12797	152	20	grain	grain	NOUN
fumecheng-12797	152	21	changes	change	NOUN
fumecheng-12797	152	22	.	.	PUNCT
fumecheng-12797	153	1	the	the	DET
fumecheng-12797	153	2	prediction	prediction	NOUN
fumecheng-12797	153	3	yielded	yield	VERB
fumecheng-12797	153	4	results	result	NOUN
fumecheng-12797	153	5	very	very	ADV
fumecheng-12797	153	6	close	close	ADV
fumecheng-12797	153	7	to	to	ADP
fumecheng-12797	153	8	experimental	experimental	ADJ
fumecheng-12797	153	9	values	value	NOUN
fumecheng-12797	153	10	.	.	PUNCT
fumecheng-12797	154	1	an	an	DET
fumecheng-12797	154	2	experimental	experimental	ADJ
fumecheng-12797	154	3	investigation	investigation	NOUN
fumecheng-12797	154	4	was	be	AUX
fumecheng-12797	154	5	performed	perform	VERB
fumecheng-12797	154	6	by	by	ADP
fumecheng-12797	154	7	arivarasu	arivarasu	PROPN
fumecheng-12797	154	8	et	et	PROPN
fumecheng-12797	154	9	al	al	PROPN
fumecheng-12797	154	10	.	.	PUNCT
fumecheng-12797	155	1	[	[	X
fumecheng-12797	155	2	26	26	NUM
fumecheng-12797	155	3	]	]	PUNCT
fumecheng-12797	155	4	to	to	PART
fumecheng-12797	155	5	examine	examine	VERB
fumecheng-12797	155	6	the	the	DET
fumecheng-12797	155	7	effect	effect	NOUN
fumecheng-12797	155	8	of	of	ADP
fumecheng-12797	155	9	weld	weld	NOUN
fumecheng-12797	155	10	parameters	parameter	NOUN
fumecheng-12797	155	11	on	on	ADP
fumecheng-12797	155	12	the	the	DET
fumecheng-12797	155	13	mechanical	mechanical	ADJ
fumecheng-12797	155	14	and	and	CCONJ
fumecheng-12797	155	15	metallurgical	metallurgical	ADJ
fumecheng-12797	155	16	properties	property	NOUN
fumecheng-12797	155	17	of	of	ADP
fumecheng-12797	155	18	co2	co2	NOUN
fumecheng-12797	155	19	laserwelded	laserwelde	VERB
fumecheng-12797	155	20	nickel	nickel	NOUN
fumecheng-12797	155	21	alloy	alloy	NOUN
fumecheng-12797	155	22	825	825	NUM
fumecheng-12797	155	23	.	.	PUNCT
fumecheng-12797	156	1	the	the	DET
fumecheng-12797	156	2	optimal	optimal	ADJ
fumecheng-12797	156	3	parameters	parameter	NOUN
fumecheng-12797	156	4	to	to	PART
fumecheng-12797	156	5	obtain	obtain	VERB
fumecheng-12797	156	6	a	a	DET
fumecheng-12797	156	7	5	5	NUM
fumecheng-12797	156	8	mm	mm	NOUN
fumecheng-12797	156	9	defect	defect	NOUN
fumecheng-12797	156	10	-	-	PUNCT
fumecheng-12797	156	11	free	free	ADJ
fumecheng-12797	156	12	weld	weld	NOUN
fumecheng-12797	156	13	thickness	thickness	NOUN
fumecheng-12797	156	14	on	on	ADP
fumecheng-12797	156	15	alloy	alloy	NOUN
fumecheng-12797	156	16	825	825	NUM
fumecheng-12797	156	17	were	be	AUX
fumecheng-12797	156	18	3kw	3kw	ADJ
fumecheng-12797	156	19	laser	laser	NOUN
fumecheng-12797	156	20	power	power	NOUN
fumecheng-12797	156	21	,	,	PUNCT
fumecheng-12797	156	22	with	with	ADP
fumecheng-12797	156	23	a	a	DET
fumecheng-12797	156	24	weld	weld	NOUN
fumecheng-12797	156	25	speed	speed	NOUN
fumecheng-12797	156	26	of	of	ADP
fumecheng-12797	156	27	1.5	1.5	NUM
fumecheng-12797	156	28	m	m	NOUN
fumecheng-12797	156	29	min−1	min−1	PROPN
fumecheng-12797	156	30	.	.	PROPN
fumecheng-12797	157	1	due	due	ADP
fumecheng-12797	157	2	to	to	ADP
fumecheng-12797	157	3	the	the	DET
fumecheng-12797	157	4	formation	formation	NOUN
fumecheng-12797	157	5	of	of	ADP
fumecheng-12797	157	6	beneficiary	beneficiary	NOUN
fumecheng-12797	157	7	tin	tin	NOUN
fumecheng-12797	157	8	and	and	CCONJ
fumecheng-12797	157	9	al4c3	al4c3	ADJ
fumecheng-12797	157	10	precipitates	precipitate	NOUN
fumecheng-12797	157	11	in	in	ADP
fumecheng-12797	157	12	the	the	DET
fumecheng-12797	157	13	fusion	fusion	NOUN
fumecheng-12797	157	14	weld	weld	NOUN
fumecheng-12797	157	15	zone	zone	NOUN
fumecheng-12797	157	16	,	,	PUNCT
fumecheng-12797	157	17	the	the	DET
fumecheng-12797	157	18	mechanical	mechanical	ADJ
fumecheng-12797	157	19	strength	strength	NOUN
fumecheng-12797	157	20	and	and	CCONJ
fumecheng-12797	157	21	hardness	hardness	NOUN
fumecheng-12797	157	22	increased	increase	VERB
fumecheng-12797	157	23	without	without	ADP
fumecheng-12797	157	24	influencing	influence	VERB
fumecheng-12797	157	25	ductility	ductility	NOUN
fumecheng-12797	157	26	.	.	PUNCT
fumecheng-12797	158	1	the	the	DET
fumecheng-12797	158	2	quality	quality	NOUN
fumecheng-12797	158	3	of	of	ADP
fumecheng-12797	158	4	the	the	DET
fumecheng-12797	158	5	produced	produce	VERB
fumecheng-12797	158	6	weldment	weldment	NOUN
fumecheng-12797	158	7	was	be	AUX
fumecheng-12797	158	8	indicated	indicate	VERB
fumecheng-12797	158	9	by	by	ADP
fumecheng-12797	158	10	the	the	DET
fumecheng-12797	158	11	defect	defect	NOUN
fumecheng-12797	158	12	-	-	PUNCT
fumecheng-12797	158	13	free	free	ADJ
fumecheng-12797	158	14	180	180	NUM
fumecheng-12797	158	15	°	°	PROPN
fumecheng-12797	158	16	root	root	NOUN
fumecheng-12797	158	17	bend	bend	NOUN
fumecheng-12797	158	18	test	test	NOUN
fumecheng-12797	158	19	.	.	PUNCT
fumecheng-12797	159	1	moganapriya	moganapriya	PROPN
fumecheng-12797	159	2	et	et	PROPN
fumecheng-12797	159	3	al	al	PROPN
fumecheng-12797	159	4	.	.	PUNCT
fumecheng-12797	160	1	[	[	X
fumecheng-12797	160	2	27	27	NUM
fumecheng-12797	160	3	]	]	PUNCT
fumecheng-12797	160	4	studied	study	VERB
fumecheng-12797	160	5	the	the	DET
fumecheng-12797	160	6	impact	impact	NOUN
fumecheng-12797	160	7	of	of	ADP
fumecheng-12797	160	8	the	the	DET
fumecheng-12797	160	9	performance	performance	NOUN
fumecheng-12797	160	10	input	input	NOUN
fumecheng-12797	160	11	parameters	parameter	NOUN
fumecheng-12797	160	12	of	of	ADP
fumecheng-12797	160	13	coated	coated	ADJ
fumecheng-12797	160	14	carbide	carbide	NOUN
fumecheng-12797	160	15	inserts	insert	NOUN
fumecheng-12797	160	16	during	during	ADP
fumecheng-12797	160	17	the	the	DET
fumecheng-12797	160	18	machining	machining	NOUN
fumecheng-12797	160	19	of	of	ADP
fumecheng-12797	160	20	aisi	aisi	PROPN
fumecheng-12797	160	21	1015	1015	NUM
fumecheng-12797	160	22	steel	steel	PROPN
fumecheng-12797	160	23	,	,	PUNCT
fumecheng-12797	160	24	which	which	PRON
fumecheng-12797	160	25	were	be	AUX
fumecheng-12797	160	26	examined	examine	VERB
fumecheng-12797	160	27	by	by	ADP
fumecheng-12797	160	28	considering	consider	VERB
fumecheng-12797	160	29	output	output	NOUN
fumecheng-12797	160	30	responses	response	NOUN
fumecheng-12797	160	31	such	such	ADJ
fumecheng-12797	160	32	as	as	ADP
fumecheng-12797	160	33	surface	surface	NOUN
fumecheng-12797	160	34	roughness	roughness	NOUN
fumecheng-12797	160	35	,	,	PUNCT
fumecheng-12797	160	36	flank	flank	NOUN
fumecheng-12797	160	37	wear	wear	NOUN
fumecheng-12797	160	38	,	,	PUNCT
fumecheng-12797	160	39	etc	etc	X
fumecheng-12797	160	40	.	.	X
fumecheng-12797	160	41	they	they	PRON
fumecheng-12797	160	42	employed	employ	VERB
fumecheng-12797	160	43	the	the	DET
fumecheng-12797	160	44	taguchi	taguchi	PROPN
fumecheng-12797	160	45	design	design	PROPN
fumecheng-12797	160	46	approach	approach	NOUN
fumecheng-12797	160	47	integrated	integrate	VERB
fumecheng-12797	160	48	with	with	ADP
fumecheng-12797	160	49	fl	fl	PRON
fumecheng-12797	160	50	and	and	CCONJ
fumecheng-12797	160	51	grey	grey	PROPN
fumecheng-12797	160	52	theory	theory	NOUN
fumecheng-12797	160	53	to	to	PART
fumecheng-12797	160	54	explore	explore	VERB
fumecheng-12797	160	55	multi	multi	ADJ
fumecheng-12797	160	56	-	-	ADJ
fumecheng-12797	160	57	objective	objective	ADJ
fumecheng-12797	160	58	hybrid	hybrid	ADJ
fumecheng-12797	160	59	optimization	optimization	NOUN
fumecheng-12797	160	60	.	.	PUNCT
fumecheng-12797	161	1	the	the	DET
fumecheng-12797	161	2	optimized	optimize	VERB
fumecheng-12797	161	3	parameters	parameter	NOUN
fumecheng-12797	161	4	were	be	AUX
fumecheng-12797	161	5	observed	observe	VERB
fumecheng-12797	161	6	to	to	ADP
fumecheng-12797	161	7	500	500	NUM
fumecheng-12797	161	8	rpm	rpm	NOUN
fumecheng-12797	161	9	of	of	ADP
fumecheng-12797	161	10	speed	speed	NOUN
fumecheng-12797	161	11	,	,	PUNCT
fumecheng-12797	161	12	1	1	NUM
fumecheng-12797	161	13	mm	mm	NOUN
fumecheng-12797	161	14	of	of	ADP
fumecheng-12797	161	15	cutting	cut	VERB
fumecheng-12797	161	16	depth	depth	NOUN
fumecheng-12797	161	17	,	,	PUNCT
fumecheng-12797	161	18	0.05mm	0.05mm	NOUN
fumecheng-12797	161	19	/	/	SYM
fumecheng-12797	161	20	rev	rev	X
fumecheng-12797	161	21	of	of	ADP
fumecheng-12797	161	22	feed	feed	NOUN
fumecheng-12797	161	23	rate	rate	NOUN
fumecheng-12797	161	24	,	,	PUNCT
fumecheng-12797	161	25	and	and	CCONJ
fumecheng-12797	161	26	rapid	rapid	ADJ
fumecheng-12797	161	27	cutting	cut	VERB
fumecheng-12797	161	28	fluid	fluid	NOUN
fumecheng-12797	161	29	flow	flow	NOUN
fumecheng-12797	161	30	rate	rate	NOUN
fumecheng-12797	161	31	with	with	ADP
fumecheng-12797	161	32	tialn	tialn	PROPN
fumecheng-12797	161	33	/	/	SYM
fumecheng-12797	161	34	wc	wc	PROPN
fumecheng-12797	161	35	-	-	PUNCT
fumecheng-12797	161	36	c	c	PROPN
fumecheng-12797	161	37	as	as	ADP
fumecheng-12797	161	38	an	an	DET
fumecheng-12797	161	39	ideal	ideal	ADJ
fumecheng-12797	161	40	coating	coating	NOUN
fumecheng-12797	161	41	substrate	substrate	NOUN
fumecheng-12797	161	42	.	.	PUNCT
fumecheng-12797	162	1	ohwoekevwo	ohwoekevwo	INTJ
fumecheng-12797	162	2	et	et	PROPN
fumecheng-12797	162	3	al	al	PROPN
fumecheng-12797	162	4	.	.	PUNCT
fumecheng-12797	163	1	[	[	X
fumecheng-12797	163	2	28	28	NUM
fumecheng-12797	163	3	]	]	X
fumecheng-12797	163	4	utilized	utilize	VERB
fumecheng-12797	163	5	ann	ann	PROPN
fumecheng-12797	163	6	technique	technique	NOUN
fumecheng-12797	163	7	to	to	ADP
fumecheng-12797	163	8	model	model	NOUN
fumecheng-12797	163	9	and	and	CCONJ
fumecheng-12797	163	10	forecast	forecast	VERB
fumecheng-12797	163	11	the	the	DET
fumecheng-12797	163	12	percentage	percentage	NOUN
fumecheng-12797	163	13	of	of	ADP
fumecheng-12797	163	14	dilution	dilution	NOUN
fumecheng-12797	163	15	in	in	ADP
fumecheng-12797	163	16	aisi	aisi	PROPN
fumecheng-12797	163	17	1020	1020	NUM
fumecheng-12797	163	18	low	low	ADJ
fumecheng-12797	163	19	-	-	PUNCT
fumecheng-12797	163	20	carbon	carbon	NOUN
fumecheng-12797	163	21	steel	steel	NOUN
fumecheng-12797	163	22	welds	weld	NOUN
fumecheng-12797	163	23	made	make	VERB
fumecheng-12797	163	24	by	by	ADP
fumecheng-12797	163	25	tig	tig	NOUN
fumecheng-12797	163	26	welding	welding	NOUN
fumecheng-12797	163	27	.	.	PUNCT
fumecheng-12797	164	1	the	the	DET
fumecheng-12797	164	2	determined	determined	ADJ
fumecheng-12797	164	3	regression	regression	NOUN
fumecheng-12797	164	4	showed	show	VERB
fumecheng-12797	164	5	an	an	DET
fumecheng-12797	164	6	r	r	NOUN
fumecheng-12797	164	7	of	of	ADP
fumecheng-12797	164	8	0.9992	0.9992	NUM
fumecheng-12797	164	9	as	as	ADP
fumecheng-12797	164	10	the	the	DET
fumecheng-12797	164	11	results	result	NOUN
fumecheng-12797	164	12	of	of	ADP
fumecheng-12797	164	13	the	the	DET
fumecheng-12797	164	14	training	training	NOUN
fumecheng-12797	164	15	test	test	NOUN
fumecheng-12797	164	16	,	,	PUNCT
fumecheng-12797	164	17	r	r	NOUN
fumecheng-12797	164	18	of	of	ADP
fumecheng-12797	164	19	0.99865	0.99865	NUM
fumecheng-12797	164	20	as	as	ADP
fumecheng-12797	164	21	the	the	DET
fumecheng-12797	164	22	progression	progression	NOUN
fumecheng-12797	164	23	of	of	ADP
fumecheng-12797	164	24	the	the	DET
fumecheng-12797	164	25	evaluation	evaluation	NOUN
fumecheng-12797	164	26	,	,	PUNCT
fumecheng-12797	164	27	and	and	CCONJ
fumecheng-12797	164	28	r	r	NOUN
fumecheng-12797	164	29	of	of	ADP
fumecheng-12797	164	30	0.85285	0.85285	NUM
fumecheng-12797	164	31	as	as	ADP
fumecheng-12797	164	32	the	the	DET
fumecheng-12797	164	33	progression	progression	NOUN
fumecheng-12797	164	34	of	of	ADP
fumecheng-12797	164	35	the	the	DET
fumecheng-12797	164	36	training	training	NOUN
fumecheng-12797	164	37	test	test	NOUN
fumecheng-12797	164	38	.	.	PUNCT
fumecheng-12797	165	1	finally	finally	ADV
fumecheng-12797	165	2	,	,	PUNCT
fumecheng-12797	165	3	it	it	PRON
fumecheng-12797	165	4	led	lead	VERB
fumecheng-12797	165	5	to	to	ADP
fumecheng-12797	165	6	an	an	DET
fumecheng-12797	165	7	overall	overall	ADJ
fumecheng-12797	165	8	r	r	NOUN
fumecheng-12797	165	9	of	of	ADP
fumecheng-12797	165	10	0.90007	0.90007	NUM
fumecheng-12797	165	11	,	,	PUNCT
fumecheng-12797	165	12	demonstrating	demonstrate	VERB
fumecheng-12797	165	13	that	that	SCONJ
fumecheng-12797	165	14	ann	ann	PROPN
fumecheng-12797	165	15	is	be	AUX
fumecheng-12797	165	16	a	a	DET
fumecheng-12797	165	17	useful	useful	ADJ
fumecheng-12797	165	18	method	method	NOUN
fumecheng-12797	165	19	for	for	ADP
fumecheng-12797	165	20	determining	determine	VERB
fumecheng-12797	165	21	the	the	DET
fumecheng-12797	165	22	degree	degree	NOUN
fumecheng-12797	165	23	of	of	ADP
fumecheng-12797	165	24	weld	weld	NOUN
fumecheng-12797	165	25	dilution	dilution	NOUN
fumecheng-12797	165	26	.	.	PUNCT
fumecheng-12797	166	1	as	as	SCONJ
fumecheng-12797	166	2	evidenced	evidence	VERB
fumecheng-12797	166	3	by	by	ADP
fumecheng-12797	166	4	the	the	DET
fumecheng-12797	166	5	obtained	obtain	VERB
fumecheng-12797	166	6	coefficient	coefficient	NOUN
fumecheng-12797	166	7	of	of	ADP
fumecheng-12797	166	8	determination	determination	NOUN
fumecheng-12797	166	9	(	(	PUNCT
fumecheng-12797	166	10	r2	r2	NOUN
fumecheng-12797	166	11	value	value	NOUN
fumecheng-12797	166	12	)	)	PUNCT
fumecheng-12797	166	13	of	of	ADP
fumecheng-12797	166	14	0.9876	0.9876	NUM
fumecheng-12797	166	15	,	,	PUNCT
fumecheng-12797	166	16	there	there	PRON
fumecheng-12797	166	17	was	be	VERB
fumecheng-12797	166	18	a	a	DET
fumecheng-12797	166	19	correlation	correlation	NOUN
fumecheng-12797	166	20	between	between	ADP
fumecheng-12797	166	21	the	the	DET
fumecheng-12797	166	22	experimental	experimental	ADJ
fumecheng-12797	166	23	and	and	CCONJ
fumecheng-12797	166	24	ann	ann	PROPN
fumecheng-12797	166	25	findings	finding	NOUN
fumecheng-12797	166	26	.	.	PUNCT
fumecheng-12797	167	1	feng	feng	PROPN
fumecheng-12797	167	2	et	et	PROPN
fumecheng-12797	167	3	al	al	PROPN
fumecheng-12797	167	4	.	.	PUNCT
fumecheng-12797	168	1	[	[	X
fumecheng-12797	168	2	29	29	NUM
fumecheng-12797	168	3	]	]	PUNCT
fumecheng-12797	168	4	concluded	conclude	VERB
fumecheng-12797	168	5	that	that	SCONJ
fumecheng-12797	168	6	fatigue	fatigue	NOUN
fumecheng-12797	168	7	fracture	fracture	NOUN
fumecheng-12797	168	8	in	in	ADP
fumecheng-12797	168	9	welded	weld	VERB
fumecheng-12797	168	10	joints	joint	NOUN
fumecheng-12797	168	11	causes	cause	VERB
fumecheng-12797	168	12	engineering	engineering	NOUN
fumecheng-12797	168	13	accidents	accident	NOUN
fumecheng-12797	168	14	,	,	PUNCT
fumecheng-12797	168	15	wherein	wherein	SCONJ
fumecheng-12797	168	16	the	the	DET
fumecheng-12797	168	17	current	current	ADJ
fumecheng-12797	168	18	prediction	prediction	NOUN
fumecheng-12797	168	19	models	model	NOUN
fumecheng-12797	168	20	could	could	AUX
fumecheng-12797	168	21	not	not	PART
fumecheng-12797	168	22	be	be	AUX
fumecheng-12797	168	23	used	use	VERB
fumecheng-12797	168	24	for	for	ADP
fumecheng-12797	168	25	all	all	DET
fumecheng-12797	168	26	service	service	NOUN
fumecheng-12797	168	27	conditions	condition	NOUN
fumecheng-12797	168	28	.	.	PUNCT
fumecheng-12797	169	1	tan	tan	INTJ
fumecheng-12797	169	2	et	et	PROPN
fumecheng-12797	169	3	al	al	PROPN
fumecheng-12797	169	4	.	.	PUNCT
fumecheng-12797	170	1	[	[	X
fumecheng-12797	170	2	30	30	NUM
fumecheng-12797	170	3	]	]	PUNCT
fumecheng-12797	170	4	applied	apply	VERB
fumecheng-12797	170	5	a	a	DET
fumecheng-12797	170	6	fatigue	fatigue	NOUN
fumecheng-12797	170	7	reliability	reliability	NOUN
fumecheng-12797	170	8	model	model	NOUN
fumecheng-12797	170	9	for	for	ADP
fumecheng-12797	170	10	welded	weld	VERB
fumecheng-12797	170	11	structures	structure	NOUN
fumecheng-12797	170	12	using	use	VERB
fumecheng-12797	170	13	the	the	DET
fumecheng-12797	170	14	master	master	NOUN
fumecheng-12797	170	15	s	s	PART
fumecheng-12797	170	16	/	/	SYM
fumecheng-12797	170	17	n	n	PRON
fumecheng-12797	170	18	curve	curve	NOUN
fumecheng-12797	170	19	method	method	NOUN
fumecheng-12797	170	20	,	,	PUNCT
fumecheng-12797	170	21	addressing	address	VERB
fumecheng-12797	170	22	issues	issue	NOUN
fumecheng-12797	170	23	such	such	ADJ
fumecheng-12797	170	24	as	as	ADP
fumecheng-12797	170	25	grid	grid	NOUN
fumecheng-12797	170	26	sensitivity	sensitivity	NOUN
fumecheng-12797	170	27	and	and	CCONJ
fumecheng-12797	170	28	joint	joint	ADJ
fumecheng-12797	170	29	geometry	geometry	NOUN
fumecheng-12797	170	30	dependence	dependence	NOUN
fumecheng-12797	170	31	.	.	PUNCT
fumecheng-12797	171	1	the	the	DET
fumecheng-12797	171	2	model	model	NOUN
fumecheng-12797	171	3	reduced	reduce	VERB
fumecheng-12797	171	4	the	the	DET
fumecheng-12797	171	5	computational	computational	ADJ
fumecheng-12797	171	6	burden	burden	NOUN
fumecheng-12797	171	7	and	and	CCONJ
fumecheng-12797	171	8	improved	improved	ADJ
fumecheng-12797	171	9	reliability	reliability	NOUN
fumecheng-12797	171	10	prediction	prediction	NOUN
fumecheng-12797	171	11	,	,	PUNCT
fumecheng-12797	171	12	promoting	promote	VERB
fumecheng-12797	171	13	product	product	NOUN
fumecheng-12797	171	14	innovation	innovation	NOUN
fumecheng-12797	171	15	and	and	CCONJ
fumecheng-12797	171	16	optimal	optimal	ADJ
fumecheng-12797	171	17	design	design	NOUN
fumecheng-12797	171	18	.	.	PUNCT
fumecheng-12797	172	1	similarly	similarly	ADV
fumecheng-12797	172	2	,	,	PUNCT
fumecheng-12797	172	3	the	the	DET
fumecheng-12797	172	4	impact	impact	NOUN
fumecheng-12797	172	5	of	of	ADP
fumecheng-12797	172	6	undercuts	undercut	NOUN
fumecheng-12797	172	7	and	and	CCONJ
fumecheng-12797	172	8	misalignments	misalignment	NOUN
fumecheng-12797	172	9	on	on	ADP
fumecheng-12797	172	10	the	the	DET
fumecheng-12797	172	11	fatigue	fatigue	NOUN
fumecheng-12797	172	12	strength	strength	NOUN
fumecheng-12797	172	13	and	and	CCONJ
fumecheng-12797	172	14	reliability	reliability	NOUN
fumecheng-12797	172	15	of	of	ADP
fumecheng-12797	172	16	load	load	NOUN
fumecheng-12797	172	17	-	-	PUNCT
fumecheng-12797	172	18	carrying	carry	VERB
fumecheng-12797	172	19	cruciform	cruciform	NOUN
fumecheng-12797	172	20	welded	weld	VERB
fumecheng-12797	172	21	joints	joint	NOUN
fumecheng-12797	172	22	(	(	PUNCT
fumecheng-12797	172	23	lcwj	lcwj	PROPN
fumecheng-12797	172	24	)	)	PUNCT
fumecheng-12797	172	25	was	be	AUX
fumecheng-12797	172	26	investigated	investigate	VERB
fumecheng-12797	172	27	by	by	ADP
fumecheng-12797	172	28	song	song	NOUN
fumecheng-12797	172	29	et	et	PROPN
fumecheng-12797	172	30	al	al	PROPN
fumecheng-12797	172	31	.	.	PUNCT
fumecheng-12797	173	1	[	[	X
fumecheng-12797	173	2	31	31	NUM
fumecheng-12797	173	3	]	]	PUNCT
fumecheng-12797	173	4	using	use	VERB
fumecheng-12797	173	5	probabilistic	probabilistic	ADJ
fumecheng-12797	173	6	statistics	statistic	NOUN
fumecheng-12797	173	7	theory	theory	NOUN
fumecheng-12797	173	8	and	and	CCONJ
fumecheng-12797	173	9	fracture	fracture	ADJ
fumecheng-12797	173	10	mechanics	mechanic	NOUN
fumecheng-12797	173	11	theory	theory	NOUN
fumecheng-12797	173	12	.	.	PUNCT
fumecheng-12797	174	1	ml	ml	PROPN
fumecheng-12797	174	2	algorithms	algorithm	NOUN
fumecheng-12797	174	3	were	be	AUX
fumecheng-12797	174	4	explored	explore	VERB
fumecheng-12797	174	5	by	by	ADP
fumecheng-12797	174	6	gbagba	gbagba	PROPN
fumecheng-12797	174	7	et	et	PROPN
fumecheng-12797	174	8	al	al	PROPN
fumecheng-12797	174	9	.	.	PUNCT
fumecheng-12797	175	1	[	[	X
fumecheng-12797	175	2	32	32	NUM
fumecheng-12797	175	3	]	]	PUNCT
fumecheng-12797	175	4	to	to	PART
fumecheng-12797	175	5	predict	predict	VERB
fumecheng-12797	175	6	reliability	reliability	NOUN
fumecheng-12797	175	7	prediction	prediction	NOUN
fumecheng-12797	175	8	and	and	CCONJ
fumecheng-12797	175	9	process	process	NOUN
fumecheng-12797	175	10	parameter	parameter	NOUN
fumecheng-12797	175	11	optimization	optimization	NOUN
fumecheng-12797	175	12	of	of	ADP
fumecheng-12797	175	13	welded	weld	VERB
fumecheng-12797	175	14	joints	joint	NOUN
fumecheng-12797	175	15	:	:	PUNCT
fumecheng-12797	175	16	artificial	artificial	ADJ
fumecheng-12797	175	17	neural	neural	ADJ
fumecheng-12797	175	18	network	network	NOUN
fumecheng-12797	175	19	...	...	PUNCT
fumecheng-12797	175	20	951	951	NUM
fumecheng-12797	175	21	the	the	DET
fumecheng-12797	175	22	life	life	NOUN
fumecheng-12797	175	23	span	span	NOUN
fumecheng-12797	175	24	of	of	ADP
fumecheng-12797	175	25	structures	structure	NOUN
fumecheng-12797	175	26	with	with	ADP
fumecheng-12797	175	27	welding	welding	NOUN
fumecheng-12797	175	28	,	,	PUNCT
fumecheng-12797	175	29	considering	consider	VERB
fumecheng-12797	175	30	factors	factor	NOUN
fumecheng-12797	175	31	such	such	ADJ
fumecheng-12797	175	32	as	as	ADP
fumecheng-12797	175	33	material	material	NOUN
fumecheng-12797	175	34	type	type	NOUN
fumecheng-12797	175	35	,	,	PUNCT
fumecheng-12797	175	36	application	application	NOUN
fumecheng-12797	175	37	,	,	PUNCT
fumecheng-12797	175	38	welding	welding	NOUN
fumecheng-12797	175	39	method	method	NOUN
fumecheng-12797	175	40	,	,	PUNCT
fumecheng-12797	175	41	input	input	NOUN
fumecheng-12797	175	42	parameters	parameter	NOUN
fumecheng-12797	175	43	,	,	PUNCT
fumecheng-12797	175	44	and	and	CCONJ
fumecheng-12797	175	45	output	output	NOUN
fumecheng-12797	175	46	parameters	parameter	NOUN
fumecheng-12797	175	47	.	.	PUNCT
fumecheng-12797	176	1	the	the	DET
fumecheng-12797	176	2	study	study	NOUN
fumecheng-12797	176	3	highlighted	highlight	VERB
fumecheng-12797	176	4	the	the	DET
fumecheng-12797	176	5	potential	potential	NOUN
fumecheng-12797	176	6	of	of	ADP
fumecheng-12797	176	7	ml	ml	NOUN
fumecheng-12797	176	8	for	for	ADP
fumecheng-12797	176	9	automation	automation	NOUN
fumecheng-12797	176	10	,	,	PUNCT
fumecheng-12797	176	11	testing	testing	NOUN
fumecheng-12797	176	12	,	,	PUNCT
fumecheng-12797	176	13	structural	structural	ADJ
fumecheng-12797	176	14	integrity	integrity	NOUN
fumecheng-12797	176	15	,	,	PUNCT
fumecheng-12797	176	16	health	health	NOUN
fumecheng-12797	176	17	monitoring	monitoring	NOUN
fumecheng-12797	176	18	,	,	PUNCT
fumecheng-12797	176	19	and	and	CCONJ
fumecheng-12797	176	20	damage	damage	NOUN
fumecheng-12797	176	21	-	-	PUNCT
fumecheng-12797	176	22	tolerant	tolerant	ADJ
fumecheng-12797	176	23	design	design	NOUN
fumecheng-12797	176	24	of	of	ADP
fumecheng-12797	176	25	welded	weld	VERB
fumecheng-12797	176	26	structures	structure	NOUN
fumecheng-12797	176	27	,	,	PUNCT
fumecheng-12797	176	28	highlighting	highlight	VERB
fumecheng-12797	176	29	its	its	PRON
fumecheng-12797	176	30	potential	potential	NOUN
fumecheng-12797	176	31	for	for	ADP
fumecheng-12797	176	32	improved	improved	ADJ
fumecheng-12797	176	33	efficiency	efficiency	NOUN
fumecheng-12797	176	34	and	and	CCONJ
fumecheng-12797	176	35	automation	automation	NOUN
fumecheng-12797	176	36	.	.	PUNCT
fumecheng-12797	177	1	the	the	DET
fumecheng-12797	177	2	fatigue	fatigue	NOUN
fumecheng-12797	177	3	reliability	reliability	NOUN
fumecheng-12797	177	4	assessment	assessment	NOUN
fumecheng-12797	177	5	model	model	NOUN
fumecheng-12797	177	6	and	and	CCONJ
fumecheng-12797	177	7	design	design	NOUN
fumecheng-12797	177	8	method	method	NOUN
fumecheng-12797	177	9	for	for	ADP
fumecheng-12797	177	10	welded	weld	VERB
fumecheng-12797	177	11	structures	structure	NOUN
fumecheng-12797	177	12	were	be	AUX
fumecheng-12797	177	13	proposed	propose	VERB
fumecheng-12797	177	14	by	by	ADP
fumecheng-12797	177	15	zhou	zhou	PROPN
fumecheng-12797	177	16	et	et	PROPN
fumecheng-12797	177	17	al	al	PROPN
fumecheng-12797	177	18	.	.	PUNCT
fumecheng-12797	178	1	[	[	X
fumecheng-12797	178	2	33	33	NUM
fumecheng-12797	178	3	]	]	PUNCT
fumecheng-12797	178	4	based	base	VERB
fumecheng-12797	178	5	on	on	ADP
fumecheng-12797	178	6	the	the	DET
fumecheng-12797	178	7	structural	structural	ADJ
fumecheng-12797	178	8	stress	stress	NOUN
fumecheng-12797	178	9	method	method	NOUN
fumecheng-12797	178	10	,	,	PUNCT
fumecheng-12797	178	11	which	which	PRON
fumecheng-12797	178	12	aimed	aim	VERB
fumecheng-12797	178	13	to	to	PART
fumecheng-12797	178	14	improve	improve	VERB
fumecheng-12797	178	15	the	the	DET
fumecheng-12797	178	16	fatigue	fatigue	NOUN
fumecheng-12797	178	17	reliability	reliability	NOUN
fumecheng-12797	178	18	of	of	ADP
fumecheng-12797	178	19	welded	weld	VERB
fumecheng-12797	178	20	joints	joint	NOUN
fumecheng-12797	178	21	and	and	CCONJ
fumecheng-12797	178	22	structures	structure	NOUN
fumecheng-12797	178	23	by	by	ADP
fumecheng-12797	178	24	analyzing	analyze	VERB
fumecheng-12797	178	25	influence	influence	NOUN
fumecheng-12797	178	26	variables	variable	NOUN
fumecheng-12797	178	27	.	.	PUNCT
fumecheng-12797	179	1	prediction	prediction	NOUN
fumecheng-12797	179	2	and	and	CCONJ
fumecheng-12797	179	3	optimization	optimization	NOUN
fumecheng-12797	179	4	of	of	ADP
fumecheng-12797	179	5	residual	residual	ADJ
fumecheng-12797	179	6	stresses	stress	NOUN
fumecheng-12797	179	7	,	,	PUNCT
fumecheng-12797	179	8	plastic	plastic	NOUN
fumecheng-12797	179	9	deformations	deformation	NOUN
fumecheng-12797	179	10	,	,	PUNCT
fumecheng-12797	179	11	and	and	CCONJ
fumecheng-12797	179	12	damage	damage	NOUN
fumecheng-12797	179	13	induced	induce	VERB
fumecheng-12797	179	14	by	by	ADP
fumecheng-12797	179	15	laser	laser	NOUN
fumecheng-12797	179	16	shock	shock	NOUN
fumecheng-12797	179	17	peening	peening	NOUN
fumecheng-12797	179	18	(	(	PUNCT
fumecheng-12797	179	19	lsp	lsp	PROPN
fumecheng-12797	179	20	)	)	PUNCT
fumecheng-12797	179	21	on	on	ADP
fumecheng-12797	179	22	a	a	DET
fumecheng-12797	179	23	thin	thin	ADJ
fumecheng-12797	179	24	ti-6al-4	ti-6al-4	PROPN
fumecheng-12797	179	25	v	v	NOUN
fumecheng-12797	179	26	used	use	VERB
fumecheng-12797	179	27	in	in	ADP
fumecheng-12797	179	28	turbine	turbine	NOUN
fumecheng-12797	179	29	blades	blade	NOUN
fumecheng-12797	179	30	were	be	AUX
fumecheng-12797	179	31	carried	carry	VERB
fumecheng-12797	179	32	out	out	ADP
fumecheng-12797	179	33	by	by	ADP
fumecheng-12797	179	34	ayeb	ayeb	PROPN
fumecheng-12797	179	35	et	et	PROPN
fumecheng-12797	179	36	al	al	PROPN
fumecheng-12797	179	37	.	.	PUNCT
fumecheng-12797	180	1	[	[	X
fumecheng-12797	180	2	34	34	NUM
fumecheng-12797	180	3	]	]	PUNCT
fumecheng-12797	180	4	using	use	VERB
fumecheng-12797	180	5	ann	ann	PROPN
fumecheng-12797	180	6	and	and	CCONJ
fumecheng-12797	180	7	anfis	anfis	PROPN
fumecheng-12797	180	8	.	.	PUNCT
fumecheng-12797	181	1	they	they	PRON
fumecheng-12797	181	2	employed	employ	VERB
fumecheng-12797	181	3	a	a	DET
fumecheng-12797	181	4	twophase	twophase	NOUN
fumecheng-12797	181	5	approach	approach	NOUN
fumecheng-12797	181	6	including	include	VERB
fumecheng-12797	181	7	numerical	numerical	PROPN
fumecheng-12797	181	8	simulation	simulation	NOUN
fumecheng-12797	181	9	and	and	CCONJ
fumecheng-12797	181	10	finite	finite	ADJ
fumecheng-12797	181	11	element	element	NOUN
fumecheng-12797	181	12	analysis	analysis	NOUN
fumecheng-12797	181	13	(	(	PUNCT
fumecheng-12797	181	14	fea	fea	NOUN
fumecheng-12797	181	15	)	)	PUNCT
fumecheng-12797	181	16	to	to	PART
fumecheng-12797	181	17	characterize	characterize	VERB
fumecheng-12797	181	18	the	the	DET
fumecheng-12797	181	19	lsp	lsp	PROPN
fumecheng-12797	181	20	process	process	NOUN
fumecheng-12797	181	21	and	and	CCONJ
fumecheng-12797	181	22	its	its	PRON
fumecheng-12797	181	23	effects	effect	NOUN
fumecheng-12797	181	24	on	on	ADP
fumecheng-12797	181	25	the	the	DET
fumecheng-12797	181	26	material	material	NOUN
fumecheng-12797	181	27	.	.	PUNCT
fumecheng-12797	182	1	it	it	PRON
fumecheng-12797	182	2	was	be	AUX
fumecheng-12797	182	3	observed	observe	VERB
fumecheng-12797	182	4	that	that	SCONJ
fumecheng-12797	182	5	the	the	DET
fumecheng-12797	182	6	models	model	NOUN
fumecheng-12797	182	7	made	make	VERB
fumecheng-12797	182	8	by	by	ADP
fumecheng-12797	182	9	both	both	DET
fumecheng-12797	182	10	ann	ann	PROPN
fumecheng-12797	182	11	and	and	CCONJ
fumecheng-12797	182	12	anfis	anfi	VERB
fumecheng-12797	182	13	learn	learn	VERB
fumecheng-12797	182	14	accurately	accurately	ADV
fumecheng-12797	182	15	from	from	ADP
fumecheng-12797	182	16	the	the	DET
fumecheng-12797	182	17	data	datum	NOUN
fumecheng-12797	182	18	generated	generate	VERB
fumecheng-12797	182	19	by	by	ADP
fumecheng-12797	182	20	numerical	numerical	ADJ
fumecheng-12797	182	21	simulations	simulation	NOUN
fumecheng-12797	182	22	,	,	PUNCT
fumecheng-12797	182	23	allowing	allow	VERB
fumecheng-12797	182	24	them	they	PRON
fumecheng-12797	182	25	to	to	PART
fumecheng-12797	182	26	predict	predict	VERB
fumecheng-12797	182	27	and	and	CCONJ
fumecheng-12797	182	28	optimize	optimize	VERB
fumecheng-12797	182	29	lsp	lsp	PROPN
fumecheng-12797	182	30	effects	effect	NOUN
fumecheng-12797	182	31	accurately	accurately	ADV
fumecheng-12797	182	32	.	.	PUNCT
fumecheng-12797	183	1	a	a	DET
fumecheng-12797	183	2	comparative	comparative	ADJ
fumecheng-12797	183	3	study	study	NOUN
fumecheng-12797	183	4	was	be	AUX
fumecheng-12797	183	5	performed	perform	VERB
fumecheng-12797	183	6	by	by	ADP
fumecheng-12797	183	7	kiraz	kiraz	PROPN
fumecheng-12797	183	8	et	et	PROPN
fumecheng-12797	183	9	al	al	PROPN
fumecheng-12797	183	10	.	.	PUNCT
fumecheng-12797	184	1	[	[	X
fumecheng-12797	184	2	35	35	NUM
fumecheng-12797	184	3	]	]	PUNCT
fumecheng-12797	184	4	in	in	ADP
fumecheng-12797	184	5	which	which	PRON
fumecheng-12797	184	6	six	six	NUM
fumecheng-12797	184	7	ann	ann	NOUN
fumecheng-12797	184	8	models	model	NOUN
fumecheng-12797	184	9	were	be	AUX
fumecheng-12797	184	10	correlated	correlate	VERB
fumecheng-12797	184	11	to	to	PART
fumecheng-12797	184	12	predict	predict	VERB
fumecheng-12797	184	13	stress	stress	NOUN
fumecheng-12797	184	14	concentration	concentration	NOUN
fumecheng-12797	184	15	factor	factor	NOUN
fumecheng-12797	184	16	(	(	PUNCT
fumecheng-12797	184	17	scf	scf	PROPN
fumecheng-12797	184	18	)	)	PUNCT
fumecheng-12797	184	19	for	for	ADP
fumecheng-12797	184	20	varying	vary	VERB
fumecheng-12797	184	21	training	training	NOUN
fumecheng-12797	184	22	datasets	dataset	NOUN
fumecheng-12797	184	23	and	and	CCONJ
fumecheng-12797	184	24	hidden	hidden	ADJ
fumecheng-12797	184	25	layer	layer	NOUN
fumecheng-12797	184	26	neurons	neuron	NOUN
fumecheng-12797	184	27	.	.	PUNCT
fumecheng-12797	185	1	the	the	DET
fumecheng-12797	185	2	models	model	NOUN
fumecheng-12797	185	3	were	be	AUX
fumecheng-12797	185	4	constructed	construct	VERB
fumecheng-12797	185	5	with	with	ADP
fumecheng-12797	185	6	undercut	undercut	ADJ
fumecheng-12797	185	7	depth	depth	NOUN
fumecheng-12797	185	8	,	,	PUNCT
fumecheng-12797	185	9	reinforcement	reinforcement	NOUN
fumecheng-12797	185	10	angle	angle	NOUN
fumecheng-12797	185	11	,	,	PUNCT
fumecheng-12797	185	12	and	and	CCONJ
fumecheng-12797	185	13	deep	deep	ADJ
fumecheng-12797	185	14	angle	angle	NOUN
fumecheng-12797	185	15	of	of	ADP
fumecheng-12797	185	16	welding	welding	NOUN
fumecheng-12797	185	17	seam	seam	NOUN
fumecheng-12797	185	18	as	as	ADP
fumecheng-12797	185	19	input	input	NOUN
fumecheng-12797	185	20	parameters	parameter	NOUN
fumecheng-12797	185	21	.	.	PUNCT
fumecheng-12797	186	1	among	among	ADP
fumecheng-12797	186	2	the	the	DET
fumecheng-12797	186	3	six	six	NUM
fumecheng-12797	186	4	ann	ann	PROPN
fumecheng-12797	186	5	models	model	NOUN
fumecheng-12797	186	6	,	,	PUNCT
fumecheng-12797	186	7	the	the	DET
fumecheng-12797	186	8	best	good	ADJ
fumecheng-12797	186	9	prediction	prediction	NOUN
fumecheng-12797	186	10	model	model	NOUN
fumecheng-12797	186	11	,	,	PUNCT
fumecheng-12797	186	12	which	which	PRON
fumecheng-12797	186	13	had	have	VERB
fumecheng-12797	186	14	an	an	DET
fumecheng-12797	186	15	accuracy	accuracy	NOUN
fumecheng-12797	186	16	of	of	ADP
fumecheng-12797	186	17	0.9834	0.9834	NUM
fumecheng-12797	186	18	,	,	PUNCT
fumecheng-12797	186	19	achieved	achieve	VERB
fumecheng-12797	186	20	90	90	NUM
fumecheng-12797	186	21	%	%	NOUN
fumecheng-12797	186	22	training	training	NOUN
fumecheng-12797	186	23	and	and	CCONJ
fumecheng-12797	186	24	five	five	NUM
fumecheng-12797	186	25	neurons	neuron	NOUN
fumecheng-12797	186	26	in	in	ADP
fumecheng-12797	186	27	the	the	DET
fumecheng-12797	186	28	hidden	hide	VERB
fumecheng-12797	186	29	layer	layer	NOUN
fumecheng-12797	186	30	.	.	PUNCT
fumecheng-12797	187	1	it	it	PRON
fumecheng-12797	187	2	was	be	AUX
fumecheng-12797	187	3	also	also	ADV
fumecheng-12797	187	4	found	find	VERB
fumecheng-12797	187	5	that	that	SCONJ
fumecheng-12797	187	6	increasing	increase	VERB
fumecheng-12797	187	7	the	the	DET
fumecheng-12797	187	8	number	number	NOUN
fumecheng-12797	187	9	of	of	ADP
fumecheng-12797	187	10	neurons	neuron	NOUN
fumecheng-12797	187	11	in	in	ADP
fumecheng-12797	187	12	the	the	DET
fumecheng-12797	187	13	hidden	hide	VERB
fumecheng-12797	187	14	layer	layer	NOUN
fumecheng-12797	187	15	will	will	AUX
fumecheng-12797	187	16	reduce	reduce	VERB
fumecheng-12797	187	17	the	the	DET
fumecheng-12797	187	18	efficacy	efficacy	NOUN
fumecheng-12797	187	19	of	of	ADP
fumecheng-12797	187	20	the	the	DET
fumecheng-12797	187	21	prediction	prediction	NOUN
fumecheng-12797	187	22	model	model	NOUN
fumecheng-12797	187	23	.	.	PUNCT
fumecheng-12797	188	1	the	the	DET
fumecheng-12797	188	2	optimum	optimum	ADJ
fumecheng-12797	188	3	number	number	NOUN
fumecheng-12797	188	4	of	of	ADP
fumecheng-12797	188	5	neurons	neuron	NOUN
fumecheng-12797	188	6	in	in	ADP
fumecheng-12797	188	7	the	the	DET
fumecheng-12797	188	8	hidden	hide	VERB
fumecheng-12797	188	9	layer	layer	NOUN
fumecheng-12797	188	10	could	could	AUX
fumecheng-12797	188	11	be	be	AUX
fumecheng-12797	188	12	between	between	ADP
fumecheng-12797	188	13	5	5	NUM
fumecheng-12797	188	14	-	-	SYM
fumecheng-12797	188	15	10	10	NUM
fumecheng-12797	188	16	.	.	PUNCT
fumecheng-12797	189	1	moreover	moreover	ADV
fumecheng-12797	189	2	,	,	PUNCT
fumecheng-12797	189	3	r	r	PROPN
fumecheng-12797	189	4	was	be	AUX
fumecheng-12797	189	5	found	find	VERB
fumecheng-12797	189	6	to	to	PART
fumecheng-12797	189	7	be	be	AUX
fumecheng-12797	189	8	0.9834	0.9834	NUM
fumecheng-12797	189	9	,	,	PUNCT
fumecheng-12797	189	10	concluding	conclude	VERB
fumecheng-12797	189	11	that	that	SCONJ
fumecheng-12797	189	12	ann	ann	PROPN
fumecheng-12797	189	13	models	model	NOUN
fumecheng-12797	189	14	provide	provide	VERB
fumecheng-12797	189	15	better	well	ADJ
fumecheng-12797	189	16	prediction	prediction	NOUN
fumecheng-12797	189	17	and	and	CCONJ
fumecheng-12797	189	18	save	save	VERB
fumecheng-12797	189	19	time	time	NOUN
fumecheng-12797	189	20	.	.	PUNCT
fumecheng-12797	190	1	a	a	DET
fumecheng-12797	190	2	multi	multi	ADJ
fumecheng-12797	190	3	-	-	ADJ
fumecheng-12797	190	4	fidelity	fidelity	ADJ
fumecheng-12797	190	5	model	model	NOUN
fumecheng-12797	190	6	for	for	ADP
fumecheng-12797	190	7	reliability	reliability	NOUN
fumecheng-12797	190	8	prediction	prediction	NOUN
fumecheng-12797	190	9	of	of	ADP
fumecheng-12797	190	10	ball	ball	NOUN
fumecheng-12797	190	11	grid	grid	PROPN
fumecheng-12797	190	12	array	array	PROPN
fumecheng-12797	190	13	(	(	PUNCT
fumecheng-12797	190	14	bga	bga	NOUN
fumecheng-12797	190	15	)	)	PUNCT
fumecheng-12797	190	16	solder	solder	NOUN
fumecheng-12797	190	17	joints	joint	NOUN
fumecheng-12797	190	18	was	be	AUX
fumecheng-12797	190	19	advanced	advance	VERB
fumecheng-12797	190	20	by	by	ADP
fumecheng-12797	190	21	yu	yu	PROPN
fumecheng-12797	190	22	et	et	PROPN
fumecheng-12797	190	23	al	al	PROPN
fumecheng-12797	190	24	.	.	PUNCT
fumecheng-12797	191	1	[	[	X
fumecheng-12797	191	2	36	36	NUM
fumecheng-12797	191	3	]	]	PUNCT
fumecheng-12797	191	4	,	,	PUNCT
fumecheng-12797	191	5	overcoming	overcome	VERB
fumecheng-12797	191	6	issues	issue	NOUN
fumecheng-12797	191	7	like	like	ADP
fumecheng-12797	191	8	long	long	ADJ
fumecheng-12797	191	9	simulation	simulation	NOUN
fumecheng-12797	191	10	time	time	NOUN
fumecheng-12797	191	11	and	and	CCONJ
fumecheng-12797	191	12	low	low	ADJ
fumecheng-12797	191	13	accuracy	accuracy	NOUN
fumecheng-12797	191	14	.	.	PUNCT
fumecheng-12797	192	1	the	the	DET
fumecheng-12797	192	2	model	model	NOUN
fumecheng-12797	192	3	revealed	reveal	VERB
fumecheng-12797	192	4	significantly	significantly	ADV
fumecheng-12797	192	5	higher	high	ADJ
fumecheng-12797	192	6	prediction	prediction	NOUN
fumecheng-12797	192	7	accuracy	accuracy	NOUN
fumecheng-12797	192	8	under	under	ADP
fumecheng-12797	192	9	cost	cost	NOUN
fumecheng-12797	192	10	constraints	constraint	NOUN
fumecheng-12797	192	11	and	and	CCONJ
fumecheng-12797	192	12	faster	fast	ADJ
fumecheng-12797	192	13	convergence	convergence	NOUN
fumecheng-12797	192	14	in	in	ADP
fumecheng-12797	192	15	optimization	optimization	NOUN
fumecheng-12797	192	16	.	.	PUNCT
fumecheng-12797	193	1	the	the	DET
fumecheng-12797	193	2	authors	author	NOUN
fumecheng-12797	193	3	demonstrated	demonstrate	VERB
fumecheng-12797	193	4	a	a	DET
fumecheng-12797	193	5	research	research	NOUN
fumecheng-12797	193	6	gap	gap	NOUN
fumecheng-12797	193	7	in	in	ADP
fumecheng-12797	193	8	ml	ml	PROPN
fumecheng-12797	193	9	and	and	CCONJ
fumecheng-12797	193	10	other	other	ADJ
fumecheng-12797	193	11	soft	soft	ADJ
fumecheng-12797	193	12	computing	computing	NOUN
fumecheng-12797	193	13	techniques	technique	NOUN
fumecheng-12797	193	14	for	for	ADP
fumecheng-12797	193	15	reliability	reliability	NOUN
fumecheng-12797	193	16	prediction	prediction	NOUN
fumecheng-12797	193	17	and	and	CCONJ
fumecheng-12797	193	18	optimization	optimization	NOUN
fumecheng-12797	193	19	,	,	PUNCT
fumecheng-12797	193	20	and	and	CCONJ
fumecheng-12797	193	21	more	more	ADJ
fumecheng-12797	193	22	research	research	NOUN
fumecheng-12797	193	23	must	must	AUX
fumecheng-12797	193	24	be	be	AUX
fumecheng-12797	193	25	done	do	VERB
fumecheng-12797	193	26	in	in	ADP
fumecheng-12797	193	27	this	this	DET
fumecheng-12797	193	28	area	area	NOUN
fumecheng-12797	193	29	.	.	PUNCT
fumecheng-12797	194	1	adewuyi	adewuyi	PROPN
fumecheng-12797	194	2	et	et	PROPN
fumecheng-12797	194	3	al	al	PROPN
fumecheng-12797	194	4	.	.	PUNCT
fumecheng-12797	195	1	[	[	X
fumecheng-12797	195	2	37	37	NUM
fumecheng-12797	195	3	]	]	PUNCT
fumecheng-12797	195	4	explored	explore	VERB
fumecheng-12797	195	5	the	the	DET
fumecheng-12797	195	6	impact	impact	NOUN
fumecheng-12797	195	7	strength	strength	NOUN
fumecheng-12797	195	8	of	of	ADP
fumecheng-12797	195	9	cr	cr	PROPN
fumecheng-12797	195	10	-	-	PUNCT
fumecheng-12797	195	11	mo	mo	PROPN
fumecheng-12797	195	12	steel	steel	NOUN
fumecheng-12797	195	13	bars	bar	NOUN
fumecheng-12797	195	14	influenced	influence	VERB
fumecheng-12797	195	15	by	by	ADP
fumecheng-12797	195	16	welding	weld	VERB
fumecheng-12797	195	17	parameters	parameter	NOUN
fumecheng-12797	195	18	.	.	PUNCT
fumecheng-12797	196	1	pure	pure	ADJ
fumecheng-12797	196	2	tungsten	tungsten	NOUN
fumecheng-12797	196	3	with	with	ADP
fumecheng-12797	196	4	2	2	NUM
fumecheng-12797	196	5	%	%	NOUN
fumecheng-12797	196	6	thoriated	thoriate	VERB
fumecheng-12797	196	7	tig	tig	NOUN
fumecheng-12797	196	8	electrodes	electrode	NOUN
fumecheng-12797	196	9	was	be	AUX
fumecheng-12797	196	10	used	use	VERB
fumecheng-12797	196	11	for	for	ADP
fumecheng-12797	196	12	welding	welding	NOUN
fumecheng-12797	196	13	purposes	purpose	NOUN
fumecheng-12797	196	14	.	.	PUNCT
fumecheng-12797	197	1	an	an	DET
fumecheng-12797	197	2	ann	ann	PROPN
fumecheng-12797	197	3	model	model	NOUN
fumecheng-12797	197	4	was	be	AUX
fumecheng-12797	197	5	created	create	VERB
fumecheng-12797	197	6	to	to	PART
fumecheng-12797	197	7	predict	predict	VERB
fumecheng-12797	197	8	the	the	DET
fumecheng-12797	197	9	steel	steel	NOUN
fumecheng-12797	197	10	’s	’s	PART
fumecheng-12797	197	11	impact	impact	NOUN
fumecheng-12797	197	12	strength	strength	NOUN
fumecheng-12797	197	13	by	by	ADP
fumecheng-12797	197	14	taking	take	VERB
fumecheng-12797	197	15	current	current	ADJ
fumecheng-12797	197	16	,	,	PUNCT
fumecheng-12797	197	17	material	material	NOUN
fumecheng-12797	197	18	thickness	thickness	NOUN
fumecheng-12797	197	19	,	,	PUNCT
fumecheng-12797	197	20	number	number	NOUN
fumecheng-12797	197	21	of	of	ADP
fumecheng-12797	197	22	weld	weld	NOUN
fumecheng-12797	197	23	passes	pass	NOUN
fumecheng-12797	197	24	,	,	PUNCT
fumecheng-12797	197	25	and	and	CCONJ
fumecheng-12797	197	26	electrode	electrode	NOUN
fumecheng-12797	197	27	diameter	diameter	NOUN
fumecheng-12797	197	28	as	as	ADP
fumecheng-12797	197	29	input	input	NOUN
fumecheng-12797	197	30	parameters	parameter	NOUN
fumecheng-12797	197	31	.	.	PUNCT
fumecheng-12797	198	1	the	the	DET
fumecheng-12797	198	2	sample	sample	NOUN
fumecheng-12797	198	3	with	with	ADP
fumecheng-12797	198	4	15	15	NUM
fumecheng-12797	198	5	mm	mm	NOUN
fumecheng-12797	198	6	thickness	thickness	NOUN
fumecheng-12797	198	7	,	,	PUNCT
fumecheng-12797	198	8	90a	90a	NOUN
fumecheng-12797	198	9	current	current	ADJ
fumecheng-12797	198	10	,	,	PUNCT
fumecheng-12797	198	11	three	three	NUM
fumecheng-12797	198	12	weld	weld	NOUN
fumecheng-12797	198	13	passes	pass	NOUN
fumecheng-12797	198	14	,	,	PUNCT
fumecheng-12797	198	15	and	and	CCONJ
fumecheng-12797	198	16	2.4	2.4	NUM
fumecheng-12797	198	17	mm	mm	NOUN
fumecheng-12797	198	18	electrode	electrode	NOUN
fumecheng-12797	198	19	size	size	NOUN
fumecheng-12797	198	20	represented	represent	VERB
fumecheng-12797	198	21	the	the	DET
fumecheng-12797	198	22	highest	high	ADJ
fumecheng-12797	198	23	impact	impact	NOUN
fumecheng-12797	198	24	strength	strength	NOUN
fumecheng-12797	198	25	upon	upon	SCONJ
fumecheng-12797	198	26	optimization	optimization	NOUN
fumecheng-12797	198	27	.	.	PUNCT
fumecheng-12797	199	1	material	material	NOUN
fumecheng-12797	199	2	thickness	thickness	NOUN
fumecheng-12797	199	3	and	and	CCONJ
fumecheng-12797	199	4	number	number	NOUN
fumecheng-12797	199	5	of	of	ADP
fumecheng-12797	199	6	welds	weld	NOUN
fumecheng-12797	199	7	passed	pass	VERB
fumecheng-12797	199	8	significantly	significantly	ADV
fumecheng-12797	199	9	contributed	contribute	VERB
fumecheng-12797	199	10	to	to	ADP
fumecheng-12797	199	11	the	the	DET
fumecheng-12797	199	12	steel	steel	NOUN
fumecheng-12797	199	13	’s	’s	PART
fumecheng-12797	199	14	impact	impact	NOUN
fumecheng-12797	199	15	strength	strength	NOUN
fumecheng-12797	199	16	.	.	PUNCT
fumecheng-12797	200	1	the	the	DET
fumecheng-12797	200	2	ann	ann	PROPN
fumecheng-12797	200	3	model	model	NOUN
fumecheng-12797	200	4	attained	attain	VERB
fumecheng-12797	200	5	the	the	DET
fumecheng-12797	200	6	rmse	rmse	ADJ
fumecheng-12797	200	7	value	value	NOUN
fumecheng-12797	200	8	close	close	ADV
fumecheng-12797	200	9	to	to	PART
fumecheng-12797	200	10	4.12	4.12	NUM
fumecheng-12797	200	11	%	%	NOUN
fumecheng-12797	200	12	,	,	PUNCT
fumecheng-12797	200	13	showing	show	VERB
fumecheng-12797	200	14	the	the	DET
fumecheng-12797	200	15	accuracy	accuracy	NOUN
fumecheng-12797	200	16	of	of	ADP
fumecheng-12797	200	17	the	the	DET
fumecheng-12797	200	18	levenberg	levenberg	PROPN
fumecheng-12797	200	19	-	-	PUNCT
fumecheng-12797	200	20	marquardt	marquardt	PROPN
fumecheng-12797	200	21	algorithm	algorithm	PROPN
fumecheng-12797	200	22	(	(	PUNCT
fumecheng-12797	200	23	lma	lma	PROPN
fumecheng-12797	200	24	)	)	PUNCT
fumecheng-12797	200	25	which	which	PRON
fumecheng-12797	200	26	was	be	AUX
fumecheng-12797	200	27	thus	thus	ADV
fumecheng-12797	200	28	employed	employ	VERB
fumecheng-12797	200	29	.	.	PUNCT
fumecheng-12797	201	1	the	the	DET
fumecheng-12797	201	2	above	above	PROPN
fumecheng-12797	201	3	literature	literature	NOUN
fumecheng-12797	201	4	review	review	NOUN
fumecheng-12797	201	5	comprises	comprise	VERB
fumecheng-12797	201	6	a	a	DET
fumecheng-12797	201	7	wide	wide	ADJ
fumecheng-12797	201	8	range	range	NOUN
fumecheng-12797	201	9	of	of	ADP
fumecheng-12797	201	10	studies	study	NOUN
fumecheng-12797	201	11	,	,	PUNCT
fumecheng-12797	201	12	including	include	VERB
fumecheng-12797	201	13	failure	failure	NOUN
fumecheng-12797	201	14	analysis	analysis	NOUN
fumecheng-12797	201	15	,	,	PUNCT
fumecheng-12797	201	16	reliability	reliability	NOUN
fumecheng-12797	201	17	prediction	prediction	NOUN
fumecheng-12797	201	18	,	,	PUNCT
fumecheng-12797	201	19	optimization	optimization	NOUN
fumecheng-12797	201	20	techniques	technique	NOUN
fumecheng-12797	201	21	,	,	PUNCT
fumecheng-12797	201	22	and	and	CCONJ
fumecheng-12797	201	23	parameter	parameter	NOUN
fumecheng-12797	201	24	contribution	contribution	NOUN
fumecheng-12797	201	25	estimation	estimation	NOUN
fumecheng-12797	201	26	for	for	ADP
fumecheng-12797	201	27	various	various	ADJ
fumecheng-12797	201	28	welding	welding	NOUN
fumecheng-12797	201	29	and	and	CCONJ
fumecheng-12797	201	30	manufacturing	manufacturing	NOUN
fumecheng-12797	201	31	processes	process	NOUN
fumecheng-12797	201	32	.	.	PUNCT
fumecheng-12797	202	1	several	several	ADJ
fumecheng-12797	202	2	methodologies	methodology	NOUN
fumecheng-12797	202	3	,	,	PUNCT
fumecheng-12797	202	4	including	include	VERB
fumecheng-12797	202	5	ann	ann	PROPN
fumecheng-12797	202	6	,	,	PUNCT
fumecheng-12797	202	7	fl	fl	PROPN
fumecheng-12797	202	8	,	,	PUNCT
fumecheng-12797	202	9	and	and	CCONJ
fumecheng-12797	202	10	ml	ml	ADP
fumecheng-12797	202	11	techniques	technique	NOUN
fumecheng-12797	202	12	,	,	PUNCT
fumecheng-12797	202	13	have	have	AUX
fumecheng-12797	202	14	been	be	AUX
fumecheng-12797	202	15	studied	study	VERB
fumecheng-12797	202	16	to	to	PART
fumecheng-12797	202	17	assess	assess	VERB
fumecheng-12797	202	18	the	the	DET
fumecheng-12797	202	19	reliability	reliability	NOUN
fumecheng-12797	202	20	and	and	CCONJ
fumecheng-12797	202	21	quality	quality	NOUN
fumecheng-12797	202	22	estimation	estimation	NOUN
fumecheng-12797	202	23	of	of	ADP
fumecheng-12797	202	24	various	various	ADJ
fumecheng-12797	202	25	components	component	NOUN
fumecheng-12797	202	26	used	use	VERB
fumecheng-12797	202	27	in	in	ADP
fumecheng-12797	202	28	engineering	engineering	NOUN
fumecheng-12797	202	29	and	and	CCONJ
fumecheng-12797	202	30	science	science	NOUN
fumecheng-12797	202	31	applications	application	NOUN
fumecheng-12797	202	32	.	.	PUNCT
fumecheng-12797	203	1	some	some	PRON
fumecheng-12797	203	2	of	of	ADP
fumecheng-12797	203	3	the	the	DET
fumecheng-12797	203	4	applications	application	NOUN
fumecheng-12797	203	5	mentioned	mention	VERB
fumecheng-12797	203	6	were	be	AUX
fumecheng-12797	203	7	cnc	cnc	PROPN
fumecheng-12797	203	8	milling	milling	NOUN
fumecheng-12797	203	9	,	,	PUNCT
fumecheng-12797	203	10	ultrasonic	ultrasonic	ADJ
fumecheng-12797	203	11	welding	welding	NOUN
fumecheng-12797	203	12	,	,	PUNCT
fumecheng-12797	203	13	friction	friction	NOUN
fumecheng-12797	203	14	stir	stir	NOUN
fumecheng-12797	203	15	welding	welding	NOUN
fumecheng-12797	203	16	,	,	PUNCT
fumecheng-12797	203	17	rsw	rsw	PROPN
fumecheng-12797	203	18	,	,	PUNCT
fumecheng-12797	203	19	etc	etc	X
fumecheng-12797	203	20	.	.	X
fumecheng-12797	204	1	the	the	DET
fumecheng-12797	204	2	survey	survey	NOUN
fumecheng-12797	204	3	highlights	highlight	VERB
fumecheng-12797	204	4	the	the	DET
fumecheng-12797	204	5	efficacy	efficacy	NOUN
fumecheng-12797	204	6	of	of	ADP
fumecheng-12797	204	7	computing	compute	VERB
fumecheng-12797	204	8	techniques	technique	NOUN
fumecheng-12797	204	9	such	such	ADJ
fumecheng-12797	204	10	as	as	ADP
fumecheng-12797	204	11	anfis	anfis	PROPN
fumecheng-12797	204	12	and	and	CCONJ
fumecheng-12797	204	13	ann	ann	PROPN
fumecheng-12797	204	14	in	in	ADP
fumecheng-12797	204	15	predicting	predict	VERB
fumecheng-12797	204	16	outputs	output	NOUN
fumecheng-12797	204	17	such	such	ADJ
fumecheng-12797	204	18	as	as	ADP
fumecheng-12797	204	19	failure	failure	NOUN
fumecheng-12797	204	20	time	time	NOUN
fumecheng-12797	204	21	,	,	PUNCT
fumecheng-12797	204	22	reliability	reliability	NOUN
fumecheng-12797	204	23	,	,	PUNCT
fumecheng-12797	204	24	corrosion	corrosion	NOUN
fumecheng-12797	204	25	rate	rate	NOUN
fumecheng-12797	204	26	,	,	PUNCT
fumecheng-12797	204	27	fatigue	fatigue	NOUN
fumecheng-12797	204	28	life	life	NOUN
fumecheng-12797	204	29	,	,	PUNCT
fumecheng-12797	204	30	weld	weld	NOUN
fumecheng-12797	204	31	strength	strength	NOUN
fumecheng-12797	204	32	,	,	PUNCT
fumecheng-12797	204	33	and	and	CCONJ
fumecheng-12797	204	34	quality	quality	NOUN
fumecheng-12797	204	35	.	.	PUNCT
fumecheng-12797	205	1	optimization	optimization	NOUN
fumecheng-12797	205	2	techniques	technique	NOUN
fumecheng-12797	205	3	based	base	VERB
fumecheng-12797	205	4	on	on	ADP
fumecheng-12797	205	5	the	the	DET
fumecheng-12797	205	6	taguchi	taguchi	PROPN
fumecheng-12797	205	7	method	method	PROPN
fumecheng-12797	205	8	,	,	PUNCT
fumecheng-12797	205	9	ga	ga	PROPN
fumecheng-12797	205	10	,	,	PUNCT
fumecheng-12797	205	11	and	and	CCONJ
fumecheng-12797	205	12	ccd	ccd	PROPN
fumecheng-12797	205	13	have	have	AUX
fumecheng-12797	205	14	also	also	ADV
fumecheng-12797	205	15	been	be	AUX
fumecheng-12797	205	16	employed	employ	VERB
fumecheng-12797	205	17	to	to	PART
fumecheng-12797	205	18	determine	determine	VERB
fumecheng-12797	205	19	optimal	optimal	ADJ
fumecheng-12797	205	20	process	process	NOUN
fumecheng-12797	205	21	parameters	parameter	NOUN
fumecheng-12797	205	22	for	for	ADP
fumecheng-12797	205	23	welding	welding	NOUN
fumecheng-12797	205	24	operations	operation	NOUN
fumecheng-12797	205	25	,	,	PUNCT
fumecheng-12797	205	26	machining	machining	NOUN
fumecheng-12797	205	27	processes	process	NOUN
fumecheng-12797	205	28	,	,	PUNCT
fumecheng-12797	205	29	and	and	CCONJ
fumecheng-12797	205	30	material	material	NOUN
fumecheng-12797	205	31	preparation	preparation	NOUN
fumecheng-12797	205	32	.	.	PUNCT
fumecheng-12797	206	1	the	the	DET
fumecheng-12797	206	2	findings	finding	NOUN
fumecheng-12797	206	3	obtained	obtain	VERB
fumecheng-12797	206	4	from	from	ADP
fumecheng-12797	206	5	ann	ann	PROPN
fumecheng-12797	206	6	and	and	CCONJ
fumecheng-12797	206	7	anfis	anfis	PROPN
fumecheng-12797	206	8	revealed	reveal	VERB
fumecheng-12797	206	9	accurate	accurate	ADJ
fumecheng-12797	206	10	results	result	NOUN
fumecheng-12797	206	11	by	by	ADP
fumecheng-12797	206	12	952	952	NUM
fumecheng-12797	206	13	j.	j.	PROPN
fumecheng-12797	206	14	gokulachandran	gokulachandran	PROPN
fumecheng-12797	206	15	,	,	PUNCT
fumecheng-12797	206	16	m.	m.	NOUN
fumecheng-12797	206	17	thenarasu	thenarasu	PROPN
fumecheng-12797	206	18	,	,	PUNCT
fumecheng-12797	206	19	b.	b.	PROPN
fumecheng-12797	206	20	pothkanoori	pothkanoori	PROPN
fumecheng-12797	206	21	,	,	PUNCT
fumecheng-12797	206	22	et	et	PROPN
fumecheng-12797	206	23	al	al	PROPN
fumecheng-12797	206	24	.	.	PROPN
fumecheng-12797	206	25	predicting	predict	VERB
fumecheng-12797	206	26	the	the	DET
fumecheng-12797	206	27	outcomes	outcome	NOUN
fumecheng-12797	206	28	close	close	ADJ
fumecheng-12797	206	29	to	to	ADP
fumecheng-12797	206	30	that	that	PRON
fumecheng-12797	206	31	of	of	ADP
fumecheng-12797	206	32	experimental	experimental	ADJ
fumecheng-12797	206	33	values	value	NOUN
fumecheng-12797	206	34	.	.	PUNCT
fumecheng-12797	207	1	the	the	DET
fumecheng-12797	207	2	survey	survey	NOUN
fumecheng-12797	207	3	emphasizes	emphasize	VERB
fumecheng-12797	207	4	integrating	integrate	VERB
fumecheng-12797	207	5	soft	soft	ADJ
fumecheng-12797	207	6	computational	computational	ADJ
fumecheng-12797	207	7	modelling	modelling	NOUN
fumecheng-12797	207	8	techniques	technique	NOUN
fumecheng-12797	207	9	to	to	PART
fumecheng-12797	207	10	predict	predict	VERB
fumecheng-12797	207	11	welding	welding	NOUN
fumecheng-12797	207	12	and	and	CCONJ
fumecheng-12797	207	13	other	other	ADJ
fumecheng-12797	207	14	manufacturing	manufacturing	NOUN
fumecheng-12797	207	15	processes	process	NOUN
fumecheng-12797	207	16	’	'	PUNCT
fumecheng-12797	207	17	reliability	reliability	NOUN
fumecheng-12797	207	18	,	,	PUNCT
fumecheng-12797	207	19	parameter	parameter	NOUN
fumecheng-12797	207	20	effect	effect	NOUN
fumecheng-12797	207	21	,	,	PUNCT
fumecheng-12797	207	22	and	and	CCONJ
fumecheng-12797	207	23	efficiency	efficiency	NOUN
fumecheng-12797	207	24	.	.	PUNCT
fumecheng-12797	208	1	welding	welding	NOUN
fumecheng-12797	208	2	is	be	AUX
fumecheng-12797	208	3	an	an	DET
fumecheng-12797	208	4	important	important	ADJ
fumecheng-12797	208	5	process	process	NOUN
fumecheng-12797	208	6	in	in	ADP
fumecheng-12797	208	7	the	the	DET
fumecheng-12797	208	8	manufacturing	manufacturing	NOUN
fumecheng-12797	208	9	industry	industry	NOUN
fumecheng-12797	208	10	,	,	PUNCT
fumecheng-12797	208	11	allowing	allow	VERB
fumecheng-12797	208	12	for	for	ADP
fumecheng-12797	208	13	the	the	DET
fumecheng-12797	208	14	joining	joining	NOUN
fumecheng-12797	208	15	of	of	ADP
fumecheng-12797	208	16	parts	part	NOUN
fumecheng-12797	208	17	and	and	CCONJ
fumecheng-12797	208	18	avoiding	avoid	VERB
fumecheng-12797	208	19	failures	failure	NOUN
fumecheng-12797	208	20	in	in	ADP
fumecheng-12797	208	21	crucial	crucial	ADJ
fumecheng-12797	208	22	components	component	NOUN
fumecheng-12797	208	23	.	.	PUNCT
fumecheng-12797	209	1	after	after	ADP
fumecheng-12797	209	2	welding	weld	VERB
fumecheng-12797	209	3	,	,	PUNCT
fumecheng-12797	209	4	it	it	PRON
fumecheng-12797	209	5	is	be	AUX
fumecheng-12797	209	6	essential	essential	ADJ
fumecheng-12797	209	7	to	to	PART
fumecheng-12797	209	8	check	check	VERB
fumecheng-12797	209	9	the	the	DET
fumecheng-12797	209	10	reliability	reliability	NOUN
fumecheng-12797	209	11	of	of	ADP
fumecheng-12797	209	12	the	the	DET
fumecheng-12797	209	13	weld	weld	NOUN
fumecheng-12797	209	14	,	,	PUNCT
fumecheng-12797	209	15	as	as	ADP
fumecheng-12797	209	16	initial	initial	ADJ
fumecheng-12797	209	17	welding	welding	NOUN
fumecheng-12797	209	18	parameters	parameter	NOUN
fumecheng-12797	209	19	such	such	ADJ
fumecheng-12797	209	20	as	as	ADP
fumecheng-12797	209	21	welding	weld	VERB
fumecheng-12797	209	22	current	current	ADJ
fumecheng-12797	209	23	,	,	PUNCT
fumecheng-12797	209	24	material	material	NOUN
fumecheng-12797	209	25	thickness	thickness	NOUN
fumecheng-12797	209	26	,	,	PUNCT
fumecheng-12797	209	27	electrode	electrode	NOUN
fumecheng-12797	209	28	diameter	diameter	NOUN
fumecheng-12797	209	29	,	,	PUNCT
fumecheng-12797	209	30	weld	weld	NOUN
fumecheng-12797	209	31	speed	speed	NOUN
fumecheng-12797	209	32	,	,	PUNCT
fumecheng-12797	209	33	and	and	CCONJ
fumecheng-12797	209	34	weld	weld	NOUN
fumecheng-12797	209	35	angle	angle	NOUN
fumecheng-12797	209	36	.	.	PUNCT
fumecheng-12797	210	1	the	the	DET
fumecheng-12797	210	2	main	main	ADJ
fumecheng-12797	210	3	contribution	contribution	NOUN
fumecheng-12797	210	4	of	of	ADP
fumecheng-12797	210	5	this	this	DET
fumecheng-12797	210	6	research	research	NOUN
fumecheng-12797	210	7	is	be	AUX
fumecheng-12797	210	8	integrating	integrate	VERB
fumecheng-12797	210	9	ml	ml	NOUN
fumecheng-12797	210	10	tools	tool	NOUN
fumecheng-12797	210	11	to	to	PART
fumecheng-12797	210	12	learn	learn	VERB
fumecheng-12797	210	13	the	the	DET
fumecheng-12797	210	14	weld	weld	NOUN
fumecheng-12797	210	15	reliability	reliability	NOUN
fumecheng-12797	210	16	and	and	CCONJ
fumecheng-12797	210	17	effect	effect	NOUN
fumecheng-12797	210	18	of	of	ADP
fumecheng-12797	210	19	weld	weld	NOUN
fumecheng-12797	210	20	parameters	parameter	NOUN
fumecheng-12797	210	21	on	on	ADP
fumecheng-12797	210	22	an	an	DET
fumecheng-12797	210	23	l27	l27	ADJ
fumecheng-12797	210	24	doe	doe	NOUN
fumecheng-12797	210	25	array	array	NOUN
fumecheng-12797	210	26	.	.	PUNCT
fumecheng-12797	211	1	the	the	DET
fumecheng-12797	211	2	ann	ann	PROPN
fumecheng-12797	211	3	and	and	CCONJ
fumecheng-12797	211	4	anfis	anfi	VERB
fumecheng-12797	211	5	techniques	technique	NOUN
fumecheng-12797	211	6	are	be	AUX
fumecheng-12797	211	7	compared	compare	VERB
fumecheng-12797	211	8	to	to	PART
fumecheng-12797	211	9	determine	determine	VERB
fumecheng-12797	211	10	the	the	DET
fumecheng-12797	211	11	contribution	contribution	NOUN
fumecheng-12797	211	12	of	of	ADP
fumecheng-12797	211	13	individual	individual	ADJ
fumecheng-12797	211	14	parameters	parameter	NOUN
fumecheng-12797	211	15	towards	towards	ADP
fumecheng-12797	211	16	weld	weld	NOUN
fumecheng-12797	211	17	reliability	reliability	NOUN
fumecheng-12797	211	18	.	.	PUNCT
fumecheng-12797	212	1	further	far	ADV
fumecheng-12797	212	2	,	,	PUNCT
fumecheng-12797	212	3	optimization	optimization	NOUN
fumecheng-12797	212	4	based	base	VERB
fumecheng-12797	212	5	on	on	ADP
fumecheng-12797	212	6	the	the	DET
fumecheng-12797	212	7	experimental	experimental	ADJ
fumecheng-12797	212	8	study	study	NOUN
fumecheng-12797	212	9	is	be	AUX
fumecheng-12797	212	10	conducted	conduct	VERB
fumecheng-12797	212	11	to	to	PART
fumecheng-12797	212	12	know	know	VERB
fumecheng-12797	212	13	the	the	DET
fumecheng-12797	212	14	desirable	desirable	ADJ
fumecheng-12797	212	15	weld	weld	NOUN
fumecheng-12797	212	16	parameters	parameter	NOUN
fumecheng-12797	212	17	.	.	PUNCT
fumecheng-12797	213	1	table	table	NOUN
fumecheng-12797	213	2	1	1	NUM
fumecheng-12797	213	3	synthesizes	synthesize	VERB
fumecheng-12797	213	4	the	the	DET
fumecheng-12797	213	5	methodologies	methodology	NOUN
fumecheng-12797	213	6	and	and	CCONJ
fumecheng-12797	213	7	findings	finding	NOUN
fumecheng-12797	213	8	from	from	ADP
fumecheng-12797	213	9	the	the	DET
fumecheng-12797	213	10	selected	select	VERB
fumecheng-12797	213	11	references	reference	NOUN
fumecheng-12797	213	12	while	while	SCONJ
fumecheng-12797	213	13	identifying	identify	VERB
fumecheng-12797	213	14	gaps	gap	NOUN
fumecheng-12797	213	15	or	or	CCONJ
fumecheng-12797	213	16	areas	area	NOUN
fumecheng-12797	213	17	needing	need	VERB
fumecheng-12797	213	18	further	further	ADJ
fumecheng-12797	213	19	exploration	exploration	NOUN
fumecheng-12797	213	20	.	.	PUNCT
fumecheng-12797	214	1	although	although	SCONJ
fumecheng-12797	214	2	many	many	ADJ
fumecheng-12797	214	3	research	research	NOUN
fumecheng-12797	214	4	works	work	VERB
fumecheng-12797	214	5	on	on	ADP
fumecheng-12797	214	6	ml	ml	NOUN
fumecheng-12797	214	7	methods	method	NOUN
fumecheng-12797	214	8	,	,	PUNCT
fumecheng-12797	214	9	such	such	ADJ
fumecheng-12797	214	10	as	as	ADP
fumecheng-12797	214	11	ann	ann	PROPN
fumecheng-12797	214	12	and	and	CCONJ
fumecheng-12797	214	13	fl	fl	PROPN
fumecheng-12797	214	14	,	,	PUNCT
fumecheng-12797	214	15	have	have	AUX
fumecheng-12797	214	16	been	be	AUX
fumecheng-12797	214	17	studied	study	VERB
fumecheng-12797	214	18	in	in	ADP
fumecheng-12797	214	19	different	different	ADJ
fumecheng-12797	214	20	areas	area	NOUN
fumecheng-12797	214	21	of	of	ADP
fumecheng-12797	214	22	industry	industry	NOUN
fumecheng-12797	214	23	,	,	PUNCT
fumecheng-12797	214	24	they	they	PRON
fumecheng-12797	214	25	have	have	AUX
fumecheng-12797	214	26	not	not	PART
fumecheng-12797	214	27	yet	yet	ADV
fumecheng-12797	214	28	been	be	AUX
fumecheng-12797	214	29	utilized	utilize	VERB
fumecheng-12797	214	30	to	to	PART
fumecheng-12797	214	31	predict	predict	VERB
fumecheng-12797	214	32	how	how	SCONJ
fumecheng-12797	214	33	reliable	reliable	ADJ
fumecheng-12797	214	34	welded	weld	VERB
fumecheng-12797	214	35	joints	joint	NOUN
fumecheng-12797	214	36	will	will	AUX
fumecheng-12797	214	37	be	be	AUX
fumecheng-12797	214	38	and	and	CCONJ
fumecheng-12797	214	39	when	when	SCONJ
fumecheng-12797	214	40	they	they	PRON
fumecheng-12797	214	41	fail	fail	VERB
fumecheng-12797	214	42	.	.	PUNCT
fumecheng-12797	215	1	a	a	DET
fumecheng-12797	215	2	significant	significant	ADJ
fumecheng-12797	215	3	gap	gap	NOUN
fumecheng-12797	215	4	exists	exist	VERB
fumecheng-12797	215	5	in	in	ADP
fumecheng-12797	215	6	the	the	DET
fumecheng-12797	215	7	literature	literature	NOUN
fumecheng-12797	215	8	regarding	regard	VERB
fumecheng-12797	215	9	integrating	integrate	VERB
fumecheng-12797	215	10	these	these	DET
fumecheng-12797	215	11	ml	ml	NOUN
fumecheng-12797	215	12	models	model	NOUN
fumecheng-12797	215	13	specifically	specifically	ADV
fumecheng-12797	215	14	for	for	ADP
fumecheng-12797	215	15	weld	weld	NOUN
fumecheng-12797	215	16	reliability	reliability	NOUN
fumecheng-12797	215	17	prediction	prediction	NOUN
fumecheng-12797	215	18	using	use	VERB
fumecheng-12797	215	19	real	real	ADJ
fumecheng-12797	215	20	-	-	PUNCT
fumecheng-12797	215	21	world	world	NOUN
fumecheng-12797	215	22	parameter	parameter	NOUN
fumecheng-12797	215	23	variations	variation	NOUN
fumecheng-12797	215	24	such	such	ADJ
fumecheng-12797	215	25	as	as	ADP
fumecheng-12797	215	26	weld	weld	NOUN
fumecheng-12797	215	27	current	current	ADJ
fumecheng-12797	215	28	,	,	PUNCT
fumecheng-12797	215	29	speed	speed	NOUN
fumecheng-12797	215	30	,	,	PUNCT
fumecheng-12797	215	31	and	and	CCONJ
fumecheng-12797	215	32	angle	angle	NOUN
fumecheng-12797	215	33	.	.	PUNCT
fumecheng-12797	216	1	this	this	DET
fumecheng-12797	216	2	study	study	NOUN
fumecheng-12797	216	3	addresses	address	VERB
fumecheng-12797	216	4	this	this	DET
fumecheng-12797	216	5	gap	gap	NOUN
fumecheng-12797	216	6	by	by	ADP
fumecheng-12797	216	7	implementing	implement	VERB
fumecheng-12797	216	8	ann	ann	PROPN
fumecheng-12797	216	9	and	and	CCONJ
fumecheng-12797	216	10	fl	fl	PROPN
fumecheng-12797	216	11	models	model	NOUN
fumecheng-12797	216	12	trained	train	VERB
fumecheng-12797	216	13	on	on	ADP
fumecheng-12797	216	14	data	datum	NOUN
fumecheng-12797	216	15	from	from	ADP
fumecheng-12797	216	16	a	a	DET
fumecheng-12797	216	17	taguchi	taguchi	PROPN
fumecheng-12797	216	18	l27	l27	PROPN
fumecheng-12797	216	19	orthogonal	orthogonal	PROPN
fumecheng-12797	216	20	array	array	NOUN
fumecheng-12797	216	21	design	design	NOUN
fumecheng-12797	216	22	of	of	ADP
fumecheng-12797	216	23	tests	test	NOUN
fumecheng-12797	216	24	focused	focus	VERB
fumecheng-12797	216	25	on	on	ADP
fumecheng-12797	216	26	mild	mild	ADJ
fumecheng-12797	216	27	steel	steel	NOUN
fumecheng-12797	216	28	welds	weld	NOUN
fumecheng-12797	216	29	.	.	PUNCT
fumecheng-12797	217	1	the	the	DET
fumecheng-12797	217	2	novelty	novelty	NOUN
fumecheng-12797	217	3	lies	lie	VERB
fumecheng-12797	217	4	in	in	ADP
fumecheng-12797	217	5	the	the	DET
fumecheng-12797	217	6	comparative	comparative	ADJ
fumecheng-12797	217	7	analysis	analysis	NOUN
fumecheng-12797	217	8	of	of	ADP
fumecheng-12797	217	9	these	these	DET
fumecheng-12797	217	10	ml	ml	NOUN
fumecheng-12797	217	11	models	model	NOUN
fumecheng-12797	217	12	to	to	PART
fumecheng-12797	217	13	determine	determine	VERB
fumecheng-12797	217	14	the	the	DET
fumecheng-12797	217	15	most	most	ADV
fumecheng-12797	217	16	accurate	accurate	ADJ
fumecheng-12797	217	17	approach	approach	NOUN
fumecheng-12797	217	18	for	for	ADP
fumecheng-12797	217	19	predicting	predict	VERB
fumecheng-12797	217	20	reliability	reliability	NOUN
fumecheng-12797	217	21	and	and	CCONJ
fumecheng-12797	217	22	failure	failure	NOUN
fumecheng-12797	217	23	time	time	NOUN
fumecheng-12797	217	24	.	.	PUNCT
fumecheng-12797	218	1	it	it	PRON
fumecheng-12797	218	2	meets	meet	VERB
fumecheng-12797	218	3	the	the	DET
fumecheng-12797	218	4	need	need	NOUN
fumecheng-12797	218	5	for	for	ADP
fumecheng-12797	218	6	more	more	ADV
fumecheng-12797	218	7	efficient	efficient	ADJ
fumecheng-12797	218	8	,	,	PUNCT
fumecheng-12797	218	9	cost	cost	NOUN
fumecheng-12797	218	10	-	-	PUNCT
fumecheng-12797	218	11	effective	effective	ADJ
fumecheng-12797	218	12	,	,	PUNCT
fumecheng-12797	218	13	and	and	CCONJ
fumecheng-12797	218	14	reliable	reliable	ADJ
fumecheng-12797	218	15	predictive	predictive	ADJ
fumecheng-12797	218	16	models	model	NOUN
fumecheng-12797	218	17	in	in	ADP
fumecheng-12797	218	18	the	the	DET
fumecheng-12797	218	19	welding	welding	NOUN
fumecheng-12797	218	20	field	field	NOUN
fumecheng-12797	218	21	.	.	PUNCT
fumecheng-12797	219	1	this	this	DET
fumecheng-12797	219	2	work	work	NOUN
fumecheng-12797	219	3	aids	aid	VERB
fumecheng-12797	219	4	the	the	DET
fumecheng-12797	219	5	practical	practical	ADJ
fumecheng-12797	219	6	application	application	NOUN
fumecheng-12797	219	7	of	of	ADP
fumecheng-12797	219	8	weld	weld	NOUN
fumecheng-12797	219	9	reliability	reliability	NOUN
fumecheng-12797	219	10	prediction	prediction	NOUN
fumecheng-12797	219	11	in	in	ADP
fumecheng-12797	219	12	industrial	industrial	ADJ
fumecheng-12797	219	13	settings	setting	NOUN
fumecheng-12797	219	14	through	through	ADP
fumecheng-12797	219	15	a	a	DET
fumecheng-12797	219	16	systematic	systematic	ADJ
fumecheng-12797	219	17	and	and	CCONJ
fumecheng-12797	219	18	data	datum	NOUN
fumecheng-12797	219	19	-	-	PUNCT
fumecheng-12797	219	20	based	base	VERB
fumecheng-12797	219	21	framework	framework	NOUN
fumecheng-12797	219	22	incorporating	incorporate	VERB
fumecheng-12797	219	23	ml	ml	NOUN
fumecheng-12797	219	24	models	model	NOUN
fumecheng-12797	219	25	for	for	ADP
fumecheng-12797	219	26	accurate	accurate	ADJ
fumecheng-12797	219	27	reliability	reliability	NOUN
fumecheng-12797	219	28	assessment	assessment	NOUN
fumecheng-12797	219	29	.	.	PUNCT
fumecheng-12797	220	1	reliability	reliability	NOUN
fumecheng-12797	220	2	and	and	CCONJ
fumecheng-12797	220	3	failure	failure	NOUN
fumecheng-12797	220	4	time	time	NOUN
fumecheng-12797	220	5	are	be	AUX
fumecheng-12797	220	6	the	the	DET
fumecheng-12797	220	7	attributes	attribute	NOUN
fumecheng-12797	220	8	that	that	PRON
fumecheng-12797	220	9	can	can	AUX
fumecheng-12797	220	10	be	be	AUX
fumecheng-12797	220	11	predicted	predict	VERB
fumecheng-12797	220	12	using	use	VERB
fumecheng-12797	220	13	ann	ann	PROPN
fumecheng-12797	220	14	and	and	CCONJ
fumecheng-12797	220	15	fl	fl	PROPN
fumecheng-12797	220	16	models	model	NOUN
fumecheng-12797	220	17	by	by	ADP
fumecheng-12797	220	18	considering	consider	VERB
fumecheng-12797	220	19	important	important	ADJ
fumecheng-12797	220	20	welding	welding	NOUN
fumecheng-12797	220	21	parameters	parameter	NOUN
fumecheng-12797	220	22	for	for	ADP
fumecheng-12797	220	23	improving	improve	VERB
fumecheng-12797	220	24	weld	weld	NOUN
fumecheng-12797	220	25	quality	quality	NOUN
fumecheng-12797	220	26	and	and	CCONJ
fumecheng-12797	220	27	life	life	NOUN
fumecheng-12797	220	28	.	.	PUNCT
fumecheng-12797	221	1	these	these	DET
fumecheng-12797	221	2	predictive	predictive	ADJ
fumecheng-12797	221	3	models	model	NOUN
fumecheng-12797	221	4	save	save	VERB
fumecheng-12797	221	5	significant	significant	ADJ
fumecheng-12797	221	6	time	time	NOUN
fumecheng-12797	221	7	,	,	PUNCT
fumecheng-12797	221	8	effectively	effectively	ADV
fumecheng-12797	221	9	meaning	mean	VERB
fumecheng-12797	221	10	quicker	quick	ADJ
fumecheng-12797	221	11	operational	operational	ADJ
fumecheng-12797	221	12	decision	decision	NOUN
fumecheng-12797	221	13	-	-	PUNCT
fumecheng-12797	221	14	making	make	VERB
fumecheng-12797	221	15	and	and	CCONJ
fumecheng-12797	221	16	cost	cost	NOUN
fumecheng-12797	221	17	efficiencies	efficiency	NOUN
fumecheng-12797	221	18	by	by	ADP
fumecheng-12797	221	19	eliminating	eliminate	VERB
fumecheng-12797	221	20	the	the	DET
fumecheng-12797	221	21	need	need	NOUN
fumecheng-12797	221	22	for	for	ADP
fumecheng-12797	221	23	large	large	ADJ
fumecheng-12797	221	24	-	-	PUNCT
fumecheng-12797	221	25	scale	scale	NOUN
fumecheng-12797	221	26	physical	physical	ADJ
fumecheng-12797	221	27	testing	testing	NOUN
fumecheng-12797	221	28	.	.	PUNCT
fumecheng-12797	222	1	furthermore	furthermore	ADV
fumecheng-12797	222	2	,	,	PUNCT
fumecheng-12797	222	3	deploying	deploy	VERB
fumecheng-12797	222	4	these	these	DET
fumecheng-12797	222	5	predictive	predictive	ADJ
fumecheng-12797	222	6	models	model	NOUN
fumecheng-12797	222	7	in	in	ADP
fumecheng-12797	222	8	a	a	DET
fumecheng-12797	222	9	real	real	ADJ
fumecheng-12797	222	10	-	-	PUNCT
fumecheng-12797	222	11	time	time	NOUN
fumecheng-12797	222	12	production	production	NOUN
fumecheng-12797	222	13	environment	environment	NOUN
fumecheng-12797	222	14	can	can	AUX
fumecheng-12797	222	15	lead	lead	VERB
fumecheng-12797	222	16	to	to	ADP
fumecheng-12797	222	17	preventative	preventative	ADJ
fumecheng-12797	222	18	maintenance	maintenance	NOUN
fumecheng-12797	222	19	and	and	CCONJ
fumecheng-12797	222	20	informed	informed	ADJ
fumecheng-12797	222	21	decision	decision	NOUN
fumecheng-12797	222	22	-	-	PUNCT
fumecheng-12797	222	23	making	making	NOUN
fumecheng-12797	222	24	,	,	PUNCT
fumecheng-12797	222	25	enhancing	enhance	VERB
fumecheng-12797	222	26	overall	overall	ADJ
fumecheng-12797	222	27	weld	weld	NOUN
fumecheng-12797	222	28	structure	structure	NOUN
fumecheng-12797	222	29	stability	stability	NOUN
fumecheng-12797	222	30	for	for	ADP
fumecheng-12797	222	31	industries	industry	NOUN
fumecheng-12797	222	32	such	such	ADJ
fumecheng-12797	222	33	as	as	ADP
fumecheng-12797	222	34	automotive	automotive	ADJ
fumecheng-12797	222	35	,	,	PUNCT
fumecheng-12797	222	36	aerospace	aerospace	NOUN
fumecheng-12797	222	37	,	,	PUNCT
fumecheng-12797	222	38	and	and	CCONJ
fumecheng-12797	222	39	construction	construction	NOUN
fumecheng-12797	222	40	.	.	PUNCT
fumecheng-12797	223	1	3	3	X
fumecheng-12797	223	2	.	.	X
fumecheng-12797	223	3	methodology	methodology	NOUN
fumecheng-12797	223	4	design	design	VERB
fumecheng-12797	223	5	the	the	DET
fumecheng-12797	223	6	methodology	methodology	NOUN
fumecheng-12797	223	7	entails	entail	VERB
fumecheng-12797	223	8	a	a	DET
fumecheng-12797	223	9	systematic	systematic	ADJ
fumecheng-12797	223	10	process	process	NOUN
fumecheng-12797	223	11	for	for	ADP
fumecheng-12797	223	12	enhancing	enhance	VERB
fumecheng-12797	223	13	reliability	reliability	NOUN
fumecheng-12797	223	14	assessment	assessment	NOUN
fumecheng-12797	223	15	and	and	CCONJ
fumecheng-12797	223	16	failure	failure	NOUN
fumecheng-12797	223	17	prediction	prediction	NOUN
fumecheng-12797	223	18	of	of	ADP
fumecheng-12797	223	19	welded	weld	VERB
fumecheng-12797	223	20	joints	joint	NOUN
fumecheng-12797	223	21	.	.	PUNCT
fumecheng-12797	224	1	the	the	DET
fumecheng-12797	224	2	methodology	methodology	NOUN
fumecheng-12797	224	3	involves	involve	VERB
fumecheng-12797	224	4	several	several	ADJ
fumecheng-12797	224	5	steps	step	NOUN
fumecheng-12797	224	6	as	as	SCONJ
fumecheng-12797	224	7	follows	follow	VERB
fumecheng-12797	224	8	:	:	PUNCT
fumecheng-12797	224	9	1	1	X
fumecheng-12797	224	10	.	.	X
fumecheng-12797	224	11	identify	identify	VERB
fumecheng-12797	224	12	gaps	gap	NOUN
fumecheng-12797	224	13	in	in	ADP
fumecheng-12797	224	14	reliability	reliability	NOUN
fumecheng-12797	224	15	assessment	assessment	NOUN
fumecheng-12797	224	16	and	and	CCONJ
fumecheng-12797	224	17	failure	failure	NOUN
fumecheng-12797	224	18	prediction	prediction	NOUN
fumecheng-12797	224	19	of	of	ADP
fumecheng-12797	224	20	welded	weld	VERB
fumecheng-12797	224	21	joints	joint	NOUN
fumecheng-12797	224	22	.	.	PUNCT
fumecheng-12797	225	1	2	2	X
fumecheng-12797	225	2	.	.	NOUN
fumecheng-12797	225	3	select	select	ADJ
fumecheng-12797	225	4	materials	material	NOUN
fumecheng-12797	225	5	and	and	CCONJ
fumecheng-12797	225	6	prepare	prepare	VERB
fumecheng-12797	225	7	specimens	specimen	NOUN
fumecheng-12797	225	8	according	accord	VERB
fumecheng-12797	225	9	to	to	ADP
fumecheng-12797	225	10	standards	standard	NOUN
fumecheng-12797	225	11	.	.	PUNCT
fumecheng-12797	226	1	3	3	X
fumecheng-12797	226	2	.	.	X
fumecheng-12797	226	3	conduct	conduct	VERB
fumecheng-12797	226	4	experiments	experiment	NOUN
fumecheng-12797	226	5	under	under	ADP
fumecheng-12797	226	6	various	various	ADJ
fumecheng-12797	226	7	conditions	condition	NOUN
fumecheng-12797	226	8	to	to	PART
fumecheng-12797	226	9	gather	gather	VERB
fumecheng-12797	226	10	performance	performance	NOUN
fumecheng-12797	226	11	and	and	CCONJ
fumecheng-12797	226	12	failure	failure	NOUN
fumecheng-12797	226	13	data	datum	NOUN
fumecheng-12797	226	14	.	.	PUNCT
fumecheng-12797	227	1	4	4	X
fumecheng-12797	227	2	.	.	X
fumecheng-12797	227	3	analyze	analyze	VERB
fumecheng-12797	227	4	data	datum	NOUN
fumecheng-12797	227	5	using	use	VERB
fumecheng-12797	227	6	statistical	statistical	ADJ
fumecheng-12797	227	7	methods	method	NOUN
fumecheng-12797	227	8	and	and	CCONJ
fumecheng-12797	227	9	develop	develop	VERB
fumecheng-12797	227	10	predictive	predictive	ADJ
fumecheng-12797	227	11	models	model	NOUN
fumecheng-12797	227	12	with	with	ADP
fumecheng-12797	227	13	ml	ml	NOUN
fumecheng-12797	227	14	techniques	technique	NOUN
fumecheng-12797	227	15	,	,	PUNCT
fumecheng-12797	227	16	particularly	particularly	ADV
fumecheng-12797	227	17	in	in	ADP
fumecheng-12797	227	18	matlab	matlab	PROPN
fumecheng-12797	227	19	.	.	PUNCT
fumecheng-12797	228	1	5	5	NUM
fumecheng-12797	228	2	.	.	X
fumecheng-12797	228	3	validate	validate	VERB
fumecheng-12797	228	4	developed	develop	VERB
fumecheng-12797	228	5	models	model	NOUN
fumecheng-12797	228	6	using	use	VERB
fumecheng-12797	228	7	additional	additional	ADJ
fumecheng-12797	228	8	experimental	experimental	ADJ
fumecheng-12797	228	9	data	datum	NOUN
fumecheng-12797	228	10	or	or	CCONJ
fumecheng-12797	228	11	real	real	ADJ
fumecheng-12797	228	12	-	-	PUNCT
fumecheng-12797	228	13	world	world	NOUN
fumecheng-12797	228	14	datasets	dataset	NOUN
fumecheng-12797	228	15	.	.	PUNCT
fumecheng-12797	229	1	6	6	X
fumecheng-12797	229	2	.	.	X
fumecheng-12797	229	3	refine	refine	VERB
fumecheng-12797	229	4	weld	weld	NOUN
fumecheng-12797	229	5	input	input	NOUN
fumecheng-12797	229	6	parameters	parameter	NOUN
fumecheng-12797	229	7	based	base	VERB
fumecheng-12797	229	8	on	on	ADP
fumecheng-12797	229	9	predictive	predictive	ADJ
fumecheng-12797	229	10	models	model	NOUN
fumecheng-12797	229	11	to	to	PART
fumecheng-12797	229	12	enhance	enhance	VERB
fumecheng-12797	229	13	reliability	reliability	NOUN
fumecheng-12797	229	14	.	.	PUNCT
fumecheng-12797	230	1	7	7	X
fumecheng-12797	230	2	.	.	X
fumecheng-12797	230	3	assess	assess	VERB
fumecheng-12797	230	4	the	the	DET
fumecheng-12797	230	5	impact	impact	NOUN
fumecheng-12797	230	6	of	of	ADP
fumecheng-12797	230	7	optimized	optimize	VERB
fumecheng-12797	230	8	parameters	parameter	NOUN
fumecheng-12797	230	9	on	on	ADP
fumecheng-12797	230	10	reliability	reliability	NOUN
fumecheng-12797	230	11	through	through	ADP
fumecheng-12797	230	12	experimentation	experimentation	NOUN
fumecheng-12797	230	13	.	.	PUNCT
fumecheng-12797	231	1	reliability	reliability	NOUN
fumecheng-12797	231	2	prediction	prediction	NOUN
fumecheng-12797	231	3	and	and	CCONJ
fumecheng-12797	231	4	process	process	NOUN
fumecheng-12797	231	5	parameter	parameter	NOUN
fumecheng-12797	231	6	optimization	optimization	NOUN
fumecheng-12797	231	7	of	of	ADP
fumecheng-12797	231	8	welded	weld	VERB
fumecheng-12797	231	9	joints	joint	NOUN
fumecheng-12797	231	10	:	:	PUNCT
fumecheng-12797	231	11	artificial	artificial	ADJ
fumecheng-12797	231	12	neural	neural	ADJ
fumecheng-12797	231	13	network	network	NOUN
fumecheng-12797	231	14	...	...	PUNCT
fumecheng-12797	231	15	953	953	NUM
fumecheng-12797	231	16	table	table	NOUN
fumecheng-12797	231	17	1	1	NUM
fumecheng-12797	231	18	literature	literature	NOUN
fumecheng-12797	231	19	summary	summary	NOUN
fumecheng-12797	231	20	and	and	CCONJ
fumecheng-12797	231	21	gaps	gap	NOUN
fumecheng-12797	231	22	identified	identify	VERB
fumecheng-12797	231	23	reference	reference	NOUN
fumecheng-12797	231	24	methodology	methodology	NOUN
fumecheng-12797	231	25	key	key	ADJ
fumecheng-12797	231	26	findings	finding	NOUN
fumecheng-12797	231	27	gaps	gap	NOUN
fumecheng-12797	231	28	identified	identify	VERB
fumecheng-12797	231	29	amiri	amiri	PROPN
fumecheng-12797	231	30	et	et	PROPN
fumecheng-12797	231	31	al	al	PROPN
fumecheng-12797	231	32	.	.	PUNCT
fumecheng-12797	232	1	[	[	X
fumecheng-12797	232	2	1	1	NUM
fumecheng-12797	232	3	]	]	X
fumecheng-12797	232	4	ultrasonic	ultrasonic	ADJ
fumecheng-12797	232	5	testing	testing	NOUN
fumecheng-12797	232	6	,	,	PUNCT
fumecheng-12797	232	7	ml	ml	AUX
fumecheng-12797	232	8	predicts	predict	VERB
fumecheng-12797	232	9	static	static	ADJ
fumecheng-12797	232	10	&	&	CCONJ
fumecheng-12797	232	11	fatigue	fatigue	NOUN
fumecheng-12797	232	12	behaviour	behaviour	NOUN
fumecheng-12797	232	13	of	of	ADP
fumecheng-12797	232	14	spot	spot	NOUN
fumecheng-12797	232	15	-	-	PUNCT
fumecheng-12797	232	16	welded	weld	VERB
fumecheng-12797	232	17	joints	joint	NOUN
fumecheng-12797	232	18	limited	limit	VERB
fumecheng-12797	232	19	application	application	NOUN
fumecheng-12797	232	20	to	to	ADP
fumecheng-12797	232	21	other	other	ADJ
fumecheng-12797	232	22	welding	welding	NOUN
fumecheng-12797	232	23	techniques	technique	NOUN
fumecheng-12797	232	24	dewan	dewan	PROPN
fumecheng-12797	232	25	et	et	PROPN
fumecheng-12797	232	26	al	al	PROPN
fumecheng-12797	232	27	.	.	PUNCT
fumecheng-12797	233	1	[	[	X
fumecheng-12797	233	2	2	2	NUM
fumecheng-12797	233	3	]	]	PUNCT
fumecheng-12797	233	4	anfis	anfis	ADJ
fumecheng-12797	233	5	,	,	PUNCT
fumecheng-12797	233	6	neural	neural	ADJ
fumecheng-12797	233	7	network	network	NOUN
fumecheng-12797	233	8	predicts	predict	VERB
fumecheng-12797	233	9	tensile	tensile	NOUN
fumecheng-12797	233	10	strength	strength	NOUN
fumecheng-12797	233	11	of	of	ADP
fumecheng-12797	233	12	friction	friction	NOUN
fumecheng-12797	233	13	stir	stir	NOUN
fumecheng-12797	233	14	welds	weld	NOUN
fumecheng-12797	233	15	anfis	anfi	VERB
fumecheng-12797	233	16	vs.	vs.	ADP
fumecheng-12797	233	17	neural	neural	ADJ
fumecheng-12797	233	18	network	network	NOUN
fumecheng-12797	233	19	performance	performance	NOUN
fumecheng-12797	233	20	comparison	comparison	NOUN
fumecheng-12797	233	21	karthikeyan	karthikeyan	PROPN
fumecheng-12797	233	22	et	et	PROPN
fumecheng-12797	233	23	al	al	PROPN
fumecheng-12797	233	24	.	.	PUNCT
fumecheng-12797	234	1	[	[	X
fumecheng-12797	234	2	5	5	NUM
fumecheng-12797	234	3	]	]	PUNCT
fumecheng-12797	234	4	design	design	NOUN
fumecheng-12797	234	5	of	of	ADP
fumecheng-12797	234	6	experiments	experiment	NOUN
fumecheng-12797	234	7	optimizes	optimize	VERB
fumecheng-12797	234	8	tig	tig	NOUN
fumecheng-12797	234	9	welding	welding	NOUN
fumecheng-12797	234	10	parameters	parameter	NOUN
fumecheng-12797	234	11	for	for	ADP
fumecheng-12797	234	12	satellite	satellite	NOUN
fumecheng-12797	234	13	applications	application	NOUN
fumecheng-12797	234	14	need	need	VERB
fumecheng-12797	234	15	for	for	ADP
fumecheng-12797	234	16	broader	broad	ADJ
fumecheng-12797	234	17	application	application	NOUN
fumecheng-12797	234	18	beyond	beyond	ADP
fumecheng-12797	234	19	satellite	satellite	NOUN
fumecheng-12797	234	20	components	component	NOUN
fumecheng-12797	234	21	choudhury	choudhury	PROPN
fumecheng-12797	234	22	et	et	PROPN
fumecheng-12797	234	23	al	al	PROPN
fumecheng-12797	234	24	.	.	PUNCT
fumecheng-12797	235	1	[	[	X
fumecheng-12797	235	2	4	4	X
fumecheng-12797	235	3	]	]	X
fumecheng-12797	235	4	ann	ann	PROPN
fumecheng-12797	235	5	modelling	modelling	PROPN
fumecheng-12797	235	6	,	,	PUNCT
fumecheng-12797	235	7	optimization	optimization	NOUN
fumecheng-12797	235	8	estimation	estimation	NOUN
fumecheng-12797	235	9	of	of	ADP
fumecheng-12797	235	10	weld	weld	NOUN
fumecheng-12797	235	11	strength	strength	NOUN
fumecheng-12797	235	12	for	for	ADP
fumecheng-12797	235	13	gtaw	gtaw	NOUN
fumecheng-12797	235	14	of	of	ADP
fumecheng-12797	235	15	inconel	inconel	NOUN
fumecheng-12797	235	16	825	825	NUM
fumecheng-12797	235	17	optimization	optimization	NOUN
fumecheng-12797	235	18	methods	method	NOUN
fumecheng-12797	235	19	for	for	ADP
fumecheng-12797	235	20	other	other	ADJ
fumecheng-12797	235	21	materials	material	NOUN
fumecheng-12797	235	22	and	and	CCONJ
fumecheng-12797	235	23	processes	process	NOUN
fumecheng-12797	235	24	sai	sai	PROPN
fumecheng-12797	235	25	et	et	PROPN
fumecheng-12797	235	26	al	al	PROPN
fumecheng-12797	235	27	.	.	PUNCT
fumecheng-12797	236	1	[	[	X
fumecheng-12797	236	2	6	6	NUM
fumecheng-12797	236	3	]	]	PUNCT
fumecheng-12797	236	4	ann	ann	PROPN
fumecheng-12797	236	5	models	model	NOUN
fumecheng-12797	236	6	predicts	predict	VERB
fumecheng-12797	236	7	corrosion	corrosion	NOUN
fumecheng-12797	236	8	behaviour	behaviour	NOUN
fumecheng-12797	236	9	of	of	ADP
fumecheng-12797	236	10	friction	friction	NOUN
fumecheng-12797	236	11	stir	stir	NOUN
fumecheng-12797	236	12	processed	process	VERB
fumecheng-12797	236	13	aa5083	aa5083	PROPN
fumecheng-12797	236	14	applicability	applicability	NOUN
fumecheng-12797	236	15	to	to	ADP
fumecheng-12797	236	16	other	other	ADJ
fumecheng-12797	236	17	alloys	alloy	NOUN
fumecheng-12797	236	18	and	and	CCONJ
fumecheng-12797	236	19	welding	weld	VERB
fumecheng-12797	236	20	techniques	technique	NOUN
fumecheng-12797	236	21	heng	heng	PROPN
fumecheng-12797	236	22	et	et	PROPN
fumecheng-12797	236	23	al	al	PROPN
fumecheng-12797	236	24	.	.	PUNCT
fumecheng-12797	237	1	[	[	X
fumecheng-12797	237	2	7	7	X
fumecheng-12797	237	3	]	]	X
fumecheng-12797	237	4	ann	ann	PROPN
fumecheng-12797	237	5	with	with	ADP
fumecheng-12797	237	6	different	different	ADJ
fumecheng-12797	237	7	bp	bp	PROPN
fumecheng-12797	237	8	algorithms	algorithm	VERB
fumecheng-12797	237	9	solar	solar	ADJ
fumecheng-12797	237	10	radiation	radiation	NOUN
fumecheng-12797	237	11	prediction	prediction	NOUN
fumecheng-12797	237	12	limited	limit	VERB
fumecheng-12797	237	13	to	to	ADP
fumecheng-12797	237	14	meteorological	meteorological	ADJ
fumecheng-12797	237	15	data	datum	NOUN
fumecheng-12797	237	16	,	,	PUNCT
fumecheng-12797	237	17	needs	need	VERB
fumecheng-12797	237	18	broader	broad	ADJ
fumecheng-12797	237	19	application	application	NOUN
fumecheng-12797	237	20	baraya	baraya	NOUN
fumecheng-12797	237	21	et	et	PROPN
fumecheng-12797	237	22	al	al	PROPN
fumecheng-12797	237	23	.	.	PUNCT
fumecheng-12797	238	1	[	[	X
fumecheng-12797	238	2	9	9	NUM
fumecheng-12797	238	3	]	]	X
fumecheng-12797	238	4	experimental	experimental	ADJ
fumecheng-12797	238	5	analysis	analysis	NOUN
fumecheng-12797	238	6	,	,	PUNCT
fumecheng-12797	238	7	predictive	predictive	ADJ
fumecheng-12797	238	8	modelling	modelling	NOUN
fumecheng-12797	238	9	enhances	enhance	VERB
fumecheng-12797	238	10	smart	smart	ADJ
fumecheng-12797	238	11	textile	textile	NOUN
fumecheng-12797	238	12	fabrication	fabrication	NOUN
fumecheng-12797	238	13	through	through	ADP
fumecheng-12797	238	14	ultrasonic	ultrasonic	ADJ
fumecheng-12797	238	15	welding	welding	NOUN
fumecheng-12797	238	16	application	application	NOUN
fumecheng-12797	238	17	to	to	ADP
fumecheng-12797	238	18	other	other	ADJ
fumecheng-12797	238	19	smart	smart	ADJ
fumecheng-12797	238	20	materials	material	NOUN
fumecheng-12797	238	21	sasindran	sasindran	VERB
fumecheng-12797	238	22	et	et	NOUN
fumecheng-12797	238	23	al	al	PROPN
fumecheng-12797	238	24	.	.	PUNCT
fumecheng-12797	239	1	[	[	X
fumecheng-12797	239	2	8	8	NUM
fumecheng-12797	239	3	]	]	SYM
fumecheng-12797	239	4	fl	fl	PROPN
fumecheng-12797	239	5	,	,	PUNCT
fumecheng-12797	239	6	ann	ann	PROPN
fumecheng-12797	239	7	optimizes	optimize	VERB
fumecheng-12797	239	8	milling	mill	VERB
fumecheng-12797	239	9	parameters	parameter	NOUN
fumecheng-12797	239	10	for	for	ADP
fumecheng-12797	239	11	gun	gun	NOUN
fumecheng-12797	239	12	metal	metal	NOUN
fumecheng-12797	239	13	broader	broad	ADJ
fumecheng-12797	239	14	material	material	NOUN
fumecheng-12797	239	15	applicability	applicability	NOUN
fumecheng-12797	239	16	is	be	AUX
fumecheng-12797	239	17	needed	need	VERB
fumecheng-12797	239	18	omoya	omoya	NOUN
fumecheng-12797	239	19	et	et	PROPN
fumecheng-12797	239	20	al	al	PROPN
fumecheng-12797	239	21	.	.	PUNCT
fumecheng-12797	240	1	[	[	X
fumecheng-12797	240	2	12	12	NUM
fumecheng-12797	240	3	]	]	PUNCT
fumecheng-12797	240	4	reliability	reliability	NOUN
fumecheng-12797	240	5	engineering	engineering	NOUN
fumecheng-12797	240	6	pipeline	pipeline	NOUN
fumecheng-12797	240	7	design	design	NOUN
fumecheng-12797	240	8	lack	lack	NOUN
fumecheng-12797	240	9	of	of	ADP
fumecheng-12797	240	10	focus	focus	NOUN
fumecheng-12797	240	11	on	on	ADP
fumecheng-12797	240	12	specific	specific	ADJ
fumecheng-12797	240	13	welding	welding	NOUN
fumecheng-12797	240	14	or	or	CCONJ
fumecheng-12797	240	15	manufacturing	manufacturing	NOUN
fumecheng-12797	240	16	processes	process	NOUN
fumecheng-12797	240	17	soltanali	soltanali	PROPN
fumecheng-12797	240	18	et	et	PROPN
fumecheng-12797	240	19	al	al	PROPN
fumecheng-12797	240	20	.	.	PUNCT
fumecheng-12797	241	1	[	[	X
fumecheng-12797	241	2	21	21	NUM
fumecheng-12797	241	3	]	]	X
fumecheng-12797	241	4	statistical	statistical	ADJ
fumecheng-12797	241	5	,	,	PUNCT
fumecheng-12797	241	6	soft	soft	ADJ
fumecheng-12797	241	7	computing	computing	NOUN
fumecheng-12797	241	8	techniques	technique	NOUN
fumecheng-12797	241	9	reliability	reliability	NOUN
fumecheng-12797	241	10	prediction	prediction	NOUN
fumecheng-12797	241	11	for	for	ADP
fumecheng-12797	241	12	automotive	automotive	ADJ
fumecheng-12797	241	13	manufacturing	manufacturing	NOUN
fumecheng-12797	241	14	comparison	comparison	NOUN
fumecheng-12797	241	15	of	of	ADP
fumecheng-12797	241	16	different	different	ADJ
fumecheng-12797	241	17	techniques	technique	NOUN
fumecheng-12797	241	18	across	across	ADP
fumecheng-12797	241	19	industries	industry	NOUN
fumecheng-12797	241	20	ayeb	ayeb	PROPN
fumecheng-12797	241	21	et	et	PROPN
fumecheng-12797	241	22	al	al	PROPN
fumecheng-12797	241	23	.	.	PUNCT
fumecheng-12797	242	1	[	[	X
fumecheng-12797	242	2	34	34	NUM
fumecheng-12797	242	3	]	]	X
fumecheng-12797	242	4	ann	ann	PROPN
fumecheng-12797	242	5	,	,	PUNCT
fumecheng-12797	242	6	anfis	anfis	AUX
fumecheng-12797	242	7	predicts	predict	VERB
fumecheng-12797	242	8	mechanical	mechanical	ADJ
fumecheng-12797	242	9	properties	property	NOUN
fumecheng-12797	242	10	of	of	ADP
fumecheng-12797	242	11	laser	laser	NOUN
fumecheng-12797	242	12	-	-	PUNCT
fumecheng-12797	242	13	treated	treat	VERB
fumecheng-12797	242	14	turbine	turbine	NOUN
fumecheng-12797	242	15	blades	blade	NOUN
fumecheng-12797	242	16	generalization	generalization	NOUN
fumecheng-12797	242	17	to	to	ADP
fumecheng-12797	242	18	other	other	ADJ
fumecheng-12797	242	19	materials	material	NOUN
fumecheng-12797	242	20	and	and	CCONJ
fumecheng-12797	242	21	treatments	treatment	NOUN
fumecheng-12797	242	22	zhou	zhou	PROPN
fumecheng-12797	242	23	et	et	PROPN
fumecheng-12797	242	24	al	al	PROPN
fumecheng-12797	242	25	.	.	PUNCT
fumecheng-12797	243	1	[	[	X
fumecheng-12797	243	2	33	33	NUM
fumecheng-12797	243	3	]	]	PUNCT
fumecheng-12797	243	4	structural	structural	ADJ
fumecheng-12797	243	5	stress	stress	NOUN
fumecheng-12797	243	6	method	method	NOUN
fumecheng-12797	243	7	fatigue	fatigue	NOUN
fumecheng-12797	243	8	reliability	reliability	NOUN
fumecheng-12797	243	9	assessment	assessment	NOUN
fumecheng-12797	243	10	model	model	NOUN
fumecheng-12797	243	11	for	for	ADP
fumecheng-12797	243	12	welded	weld	VERB
fumecheng-12797	243	13	structures	structure	NOUN
fumecheng-12797	243	14	need	need	VERB
fumecheng-12797	243	15	for	for	ADP
fumecheng-12797	243	16	integration	integration	NOUN
fumecheng-12797	243	17	with	with	ADP
fumecheng-12797	243	18	other	other	ADJ
fumecheng-12797	243	19	assessment	assessment	NOUN
fumecheng-12797	243	20	models	model	NOUN
fumecheng-12797	243	21	gbagba	gbagba	PROPN
fumecheng-12797	243	22	et	et	PROPN
fumecheng-12797	243	23	al	al	PROPN
fumecheng-12797	243	24	.	.	PUNCT
fumecheng-12797	244	1	[	[	X
fumecheng-12797	244	2	32	32	NUM
fumecheng-12797	244	3	]	]	PUNCT
fumecheng-12797	244	4	ml	ml	ADP
fumecheng-12797	244	5	techniques	technique	NOUN
fumecheng-12797	244	6	fatigue	fatigue	NOUN
fumecheng-12797	244	7	life	life	NOUN
fumecheng-12797	244	8	prediction	prediction	NOUN
fumecheng-12797	244	9	of	of	ADP
fumecheng-12797	244	10	welded	weld	VERB
fumecheng-12797	244	11	structures	structure	NOUN
fumecheng-12797	244	12	comparison	comparison	NOUN
fumecheng-12797	244	13	with	with	ADP
fumecheng-12797	244	14	traditional	traditional	ADJ
fumecheng-12797	244	15	methods	method	NOUN
fumecheng-12797	244	16	needed	need	VERB
fumecheng-12797	244	17	feng	feng	PROPN
fumecheng-12797	244	18	et	et	PROPN
fumecheng-12797	244	19	al	al	PROPN
fumecheng-12797	244	20	.	.	PUNCT
fumecheng-12797	245	1	[	[	X
fumecheng-12797	245	2	29	29	NUM
fumecheng-12797	245	3	]	]	X
fumecheng-12797	245	4	data	data	NOUN
fumecheng-12797	245	5	-	-	PUNCT
fumecheng-12797	245	6	driven	drive	VERB
fumecheng-12797	245	7	methods	method	NOUN
fumecheng-12797	245	8	review	review	NOUN
fumecheng-12797	245	9	of	of	ADP
fumecheng-12797	245	10	prediction	prediction	NOUN
fumecheng-12797	245	11	models	model	NOUN
fumecheng-12797	245	12	for	for	ADP
fumecheng-12797	245	13	fatigue	fatigue	NOUN
fumecheng-12797	245	14	performance	performance	NOUN
fumecheng-12797	245	15	of	of	ADP
fumecheng-12797	245	16	welded	weld	VERB
fumecheng-12797	245	17	joints	joint	NOUN
fumecheng-12797	245	18	broader	broad	ADJ
fumecheng-12797	245	19	applicability	applicability	NOUN
fumecheng-12797	245	20	and	and	CCONJ
fumecheng-12797	245	21	model	model	NOUN
fumecheng-12797	245	22	integration	integration	PROPN
fumecheng-12797	245	23	yu	yu	PROPN
fumecheng-12797	245	24	et	et	PROPN
fumecheng-12797	245	25	al	al	PROPN
fumecheng-12797	245	26	.	.	PUNCT
fumecheng-12797	246	1	[	[	X
fumecheng-12797	246	2	36	36	NUM
fumecheng-12797	246	3	]	]	X
fumecheng-12797	246	4	multi	multi	ADJ
fumecheng-12797	246	5	-	-	ADJ
fumecheng-12797	246	6	fidelity	fidelity	ADJ
fumecheng-12797	246	7	surrogate	surrogate	ADJ
fumecheng-12797	246	8	model	model	NOUN
fumecheng-12797	246	9	reliability	reliability	NOUN
fumecheng-12797	246	10	prediction	prediction	NOUN
fumecheng-12797	246	11	of	of	ADP
fumecheng-12797	246	12	bga	bga	PROPN
fumecheng-12797	246	13	solder	solder	PROPN
fumecheng-12797	246	14	joints	joint	NOUN
fumecheng-12797	246	15	limited	limit	VERB
fumecheng-12797	246	16	to	to	ADP
fumecheng-12797	246	17	bga	bga	PROPN
fumecheng-12797	246	18	joints	joint	NOUN
fumecheng-12797	246	19	,	,	PUNCT
fumecheng-12797	246	20	needs	need	VERB
fumecheng-12797	246	21	a	a	DET
fumecheng-12797	246	22	broader	broad	ADJ
fumecheng-12797	246	23	focus	focus	NOUN
fumecheng-12797	246	24	the	the	DET
fumecheng-12797	246	25	choice	choice	NOUN
fumecheng-12797	246	26	of	of	ADP
fumecheng-12797	246	27	ann	ann	PROPN
fumecheng-12797	246	28	and	and	CCONJ
fumecheng-12797	246	29	fl	fl	PROPN
fumecheng-12797	246	30	for	for	ADP
fumecheng-12797	246	31	the	the	DET
fumecheng-12797	246	32	prediction	prediction	NOUN
fumecheng-12797	246	33	of	of	ADP
fumecheng-12797	246	34	welding	welding	NOUN
fumecheng-12797	246	35	reliability	reliability	NOUN
fumecheng-12797	246	36	is	be	AUX
fumecheng-12797	246	37	based	base	VERB
fumecheng-12797	246	38	on	on	ADP
fumecheng-12797	246	39	their	their	PRON
fumecheng-12797	246	40	strong	strong	ADJ
fumecheng-12797	246	41	ability	ability	NOUN
fumecheng-12797	246	42	to	to	PART
fumecheng-12797	246	43	model	model	VERB
fumecheng-12797	246	44	complex	complex	ADJ
fumecheng-12797	246	45	non	non	ADJ
fumecheng-12797	246	46	-	-	ADJ
fumecheng-12797	246	47	linear	linear	ADJ
fumecheng-12797	246	48	relationships	relationship	NOUN
fumecheng-12797	246	49	in	in	ADP
fumecheng-12797	246	50	welding	welding	NOUN
fumecheng-12797	246	51	processes	process	NOUN
fumecheng-12797	246	52	.	.	PUNCT
fumecheng-12797	247	1	the	the	DET
fumecheng-12797	247	2	deep	deep	ADJ
fumecheng-12797	247	3	learning	learning	NOUN
fumecheng-12797	247	4	architecture	architecture	NOUN
fumecheng-12797	247	5	of	of	ADP
fumecheng-12797	247	6	ann	ann	PROPN
fumecheng-12797	247	7	ensures	ensure	VERB
fumecheng-12797	247	8	that	that	SCONJ
fumecheng-12797	247	9	it	it	PRON
fumecheng-12797	247	10	captures	capture	VERB
fumecheng-12797	247	11	intricate	intricate	ADJ
fumecheng-12797	247	12	patterns	pattern	NOUN
fumecheng-12797	247	13	between	between	ADP
fumecheng-12797	247	14	such	such	ADJ
fumecheng-12797	247	15	weld	weld	NOUN
fumecheng-12797	247	16	parameters	parameter	NOUN
fumecheng-12797	247	17	as	as	ADP
fumecheng-12797	247	18	current	current	ADJ
fumecheng-12797	247	19	,	,	PUNCT
fumecheng-12797	247	20	speed	speed	NOUN
fumecheng-12797	247	21	,	,	PUNCT
fumecheng-12797	247	22	and	and	CCONJ
fumecheng-12797	247	23	angle	angle	NOUN
fumecheng-12797	247	24	,	,	PUNCT
fumecheng-12797	247	25	as	as	SCONJ
fumecheng-12797	247	26	identified	identify	VERB
fumecheng-12797	247	27	by	by	ADP
fumecheng-12797	247	28	dewan	dewan	PROPN
fumecheng-12797	247	29	et	et	PROPN
fumecheng-12797	247	30	al	al	PROPN
fumecheng-12797	247	31	.	.	PUNCT
fumecheng-12797	248	1	[	[	X
fumecheng-12797	248	2	2	2	NUM
fumecheng-12797	248	3	]	]	PUNCT
fumecheng-12797	248	4	.	.	PUNCT
fumecheng-12797	249	1	it	it	PRON
fumecheng-12797	249	2	is	be	AUX
fumecheng-12797	249	3	further	far	ADV
fumecheng-12797	249	4	supported	support	VERB
fumecheng-12797	249	5	by	by	ADP
fumecheng-12797	249	6	fl	fl	PROPN
fumecheng-12797	249	7	,	,	PUNCT
fumecheng-12797	249	8	which	which	PRON
fumecheng-12797	249	9	processes	process	VERB
fumecheng-12797	249	10	uncertainties	uncertainty	NOUN
fumecheng-12797	249	11	and	and	CCONJ
fumecheng-12797	249	12	variability	variability	NOUN
fumecheng-12797	249	13	within	within	ADP
fumecheng-12797	249	14	the	the	DET
fumecheng-12797	249	15	quality	quality	NOUN
fumecheng-12797	249	16	of	of	ADP
fumecheng-12797	249	17	welds	weld	NOUN
fumecheng-12797	249	18	.	.	PUNCT
fumecheng-12797	250	1	sai	sai	PROPN
fumecheng-12797	250	2	et	et	PROPN
fumecheng-12797	250	3	al	al	PROPN
fumecheng-12797	250	4	.	.	PUNCT
fumecheng-12797	251	1	[	[	X
fumecheng-12797	251	2	6	6	NUM
fumecheng-12797	251	3	]	]	PUNCT
fumecheng-12797	251	4	also	also	ADV
fumecheng-12797	251	5	mentioned	mention	VERB
fumecheng-12797	251	6	that	that	SCONJ
fumecheng-12797	251	7	it	it	PRON
fumecheng-12797	251	8	is	be	AUX
fumecheng-12797	251	9	fl	fl	ADP
fumecheng-12797	251	10	suitable	suitable	ADJ
fumecheng-12797	251	11	for	for	ADP
fumecheng-12797	251	12	such	such	ADJ
fumecheng-12797	251	13	type	type	NOUN
fumecheng-12797	251	14	of	of	ADP
fumecheng-12797	251	15	application	application	NOUN
fumecheng-12797	251	16	,	,	PUNCT
fumecheng-12797	251	17	while	while	SCONJ
fumecheng-12797	251	18	support	support	NOUN
fumecheng-12797	251	19	vector	vector	NOUN
fumecheng-12797	251	20	machines	machine	NOUN
fumecheng-12797	251	21	(	(	PUNCT
fumecheng-12797	251	22	svms	svms	NOUN
fumecheng-12797	251	23	)	)	PUNCT
fumecheng-12797	251	24	and	and	CCONJ
fumecheng-12797	251	25	decision	decision	NOUN
fumecheng-12797	251	26	trees	tree	NOUN
fumecheng-12797	251	27	(	(	PUNCT
fumecheng-12797	251	28	dts	dts	NOUN
fumecheng-12797	251	29	)	)	PUNCT
fumecheng-12797	251	30	are	be	AUX
fumecheng-12797	251	31	feasible	feasible	ADJ
fumecheng-12797	251	32	models	model	NOUN
fumecheng-12797	251	33	,	,	PUNCT
fumecheng-12797	251	34	they	they	PRON
fumecheng-12797	251	35	have	have	VERB
fumecheng-12797	251	36	several	several	ADJ
fumecheng-12797	251	37	drawbacks	drawback	NOUN
fumecheng-12797	251	38	.	.	PUNCT
fumecheng-12797	252	1	svms	svms	NOUN
fumecheng-12797	252	2	generally	generally	ADV
fumecheng-12797	252	3	involve	involve	VERB
fumecheng-12797	252	4	tedious	tedious	ADJ
fumecheng-12797	252	5	tuning	tuning	NOUN
fumecheng-12797	252	6	and	and	CCONJ
fumecheng-12797	252	7	have	have	VERB
fumecheng-12797	252	8	problems	problem	NOUN
fumecheng-12797	252	9	related	relate	VERB
fumecheng-12797	252	10	to	to	ADP
fumecheng-12797	252	11	non	non	ADJ
fumecheng-12797	252	12	-	-	ADJ
fumecheng-12797	252	13	linear	linear	ADJ
fumecheng-12797	252	14	and	and	CCONJ
fumecheng-12797	252	15	noisy	noisy	ADJ
fumecheng-12797	252	16	data	datum	NOUN
fumecheng-12797	252	17	sets	set	NOUN
fumecheng-12797	252	18	,	,	PUNCT
fumecheng-12797	252	19	which	which	PRON
fumecheng-12797	252	20	are	be	AUX
fumecheng-12797	252	21	typical	typical	ADJ
fumecheng-12797	252	22	in	in	ADP
fumecheng-12797	252	23	welding	weld	VERB
fumecheng-12797	252	24	scenarios	scenario	NOUN
fumecheng-12797	252	25	.	.	PUNCT
fumecheng-12797	253	1	choudhury	choudhury	PROPN
fumecheng-12797	253	2	et	et	PROPN
fumecheng-12797	253	3	al	al	PROPN
fumecheng-12797	253	4	.	.	PUNCT
fumecheng-12797	254	1	[	[	X
fumecheng-12797	254	2	4	4	X
fumecheng-12797	254	3	]	]	PUNCT
fumecheng-12797	254	4	pointed	point	VERB
fumecheng-12797	254	5	954	954	NUM
fumecheng-12797	254	6	j.	j.	PROPN
fumecheng-12797	254	7	gokulachandran	gokulachandran	PROPN
fumecheng-12797	254	8	,	,	PUNCT
fumecheng-12797	254	9	m.	m.	NOUN
fumecheng-12797	254	10	thenarasu	thenarasu	PROPN
fumecheng-12797	254	11	,	,	PUNCT
fumecheng-12797	254	12	b.	b.	PROPN
fumecheng-12797	254	13	pothkanoori	pothkanoori	PROPN
fumecheng-12797	254	14	,	,	PUNCT
fumecheng-12797	254	15	et	et	PROPN
fumecheng-12797	254	16	al	al	PROPN
fumecheng-12797	254	17	.	.	PROPN
fumecheng-12797	254	18	out	out	ADP
fumecheng-12797	254	19	that	that	SCONJ
fumecheng-12797	254	20	the	the	DET
fumecheng-12797	254	21	performance	performance	NOUN
fumecheng-12797	254	22	of	of	ADP
fumecheng-12797	254	23	anns	anns	NOUN
fumecheng-12797	254	24	is	be	AUX
fumecheng-12797	254	25	better	well	ADJ
fumecheng-12797	254	26	than	than	ADP
fumecheng-12797	254	27	svms	svms	VERB
fumecheng-12797	254	28	for	for	ADP
fumecheng-12797	254	29	most	most	ADJ
fumecheng-12797	254	30	regression	regression	NOUN
fumecheng-12797	254	31	tasks	task	NOUN
fumecheng-12797	254	32	.	.	PUNCT
fumecheng-12797	255	1	karthikeyan	karthikeyan	PROPN
fumecheng-12797	255	2	et	et	PROPN
fumecheng-12797	255	3	al	al	PROPN
fumecheng-12797	255	4	.	.	PUNCT
fumecheng-12797	256	1	[	[	X
fumecheng-12797	256	2	5	5	NUM
fumecheng-12797	256	3	]	]	PUNCT
fumecheng-12797	256	4	demonstrated	demonstrate	VERB
fumecheng-12797	256	5	that	that	SCONJ
fumecheng-12797	256	6	the	the	DET
fumecheng-12797	256	7	dts	dt	NOUN
fumecheng-12797	256	8	are	be	AUX
fumecheng-12797	256	9	prone	prone	ADJ
fumecheng-12797	256	10	to	to	ADP
fumecheng-12797	256	11	overfitting	overfitte	VERB
fumecheng-12797	256	12	,	,	PUNCT
fumecheng-12797	256	13	and	and	CCONJ
fumecheng-12797	256	14	their	their	PRON
fumecheng-12797	256	15	performance	performance	NOUN
fumecheng-12797	256	16	may	may	AUX
fumecheng-12797	256	17	not	not	PART
fumecheng-12797	256	18	be	be	AUX
fumecheng-12797	256	19	as	as	ADV
fumecheng-12797	256	20	good	good	ADJ
fumecheng-12797	256	21	as	as	ADP
fumecheng-12797	256	22	those	those	PRON
fumecheng-12797	256	23	of	of	ADP
fumecheng-12797	256	24	ann	ann	PROPN
fumecheng-12797	256	25	and	and	CCONJ
fumecheng-12797	256	26	fl	fl	PROPN
fumecheng-12797	256	27	.	.	PUNCT
fumecheng-12797	257	1	moreover	moreover	ADV
fumecheng-12797	257	2	,	,	PUNCT
fumecheng-12797	257	3	fl	fl	PRON
fumecheng-12797	257	4	further	far	ADV
fumecheng-12797	257	5	enhanced	enhance	VERB
fumecheng-12797	257	6	predictive	predictive	ADJ
fumecheng-12797	257	7	accuracy	accuracy	NOUN
fumecheng-12797	257	8	by	by	ADP
fumecheng-12797	257	9	handling	handle	VERB
fumecheng-12797	257	10	vagueness	vagueness	NOUN
fumecheng-12797	257	11	in	in	ADP
fumecheng-12797	257	12	welding	welding	NOUN
fumecheng-12797	257	13	processes	process	NOUN
fumecheng-12797	257	14	through	through	ADP
fumecheng-12797	257	15	human	human	ADJ
fumecheng-12797	257	16	-	-	PUNCT
fumecheng-12797	257	17	like	like	ADJ
fumecheng-12797	257	18	reasoning	reasoning	NOUN
fumecheng-12797	257	19	,	,	PUNCT
fumecheng-12797	257	20	which	which	PRON
fumecheng-12797	257	21	is	be	AUX
fumecheng-12797	257	22	impossible	impossible	ADJ
fumecheng-12797	257	23	in	in	ADP
fumecheng-12797	257	24	svms	svms	NOUN
fumecheng-12797	257	25	or	or	CCONJ
fumecheng-12797	257	26	dts	dts	NOUN
fumecheng-12797	257	27	.	.	PROPN
fumecheng-12797	258	1	omoya	omoya	PROPN
fumecheng-12797	258	2	et	et	PROPN
fumecheng-12797	258	3	al	al	PROPN
fumecheng-12797	258	4	.	.	PUNCT
fumecheng-12797	259	1	[	[	X
fumecheng-12797	259	2	12	12	NUM
fumecheng-12797	259	3	]	]	PUNCT
fumecheng-12797	259	4	enlisted	enlist	VERB
fumecheng-12797	259	5	the	the	DET
fumecheng-12797	259	6	effectiveness	effectiveness	NOUN
fumecheng-12797	259	7	of	of	ADP
fumecheng-12797	259	8	fl	fl	NUM
fumecheng-12797	259	9	in	in	ADP
fumecheng-12797	259	10	addressing	address	VERB
fumecheng-12797	259	11	weld	weld	NOUN
fumecheng-12797	259	12	parameter	parameter	NOUN
fumecheng-12797	259	13	selection	selection	NOUN
fumecheng-12797	259	14	uncertainties	uncertainty	NOUN
fumecheng-12797	259	15	.	.	PUNCT
fumecheng-12797	260	1	the	the	DET
fumecheng-12797	260	2	ann	ann	PROPN
fumecheng-12797	260	3	integrated	integrate	VERB
fumecheng-12797	260	4	with	with	ADP
fumecheng-12797	260	5	fl	fl	NUM
fumecheng-12797	260	6	provided	provide	VERB
fumecheng-12797	260	7	a	a	DET
fumecheng-12797	260	8	framework	framework	NOUN
fumecheng-12797	260	9	for	for	ADP
fumecheng-12797	260	10	weld	weld	NOUN
fumecheng-12797	260	11	reliability	reliability	NOUN
fumecheng-12797	260	12	prediction	prediction	NOUN
fumecheng-12797	260	13	compared	compare	VERB
fumecheng-12797	260	14	to	to	ADP
fumecheng-12797	260	15	the	the	DET
fumecheng-12797	260	16	study	study	NOUN
fumecheng-12797	260	17	that	that	PRON
fumecheng-12797	260	18	made	make	VERB
fumecheng-12797	260	19	use	use	NOUN
fumecheng-12797	260	20	of	of	ADP
fumecheng-12797	260	21	svms	svms	NOUN
fumecheng-12797	260	22	and	and	CCONJ
fumecheng-12797	260	23	dts	dts	NOUN
fumecheng-12797	260	24	.	.	PUNCT
fumecheng-12797	261	1	the	the	DET
fumecheng-12797	261	2	main	main	ADJ
fumecheng-12797	261	3	aim	aim	NOUN
fumecheng-12797	261	4	of	of	ADP
fumecheng-12797	261	5	this	this	DET
fumecheng-12797	261	6	research	research	NOUN
fumecheng-12797	261	7	is	be	AUX
fumecheng-12797	261	8	to	to	PART
fumecheng-12797	261	9	predict	predict	VERB
fumecheng-12797	261	10	the	the	DET
fumecheng-12797	261	11	reliability	reliability	NOUN
fumecheng-12797	261	12	of	of	ADP
fumecheng-12797	261	13	welded	weld	VERB
fumecheng-12797	261	14	joints	joint	NOUN
fumecheng-12797	261	15	,	,	PUNCT
fumecheng-12797	261	16	a	a	DET
fumecheng-12797	261	17	crucial	crucial	ADJ
fumecheng-12797	261	18	factor	factor	NOUN
fumecheng-12797	261	19	in	in	ADP
fumecheng-12797	261	20	industries	industry	NOUN
fumecheng-12797	261	21	where	where	SCONJ
fumecheng-12797	261	22	weld	weld	NOUN
fumecheng-12797	261	23	strength	strength	NOUN
fumecheng-12797	261	24	impacts	impact	VERB
fumecheng-12797	261	25	product	product	NOUN
fumecheng-12797	261	26	durability	durability	NOUN
fumecheng-12797	261	27	.	.	PUNCT
fumecheng-12797	262	1	to	to	PART
fumecheng-12797	262	2	determine	determine	VERB
fumecheng-12797	262	3	the	the	DET
fumecheng-12797	262	4	most	most	ADV
fumecheng-12797	262	5	effective	effective	ADJ
fumecheng-12797	262	6	tool	tool	NOUN
fumecheng-12797	262	7	for	for	ADP
fumecheng-12797	262	8	predicting	predict	VERB
fumecheng-12797	262	9	weld	weld	NOUN
fumecheng-12797	262	10	reliability	reliability	NOUN
fumecheng-12797	262	11	based	base	VERB
fumecheng-12797	262	12	on	on	ADP
fumecheng-12797	262	13	the	the	DET
fumecheng-12797	262	14	error	error	NOUN
fumecheng-12797	262	15	between	between	ADP
fumecheng-12797	262	16	predicted	predict	VERB
fumecheng-12797	262	17	and	and	CCONJ
fumecheng-12797	262	18	experimental	experimental	ADJ
fumecheng-12797	262	19	values	value	NOUN
fumecheng-12797	262	20	and	and	CCONJ
fumecheng-12797	262	21	to	to	PART
fumecheng-12797	262	22	optimize	optimize	VERB
fumecheng-12797	262	23	weld	weld	NOUN
fumecheng-12797	262	24	input	input	NOUN
fumecheng-12797	262	25	parameters	parameter	NOUN
fumecheng-12797	262	26	for	for	ADP
fumecheng-12797	262	27	enhanced	enhanced	ADJ
fumecheng-12797	262	28	reliability	reliability	NOUN
fumecheng-12797	262	29	,	,	PUNCT
fumecheng-12797	262	30	we	we	PRON
fumecheng-12797	262	31	compare	compare	VERB
fumecheng-12797	262	32	two	two	NUM
fumecheng-12797	262	33	ml	ml	NOUN
fumecheng-12797	262	34	approaches	approach	NOUN
fumecheng-12797	262	35	of	of	ADP
fumecheng-12797	262	36	ann	ann	PROPN
fumecheng-12797	262	37	and	and	CCONJ
fumecheng-12797	262	38	fl	fl	PROPN
fumecheng-12797	262	39	.	.	PUNCT
fumecheng-12797	262	40	mild	mild	ADJ
fumecheng-12797	262	41	steel	steel	NOUN
fumecheng-12797	262	42	,	,	PUNCT
fumecheng-12797	262	43	commonly	commonly	ADV
fumecheng-12797	262	44	used	use	VERB
fumecheng-12797	262	45	in	in	ADP
fumecheng-12797	262	46	welding	welding	NOUN
fumecheng-12797	262	47	,	,	PUNCT
fumecheng-12797	262	48	was	be	AUX
fumecheng-12797	262	49	selected	select	VERB
fumecheng-12797	262	50	as	as	ADP
fumecheng-12797	262	51	the	the	DET
fumecheng-12797	262	52	specimen	speciman	NOUN
fumecheng-12797	262	53	material	material	VERB
fumecheng-12797	262	54	,	,	PUNCT
fumecheng-12797	262	55	and	and	CCONJ
fumecheng-12797	262	56	samples	sample	NOUN
fumecheng-12797	262	57	were	be	AUX
fumecheng-12797	262	58	created	create	VERB
fumecheng-12797	262	59	to	to	PART
fumecheng-12797	262	60	measure	measure	VERB
fumecheng-12797	262	61	50×30×10	50×30×10	NUM
fumecheng-12797	262	62	mm	mm	INTJ
fumecheng-12797	262	63	to	to	PART
fumecheng-12797	262	64	make	make	VERB
fumecheng-12797	262	65	experiments	experiment	NOUN
fumecheng-12797	262	66	on	on	ADP
fumecheng-12797	262	67	universal	universal	ADJ
fumecheng-12797	262	68	testing	testing	NOUN
fumecheng-12797	262	69	equipment	equipment	NOUN
fumecheng-12797	262	70	easier	easy	ADJ
fumecheng-12797	262	71	.	.	PUNCT
fumecheng-12797	263	1	the	the	DET
fumecheng-12797	263	2	samples	sample	NOUN
fumecheng-12797	263	3	were	be	AUX
fumecheng-12797	263	4	made	make	VERB
fumecheng-12797	263	5	using	use	VERB
fumecheng-12797	263	6	double	double	ADJ
fumecheng-12797	263	7	-	-	PUNCT
fumecheng-12797	263	8	butt	butt	NOUN
fumecheng-12797	263	9	joints	joint	NOUN
fumecheng-12797	263	10	on	on	ADP
fumecheng-12797	263	11	both	both	DET
fumecheng-12797	263	12	sides	side	NOUN
fumecheng-12797	263	13	by	by	ADP
fumecheng-12797	263	14	arc	arc	NOUN
fumecheng-12797	263	15	welding	welding	NOUN
fumecheng-12797	263	16	,	,	PUNCT
fumecheng-12797	263	17	a	a	DET
fumecheng-12797	263	18	widely	widely	ADV
fumecheng-12797	263	19	used	use	VERB
fumecheng-12797	263	20	method	method	NOUN
fumecheng-12797	263	21	in	in	ADP
fumecheng-12797	263	22	the	the	DET
fumecheng-12797	263	23	industry	industry	NOUN
fumecheng-12797	263	24	.	.	PUNCT
fumecheng-12797	264	1	experiments	experiment	NOUN
fumecheng-12797	264	2	were	be	AUX
fumecheng-12797	264	3	conducted	conduct	VERB
fumecheng-12797	264	4	by	by	ADP
fumecheng-12797	264	5	varying	vary	VERB
fumecheng-12797	264	6	three	three	NUM
fumecheng-12797	264	7	welding	welding	NOUN
fumecheng-12797	264	8	parameters	parameter	NOUN
fumecheng-12797	264	9	,	,	PUNCT
fumecheng-12797	264	10	which	which	PRON
fumecheng-12797	264	11	are	be	AUX
fumecheng-12797	264	12	weld	weld	NOUN
fumecheng-12797	264	13	angle	angle	NOUN
fumecheng-12797	264	14	(	(	PUNCT
fumecheng-12797	264	15	55	55	NUM
fumecheng-12797	264	16	°	°	NOUN
fumecheng-12797	264	17	,	,	PUNCT
fumecheng-12797	264	18	60	60	NUM
fumecheng-12797	264	19	°	°	NUM
fumecheng-12797	264	20	,	,	PUNCT
fumecheng-12797	264	21	65	65	NUM
fumecheng-12797	264	22	°	°	NUM
fumecheng-12797	264	23	)	)	PUNCT
fumecheng-12797	264	24	,	,	PUNCT
fumecheng-12797	264	25	weld	weld	NOUN
fumecheng-12797	264	26	current	current	ADJ
fumecheng-12797	264	27	(	(	PUNCT
fumecheng-12797	264	28	60a	60a	NOUN
fumecheng-12797	264	29	,	,	PUNCT
fumecheng-12797	264	30	80a	80a	NOUN
fumecheng-12797	264	31	,	,	PUNCT
fumecheng-12797	264	32	100a	100a	NUM
fumecheng-12797	264	33	)	)	PUNCT
fumecheng-12797	264	34	,	,	PUNCT
fumecheng-12797	264	35	and	and	CCONJ
fumecheng-12797	264	36	weld	weld	NOUN
fumecheng-12797	264	37	speed	speed	NOUN
fumecheng-12797	264	38	(	(	PUNCT
fumecheng-12797	264	39	1.17	1.17	NUM
fumecheng-12797	264	40	mm	mm	NOUN
fumecheng-12797	264	41	/	/	SYM
fumecheng-12797	264	42	s	s	PROPN
fumecheng-12797	264	43	,	,	PUNCT
fumecheng-12797	264	44	1.61	1.61	NUM
fumecheng-12797	264	45	mm	mm	NOUN
fumecheng-12797	264	46	/	/	SYM
fumecheng-12797	264	47	s	s	PROPN
fumecheng-12797	264	48	,	,	PUNCT
fumecheng-12797	264	49	3.25	3.25	NUM
fumecheng-12797	264	50	mm	mm	NOUN
fumecheng-12797	264	51	/	/	SYM
fumecheng-12797	264	52	s	s	PROPN
fumecheng-12797	264	53	)	)	PUNCT
fumecheng-12797	264	54	.	.	PUNCT
fumecheng-12797	265	1	tensile	tensile	NOUN
fumecheng-12797	265	2	testing	testing	NOUN
fumecheng-12797	265	3	established	establish	VERB
fumecheng-12797	265	4	the	the	DET
fumecheng-12797	265	5	welded	weld	VERB
fumecheng-12797	265	6	specimens	specimen	NOUN
fumecheng-12797	265	7	’	'	PUNCT
fumecheng-12797	265	8	tensile	tensile	NOUN
fumecheng-12797	265	9	strength	strength	NOUN
fumecheng-12797	265	10	and	and	CCONJ
fumecheng-12797	265	11	failure	failure	NOUN
fumecheng-12797	265	12	duration	duration	NOUN
fumecheng-12797	265	13	.	.	PUNCT
fumecheng-12797	266	1	the	the	DET
fumecheng-12797	266	2	collected	collect	VERB
fumecheng-12797	266	3	data	datum	NOUN
fumecheng-12797	266	4	was	be	AUX
fumecheng-12797	266	5	the	the	DET
fumecheng-12797	266	6	foundation	foundation	NOUN
fumecheng-12797	266	7	for	for	ADP
fumecheng-12797	266	8	developing	develop	VERB
fumecheng-12797	266	9	prediction	prediction	NOUN
fumecheng-12797	266	10	models	model	NOUN
fumecheng-12797	266	11	using	use	VERB
fumecheng-12797	266	12	ann	ann	PROPN
fumecheng-12797	266	13	and	and	CCONJ
fumecheng-12797	266	14	fl	fl	PROPN
fumecheng-12797	266	15	in	in	ADP
fumecheng-12797	266	16	matlab	matlab	PROPN
fumecheng-12797	266	17	.	.	PUNCT
fumecheng-12797	267	1	the	the	DET
fumecheng-12797	267	2	levenberg	levenberg	PROPN
fumecheng-12797	267	3	-	-	PUNCT
fumecheng-12797	267	4	marquardt	marquardt	PROPN
fumecheng-12797	267	5	training	training	NOUN
fumecheng-12797	267	6	algorithm	algorithm	NOUN
fumecheng-12797	267	7	was	be	AUX
fumecheng-12797	267	8	employed	employ	VERB
fumecheng-12797	267	9	for	for	ADP
fumecheng-12797	267	10	the	the	DET
fumecheng-12797	267	11	ann	ann	PROPN
fumecheng-12797	267	12	model	model	NOUN
fumecheng-12797	267	13	due	due	ADP
fumecheng-12797	267	14	to	to	ADP
fumecheng-12797	267	15	its	its	PRON
fumecheng-12797	267	16	effectiveness	effectiveness	NOUN
fumecheng-12797	267	17	in	in	ADP
fumecheng-12797	267	18	handling	handle	VERB
fumecheng-12797	267	19	non	non	ADJ
fumecheng-12797	267	20	-	-	ADJ
fumecheng-12797	267	21	linear	linear	ADJ
fumecheng-12797	267	22	systems	system	NOUN
fumecheng-12797	267	23	.	.	PUNCT
fumecheng-12797	268	1	normalizing	normalize	VERB
fumecheng-12797	268	2	the	the	DET
fumecheng-12797	268	3	data	datum	NOUN
fumecheng-12797	268	4	and	and	CCONJ
fumecheng-12797	268	5	dividing	divide	VERB
fumecheng-12797	268	6	it	it	PRON
fumecheng-12797	268	7	into	into	ADP
fumecheng-12797	268	8	training	training	NOUN
fumecheng-12797	268	9	,	,	PUNCT
fumecheng-12797	268	10	validation	validation	NOUN
fumecheng-12797	268	11	,	,	PUNCT
fumecheng-12797	268	12	and	and	CCONJ
fumecheng-12797	268	13	testing	testing	NOUN
fumecheng-12797	268	14	sets	set	NOUN
fumecheng-12797	268	15	were	be	AUX
fumecheng-12797	268	16	two	two	NUM
fumecheng-12797	268	17	aspects	aspect	NOUN
fumecheng-12797	268	18	of	of	ADP
fumecheng-12797	268	19	data	datum	NOUN
fumecheng-12797	268	20	preparation	preparation	NOUN
fumecheng-12797	268	21	.	.	PUNCT
fumecheng-12797	269	1	the	the	DET
fumecheng-12797	269	2	models	model	NOUN
fumecheng-12797	269	3	were	be	AUX
fumecheng-12797	269	4	then	then	ADV
fumecheng-12797	269	5	validated	validate	VERB
fumecheng-12797	269	6	with	with	ADP
fumecheng-12797	269	7	the	the	DET
fumecheng-12797	269	8	help	help	NOUN
fumecheng-12797	269	9	of	of	ADP
fumecheng-12797	269	10	additional	additional	ADJ
fumecheng-12797	269	11	experimental	experimental	ADJ
fumecheng-12797	269	12	data	datum	NOUN
fumecheng-12797	269	13	,	,	PUNCT
fumecheng-12797	269	14	and	and	CCONJ
fumecheng-12797	269	15	the	the	DET
fumecheng-12797	269	16	performance	performance	NOUN
fumecheng-12797	269	17	was	be	AUX
fumecheng-12797	269	18	evaluated	evaluate	VERB
fumecheng-12797	269	19	using	use	VERB
fumecheng-12797	269	20	error	error	NOUN
fumecheng-12797	269	21	measures	measure	NOUN
fumecheng-12797	269	22	such	such	ADJ
fumecheng-12797	269	23	as	as	ADP
fumecheng-12797	269	24	mean	mean	NOUN
fumecheng-12797	269	25	absolute	absolute	ADJ
fumecheng-12797	269	26	error	error	NOUN
fumecheng-12797	269	27	(	(	PUNCT
fumecheng-12797	269	28	mae	mae	PROPN
fumecheng-12797	269	29	)	)	PUNCT
fumecheng-12797	269	30	,	,	PUNCT
fumecheng-12797	269	31	rmse	rmse	NOUN
fumecheng-12797	269	32	,	,	PUNCT
fumecheng-12797	269	33	and	and	CCONJ
fumecheng-12797	269	34	r2	r2	PROPN
fumecheng-12797	269	35	values	value	NOUN
fumecheng-12797	269	36	.	.	PUNCT
fumecheng-12797	270	1	the	the	DET
fumecheng-12797	270	2	ann	ann	PROPN
fumecheng-12797	270	3	model	model	NOUN
fumecheng-12797	270	4	is	be	AUX
fumecheng-12797	270	5	the	the	DET
fumecheng-12797	270	6	recommended	recommend	VERB
fumecheng-12797	270	7	option	option	NOUN
fumecheng-12797	270	8	for	for	ADP
fumecheng-12797	270	9	fine	fine	ADV
fumecheng-12797	270	10	-	-	PUNCT
fumecheng-12797	270	11	tuning	tune	VERB
fumecheng-12797	270	12	weld	weld	NOUN
fumecheng-12797	270	13	input	input	NOUN
fumecheng-12797	270	14	parameters	parameter	NOUN
fumecheng-12797	270	15	because	because	SCONJ
fumecheng-12797	270	16	it	it	PRON
fumecheng-12797	270	17	outperformed	outperform	VERB
fumecheng-12797	270	18	the	the	DET
fumecheng-12797	270	19	fl	fl	PROPN
fumecheng-12797	270	20	model	model	NOUN
fumecheng-12797	270	21	in	in	ADP
fumecheng-12797	270	22	terms	term	NOUN
fumecheng-12797	270	23	of	of	ADP
fumecheng-12797	270	24	accuracy	accuracy	NOUN
fumecheng-12797	270	25	and	and	CCONJ
fumecheng-12797	270	26	error	error	NOUN
fumecheng-12797	270	27	reduction	reduction	NOUN
fumecheng-12797	270	28	.	.	PUNCT
fumecheng-12797	271	1	further	further	ADJ
fumecheng-12797	271	2	experiments	experiment	NOUN
fumecheng-12797	271	3	were	be	AUX
fumecheng-12797	271	4	carried	carry	VERB
fumecheng-12797	271	5	out	out	ADP
fumecheng-12797	271	6	to	to	PART
fumecheng-12797	271	7	assess	assess	VERB
fumecheng-12797	271	8	the	the	DET
fumecheng-12797	271	9	effect	effect	NOUN
fumecheng-12797	271	10	of	of	ADP
fumecheng-12797	271	11	these	these	DET
fumecheng-12797	271	12	adjusted	adjust	VERB
fumecheng-12797	271	13	parameters	parameter	NOUN
fumecheng-12797	271	14	on	on	ADP
fumecheng-12797	271	15	weld	weld	NOUN
fumecheng-12797	271	16	strength	strength	NOUN
fumecheng-12797	271	17	and	and	CCONJ
fumecheng-12797	271	18	dependability	dependability	NOUN
fumecheng-12797	271	19	.	.	PUNCT
fumecheng-12797	272	1	this	this	DET
fumecheng-12797	272	2	systematic	systematic	ADJ
fumecheng-12797	272	3	approach	approach	NOUN
fumecheng-12797	272	4	facilitates	facilitate	VERB
fumecheng-12797	272	5	the	the	DET
fumecheng-12797	272	6	identification	identification	NOUN
fumecheng-12797	272	7	of	of	ADP
fumecheng-12797	272	8	optimal	optimal	ADJ
fumecheng-12797	272	9	welding	welding	NOUN
fumecheng-12797	272	10	conditions	condition	NOUN
fumecheng-12797	272	11	,	,	PUNCT
fumecheng-12797	272	12	enhancing	enhance	VERB
fumecheng-12797	272	13	the	the	DET
fumecheng-12797	272	14	industrial	industrial	ADJ
fumecheng-12797	272	15	applicability	applicability	NOUN
fumecheng-12797	272	16	of	of	ADP
fumecheng-12797	272	17	the	the	DET
fumecheng-12797	272	18	developed	develop	VERB
fumecheng-12797	272	19	models	model	NOUN
fumecheng-12797	272	20	and	and	CCONJ
fumecheng-12797	272	21	providing	provide	VERB
fumecheng-12797	272	22	a	a	DET
fumecheng-12797	272	23	reliable	reliable	ADJ
fumecheng-12797	272	24	framework	framework	NOUN
fumecheng-12797	272	25	for	for	ADP
fumecheng-12797	272	26	predicting	predict	VERB
fumecheng-12797	272	27	weld	weld	NOUN
fumecheng-12797	272	28	reliability	reliability	NOUN
fumecheng-12797	272	29	and	and	CCONJ
fumecheng-12797	272	30	optimizing	optimize	VERB
fumecheng-12797	272	31	welding	welding	NOUN
fumecheng-12797	272	32	parameters	parameter	NOUN
fumecheng-12797	272	33	.	.	PUNCT
fumecheng-12797	273	1	both	both	DET
fumecheng-12797	273	2	industry	industry	NOUN
fumecheng-12797	273	3	standards	standard	NOUN
fumecheng-12797	273	4	and	and	CCONJ
fumecheng-12797	273	5	previous	previous	ADJ
fumecheng-12797	273	6	research	research	NOUN
fumecheng-12797	273	7	informed	inform	VERB
fumecheng-12797	273	8	the	the	DET
fumecheng-12797	273	9	selection	selection	NOUN
fumecheng-12797	273	10	of	of	ADP
fumecheng-12797	273	11	weld	weld	NOUN
fumecheng-12797	273	12	currents	current	NOUN
fumecheng-12797	273	13	(	(	PUNCT
fumecheng-12797	273	14	60a	60a	NOUN
fumecheng-12797	273	15	,	,	PUNCT
fumecheng-12797	273	16	80a	80a	NOUN
fumecheng-12797	273	17	,	,	PUNCT
fumecheng-12797	273	18	100a	100a	NUM
fumecheng-12797	273	19	)	)	PUNCT
fumecheng-12797	273	20	.	.	PUNCT
fumecheng-12797	274	1	these	these	DET
fumecheng-12797	274	2	currents	current	NOUN
fumecheng-12797	274	3	are	be	AUX
fumecheng-12797	274	4	representative	representative	ADJ
fumecheng-12797	274	5	of	of	ADP
fumecheng-12797	274	6	typical	typical	ADJ
fumecheng-12797	274	7	settings	setting	NOUN
fumecheng-12797	274	8	used	use	VERB
fumecheng-12797	274	9	in	in	ADP
fumecheng-12797	274	10	tig	tig	NOUN
fumecheng-12797	274	11	welding	welding	NOUN
fumecheng-12797	274	12	,	,	PUNCT
fumecheng-12797	274	13	balancing	balance	VERB
fumecheng-12797	274	14	heat	heat	NOUN
fumecheng-12797	274	15	input	input	NOUN
fumecheng-12797	274	16	,	,	PUNCT
fumecheng-12797	274	17	and	and	CCONJ
fumecheng-12797	274	18	weld	weld	NOUN
fumecheng-12797	274	19	quality	quality	NOUN
fumecheng-12797	274	20	.	.	PUNCT
fumecheng-12797	275	1	dewan	dewan	PROPN
fumecheng-12797	275	2	et	et	PROPN
fumecheng-12797	275	3	al	al	PROPN
fumecheng-12797	275	4	.	.	PUNCT
fumecheng-12797	276	1	[	[	X
fumecheng-12797	276	2	2	2	X
fumecheng-12797	276	3	]	]	PUNCT
fumecheng-12797	276	4	highlighted	highlight	VERB
fumecheng-12797	276	5	the	the	DET
fumecheng-12797	276	6	significant	significant	ADJ
fumecheng-12797	276	7	impact	impact	NOUN
fumecheng-12797	276	8	of	of	ADP
fumecheng-12797	276	9	weld	weld	NOUN
fumecheng-12797	276	10	current	current	NOUN
fumecheng-12797	276	11	on	on	ADP
fumecheng-12797	276	12	the	the	DET
fumecheng-12797	276	13	tensile	tensile	NOUN
fumecheng-12797	276	14	strength	strength	NOUN
fumecheng-12797	276	15	of	of	ADP
fumecheng-12797	276	16	friction	friction	NOUN
fumecheng-12797	276	17	stir	stir	NOUN
fumecheng-12797	276	18	welds	weld	NOUN
fumecheng-12797	276	19	,	,	PUNCT
fumecheng-12797	276	20	supporting	support	VERB
fumecheng-12797	276	21	the	the	DET
fumecheng-12797	276	22	choice	choice	NOUN
fumecheng-12797	276	23	of	of	ADP
fumecheng-12797	276	24	these	these	DET
fumecheng-12797	276	25	currents	current	NOUN
fumecheng-12797	276	26	for	for	ADP
fumecheng-12797	276	27	achieving	achieve	VERB
fumecheng-12797	276	28	desirable	desirable	ADJ
fumecheng-12797	276	29	weld	weld	NOUN
fumecheng-12797	276	30	properties	property	NOUN
fumecheng-12797	276	31	.	.	PUNCT
fumecheng-12797	277	1	karthikeyan	karthikeyan	PROPN
fumecheng-12797	277	2	et	et	PROPN
fumecheng-12797	277	3	al	al	PROPN
fumecheng-12797	277	4	.	.	PUNCT
fumecheng-12797	278	1	[	[	X
fumecheng-12797	278	2	5	5	NUM
fumecheng-12797	278	3	]	]	PUNCT
fumecheng-12797	278	4	also	also	ADV
fumecheng-12797	278	5	noted	note	VERB
fumecheng-12797	278	6	that	that	SCONJ
fumecheng-12797	278	7	standard	standard	ADJ
fumecheng-12797	278	8	welding	welding	NOUN
fumecheng-12797	278	9	practices	practice	NOUN
fumecheng-12797	278	10	align	align	VERB
fumecheng-12797	278	11	with	with	ADP
fumecheng-12797	278	12	these	these	DET
fumecheng-12797	278	13	current	current	ADJ
fumecheng-12797	278	14	ranges	range	NOUN
fumecheng-12797	278	15	,	,	PUNCT
fumecheng-12797	278	16	demonstrating	demonstrate	VERB
fumecheng-12797	278	17	their	their	PRON
fumecheng-12797	278	18	relevance	relevance	NOUN
fumecheng-12797	278	19	for	for	ADP
fumecheng-12797	278	20	obtaining	obtain	VERB
fumecheng-12797	278	21	optimal	optimal	ADJ
fumecheng-12797	278	22	weld	weld	NOUN
fumecheng-12797	278	23	results	result	NOUN
fumecheng-12797	278	24	.	.	PUNCT
fumecheng-12797	279	1	the	the	DET
fumecheng-12797	279	2	weld	weld	NOUN
fumecheng-12797	279	3	speeds	speed	NOUN
fumecheng-12797	279	4	chosen	choose	VERB
fumecheng-12797	279	5	(	(	PUNCT
fumecheng-12797	279	6	1.17	1.17	NUM
fumecheng-12797	279	7	mm	mm	PROPN
fumecheng-12797	279	8	/	/	SYM
fumecheng-12797	279	9	s	s	PROPN
fumecheng-12797	279	10	,	,	PUNCT
fumecheng-12797	279	11	1.61	1.61	NUM
fumecheng-12797	279	12	mm	mm	NOUN
fumecheng-12797	279	13	/	/	SYM
fumecheng-12797	279	14	s	s	PROPN
fumecheng-12797	279	15	,	,	PUNCT
fumecheng-12797	279	16	3.25	3.25	NUM
fumecheng-12797	279	17	mm	mm	NOUN
fumecheng-12797	279	18	/	/	SYM
fumecheng-12797	279	19	s	s	NOUN
fumecheng-12797	279	20	)	)	PUNCT
fumecheng-12797	279	21	encompass	encompass	VERB
fumecheng-12797	279	22	a	a	DET
fumecheng-12797	279	23	range	range	NOUN
fumecheng-12797	279	24	that	that	PRON
fumecheng-12797	279	25	examines	examine	VERB
fumecheng-12797	279	26	both	both	CCONJ
fumecheng-12797	279	27	slow	slow	ADJ
fumecheng-12797	279	28	and	and	CCONJ
fumecheng-12797	279	29	fast	fast	ADJ
fumecheng-12797	279	30	welding	welding	NOUN
fumecheng-12797	279	31	conditions	condition	NOUN
fumecheng-12797	279	32	.	.	PUNCT
fumecheng-12797	280	1	preliminary	preliminary	ADJ
fumecheng-12797	280	2	experiments	experiment	NOUN
fumecheng-12797	280	3	and	and	CCONJ
fumecheng-12797	280	4	prior	prior	ADJ
fumecheng-12797	280	5	studies	study	NOUN
fumecheng-12797	280	6	guided	guide	VERB
fumecheng-12797	280	7	this	this	DET
fumecheng-12797	280	8	range	range	NOUN
fumecheng-12797	280	9	.	.	PUNCT
fumecheng-12797	281	1	for	for	ADP
fumecheng-12797	281	2	example	example	NOUN
fumecheng-12797	281	3	,	,	PUNCT
fumecheng-12797	281	4	choudhury	choudhury	PROPN
fumecheng-12797	281	5	et	et	PROPN
fumecheng-12797	281	6	al	al	PROPN
fumecheng-12797	281	7	.	.	PUNCT
fumecheng-12797	282	1	[	[	X
fumecheng-12797	282	2	4	4	X
fumecheng-12797	282	3	]	]	PUNCT
fumecheng-12797	282	4	used	use	VERB
fumecheng-12797	282	5	similar	similar	ADJ
fumecheng-12797	282	6	speeds	speed	NOUN
fumecheng-12797	282	7	in	in	ADP
fumecheng-12797	282	8	their	their	PRON
fumecheng-12797	282	9	study	study	NOUN
fumecheng-12797	282	10	of	of	ADP
fumecheng-12797	282	11	gtaw	gtaw	NOUN
fumecheng-12797	282	12	processes	process	NOUN
fumecheng-12797	282	13	,	,	PUNCT
fumecheng-12797	282	14	highlighting	highlight	VERB
fumecheng-12797	282	15	their	their	PRON
fumecheng-12797	282	16	impact	impact	NOUN
fumecheng-12797	282	17	on	on	ADP
fumecheng-12797	282	18	weld	weld	NOUN
fumecheng-12797	282	19	quality	quality	NOUN
fumecheng-12797	282	20	.	.	PUNCT
fumecheng-12797	283	1	moreover	moreover	ADV
fumecheng-12797	283	2	,	,	PUNCT
fumecheng-12797	283	3	sai	sai	PROPN
fumecheng-12797	283	4	et	et	PROPN
fumecheng-12797	283	5	al	al	PROPN
fumecheng-12797	283	6	.	.	PUNCT
fumecheng-12797	284	1	[	[	X
fumecheng-12797	284	2	6	6	NUM
fumecheng-12797	284	3	]	]	PUNCT
fumecheng-12797	284	4	found	find	VERB
fumecheng-12797	284	5	that	that	SCONJ
fumecheng-12797	284	6	such	such	ADJ
fumecheng-12797	284	7	speeds	speed	NOUN
fumecheng-12797	284	8	effectively	effectively	ADV
fumecheng-12797	284	9	influence	influence	VERB
fumecheng-12797	284	10	the	the	DET
fumecheng-12797	284	11	mechanical	mechanical	ADJ
fumecheng-12797	284	12	properties	property	NOUN
fumecheng-12797	284	13	and	and	CCONJ
fumecheng-12797	284	14	surface	surface	NOUN
fumecheng-12797	284	15	quality	quality	NOUN
fumecheng-12797	284	16	in	in	ADP
fumecheng-12797	284	17	friction	friction	NOUN
fumecheng-12797	284	18	stir	stir	NOUN
fumecheng-12797	284	19	welding	welding	NOUN
fumecheng-12797	284	20	,	,	PUNCT
fumecheng-12797	284	21	reinforcing	reinforce	VERB
fumecheng-12797	284	22	the	the	DET
fumecheng-12797	284	23	appropriateness	appropriateness	NOUN
fumecheng-12797	284	24	of	of	ADP
fumecheng-12797	284	25	these	these	DET
fumecheng-12797	284	26	chosen	choose	VERB
fumecheng-12797	284	27	speeds	speed	NOUN
fumecheng-12797	284	28	.	.	PUNCT
fumecheng-12797	285	1	the	the	DET
fumecheng-12797	285	2	selected	select	VERB
fumecheng-12797	285	3	weld	weld	NOUN
fumecheng-12797	285	4	angles	angle	NOUN
fumecheng-12797	285	5	(	(	PUNCT
fumecheng-12797	285	6	55º	55º	NOUN
fumecheng-12797	285	7	,	,	PUNCT
fumecheng-12797	285	8	60º	60º	NUM
fumecheng-12797	285	9	,	,	PUNCT
fumecheng-12797	285	10	65º	65º	NOUN
fumecheng-12797	285	11	)	)	PUNCT
fumecheng-12797	285	12	are	be	AUX
fumecheng-12797	285	13	based	base	VERB
fumecheng-12797	285	14	on	on	ADP
fumecheng-12797	285	15	standard	standard	ADJ
fumecheng-12797	285	16	industry	industry	NOUN
fumecheng-12797	285	17	practices	practice	NOUN
fumecheng-12797	285	18	and	and	CCONJ
fumecheng-12797	285	19	relevant	relevant	ADJ
fumecheng-12797	285	20	research	research	NOUN
fumecheng-12797	285	21	.	.	PUNCT
fumecheng-12797	286	1	these	these	DET
fumecheng-12797	286	2	angles	angle	NOUN
fumecheng-12797	286	3	cover	cover	VERB
fumecheng-12797	286	4	a	a	DET
fumecheng-12797	286	5	range	range	NOUN
fumecheng-12797	286	6	that	that	PRON
fumecheng-12797	286	7	is	be	AUX
fumecheng-12797	286	8	commonly	commonly	ADV
fumecheng-12797	286	9	used	use	VERB
fumecheng-12797	286	10	for	for	ADP
fumecheng-12797	286	11	achieving	achieve	VERB
fumecheng-12797	286	12	optimal	optimal	ADJ
fumecheng-12797	286	13	weld	weld	NOUN
fumecheng-12797	286	14	penetration	penetration	NOUN
fumecheng-12797	286	15	and	and	CCONJ
fumecheng-12797	286	16	bead	bead	VERB
fumecheng-12797	286	17	formation	formation	NOUN
fumecheng-12797	286	18	.	.	PUNCT
fumecheng-12797	287	1	omoya	omoya	NOUN
fumecheng-12797	287	2	et	et	PROPN
fumecheng-12797	287	3	al	al	PROPN
fumecheng-12797	287	4	.	.	PUNCT
fumecheng-12797	288	1	[	[	X
fumecheng-12797	288	2	12	12	NUM
fumecheng-12797	288	3	]	]	PUNCT
fumecheng-12797	288	4	demonstrated	demonstrate	VERB
fumecheng-12797	288	5	the	the	DET
fumecheng-12797	288	6	significant	significant	ADJ
fumecheng-12797	288	7	influence	influence	NOUN
fumecheng-12797	288	8	of	of	ADP
fumecheng-12797	288	9	weld	weld	NOUN
fumecheng-12797	288	10	angles	angle	NOUN
fumecheng-12797	288	11	on	on	ADP
fumecheng-12797	288	12	mechanical	mechanical	ADJ
fumecheng-12797	288	13	properties	property	NOUN
fumecheng-12797	288	14	and	and	CCONJ
fumecheng-12797	288	15	reliability	reliability	NOUN
fumecheng-12797	288	16	,	,	PUNCT
fumecheng-12797	288	17	justifying	justify	VERB
fumecheng-12797	288	18	the	the	DET
fumecheng-12797	288	19	choice	choice	NOUN
fumecheng-12797	288	20	of	of	ADP
fumecheng-12797	288	21	reliability	reliability	NOUN
fumecheng-12797	288	22	prediction	prediction	NOUN
fumecheng-12797	288	23	and	and	CCONJ
fumecheng-12797	288	24	process	process	NOUN
fumecheng-12797	288	25	parameter	parameter	NOUN
fumecheng-12797	288	26	optimization	optimization	NOUN
fumecheng-12797	288	27	of	of	ADP
fumecheng-12797	288	28	welded	weld	VERB
fumecheng-12797	288	29	joints	joint	NOUN
fumecheng-12797	288	30	:	:	PUNCT
fumecheng-12797	288	31	artificial	artificial	ADJ
fumecheng-12797	288	32	neural	neural	ADJ
fumecheng-12797	288	33	network	network	NOUN
fumecheng-12797	288	34	...	...	PUNCT
fumecheng-12797	288	35	955	955	NUM
fumecheng-12797	288	36	these	these	DET
fumecheng-12797	288	37	angles	angle	NOUN
fumecheng-12797	288	38	for	for	ADP
fumecheng-12797	288	39	the	the	DET
fumecheng-12797	288	40	study	study	NOUN
fumecheng-12797	288	41	.	.	PUNCT
fumecheng-12797	289	1	sasindran	sasindran	VERB
fumecheng-12797	289	2	et	et	PROPN
fumecheng-12797	289	3	al	al	PROPN
fumecheng-12797	289	4	.	.	PUNCT
fumecheng-12797	290	1	[	[	X
fumecheng-12797	290	2	8	8	NUM
fumecheng-12797	290	3	]	]	PUNCT
fumecheng-12797	290	4	also	also	ADV
fumecheng-12797	290	5	supported	support	VERB
fumecheng-12797	290	6	these	these	DET
fumecheng-12797	290	7	angles	angle	NOUN
fumecheng-12797	290	8	in	in	ADP
fumecheng-12797	290	9	their	their	PRON
fumecheng-12797	290	10	research	research	NOUN
fumecheng-12797	290	11	on	on	ADP
fumecheng-12797	290	12	milling	mill	VERB
fumecheng-12797	290	13	parameters	parameter	NOUN
fumecheng-12797	290	14	,	,	PUNCT
fumecheng-12797	290	15	indicating	indicate	VERB
fumecheng-12797	290	16	their	their	PRON
fumecheng-12797	290	17	effectiveness	effectiveness	NOUN
fumecheng-12797	290	18	in	in	ADP
fumecheng-12797	290	19	ensuring	ensure	VERB
fumecheng-12797	290	20	consistent	consistent	ADJ
fumecheng-12797	290	21	weld	weld	NOUN
fumecheng-12797	290	22	quality	quality	NOUN
fumecheng-12797	290	23	.	.	PUNCT
fumecheng-12797	291	1	4	4	X
fumecheng-12797	291	2	.	.	X
fumecheng-12797	291	3	experimental	experimental	ADJ
fumecheng-12797	291	4	work	work	NOUN
fumecheng-12797	291	5	mild	mild	ADJ
fumecheng-12797	291	6	steel	steel	NOUN
fumecheng-12797	291	7	material	material	NOUN
fumecheng-12797	291	8	was	be	AUX
fumecheng-12797	291	9	taken	take	VERB
fumecheng-12797	291	10	into	into	ADP
fumecheng-12797	291	11	consideration	consideration	NOUN
fumecheng-12797	291	12	as	as	SCONJ
fumecheng-12797	291	13	it	it	PRON
fumecheng-12797	291	14	is	be	AUX
fumecheng-12797	291	15	used	use	VERB
fumecheng-12797	291	16	widely	widely	ADV
fumecheng-12797	291	17	in	in	ADP
fumecheng-12797	291	18	various	various	ADJ
fumecheng-12797	291	19	industrial	industrial	ADJ
fumecheng-12797	291	20	sites	site	NOUN
fumecheng-12797	291	21	and	and	CCONJ
fumecheng-12797	291	22	for	for	ADP
fumecheng-12797	291	23	various	various	ADJ
fumecheng-12797	291	24	purposes	purpose	NOUN
fumecheng-12797	291	25	.	.	PUNCT
fumecheng-12797	292	1	the	the	DET
fumecheng-12797	292	2	acquired	acquire	VERB
fumecheng-12797	292	3	workpieces	workpiece	NOUN
fumecheng-12797	292	4	are	be	AUX
fumecheng-12797	292	5	cuboidal	cuboidal	ADJ
fumecheng-12797	292	6	in	in	ADP
fumecheng-12797	292	7	shape	shape	NOUN
fumecheng-12797	292	8	,	,	PUNCT
fumecheng-12797	292	9	proving	prove	VERB
fumecheng-12797	292	10	difficult	difficult	ADJ
fumecheng-12797	292	11	to	to	PART
fumecheng-12797	292	12	conduce	conduce	VERB
fumecheng-12797	292	13	properly	properly	ADV
fumecheng-12797	292	14	during	during	ADP
fumecheng-12797	292	15	welding	welding	NOUN
fumecheng-12797	292	16	.	.	PUNCT
fumecheng-12797	293	1	to	to	PART
fumecheng-12797	293	2	overcome	overcome	VERB
fumecheng-12797	293	3	this	this	PRON
fumecheng-12797	293	4	,	,	PUNCT
fumecheng-12797	293	5	one	one	NUM
fumecheng-12797	293	6	side	side	NOUN
fumecheng-12797	293	7	of	of	ADP
fumecheng-12797	293	8	each	each	DET
fumecheng-12797	293	9	parent	parent	NOUN
fumecheng-12797	293	10	metal	metal	NOUN
fumecheng-12797	293	11	is	be	AUX
fumecheng-12797	293	12	grooved	groove	VERB
fumecheng-12797	293	13	at	at	ADP
fumecheng-12797	293	14	an	an	DET
fumecheng-12797	293	15	angle	angle	NOUN
fumecheng-12797	293	16	of	of	ADP
fumecheng-12797	293	17	30	30	NUM
fumecheng-12797	293	18	°	°	NOUN
fumecheng-12797	293	19	,	,	PUNCT
fumecheng-12797	293	20	which	which	PRON
fumecheng-12797	293	21	favours	favour	VERB
fumecheng-12797	293	22	the	the	DET
fumecheng-12797	293	23	double	double	ADJ
fumecheng-12797	293	24	-	-	PUNCT
fumecheng-12797	293	25	butt	butt	NOUN
fumecheng-12797	293	26	joint	joint	ADJ
fumecheng-12797	293	27	welding	welding	NOUN
fumecheng-12797	293	28	of	of	ADP
fumecheng-12797	293	29	groove	groove	NOUN
fumecheng-12797	293	30	angle	angle	NOUN
fumecheng-12797	293	31	of	of	ADP
fumecheng-12797	293	32	60	60	NUM
fumecheng-12797	293	33	°	°	NOUN
fumecheng-12797	293	34	(	(	PUNCT
fumecheng-12797	293	35	as	as	SCONJ
fumecheng-12797	293	36	planned	plan	VERB
fumecheng-12797	293	37	)	)	PUNCT
fumecheng-12797	293	38	.	.	PUNCT
fumecheng-12797	294	1	before	before	ADP
fumecheng-12797	294	2	the	the	DET
fumecheng-12797	294	3	grooving	grooving	NOUN
fumecheng-12797	294	4	process	process	NOUN
fumecheng-12797	294	5	,	,	PUNCT
fumecheng-12797	294	6	the	the	DET
fumecheng-12797	294	7	workpieces	workpiece	NOUN
fumecheng-12797	294	8	were	be	AUX
fumecheng-12797	294	9	made	make	VERB
fumecheng-12797	294	10	smooth	smooth	ADJ
fumecheng-12797	294	11	and	and	CCONJ
fumecheng-12797	294	12	precise	precise	ADJ
fumecheng-12797	294	13	to	to	ADP
fumecheng-12797	294	14	the	the	DET
fumecheng-12797	294	15	dimensions	dimension	NOUN
fumecheng-12797	294	16	using	use	VERB
fumecheng-12797	294	17	the	the	DET
fumecheng-12797	294	18	surface	surface	NOUN
fumecheng-12797	294	19	grinding	grinding	NOUN
fumecheng-12797	294	20	process	process	NOUN
fumecheng-12797	294	21	.	.	PUNCT
fumecheng-12797	295	1	the	the	DET
fumecheng-12797	295	2	final	final	ADJ
fumecheng-12797	295	3	dimensions	dimension	NOUN
fumecheng-12797	295	4	of	of	ADP
fumecheng-12797	295	5	the	the	DET
fumecheng-12797	295	6	workpieces	workpiece	NOUN
fumecheng-12797	295	7	were	be	AUX
fumecheng-12797	295	8	50×30×10	50×30×10	NUM
fumecheng-12797	295	9	mm	mm	NOUN
fumecheng-12797	295	10	.	.	PUNCT
fumecheng-12797	296	1	the	the	DET
fumecheng-12797	296	2	workpieces	workpiece	NOUN
fumecheng-12797	296	3	were	be	AUX
fumecheng-12797	296	4	then	then	ADV
fumecheng-12797	296	5	chamfered	chamfer	VERB
fumecheng-12797	296	6	using	use	VERB
fumecheng-12797	296	7	the	the	DET
fumecheng-12797	296	8	vertical	vertical	ADJ
fumecheng-12797	296	9	milling	mill	VERB
fumecheng-12797	296	10	machine	machine	NOUN
fumecheng-12797	296	11	using	use	VERB
fumecheng-12797	296	12	a	a	DET
fumecheng-12797	296	13	30	30	NUM
fumecheng-12797	296	14	°	°	NUM
fumecheng-12797	296	15	tool	tool	NOUN
fumecheng-12797	296	16	.	.	PUNCT
fumecheng-12797	297	1	with	with	ADP
fumecheng-12797	297	2	the	the	DET
fumecheng-12797	297	3	implementation	implementation	NOUN
fumecheng-12797	297	4	of	of	ADP
fumecheng-12797	297	5	the	the	DET
fumecheng-12797	297	6	doe	doe	NOUN
fumecheng-12797	297	7	,	,	PUNCT
fumecheng-12797	297	8	it	it	PRON
fumecheng-12797	297	9	was	be	AUX
fumecheng-12797	297	10	decided	decide	VERB
fumecheng-12797	297	11	to	to	PART
fumecheng-12797	297	12	use	use	VERB
fumecheng-12797	297	13	the	the	DET
fumecheng-12797	297	14	variation	variation	NOUN
fumecheng-12797	297	15	of	of	ADP
fumecheng-12797	297	16	three	three	NUM
fumecheng-12797	297	17	welding	welding	NOUN
fumecheng-12797	297	18	parameters	parameter	NOUN
fumecheng-12797	297	19	,	,	PUNCT
fumecheng-12797	297	20	namely	namely	ADV
fumecheng-12797	297	21	,	,	PUNCT
fumecheng-12797	297	22	weld	weld	NOUN
fumecheng-12797	297	23	current	current	ADJ
fumecheng-12797	297	24	,	,	PUNCT
fumecheng-12797	297	25	weld	weld	NOUN
fumecheng-12797	297	26	speed	speed	NOUN
fumecheng-12797	297	27	,	,	PUNCT
fumecheng-12797	297	28	and	and	CCONJ
fumecheng-12797	297	29	weld	weld	NOUN
fumecheng-12797	297	30	angle	angle	NOUN
fumecheng-12797	297	31	,	,	PUNCT
fumecheng-12797	297	32	to	to	PART
fumecheng-12797	297	33	ensure	ensure	VERB
fumecheng-12797	297	34	the	the	DET
fumecheng-12797	297	35	complete	complete	ADJ
fumecheng-12797	297	36	diversity	diversity	NOUN
fumecheng-12797	297	37	in	in	ADP
fumecheng-12797	297	38	the	the	DET
fumecheng-12797	297	39	final	final	ADJ
fumecheng-12797	297	40	weld	weld	NOUN
fumecheng-12797	297	41	strength	strength	NOUN
fumecheng-12797	297	42	values	value	NOUN
fumecheng-12797	297	43	because	because	SCONJ
fumecheng-12797	297	44	of	of	ADP
fumecheng-12797	297	45	the	the	DET
fumecheng-12797	297	46	parameter	parameter	NOUN
fumecheng-12797	297	47	variations	variation	NOUN
fumecheng-12797	297	48	.	.	PUNCT
fumecheng-12797	298	1	the	the	DET
fumecheng-12797	298	2	weld	weld	NOUN
fumecheng-12797	298	3	current	current	NOUN
fumecheng-12797	298	4	varied	varied	ADJ
fumecheng-12797	298	5	from	from	ADP
fumecheng-12797	298	6	60a	60a	NOUN
fumecheng-12797	298	7	to	to	ADP
fumecheng-12797	298	8	80a	80a	NOUN
fumecheng-12797	298	9	and	and	CCONJ
fumecheng-12797	298	10	100a	100a	NOUN
fumecheng-12797	298	11	,	,	PUNCT
fumecheng-12797	298	12	which	which	PRON
fumecheng-12797	298	13	are	be	AUX
fumecheng-12797	298	14	the	the	DET
fumecheng-12797	298	15	industry	industry	NOUN
fumecheng-12797	298	16	’s	’s	PART
fumecheng-12797	298	17	commonly	commonly	ADV
fumecheng-12797	298	18	used	use	VERB
fumecheng-12797	298	19	ranges	range	NOUN
fumecheng-12797	298	20	of	of	ADP
fumecheng-12797	298	21	weld	weld	NOUN
fumecheng-12797	298	22	current	current	ADJ
fumecheng-12797	298	23	.	.	PUNCT
fumecheng-12797	299	1	the	the	DET
fumecheng-12797	299	2	welded	weld	VERB
fumecheng-12797	299	3	angle	angle	NOUN
fumecheng-12797	299	4	was	be	AUX
fumecheng-12797	299	5	noted	note	VERB
fumecheng-12797	299	6	to	to	PART
fumecheng-12797	299	7	be	be	AUX
fumecheng-12797	299	8	60	60	NUM
fumecheng-12797	299	9	°	°	NOUN
fumecheng-12797	299	10	as	as	ADP
fumecheng-12797	299	11	a	a	DET
fumecheng-12797	299	12	standard	standard	ADJ
fumecheng-12797	299	13	usage	usage	NOUN
fumecheng-12797	299	14	;	;	PUNCT
fumecheng-12797	299	15	hence	hence	ADV
fumecheng-12797	299	16	,	,	PUNCT
fumecheng-12797	299	17	to	to	PART
fumecheng-12797	299	18	bring	bring	VERB
fumecheng-12797	299	19	in	in	ADP
fumecheng-12797	299	20	a	a	DET
fumecheng-12797	299	21	variation	variation	NOUN
fumecheng-12797	299	22	,	,	PUNCT
fumecheng-12797	299	23	three	three	NUM
fumecheng-12797	299	24	weld	weld	NOUN
fumecheng-12797	299	25	angles	angle	NOUN
fumecheng-12797	299	26	,	,	PUNCT
fumecheng-12797	299	27	55	55	NUM
fumecheng-12797	299	28	°	°	NOUN
fumecheng-12797	299	29	,	,	PUNCT
fumecheng-12797	299	30	60	60	NUM
fumecheng-12797	299	31	°	°	NUM
fumecheng-12797	299	32	,	,	PUNCT
fumecheng-12797	299	33	and	and	CCONJ
fumecheng-12797	299	34	65	65	NUM
fumecheng-12797	299	35	°	°	NOUN
fumecheng-12797	299	36	,	,	PUNCT
fumecheng-12797	299	37	were	be	AUX
fumecheng-12797	299	38	considered	consider	VERB
fumecheng-12797	299	39	and	and	CCONJ
fumecheng-12797	299	40	used	use	VERB
fumecheng-12797	299	41	for	for	ADP
fumecheng-12797	299	42	welding	weld	VERB
fumecheng-12797	299	43	accordingly	accordingly	ADV
fumecheng-12797	299	44	.	.	PUNCT
fumecheng-12797	300	1	the	the	DET
fumecheng-12797	300	2	final	final	ADJ
fumecheng-12797	300	3	parameter	parameter	NOUN
fumecheng-12797	300	4	was	be	AUX
fumecheng-12797	300	5	the	the	DET
fumecheng-12797	300	6	weld	weld	NOUN
fumecheng-12797	300	7	speed	speed	NOUN
fumecheng-12797	300	8	.	.	PUNCT
fumecheng-12797	301	1	to	to	PART
fumecheng-12797	301	2	bring	bring	VERB
fumecheng-12797	301	3	in	in	ADP
fumecheng-12797	301	4	variation	variation	NOUN
fumecheng-12797	301	5	,	,	PUNCT
fumecheng-12797	301	6	three	three	NUM
fumecheng-12797	301	7	weld	weld	NOUN
fumecheng-12797	301	8	speeds	speed	NOUN
fumecheng-12797	301	9	had	have	VERB
fumecheng-12797	301	10	to	to	PART
fumecheng-12797	301	11	be	be	AUX
fumecheng-12797	301	12	considered	consider	VERB
fumecheng-12797	301	13	where	where	SCONJ
fumecheng-12797	301	14	the	the	DET
fumecheng-12797	301	15	welds	weld	NOUN
fumecheng-12797	301	16	were	be	AUX
fumecheng-12797	301	17	made	make	VERB
fumecheng-12797	301	18	in	in	ADP
fumecheng-12797	301	19	three	three	NUM
fumecheng-12797	301	20	specific	specific	ADJ
fumecheng-12797	301	21	durations	duration	NOUN
fumecheng-12797	301	22	of	of	ADP
fumecheng-12797	301	23	time	time	NOUN
fumecheng-12797	301	24	,	,	PUNCT
fumecheng-12797	301	25	which	which	PRON
fumecheng-12797	301	26	were	be	AUX
fumecheng-12797	301	27	calculated	calculate	VERB
fumecheng-12797	301	28	with	with	ADP
fumecheng-12797	301	29	the	the	DET
fumecheng-12797	301	30	help	help	NOUN
fumecheng-12797	301	31	of	of	ADP
fumecheng-12797	301	32	a	a	DET
fumecheng-12797	301	33	stopwatch	stopwatch	NOUN
fumecheng-12797	301	34	.	.	PUNCT
fumecheng-12797	302	1	it	it	PRON
fumecheng-12797	302	2	was	be	AUX
fumecheng-12797	302	3	employed	employ	VERB
fumecheng-12797	302	4	to	to	PART
fumecheng-12797	302	5	find	find	VERB
fumecheng-12797	302	6	out	out	ADP
fumecheng-12797	302	7	the	the	DET
fumecheng-12797	302	8	three	three	NUM
fumecheng-12797	302	9	weld	weld	NOUN
fumecheng-12797	302	10	speeds	speed	NOUN
fumecheng-12797	302	11	using	use	VERB
fumecheng-12797	302	12	the	the	DET
fumecheng-12797	302	13	distance	distance	NOUN
fumecheng-12797	302	14	-	-	PUNCT
fumecheng-12797	302	15	speed	speed	NOUN
fumecheng-12797	302	16	relation	relation	NOUN
fumecheng-12797	302	17	and	and	CCONJ
fumecheng-12797	302	18	derived	derive	VERB
fumecheng-12797	302	19	as	as	ADP
fumecheng-12797	302	20	1.17mm	1.17mm	NUM
fumecheng-12797	302	21	/	/	SYM
fumecheng-12797	302	22	s	s	NOUN
fumecheng-12797	302	23	,	,	PUNCT
fumecheng-12797	302	24	1.61mm	1.61mm	NUM
fumecheng-12797	302	25	/	/	SYM
fumecheng-12797	302	26	s	s	PROPN
fumecheng-12797	302	27	,	,	PUNCT
fumecheng-12797	302	28	and	and	CCONJ
fumecheng-12797	302	29	3.25mm	3.25mm	NUM
fumecheng-12797	302	30	/	/	SYM
fumecheng-12797	302	31	s.	s.	PROPN
fumecheng-12797	302	32	the	the	DET
fumecheng-12797	302	33	arc	arc	NOUN
fumecheng-12797	302	34	welding	welding	NOUN
fumecheng-12797	302	35	process	process	NOUN
fumecheng-12797	302	36	was	be	AUX
fumecheng-12797	302	37	used	use	VERB
fumecheng-12797	302	38	for	for	ADP
fumecheng-12797	302	39	the	the	DET
fumecheng-12797	302	40	double	double	ADJ
fumecheng-12797	302	41	butt	butt	NOUN
fumecheng-12797	302	42	-	-	PUNCT
fumecheng-12797	302	43	welding	welding	NOUN
fumecheng-12797	302	44	joint	joint	NOUN
fumecheng-12797	302	45	for	for	ADP
fumecheng-12797	302	46	each	each	DET
fumecheng-12797	302	47	pair	pair	NOUN
fumecheng-12797	302	48	of	of	ADP
fumecheng-12797	302	49	cuboidal	cuboidal	ADJ
fumecheng-12797	302	50	workpieces	workpiece	NOUN
fumecheng-12797	302	51	.	.	PUNCT
fumecheng-12797	303	1	tensile	tensile	NOUN
fumecheng-12797	303	2	strength	strength	NOUN
fumecheng-12797	303	3	testing	testing	NOUN
fumecheng-12797	303	4	was	be	AUX
fumecheng-12797	303	5	done	do	VERB
fumecheng-12797	303	6	on	on	ADP
fumecheng-12797	303	7	the	the	DET
fumecheng-12797	303	8	27	27	NUM
fumecheng-12797	303	9	welded	weld	VERB
fumecheng-12797	303	10	joints	joint	NOUN
fumecheng-12797	303	11	after	after	ADP
fumecheng-12797	303	12	welding	weld	VERB
fumecheng-12797	303	13	according	accord	VERB
fumecheng-12797	303	14	to	to	ADP
fumecheng-12797	303	15	the	the	DET
fumecheng-12797	303	16	l27	l27	ADJ
fumecheng-12797	303	17	doe	doe	NOUN
fumecheng-12797	303	18	array	array	NOUN
fumecheng-12797	303	19	.	.	PUNCT
fumecheng-12797	304	1	during	during	ADP
fumecheng-12797	304	2	the	the	DET
fumecheng-12797	304	3	process	process	NOUN
fumecheng-12797	304	4	,	,	PUNCT
fumecheng-12797	304	5	the	the	DET
fumecheng-12797	304	6	time	time	NOUN
fumecheng-12797	304	7	to	to	ADP
fumecheng-12797	304	8	failure	failure	NOUN
fumecheng-12797	304	9	of	of	ADP
fumecheng-12797	304	10	each	each	DET
fumecheng-12797	304	11	sample	sample	NOUN
fumecheng-12797	304	12	was	be	AUX
fumecheng-12797	304	13	taken	take	VERB
fumecheng-12797	304	14	using	use	VERB
fumecheng-12797	304	15	a	a	DET
fumecheng-12797	304	16	stopwatch	stopwatch	NOUN
fumecheng-12797	304	17	.	.	PUNCT
fumecheng-12797	305	1	fig	fig	NOUN
fumecheng-12797	305	2	.	.	PUNCT
fumecheng-12797	306	1	1(a	1(a	NUM
fumecheng-12797	306	2	)	)	PUNCT
fumecheng-12797	306	3	shows	show	VERB
fumecheng-12797	306	4	the	the	DET
fumecheng-12797	306	5	27	27	NUM
fumecheng-12797	306	6	mild	mild	ADJ
fumecheng-12797	306	7	steel	steel	NOUN
fumecheng-12797	306	8	weld	weld	NOUN
fumecheng-12797	306	9	specimens	specimen	NOUN
fumecheng-12797	306	10	that	that	PRON
fumecheng-12797	306	11	were	be	AUX
fumecheng-12797	306	12	welded	weld	VERB
fumecheng-12797	306	13	according	accord	VERB
fumecheng-12797	306	14	to	to	ADP
fumecheng-12797	306	15	the	the	DET
fumecheng-12797	306	16	27	27	NUM
fumecheng-12797	306	17	trials	trial	NOUN
fumecheng-12797	306	18	generated	generate	VERB
fumecheng-12797	306	19	while	while	SCONJ
fumecheng-12797	306	20	fig	fig	NOUN
fumecheng-12797	306	21	.	.	PUNCT
fumecheng-12797	307	1	1(b	1(b	NUM
fumecheng-12797	307	2	)	)	PUNCT
fumecheng-12797	307	3	represents	represent	VERB
fumecheng-12797	307	4	the	the	DET
fumecheng-12797	307	5	welded	weld	VERB
fumecheng-12797	307	6	specimens	specimen	NOUN
fumecheng-12797	307	7	loaded	load	VERB
fumecheng-12797	307	8	for	for	ADP
fumecheng-12797	307	9	tensile	tensile	NOUN
fumecheng-12797	307	10	testing	testing	NOUN
fumecheng-12797	307	11	.	.	PUNCT
fumecheng-12797	308	1	fig	fig	NOUN
fumecheng-12797	308	2	.	.	PUNCT
fumecheng-12797	309	1	1	1	NUM
fumecheng-12797	309	2	welding	welding	NOUN
fumecheng-12797	309	3	results	result	NOUN
fumecheng-12797	309	4	according	accord	VERB
fumecheng-12797	309	5	to	to	ADP
fumecheng-12797	309	6	the	the	DET
fumecheng-12797	309	7	27	27	NUM
fumecheng-12797	309	8	trials	trial	NOUN
fumecheng-12797	309	9	generated	generate	VERB
fumecheng-12797	309	10	956	956	NUM
fumecheng-12797	309	11	j.	j.	PROPN
fumecheng-12797	309	12	gokulachandran	gokulachandran	PROPN
fumecheng-12797	309	13	,	,	PUNCT
fumecheng-12797	309	14	m.	m.	NOUN
fumecheng-12797	309	15	thenarasu	thenarasu	PROPN
fumecheng-12797	309	16	,	,	PUNCT
fumecheng-12797	309	17	b.	b.	PROPN
fumecheng-12797	309	18	pothkanoori	pothkanoori	PROPN
fumecheng-12797	309	19	,	,	PUNCT
fumecheng-12797	309	20	et	et	PROPN
fumecheng-12797	309	21	al	al	PROPN
fumecheng-12797	309	22	.	.	PUNCT
fumecheng-12797	310	1	after	after	ADP
fumecheng-12797	310	2	acquiring	acquire	VERB
fumecheng-12797	310	3	the	the	DET
fumecheng-12797	310	4	values	value	NOUN
fumecheng-12797	310	5	of	of	ADP
fumecheng-12797	310	6	failure	failure	NOUN
fumecheng-12797	310	7	time(s	time(s	NOUN
fumecheng-12797	310	8	)	)	PUNCT
fumecheng-12797	310	9	,	,	PUNCT
fumecheng-12797	310	10	the	the	DET
fumecheng-12797	310	11	reliability	reliability	NOUN
fumecheng-12797	310	12	values	value	NOUN
fumecheng-12797	310	13	of	of	ADP
fumecheng-12797	310	14	the	the	DET
fumecheng-12797	310	15	welded	weld	VERB
fumecheng-12797	310	16	joint	joint	ADJ
fumecheng-12797	310	17	samples	sample	NOUN
fumecheng-12797	310	18	were	be	AUX
fumecheng-12797	310	19	computed	compute	VERB
fumecheng-12797	310	20	using	use	VERB
fumecheng-12797	310	21	the	the	DET
fumecheng-12797	310	22	conventional	conventional	ADJ
fumecheng-12797	310	23	reliability	reliability	NOUN
fumecheng-12797	310	24	formula	formula	NOUN
fumecheng-12797	310	25	so	so	SCONJ
fumecheng-12797	310	26	that	that	SCONJ
fumecheng-12797	310	27	the	the	DET
fumecheng-12797	310	28	values	value	NOUN
fumecheng-12797	310	29	predicted	predict	VERB
fumecheng-12797	310	30	via	via	ADP
fumecheng-12797	310	31	ann	ann	PROPN
fumecheng-12797	310	32	and	and	CCONJ
fumecheng-12797	310	33	fl	fl	PROPN
fumecheng-12797	310	34	could	could	AUX
fumecheng-12797	310	35	be	be	AUX
fumecheng-12797	310	36	compared	compare	VERB
fumecheng-12797	310	37	and	and	CCONJ
fumecheng-12797	310	38	trained	train	VERB
fumecheng-12797	310	39	accordingly	accordingly	ADV
fumecheng-12797	310	40	.	.	PUNCT
fumecheng-12797	311	1	the	the	DET
fumecheng-12797	311	2	reliability	reliability	NOUN
fumecheng-12797	311	3	formula	formula	NOUN
fumecheng-12797	311	4	is	be	AUX
fumecheng-12797	311	5	given	give	VERB
fumecheng-12797	311	6	by	by	ADP
fumecheng-12797	311	7	eq	eq	PROPN
fumecheng-12797	311	8	.	.	PUNCT
fumecheng-12797	312	1	(	(	PUNCT
fumecheng-12797	312	2	1	1	NUM
fumecheng-12797	312	3	):	):	PUNCT
fumecheng-12797	312	4	𝑅(𝑡	𝑅(𝑡	NUM
fumecheng-12797	312	5	)	)	PUNCT
fumecheng-12797	312	6	=	=	PUNCT
fumecheng-12797	312	7	𝑒(−	𝑒(−	X
fumecheng-12797	312	8	𝑡	𝑡	PROPN
fumecheng-12797	312	9	𝜃	𝜃	NOUN
fumecheng-12797	312	10	)	)	PUNCT
fumecheng-12797	312	11	𝛽	𝛽	NOUN
fumecheng-12797	312	12	,	,	PUNCT
fumecheng-12797	312	13	(	(	PUNCT
fumecheng-12797	312	14	1	1	X
fumecheng-12797	312	15	)	)	PUNCT
fumecheng-12797	312	16	where	where	SCONJ
fumecheng-12797	312	17	𝜃	𝜃	NOUN
fumecheng-12797	312	18	,	,	PUNCT
fumecheng-12797	312	19	𝛽	𝛽	NOUN
fumecheng-12797	312	20	,	,	PUNCT
fumecheng-12797	312	21	and	and	CCONJ
fumecheng-12797	312	22	𝑡	𝑡	PRON
fumecheng-12797	312	23	stand	stand	VERB
fumecheng-12797	312	24	for	for	ADP
fumecheng-12797	312	25	the	the	DET
fumecheng-12797	312	26	scale	scale	NOUN
fumecheng-12797	312	27	factor	factor	NOUN
fumecheng-12797	312	28	,	,	PUNCT
fumecheng-12797	312	29	shape	shape	NOUN
fumecheng-12797	312	30	factor	factor	NOUN
fumecheng-12797	312	31	,	,	PUNCT
fumecheng-12797	312	32	and	and	CCONJ
fumecheng-12797	312	33	failure	failure	NOUN
fumecheng-12797	312	34	time	time	NOUN
fumecheng-12797	312	35	,	,	PUNCT
fumecheng-12797	312	36	respectively	respectively	ADV
fumecheng-12797	312	37	.	.	PUNCT
fumecheng-12797	313	1	a	a	DET
fumecheng-12797	313	2	weibull	weibull	NOUN
fumecheng-12797	313	3	distribution	distribution	NOUN
fumecheng-12797	313	4	is	be	AUX
fumecheng-12797	313	5	plotted	plot	VERB
fumecheng-12797	313	6	(	(	PUNCT
fumecheng-12797	313	7	fig	fig	NOUN
fumecheng-12797	313	8	.	.	NOUN
fumecheng-12797	314	1	2	2	X
fumecheng-12797	314	2	)	)	PUNCT
fumecheng-12797	314	3	using	use	VERB
fumecheng-12797	314	4	minitab	minitab	PROPN
fumecheng-12797	314	5	software	software	NOUN
fumecheng-12797	314	6	to	to	PART
fumecheng-12797	314	7	obtain	obtain	VERB
fumecheng-12797	314	8	the	the	DET
fumecheng-12797	314	9	shape	shape	NOUN
fumecheng-12797	314	10	and	and	CCONJ
fumecheng-12797	314	11	scale	scale	NOUN
fumecheng-12797	314	12	factors	factor	NOUN
fumecheng-12797	314	13	.	.	PUNCT
fumecheng-12797	315	1	the	the	DET
fumecheng-12797	315	2	obtained	obtain	VERB
fumecheng-12797	315	3	values	value	NOUN
fumecheng-12797	315	4	are	be	AUX
fumecheng-12797	315	5	used	use	VERB
fumecheng-12797	315	6	to	to	PART
fumecheng-12797	315	7	find	find	VERB
fumecheng-12797	315	8	the	the	DET
fumecheng-12797	315	9	reliability	reliability	NOUN
fumecheng-12797	315	10	values	value	NOUN
fumecheng-12797	315	11	for	for	ADP
fumecheng-12797	315	12	each	each	PRON
fumecheng-12797	315	13	of	of	ADP
fumecheng-12797	315	14	the	the	DET
fumecheng-12797	315	15	27	27	NUM
fumecheng-12797	315	16	welded	weld	VERB
fumecheng-12797	315	17	joints	joint	NOUN
fumecheng-12797	315	18	,	,	PUNCT
fumecheng-12797	315	19	as	as	SCONJ
fumecheng-12797	315	20	shown	show	VERB
fumecheng-12797	315	21	in	in	ADP
fumecheng-12797	315	22	table	table	NOUN
fumecheng-12797	315	23	2	2	NUM
fumecheng-12797	315	24	.	.	PUNCT
fumecheng-12797	315	25	fig	fig	NOUN
fumecheng-12797	315	26	.	.	PUNCT
fumecheng-12797	316	1	2	2	NUM
fumecheng-12797	316	2	is	be	AUX
fumecheng-12797	316	3	a	a	DET
fumecheng-12797	316	4	distribution	distribution	NOUN
fumecheng-12797	316	5	analysis	analysis	NOUN
fumecheng-12797	316	6	graph	graph	NOUN
fumecheng-12797	316	7	,	,	PUNCT
fumecheng-12797	316	8	showing	show	VERB
fumecheng-12797	316	9	the	the	DET
fumecheng-12797	316	10	relationship	relationship	NOUN
fumecheng-12797	316	11	between	between	ADP
fumecheng-12797	316	12	the	the	DET
fumecheng-12797	316	13	percentage	percentage	NOUN
fumecheng-12797	316	14	of	of	ADP
fumecheng-12797	316	15	a	a	DET
fumecheng-12797	316	16	population	population	NOUN
fumecheng-12797	316	17	(	(	PUNCT
fumecheng-12797	316	18	y	y	NOUN
fumecheng-12797	316	19	-	-	PUNCT
fumecheng-12797	316	20	axis	axis	NOUN
fumecheng-12797	316	21	)	)	PUNCT
fumecheng-12797	316	22	and	and	CCONJ
fumecheng-12797	316	23	a	a	DET
fumecheng-12797	316	24	particular	particular	ADJ
fumecheng-12797	316	25	variable	variable	NOUN
fumecheng-12797	316	26	(	(	PUNCT
fumecheng-12797	316	27	xaxis	xaxis	PROPN
fumecheng-12797	316	28	)	)	PUNCT
fumecheng-12797	316	29	.	.	PUNCT
fumecheng-12797	317	1	it	it	PRON
fumecheng-12797	317	2	is	be	AUX
fumecheng-12797	317	3	a	a	DET
fumecheng-12797	317	4	scatter	scatter	NOUN
fumecheng-12797	317	5	plot	plot	NOUN
fumecheng-12797	317	6	of	of	ADP
fumecheng-12797	317	7	the	the	DET
fumecheng-12797	317	8	data	data	NOUN
fumecheng-12797	317	9	points	point	NOUN
fumecheng-12797	317	10	,	,	PUNCT
fumecheng-12797	317	11	a	a	DET
fumecheng-12797	317	12	fitted	fit	VERB
fumecheng-12797	317	13	line	line	NOUN
fumecheng-12797	317	14	that	that	PRON
fumecheng-12797	317	15	represents	represent	VERB
fumecheng-12797	317	16	the	the	DET
fumecheng-12797	317	17	overall	overall	ADJ
fumecheng-12797	317	18	trend	trend	NOUN
fumecheng-12797	317	19	,	,	PUNCT
fumecheng-12797	317	20	and	and	CCONJ
fumecheng-12797	317	21	a	a	DET
fumecheng-12797	317	22	table	table	NOUN
fumecheng-12797	317	23	of	of	ADP
fumecheng-12797	317	24	statistics	statistic	NOUN
fumecheng-12797	317	25	that	that	PRON
fumecheng-12797	317	26	summarizes	summarize	VERB
fumecheng-12797	317	27	the	the	DET
fumecheng-12797	317	28	data	datum	NOUN
fumecheng-12797	317	29	distribution	distribution	NOUN
fumecheng-12797	317	30	.	.	PUNCT
fumecheng-12797	318	1	the	the	DET
fumecheng-12797	318	2	scatter	scatter	NOUN
fumecheng-12797	318	3	plot	plot	NOUN
fumecheng-12797	318	4	displays	display	VERB
fumecheng-12797	318	5	the	the	DET
fumecheng-12797	318	6	individual	individual	ADJ
fumecheng-12797	318	7	data	data	NOUN
fumecheng-12797	318	8	points	point	NOUN
fumecheng-12797	318	9	.	.	PUNCT
fumecheng-12797	319	1	each	each	DET
fumecheng-12797	319	2	point	point	NOUN
fumecheng-12797	319	3	stands	stand	VERB
fumecheng-12797	319	4	for	for	ADP
fumecheng-12797	319	5	a	a	DET
fumecheng-12797	319	6	single	single	ADJ
fumecheng-12797	319	7	observation	observation	NOUN
fumecheng-12797	319	8	,	,	PUNCT
fumecheng-12797	319	9	with	with	ADP
fumecheng-12797	319	10	its	its	PRON
fumecheng-12797	319	11	x	x	NOUN
fumecheng-12797	319	12	-	-	NOUN
fumecheng-12797	319	13	coordinate	coordinate	NOUN
fumecheng-12797	319	14	representing	represent	VERB
fumecheng-12797	319	15	the	the	DET
fumecheng-12797	319	16	value	value	NOUN
fumecheng-12797	319	17	of	of	ADP
fumecheng-12797	319	18	the	the	DET
fumecheng-12797	319	19	variable	variable	NOUN
fumecheng-12797	319	20	and	and	CCONJ
fumecheng-12797	319	21	its	its	PRON
fumecheng-12797	319	22	y	y	ADJ
fumecheng-12797	319	23	-	-	PUNCT
fumecheng-12797	319	24	coordinate	coordinate	NOUN
fumecheng-12797	319	25	outlining	outline	VERB
fumecheng-12797	319	26	the	the	DET
fumecheng-12797	319	27	percentage	percentage	NOUN
fumecheng-12797	319	28	of	of	ADP
fumecheng-12797	319	29	the	the	DET
fumecheng-12797	319	30	population	population	NOUN
fumecheng-12797	319	31	corresponding	correspond	VERB
fumecheng-12797	319	32	to	to	ADP
fumecheng-12797	319	33	that	that	DET
fumecheng-12797	319	34	value	value	NOUN
fumecheng-12797	319	35	.	.	PUNCT
fumecheng-12797	320	1	the	the	DET
fumecheng-12797	320	2	fitted	fit	VERB
fumecheng-12797	320	3	line	line	NOUN
fumecheng-12797	320	4	represents	represent	VERB
fumecheng-12797	320	5	the	the	DET
fumecheng-12797	320	6	overall	overall	ADJ
fumecheng-12797	320	7	trend	trend	NOUN
fumecheng-12797	320	8	of	of	ADP
fumecheng-12797	320	9	the	the	DET
fumecheng-12797	320	10	data	datum	NOUN
fumecheng-12797	320	11	.	.	PUNCT
fumecheng-12797	321	1	it	it	PRON
fumecheng-12797	321	2	is	be	AUX
fumecheng-12797	321	3	a	a	DET
fumecheng-12797	321	4	straight	straight	ADJ
fumecheng-12797	321	5	line	line	NOUN
fumecheng-12797	321	6	drawn	draw	VERB
fumecheng-12797	321	7	through	through	ADP
fumecheng-12797	321	8	the	the	DET
fumecheng-12797	321	9	scatter	scatter	NOUN
fumecheng-12797	321	10	plot	plot	NOUN
fumecheng-12797	321	11	to	to	PART
fumecheng-12797	321	12	capture	capture	VERB
fumecheng-12797	321	13	best	well	ADV
fumecheng-12797	321	14	the	the	DET
fumecheng-12797	321	15	general	general	ADJ
fumecheng-12797	321	16	relationship	relationship	NOUN
fumecheng-12797	321	17	between	between	ADP
fumecheng-12797	321	18	the	the	DET
fumecheng-12797	321	19	variable	variable	NOUN
fumecheng-12797	321	20	and	and	CCONJ
fumecheng-12797	321	21	the	the	DET
fumecheng-12797	321	22	population	population	NOUN
fumecheng-12797	321	23	percentage	percentage	NOUN
fumecheng-12797	321	24	.	.	PUNCT
fumecheng-12797	322	1	it	it	PRON
fumecheng-12797	322	2	is	be	AUX
fumecheng-12797	322	3	noteworthy	noteworthy	ADJ
fumecheng-12797	322	4	that	that	SCONJ
fumecheng-12797	322	5	the	the	DET
fumecheng-12797	322	6	table	table	NOUN
fumecheng-12797	322	7	of	of	ADP
fumecheng-12797	322	8	statistics	statistic	NOUN
fumecheng-12797	322	9	given	give	VERB
fumecheng-12797	322	10	in	in	ADP
fumecheng-12797	322	11	fig	fig	NOUN
fumecheng-12797	322	12	.	.	PUNCT
fumecheng-12797	322	13	2	2	NUM
fumecheng-12797	322	14	provides	provide	VERB
fumecheng-12797	322	15	numerical	numerical	ADJ
fumecheng-12797	322	16	summaries	summary	NOUN
fumecheng-12797	322	17	of	of	ADP
fumecheng-12797	322	18	the	the	DET
fumecheng-12797	322	19	data	datum	NOUN
fumecheng-12797	322	20	distribution	distribution	NOUN
fumecheng-12797	322	21	;	;	PUNCT
fumecheng-12797	322	22	i.e.	i.e.	X
fumecheng-12797	322	23	,	,	PUNCT
fumecheng-12797	322	24	it	it	PRON
fumecheng-12797	322	25	includes	include	VERB
fumecheng-12797	322	26	measures	measure	NOUN
fumecheng-12797	322	27	of	of	ADP
fumecheng-12797	322	28	central	central	ADJ
fumecheng-12797	322	29	tendency	tendency	NOUN
fumecheng-12797	322	30	(	(	PUNCT
fumecheng-12797	322	31	mean	mean	NOUN
fumecheng-12797	322	32	and	and	CCONJ
fumecheng-12797	322	33	median	median	ADJ
fumecheng-12797	322	34	)	)	PUNCT
fumecheng-12797	322	35	,	,	PUNCT
fumecheng-12797	322	36	dispersion	dispersion	NOUN
fumecheng-12797	322	37	(	(	PUNCT
fumecheng-12797	322	38	standard	standard	ADJ
fumecheng-12797	322	39	deviation	deviation	NOUN
fumecheng-12797	322	40	,	,	PUNCT
fumecheng-12797	322	41	interquartile	interquartile	ADJ
fumecheng-12797	322	42	range	range	NOUN
fumecheng-12797	322	43	)	)	PUNCT
fumecheng-12797	322	44	,	,	PUNCT
fumecheng-12797	322	45	and	and	CCONJ
fumecheng-12797	322	46	shape	shape	NOUN
fumecheng-12797	322	47	(	(	PUNCT
fumecheng-12797	322	48	weibull	weibull	NOUN
fumecheng-12797	322	49	distribution	distribution	NOUN
fumecheng-12797	322	50	parameters	parameter	NOUN
fumecheng-12797	322	51	)	)	PUNCT
fumecheng-12797	322	52	.	.	PUNCT
fumecheng-12797	323	1	the	the	DET
fumecheng-12797	323	2	distribution	distribution	NOUN
fumecheng-12797	323	3	represents	represent	VERB
fumecheng-12797	323	4	that	that	SCONJ
fumecheng-12797	323	5	the	the	DET
fumecheng-12797	323	6	shape	shape	NOUN
fumecheng-12797	323	7	and	and	CCONJ
fumecheng-12797	323	8	scale	scale	NOUN
fumecheng-12797	323	9	factors	factor	NOUN
fumecheng-12797	323	10	are	be	AUX
fumecheng-12797	323	11	2.80588	2.80588	NUM
fumecheng-12797	323	12	and	and	CCONJ
fumecheng-12797	323	13	51.7330	51.7330	NUM
fumecheng-12797	323	14	,	,	PUNCT
fumecheng-12797	323	15	respectively	respectively	ADV
fumecheng-12797	323	16	.	.	PUNCT
fumecheng-12797	324	1	these	these	DET
fumecheng-12797	324	2	insights	insight	NOUN
fumecheng-12797	324	3	from	from	ADP
fumecheng-12797	324	4	the	the	DET
fumecheng-12797	324	5	weibull	weibull	NOUN
fumecheng-12797	324	6	distribution	distribution	NOUN
fumecheng-12797	324	7	are	be	AUX
fumecheng-12797	324	8	useful	useful	ADJ
fumecheng-12797	324	9	for	for	ADP
fumecheng-12797	324	10	manually	manually	ADV
fumecheng-12797	324	11	calculating	calculate	VERB
fumecheng-12797	324	12	experimental	experimental	ADJ
fumecheng-12797	324	13	reliability	reliability	NOUN
fumecheng-12797	324	14	.	.	PUNCT
fumecheng-12797	325	1	fig	fig	NOUN
fumecheng-12797	325	2	.	.	PUNCT
fumecheng-12797	326	1	2	2	NUM
fumecheng-12797	326	2	distribution	distribution	NOUN
fumecheng-12797	326	3	analysis	analysis	NOUN
fumecheng-12797	326	4	:	:	PUNCT
fumecheng-12797	326	5	ml	ml	PROPN
fumecheng-12797	326	6	estimates	estimate	VERB
fumecheng-12797	326	7	reliability	reliability	NOUN
fumecheng-12797	326	8	prediction	prediction	NOUN
fumecheng-12797	326	9	and	and	CCONJ
fumecheng-12797	326	10	process	process	NOUN
fumecheng-12797	326	11	parameter	parameter	NOUN
fumecheng-12797	326	12	optimization	optimization	NOUN
fumecheng-12797	326	13	of	of	ADP
fumecheng-12797	326	14	welded	weld	VERB
fumecheng-12797	326	15	joints	joint	NOUN
fumecheng-12797	326	16	:	:	PUNCT
fumecheng-12797	326	17	artificial	artificial	ADJ
fumecheng-12797	326	18	neural	neural	ADJ
fumecheng-12797	326	19	network	network	NOUN
fumecheng-12797	326	20	...	...	PUNCT
fumecheng-12797	326	21	957	957	NUM
fumecheng-12797	326	22	table	table	NOUN
fumecheng-12797	326	23	2	2	NUM
fumecheng-12797	326	24	experimental	experimental	ADJ
fumecheng-12797	326	25	reliability	reliability	NOUN
fumecheng-12797	326	26	values	value	NOUN
fumecheng-12797	326	27	experiment	experiment	VERB
fumecheng-12797	326	28	no	no	INTJ
fumecheng-12797	327	1	.	.	PUNCT
fumecheng-12797	327	2	weld	weld	NOUN
fumecheng-12797	327	3	current	current	ADJ
fumecheng-12797	328	1	[	[	X
fumecheng-12797	328	2	a	a	X
fumecheng-12797	328	3	]	]	PUNCT
fumecheng-12797	328	4	weld	weld	NOUN
fumecheng-12797	328	5	speed	speed	NOUN
fumecheng-12797	328	6	[	[	X
fumecheng-12797	328	7	mm	mm	X
fumecheng-12797	328	8	/	/	SYM
fumecheng-12797	328	9	s	s	PROPN
fumecheng-12797	328	10	]	]	X
fumecheng-12797	328	11	weld	weld	NOUN
fumecheng-12797	328	12	angle	angle	NOUN
fumecheng-12797	328	13	[	[	X
fumecheng-12797	328	14	degrees	degree	NOUN
fumecheng-12797	328	15	]	]	X
fumecheng-12797	328	16	tensile	tensile	NOUN
fumecheng-12797	328	17	strength	strength	NOUN
fumecheng-12797	328	18	[	[	X
fumecheng-12797	328	19	n	n	CCONJ
fumecheng-12797	328	20	/	/	SYM
fumecheng-12797	328	21	mm2	mm2	NOUN
fumecheng-12797	328	22	]	]	X
fumecheng-12797	328	23	failure	failure	NOUN
fumecheng-12797	328	24	time	time	NOUN
fumecheng-12797	328	25	[	[	X
fumecheng-12797	328	26	s	s	X
fumecheng-12797	328	27	]	]	X
fumecheng-12797	328	28	experimental	experimental	ADJ
fumecheng-12797	328	29	reliability	reliability	NOUN
fumecheng-12797	328	30	1	1	NUM
fumecheng-12797	328	31	60	60	NUM
fumecheng-12797	328	32	1.17	1.17	NUM
fumecheng-12797	328	33	55	55	NUM
fumecheng-12797	328	34	127.49	127.49	NUM
fumecheng-12797	328	35	32.03	32.03	NUM
fumecheng-12797	328	36	0.770669	0.770669	NUM
fumecheng-12797	328	37	2	2	NUM
fumecheng-12797	328	38	60	60	NUM
fumecheng-12797	328	39	1.17	1.17	NUM
fumecheng-12797	328	40	60	60	NUM
fumecheng-12797	328	41	180.81	180.81	NUM
fumecheng-12797	328	42	40.51	40.51	NUM
fumecheng-12797	328	43	0.604405	0.604405	NUM
fumecheng-12797	328	44	3	3	NUM
fumecheng-12797	328	45	60	60	NUM
fumecheng-12797	328	46	1.17	1.17	NUM
fumecheng-12797	328	47	65	65	NUM
fumecheng-12797	328	48	149.14	149.14	NUM
fumecheng-12797	328	49	46.12	46.12	NUM
fumecheng-12797	328	50	0.484556	0.484556	NUM
fumecheng-12797	328	51	4	4	NUM
fumecheng-12797	328	52	60	60	NUM
fumecheng-12797	328	53	1.61	1.61	NUM
fumecheng-12797	328	54	55	55	NUM
fumecheng-12797	328	55	229.47	229.47	NUM
fumecheng-12797	328	56	40.19	40.19	NUM
fumecheng-12797	328	57	0.611139	0.611139	NUM
fumecheng-12797	328	58	5	5	NUM
fumecheng-12797	328	59	60	60	NUM
fumecheng-12797	328	60	1.61	1.61	NUM
fumecheng-12797	328	61	60	60	NUM
fumecheng-12797	328	62	348.28	348.28	NUM
fumecheng-12797	328	63	80.66	80.66	NUM
fumecheng-12797	328	64	0.030898	0.030898	NUM
fumecheng-12797	328	65	6	6	NUM
fumecheng-12797	328	66	60	60	NUM
fumecheng-12797	328	67	1.61	1.61	NUM
fumecheng-12797	328	68	65	65	NUM
fumecheng-12797	328	69	315.97	315.97	NUM
fumecheng-12797	328	70	46.58	46.58	NUM
fumecheng-12797	328	71	0.474744	0.474744	NUM
fumecheng-12797	328	72	7	7	NUM
fumecheng-12797	328	73	60	60	NUM
fumecheng-12797	328	74	3.25	3.25	NUM
fumecheng-12797	328	75	55	55	NUM
fumecheng-12797	328	76	259.16	259.16	NUM
fumecheng-12797	328	77	28.31	28.31	NUM
fumecheng-12797	328	78	0.831743	0.831743	NUM
fumecheng-12797	328	79	8	8	NUM
fumecheng-12797	328	80	60	60	NUM
fumecheng-12797	328	81	3.25	3.25	NUM
fumecheng-12797	328	82	60	60	NUM
fumecheng-12797	328	83	235.68	235.68	NUM
fumecheng-12797	328	84	26.87	26.87	NUM
fumecheng-12797	328	85	0.852886	0.852886	NUM
fumecheng-12797	328	86	9	9	NUM
fumecheng-12797	328	87	60	60	NUM
fumecheng-12797	328	88	3.25	3.25	NUM
fumecheng-12797	328	89	65	65	NUM
fumecheng-12797	328	90	279.42	279.42	NUM
fumecheng-12797	328	91	67.84	67.84	NUM
fumecheng-12797	328	92	0.117724	0.117724	NUM
fumecheng-12797	328	93	10	10	NUM
fumecheng-12797	328	94	80	80	NUM
fumecheng-12797	328	95	1.17	1.17	NUM
fumecheng-12797	328	96	55	55	NUM
fumecheng-12797	328	97	408.34	408.34	NUM
fumecheng-12797	328	98	81.24	81.24	NUM
fumecheng-12797	328	99	0.028792	0.028792	NUM
fumecheng-12797	328	100	11	11	NUM
fumecheng-12797	328	101	80	80	NUM
fumecheng-12797	328	102	1.17	1.17	NUM
fumecheng-12797	328	103	60	60	NUM
fumecheng-12797	328	104	439.26	439.26	NUM
fumecheng-12797	328	105	54.53	54.53	NUM
fumecheng-12797	328	106	0.313734	0.313734	NUM
fumecheng-12797	328	107	12	12	NUM
fumecheng-12797	328	108	80	80	NUM
fumecheng-12797	328	109	1.17	1.17	NUM
fumecheng-12797	328	110	65	65	NUM
fumecheng-12797	328	111	441.39	441.39	NUM
fumecheng-12797	328	112	82.04	82.04	NUM
fumecheng-12797	328	113	0.026081	0.026081	NUM
fumecheng-12797	328	114	13	13	NUM
fumecheng-12797	328	115	80	80	NUM
fumecheng-12797	328	116	1.61	1.61	NUM
fumecheng-12797	328	117	55	55	NUM
fumecheng-12797	328	118	352.97	352.97	NUM
fumecheng-12797	328	119	60.03	60.03	NUM
fumecheng-12797	328	120	0.219161	0.219161	NUM
fumecheng-12797	328	121	14	14	NUM
fumecheng-12797	328	122	80	80	NUM
fumecheng-12797	328	123	1.61	1.61	NUM
fumecheng-12797	328	124	60	60	NUM
fumecheng-12797	328	125	386.06	386.06	NUM
fumecheng-12797	328	126	58.75	58.75	NUM
fumecheng-12797	328	127	0.239579	0.239579	NUM
fumecheng-12797	328	128	15	15	NUM
fumecheng-12797	328	129	80	80	NUM
fumecheng-12797	328	130	1.61	1.61	NUM
fumecheng-12797	328	131	65	65	NUM
fumecheng-12797	328	132	407.82	407.82	NUM
fumecheng-12797	328	133	38.71	38.71	NUM
fumecheng-12797	328	134	0.641962	0.641962	NUM
fumecheng-12797	328	135	16	16	NUM
fumecheng-12797	328	136	80	80	NUM
fumecheng-12797	328	137	3.25	3.25	NUM
fumecheng-12797	328	138	55	55	NUM
fumecheng-12797	328	139	418.26	418.26	NUM
fumecheng-12797	328	140	47.32	47.32	NUM
fumecheng-12797	328	141	0.459018	0.459018	NUM
fumecheng-12797	328	142	17	17	NUM
fumecheng-12797	328	143	80	80	NUM
fumecheng-12797	328	144	3.25	3.25	NUM
fumecheng-12797	328	145	60	60	NUM
fumecheng-12797	328	146	405.44	405.44	NUM
fumecheng-12797	328	147	51.52	51.52	NUM
fumecheng-12797	328	148	0.372138	0.372138	NUM
fumecheng-12797	328	149	18	18	NUM
fumecheng-12797	328	150	80	80	NUM
fumecheng-12797	328	151	3.25	3.25	NUM
fumecheng-12797	328	152	65	65	NUM
fumecheng-12797	328	153	433.34	433.34	NUM
fumecheng-12797	328	154	68.75	68.75	NUM
fumecheng-12797	328	155	0.108511	0.108511	NUM
fumecheng-12797	328	156	19	19	NUM
fumecheng-12797	328	157	100	100	NUM
fumecheng-12797	328	158	1.17	1.17	NUM
fumecheng-12797	328	159	55	55	NUM
fumecheng-12797	328	160	300.70	300.70	NUM
fumecheng-12797	328	161	23.60	23.60	NUM
fumecheng-12797	328	162	0.895326	0.895326	NUM
fumecheng-12797	328	163	20	20	NUM
fumecheng-12797	328	164	100	100	NUM
fumecheng-12797	328	165	1.17	1.17	NUM
fumecheng-12797	328	166	60	60	NUM
fumecheng-12797	328	167	304.57	304.57	NUM
fumecheng-12797	328	168	26.85	26.85	NUM
fumecheng-12797	328	169	0.853169	0.853169	NUM
fumecheng-12797	328	170	21	21	NUM
fumecheng-12797	328	171	100	100	NUM
fumecheng-12797	328	172	1.17	1.17	NUM
fumecheng-12797	328	173	65	65	NUM
fumecheng-12797	328	174	272.72	272.72	NUM
fumecheng-12797	328	175	27.62	27.62	NUM
fumecheng-12797	328	176	0.842057	0.842057	NUM
fumecheng-12797	328	177	22	22	NUM
fumecheng-12797	328	178	100	100	NUM
fumecheng-12797	328	179	1.61	1.61	NUM
fumecheng-12797	328	180	55	55	NUM
fumecheng-12797	328	181	290.85	290.85	NUM
fumecheng-12797	328	182	34.47	34.47	NUM
fumecheng-12797	328	183	0.726088	0.726088	NUM
fumecheng-12797	328	184	23	23	NUM
fumecheng-12797	328	185	100	100	NUM
fumecheng-12797	328	186	1.61	1.61	NUM
fumecheng-12797	328	187	60	60	NUM
fumecheng-12797	328	188	302.02	302.02	NUM
fumecheng-12797	328	189	41.22	41.22	NUM
fumecheng-12797	328	190	0.589391	0.589391	NUM
fumecheng-12797	328	191	24	24	NUM
fumecheng-12797	328	192	100	100	NUM
fumecheng-12797	328	193	1.61	1.61	NUM
fumecheng-12797	328	194	65	65	NUM
fumecheng-12797	328	195	267.02	267.02	NUM
fumecheng-12797	328	196	26.64	26.64	NUM
fumecheng-12797	328	197	0.856127	0.856127	NUM
fumecheng-12797	328	198	25	25	NUM
fumecheng-12797	328	199	100	100	NUM
fumecheng-12797	328	200	3.25	3.25	NUM
fumecheng-12797	328	201	55	55	NUM
fumecheng-12797	328	202	285.03	285.03	NUM
fumecheng-12797	328	203	32.81	32.81	NUM
fumecheng-12797	328	204	0.756775	0.756775	NUM
fumecheng-12797	328	205	26	26	NUM
fumecheng-12797	328	206	100	100	NUM
fumecheng-12797	328	207	3.25	3.25	NUM
fumecheng-12797	328	208	60	60	NUM
fumecheng-12797	328	209	284.76	284.76	NUM
fumecheng-12797	328	210	32.04	32.04	NUM
fumecheng-12797	328	211	0.770493	0.770493	NUM
fumecheng-12797	328	212	27	27	NUM
fumecheng-12797	328	213	100	100	NUM
fumecheng-12797	328	214	3.25	3.25	NUM
fumecheng-12797	328	215	65	65	NUM
fumecheng-12797	328	216	307.33	307.33	NUM
fumecheng-12797	328	217	43.06	43.06	NUM
fumecheng-12797	328	218	0.550142	0.550142	NUM
fumecheng-12797	328	219	4.1	4.1	NUM
fumecheng-12797	328	220	.	.	PUNCT
fumecheng-12797	329	1	artificial	artificial	ADJ
fumecheng-12797	329	2	neural	neural	ADJ
fumecheng-12797	329	3	network	network	NOUN
fumecheng-12797	329	4	ann	ann	PROPN
fumecheng-12797	329	5	is	be	AUX
fumecheng-12797	329	6	the	the	DET
fumecheng-12797	329	7	first	first	ADJ
fumecheng-12797	329	8	soft	soft	ADJ
fumecheng-12797	329	9	computing	computing	NOUN
fumecheng-12797	329	10	method	method	NOUN
fumecheng-12797	329	11	implemented	implement	VERB
fumecheng-12797	329	12	in	in	ADP
fumecheng-12797	329	13	the	the	DET
fumecheng-12797	329	14	study	study	NOUN
fumecheng-12797	329	15	.	.	PUNCT
fumecheng-12797	330	1	deep	deep	ADJ
fumecheng-12797	330	2	learning	learning	NOUN
fumecheng-12797	330	3	toolbox	toolbox	NOUN
fumecheng-12797	330	4	of	of	ADP
fumecheng-12797	330	5	matlab	matlab	PROPN
fumecheng-12797	330	6	software	software	NOUN
fumecheng-12797	330	7	was	be	AUX
fumecheng-12797	330	8	utilized	utilize	VERB
fumecheng-12797	330	9	to	to	PART
fumecheng-12797	330	10	implement	implement	VERB
fumecheng-12797	330	11	it	it	PRON
fumecheng-12797	330	12	.	.	PUNCT
fumecheng-12797	331	1	the	the	DET
fumecheng-12797	331	2	toolbox	toolbox	NOUN
fumecheng-12797	331	3	enables	enable	VERB
fumecheng-12797	331	4	the	the	DET
fumecheng-12797	331	5	user	user	NOUN
fumecheng-12797	331	6	to	to	PART
fumecheng-12797	331	7	select	select	VERB
fumecheng-12797	331	8	the	the	DET
fumecheng-12797	331	9	number	number	NOUN
fumecheng-12797	331	10	of	of	ADP
fumecheng-12797	331	11	iterations	iteration	NOUN
fumecheng-12797	331	12	required	require	VERB
fumecheng-12797	331	13	for	for	ADP
fumecheng-12797	331	14	training	train	VERB
fumecheng-12797	331	15	the	the	DET
fumecheng-12797	331	16	training	training	NOUN
fumecheng-12797	331	17	algorithm	algorithm	NOUN
fumecheng-12797	331	18	and	and	CCONJ
fumecheng-12797	331	19	enables	enable	VERB
fumecheng-12797	331	20	the	the	DET
fumecheng-12797	331	21	regression	regression	NOUN
fumecheng-12797	331	22	graph	graph	NOUN
fumecheng-12797	331	23	viewer	viewer	NOUN
fumecheng-12797	331	24	.	.	PUNCT
fumecheng-12797	332	1	it	it	PRON
fumecheng-12797	332	2	helps	help	VERB
fumecheng-12797	332	3	in	in	ADP
fumecheng-12797	332	4	understanding	understand	VERB
fumecheng-12797	332	5	the	the	DET
fumecheng-12797	332	6	training	training	NOUN
fumecheng-12797	332	7	level	level	NOUN
fumecheng-12797	332	8	of	of	ADP
fumecheng-12797	332	9	the	the	DET
fumecheng-12797	332	10	algorithm	algorithm	NOUN
fumecheng-12797	332	11	to	to	PART
fumecheng-12797	332	12	extract	extract	VERB
fumecheng-12797	332	13	the	the	DET
fumecheng-12797	332	14	lowest	low	ADJ
fumecheng-12797	332	15	error	error	NOUN
fumecheng-12797	332	16	percentage	percentage	NOUN
fumecheng-12797	332	17	possible	possible	ADJ
fumecheng-12797	332	18	.	.	PUNCT
fumecheng-12797	333	1	the	the	DET
fumecheng-12797	333	2	time	time	NOUN
fumecheng-12797	333	3	to	to	ADP
fumecheng-12797	333	4	failure	failure	NOUN
fumecheng-12797	333	5	of	of	ADP
fumecheng-12797	333	6	each	each	PRON
fumecheng-12797	333	7	of	of	ADP
fumecheng-12797	333	8	the	the	DET
fumecheng-12797	333	9	samples	sample	NOUN
fumecheng-12797	333	10	,	,	PUNCT
fumecheng-12797	333	11	as	as	ADV
fumecheng-12797	333	12	well	well	ADV
fumecheng-12797	333	13	as	as	ADP
fumecheng-12797	333	14	its	its	PRON
fumecheng-12797	333	15	reliability	reliability	NOUN
fumecheng-12797	333	16	percentage	percentage	NOUN
fumecheng-12797	333	17	,	,	PUNCT
fumecheng-12797	333	18	is	be	AUX
fumecheng-12797	333	19	obtained	obtain	VERB
fumecheng-12797	333	20	by	by	ADP
fumecheng-12797	333	21	the	the	DET
fumecheng-12797	333	22	ann	ann	PROPN
fumecheng-12797	333	23	.	.	PUNCT
fumecheng-12797	334	1	the	the	DET
fumecheng-12797	334	2	network	network	NOUN
fumecheng-12797	334	3	diagram	diagram	NOUN
fumecheng-12797	334	4	of	of	ADP
fumecheng-12797	334	5	the	the	DET
fumecheng-12797	334	6	ann	ann	PROPN
fumecheng-12797	334	7	,	,	PUNCT
fumecheng-12797	334	8	as	as	ADV
fumecheng-12797	334	9	well	well	ADV
fumecheng-12797	334	10	as	as	ADP
fumecheng-12797	334	11	the	the	DET
fumecheng-12797	334	12	values	value	NOUN
fumecheng-12797	334	13	of	of	ADP
fumecheng-12797	334	14	reliability	reliability	NOUN
fumecheng-12797	334	15	and	and	CCONJ
fumecheng-12797	334	16	failure	failure	NOUN
fumecheng-12797	334	17	time	time	NOUN
fumecheng-12797	334	18	obtained	obtain	VERB
fumecheng-12797	334	19	,	,	PUNCT
fumecheng-12797	334	20	are	be	AUX
fumecheng-12797	334	21	displayed	display	VERB
fumecheng-12797	334	22	in	in	ADP
fumecheng-12797	334	23	fig	fig	NOUN
fumecheng-12797	334	24	.	.	PUNCT
fumecheng-12797	335	1	3	3	NUM
fumecheng-12797	335	2	and	and	CCONJ
fumecheng-12797	335	3	table	table	NOUN
fumecheng-12797	335	4	3	3	NUM
fumecheng-12797	335	5	.	.	PUNCT
fumecheng-12797	336	1	this	this	DET
fumecheng-12797	336	2	ann	ann	PROPN
fumecheng-12797	336	3	diagram	diagram	PROPN
fumecheng-12797	336	4	is	be	AUX
fumecheng-12797	336	5	also	also	ADV
fumecheng-12797	336	6	called	call	VERB
fumecheng-12797	336	7	the	the	DET
fumecheng-12797	336	8	bp	bp	PROPN
fumecheng-12797	336	9	neural	neural	ADJ
fumecheng-12797	336	10	network	network	NOUN
fumecheng-12797	336	11	.	.	PUNCT
fumecheng-12797	337	1	bp	bp	PROPN
fumecheng-12797	337	2	neural	neural	PROPN
fumecheng-12797	337	3	networks	network	NOUN
fumecheng-12797	337	4	are	be	AUX
fumecheng-12797	337	5	multilayer	multilayer	ADJ
fumecheng-12797	337	6	feed	feed	NOUN
fumecheng-12797	337	7	-	-	PUNCT
fumecheng-12797	337	8	forward	forward	NOUN
fumecheng-12797	337	9	networks	network	NOUN
fumecheng-12797	337	10	trained	train	VERB
fumecheng-12797	337	11	using	use	VERB
fumecheng-12797	337	12	the	the	DET
fumecheng-12797	337	13	bp	bp	PROPN
fumecheng-12797	337	14	algorithm	algorithm	NOUN
fumecheng-12797	337	15	.	.	PUNCT
fumecheng-12797	338	1	they	they	PRON
fumecheng-12797	338	2	learn	learn	VERB
fumecheng-12797	338	3	complex	complex	ADJ
fumecheng-12797	338	4	input	input	NOUN
fumecheng-12797	338	5	-	-	PUNCT
fumecheng-12797	338	6	output	output	NOUN
fumecheng-12797	338	7	relationships	relationship	NOUN
fumecheng-12797	338	8	without	without	ADP
fumecheng-12797	338	9	explicit	explicit	ADJ
fumecheng-12797	338	10	programming	programming	NOUN
fumecheng-12797	338	11	,	,	PUNCT
fumecheng-12797	338	12	generalize	generalize	VERB
fumecheng-12797	338	13	well	well	ADV
fumecheng-12797	338	14	to	to	ADP
fumecheng-12797	338	15	unseen	unseen	ADJ
fumecheng-12797	338	16	data	datum	NOUN
fumecheng-12797	338	17	,	,	PUNCT
fumecheng-12797	338	18	and	and	CCONJ
fumecheng-12797	338	19	apply	apply	VERB
fumecheng-12797	338	20	them	they	PRON
fumecheng-12797	338	21	to	to	ADP
fumecheng-12797	338	22	various	various	ADJ
fumecheng-12797	338	23	problems	problem	NOUN
fumecheng-12797	338	24	.	.	PUNCT
fumecheng-12797	339	1	baraya	baraya	NOUN
fumecheng-12797	339	2	et	et	PROPN
fumecheng-12797	339	3	al	al	PROPN
fumecheng-12797	339	4	.	.	PUNCT
fumecheng-12797	340	1	[	[	X
fumecheng-12797	340	2	9	9	NUM
fumecheng-12797	340	3	]	]	PUNCT
fumecheng-12797	340	4	adopted	adopt	VERB
fumecheng-12797	340	5	the	the	DET
fumecheng-12797	340	6	bp	bp	PROPN
fumecheng-12797	340	7	neural	neural	ADJ
fumecheng-12797	340	8	network	network	NOUN
fumecheng-12797	340	9	that	that	PRON
fumecheng-12797	340	10	predicts	predict	VERB
fumecheng-12797	340	11	the	the	DET
fumecheng-12797	340	12	ultrasonic	ultrasonic	ADJ
fumecheng-12797	340	13	welding	welding	NOUN
fumecheng-12797	340	14	parameters	parameter	NOUN
fumecheng-12797	340	15	for	for	ADP
fumecheng-12797	340	16	enhanced	enhanced	ADJ
fumecheng-12797	340	17	textile	textile	NOUN
fumecheng-12797	340	18	fabrication	fabrication	NOUN
fumecheng-12797	340	19	.	.	PUNCT
fumecheng-12797	341	1	the	the	DET
fumecheng-12797	341	2	ann	ann	PROPN
fumecheng-12797	341	3	architecture	architecture	NOUN
fumecheng-12797	341	4	was	be	AUX
fumecheng-12797	341	5	similar	similar	ADJ
fumecheng-12797	341	6	to	to	ADP
fumecheng-12797	341	7	the	the	DET
fumecheng-12797	341	8	current	current	ADJ
fumecheng-12797	341	9	study	study	NOUN
fumecheng-12797	341	10	.	.	PUNCT
fumecheng-12797	342	1	in	in	ADP
fumecheng-12797	342	2	fig	fig	NOUN
fumecheng-12797	342	3	.	.	PUNCT
fumecheng-12797	343	1	3	3	NUM
fumecheng-12797	343	2	,	,	PUNCT
fumecheng-12797	343	3	the	the	DET
fumecheng-12797	343	4	colours	colour	NOUN
fumecheng-12797	343	5	represent	represent	VERB
fumecheng-12797	343	6	existing	exist	VERB
fumecheng-12797	343	7	layers	layer	NOUN
fumecheng-12797	343	8	in	in	ADP
fumecheng-12797	343	9	the	the	DET
fumecheng-12797	343	10	model	model	NOUN
fumecheng-12797	343	11	.	.	PUNCT
fumecheng-12797	344	1	the	the	DET
fumecheng-12797	344	2	turquoise	turquoise	NOUN
fumecheng-12797	344	3	colour	colour	NOUN
fumecheng-12797	344	4	shows	show	VERB
fumecheng-12797	344	5	input	input	NOUN
fumecheng-12797	344	6	and	and	CCONJ
fumecheng-12797	344	7	output	output	NOUN
fumecheng-12797	344	8	data	datum	NOUN
fumecheng-12797	344	9	,	,	PUNCT
fumecheng-12797	344	10	respectively	respectively	ADV
fumecheng-12797	344	11	,	,	PUNCT
fumecheng-12797	344	12	whereas	whereas	SCONJ
fumecheng-12797	344	13	blue	blue	ADJ
fumecheng-12797	344	14	represents	represent	VERB
fumecheng-12797	344	15	the	the	DET
fumecheng-12797	344	16	layers	layer	NOUN
fumecheng-12797	344	17	responsible	responsible	ADJ
fumecheng-12797	344	18	for	for	ADP
fumecheng-12797	344	19	computations	computation	NOUN
fumecheng-12797	344	20	and	and	CCONJ
fumecheng-12797	344	21	carry	carry	VERB
fumecheng-12797	344	22	operations	operation	NOUN
fumecheng-12797	344	23	like	like	ADP
fumecheng-12797	344	24	summations	summation	NOUN
fumecheng-12797	344	25	.	.	PUNCT
fumecheng-12797	345	1	they	they	PRON
fumecheng-12797	345	2	require	require	VERB
fumecheng-12797	345	3	a	a	DET
fumecheng-12797	345	4	large	large	ADJ
fumecheng-12797	345	5	958	958	NUM
fumecheng-12797	345	6	j.	j.	PROPN
fumecheng-12797	345	7	gokulachandran	gokulachandran	PROPN
fumecheng-12797	345	8	,	,	PUNCT
fumecheng-12797	345	9	m.	m.	NOUN
fumecheng-12797	345	10	thenarasu	thenarasu	PROPN
fumecheng-12797	345	11	,	,	PUNCT
fumecheng-12797	345	12	b.	b.	PROPN
fumecheng-12797	345	13	pothkanoori	pothkanoori	PROPN
fumecheng-12797	345	14	,	,	PUNCT
fumecheng-12797	345	15	et	et	PROPN
fumecheng-12797	345	16	al	al	PROPN
fumecheng-12797	345	17	.	.	PROPN
fumecheng-12797	345	18	amount	amount	NOUN
fumecheng-12797	345	19	of	of	ADP
fumecheng-12797	345	20	training	training	NOUN
fumecheng-12797	345	21	data	datum	NOUN
fumecheng-12797	345	22	and	and	CCONJ
fumecheng-12797	345	23	can	can	AUX
fumecheng-12797	345	24	overfit	overfit	VERB
fumecheng-12797	345	25	the	the	DET
fumecheng-12797	345	26	training	training	NOUN
fumecheng-12797	345	27	data	datum	NOUN
fumecheng-12797	345	28	.	.	PUNCT
fumecheng-12797	346	1	the	the	DET
fumecheng-12797	346	2	arrows	arrow	NOUN
fumecheng-12797	346	3	represent	represent	VERB
fumecheng-12797	346	4	the	the	DET
fumecheng-12797	346	5	flow	flow	NOUN
fumecheng-12797	346	6	of	of	ADP
fumecheng-12797	346	7	input	input	NOUN
fumecheng-12797	346	8	data	datum	NOUN
fumecheng-12797	346	9	from	from	ADP
fumecheng-12797	346	10	layer	layer	NOUN
fumecheng-12797	346	11	to	to	ADP
fumecheng-12797	346	12	layer	layer	NOUN
fumecheng-12797	346	13	.	.	PUNCT
fumecheng-12797	347	1	the	the	DET
fumecheng-12797	347	2	plus	plus	ADJ
fumecheng-12797	347	3	symbol	symbol	NOUN
fumecheng-12797	347	4	denotes	denote	NOUN
fumecheng-12797	347	5	biases	bias	NOUN
fumecheng-12797	347	6	and	and	CCONJ
fumecheng-12797	347	7	weights	weight	NOUN
fumecheng-12797	347	8	in	in	ADP
fumecheng-12797	347	9	the	the	DET
fumecheng-12797	347	10	equations	equation	NOUN
fumecheng-12797	347	11	,	,	PUNCT
fumecheng-12797	347	12	which	which	PRON
fumecheng-12797	347	13	pilots	pilot	VERB
fumecheng-12797	347	14	the	the	DET
fumecheng-12797	347	15	neural	neural	ADJ
fumecheng-12797	347	16	network	network	NOUN
fumecheng-12797	347	17	calculations	calculation	NOUN
fumecheng-12797	347	18	.	.	PUNCT
fumecheng-12797	348	1	the	the	DET
fumecheng-12797	348	2	“	"	PUNCT
fumecheng-12797	348	3	3	3	NUM
fumecheng-12797	348	4	”	"	PUNCT
fumecheng-12797	348	5	below	below	ADP
fumecheng-12797	348	6	the	the	DET
fumecheng-12797	348	7	input	input	NOUN
fumecheng-12797	348	8	element	element	NOUN
fumecheng-12797	348	9	displays	display	VERB
fumecheng-12797	348	10	the	the	DET
fumecheng-12797	348	11	parameters	parameter	NOUN
fumecheng-12797	348	12	,	,	PUNCT
fumecheng-12797	348	13	i.e.	i.e.	X
fumecheng-12797	348	14	,	,	PUNCT
fumecheng-12797	348	15	weld	weld	NOUN
fumecheng-12797	348	16	current	current	ADJ
fumecheng-12797	348	17	,	,	PUNCT
fumecheng-12797	348	18	speed	speed	NOUN
fumecheng-12797	348	19	,	,	PUNCT
fumecheng-12797	348	20	and	and	CCONJ
fumecheng-12797	348	21	angle	angle	NOUN
fumecheng-12797	348	22	.	.	PUNCT
fumecheng-12797	349	1	the	the	DET
fumecheng-12797	349	2	“	"	PUNCT
fumecheng-12797	349	3	10	10	NUM
fumecheng-12797	349	4	”	"	PUNCT
fumecheng-12797	349	5	and	and	CCONJ
fumecheng-12797	349	6	“	"	PUNCT
fumecheng-12797	349	7	1	1	NUM
fumecheng-12797	349	8	”	"	PUNCT
fumecheng-12797	349	9	below	below	ADP
fumecheng-12797	349	10	the	the	DET
fumecheng-12797	349	11	hidden	hide	VERB
fumecheng-12797	349	12	and	and	CCONJ
fumecheng-12797	349	13	output	output	NOUN
fumecheng-12797	349	14	layer	layer	NOUN
fumecheng-12797	349	15	elements	element	NOUN
fumecheng-12797	349	16	represent	represent	VERB
fumecheng-12797	349	17	the	the	DET
fumecheng-12797	349	18	cumulative	cumulative	ADJ
fumecheng-12797	349	19	weights	weight	NOUN
fumecheng-12797	349	20	and	and	CCONJ
fumecheng-12797	349	21	biases	bias	NOUN
fumecheng-12797	349	22	.	.	PUNCT
fumecheng-12797	350	1	the	the	DET
fumecheng-12797	350	2	“	"	PUNCT
fumecheng-12797	350	3	1	1	NUM
fumecheng-12797	350	4	”	"	PUNCT
fumecheng-12797	350	5	below	below	ADP
fumecheng-12797	350	6	the	the	DET
fumecheng-12797	350	7	output	output	NOUN
fumecheng-12797	350	8	layer	layer	NOUN
fumecheng-12797	350	9	shows	show	VERB
fumecheng-12797	350	10	the	the	DET
fumecheng-12797	350	11	output	output	NOUN
fumecheng-12797	350	12	parameter	parameter	NOUN
fumecheng-12797	350	13	,	,	PUNCT
fumecheng-12797	350	14	i.e.	i.e.	X
fumecheng-12797	350	15	,	,	PUNCT
fumecheng-12797	350	16	weld	weld	NOUN
fumecheng-12797	350	17	reliability	reliability	NOUN
fumecheng-12797	350	18	and	and	CCONJ
fumecheng-12797	350	19	failure	failure	NOUN
fumecheng-12797	350	20	time	time	NOUN
fumecheng-12797	350	21	.	.	PUNCT
fumecheng-12797	351	1	however	however	ADV
fumecheng-12797	351	2	,	,	PUNCT
fumecheng-12797	351	3	their	their	PRON
fumecheng-12797	351	4	internal	internal	ADJ
fumecheng-12797	351	5	computations	computation	NOUN
fumecheng-12797	351	6	are	be	AUX
fumecheng-12797	351	7	not	not	PART
fumecheng-12797	351	8	easily	easily	ADV
fumecheng-12797	351	9	interpretable	interpretable	ADJ
fumecheng-12797	351	10	.	.	PUNCT
fumecheng-12797	352	1	they	they	PRON
fumecheng-12797	352	2	require	require	VERB
fumecheng-12797	352	3	a	a	DET
fumecheng-12797	352	4	large	large	ADJ
fumecheng-12797	352	5	amount	amount	NOUN
fumecheng-12797	352	6	of	of	ADP
fumecheng-12797	352	7	training	training	NOUN
fumecheng-12797	352	8	data	datum	NOUN
fumecheng-12797	352	9	and	and	CCONJ
fumecheng-12797	352	10	can	can	AUX
fumecheng-12797	352	11	overfit	overfit	VERB
fumecheng-12797	352	12	the	the	DET
fumecheng-12797	352	13	training	training	NOUN
fumecheng-12797	352	14	data	datum	NOUN
fumecheng-12797	352	15	.	.	PUNCT
fumecheng-12797	353	1	table	table	NOUN
fumecheng-12797	353	2	3	3	NUM
fumecheng-12797	353	3	training	training	NOUN
fumecheng-12797	353	4	conditions	condition	NOUN
fumecheng-12797	353	5	of	of	ADP
fumecheng-12797	353	6	the	the	DET
fumecheng-12797	353	7	ann	ann	PROPN
fumecheng-12797	353	8	parameter	parameter	NOUN
fumecheng-12797	353	9	training	training	NOUN
fumecheng-12797	353	10	condition	condition	NOUN
fumecheng-12797	353	11	data	datum	NOUN
fumecheng-12797	353	12	division	division	NOUN
fumecheng-12797	353	13	random	random	ADJ
fumecheng-12797	353	14	(	(	PUNCT
fumecheng-12797	353	15	dividerand	dividerand	NOUN
fumecheng-12797	353	16	)	)	PUNCT
fumecheng-12797	353	17	training	training	NOUN
fumecheng-12797	353	18	gradient	gradient	ADJ
fumecheng-12797	353	19	descent	descent	NOUN
fumecheng-12797	353	20	with	with	ADP
fumecheng-12797	353	21	momentum	momentum	NOUN
fumecheng-12797	353	22	&	&	CCONJ
fumecheng-12797	353	23	adaptive	adaptive	ADJ
fumecheng-12797	353	24	lr	lr	X
fumecheng-12797	353	25	(	(	PUNCT
fumecheng-12797	353	26	traingdx	traingdx	PROPN
fumecheng-12797	353	27	)	)	PUNCT
fumecheng-12797	353	28	performance	performance	NOUN
fumecheng-12797	353	29	mse	mse	PROPN
fumecheng-12797	353	30	epoch	epoch	PROPN
fumecheng-12797	353	31	1000	1000	NUM
fumecheng-12797	353	32	fig	fig	NOUN
fumecheng-12797	353	33	.	.	PUNCT
fumecheng-12797	354	1	3	3	NUM
fumecheng-12797	354	2	ann	ann	PROPN
fumecheng-12797	354	3	network	network	PROPN
fumecheng-12797	354	4	diagram	diagram	PROPN
fumecheng-12797	354	5	4.1.1	4.1.1	PROPN
fumecheng-12797	354	6	.	.	PUNCT
fumecheng-12797	355	1	structure	structure	NOUN
fumecheng-12797	355	2	of	of	ADP
fumecheng-12797	355	3	the	the	DET
fumecheng-12797	355	4	neural	neural	ADJ
fumecheng-12797	355	5	network	network	NOUN
fumecheng-12797	355	6	the	the	DET
fumecheng-12797	355	7	neural	neural	ADJ
fumecheng-12797	355	8	network	network	NOUN
fumecheng-12797	355	9	consists	consist	VERB
fumecheng-12797	355	10	of	of	ADP
fumecheng-12797	355	11	3	3	NUM
fumecheng-12797	355	12	layers	layer	NOUN
fumecheng-12797	355	13	:	:	PUNCT
fumecheng-12797	355	14	the	the	DET
fumecheng-12797	355	15	input	input	NOUN
fumecheng-12797	355	16	,	,	PUNCT
fumecheng-12797	355	17	hidden	hide	VERB
fumecheng-12797	355	18	,	,	PUNCT
fumecheng-12797	355	19	and	and	CCONJ
fumecheng-12797	355	20	output	output	NOUN
fumecheng-12797	355	21	layers	layer	NOUN
fumecheng-12797	355	22	.	.	PUNCT
fumecheng-12797	356	1	the	the	DET
fumecheng-12797	356	2	input	input	NOUN
fumecheng-12797	356	3	layer	layer	NOUN
fumecheng-12797	356	4	gives	give	VERB
fumecheng-12797	356	5	the	the	DET
fumecheng-12797	356	6	input	input	NOUN
fumecheng-12797	356	7	parameters	parameter	NOUN
fumecheng-12797	356	8	into	into	ADP
fumecheng-12797	356	9	the	the	DET
fumecheng-12797	356	10	network	network	NOUN
fumecheng-12797	356	11	.	.	PUNCT
fumecheng-12797	357	1	the	the	DET
fumecheng-12797	357	2	hidden	hide	VERB
fumecheng-12797	357	3	layer	layer	NOUN
fumecheng-12797	357	4	processes	process	VERB
fumecheng-12797	357	5	the	the	DET
fumecheng-12797	357	6	input	input	NOUN
fumecheng-12797	357	7	values	value	NOUN
fumecheng-12797	357	8	.	.	PUNCT
fumecheng-12797	358	1	it	it	PRON
fumecheng-12797	358	2	relates	relate	VERB
fumecheng-12797	358	3	them	they	PRON
fumecheng-12797	358	4	with	with	ADP
fumecheng-12797	358	5	the	the	DET
fumecheng-12797	358	6	output	output	NOUN
fumecheng-12797	358	7	values	value	NOUN
fumecheng-12797	358	8	,	,	PUNCT
fumecheng-12797	358	9	and	and	CCONJ
fumecheng-12797	358	10	the	the	DET
fumecheng-12797	358	11	output	output	NOUN
fumecheng-12797	358	12	layer	layer	NOUN
fumecheng-12797	358	13	shows	show	VERB
fumecheng-12797	358	14	the	the	DET
fumecheng-12797	358	15	network	network	NOUN
fumecheng-12797	358	16	’s	’s	PART
fumecheng-12797	358	17	output	output	NOUN
fumecheng-12797	358	18	after	after	ADP
fumecheng-12797	358	19	the	the	DET
fumecheng-12797	358	20	training	training	NOUN
fumecheng-12797	358	21	process	process	NOUN
fumecheng-12797	358	22	in	in	ADP
fumecheng-12797	358	23	the	the	DET
fumecheng-12797	358	24	hidden	hide	VERB
fumecheng-12797	358	25	layer	layer	NOUN
fumecheng-12797	358	26	.	.	PUNCT
fumecheng-12797	359	1	the	the	DET
fumecheng-12797	359	2	ann	ann	PROPN
fumecheng-12797	359	3	neurons	neuron	NOUN
fumecheng-12797	359	4	used	use	VERB
fumecheng-12797	359	5	in	in	ADP
fumecheng-12797	359	6	this	this	DET
fumecheng-12797	359	7	study	study	NOUN
fumecheng-12797	359	8	are	be	AUX
fumecheng-12797	359	9	of	of	ADP
fumecheng-12797	359	10	the	the	DET
fumecheng-12797	359	11	ratio	ratio	NOUN
fumecheng-12797	359	12	3:10:1	3:10:1	NUM
fumecheng-12797	359	13	(	(	PUNCT
fumecheng-12797	359	14	input	input	NOUN
fumecheng-12797	359	15	:	:	PUNCT
fumecheng-12797	359	16	hidden	hidden	ADJ
fumecheng-12797	359	17	:	:	PUNCT
fumecheng-12797	359	18	output	output	NOUN
fumecheng-12797	359	19	)	)	PUNCT
fumecheng-12797	359	20	.	.	PUNCT
fumecheng-12797	360	1	the	the	DET
fumecheng-12797	360	2	number	number	NOUN
fumecheng-12797	360	3	of	of	ADP
fumecheng-12797	360	4	output	output	NOUN
fumecheng-12797	360	5	nodes	node	NOUN
fumecheng-12797	360	6	is	be	AUX
fumecheng-12797	360	7	taken	take	VERB
fumecheng-12797	360	8	to	to	PART
fumecheng-12797	360	9	be	be	AUX
fumecheng-12797	360	10	one	one	NUM
fumecheng-12797	360	11	as	as	SCONJ
fumecheng-12797	360	12	the	the	DET
fumecheng-12797	360	13	failure	failure	NOUN
fumecheng-12797	360	14	time	time	NOUN
fumecheng-12797	360	15	and	and	CCONJ
fumecheng-12797	360	16	reliability	reliability	NOUN
fumecheng-12797	360	17	values	value	NOUN
fumecheng-12797	360	18	are	be	AUX
fumecheng-12797	360	19	predicted	predict	VERB
fumecheng-12797	360	20	using	use	VERB
fumecheng-12797	360	21	two	two	NUM
fumecheng-12797	360	22	different	different	ADJ
fumecheng-12797	360	23	neural	neural	ADJ
fumecheng-12797	360	24	networks	network	NOUN
fumecheng-12797	360	25	.	.	PUNCT
fumecheng-12797	361	1	the	the	DET
fumecheng-12797	361	2	ann	ann	PROPN
fumecheng-12797	361	3	structure	structure	NOUN
fumecheng-12797	361	4	is	be	AUX
fumecheng-12797	361	5	given	give	VERB
fumecheng-12797	361	6	in	in	ADP
fumecheng-12797	361	7	fig	fig	NOUN
fumecheng-12797	361	8	.	.	PUNCT
fumecheng-12797	362	1	4	4	NUM
fumecheng-12797	362	2	which	which	PRON
fumecheng-12797	362	3	is	be	AUX
fumecheng-12797	362	4	similar	similar	ADJ
fumecheng-12797	362	5	to	to	ADP
fumecheng-12797	362	6	that	that	PRON
fumecheng-12797	362	7	provided	provide	VERB
fumecheng-12797	362	8	by	by	ADP
fumecheng-12797	362	9	park	park	NOUN
fumecheng-12797	362	10	et	et	PROPN
fumecheng-12797	362	11	al	al	PROPN
fumecheng-12797	362	12	.	.	PUNCT
fumecheng-12797	363	1	[	[	X
fumecheng-12797	363	2	38	38	NUM
fumecheng-12797	363	3	]	]	PUNCT
fumecheng-12797	363	4	.	.	PUNCT
fumecheng-12797	364	1	table	table	NOUN
fumecheng-12797	364	2	4	4	NUM
fumecheng-12797	364	3	compares	compare	NOUN
fumecheng-12797	364	4	values	value	NOUN
fumecheng-12797	364	5	obtained	obtain	VERB
fumecheng-12797	364	6	experimentally	experimentally	ADV
fumecheng-12797	364	7	with	with	ADP
fumecheng-12797	364	8	those	those	PRON
fumecheng-12797	364	9	obtained	obtain	VERB
fumecheng-12797	364	10	using	use	VERB
fumecheng-12797	364	11	ann	ann	PROPN
fumecheng-12797	364	12	.	.	PUNCT
fumecheng-12797	364	13	fig	fig	PROPN
fumecheng-12797	364	14	.	.	PUNCT
fumecheng-12797	365	1	4	4	NUM
fumecheng-12797	365	2	proposed	propose	VERB
fumecheng-12797	365	3	structure	structure	NOUN
fumecheng-12797	365	4	of	of	ADP
fumecheng-12797	365	5	the	the	DET
fumecheng-12797	365	6	ann	ann	PROPN
fumecheng-12797	365	7	reliability	reliability	NOUN
fumecheng-12797	365	8	prediction	prediction	NOUN
fumecheng-12797	365	9	and	and	CCONJ
fumecheng-12797	365	10	process	process	NOUN
fumecheng-12797	365	11	parameter	parameter	NOUN
fumecheng-12797	365	12	optimization	optimization	NOUN
fumecheng-12797	365	13	of	of	ADP
fumecheng-12797	365	14	welded	weld	VERB
fumecheng-12797	365	15	joints	joint	NOUN
fumecheng-12797	365	16	:	:	PUNCT
fumecheng-12797	365	17	artificial	artificial	ADJ
fumecheng-12797	365	18	neural	neural	ADJ
fumecheng-12797	365	19	network	network	NOUN
fumecheng-12797	365	20	...	...	PUNCT
fumecheng-12797	365	21	959	959	NUM
fumecheng-12797	365	22	table	table	NOUN
fumecheng-12797	365	23	4	4	NUM
fumecheng-12797	365	24	time	time	NOUN
fumecheng-12797	365	25	to	to	ADP
fumecheng-12797	365	26	failure	failure	NOUN
fumecheng-12797	365	27	and	and	CCONJ
fumecheng-12797	365	28	reliability	reliability	NOUN
fumecheng-12797	365	29	values	value	NOUN
fumecheng-12797	365	30	obtained	obtain	VERB
fumecheng-12797	365	31	by	by	ADP
fumecheng-12797	365	32	experimental	experimental	ADJ
fumecheng-12797	365	33	and	and	CCONJ
fumecheng-12797	365	34	ann	ann	NOUN
fumecheng-12797	365	35	failure	failure	NOUN
fumecheng-12797	365	36	time	time	NOUN
fumecheng-12797	365	37	[	[	X
fumecheng-12797	365	38	experimental	experimental	ADJ
fumecheng-12797	365	39	]	]	PUNCT
fumecheng-12797	365	40	failure	failure	NOUN
fumecheng-12797	365	41	time	time	NOUN
fumecheng-12797	365	42	using	use	VERB
fumecheng-12797	365	43	ann	ann	PROPN
fumecheng-12797	365	44	reliability	reliability	NOUN
fumecheng-12797	365	45	using	use	VERB
fumecheng-12797	365	46	experimental	experimental	ADJ
fumecheng-12797	365	47	reliability	reliability	NOUN
fumecheng-12797	365	48	using	use	VERB
fumecheng-12797	365	49	ann	ann	PROPN
fumecheng-12797	365	50	32.03	32.03	NUM
fumecheng-12797	365	51	28.3239	28.3239	NUM
fumecheng-12797	365	52	0.770669	0.770669	NUM
fumecheng-12797	365	53	0.74814	0.74814	NUM
fumecheng-12797	365	54	40.51	40.51	NUM
fumecheng-12797	365	55	39.3182	39.3182	NUM
fumecheng-12797	365	56	0.604405	0.604405	NUM
fumecheng-12797	366	1	0.56773	0.56773	NUM
fumecheng-12797	366	2	46.12	46.12	NUM
fumecheng-12797	366	3	47.1409	47.1409	NUM
fumecheng-12797	366	4	0.484556	0.484556	NUM
fumecheng-12797	366	5	0.45788	0.45788	NUM
fumecheng-12797	366	6	40.19	40.19	NUM
fumecheng-12797	366	7	40.6042	40.6042	NUM
fumecheng-12797	366	8	0.611139	0.611139	NUM
fumecheng-12797	366	9	0.67069	0.67069	NUM
fumecheng-12797	366	10	80.66	80.66	NUM
fumecheng-12797	366	11	78.0848	78.0848	NUM
fumecheng-12797	366	12	0.030898	0.030898	NUM
fumecheng-12797	366	13	0.10239	0.10239	NUM
fumecheng-12797	366	14	46.58	46.58	NUM
fumecheng-12797	366	15	47.3944	47.3944	NUM
fumecheng-12797	366	16	0.474744	0.474744	NUM
fumecheng-12797	366	17	0.46145	0.46145	NUM
fumecheng-12797	366	18	28.31	28.31	NUM
fumecheng-12797	366	19	28.0827	28.0827	NUM
fumecheng-12797	367	1	0.831743	0.831743	NUM
fumecheng-12797	367	2	0.89475	0.89475	NUM
fumecheng-12797	367	3	26.87	26.87	NUM
fumecheng-12797	367	4	32.3098	32.3098	NUM
fumecheng-12797	367	5	0.852886	0.852886	NUM
fumecheng-12797	367	6	0.89471	0.89471	NUM
fumecheng-12797	367	7	67.84	67.84	NUM
fumecheng-12797	367	8	66.6089	66.6089	NUM
fumecheng-12797	367	9	0.117724	0.117724	NUM
fumecheng-12797	367	10	0.11385	0.11385	NUM
fumecheng-12797	367	11	81.24	81.24	NUM
fumecheng-12797	367	12	79.7201	79.7201	NUM
fumecheng-12797	367	13	0.028792	0.028792	NUM
fumecheng-12797	367	14	0.072929	0.072929	NUM
fumecheng-12797	367	15	54.53	54.53	NUM
fumecheng-12797	367	16	56.3209	56.3209	NUM
fumecheng-12797	367	17	0.313734	0.313734	NUM
fumecheng-12797	367	18	0.28509	0.28509	NUM
fumecheng-12797	367	19	82.04	82.04	NUM
fumecheng-12797	367	20	78.1896	78.1896	NUM
fumecheng-12797	367	21	0.026081	0.026081	NUM
fumecheng-12797	368	1	0.13121	0.13121	NUM
fumecheng-12797	368	2	60.03	60.03	NUM
fumecheng-12797	368	3	60.1094	60.1094	NUM
fumecheng-12797	368	4	0.219161	0.219161	NUM
fumecheng-12797	368	5	0.21129	0.21129	NUM
fumecheng-12797	368	6	58.75	58.75	NUM
fumecheng-12797	368	7	49.7485	49.7485	NUM
fumecheng-12797	368	8	0.239579	0.239579	NUM
fumecheng-12797	368	9	0.26222	0.26222	NUM
fumecheng-12797	368	10	38.71	38.71	NUM
fumecheng-12797	368	11	39.8371	39.8371	NUM
fumecheng-12797	368	12	0.641962	0.641962	NUM
fumecheng-12797	368	13	0.57656	0.57656	NUM
fumecheng-12797	368	14	47.32	47.32	NUM
fumecheng-12797	368	15	37.6611	37.6611	NUM
fumecheng-12797	368	16	0.459018	0.459018	NUM
fumecheng-12797	368	17	0.62062	0.62062	NUM
fumecheng-12797	368	18	51.52	51.52	NUM
fumecheng-12797	368	19	50.2645	50.2645	NUM
fumecheng-12797	368	20	0.372138	0.372138	NUM
fumecheng-12797	368	21	0.3551	0.3551	NUM
fumecheng-12797	368	22	68.75	68.75	NUM
fumecheng-12797	368	23	71.8491	71.8491	NUM
fumecheng-12797	369	1	0.108511	0.108511	NUM
fumecheng-12797	369	2	0.097069	0.097069	NUM
fumecheng-12797	369	3	23.6	23.6	NUM
fumecheng-12797	369	4	31.1425	31.1425	NUM
fumecheng-12797	369	5	0.895326	0.895326	NUM
fumecheng-12797	369	6	0.85548	0.85548	NUM
fumecheng-12797	369	7	26.85	26.85	NUM
fumecheng-12797	369	8	31.2358	31.2358	NUM
fumecheng-12797	369	9	0.853169	0.853169	NUM
fumecheng-12797	369	10	0.84185	0.84185	NUM
fumecheng-12797	369	11	27.62	27.62	NUM
fumecheng-12797	369	12	30.2877	30.2877	NUM
fumecheng-12797	369	13	0.842057	0.842057	NUM
fumecheng-12797	369	14	0.83124	0.83124	NUM
fumecheng-12797	369	15	34.47	34.47	NUM
fumecheng-12797	369	16	37.8169	37.8169	NUM
fumecheng-12797	369	17	0.726088	0.726088	NUM
fumecheng-12797	369	18	0.72954	0.72954	NUM
fumecheng-12797	369	19	41.22	41.22	NUM
fumecheng-12797	369	20	39.595	39.595	NUM
fumecheng-12797	369	21	0.589391	0.589391	NUM
fumecheng-12797	369	22	0.58632	0.58632	NUM
fumecheng-12797	369	23	26.64	26.64	NUM
fumecheng-12797	369	24	36.8819	36.8819	NUM
fumecheng-12797	369	25	0.856127	0.856127	NUM
fumecheng-12797	369	26	0.83045	0.83045	NUM
fumecheng-12797	369	27	32.81	32.81	NUM
fumecheng-12797	369	28	35.096	35.096	NUM
fumecheng-12797	369	29	0.756775	0.756775	NUM
fumecheng-12797	369	30	0.73678	0.73678	NUM
fumecheng-12797	369	31	32.04	32.04	NUM
fumecheng-12797	369	32	30.7815	30.7815	NUM
fumecheng-12797	369	33	0.770493	0.770493	NUM
fumecheng-12797	369	34	0.71574	0.71574	NUM
fumecheng-12797	369	35	43.06	43.06	NUM
fumecheng-12797	369	36	41.6098	41.6098	NUM
fumecheng-12797	369	37	0.550142	0.550142	NUM
fumecheng-12797	369	38	0.54818	0.54818	NUM
fumecheng-12797	369	39	park	park	NOUN
fumecheng-12797	369	40	et	et	PROPN
fumecheng-12797	369	41	al	al	PROPN
fumecheng-12797	369	42	.	.	PUNCT
fumecheng-12797	370	1	[	[	X
fumecheng-12797	370	2	38	38	NUM
fumecheng-12797	370	3	]	]	PUNCT
fumecheng-12797	370	4	utilized	utilize	VERB
fumecheng-12797	370	5	ann	ann	PROPN
fumecheng-12797	370	6	to	to	PART
fumecheng-12797	370	7	predict	predict	VERB
fumecheng-12797	370	8	the	the	DET
fumecheng-12797	370	9	yield	yield	NOUN
fumecheng-12797	370	10	strength	strength	NOUN
fumecheng-12797	370	11	of	of	ADP
fumecheng-12797	370	12	austenitic	austenitic	ADJ
fumecheng-12797	370	13	stainless	stainless	ADJ
fumecheng-12797	370	14	-	-	PUNCT
fumecheng-12797	370	15	steel	steel	NOUN
fumecheng-12797	370	16	welds	weld	NOUN
fumecheng-12797	370	17	.	.	PUNCT
fumecheng-12797	371	1	in	in	ADP
fumecheng-12797	371	2	fig	fig	NOUN
fumecheng-12797	371	3	.	.	PUNCT
fumecheng-12797	372	1	4	4	NUM
fumecheng-12797	372	2	,	,	PUNCT
fumecheng-12797	372	3	the	the	DET
fumecheng-12797	372	4	input	input	NOUN
fumecheng-12797	372	5	layer	layer	NOUN
fumecheng-12797	372	6	contains	contain	VERB
fumecheng-12797	372	7	three	three	NUM
fumecheng-12797	372	8	nodes	node	NOUN
fumecheng-12797	372	9	representing	represent	VERB
fumecheng-12797	372	10	the	the	DET
fumecheng-12797	372	11	welding	welding	NOUN
fumecheng-12797	372	12	parameters	parameter	NOUN
fumecheng-12797	372	13	:	:	PUNCT
fumecheng-12797	372	14	weld	weld	NOUN
fumecheng-12797	372	15	current	current	ADJ
fumecheng-12797	372	16	,	,	PUNCT
fumecheng-12797	372	17	angle	angle	NOUN
fumecheng-12797	372	18	,	,	PUNCT
fumecheng-12797	372	19	and	and	CCONJ
fumecheng-12797	372	20	speed	speed	NOUN
fumecheng-12797	372	21	.	.	PUNCT
fumecheng-12797	373	1	these	these	DET
fumecheng-12797	373	2	parameters	parameter	NOUN
fumecheng-12797	373	3	are	be	AUX
fumecheng-12797	373	4	fed	feed	VERB
fumecheng-12797	373	5	into	into	ADP
fumecheng-12797	373	6	the	the	DET
fumecheng-12797	373	7	network	network	NOUN
fumecheng-12797	373	8	as	as	ADP
fumecheng-12797	373	9	input	input	NOUN
fumecheng-12797	373	10	data	datum	NOUN
fumecheng-12797	373	11	.	.	PUNCT
fumecheng-12797	374	1	the	the	DET
fumecheng-12797	374	2	hidden	hide	VERB
fumecheng-12797	374	3	layer	layer	NOUN
fumecheng-12797	374	4	is	be	AUX
fumecheng-12797	374	5	a	a	DET
fumecheng-12797	374	6	computational	computational	ADJ
fumecheng-12797	374	7	layer	layer	NOUN
fumecheng-12797	374	8	that	that	PRON
fumecheng-12797	374	9	processes	process	VERB
fumecheng-12797	374	10	the	the	DET
fumecheng-12797	374	11	input	input	NOUN
fumecheng-12797	374	12	data	datum	NOUN
fumecheng-12797	374	13	and	and	CCONJ
fumecheng-12797	374	14	extracts	extract	NOUN
fumecheng-12797	374	15	meaningful	meaningful	ADJ
fumecheng-12797	374	16	patterns	pattern	NOUN
fumecheng-12797	374	17	.	.	PUNCT
fumecheng-12797	375	1	it	it	PRON
fumecheng-12797	375	2	consists	consist	VERB
fumecheng-12797	375	3	of	of	ADP
fumecheng-12797	375	4	multiple	multiple	ADJ
fumecheng-12797	375	5	interconnected	interconnected	ADJ
fumecheng-12797	375	6	nodes	node	NOUN
fumecheng-12797	375	7	,	,	PUNCT
fumecheng-12797	375	8	each	each	PRON
fumecheng-12797	375	9	performing	perform	VERB
fumecheng-12797	375	10	a	a	DET
fumecheng-12797	375	11	non	non	ADJ
fumecheng-12797	375	12	-	-	ADJ
fumecheng-12797	375	13	linear	linear	ADJ
fumecheng-12797	375	14	transformation	transformation	NOUN
fumecheng-12797	375	15	on	on	ADP
fumecheng-12797	375	16	the	the	DET
fumecheng-12797	375	17	input	input	NOUN
fumecheng-12797	375	18	data	datum	NOUN
fumecheng-12797	375	19	.	.	PUNCT
fumecheng-12797	376	1	the	the	DET
fumecheng-12797	376	2	number	number	NOUN
fumecheng-12797	376	3	of	of	ADP
fumecheng-12797	376	4	nodes	node	NOUN
fumecheng-12797	376	5	in	in	ADP
fumecheng-12797	376	6	the	the	DET
fumecheng-12797	376	7	hidden	hide	VERB
fumecheng-12797	376	8	layer	layer	NOUN
fumecheng-12797	376	9	can	can	AUX
fumecheng-12797	376	10	vary	vary	VERB
fumecheng-12797	376	11	depending	depend	VERB
fumecheng-12797	376	12	on	on	ADP
fumecheng-12797	376	13	the	the	DET
fumecheng-12797	376	14	complexity	complexity	NOUN
fumecheng-12797	376	15	of	of	ADP
fumecheng-12797	376	16	the	the	DET
fumecheng-12797	376	17	problem	problem	NOUN
fumecheng-12797	376	18	.	.	PUNCT
fumecheng-12797	377	1	the	the	DET
fumecheng-12797	377	2	output	output	NOUN
fumecheng-12797	377	3	layer	layer	NOUN
fumecheng-12797	377	4	contains	contain	VERB
fumecheng-12797	377	5	a	a	DET
fumecheng-12797	377	6	single	single	ADJ
fumecheng-12797	377	7	node	node	NOUN
fumecheng-12797	377	8	representing	represent	VERB
fumecheng-12797	377	9	the	the	DET
fumecheng-12797	377	10	welding	welding	NOUN
fumecheng-12797	377	11	process	process	NOUN
fumecheng-12797	377	12	’s	’s	PART
fumecheng-12797	377	13	predicted	predict	VERB
fumecheng-12797	377	14	reliability	reliability	NOUN
fumecheng-12797	377	15	or	or	CCONJ
fumecheng-12797	377	16	failure	failure	NOUN
fumecheng-12797	377	17	time	time	NOUN
fumecheng-12797	377	18	.	.	PUNCT
fumecheng-12797	378	1	this	this	DET
fumecheng-12797	378	2	output	output	NOUN
fumecheng-12797	378	3	is	be	AUX
fumecheng-12797	378	4	generated	generate	VERB
fumecheng-12797	378	5	based	base	VERB
fumecheng-12797	378	6	on	on	ADP
fumecheng-12797	378	7	the	the	DET
fumecheng-12797	378	8	processed	process	VERB
fumecheng-12797	378	9	information	information	NOUN
fumecheng-12797	378	10	from	from	ADP
fumecheng-12797	378	11	the	the	DET
fumecheng-12797	378	12	hidden	hide	VERB
fumecheng-12797	378	13	layer	layer	NOUN
fumecheng-12797	378	14	.	.	PUNCT
fumecheng-12797	379	1	figs	fig	NOUN
fumecheng-12797	379	2	.	.	PUNCT
fumecheng-12797	380	1	5(a	5(a	NUM
fumecheng-12797	380	2	)	)	PUNCT
fumecheng-12797	380	3	and	and	CCONJ
fumecheng-12797	380	4	5(b	5(b	NUM
fumecheng-12797	380	5	)	)	PUNCT
fumecheng-12797	380	6	compare	compare	VERB
fumecheng-12797	380	7	the	the	DET
fumecheng-12797	380	8	experimental	experimental	ADJ
fumecheng-12797	380	9	failure	failure	NOUN
fumecheng-12797	380	10	time	time	NOUN
fumecheng-12797	380	11	and	and	CCONJ
fumecheng-12797	380	12	reliability	reliability	NOUN
fumecheng-12797	380	13	with	with	ADP
fumecheng-12797	380	14	the	the	DET
fumecheng-12797	380	15	ann	ann	PROPN
fumecheng-12797	380	16	predicted	predict	VERB
fumecheng-12797	380	17	values	value	NOUN
fumecheng-12797	380	18	,	,	PUNCT
fumecheng-12797	380	19	respectively	respectively	ADV
fumecheng-12797	380	20	,	,	PUNCT
fumecheng-12797	380	21	for	for	ADP
fumecheng-12797	380	22	all	all	DET
fumecheng-12797	380	23	the	the	DET
fumecheng-12797	380	24	samples	sample	NOUN
fumecheng-12797	380	25	of	of	ADP
fumecheng-12797	380	26	the	the	DET
fumecheng-12797	380	27	l27	l27	ADJ
fumecheng-12797	380	28	doe	doe	NOUN
fumecheng-12797	380	29	array	array	NOUN
fumecheng-12797	380	30	.	.	PUNCT
fumecheng-12797	381	1	960	960	NUM
fumecheng-12797	381	2	j.	j.	PROPN
fumecheng-12797	381	3	gokulachandran	gokulachandran	PROPN
fumecheng-12797	381	4	,	,	PUNCT
fumecheng-12797	381	5	m.	m.	NOUN
fumecheng-12797	381	6	thenarasu	thenarasu	PROPN
fumecheng-12797	381	7	,	,	PUNCT
fumecheng-12797	381	8	b.	b.	PROPN
fumecheng-12797	381	9	pothkanoori	pothkanoori	PROPN
fumecheng-12797	381	10	,	,	PUNCT
fumecheng-12797	381	11	et	et	PROPN
fumecheng-12797	381	12	al	al	PROPN
fumecheng-12797	381	13	.	.	PROPN
fumecheng-12797	381	14	fig	fig	PROPN
fumecheng-12797	381	15	.	.	PUNCT
fumecheng-12797	382	1	5	5	NUM
fumecheng-12797	382	2	comparisons	comparison	NOUN
fumecheng-12797	382	3	of	of	ADP
fumecheng-12797	382	4	failure	failure	NOUN
fumecheng-12797	382	5	time	time	NOUN
fumecheng-12797	382	6	reliability	reliability	NOUN
fumecheng-12797	382	7	values	value	NOUN
fumecheng-12797	382	8	with	with	ADP
fumecheng-12797	382	9	their	their	PRON
fumecheng-12797	382	10	corresponding	correspond	VERB
fumecheng-12797	382	11	ann	ann	PROPN
fumecheng-12797	382	12	4.2	4.2	NUM
fumecheng-12797	382	13	.	.	PUNCT
fumecheng-12797	383	1	fuzzy	fuzzy	ADJ
fumecheng-12797	383	2	logic	logic	NOUN
fumecheng-12797	383	3	fl	fl	PROPN
fumecheng-12797	383	4	is	be	AUX
fumecheng-12797	383	5	an	an	DET
fumecheng-12797	383	6	approach	approach	NOUN
fumecheng-12797	383	7	that	that	PRON
fumecheng-12797	383	8	helps	help	VERB
fumecheng-12797	383	9	decision	decision	NOUN
fumecheng-12797	383	10	-	-	PUNCT
fumecheng-12797	383	11	making	making	NOUN
fumecheng-12797	383	12	.	.	PUNCT
fumecheng-12797	384	1	it	it	PRON
fumecheng-12797	384	2	could	could	AUX
fumecheng-12797	384	3	determine	determine	VERB
fumecheng-12797	384	4	whether	whether	SCONJ
fumecheng-12797	384	5	a	a	DET
fumecheng-12797	384	6	given	give	VERB
fumecheng-12797	384	7	statement	statement	NOUN
fumecheng-12797	384	8	is	be	AUX
fumecheng-12797	384	9	true	true	ADJ
fumecheng-12797	384	10	or	or	CCONJ
fumecheng-12797	384	11	false	false	ADJ
fumecheng-12797	384	12	where	where	SCONJ
fumecheng-12797	384	13	the	the	DET
fumecheng-12797	384	14	values	value	NOUN
fumecheng-12797	384	15	range	range	VERB
fumecheng-12797	384	16	from	from	ADP
fumecheng-12797	384	17	0	0	NUM
fumecheng-12797	384	18	to	to	ADP
fumecheng-12797	384	19	1	1	NUM
fumecheng-12797	384	20	.	.	PUNCT
fumecheng-12797	385	1	the	the	DET
fumecheng-12797	385	2	input	input	NOUN
fumecheng-12797	385	3	parameters	parameter	NOUN
fumecheng-12797	385	4	undergo	undergo	VERB
fumecheng-12797	385	5	fuzzification	fuzzification	NOUN
fumecheng-12797	385	6	,	,	PUNCT
fumecheng-12797	385	7	turning	turn	VERB
fumecheng-12797	385	8	a	a	DET
fumecheng-12797	385	9	crisp	crisp	ADJ
fumecheng-12797	385	10	value	value	NOUN
fumecheng-12797	385	11	into	into	ADP
fumecheng-12797	385	12	a	a	DET
fumecheng-12797	385	13	fuzzy	fuzzy	ADJ
fumecheng-12797	385	14	one	one	NUM
fumecheng-12797	385	15	.	.	PUNCT
fumecheng-12797	386	1	the	the	DET
fumecheng-12797	386	2	input	input	NOUN
fumecheng-12797	386	3	variables	variable	NOUN
fumecheng-12797	386	4	are	be	AUX
fumecheng-12797	386	5	provided	provide	VERB
fumecheng-12797	386	6	with	with	ADP
fumecheng-12797	386	7	the	the	DET
fumecheng-12797	386	8	help	help	NOUN
fumecheng-12797	386	9	of	of	ADP
fumecheng-12797	386	10	a	a	DET
fumecheng-12797	386	11	membership	membership	NOUN
fumecheng-12797	386	12	function	function	NOUN
fumecheng-12797	386	13	.	.	PUNCT
fumecheng-12797	387	1	a	a	DET
fumecheng-12797	387	2	set	set	NOUN
fumecheng-12797	387	3	of	of	ADP
fumecheng-12797	387	4	rules	rule	NOUN
fumecheng-12797	387	5	is	be	AUX
fumecheng-12797	387	6	provided	provide	VERB
fumecheng-12797	387	7	that	that	PRON
fumecheng-12797	387	8	relates	relate	VERB
fumecheng-12797	387	9	the	the	DET
fumecheng-12797	387	10	input	input	NOUN
fumecheng-12797	387	11	parameter	parameter	NOUN
fumecheng-12797	387	12	to	to	ADP
fumecheng-12797	387	13	the	the	DET
fumecheng-12797	387	14	output	output	NOUN
fumecheng-12797	387	15	parameter	parameter	NOUN
fumecheng-12797	387	16	.	.	PUNCT
fumecheng-12797	388	1	it	it	PRON
fumecheng-12797	388	2	goes	go	VERB
fumecheng-12797	388	3	through	through	ADP
fumecheng-12797	388	4	a	a	DET
fumecheng-12797	388	5	process	process	NOUN
fumecheng-12797	388	6	called	call	VERB
fumecheng-12797	388	7	defuzzification	defuzzification	NOUN
fumecheng-12797	388	8	to	to	PART
fumecheng-12797	388	9	obtain	obtain	VERB
fumecheng-12797	388	10	the	the	DET
fumecheng-12797	388	11	output	output	NOUN
fumecheng-12797	388	12	.	.	PUNCT
fumecheng-12797	389	1	this	this	DET
fumecheng-12797	389	2	study	study	NOUN
fumecheng-12797	389	3	implemented	implement	VERB
fumecheng-12797	389	4	the	the	DET
fumecheng-12797	389	5	fl	fl	PROPN
fumecheng-12797	389	6	approach	approach	NOUN
fumecheng-12797	389	7	to	to	PART
fumecheng-12797	389	8	predict	predict	VERB
fumecheng-12797	389	9	the	the	DET
fumecheng-12797	389	10	failure	failure	NOUN
fumecheng-12797	389	11	time	time	NOUN
fumecheng-12797	389	12	and	and	CCONJ
fumecheng-12797	389	13	reliability	reliability	NOUN
fumecheng-12797	389	14	output	output	NOUN
fumecheng-12797	389	15	for	for	ADP
fumecheng-12797	389	16	the	the	DET
fumecheng-12797	389	17	varying	vary	VERB
fumecheng-12797	389	18	input	input	NOUN
fumecheng-12797	389	19	conditions	condition	NOUN
fumecheng-12797	389	20	,	,	PUNCT
fumecheng-12797	389	21	such	such	ADJ
fumecheng-12797	389	22	as	as	ADP
fumecheng-12797	389	23	weld	weld	NOUN
fumecheng-12797	389	24	speed	speed	NOUN
fumecheng-12797	389	25	,	,	PUNCT
fumecheng-12797	389	26	weld	weld	NOUN
fumecheng-12797	389	27	current	current	ADJ
fumecheng-12797	389	28	,	,	PUNCT
fumecheng-12797	389	29	and	and	CCONJ
fumecheng-12797	389	30	weld	weld	NOUN
fumecheng-12797	389	31	angle	angle	NOUN
fumecheng-12797	389	32	.	.	PUNCT
fumecheng-12797	390	1	the	the	DET
fumecheng-12797	390	2	failure	failure	NOUN
fumecheng-12797	390	3	time	time	NOUN
fumecheng-12797	390	4	and	and	CCONJ
fumecheng-12797	390	5	reliability	reliability	NOUN
fumecheng-12797	390	6	for	for	ADP
fumecheng-12797	390	7	various	various	ADJ
fumecheng-12797	390	8	input	input	NOUN
fumecheng-12797	390	9	parameters	parameter	NOUN
fumecheng-12797	390	10	were	be	AUX
fumecheng-12797	390	11	determined	determine	VERB
fumecheng-12797	390	12	experimentally	experimentally	ADV
fumecheng-12797	390	13	for	for	ADP
fumecheng-12797	390	14	twentyseven	twentyseven	ADJ
fumecheng-12797	390	15	samples	sample	NOUN
fumecheng-12797	390	16	,	,	PUNCT
fumecheng-12797	390	17	which	which	PRON
fumecheng-12797	390	18	were	be	AUX
fumecheng-12797	390	19	welded	weld	VERB
fumecheng-12797	390	20	according	accord	VERB
fumecheng-12797	390	21	to	to	ADP
fumecheng-12797	390	22	the	the	DET
fumecheng-12797	390	23	l27	l27	ADJ
fumecheng-12797	390	24	doe	doe	NOUN
fumecheng-12797	390	25	array	array	NOUN
fumecheng-12797	390	26	.	.	PUNCT
fumecheng-12797	391	1	table	table	NOUN
fumecheng-12797	391	2	5	5	NUM
fumecheng-12797	391	3	displays	display	VERB
fumecheng-12797	391	4	the	the	DET
fumecheng-12797	391	5	training	training	NOUN
fumecheng-12797	391	6	conditions	condition	NOUN
fumecheng-12797	391	7	for	for	ADP
fumecheng-12797	391	8	all	all	DET
fumecheng-12797	391	9	the	the	DET
fumecheng-12797	391	10	input	input	NOUN
fumecheng-12797	391	11	parameters	parameter	NOUN
fumecheng-12797	391	12	of	of	ADP
fumecheng-12797	391	13	the	the	DET
fumecheng-12797	391	14	fl	fl	PROPN
fumecheng-12797	391	15	model	model	NOUN
fumecheng-12797	391	16	.	.	PUNCT
fumecheng-12797	392	1	the	the	DET
fumecheng-12797	392	2	comparison	comparison	NOUN
fumecheng-12797	392	3	of	of	ADP
fumecheng-12797	392	4	time	time	NOUN
fumecheng-12797	392	5	to	to	ADP
fumecheng-12797	392	6	failure	failure	NOUN
fumecheng-12797	392	7	and	and	CCONJ
fumecheng-12797	392	8	reliability	reliability	NOUN
fumecheng-12797	392	9	values	value	NOUN
fumecheng-12797	392	10	are	be	AUX
fumecheng-12797	392	11	given	give	VERB
fumecheng-12797	392	12	in	in	ADP
fumecheng-12797	392	13	fig	fig	NOUN
fumecheng-12797	392	14	.	.	PUNCT
fumecheng-12797	393	1	6	6	NUM
fumecheng-12797	393	2	and	and	CCONJ
fumecheng-12797	393	3	table	table	NOUN
fumecheng-12797	393	4	6	6	NUM
fumecheng-12797	393	5	.	.	PUNCT
fumecheng-12797	393	6	reliability	reliability	NOUN
fumecheng-12797	393	7	prediction	prediction	NOUN
fumecheng-12797	393	8	and	and	CCONJ
fumecheng-12797	393	9	process	process	NOUN
fumecheng-12797	393	10	parameter	parameter	NOUN
fumecheng-12797	393	11	optimization	optimization	NOUN
fumecheng-12797	393	12	of	of	ADP
fumecheng-12797	393	13	welded	weld	VERB
fumecheng-12797	393	14	joints	joint	NOUN
fumecheng-12797	393	15	:	:	PUNCT
fumecheng-12797	393	16	artificial	artificial	ADJ
fumecheng-12797	393	17	neural	neural	ADJ
fumecheng-12797	393	18	network	network	NOUN
fumecheng-12797	393	19	...	...	PUNCT
fumecheng-12797	393	20	961	961	NUM
fumecheng-12797	393	21	table	table	NOUN
fumecheng-12797	393	22	5	5	NUM
fumecheng-12797	393	23	training	training	NOUN
fumecheng-12797	393	24	conditions	condition	NOUN
fumecheng-12797	393	25	for	for	ADP
fumecheng-12797	393	26	the	the	DET
fumecheng-12797	393	27	fl	fl	PROPN
fumecheng-12797	393	28	model	model	NOUN
fumecheng-12797	393	29	table	table	NOUN
fumecheng-12797	393	30	6	6	NUM
fumecheng-12797	393	31	comparison	comparison	NOUN
fumecheng-12797	393	32	of	of	ADP
fumecheng-12797	393	33	the	the	DET
fumecheng-12797	393	34	time	time	NOUN
fumecheng-12797	393	35	to	to	ADP
fumecheng-12797	393	36	failure	failure	NOUN
fumecheng-12797	393	37	and	and	CCONJ
fumecheng-12797	393	38	reliability	reliability	NOUN
fumecheng-12797	393	39	values	value	NOUN
fumecheng-12797	393	40	failure	failure	NOUN
fumecheng-12797	393	41	time	time	NOUN
fumecheng-12797	393	42	experimental	experimental	ADJ
fumecheng-12797	393	43	failure	failure	NOUN
fumecheng-12797	393	44	time	time	NOUN
fumecheng-12797	393	45	using	use	VERB
fumecheng-12797	393	46	fl	fl	ADP
fumecheng-12797	393	47	reliability	reliability	NOUN
fumecheng-12797	393	48	using	use	VERB
fumecheng-12797	393	49	experimental	experimental	ADJ
fumecheng-12797	393	50	reliability	reliability	NOUN
fumecheng-12797	393	51	using	use	VERB
fumecheng-12797	393	52	fl	fl	ADP
fumecheng-12797	393	53	32.03	32.03	NUM
fumecheng-12797	393	54	29.9	29.9	NUM
fumecheng-12797	393	55	0.770668644	0.770668644	NUM
fumecheng-12797	394	1	0.8	0.8	NUM
fumecheng-12797	394	2	40.51	40.51	NUM
fumecheng-12797	394	3	51.9	51.9	NUM
fumecheng-12797	394	4	0.604404957	0.604404957	NUM
fumecheng-12797	394	5	0.457	0.457	NUM
fumecheng-12797	394	6	46.12	46.12	NUM
fumecheng-12797	394	7	51.9	51.9	NUM
fumecheng-12797	394	8	0.48455637	0.48455637	NUM
fumecheng-12797	394	9	0.457	0.457	NUM
fumecheng-12797	394	10	40.19	40.19	NUM
fumecheng-12797	394	11	51.9	51.9	NUM
fumecheng-12797	394	12	0.611139182	0.611139182	NUM
fumecheng-12797	394	13	0.457	0.457	NUM
fumecheng-12797	394	14	80.66	80.66	NUM
fumecheng-12797	394	15	75.1	75.1	NUM
fumecheng-12797	394	16	0.030898086	0.030898086	NUM
fumecheng-12797	394	17	0.121	0.121	NUM
fumecheng-12797	394	18	46.58	46.58	NUM
fumecheng-12797	394	19	51.9	51.9	NUM
fumecheng-12797	394	20	0.474743642	0.474743642	NUM
fumecheng-12797	394	21	0.457	0.457	NUM
fumecheng-12797	394	22	28.31	28.31	NUM
fumecheng-12797	394	23	29.9	29.9	NUM
fumecheng-12797	394	24	0.831743344	0.831743344	NUM
fumecheng-12797	394	25	0.8	0.8	NUM
fumecheng-12797	394	26	26.87	26.87	NUM
fumecheng-12797	394	27	29.9	29.9	NUM
fumecheng-12797	394	28	0.85288615	0.85288615	NUM
fumecheng-12797	394	29	0.8	0.8	NUM
fumecheng-12797	394	30	67.84	67.84	NUM
fumecheng-12797	394	31	75.1	75.1	NUM
fumecheng-12797	394	32	0.117724492	0.117724492	NUM
fumecheng-12797	394	33	0.121	0.121	NUM
fumecheng-12797	394	34	81.24	81.24	NUM
fumecheng-12797	394	35	75.1	75.1	NUM
fumecheng-12797	394	36	0.02879167	0.02879167	NUM
fumecheng-12797	394	37	0.121	0.121	NUM
fumecheng-12797	394	38	54.53	54.53	NUM
fumecheng-12797	394	39	51.9	51.9	NUM
fumecheng-12797	394	40	0.313733557	0.313733557	NUM
fumecheng-12797	394	41	0.121	0.121	NUM
fumecheng-12797	394	42	82.04	82.04	NUM
fumecheng-12797	394	43	75.1	75.1	NUM
fumecheng-12797	394	44	0.026080583	0.026080583	NUM
fumecheng-12797	394	45	0.121	0.121	NUM
fumecheng-12797	394	46	60.03	60.03	NUM
fumecheng-12797	394	47	51.9	51.9	NUM
fumecheng-12797	394	48	0.21916138	0.21916138	NUM
fumecheng-12797	394	49	0.121	0.121	NUM
fumecheng-12797	394	50	58.75	58.75	NUM
fumecheng-12797	394	51	51.9	51.9	NUM
fumecheng-12797	394	52	0.239579293	0.239579293	NUM
fumecheng-12797	394	53	0.121	0.121	NUM
fumecheng-12797	394	54	38.71	38.71	NUM
fumecheng-12797	394	55	51.9	51.9	NUM
fumecheng-12797	394	56	0.641962295	0.641962295	NUM
fumecheng-12797	394	57	0.8	0.8	NUM
fumecheng-12797	394	58	47.32	47.32	NUM
fumecheng-12797	394	59	51.9	51.9	NUM
fumecheng-12797	394	60	0.459017936	0.459017936	NUM
fumecheng-12797	394	61	0.457	0.457	NUM
fumecheng-12797	394	62	51.52	51.52	NUM
fumecheng-12797	394	63	51.9	51.9	NUM
fumecheng-12797	394	64	0.372137975	0.372137975	NUM
fumecheng-12797	394	65	0.457	0.457	NUM
fumecheng-12797	394	66	68.75	68.75	NUM
fumecheng-12797	394	67	75.1	75.1	NUM
fumecheng-12797	394	68	0.108510609	0.108510609	NUM
fumecheng-12797	394	69	0.121	0.121	NUM
fumecheng-12797	394	70	23.6	23.6	NUM
fumecheng-12797	394	71	29.9	29.9	NUM
fumecheng-12797	394	72	0.895325963	0.895325963	NUM
fumecheng-12797	394	73	0.8	0.8	NUM
fumecheng-12797	394	74	26.85	26.85	NUM
fumecheng-12797	394	75	29.9	29.9	NUM
fumecheng-12797	394	76	0.853169446	0.853169446	NUM
fumecheng-12797	394	77	0.8	0.8	NUM
fumecheng-12797	394	78	27.62	27.62	NUM
fumecheng-12797	394	79	29.9	29.9	NUM
fumecheng-12797	394	80	0.842056643	0.842056643	NUM
fumecheng-12797	394	81	0.8	0.8	NUM
fumecheng-12797	394	82	34.47	34.47	NUM
fumecheng-12797	394	83	51.9	51.9	NUM
fumecheng-12797	394	84	0.726088324	0.726088324	NUM
fumecheng-12797	394	85	0.8	0.8	NUM
fumecheng-12797	394	86	41.22	41.22	NUM
fumecheng-12797	394	87	51.9	51.9	NUM
fumecheng-12797	394	88	0.589391195	0.589391195	NUM
fumecheng-12797	394	89	0.457	0.457	NUM
fumecheng-12797	394	90	26.64	26.64	NUM
fumecheng-12797	394	91	29.9	29.9	NUM
fumecheng-12797	394	92	0.856126709	0.856126709	NUM
fumecheng-12797	394	93	0.8	0.8	NUM
fumecheng-12797	394	94	32.81	32.81	NUM
fumecheng-12797	394	95	51.9	51.9	NUM
fumecheng-12797	394	96	0.756774669	0.756774669	NUM
fumecheng-12797	394	97	0.8	0.8	NUM
fumecheng-12797	394	98	32.04	32.04	NUM
fumecheng-12797	394	99	29.9	29.9	NUM
fumecheng-12797	394	100	0.770492753	0.770492753	NUM
fumecheng-12797	394	101	0.8	0.8	NUM
fumecheng-12797	394	102	43.06	43.06	NUM
fumecheng-12797	394	103	51.9	51.9	NUM
fumecheng-12797	394	104	0.55014172	0.55014172	NUM
fumecheng-12797	394	105	0.457	0.457	NUM
fumecheng-12797	394	106	parameters	parameter	NOUN
fumecheng-12797	394	107	conditions	condition	NOUN
fumecheng-12797	394	108	range	range	NOUN
fumecheng-12797	394	109	of	of	ADP
fumecheng-12797	394	110	values	value	NOUN
fumecheng-12797	394	111	weld	weld	VERB
fumecheng-12797	394	112	current	current	ADJ
fumecheng-12797	394	113	low	low	ADJ
fumecheng-12797	394	114	60	60	NUM
fumecheng-12797	394	115	–	–	PUNCT
fumecheng-12797	394	116	76.67	76.67	NUM
fumecheng-12797	395	1	[	[	X
fumecheng-12797	395	2	a	a	X
fumecheng-12797	395	3	]	]	X
fumecheng-12797	395	4	medium	medium	NOUN
fumecheng-12797	395	5	63.33	63.33	NUM
fumecheng-12797	395	6	–	–	PUNCT
fumecheng-12797	395	7	96.67	96.67	NUM
fumecheng-12797	395	8	high	high	ADJ
fumecheng-12797	395	9	83.27	83.27	NUM
fumecheng-12797	395	10	–	–	PUNCT
fumecheng-12797	395	11	100	100	NUM
fumecheng-12797	395	12	weld	weld	NOUN
fumecheng-12797	395	13	speed	speed	NOUN
fumecheng-12797	395	14	[	[	X
fumecheng-12797	395	15	mm	mm	X
fumecheng-12797	395	16	/	/	SYM
fumecheng-12797	395	17	s	s	PROPN
fumecheng-12797	395	18	]	]	X
fumecheng-12797	395	19	low	low	ADJ
fumecheng-12797	395	20	1.17	1.17	NUM
fumecheng-12797	395	21	–	–	PUNCT
fumecheng-12797	395	22	1.431	1.431	NUM
fumecheng-12797	395	23	medium	medium	NOUN
fumecheng-12797	395	24	1.34	1.34	NUM
fumecheng-12797	395	25	–	–	PUNCT
fumecheng-12797	395	26	2.402	2.402	NUM
fumecheng-12797	395	27	high	high	ADJ
fumecheng-12797	395	28	2.191	2.191	NUM
fumecheng-12797	395	29	–	–	PUNCT
fumecheng-12797	395	30	3.25	3.25	NUM
fumecheng-12797	395	31	weld	weld	NOUN
fumecheng-12797	395	32	angle	angle	NOUN
fumecheng-12797	395	33	[	[	X
fumecheng-12797	395	34	degrees	degree	NOUN
fumecheng-12797	395	35	]	]	X
fumecheng-12797	395	36	low	low	ADJ
fumecheng-12797	395	37	55	55	NUM
fumecheng-12797	395	38	–	–	PUNCT
fumecheng-12797	395	39	59.17	59.17	NUM
fumecheng-12797	395	40	medium	medium	NOUN
fumecheng-12797	395	41	55.83	55.83	NUM
fumecheng-12797	395	42	–	–	PUNCT
fumecheng-12797	395	43	64.17	64.17	NUM
fumecheng-12797	395	44	high	high	ADJ
fumecheng-12797	395	45	60.83	60.83	NUM
fumecheng-12797	395	46	65	65	NUM
fumecheng-12797	395	47	failure	failure	NOUN
fumecheng-12797	395	48	time	time	NOUN
fumecheng-12797	395	49	[	[	X
fumecheng-12797	395	50	s	s	X
fumecheng-12797	395	51	]	]	X
fumecheng-12797	395	52	low	low	ADJ
fumecheng-12797	395	53	23.6	23.6	NUM
fumecheng-12797	395	54	–	–	PUNCT
fumecheng-12797	395	55	43.08	43.08	NUM
fumecheng-12797	395	56	medium	medium	NOUN
fumecheng-12797	395	57	39.6	39.6	NUM
fumecheng-12797	395	58	–	–	PUNCT
fumecheng-12797	395	59	63.41	63.41	NUM
fumecheng-12797	395	60	high	high	ADJ
fumecheng-12797	395	61	60.52	60.52	NUM
fumecheng-12797	395	62	–	–	PUNCT
fumecheng-12797	395	63	82.04	82.04	NUM
fumecheng-12797	395	64	reliability	reliability	NOUN
fumecheng-12797	395	65	low	low	ADJ
fumecheng-12797	395	66	2.61	2.61	NUM
fumecheng-12797	395	67	–	–	PUNCT
fumecheng-12797	395	68	21	21	NUM
fumecheng-12797	395	69	medium	medium	NOUN
fumecheng-12797	395	70	18.79	18.79	NUM
fumecheng-12797	395	71	–	–	PUNCT
fumecheng-12797	395	72	71.3	71.3	NUM
fumecheng-12797	395	73	high	high	ADJ
fumecheng-12797	395	74	68.59	68.59	NUM
fumecheng-12797	395	75	–	–	PUNCT
fumecheng-12797	395	76	89.4	89.4	NUM
fumecheng-12797	395	77	member	member	NOUN
fumecheng-12797	395	78	function	function	NOUN
fumecheng-12797	395	79	triangular	triangular	NOUN
fumecheng-12797	395	80	member	member	NOUN
fumecheng-12797	395	81	function	function	NOUN
fumecheng-12797	395	82	not	not	PART
fumecheng-12797	395	83	applicable	applicable	ADJ
fumecheng-12797	395	84	962	962	NUM
fumecheng-12797	395	85	j.	j.	PROPN
fumecheng-12797	395	86	gokulachandran	gokulachandran	PROPN
fumecheng-12797	395	87	,	,	PUNCT
fumecheng-12797	395	88	m.	m.	NOUN
fumecheng-12797	395	89	thenarasu	thenarasu	PROPN
fumecheng-12797	395	90	,	,	PUNCT
fumecheng-12797	395	91	b.	b.	PROPN
fumecheng-12797	395	92	pothkanoori	pothkanoori	PROPN
fumecheng-12797	395	93	,	,	PUNCT
fumecheng-12797	395	94	et	et	PROPN
fumecheng-12797	395	95	al	al	PROPN
fumecheng-12797	395	96	.	.	PROPN
fumecheng-12797	395	97	fig	fig	PROPN
fumecheng-12797	395	98	.	.	PUNCT
fumecheng-12797	396	1	6	6	NUM
fumecheng-12797	396	2	comparisons	comparison	NOUN
fumecheng-12797	396	3	of	of	ADP
fumecheng-12797	396	4	failure	failure	NOUN
fumecheng-12797	396	5	time	time	NOUN
fumecheng-12797	396	6	reliability	reliability	NOUN
fumecheng-12797	396	7	values	value	NOUN
fumecheng-12797	396	8	with	with	ADP
fumecheng-12797	396	9	their	their	PRON
fumecheng-12797	396	10	corresponding	correspond	VERB
fumecheng-12797	396	11	fl	fl	PROPN
fumecheng-12797	396	12	predicted	predict	VERB
fumecheng-12797	396	13	values	value	NOUN
fumecheng-12797	396	14	5	5	NUM
fumecheng-12797	396	15	.	.	NOUN
fumecheng-12797	396	16	results	result	NOUN
fumecheng-12797	396	17	and	and	CCONJ
fumecheng-12797	396	18	discussions	discussion	NOUN
fumecheng-12797	396	19	based	base	VERB
fumecheng-12797	396	20	on	on	ADP
fumecheng-12797	396	21	the	the	DET
fumecheng-12797	396	22	reliability	reliability	NOUN
fumecheng-12797	396	23	percentage	percentage	NOUN
fumecheng-12797	396	24	values	value	NOUN
fumecheng-12797	396	25	and	and	CCONJ
fumecheng-12797	396	26	the	the	DET
fumecheng-12797	396	27	failure	failure	NOUN
fumecheng-12797	396	28	time	time	NOUN
fumecheng-12797	396	29	found	find	VERB
fumecheng-12797	396	30	through	through	ADP
fumecheng-12797	396	31	the	the	DET
fumecheng-12797	396	32	experimental	experimental	ADJ
fumecheng-12797	396	33	procedure	procedure	NOUN
fumecheng-12797	396	34	,	,	PUNCT
fumecheng-12797	396	35	it	it	PRON
fumecheng-12797	396	36	is	be	AUX
fumecheng-12797	396	37	possible	possible	ADJ
fumecheng-12797	396	38	to	to	PART
fumecheng-12797	396	39	train	train	VERB
fumecheng-12797	396	40	the	the	DET
fumecheng-12797	396	41	ann	ann	PROPN
fumecheng-12797	396	42	and	and	CCONJ
fumecheng-12797	396	43	the	the	DET
fumecheng-12797	396	44	fl	fl	PROPN
fumecheng-12797	396	45	implementation	implementation	NOUN
fumecheng-12797	396	46	.	.	PUNCT
fumecheng-12797	397	1	the	the	DET
fumecheng-12797	397	2	experimental	experimental	ADJ
fumecheng-12797	397	3	results	result	NOUN
fumecheng-12797	397	4	were	be	AUX
fumecheng-12797	397	5	used	use	VERB
fumecheng-12797	397	6	to	to	PART
fumecheng-12797	397	7	model	model	VERB
fumecheng-12797	397	8	and	and	CCONJ
fumecheng-12797	397	9	train	train	VERB
fumecheng-12797	397	10	the	the	DET
fumecheng-12797	397	11	network	network	NOUN
fumecheng-12797	397	12	.	.	PUNCT
fumecheng-12797	398	1	it	it	PRON
fumecheng-12797	398	2	helped	help	VERB
fumecheng-12797	398	3	in	in	ADP
fumecheng-12797	398	4	finding	find	VERB
fumecheng-12797	398	5	out	out	ADP
fumecheng-12797	398	6	the	the	DET
fumecheng-12797	398	7	accurately	accurately	ADV
fumecheng-12797	398	8	predicted	predict	VERB
fumecheng-12797	398	9	values	value	NOUN
fumecheng-12797	398	10	.	.	PUNCT
fumecheng-12797	399	1	they	they	PRON
fumecheng-12797	399	2	were	be	AUX
fumecheng-12797	399	3	compared	compare	VERB
fumecheng-12797	399	4	with	with	ADP
fumecheng-12797	399	5	each	each	DET
fumecheng-12797	399	6	other	other	ADJ
fumecheng-12797	399	7	to	to	PART
fumecheng-12797	399	8	compute	compute	VERB
fumecheng-12797	399	9	the	the	DET
fumecheng-12797	399	10	variation	variation	NOUN
fumecheng-12797	399	11	in	in	ADP
fumecheng-12797	399	12	results	result	NOUN
fumecheng-12797	399	13	and	and	CCONJ
fumecheng-12797	399	14	determine	determine	VERB
fumecheng-12797	399	15	the	the	DET
fumecheng-12797	399	16	error	error	NOUN
fumecheng-12797	399	17	percentage	percentage	NOUN
fumecheng-12797	399	18	for	for	ADP
fumecheng-12797	399	19	each	each	PRON
fumecheng-12797	399	20	of	of	ADP
fumecheng-12797	399	21	the	the	DET
fumecheng-12797	399	22	two	two	NUM
fumecheng-12797	399	23	methods	method	NOUN
fumecheng-12797	399	24	,	,	PUNCT
fumecheng-12797	399	25	namely	namely	ADV
fumecheng-12797	399	26	,	,	PUNCT
fumecheng-12797	399	27	ann	ann	PROPN
fumecheng-12797	399	28	and	and	CCONJ
fumecheng-12797	399	29	fl	fl	PROPN
fumecheng-12797	399	30	implementation	implementation	NOUN
fumecheng-12797	399	31	.	.	PUNCT
fumecheng-12797	400	1	reliability	reliability	NOUN
fumecheng-12797	400	2	prediction	prediction	NOUN
fumecheng-12797	400	3	and	and	CCONJ
fumecheng-12797	400	4	process	process	NOUN
fumecheng-12797	400	5	parameter	parameter	NOUN
fumecheng-12797	400	6	optimization	optimization	NOUN
fumecheng-12797	400	7	of	of	ADP
fumecheng-12797	400	8	welded	weld	VERB
fumecheng-12797	400	9	joints	joint	NOUN
fumecheng-12797	400	10	:	:	PUNCT
fumecheng-12797	400	11	artificial	artificial	ADJ
fumecheng-12797	400	12	neural	neural	ADJ
fumecheng-12797	400	13	network	network	NOUN
fumecheng-12797	400	14	...	...	PUNCT
fumecheng-12797	400	15	963	963	NUM
fumecheng-12797	400	16	5.1	5.1	NUM
fumecheng-12797	400	17	.	.	PUNCT
fumecheng-12797	401	1	reliability	reliability	NOUN
fumecheng-12797	401	2	prediction	prediction	NOUN
fumecheng-12797	401	3	fig	fig	NOUN
fumecheng-12797	401	4	.	.	PUNCT
fumecheng-12797	402	1	7	7	NUM
fumecheng-12797	402	2	displays	display	VERB
fumecheng-12797	402	3	the	the	DET
fumecheng-12797	402	4	error	error	NOUN
fumecheng-12797	402	5	percentage	percentage	NOUN
fumecheng-12797	402	6	between	between	ADP
fumecheng-12797	402	7	the	the	DET
fumecheng-12797	402	8	reliability	reliability	NOUN
fumecheng-12797	402	9	predicted	predict	VERB
fumecheng-12797	402	10	values	value	NOUN
fumecheng-12797	402	11	of	of	ADP
fumecheng-12797	402	12	ann	ann	PROPN
fumecheng-12797	402	13	and	and	CCONJ
fumecheng-12797	402	14	fl	fl	PROPN
fumecheng-12797	402	15	on	on	ADP
fumecheng-12797	402	16	coordinate	coordinate	NOUN
fumecheng-12797	402	17	axes	axis	NOUN
fumecheng-12797	402	18	,	,	PUNCT
fumecheng-12797	402	19	where	where	SCONJ
fumecheng-12797	402	20	the	the	DET
fumecheng-12797	402	21	x	x	ADJ
fumecheng-12797	402	22	-	-	ADJ
fumecheng-12797	402	23	axis	axis	ADJ
fumecheng-12797	402	24	displays	display	VERB
fumecheng-12797	402	25	the	the	DET
fumecheng-12797	402	26	sample	sample	NOUN
fumecheng-12797	402	27	number	number	NOUN
fumecheng-12797	402	28	,	,	PUNCT
fumecheng-12797	402	29	and	and	CCONJ
fumecheng-12797	402	30	the	the	DET
fumecheng-12797	402	31	y	y	NOUN
fumecheng-12797	402	32	-	-	PUNCT
fumecheng-12797	402	33	axis	axis	NOUN
fumecheng-12797	402	34	represents	represent	VERB
fumecheng-12797	402	35	the	the	DET
fumecheng-12797	402	36	error	error	NOUN
fumecheng-12797	402	37	percentage	percentage	NOUN
fumecheng-12797	402	38	.	.	PUNCT
fumecheng-12797	403	1	the	the	DET
fumecheng-12797	403	2	reliability	reliability	NOUN
fumecheng-12797	403	3	values	value	NOUN
fumecheng-12797	403	4	obtained	obtain	VERB
fumecheng-12797	403	5	using	use	VERB
fumecheng-12797	403	6	ann	ann	PROPN
fumecheng-12797	403	7	and	and	CCONJ
fumecheng-12797	403	8	fl	fl	PROPN
fumecheng-12797	403	9	and	and	CCONJ
fumecheng-12797	403	10	the	the	DET
fumecheng-12797	403	11	corresponding	corresponding	ADJ
fumecheng-12797	403	12	percentages	percentage	NOUN
fumecheng-12797	403	13	of	of	ADP
fumecheng-12797	403	14	error	error	NOUN
fumecheng-12797	403	15	prevailing	prevail	VERB
fumecheng-12797	403	16	between	between	ADP
fumecheng-12797	403	17	the	the	DET
fumecheng-12797	403	18	experimental	experimental	ADJ
fumecheng-12797	403	19	reliability	reliability	NOUN
fumecheng-12797	403	20	values	value	NOUN
fumecheng-12797	403	21	are	be	AUX
fumecheng-12797	403	22	shown	show	VERB
fumecheng-12797	403	23	in	in	ADP
fumecheng-12797	403	24	table	table	NOUN
fumecheng-12797	403	25	7	7	NUM
fumecheng-12797	403	26	.	.	PUNCT
fumecheng-12797	403	27	from	from	ADP
fumecheng-12797	403	28	fig	fig	NOUN
fumecheng-12797	403	29	.	.	PUNCT
fumecheng-12797	404	1	7	7	NUM
fumecheng-12797	404	2	,	,	PUNCT
fumecheng-12797	404	3	it	it	PRON
fumecheng-12797	404	4	is	be	AUX
fumecheng-12797	404	5	inferred	infer	VERB
fumecheng-12797	404	6	that	that	SCONJ
fumecheng-12797	404	7	there	there	PRON
fumecheng-12797	404	8	is	be	VERB
fumecheng-12797	404	9	only	only	ADV
fumecheng-12797	404	10	a	a	DET
fumecheng-12797	404	11	small	small	ADJ
fumecheng-12797	404	12	error	error	NOUN
fumecheng-12797	404	13	of	of	ADP
fumecheng-12797	404	14	difference	difference	NOUN
fumecheng-12797	404	15	in	in	ADP
fumecheng-12797	404	16	the	the	DET
fumecheng-12797	404	17	average	average	NOUN
fumecheng-12797	404	18	of	of	ADP
fumecheng-12797	404	19	predicted	predict	VERB
fumecheng-12797	404	20	reliability	reliability	NOUN
fumecheng-12797	404	21	values	value	NOUN
fumecheng-12797	404	22	from	from	ADP
fumecheng-12797	404	23	ann	ann	PROPN
fumecheng-12797	404	24	compared	compare	VERB
fumecheng-12797	404	25	to	to	ADP
fumecheng-12797	404	26	the	the	DET
fumecheng-12797	404	27	obtained	obtain	VERB
fumecheng-12797	404	28	experimental	experimental	ADJ
fumecheng-12797	404	29	values	value	NOUN
fumecheng-12797	404	30	.	.	PUNCT
fumecheng-12797	405	1	meanwhile	meanwhile	ADV
fumecheng-12797	405	2	,	,	PUNCT
fumecheng-12797	405	3	the	the	DET
fumecheng-12797	405	4	margin	margin	NOUN
fumecheng-12797	405	5	of	of	ADP
fumecheng-12797	405	6	error	error	NOUN
fumecheng-12797	405	7	for	for	ADP
fumecheng-12797	405	8	fl	fl	NUM
fumecheng-12797	405	9	implementation	implementation	NOUN
fumecheng-12797	405	10	is	be	AUX
fumecheng-12797	405	11	relatively	relatively	ADV
fumecheng-12797	405	12	higher	high	ADJ
fumecheng-12797	405	13	than	than	ADP
fumecheng-12797	405	14	that	that	PRON
fumecheng-12797	405	15	of	of	ADP
fumecheng-12797	405	16	the	the	DET
fumecheng-12797	405	17	ann	ann	PROPN
fumecheng-12797	405	18	model	model	PROPN
fumecheng-12797	405	19	.	.	PUNCT
fumecheng-12797	406	1	salimiasl	salimiasl	PROPN
fumecheng-12797	406	2	et	et	PROPN
fumecheng-12797	406	3	al	al	PROPN
fumecheng-12797	406	4	.	.	PUNCT
fumecheng-12797	407	1	[	[	X
fumecheng-12797	407	2	39	39	NUM
fumecheng-12797	407	3	]	]	PUNCT
fumecheng-12797	407	4	conducted	conduct	VERB
fumecheng-12797	407	5	a	a	DET
fumecheng-12797	407	6	comparative	comparative	ADJ
fumecheng-12797	407	7	study	study	NOUN
fumecheng-12797	407	8	to	to	PART
fumecheng-12797	407	9	assess	assess	VERB
fumecheng-12797	407	10	the	the	DET
fumecheng-12797	407	11	best	good	ADJ
fumecheng-12797	407	12	computation	computation	NOUN
fumecheng-12797	407	13	ml	ml	ADP
fumecheng-12797	407	14	tool	tool	NOUN
fumecheng-12797	407	15	for	for	ADP
fumecheng-12797	407	16	tool	tool	NOUN
fumecheng-12797	407	17	condition	condition	NOUN
fumecheng-12797	407	18	monitoring	monitoring	NOUN
fumecheng-12797	407	19	and	and	CCONJ
fumecheng-12797	407	20	𝑅2	𝑅2	NOUN
fumecheng-12797	407	21	for	for	ADP
fumecheng-12797	407	22	ann	ann	PROPN
fumecheng-12797	407	23	was	be	AUX
fumecheng-12797	407	24	observed	observe	VERB
fumecheng-12797	407	25	to	to	PART
fumecheng-12797	407	26	be	be	AUX
fumecheng-12797	407	27	slightly	slightly	ADV
fumecheng-12797	407	28	higher	high	ADJ
fumecheng-12797	407	29	than	than	ADP
fumecheng-12797	407	30	fl	fl	PROPN
fumecheng-12797	407	31	,	,	PUNCT
fumecheng-12797	407	32	as	as	SCONJ
fumecheng-12797	407	33	𝑅2	𝑅2	NOUN
fumecheng-12797	407	34	is	be	AUX
fumecheng-12797	407	35	a	a	DET
fumecheng-12797	407	36	measure	measure	NOUN
fumecheng-12797	407	37	of	of	ADP
fumecheng-12797	407	38	the	the	DET
fumecheng-12797	407	39	model	model	NOUN
fumecheng-12797	407	40	accuracy	accuracy	NOUN
fumecheng-12797	407	41	,	,	PUNCT
fumecheng-12797	407	42	higher	high	ADJ
fumecheng-12797	407	43	𝑅2	𝑅2	NOUN
fumecheng-12797	407	44	for	for	ADP
fumecheng-12797	407	45	ann	ann	PROPN
fumecheng-12797	407	46	makes	make	VERB
fumecheng-12797	407	47	it	it	PRON
fumecheng-12797	407	48	more	more	ADV
fumecheng-12797	407	49	accurate	accurate	ADJ
fumecheng-12797	407	50	.	.	PUNCT
fumecheng-12797	408	1	however	however	ADV
fumecheng-12797	408	2	,	,	PUNCT
fumecheng-12797	408	3	considering	consider	VERB
fumecheng-12797	408	4	the	the	DET
fumecheng-12797	408	5	size	size	NOUN
fumecheng-12797	408	6	of	of	ADP
fumecheng-12797	408	7	the	the	DET
fumecheng-12797	408	8	experiment	experiment	NOUN
fumecheng-12797	408	9	fl	fl	PROPN
fumecheng-12797	408	10	was	be	AUX
fumecheng-12797	408	11	proved	prove	VERB
fumecheng-12797	408	12	to	to	PART
fumecheng-12797	408	13	be	be	AUX
fumecheng-12797	408	14	more	more	ADV
fumecheng-12797	408	15	accurate	accurate	ADJ
fumecheng-12797	408	16	as	as	SCONJ
fumecheng-12797	408	17	ann	ann	PROPN
fumecheng-12797	408	18	requires	require	VERB
fumecheng-12797	408	19	large	large	ADJ
fumecheng-12797	408	20	amounts	amount	NOUN
fumecheng-12797	408	21	of	of	ADP
fumecheng-12797	408	22	data	datum	NOUN
fumecheng-12797	408	23	sets	set	NOUN
fumecheng-12797	408	24	for	for	ADP
fumecheng-12797	408	25	computation	computation	NOUN
fumecheng-12797	408	26	.	.	PUNCT
fumecheng-12797	409	1	table	table	NOUN
fumecheng-12797	409	2	7	7	NUM
fumecheng-12797	409	3	comparison	comparison	NOUN
fumecheng-12797	409	4	of	of	ADP
fumecheng-12797	409	5	the	the	DET
fumecheng-12797	409	6	reliability	reliability	NOUN
fumecheng-12797	409	7	values	value	NOUN
fumecheng-12797	409	8	using	use	VERB
fumecheng-12797	409	9	ann	ann	PROPN
fumecheng-12797	409	10	and	and	CCONJ
fumecheng-12797	409	11	fl	fl	PROPN
fumecheng-12797	409	12	vs.	vs.	ADP
fumecheng-12797	409	13	experimental	experimental	ADJ
fumecheng-12797	409	14	values	value	NOUN
fumecheng-12797	409	15	experimental	experimental	ADJ
fumecheng-12797	409	16	reliability	reliability	NOUN
fumecheng-12797	409	17	reliability	reliability	NOUN
fumecheng-12797	409	18	using	use	VERB
fumecheng-12797	409	19	ann	ann	PROPN
fumecheng-12797	409	20	%	%	NOUN
fumecheng-12797	409	21	error	error	NOUN
fumecheng-12797	409	22	using	use	VERB
fumecheng-12797	409	23	ann	ann	PROPN
fumecheng-12797	409	24	reliability	reliability	NOUN
fumecheng-12797	409	25	using	use	VERB
fumecheng-12797	409	26	fl	fl	PRON
fumecheng-12797	410	1	%	%	NOUN
fumecheng-12797	411	1	error	error	NOUN
fumecheng-12797	411	2	using	use	VERB
fumecheng-12797	411	3	fl	fl	ADP
fumecheng-12797	411	4	0.770668644	0.770668644	NUM
fumecheng-12797	411	5	0.74814	0.74814	NUM
fumecheng-12797	411	6	2.923259402	2.923259402	NUM
fumecheng-12797	411	7	0.8	0.8	NUM
fumecheng-12797	411	8	-3.805962091	-3.805962091	NOUN
fumecheng-12797	411	9	0.604404957	0.604404957	NUM
fumecheng-12797	412	1	0.56773	0.56773	NUM
fumecheng-12797	412	2	6.067944489	6.067944489	NUM
fumecheng-12797	412	3	0.457	0.457	NUM
fumecheng-12797	412	4	24.3884428	24.3884428	NUM
fumecheng-12797	412	5	0.48455637	0.48455637	NUM
fumecheng-12797	412	6	0.45788	0.45788	NUM
fumecheng-12797	412	7	5.505318114	5.505318114	NUM
fumecheng-12797	412	8	0.457	0.457	NUM
fumecheng-12797	412	9	5.686927531	5.686927531	NUM
fumecheng-12797	412	10	0.611139182	0.611139182	NUM
fumecheng-12797	412	11	0.67069	0.67069	NUM
fumecheng-12797	412	12	-9.74423175	-9.74423175	VERB
fumecheng-12797	412	13	0.457	0.457	NUM
fumecheng-12797	412	14	25.22161668	25.22161668	NUM
fumecheng-12797	412	15	0.030898086	0.030898086	NUM
fumecheng-12797	412	16	0.10239	0.10239	NUM
fumecheng-12797	412	17	-231.3797525	-231.3797525	NUM
fumecheng-12797	412	18	0.121	0.121	NUM
fumecheng-12797	412	19	-291.610021	-291.610021	NOUN
fumecheng-12797	412	20	0.474743642	0.474743642	NUM
fumecheng-12797	412	21	0.46145	0.46145	NUM
fumecheng-12797	412	22	2.800172702	2.800172702	NUM
fumecheng-12797	412	23	0.457	0.457	NUM
fumecheng-12797	412	24	3.737520695	3.737520695	NUM
fumecheng-12797	412	25	0.831743344	0.831743344	NUM
fumecheng-12797	412	26	0.89475	0.89475	NUM
fumecheng-12797	412	27	-7.575252233	-7.575252233	NOUN
fumecheng-12797	413	1	0.8	0.8	NUM
fumecheng-12797	413	2	3.816483055	3.816483055	NUM
fumecheng-12797	413	3	0.85288615	0.85288615	NUM
fumecheng-12797	413	4	0.89471	0.89471	NUM
fumecheng-12797	413	5	-4.903802187	-4.903802187	NOUN
fumecheng-12797	413	6	0.8	0.8	NUM
fumecheng-12797	413	7	6.200845247	6.200845247	NUM
fumecheng-12797	413	8	0.117724492	0.117724492	NUM
fumecheng-12797	413	9	0.11385	0.11385	NUM
fumecheng-12797	413	10	3.291151672	3.291151672	NUM
fumecheng-12797	413	11	0.121	0.121	NUM
fumecheng-12797	413	12	-2.78235088	-2.78235088	NOUN
fumecheng-12797	413	13	0.02879167	0.02879167	NUM
fumecheng-12797	413	14	0.072929	0.072929	NUM
fumecheng-12797	413	15	-153.2989608	-153.2989608	NOUN
fumecheng-12797	413	16	0.121	0.121	NUM
fumecheng-12797	413	17	-320.2604486	-320.2604486	CCONJ
fumecheng-12797	413	18	0.313733557	0.313733557	NUM
fumecheng-12797	413	19	0.28509	0.28509	NUM
fumecheng-12797	413	20	9.129898965	9.129898965	NUM
fumecheng-12797	413	21	0.121	0.121	NUM
fumecheng-12797	413	22	61.43224166	61.43224166	NUM
fumecheng-12797	413	23	0.026080583	0.026080583	NUM
fumecheng-12797	413	24	0.13121	0.13121	NUM
fumecheng-12797	413	25	-403.0945802	-403.0945802	ADP
fumecheng-12797	413	26	0.121	0.121	NUM
fumecheng-12797	413	27	-363.9466825	-363.9466825	PROPN
fumecheng-12797	413	28	0.21916138	0.21916138	NUM
fumecheng-12797	413	29	0.21129	0.21129	NUM
fumecheng-12797	413	30	3.591590979	3.591590979	NUM
fumecheng-12797	413	31	0.121	0.121	NUM
fumecheng-12797	413	32	44.78954285	44.78954285	NUM
fumecheng-12797	413	33	0.239579293	0.239579293	NUM
fumecheng-12797	413	34	0.26222	0.26222	NUM
fumecheng-12797	413	35	-9.450193467	-9.450193467	NOUN
fumecheng-12797	413	36	0.121	0.121	NUM
fumecheng-12797	413	37	49.49480051	49.49480051	NUM
fumecheng-12797	413	38	0.641962295	0.641962295	NUM
fumecheng-12797	413	39	0.57656	0.57656	NUM
fumecheng-12797	413	40	10.18787164	10.18787164	NUM
fumecheng-12797	413	41	0.8	0.8	NUM
fumecheng-12797	413	42	-24.61791087	-24.61791087	NUM
fumecheng-12797	413	43	0.459017936	0.459017936	NUM
fumecheng-12797	413	44	0.62062	0.62062	NUM
fumecheng-12797	413	45	-35.20604576	-35.20604576	PUNCT
fumecheng-12797	413	46	0.457	0.457	SYM
fumecheng-12797	413	47	0.439620199	0.439620199	NUM
fumecheng-12797	413	48	0.372137975	0.372137975	NUM
fumecheng-12797	413	49	0.3551	0.3551	NUM
fumecheng-12797	413	50	4.578402655	4.578402655	NUM
fumecheng-12797	413	51	0.457	0.457	NUM
fumecheng-12797	413	52	-22.80391435	-22.80391435	SYM
fumecheng-12797	413	53	0.108510609	0.108510609	NUM
fumecheng-12797	413	54	0.097069	0.097069	NUM
fumecheng-12797	413	55	10.54423101	10.54423101	NUM
fumecheng-12797	413	56	0.121	0.121	NUM
fumecheng-12797	413	57	-11.50983371	-11.50983371	NUM
fumecheng-12797	413	58	0.895325963	0.895325963	NUM
fumecheng-12797	413	59	0.85548	0.85548	NUM
fumecheng-12797	413	60	4.450442016	4.450442016	NUM
fumecheng-12797	413	61	0.8	0.8	NUM
fumecheng-12797	413	62	10.64706786	10.64706786	NUM
fumecheng-12797	413	63	0.853169446	0.853169446	NUM
fumecheng-12797	413	64	0.84185	0.84185	NUM
fumecheng-12797	413	65	1.326752408	1.326752408	NUM
fumecheng-12797	413	66	0.8	0.8	NUM
fumecheng-12797	413	67	6.23199136	6.23199136	NUM
fumecheng-12797	413	68	0.842056643	0.842056643	NUM
fumecheng-12797	413	69	0.83124	0.83124	NUM
fumecheng-12797	413	70	1.284550574	1.284550574	NUM
fumecheng-12797	413	71	0.8	0.8	NUM
fumecheng-12797	413	72	4.994514773	4.994514773	NUM
fumecheng-12797	413	73	0.726088324	0.726088324	NUM
fumecheng-12797	413	74	0.72954	0.72954	NUM
fumecheng-12797	413	75	-0.475379692	-0.475379692	PROPN
fumecheng-12797	413	76	0.8	0.8	NUM
fumecheng-12797	413	77	-10.17943328	-10.17943328	NUM
fumecheng-12797	413	78	0.589391195	0.589391195	NUM
fumecheng-12797	413	79	0.58632	0.58632	NUM
fumecheng-12797	413	80	0.521079294	0.521079294	NUM
fumecheng-12797	413	81	0.457	0.457	NUM
fumecheng-12797	413	82	22.46236396	22.46236396	NUM
fumecheng-12797	413	83	0.856126709	0.856126709	PRON
fumecheng-12797	414	1	0.83045	0.83045	NUM
fumecheng-12797	414	2	2.999171564	2.999171564	NUM
fumecheng-12797	414	3	0.8	0.8	NUM
fumecheng-12797	414	4	6.555888074	6.555888074	NUM
fumecheng-12797	414	5	0.756774669	0.756774669	NUM
fumecheng-12797	414	6	0.73678	0.73678	NUM
fumecheng-12797	414	7	2.64209013	2.64209013	NUM
fumecheng-12797	414	8	0.8	0.8	NUM
fumecheng-12797	414	9	-5.711783566	-5.711783566	NOUN
fumecheng-12797	414	10	0.770492753	0.770492753	NUM
fumecheng-12797	414	11	0.71574	0.71574	NUM
fumecheng-12797	414	12	7.106199605	7.106199605	NUM
fumecheng-12797	414	13	0.8	0.8	NUM
fumecheng-12797	414	14	-3.829659256	-3.829659256	NOUN
fumecheng-12797	414	15	0.55014172	0.55014172	NUM
fumecheng-12797	414	16	0.54818	0.54818	NUM
fumecheng-12797	414	17	0.356584533	0.356584533	NUM
fumecheng-12797	414	18	0.457	0.457	NUM
fumecheng-12797	414	19	16.9304957	16.9304957	NUM
fumecheng-12797	414	20	964	964	NUM
fumecheng-12797	414	21	j.	j.	PROPN
fumecheng-12797	414	22	gokulachandran	gokulachandran	PROPN
fumecheng-12797	414	23	,	,	PUNCT
fumecheng-12797	414	24	m.	m.	NOUN
fumecheng-12797	414	25	thenarasu	thenarasu	PROPN
fumecheng-12797	414	26	,	,	PUNCT
fumecheng-12797	414	27	b.	b.	PROPN
fumecheng-12797	414	28	pothkanoori	pothkanoori	PROPN
fumecheng-12797	414	29	,	,	PUNCT
fumecheng-12797	414	30	et	et	PROPN
fumecheng-12797	414	31	al	al	PROPN
fumecheng-12797	414	32	.	.	PROPN
fumecheng-12797	414	33	fig	fig	PROPN
fumecheng-12797	414	34	.	.	PUNCT
fumecheng-12797	415	1	7	7	NUM
fumecheng-12797	415	2	error	error	NOUN
fumecheng-12797	415	3	percentage	percentage	NOUN
fumecheng-12797	415	4	between	between	ADP
fumecheng-12797	415	5	ann	ann	PROPN
fumecheng-12797	415	6	and	and	CCONJ
fumecheng-12797	415	7	fl	fl	PROPN
fumecheng-12797	415	8	predicted	predict	VERB
fumecheng-12797	415	9	reliability	reliability	NOUN
fumecheng-12797	415	10	values	value	NOUN
fumecheng-12797	415	11	5.2	5.2	NUM
fumecheng-12797	415	12	.	.	PUNCT
fumecheng-12797	416	1	failure	failure	NOUN
fumecheng-12797	416	2	time	time	NOUN
fumecheng-12797	416	3	the	the	DET
fumecheng-12797	416	4	failure	failure	NOUN
fumecheng-12797	416	5	times	time	NOUN
fumecheng-12797	416	6	obtained	obtain	VERB
fumecheng-12797	416	7	using	use	VERB
fumecheng-12797	416	8	ann	ann	PROPN
fumecheng-12797	416	9	and	and	CCONJ
fumecheng-12797	416	10	fl	fl	PROPN
fumecheng-12797	416	11	and	and	CCONJ
fumecheng-12797	416	12	their	their	PRON
fumecheng-12797	416	13	corresponding	correspond	VERB
fumecheng-12797	416	14	error	error	NOUN
fumecheng-12797	416	15	percentages	percentage	NOUN
fumecheng-12797	416	16	prevailing	prevail	VERB
fumecheng-12797	416	17	between	between	ADP
fumecheng-12797	416	18	the	the	DET
fumecheng-12797	416	19	experimental	experimental	ADJ
fumecheng-12797	416	20	reliability	reliability	NOUN
fumecheng-12797	416	21	values	value	NOUN
fumecheng-12797	416	22	are	be	AUX
fumecheng-12797	416	23	presented	present	VERB
fumecheng-12797	416	24	in	in	ADP
fumecheng-12797	416	25	table	table	NOUN
fumecheng-12797	416	26	8	8	NUM
fumecheng-12797	416	27	.	.	PUNCT
fumecheng-12797	417	1	the	the	DET
fumecheng-12797	417	2	error	error	NOUN
fumecheng-12797	417	3	percentage	percentage	NOUN
fumecheng-12797	417	4	between	between	ADP
fumecheng-12797	417	5	the	the	DET
fumecheng-12797	417	6	failure	failure	NOUN
fumecheng-12797	417	7	time	time	NOUN
fumecheng-12797	417	8	predicted	predict	VERB
fumecheng-12797	417	9	values	value	NOUN
fumecheng-12797	417	10	of	of	ADP
fumecheng-12797	417	11	ann	ann	PROPN
fumecheng-12797	417	12	and	and	CCONJ
fumecheng-12797	417	13	fl	fl	PROPN
fumecheng-12797	417	14	on	on	ADP
fumecheng-12797	417	15	coordinate	coordinate	NOUN
fumecheng-12797	417	16	axes	axis	NOUN
fumecheng-12797	417	17	are	be	AUX
fumecheng-12797	417	18	displayed	display	VERB
fumecheng-12797	417	19	in	in	ADP
fumecheng-12797	417	20	fig	fig	NOUN
fumecheng-12797	417	21	.	.	PUNCT
fumecheng-12797	418	1	8	8	NUM
fumecheng-12797	418	2	.	.	X
fumecheng-12797	418	3	fig	fig	NOUN
fumecheng-12797	418	4	.	.	PUNCT
fumecheng-12797	419	1	8	8	NUM
fumecheng-12797	419	2	error	error	NOUN
fumecheng-12797	419	3	percentage	percentage	NOUN
fumecheng-12797	419	4	between	between	ADP
fumecheng-12797	419	5	ann	ann	PROPN
fumecheng-12797	419	6	and	and	CCONJ
fumecheng-12797	419	7	fl	fl	PROPN
fumecheng-12797	419	8	predicted	predict	VERB
fumecheng-12797	419	9	failure	failure	NOUN
fumecheng-12797	419	10	times	time	NOUN
fumecheng-12797	419	11	it	it	PRON
fumecheng-12797	419	12	is	be	AUX
fumecheng-12797	419	13	understood	understand	VERB
fumecheng-12797	419	14	that	that	SCONJ
fumecheng-12797	419	15	there	there	PRON
fumecheng-12797	419	16	is	be	VERB
fumecheng-12797	419	17	only	only	ADV
fumecheng-12797	419	18	a	a	DET
fumecheng-12797	419	19	small	small	ADJ
fumecheng-12797	419	20	margin	margin	NOUN
fumecheng-12797	419	21	of	of	ADP
fumecheng-12797	419	22	error	error	NOUN
fumecheng-12797	419	23	in	in	ADP
fumecheng-12797	419	24	the	the	DET
fumecheng-12797	419	25	predicted	predict	VERB
fumecheng-12797	419	26	values	value	NOUN
fumecheng-12797	419	27	as	as	ADP
fumecheng-12797	419	28	compared	compare	VERB
fumecheng-12797	419	29	to	to	ADP
fumecheng-12797	419	30	the	the	DET
fumecheng-12797	419	31	actual	actual	ADJ
fumecheng-12797	419	32	values	value	NOUN
fumecheng-12797	419	33	when	when	SCONJ
fumecheng-12797	419	34	using	use	VERB
fumecheng-12797	419	35	ann	ann	PROPN
fumecheng-12797	419	36	.	.	PUNCT
fumecheng-12797	420	1	in	in	ADP
fumecheng-12797	420	2	contrast	contrast	NOUN
fumecheng-12797	420	3	,	,	PUNCT
fumecheng-12797	420	4	the	the	DET
fumecheng-12797	420	5	margin	margin	NOUN
fumecheng-12797	420	6	of	of	ADP
fumecheng-12797	420	7	variation	variation	NOUN
fumecheng-12797	420	8	is	be	AUX
fumecheng-12797	420	9	comparatively	comparatively	ADV
fumecheng-12797	420	10	higher	high	ADJ
fumecheng-12797	420	11	when	when	SCONJ
fumecheng-12797	420	12	using	use	VERB
fumecheng-12797	420	13	fl	fl	PRON
fumecheng-12797	420	14	for	for	ADP
fumecheng-12797	420	15	the	the	DET
fumecheng-12797	420	16	failure	failure	NOUN
fumecheng-12797	420	17	time	time	NOUN
fumecheng-12797	420	18	prediction	prediction	NOUN
fumecheng-12797	420	19	.	.	PUNCT
fumecheng-12797	421	1	the	the	DET
fumecheng-12797	421	2	ann	ann	PROPN
fumecheng-12797	421	3	model	model	PROPN
fumecheng-12797	421	4	’s	’s	PART
fumecheng-12797	421	5	mean	mean	ADJ
fumecheng-12797	421	6	absolute	absolute	ADJ
fumecheng-12797	421	7	deviation	deviation	NOUN
fumecheng-12797	421	8	(	(	PUNCT
fumecheng-12797	421	9	mad	mad	ADJ
fumecheng-12797	421	10	)	)	PUNCT
fumecheng-12797	421	11	between	between	ADP
fumecheng-12797	421	12	the	the	DET
fumecheng-12797	421	13	predicted	predict	VERB
fumecheng-12797	421	14	and	and	CCONJ
fumecheng-12797	421	15	actual	actual	ADJ
fumecheng-12797	421	16	data	datum	NOUN
fumecheng-12797	421	17	is	be	AUX
fumecheng-12797	421	18	close	close	ADJ
fumecheng-12797	421	19	to	to	ADP
fumecheng-12797	421	20	0.00639	0.00639	PROPN
fumecheng-12797	421	21	.	.	PUNCT
fumecheng-12797	422	1	mad	mad	PROPN
fumecheng-12797	422	2	obtained	obtain	VERB
fumecheng-12797	422	3	for	for	ADP
fumecheng-12797	422	4	the	the	DET
fumecheng-12797	422	5	fl	fl	NOUN
fumecheng-12797	422	6	is	be	AUX
fumecheng-12797	422	7	quite	quite	ADV
fumecheng-12797	422	8	higher	high	ADJ
fumecheng-12797	422	9	than	than	ADP
fumecheng-12797	422	10	that	that	PRON
fumecheng-12797	422	11	of	of	ADP
fumecheng-12797	422	12	ann	ann	PROPN
fumecheng-12797	422	13	.	.	PUNCT
fumecheng-12797	423	1	şahin	şahin	PROPN
fumecheng-12797	423	2	et	et	PROPN
fumecheng-12797	423	3	al	al	PROPN
fumecheng-12797	423	4	.	.	PUNCT
fumecheng-12797	424	1	[	[	X
fumecheng-12797	424	2	40	40	NUM
fumecheng-12797	424	3	]	]	PUNCT
fumecheng-12797	424	4	observed	observe	VERB
fumecheng-12797	424	5	similar	similar	ADJ
fumecheng-12797	424	6	results	result	NOUN
fumecheng-12797	424	7	while	while	SCONJ
fumecheng-12797	424	8	studying	study	VERB
fumecheng-12797	424	9	the	the	DET
fumecheng-12797	424	10	efficiency	efficiency	NOUN
fumecheng-12797	424	11	of	of	ADP
fumecheng-12797	424	12	ml	ml	NOUN
fumecheng-12797	424	13	tools	tool	NOUN
fumecheng-12797	424	14	such	such	ADJ
fumecheng-12797	424	15	as	as	ADP
fumecheng-12797	424	16	ann	ann	PROPN
fumecheng-12797	424	17	and	and	CCONJ
fumecheng-12797	424	18	fl	fl	PROPN
fumecheng-12797	424	19	to	to	PART
fumecheng-12797	424	20	predict	predict	VERB
fumecheng-12797	424	21	the	the	DET
fumecheng-12797	424	22	attendance	attendance	NOUN
fumecheng-12797	424	23	demand	demand	NOUN
fumecheng-12797	424	24	in	in	ADP
fumecheng-12797	424	25	european	european	PROPN
fumecheng-12797	424	26	football	football	PROPN
fumecheng-12797	424	27	league	league	PROPN
fumecheng-12797	424	28	matches	match	NOUN
fumecheng-12797	424	29	.	.	PUNCT
fumecheng-12797	425	1	onyelowe	onyelowe	PROPN
fumecheng-12797	425	2	et	et	PROPN
fumecheng-12797	425	3	al	al	PROPN
fumecheng-12797	425	4	.	.	PUNCT
fumecheng-12797	426	1	[	[	X
fumecheng-12797	426	2	41	41	NUM
fumecheng-12797	426	3	]	]	PUNCT
fumecheng-12797	426	4	reliability	reliability	NOUN
fumecheng-12797	426	5	prediction	prediction	NOUN
fumecheng-12797	426	6	and	and	CCONJ
fumecheng-12797	426	7	process	process	NOUN
fumecheng-12797	426	8	parameter	parameter	NOUN
fumecheng-12797	426	9	optimization	optimization	NOUN
fumecheng-12797	426	10	of	of	ADP
fumecheng-12797	426	11	welded	weld	VERB
fumecheng-12797	426	12	joints	joint	NOUN
fumecheng-12797	426	13	:	:	PUNCT
fumecheng-12797	426	14	artificial	artificial	ADJ
fumecheng-12797	426	15	neural	neural	ADJ
fumecheng-12797	426	16	network	network	NOUN
fumecheng-12797	426	17	...	...	PUNCT
fumecheng-12797	426	18	965	965	NUM
fumecheng-12797	426	19	conducted	conduct	VERB
fumecheng-12797	426	20	a	a	DET
fumecheng-12797	426	21	study	study	NOUN
fumecheng-12797	426	22	to	to	PART
fumecheng-12797	426	23	evaluate	evaluate	VERB
fumecheng-12797	426	24	an	an	DET
fumecheng-12797	426	25	accurate	accurate	ADJ
fumecheng-12797	426	26	computational	computational	ADJ
fumecheng-12797	426	27	modelling	modelling	NOUN
fumecheng-12797	426	28	network	network	NOUN
fumecheng-12797	426	29	between	between	ADP
fumecheng-12797	426	30	ann	ann	PROPN
fumecheng-12797	426	31	and	and	CCONJ
fumecheng-12797	426	32	fl	fl	PROPN
fumecheng-12797	426	33	using	use	VERB
fumecheng-12797	426	34	loss	loss	NOUN
fumecheng-12797	426	35	function	function	NOUN
fumecheng-12797	426	36	parameters	parameter	NOUN
fumecheng-12797	426	37	such	such	ADJ
fumecheng-12797	426	38	as	as	ADP
fumecheng-12797	426	39	mae	mae	PROPN
fumecheng-12797	426	40	,	,	PUNCT
fumecheng-12797	426	41	rmse	rmse	NOUN
fumecheng-12797	426	42	,	,	PUNCT
fumecheng-12797	426	43	and	and	CCONJ
fumecheng-12797	426	44	r	r	NOUN
fumecheng-12797	426	45	-	-	PUNCT
fumecheng-12797	426	46	values	value	NOUN
fumecheng-12797	426	47	.	.	PUNCT
fumecheng-12797	427	1	biswajeet	biswajeet	NOUN
fumecheng-12797	427	2	et	et	PROPN
fumecheng-12797	427	3	al	al	PROPN
fumecheng-12797	427	4	.	.	PUNCT
fumecheng-12797	428	1	[	[	X
fumecheng-12797	428	2	42	42	NUM
fumecheng-12797	428	3	]	]	PUNCT
fumecheng-12797	428	4	performed	perform	VERB
fumecheng-12797	428	5	a	a	DET
fumecheng-12797	428	6	comparative	comparative	ADJ
fumecheng-12797	428	7	study	study	NOUN
fumecheng-12797	428	8	on	on	ADP
fumecheng-12797	428	9	ann	ann	PROPN
fumecheng-12797	428	10	and	and	CCONJ
fumecheng-12797	428	11	fl	fl	PROPN
fumecheng-12797	428	12	to	to	PART
fumecheng-12797	428	13	know	know	VERB
fumecheng-12797	428	14	the	the	DET
fumecheng-12797	428	15	prediction	prediction	NOUN
fumecheng-12797	428	16	ability	ability	NOUN
fumecheng-12797	428	17	of	of	ADP
fumecheng-12797	428	18	l	l	NOUN
fumecheng-12797	428	19	and	and	CCONJ
fumecheng-12797	428	20	slide	slide	NOUN
fumecheng-12797	428	21	susceptibility	susceptibility	NOUN
fumecheng-12797	428	22	mapping	mapping	NOUN
fumecheng-12797	428	23	in	in	ADP
fumecheng-12797	428	24	a	a	DET
fumecheng-12797	428	25	geographical	geographical	ADJ
fumecheng-12797	428	26	information	information	NOUN
fumecheng-12797	428	27	system	system	NOUN
fumecheng-12797	428	28	(	(	PUNCT
fumecheng-12797	428	29	gis	gis	NOUN
fumecheng-12797	428	30	)	)	PUNCT
fumecheng-12797	428	31	environment	environment	NOUN
fumecheng-12797	428	32	.	.	PUNCT
fumecheng-12797	429	1	eren	eren	PROPN
fumecheng-12797	429	2	et	et	PROPN
fumecheng-12797	429	3	al	al	PROPN
fumecheng-12797	429	4	.	.	PUNCT
fumecheng-12797	430	1	[	[	X
fumecheng-12797	430	2	43	43	NUM
fumecheng-12797	430	3	]	]	PUNCT
fumecheng-12797	430	4	stated	state	VERB
fumecheng-12797	430	5	that	that	SCONJ
fumecheng-12797	430	6	ann	ann	PROPN
fumecheng-12797	430	7	parameters	parameter	NOUN
fumecheng-12797	430	8	such	such	ADJ
fumecheng-12797	430	9	as	as	ADP
fumecheng-12797	430	10	weights	weight	NOUN
fumecheng-12797	430	11	and	and	CCONJ
fumecheng-12797	430	12	biases	bias	NOUN
fumecheng-12797	430	13	are	be	AUX
fumecheng-12797	430	14	essential	essential	ADJ
fumecheng-12797	430	15	for	for	ADP
fumecheng-12797	430	16	accurate	accurate	ADJ
fumecheng-12797	430	17	prediction	prediction	NOUN
fumecheng-12797	430	18	,	,	PUNCT
fumecheng-12797	430	19	and	and	CCONJ
fumecheng-12797	430	20	algorithms	algorithm	NOUN
fumecheng-12797	430	21	such	such	ADJ
fumecheng-12797	430	22	as	as	ADP
fumecheng-12797	430	23	bp	bp	PROPN
fumecheng-12797	430	24	help	help	NOUN
fumecheng-12797	430	25	for	for	ADP
fumecheng-12797	430	26	better	well	ADJ
fumecheng-12797	430	27	optimization	optimization	NOUN
fumecheng-12797	430	28	and	and	CCONJ
fumecheng-12797	430	29	parameter	parameter	NOUN
fumecheng-12797	430	30	selection	selection	NOUN
fumecheng-12797	430	31	.	.	PUNCT
fumecheng-12797	431	1	mean	mean	VERB
fumecheng-12797	431	2	absolute	absolute	ADJ
fumecheng-12797	431	3	percentage	percentage	NOUN
fumecheng-12797	431	4	deviation	deviation	NOUN
fumecheng-12797	431	5	(	(	PUNCT
fumecheng-12797	431	6	mapd	mapd	NOUN
fumecheng-12797	431	7	)	)	PUNCT
fumecheng-12797	431	8	and	and	CCONJ
fumecheng-12797	431	9	mad	mad	ADJ
fumecheng-12797	431	10	factors	factor	NOUN
fumecheng-12797	431	11	were	be	AUX
fumecheng-12797	431	12	evaluated	evaluate	VERB
fumecheng-12797	431	13	to	to	PART
fumecheng-12797	431	14	determine	determine	VERB
fumecheng-12797	431	15	the	the	DET
fumecheng-12797	431	16	efficient	efficient	ADJ
fumecheng-12797	431	17	ml	ml	NOUN
fumecheng-12797	431	18	tool	tool	NOUN
fumecheng-12797	431	19	.	.	PUNCT
fumecheng-12797	432	1	mapd	mapd	NOUN
fumecheng-12797	432	2	values	value	NOUN
fumecheng-12797	432	3	for	for	ADP
fumecheng-12797	432	4	ann	ann	PROPN
fumecheng-12797	432	5	and	and	CCONJ
fumecheng-12797	432	6	fl	fl	PROPN
fumecheng-12797	432	7	were	be	AUX
fumecheng-12797	432	8	0.08	0.08	NUM
fumecheng-12797	432	9	and	and	CCONJ
fumecheng-12797	432	10	0.1	0.1	NUM
fumecheng-12797	432	11	,	,	PUNCT
fumecheng-12797	432	12	respectively	respectively	ADV
fumecheng-12797	432	13	,	,	PUNCT
fumecheng-12797	432	14	and	and	CCONJ
fumecheng-12797	432	15	mad	mad	ADJ
fumecheng-12797	432	16	values	value	NOUN
fumecheng-12797	432	17	for	for	ADP
fumecheng-12797	432	18	ann	ann	PROPN
fumecheng-12797	432	19	and	and	CCONJ
fumecheng-12797	432	20	fl	fl	PROPN
fumecheng-12797	432	21	were	be	AUX
fumecheng-12797	432	22	0.05	0.05	NUM
fumecheng-12797	432	23	and	and	CCONJ
fumecheng-12797	432	24	0.07	0.07	NUM
fumecheng-12797	432	25	,	,	PUNCT
fumecheng-12797	432	26	respectively	respectively	ADV
fumecheng-12797	432	27	,	,	PUNCT
fumecheng-12797	432	28	pointing	point	VERB
fumecheng-12797	432	29	out	out	ADP
fumecheng-12797	432	30	the	the	DET
fumecheng-12797	432	31	ann	ann	PROPN
fumecheng-12797	432	32	as	as	ADP
fumecheng-12797	432	33	the	the	DET
fumecheng-12797	432	34	most	most	ADV
fumecheng-12797	432	35	accurate	accurate	ADJ
fumecheng-12797	432	36	among	among	ADP
fumecheng-12797	432	37	the	the	DET
fumecheng-12797	432	38	three	three	NUM
fumecheng-12797	432	39	methods	method	NOUN
fumecheng-12797	432	40	.	.	PUNCT
fumecheng-12797	433	1	table	table	NOUN
fumecheng-12797	433	2	8	8	NUM
fumecheng-12797	433	3	comparison	comparison	NOUN
fumecheng-12797	433	4	of	of	ADP
fumecheng-12797	433	5	the	the	DET
fumecheng-12797	433	6	failure	failure	NOUN
fumecheng-12797	433	7	time	time	NOUN
fumecheng-12797	433	8	values	value	NOUN
fumecheng-12797	433	9	using	use	VERB
fumecheng-12797	433	10	ann	ann	PROPN
fumecheng-12797	433	11	and	and	CCONJ
fumecheng-12797	433	12	fl	fl	PROPN
fumecheng-12797	433	13	vs.	vs.	ADP
fumecheng-12797	433	14	experimental	experimental	ADJ
fumecheng-12797	433	15	values	value	NOUN
fumecheng-12797	433	16	failure	failure	NOUN
fumecheng-12797	433	17	time	time	NOUN
fumecheng-12797	433	18	failure	failure	NOUN
fumecheng-12797	433	19	time	time	NOUN
fumecheng-12797	433	20	using	use	VERB
fumecheng-12797	433	21	ann	ann	PROPN
fumecheng-12797	433	22	%	%	NOUN
fumecheng-12797	433	23	error	error	NOUN
fumecheng-12797	433	24	using	use	VERB
fumecheng-12797	433	25	ann	ann	PROPN
fumecheng-12797	433	26	failure	failure	NOUN
fumecheng-12797	433	27	time	time	NOUN
fumecheng-12797	433	28	using	use	VERB
fumecheng-12797	433	29	fl	fl	PRON
fumecheng-12797	433	30	%	%	NOUN
fumecheng-12797	433	31	error	error	NOUN
fumecheng-12797	433	32	using	use	VERB
fumecheng-12797	433	33	fl	fl	ADP
fumecheng-12797	433	34	32.03	32.03	NUM
fumecheng-12797	433	35	28.3239	28.3239	NUM
fumecheng-12797	433	36	11.57071495	11.57071495	NUM
fumecheng-12797	433	37	29.9	29.9	NUM
fumecheng-12797	433	38	6.65001561	6.65001561	NUM
fumecheng-12797	433	39	40.51	40.51	NUM
fumecheng-12797	433	40	39.3182	39.3182	NUM
fumecheng-12797	433	41	2.941989632	2.941989632	NUM
fumecheng-12797	433	42	51.9	51.9	NUM
fumecheng-12797	433	43	-28.11651444	-28.11651444	NUM
fumecheng-12797	433	44	46.12	46.12	NUM
fumecheng-12797	433	45	47.1409	47.1409	NUM
fumecheng-12797	433	46	-2.213573287	-2.213573287	NOUN
fumecheng-12797	434	1	51.9	51.9	NUM
fumecheng-12797	434	2	-12.53252385	-12.53252385	SYM
fumecheng-12797	434	3	40.19	40.19	NUM
fumecheng-12797	434	4	40.6042	40.6042	NUM
fumecheng-12797	434	5	-1.030604628	-1.030604628	NOUN
fumecheng-12797	434	6	51.9	51.9	NUM
fumecheng-12797	434	7	-29.13660114	-29.13660114	SYM
fumecheng-12797	434	8	80.66	80.66	NUM
fumecheng-12797	434	9	78.0848	78.0848	NUM
fumecheng-12797	434	10	3.19266055	3.19266055	NUM
fumecheng-12797	434	11	75.1	75.1	NUM
fumecheng-12797	434	12	6.893131664	6.893131664	NUM
fumecheng-12797	434	13	46.58	46.58	NUM
fumecheng-12797	434	14	47.3944	47.3944	NUM
fumecheng-12797	434	15	-1.748389867	-1.748389867	VERB
fumecheng-12797	434	16	51.9	51.9	NUM
fumecheng-12797	434	17	-11.42121082	-11.42121082	SYM
fumecheng-12797	434	18	28.31	28.31	NUM
fumecheng-12797	434	19	28.0827	28.0827	NUM
fumecheng-12797	434	20	0.802896503	0.802896503	NUM
fumecheng-12797	434	21	29.9	29.9	NUM
fumecheng-12797	434	22	-5.616389968	-5.616389968	NOUN
fumecheng-12797	435	1	26.87	26.87	NUM
fumecheng-12797	435	2	32.3098	32.3098	NUM
fumecheng-12797	435	3	-20.24488277	-20.24488277	SYM
fumecheng-12797	435	4	29.9	29.9	NUM
fumecheng-12797	435	5	-11.27651656	-11.27651656	SYM
fumecheng-12797	435	6	67.84	67.84	NUM
fumecheng-12797	435	7	66.6089	66.6089	NUM
fumecheng-12797	435	8	1.814711085	1.814711085	NUM
fumecheng-12797	435	9	75.1	75.1	NUM
fumecheng-12797	435	10	-10.70165094	-10.70165094	NUM
fumecheng-12797	435	11	81.24	81.24	NUM
fumecheng-12797	435	12	79.7201	79.7201	NUM
fumecheng-12797	435	13	1.870876416	1.870876416	NUM
fumecheng-12797	435	14	75.1	75.1	NUM
fumecheng-12797	435	15	7.557853274	7.557853274	NUM
fumecheng-12797	435	16	54.53	54.53	NUM
fumecheng-12797	435	17	56.3209	56.3209	NUM
fumecheng-12797	435	18	-3.284247203	-3.284247203	NOUN
fumecheng-12797	435	19	51.9	51.9	NUM
fumecheng-12797	435	20	4.823033193	4.823033193	NUM
fumecheng-12797	435	21	82.04	82.04	NUM
fumecheng-12797	435	22	78.1896	78.1896	NUM
fumecheng-12797	435	23	4.693320332	4.693320332	NUM
fumecheng-12797	435	24	75.1	75.1	NUM
fumecheng-12797	435	25	8.459288152	8.459288152	NUM
fumecheng-12797	435	26	60.03	60.03	NUM
fumecheng-12797	435	27	60.1094	60.1094	NUM
fumecheng-12797	435	28	-0.1322672	-0.1322672	NOUN
fumecheng-12797	435	29	51.9	51.9	NUM
fumecheng-12797	435	30	13.54322839	13.54322839	NUM
fumecheng-12797	435	31	58.75	58.75	NUM
fumecheng-12797	435	32	49.7485	49.7485	NUM
fumecheng-12797	435	33	15.32170213	15.32170213	NUM
fumecheng-12797	435	34	51.9	51.9	NUM
fumecheng-12797	435	35	11.65957447	11.65957447	NUM
fumecheng-12797	435	36	38.71	38.71	NUM
fumecheng-12797	435	37	39.8371	39.8371	NUM
fumecheng-12797	435	38	-2.911650736	-2.911650736	NOUN
fumecheng-12797	436	1	51.9	51.9	NUM
fumecheng-12797	436	2	-34.07388272	-34.07388272	NUM
fumecheng-12797	436	3	47.32	47.32	NUM
fumecheng-12797	436	4	37.6611	37.6611	NUM
fumecheng-12797	436	5	20.41187658	20.41187658	NUM
fumecheng-12797	436	6	51.9	51.9	NUM
fumecheng-12797	436	7	-9.678782756	-9.678782756	NOUN
fumecheng-12797	436	8	51.52	51.52	NUM
fumecheng-12797	436	9	50.2645	50.2645	NUM
fumecheng-12797	436	10	2.436917702	2.436917702	NUM
fumecheng-12797	436	11	51.9	51.9	NUM
fumecheng-12797	436	12	-0.73757764	-0.73757764	NOUN
fumecheng-12797	436	13	68.75	68.75	NUM
fumecheng-12797	436	14	71.8491	71.8491	NUM
fumecheng-12797	436	15	-4.507781818	-4.507781818	NOUN
fumecheng-12797	436	16	75.1	75.1	NUM
fumecheng-12797	436	17	-9.236363636	-9.236363636	NOUN
fumecheng-12797	436	18	23.6	23.6	NUM
fumecheng-12797	436	19	31.1425	31.1425	NUM
fumecheng-12797	436	20	-31.95974576	-31.95974576	NUM
fumecheng-12797	436	21	29.9	29.9	NUM
fumecheng-12797	436	22	-26.69491525	-26.69491525	NUM
fumecheng-12797	436	23	26.85	26.85	NUM
fumecheng-12797	436	24	31.2358	31.2358	NUM
fumecheng-12797	436	25	-16.33445065	-16.33445065	NUM
fumecheng-12797	437	1	29.9	29.9	NUM
fumecheng-12797	437	2	-11.3594041	-11.3594041	SYM
fumecheng-12797	437	3	27.62	27.62	NUM
fumecheng-12797	437	4	30.2877	30.2877	NUM
fumecheng-12797	437	5	-9.658580739	-9.658580739	PROPN
fumecheng-12797	437	6	29.9	29.9	NUM
fumecheng-12797	437	7	-8.254887762	-8.254887762	NOUN
fumecheng-12797	437	8	34.47	34.47	NUM
fumecheng-12797	437	9	37.8169	37.8169	NUM
fumecheng-12797	437	10	-9.709602553	-9.709602553	NOUN
fumecheng-12797	437	11	51.9	51.9	NUM
fumecheng-12797	437	12	-50.56570931	-50.56570931	SYM
fumecheng-12797	437	13	41.22	41.22	NUM
fumecheng-12797	437	14	39.595	39.595	NUM
fumecheng-12797	437	15	3.942261038	3.942261038	NUM
fumecheng-12797	437	16	51.9	51.9	NUM
fumecheng-12797	437	17	-25.90975255	-25.90975255	SYM
fumecheng-12797	437	18	26.64	26.64	NUM
fumecheng-12797	437	19	36.8819	36.8819	NUM
fumecheng-12797	437	20	-38.44557057	-38.44557057	NUM
fumecheng-12797	437	21	29.9	29.9	NUM
fumecheng-12797	437	22	-12.23723724	-12.23723724	SYM
fumecheng-12797	437	23	32.81	32.81	NUM
fumecheng-12797	437	24	35.096	35.096	NUM
fumecheng-12797	437	25	-6.967387991	-6.967387991	NOUN
fumecheng-12797	437	26	51.9	51.9	NUM
fumecheng-12797	437	27	-58.18348065	-58.18348065	SYM
fumecheng-12797	437	28	32.04	32.04	NUM
fumecheng-12797	437	29	30.7815	30.7815	NUM
fumecheng-12797	437	30	3.927902622	3.927902622	NUM
fumecheng-12797	437	31	29.9	29.9	NUM
fumecheng-12797	437	32	6.679151061	6.679151061	NUM
fumecheng-12797	437	33	43.06	43.06	NUM
fumecheng-12797	437	34	41.6098	41.6098	NUM
fumecheng-12797	437	35	3.367858802	3.367858802	NUM
fumecheng-12797	437	36	51.9	51.9	NUM
fumecheng-12797	437	37	-20.52949373	-20.52949373	NUM
fumecheng-12797	437	38	the	the	DET
fumecheng-12797	437	39	ann	ann	PROPN
fumecheng-12797	437	40	model	model	PROPN
fumecheng-12797	437	41	’s	’s	PART
fumecheng-12797	437	42	systematic	systematic	ADJ
fumecheng-12797	437	43	errors	error	NOUN
fumecheng-12797	437	44	can	can	AUX
fumecheng-12797	437	45	be	be	AUX
fumecheng-12797	437	46	partly	partly	ADV
fumecheng-12797	437	47	pointed	point	VERB
fumecheng-12797	437	48	at	at	ADP
fumecheng-12797	437	49	the	the	DET
fumecheng-12797	437	50	limitation	limitation	NOUN
fumecheng-12797	437	51	of	of	ADP
fumecheng-12797	437	52	the	the	DET
fumecheng-12797	437	53	data	datum	NOUN
fumecheng-12797	437	54	,	,	PUNCT
fumecheng-12797	437	55	for	for	ADP
fumecheng-12797	437	56	instance	instance	NOUN
fumecheng-12797	437	57	,	,	PUNCT
fumecheng-12797	437	58	limited	limited	ADJ
fumecheng-12797	437	59	variability	variability	NOUN
fumecheng-12797	437	60	within	within	ADP
fumecheng-12797	437	61	the	the	DET
fumecheng-12797	437	62	training	training	NOUN
fumecheng-12797	437	63	data	datum	NOUN
fumecheng-12797	437	64	,	,	PUNCT
fumecheng-12797	437	65	which	which	PRON
fumecheng-12797	437	66	may	may	AUX
fumecheng-12797	437	67	lead	lead	VERB
fumecheng-12797	437	68	to	to	ADP
fumecheng-12797	437	69	model	model	NOUN
fumecheng-12797	437	70	overfitting	overfitting	NOUN
fumecheng-12797	437	71	and	and	CCONJ
fumecheng-12797	437	72	inaccuracies	inaccuracy	NOUN
fumecheng-12797	437	73	when	when	SCONJ
fumecheng-12797	437	74	values	value	NOUN
fumecheng-12797	437	75	beyond	beyond	ADP
fumecheng-12797	437	76	the	the	DET
fumecheng-12797	437	77	range	range	NOUN
fumecheng-12797	437	78	used	use	VERB
fumecheng-12797	437	79	in	in	ADP
fumecheng-12797	437	80	training	training	NOUN
fumecheng-12797	437	81	are	be	AUX
fumecheng-12797	437	82	forecast	forecast	VERB
fumecheng-12797	437	83	.	.	PUNCT
fumecheng-12797	438	1	besides	besides	SCONJ
fumecheng-12797	438	2	,	,	PUNCT
fumecheng-12797	438	3	biases	bias	NOUN
fumecheng-12797	438	4	related	relate	VERB
fumecheng-12797	438	5	to	to	AUX
fumecheng-12797	438	6	inappropriate	inappropriate	VERB
fumecheng-12797	438	7	hyper	hyper	ADJ
fumecheng-12797	438	8	-	-	ADJ
fumecheng-12797	438	9	parameter	parameter	ADJ
fumecheng-12797	438	10	optimization	optimization	NOUN
fumecheng-12797	438	11	can	can	AUX
fumecheng-12797	438	12	affect	affect	VERB
fumecheng-12797	438	13	the	the	DET
fumecheng-12797	438	14	model	model	NOUN
fumecheng-12797	438	15	’s	’s	PART
fumecheng-12797	438	16	accuracy	accuracy	NOUN
fumecheng-12797	438	17	.	.	PUNCT
fumecheng-12797	439	1	given	give	VERB
fumecheng-12797	439	2	that	that	SCONJ
fumecheng-12797	439	3	ann	ann	PROPN
fumecheng-12797	439	4	is	be	AUX
fumecheng-12797	439	5	viewed	view	VERB
fumecheng-12797	439	6	as	as	ADP
fumecheng-12797	439	7	a	a	DET
fumecheng-12797	439	8	“	"	PUNCT
fumecheng-12797	439	9	black	black	ADJ
fumecheng-12797	439	10	box	box	NOUN
fumecheng-12797	439	11	,	,	PUNCT
fumecheng-12797	439	12	”	"	PUNCT
fumecheng-12797	439	13	one	one	PRON
fumecheng-12797	439	14	can	can	AUX
fumecheng-12797	439	15	not	not	PART
fumecheng-12797	439	16	indicate	indicate	VERB
fumecheng-12797	439	17	the	the	DET
fumecheng-12797	439	18	specific	specific	ADJ
fumecheng-12797	439	19	source	source	NOUN
fumecheng-12797	439	20	of	of	ADP
fumecheng-12797	439	21	this	this	DET
fumecheng-12797	439	22	error	error	NOUN
fumecheng-12797	439	23	.	.	PUNCT
fumecheng-12797	440	1	conversely	conversely	ADV
fumecheng-12797	440	2	,	,	PUNCT
fumecheng-12797	440	3	the	the	DET
fumecheng-12797	440	4	fl	fl	NOUN
fumecheng-12797	440	5	model	model	NOUN
fumecheng-12797	440	6	relies	rely	VERB
fumecheng-12797	440	7	on	on	ADP
fumecheng-12797	440	8	pre	pre	ADJ
fumecheng-12797	440	9	-	-	ADJ
fumecheng-12797	440	10	defined	define	VERB
fumecheng-12797	440	11	rules	rule	NOUN
fumecheng-12797	440	12	,	,	PUNCT
fumecheng-12797	440	13	which	which	PRON
fumecheng-12797	440	14	may	may	AUX
fumecheng-12797	440	15	not	not	PART
fumecheng-12797	440	16	fully	fully	ADV
fumecheng-12797	440	17	capture	capture	VERB
fumecheng-12797	440	18	the	the	DET
fumecheng-12797	440	19	complex	complex	ADJ
fumecheng-12797	440	20	relationships	relationship	NOUN
fumecheng-12797	440	21	in	in	ADP
fumecheng-12797	440	22	the	the	DET
fumecheng-12797	440	23	data	datum	NOUN
fumecheng-12797	440	24	,	,	PUNCT
fumecheng-12797	440	25	resulting	result	VERB
fumecheng-12797	440	26	in	in	ADP
fumecheng-12797	440	27	larger	large	ADJ
fumecheng-12797	440	28	prediction	prediction	NOUN
fumecheng-12797	440	29	errors	error	NOUN
fumecheng-12797	440	30	than	than	ADP
fumecheng-12797	440	31	ann	ann	PROPN
fumecheng-12797	440	32	.	.	PUNCT
fumecheng-12797	441	1	966	966	NUM
fumecheng-12797	441	2	j.	j.	PROPN
fumecheng-12797	441	3	gokulachandran	gokulachandran	PROPN
fumecheng-12797	441	4	,	,	PUNCT
fumecheng-12797	441	5	m.	m.	NOUN
fumecheng-12797	441	6	thenarasu	thenarasu	PROPN
fumecheng-12797	441	7	,	,	PUNCT
fumecheng-12797	441	8	b.	b.	PROPN
fumecheng-12797	441	9	pothkanoori	pothkanoori	PROPN
fumecheng-12797	441	10	,	,	PUNCT
fumecheng-12797	441	11	et	et	PROPN
fumecheng-12797	441	12	al	al	PROPN
fumecheng-12797	441	13	.	.	PUNCT
fumecheng-12797	441	14	increasing	increase	VERB
fumecheng-12797	441	15	the	the	DET
fumecheng-12797	441	16	size	size	NOUN
fumecheng-12797	441	17	and	and	CCONJ
fumecheng-12797	441	18	variability	variability	NOUN
fumecheng-12797	441	19	of	of	ADP
fumecheng-12797	441	20	the	the	DET
fumecheng-12797	441	21	training	training	NOUN
fumecheng-12797	441	22	dataset	dataset	NOUN
fumecheng-12797	441	23	would	would	AUX
fumecheng-12797	441	24	greatly	greatly	ADV
fumecheng-12797	441	25	reduce	reduce	VERB
fumecheng-12797	441	26	biases	bias	NOUN
fumecheng-12797	441	27	and	and	CCONJ
fumecheng-12797	441	28	improve	improve	VERB
fumecheng-12797	441	29	the	the	DET
fumecheng-12797	441	30	generalization	generalization	NOUN
fumecheng-12797	441	31	of	of	ADP
fumecheng-12797	441	32	the	the	DET
fumecheng-12797	441	33	data	datum	NOUN
fumecheng-12797	441	34	being	be	AUX
fumecheng-12797	441	35	fed	feed	VERB
fumecheng-12797	441	36	into	into	ADP
fumecheng-12797	441	37	the	the	DET
fumecheng-12797	441	38	system	system	NOUN
fumecheng-12797	441	39	.	.	PUNCT
fumecheng-12797	442	1	advanced	advanced	ADJ
fumecheng-12797	442	2	hyperparameter	hyperparameter	NOUN
fumecheng-12797	442	3	tuning	tune	VERB
fumecheng-12797	442	4	methods	method	NOUN
fumecheng-12797	442	5	such	such	ADJ
fumecheng-12797	442	6	as	as	ADP
fumecheng-12797	442	7	grid	grid	NOUN
fumecheng-12797	442	8	search	search	NOUN
fumecheng-12797	442	9	and	and	CCONJ
fumecheng-12797	442	10	bayesian	bayesian	NOUN
fumecheng-12797	442	11	optimization	optimization	NOUN
fumecheng-12797	442	12	would	would	AUX
fumecheng-12797	442	13	also	also	ADV
fumecheng-12797	442	14	help	help	VERB
fumecheng-12797	442	15	fine	fine	ADJ
fumecheng-12797	442	16	-	-	PUNCT
fumecheng-12797	442	17	tune	tune	NOUN
fumecheng-12797	442	18	the	the	DET
fumecheng-12797	442	19	model	model	NOUN
fumecheng-12797	442	20	’s	’s	PART
fumecheng-12797	442	21	performance	performance	NOUN
fumecheng-12797	442	22	.	.	PUNCT
fumecheng-12797	443	1	hybrid	hybrid	ADJ
fumecheng-12797	443	2	approaches	approach	NOUN
fumecheng-12797	443	3	that	that	PRON
fumecheng-12797	443	4	ann	ann	PROPN
fumecheng-12797	443	5	has	have	VERB
fumecheng-12797	443	6	in	in	ADP
fumecheng-12797	443	7	common	common	ADJ
fumecheng-12797	443	8	with	with	ADP
fumecheng-12797	443	9	other	other	ADJ
fumecheng-12797	443	10	models	model	NOUN
fumecheng-12797	443	11	will	will	AUX
fumecheng-12797	443	12	take	take	VERB
fumecheng-12797	443	13	full	full	ADJ
fumecheng-12797	443	14	advantage	advantage	NOUN
fumecheng-12797	443	15	of	of	ADP
fumecheng-12797	443	16	each	each	PRON
fumecheng-12797	443	17	of	of	ADP
fumecheng-12797	443	18	the	the	DET
fumecheng-12797	443	19	strengths	strength	NOUN
fumecheng-12797	443	20	while	while	SCONJ
fumecheng-12797	443	21	cancelling	cancel	VERB
fumecheng-12797	443	22	the	the	DET
fumecheng-12797	443	23	individual	individual	ADJ
fumecheng-12797	443	24	weaknesses	weakness	NOUN
fumecheng-12797	443	25	of	of	ADP
fumecheng-12797	443	26	each	each	DET
fumecheng-12797	443	27	method	method	NOUN
fumecheng-12797	443	28	.	.	PUNCT
fumecheng-12797	444	1	interpretability	interpretability	NOUN
fumecheng-12797	444	2	techniques	technique	NOUN
fumecheng-12797	444	3	,	,	PUNCT
fumecheng-12797	444	4	such	such	ADJ
fumecheng-12797	444	5	as	as	ADP
fumecheng-12797	444	6	shap	shap	NOUN
fumecheng-12797	444	7	or	or	CCONJ
fumecheng-12797	444	8	lime	lime	NOUN
fumecheng-12797	444	9	,	,	PUNCT
fumecheng-12797	444	10	are	be	AUX
fumecheng-12797	444	11	useful	useful	ADJ
fumecheng-12797	444	12	in	in	ADP
fumecheng-12797	444	13	identifying	identify	VERB
fumecheng-12797	444	14	errors	error	NOUN
fumecheng-12797	444	15	within	within	ADP
fumecheng-12797	444	16	the	the	DET
fumecheng-12797	444	17	ann	ann	PROPN
fumecheng-12797	444	18	predictions	prediction	NOUN
fumecheng-12797	444	19	,	,	PUNCT
fumecheng-12797	444	20	thus	thus	ADV
fumecheng-12797	444	21	allowing	allow	VERB
fumecheng-12797	444	22	more	more	ADV
fumecheng-12797	444	23	lucid	lucid	ADJ
fumecheng-12797	444	24	insight	insight	NOUN
fumecheng-12797	444	25	into	into	ADP
fumecheng-12797	444	26	the	the	DET
fumecheng-12797	444	27	model	model	NOUN
fumecheng-12797	444	28	’s	’s	PART
fumecheng-12797	444	29	decision	decision	NOUN
fumecheng-12797	444	30	-	-	PUNCT
fumecheng-12797	444	31	making	make	VERB
fumecheng-12797	444	32	process	process	NOUN
fumecheng-12797	444	33	.	.	PUNCT
fumecheng-12797	445	1	these	these	DET
fumecheng-12797	445	2	steps	step	NOUN
fumecheng-12797	445	3	will	will	AUX
fumecheng-12797	445	4	decrease	decrease	VERB
fumecheng-12797	445	5	systematic	systematic	ADJ
fumecheng-12797	445	6	errors	error	NOUN
fumecheng-12797	445	7	and	and	CCONJ
fumecheng-12797	445	8	improve	improve	VERB
fumecheng-12797	445	9	the	the	DET
fumecheng-12797	445	10	reliability	reliability	NOUN
fumecheng-12797	445	11	of	of	ADP
fumecheng-12797	445	12	ann	ann	PROPN
fumecheng-12797	445	13	and	and	CCONJ
fumecheng-12797	445	14	fl	fl	PROPN
fumecheng-12797	445	15	models	model	NOUN
fumecheng-12797	445	16	throughout	throughout	ADP
fumecheng-12797	445	17	the	the	DET
fumecheng-12797	445	18	work	work	NOUN
fumecheng-12797	445	19	that	that	PRON
fumecheng-12797	445	20	follows	follow	VERB
fumecheng-12797	445	21	.	.	PUNCT
fumecheng-12797	446	1	5.3	5.3	NUM
fumecheng-12797	446	2	.	.	PUNCT
fumecheng-12797	446	3	optimization	optimization	NOUN
fumecheng-12797	446	4	of	of	ADP
fumecheng-12797	446	5	process	process	NOUN
fumecheng-12797	446	6	parameters	parameter	NOUN
fumecheng-12797	446	7	the	the	DET
fumecheng-12797	446	8	optimum	optimum	ADJ
fumecheng-12797	446	9	set	set	NOUN
fumecheng-12797	446	10	of	of	ADP
fumecheng-12797	446	11	parameters	parameter	NOUN
fumecheng-12797	446	12	ensures	ensure	VERB
fumecheng-12797	446	13	the	the	DET
fumecheng-12797	446	14	most	most	ADV
fumecheng-12797	446	15	reliable	reliable	ADJ
fumecheng-12797	446	16	weld	weld	NOUN
fumecheng-12797	446	17	obtained	obtain	VERB
fumecheng-12797	446	18	based	base	VERB
fumecheng-12797	446	19	on	on	ADP
fumecheng-12797	446	20	the	the	DET
fumecheng-12797	446	21	highest	high	ADJ
fumecheng-12797	446	22	obtained	obtain	VERB
fumecheng-12797	446	23	reliability	reliability	NOUN
fumecheng-12797	446	24	percentage	percentage	NOUN
fumecheng-12797	446	25	value	value	NOUN
fumecheng-12797	446	26	,	,	PUNCT
fumecheng-12797	446	27	89.5	89.5	NUM
fumecheng-12797	446	28	%	%	NOUN
fumecheng-12797	446	29	.	.	PUNCT
fumecheng-12797	447	1	it	it	PRON
fumecheng-12797	447	2	is	be	AUX
fumecheng-12797	447	3	found	find	VERB
fumecheng-12797	447	4	that	that	SCONJ
fumecheng-12797	447	5	the	the	DET
fumecheng-12797	447	6	most	most	ADV
fumecheng-12797	447	7	optimal	optimal	ADJ
fumecheng-12797	447	8	weld	weld	NOUN
fumecheng-12797	447	9	strength	strength	NOUN
fumecheng-12797	447	10	is	be	AUX
fumecheng-12797	447	11	obtained	obtain	VERB
fumecheng-12797	447	12	when	when	SCONJ
fumecheng-12797	447	13	the	the	DET
fumecheng-12797	447	14	mild	mild	ADJ
fumecheng-12797	447	15	steelwork	steelwork	NOUN
fumecheng-12797	447	16	pieces	piece	NOUN
fumecheng-12797	447	17	are	be	AUX
fumecheng-12797	447	18	welded	weld	VERB
fumecheng-12797	447	19	under	under	ADP
fumecheng-12797	447	20	the	the	DET
fumecheng-12797	447	21	following	follow	VERB
fumecheng-12797	447	22	parameters	parameter	NOUN
fumecheng-12797	447	23	:	:	PUNCT
fumecheng-12797	447	24	▪	▪	ADJ
fumecheng-12797	447	25	weld	weld	NOUN
fumecheng-12797	447	26	current	current	NOUN
fumecheng-12797	447	27	is	be	AUX
fumecheng-12797	447	28	100a	100a	NUM
fumecheng-12797	447	29	,	,	PUNCT
fumecheng-12797	447	30	▪	▪	ADJ
fumecheng-12797	447	31	weld	weld	NOUN
fumecheng-12797	447	32	angle	angle	NOUN
fumecheng-12797	447	33	as	as	ADP
fumecheng-12797	447	34	55	55	NUM
fumecheng-12797	447	35	°	°	NOUN
fumecheng-12797	447	36	,	,	PUNCT
fumecheng-12797	447	37	▪	▪	ADJ
fumecheng-12797	447	38	weld	weld	NOUN
fumecheng-12797	447	39	speed	speed	NOUN
fumecheng-12797	447	40	as	as	ADP
fumecheng-12797	447	41	1.17mm	1.17mm	NUM
fumecheng-12797	447	42	/	/	SYM
fumecheng-12797	447	43	s.	s.	PROPN
fumecheng-12797	448	1	the	the	DET
fumecheng-12797	448	2	results	result	NOUN
fumecheng-12797	448	3	demonstrate	demonstrate	VERB
fumecheng-12797	448	4	that	that	SCONJ
fumecheng-12797	448	5	ann	ann	PROPN
fumecheng-12797	448	6	outperforms	outperform	VERB
fumecheng-12797	448	7	fl	fl	X
fumecheng-12797	448	8	in	in	ADP
fumecheng-12797	448	9	predicting	predict	VERB
fumecheng-12797	448	10	failure	failure	NOUN
fumecheng-12797	448	11	times	time	NOUN
fumecheng-12797	448	12	,	,	PUNCT
fumecheng-12797	448	13	with	with	ADP
fumecheng-12797	448	14	a	a	DET
fumecheng-12797	448	15	lower	low	ADJ
fumecheng-12797	448	16	mad	mad	ADJ
fumecheng-12797	448	17	of	of	ADP
fumecheng-12797	448	18	0.00639	0.00639	NUM
fumecheng-12797	448	19	than	than	ADP
fumecheng-12797	448	20	fl	fl	PROPN
fumecheng-12797	448	21	.	.	PUNCT
fumecheng-12797	449	1	the	the	DET
fumecheng-12797	449	2	optimization	optimization	NOUN
fumecheng-12797	449	3	of	of	ADP
fumecheng-12797	449	4	process	process	NOUN
fumecheng-12797	449	5	parameters	parameter	NOUN
fumecheng-12797	449	6	reveals	reveal	VERB
fumecheng-12797	449	7	that	that	SCONJ
fumecheng-12797	449	8	the	the	DET
fumecheng-12797	449	9	most	most	ADV
fumecheng-12797	449	10	reliable	reliable	ADJ
fumecheng-12797	449	11	weld	weld	NOUN
fumecheng-12797	449	12	is	be	AUX
fumecheng-12797	449	13	achieved	achieve	VERB
fumecheng-12797	449	14	with	with	ADP
fumecheng-12797	449	15	a	a	DET
fumecheng-12797	449	16	welding	welding	NOUN
fumecheng-12797	449	17	current	current	NOUN
fumecheng-12797	449	18	of	of	ADP
fumecheng-12797	449	19	100a	100a	NUM
fumecheng-12797	449	20	,	,	PUNCT
fumecheng-12797	449	21	weld	weld	NOUN
fumecheng-12797	449	22	angle	angle	NOUN
fumecheng-12797	449	23	of	of	ADP
fumecheng-12797	449	24	55	55	NUM
fumecheng-12797	449	25	°	°	NOUN
fumecheng-12797	449	26	,	,	PUNCT
fumecheng-12797	449	27	and	and	CCONJ
fumecheng-12797	449	28	weld	weld	NOUN
fumecheng-12797	449	29	speed	speed	NOUN
fumecheng-12797	449	30	of	of	ADP
fumecheng-12797	449	31	1.17mm	1.17mm	NUM
fumecheng-12797	449	32	/	/	SYM
fumecheng-12797	449	33	s	s	PROPN
fumecheng-12797	449	34	,	,	PUNCT
fumecheng-12797	449	35	resulting	result	VERB
fumecheng-12797	449	36	in	in	ADP
fumecheng-12797	449	37	a	a	DET
fumecheng-12797	449	38	reliability	reliability	NOUN
fumecheng-12797	449	39	percentage	percentage	NOUN
fumecheng-12797	449	40	of	of	ADP
fumecheng-12797	449	41	89.5	89.5	NUM
fumecheng-12797	449	42	%	%	NOUN
fumecheng-12797	449	43	.	.	PUNCT
fumecheng-12797	450	1	trying	try	VERB
fumecheng-12797	450	2	to	to	PART
fumecheng-12797	450	3	explain	explain	VERB
fumecheng-12797	450	4	why	why	SCONJ
fumecheng-12797	450	5	ann	ann	PROPN
fumecheng-12797	450	6	models	model	NOUN
fumecheng-12797	450	7	outperformed	outperform	VERB
fumecheng-12797	450	8	fl	fl	PRON
fumecheng-12797	450	9	in	in	ADP
fumecheng-12797	450	10	this	this	DET
fumecheng-12797	450	11	study	study	NOUN
fumecheng-12797	450	12	,	,	PUNCT
fumecheng-12797	450	13	one	one	PRON
fumecheng-12797	450	14	would	would	AUX
fumecheng-12797	450	15	point	point	VERB
fumecheng-12797	450	16	to	to	ADP
fumecheng-12797	450	17	the	the	DET
fumecheng-12797	450	18	fact	fact	NOUN
fumecheng-12797	450	19	that	that	SCONJ
fumecheng-12797	450	20	the	the	DET
fumecheng-12797	450	21	architecture	architecture	NOUN
fumecheng-12797	450	22	of	of	ADP
fumecheng-12797	450	23	ann	ann	PROPN
fumecheng-12797	450	24	is	be	AUX
fumecheng-12797	450	25	highly	highly	ADV
fumecheng-12797	450	26	capable	capable	ADJ
fumecheng-12797	450	27	of	of	ADP
fumecheng-12797	450	28	detecting	detect	VERB
fumecheng-12797	450	29	complex	complex	ADJ
fumecheng-12797	450	30	non	non	ADJ
fumecheng-12797	450	31	-	-	ADJ
fumecheng-12797	450	32	linear	linear	ADJ
fumecheng-12797	450	33	patterns	pattern	NOUN
fumecheng-12797	450	34	in	in	ADP
fumecheng-12797	450	35	data	datum	NOUN
fumecheng-12797	450	36	,	,	PUNCT
fumecheng-12797	450	37	which	which	PRON
fumecheng-12797	450	38	could	could	AUX
fumecheng-12797	450	39	easily	easily	ADV
fumecheng-12797	450	40	be	be	AUX
fumecheng-12797	450	41	due	due	ADJ
fumecheng-12797	450	42	,	,	PUNCT
fumecheng-12797	450	43	because	because	SCONJ
fumecheng-12797	450	44	of	of	ADP
fumecheng-12797	450	45	welding	welding	NOUN
fumecheng-12797	450	46	processes	process	NOUN
fumecheng-12797	450	47	,	,	PUNCT
fumecheng-12797	450	48	to	to	ADP
fumecheng-12797	450	49	interaction	interaction	NOUN
fumecheng-12797	450	50	among	among	ADP
fumecheng-12797	450	51	various	various	ADJ
fumecheng-12797	450	52	parameters	parameter	NOUN
fumecheng-12797	450	53	such	such	ADJ
fumecheng-12797	450	54	as	as	ADP
fumecheng-12797	450	55	weld	weld	NOUN
fumecheng-12797	450	56	current	current	ADJ
fumecheng-12797	450	57	,	,	PUNCT
fumecheng-12797	450	58	speed	speed	NOUN
fumecheng-12797	450	59	,	,	PUNCT
fumecheng-12797	450	60	and	and	CCONJ
fumecheng-12797	450	61	angle	angle	NOUN
fumecheng-12797	450	62	.	.	PUNCT
fumecheng-12797	451	1	this	this	DET
fumecheng-12797	451	2	ability	ability	NOUN
fumecheng-12797	451	3	enables	enable	VERB
fumecheng-12797	451	4	ann	ann	PROPN
fumecheng-12797	451	5	to	to	PART
fumecheng-12797	451	6	learn	learn	VERB
fumecheng-12797	451	7	adaptively	adaptively	ADV
fumecheng-12797	451	8	and	and	CCONJ
fumecheng-12797	451	9	seek	seek	VERB
fumecheng-12797	451	10	the	the	DET
fumecheng-12797	451	11	optimal	optimal	ADJ
fumecheng-12797	451	12	weights	weight	NOUN
fumecheng-12797	451	13	and	and	CCONJ
fumecheng-12797	451	14	biases	bias	NOUN
fumecheng-12797	451	15	via	via	ADP
fumecheng-12797	451	16	bp	bp	PROPN
fumecheng-12797	451	17	algorithm	algorithm	PROPN
fumecheng-12797	451	18	,	,	PUNCT
fumecheng-12797	451	19	minimizing	minimize	VERB
fumecheng-12797	451	20	the	the	DET
fumecheng-12797	451	21	prediction	prediction	NOUN
fumecheng-12797	451	22	errors	error	NOUN
fumecheng-12797	451	23	observed	observe	VERB
fumecheng-12797	451	24	in	in	ADP
fumecheng-12797	451	25	our	our	PRON
fumecheng-12797	451	26	results	result	NOUN
fumecheng-12797	451	27	for	for	ADP
fumecheng-12797	451	28	lower	low	ADJ
fumecheng-12797	451	29	mae	mae	PROPN
fumecheng-12797	451	30	and	and	CCONJ
fumecheng-12797	451	31	rmse	rmse	ADJ
fumecheng-12797	451	32	values	value	NOUN
fumecheng-12797	451	33	.	.	PUNCT
fumecheng-12797	452	1	furthermore	furthermore	ADV
fumecheng-12797	452	2	,	,	PUNCT
fumecheng-12797	452	3	the	the	DET
fumecheng-12797	452	4	high	high	ADJ
fumecheng-12797	452	5	r	r	NOUN
fumecheng-12797	452	6	-	-	PUNCT
fumecheng-12797	452	7	value	value	NOUN
fumecheng-12797	452	8	of	of	ADP
fumecheng-12797	452	9	ann	ann	PROPN
fumecheng-12797	452	10	expresses	express	VERB
fumecheng-12797	452	11	its	its	PRON
fumecheng-12797	452	12	strength	strength	NOUN
fumecheng-12797	452	13	in	in	ADP
fumecheng-12797	452	14	mapping	map	VERB
fumecheng-12797	452	15	the	the	DET
fumecheng-12797	452	16	complex	complex	ADJ
fumecheng-12797	452	17	relationship	relationship	NOUN
fumecheng-12797	452	18	between	between	ADP
fumecheng-12797	452	19	input	input	NOUN
fumecheng-12797	452	20	variables	variable	NOUN
fumecheng-12797	452	21	and	and	CCONJ
fumecheng-12797	452	22	reliability	reliability	NOUN
fumecheng-12797	452	23	outcomes	outcome	NOUN
fumecheng-12797	452	24	.	.	PUNCT
fumecheng-12797	453	1	while	while	SCONJ
fumecheng-12797	453	2	fl	fl	PROPN
fumecheng-12797	453	3	typically	typically	ADV
fumecheng-12797	453	4	relies	rely	VERB
fumecheng-12797	453	5	on	on	ADP
fumecheng-12797	453	6	rule	rule	NOUN
fumecheng-12797	453	7	-	-	PUNCT
fumecheng-12797	453	8	based	base	VERB
fumecheng-12797	453	9	systems	system	NOUN
fumecheng-12797	453	10	and	and	CCONJ
fumecheng-12797	453	11	fuzzy	fuzzy	ADJ
fumecheng-12797	453	12	sets	set	NOUN
fumecheng-12797	453	13	that	that	PRON
fumecheng-12797	453	14	can	can	AUX
fumecheng-12797	453	15	be	be	AUX
fumecheng-12797	453	16	used	use	VERB
fumecheng-12797	453	17	in	in	ADP
fumecheng-12797	453	18	well	well	ADV
fumecheng-12797	453	19	-	-	PUNCT
fumecheng-12797	453	20	structured	structure	VERB
fumecheng-12797	453	21	scenarios	scenario	NOUN
fumecheng-12797	453	22	or	or	CCONJ
fumecheng-12797	453	23	when	when	SCONJ
fumecheng-12797	453	24	expert	expert	ADJ
fumecheng-12797	453	25	knowledge	knowledge	NOUN
fumecheng-12797	453	26	can	can	AUX
fumecheng-12797	453	27	easily	easily	ADV
fumecheng-12797	453	28	be	be	AUX
fumecheng-12797	453	29	codified	codify	VERB
fumecheng-12797	453	30	,	,	PUNCT
fumecheng-12797	453	31	in	in	ADP
fumecheng-12797	453	32	dynamic	dynamic	ADJ
fumecheng-12797	453	33	processes	process	NOUN
fumecheng-12797	453	34	such	such	ADJ
fumecheng-12797	453	35	as	as	ADP
fumecheng-12797	453	36	welding	welding	NOUN
fumecheng-12797	453	37	,	,	PUNCT
fumecheng-12797	453	38	the	the	DET
fumecheng-12797	453	39	model	model	NOUN
fumecheng-12797	453	40	will	will	AUX
fumecheng-12797	453	41	not	not	PART
fumecheng-12797	453	42	be	be	AUX
fumecheng-12797	453	43	quite	quite	ADV
fumecheng-12797	453	44	as	as	ADV
fumecheng-12797	453	45	effective	effective	ADJ
fumecheng-12797	453	46	,	,	PUNCT
fumecheng-12797	453	47	given	give	VERB
fumecheng-12797	453	48	its	its	PRON
fumecheng-12797	453	49	dependence	dependence	NOUN
fumecheng-12797	453	50	on	on	ADP
fumecheng-12797	453	51	previous	previous	ADJ
fumecheng-12797	453	52	rules	rule	NOUN
fumecheng-12797	453	53	,	,	PUNCT
fumecheng-12797	453	54	which	which	PRON
fumecheng-12797	453	55	may	may	AUX
fumecheng-12797	453	56	not	not	PART
fumecheng-12797	453	57	as	as	ADV
fumecheng-12797	453	58	effectively	effectively	ADV
fumecheng-12797	453	59	interpret	interpret	VERB
fumecheng-12797	453	60	complex	complex	ADJ
fumecheng-12797	453	61	relationships	relationship	NOUN
fumecheng-12797	453	62	between	between	ADP
fumecheng-12797	453	63	data	datum	NOUN
fumecheng-12797	453	64	points	point	NOUN
fumecheng-12797	453	65	.	.	PUNCT
fumecheng-12797	454	1	it	it	PRON
fumecheng-12797	454	2	was	be	AUX
fumecheng-12797	454	3	a	a	DET
fumecheng-12797	454	4	disadvantage	disadvantage	NOUN
fumecheng-12797	454	5	that	that	PRON
fumecheng-12797	454	6	manifested	manifest	VERB
fumecheng-12797	454	7	in	in	ADP
fumecheng-12797	454	8	our	our	PRON
fumecheng-12797	454	9	results	result	NOUN
fumecheng-12797	454	10	,	,	PUNCT
fumecheng-12797	454	11	where	where	SCONJ
fumecheng-12797	454	12	the	the	DET
fumecheng-12797	454	13	bigger	big	ADJ
fumecheng-12797	454	14	error	error	NOUN
fumecheng-12797	454	15	margins	margin	NOUN
fumecheng-12797	454	16	and	and	CCONJ
fumecheng-12797	454	17	prediction	prediction	NOUN
fumecheng-12797	454	18	variability	variability	NOUN
fumecheng-12797	454	19	were	be	AUX
fumecheng-12797	454	20	consistent	consistent	ADJ
fumecheng-12797	454	21	with	with	ADP
fumecheng-12797	454	22	fl	fl	PROPN
fumecheng-12797	454	23	.	.	PUNCT
fumecheng-12797	455	1	the	the	DET
fumecheng-12797	455	2	nature	nature	NOUN
fumecheng-12797	455	3	of	of	ADP
fumecheng-12797	455	4	our	our	PRON
fumecheng-12797	455	5	experimental	experimental	ADJ
fumecheng-12797	455	6	data	datum	NOUN
fumecheng-12797	455	7	being	be	AUX
fumecheng-12797	455	8	non	non	ADJ
fumecheng-12797	455	9	-	-	ADJ
fumecheng-12797	455	10	linear	linear	ADJ
fumecheng-12797	455	11	and	and	CCONJ
fumecheng-12797	455	12	variable	variable	ADJ
fumecheng-12797	455	13	further	far	ADV
fumecheng-12797	455	14	reiterates	reiterate	VERB
fumecheng-12797	455	15	that	that	SCONJ
fumecheng-12797	455	16	ann	ann	PROPN
fumecheng-12797	455	17	is	be	AUX
fumecheng-12797	455	18	superior	superior	ADJ
fumecheng-12797	455	19	in	in	ADP
fumecheng-12797	455	20	this	this	DET
fumecheng-12797	455	21	case	case	NOUN
fumecheng-12797	455	22	.	.	PUNCT
fumecheng-12797	456	1	ann	ann	PROPN
fumecheng-12797	456	2	could	could	AUX
fumecheng-12797	456	3	henceforth	henceforth	ADV
fumecheng-12797	456	4	yield	yield	VERB
fumecheng-12797	456	5	more	more	ADV
fumecheng-12797	456	6	accurate	accurate	ADJ
fumecheng-12797	456	7	,	,	PUNCT
fumecheng-12797	456	8	consistent	consistent	ADJ
fumecheng-12797	456	9	predictions	prediction	NOUN
fumecheng-12797	456	10	of	of	ADP
fumecheng-12797	456	11	both	both	DET
fumecheng-12797	456	12	reliability	reliability	NOUN
fumecheng-12797	456	13	and	and	CCONJ
fumecheng-12797	456	14	failure	failure	NOUN
fumecheng-12797	456	15	times	time	NOUN
fumecheng-12797	456	16	by	by	ADP
fumecheng-12797	456	17	capitalizing	capitalize	VERB
fumecheng-12797	456	18	on	on	ADP
fumecheng-12797	456	19	its	its	PRON
fumecheng-12797	456	20	learning	learning	NOUN
fumecheng-12797	456	21	capabilities	capability	NOUN
fumecheng-12797	456	22	,	,	PUNCT
fumecheng-12797	456	23	as	as	SCONJ
fumecheng-12797	456	24	opposed	oppose	VERB
fumecheng-12797	456	25	to	to	ADP
fumecheng-12797	456	26	fl	fl	PROPN
fumecheng-12797	456	27	,	,	PUNCT
fumecheng-12797	456	28	which	which	PRON
fumecheng-12797	456	29	is	be	AUX
fumecheng-12797	456	30	inherently	inherently	ADV
fumecheng-12797	456	31	more	more	ADV
fumecheng-12797	456	32	rigid	rigid	ADJ
fumecheng-12797	456	33	and	and	CCONJ
fumecheng-12797	456	34	less	less	ADV
fumecheng-12797	456	35	amenable	amenable	ADJ
fumecheng-12797	456	36	to	to	ADP
fumecheng-12797	456	37	the	the	DET
fumecheng-12797	456	38	variability	variability	NOUN
fumecheng-12797	456	39	representative	representative	NOUN
fumecheng-12797	456	40	of	of	ADP
fumecheng-12797	456	41	welding	welding	NOUN
fumecheng-12797	456	42	processes	process	NOUN
fumecheng-12797	456	43	.	.	PUNCT
fumecheng-12797	457	1	the	the	DET
fumecheng-12797	457	2	ability	ability	NOUN
fumecheng-12797	457	3	of	of	ADP
fumecheng-12797	457	4	ann	ann	PROPN
fumecheng-12797	457	5	to	to	PART
fumecheng-12797	457	6	further	far	ADV
fumecheng-12797	457	7	approximate	approximate	VERB
fumecheng-12797	457	8	the	the	DET
fumecheng-12797	457	9	continuous	continuous	ADJ
fumecheng-12797	457	10	functions	function	NOUN
fumecheng-12797	457	11	and	and	CCONJ
fumecheng-12797	457	12	handle	handle	VERB
fumecheng-12797	457	13	larger	large	ADJ
fumecheng-12797	457	14	datasets	dataset	NOUN
fumecheng-12797	457	15	effectively	effectively	ADV
fumecheng-12797	457	16	using	use	VERB
fumecheng-12797	457	17	its	its	PRON
fumecheng-12797	457	18	network	network	NOUN
fumecheng-12797	457	19	structure	structure	NOUN
fumecheng-12797	457	20	containing	contain	VERB
fumecheng-12797	457	21	layered	layered	ADJ
fumecheng-12797	457	22	neurons	neuron	NOUN
fumecheng-12797	457	23	and	and	CCONJ
fumecheng-12797	457	24	non	non	ADJ
fumecheng-12797	457	25	-	-	ADJ
fumecheng-12797	457	26	linear	linear	ADJ
fumecheng-12797	457	27	activation	activation	NOUN
fumecheng-12797	457	28	functions	function	NOUN
fumecheng-12797	457	29	makes	make	VERB
fumecheng-12797	457	30	it	it	PRON
fumecheng-12797	457	31	superior	superior	ADJ
fumecheng-12797	457	32	.	.	PUNCT
fumecheng-12797	458	1	therefore	therefore	ADV
fumecheng-12797	458	2	,	,	PUNCT
fumecheng-12797	458	3	for	for	ADP
fumecheng-12797	458	4	those	those	DET
fumecheng-12797	458	5	reasons	reason	NOUN
fumecheng-12797	458	6	,	,	PUNCT
fumecheng-12797	458	7	ann	ann	PROPN
fumecheng-12797	458	8	should	should	AUX
fumecheng-12797	458	9	be	be	AUX
fumecheng-12797	458	10	superior	superior	ADJ
fumecheng-12797	458	11	in	in	ADP
fumecheng-12797	458	12	performance	performance	NOUN
fumecheng-12797	458	13	for	for	ADP
fumecheng-12797	458	14	the	the	DET
fumecheng-12797	458	15	reliability	reliability	NOUN
fumecheng-12797	458	16	predictions	prediction	NOUN
fumecheng-12797	458	17	in	in	ADP
fumecheng-12797	458	18	welding	welding	NOUN
fumecheng-12797	458	19	applications	application	NOUN
fumecheng-12797	458	20	on	on	ADP
fumecheng-12797	458	21	our	our	PRON
fumecheng-12797	458	22	dataset	dataset	NOUN
fumecheng-12797	458	23	,	,	PUNCT
fumecheng-12797	458	24	which	which	PRON
fumecheng-12797	458	25	contains	contain	VERB
fumecheng-12797	458	26	complex	complex	ADJ
fumecheng-12797	458	27	relationships	relationship	NOUN
fumecheng-12797	458	28	with	with	ADP
fumecheng-12797	458	29	high	high	ADJ
fumecheng-12797	458	30	variability	variability	NOUN
fumecheng-12797	458	31	.	.	PUNCT
fumecheng-12797	459	1	reliability	reliability	NOUN
fumecheng-12797	459	2	prediction	prediction	NOUN
fumecheng-12797	459	3	and	and	CCONJ
fumecheng-12797	459	4	process	process	NOUN
fumecheng-12797	459	5	parameter	parameter	NOUN
fumecheng-12797	459	6	optimization	optimization	NOUN
fumecheng-12797	459	7	of	of	ADP
fumecheng-12797	459	8	welded	weld	VERB
fumecheng-12797	459	9	joints	joint	NOUN
fumecheng-12797	459	10	:	:	PUNCT
fumecheng-12797	459	11	artificial	artificial	ADJ
fumecheng-12797	459	12	neural	neural	ADJ
fumecheng-12797	459	13	network	network	NOUN
fumecheng-12797	459	14	...	...	PUNCT
fumecheng-12797	459	15	967	967	NUM
fumecheng-12797	459	16	6	6	NUM
fumecheng-12797	459	17	.	.	PUNCT
fumecheng-12797	459	18	conclusion	conclusion	NOUN
fumecheng-12797	459	19	and	and	CCONJ
fumecheng-12797	459	20	future	future	ADJ
fumecheng-12797	459	21	work	work	NOUN
fumecheng-12797	459	22	this	this	DET
fumecheng-12797	459	23	research	research	NOUN
fumecheng-12797	459	24	focused	focus	VERB
fumecheng-12797	459	25	on	on	ADP
fumecheng-12797	459	26	developing	develop	VERB
fumecheng-12797	459	27	a	a	DET
fumecheng-12797	459	28	comprehensive	comprehensive	ADJ
fumecheng-12797	459	29	framework	framework	NOUN
fumecheng-12797	459	30	to	to	PART
fumecheng-12797	459	31	assess	assess	VERB
fumecheng-12797	459	32	the	the	DET
fumecheng-12797	459	33	reliability	reliability	NOUN
fumecheng-12797	459	34	and	and	CCONJ
fumecheng-12797	459	35	failure	failure	NOUN
fumecheng-12797	459	36	time	time	NOUN
fumecheng-12797	459	37	of	of	ADP
fumecheng-12797	459	38	mild	mild	ADJ
fumecheng-12797	459	39	steel	steel	NOUN
fumecheng-12797	459	40	material	material	NOUN
fumecheng-12797	459	41	welded	weld	VERB
fumecheng-12797	459	42	joints	joint	NOUN
fumecheng-12797	459	43	using	use	VERB
fumecheng-12797	459	44	soft	soft	ADJ
fumecheng-12797	459	45	-	-	PUNCT
fumecheng-12797	459	46	computing	compute	VERB
fumecheng-12797	459	47	methods	method	NOUN
fumecheng-12797	459	48	.	.	PUNCT
fumecheng-12797	460	1	the	the	DET
fumecheng-12797	460	2	study	study	NOUN
fumecheng-12797	460	3	involved	involve	VERB
fumecheng-12797	460	4	conducting	conduct	VERB
fumecheng-12797	460	5	experiments	experiment	NOUN
fumecheng-12797	460	6	and	and	CCONJ
fumecheng-12797	460	7	developing	develop	VERB
fumecheng-12797	460	8	ann	ann	PROPN
fumecheng-12797	460	9	and	and	CCONJ
fumecheng-12797	460	10	fl	fl	PROPN
fumecheng-12797	460	11	models	model	NOUN
fumecheng-12797	460	12	to	to	PART
fumecheng-12797	460	13	predict	predict	VERB
fumecheng-12797	460	14	reliability	reliability	NOUN
fumecheng-12797	460	15	percentage	percentage	NOUN
fumecheng-12797	460	16	error	error	NOUN
fumecheng-12797	460	17	and	and	CCONJ
fumecheng-12797	460	18	failure	failure	NOUN
fumecheng-12797	460	19	time	time	NOUN
fumecheng-12797	460	20	.	.	PUNCT
fumecheng-12797	461	1	upon	upon	SCONJ
fumecheng-12797	461	2	simultaneous	simultaneous	ADJ
fumecheng-12797	461	3	evaluation	evaluation	NOUN
fumecheng-12797	461	4	and	and	CCONJ
fumecheng-12797	461	5	comparison	comparison	NOUN
fumecheng-12797	461	6	of	of	ADP
fumecheng-12797	461	7	predicted	predict	VERB
fumecheng-12797	461	8	values	value	NOUN
fumecheng-12797	461	9	with	with	ADP
fumecheng-12797	461	10	the	the	DET
fumecheng-12797	461	11	experimental	experimental	ADJ
fumecheng-12797	461	12	reliability	reliability	NOUN
fumecheng-12797	461	13	and	and	CCONJ
fumecheng-12797	461	14	failure	failure	NOUN
fumecheng-12797	461	15	times	time	NOUN
fumecheng-12797	461	16	values	value	NOUN
fumecheng-12797	461	17	,	,	PUNCT
fumecheng-12797	461	18	it	it	PRON
fumecheng-12797	461	19	is	be	AUX
fumecheng-12797	461	20	concluded	conclude	VERB
fumecheng-12797	461	21	that	that	SCONJ
fumecheng-12797	461	22	the	the	DET
fumecheng-12797	461	23	ann	ann	PROPN
fumecheng-12797	461	24	showed	show	VERB
fumecheng-12797	461	25	less	less	ADJ
fumecheng-12797	461	26	error	error	NOUN
fumecheng-12797	461	27	and	and	CCONJ
fumecheng-12797	461	28	more	more	ADJ
fumecheng-12797	461	29	accuracy	accuracy	NOUN
fumecheng-12797	461	30	than	than	ADP
fumecheng-12797	461	31	the	the	DET
fumecheng-12797	461	32	fl	fl	NOUN
fumecheng-12797	461	33	.	.	PUNCT
fumecheng-12797	462	1	the	the	DET
fumecheng-12797	462	2	ann	ann	PROPN
fumecheng-12797	462	3	model	model	NOUN
fumecheng-12797	462	4	produced	produce	VERB
fumecheng-12797	462	5	average	average	ADJ
fumecheng-12797	462	6	mae	mae	PROPN
fumecheng-12797	462	7	,	,	PUNCT
fumecheng-12797	462	8	rmse	rmse	NOUN
fumecheng-12797	462	9	,	,	PUNCT
fumecheng-12797	462	10	and	and	CCONJ
fumecheng-12797	462	11	r	r	NOUN
fumecheng-12797	462	12	-	-	PUNCT
fumecheng-12797	462	13	values	value	NOUN
fumecheng-12797	462	14	of	of	ADP
fumecheng-12797	462	15	0.2750	0.2750	NUM
fumecheng-12797	462	16	,	,	PUNCT
fumecheng-12797	462	17	0.4154	0.4154	NUM
fumecheng-12797	462	18	,	,	PUNCT
fumecheng-12797	462	19	and	and	CCONJ
fumecheng-12797	462	20	0.9983	0.9983	NUM
fumecheng-12797	462	21	,	,	PUNCT
fumecheng-12797	462	22	respectively	respectively	ADV
fumecheng-12797	462	23	.	.	PUNCT
fumecheng-12797	463	1	in	in	ADP
fumecheng-12797	463	2	contrast	contrast	NOUN
fumecheng-12797	463	3	,	,	PUNCT
fumecheng-12797	463	4	the	the	DET
fumecheng-12797	463	5	fl	fl	PROPN
fumecheng-12797	463	6	model	model	NOUN
fumecheng-12797	463	7	produced	produce	VERB
fumecheng-12797	463	8	0.3737	0.3737	NUM
fumecheng-12797	463	9	,	,	PUNCT
fumecheng-12797	463	10	0.6654	0.6654	NUM
fumecheng-12797	463	11	,	,	PUNCT
fumecheng-12797	463	12	and	and	CCONJ
fumecheng-12797	463	13	0.9894	0.9894	NUM
fumecheng-12797	463	14	,	,	PUNCT
fumecheng-12797	463	15	respectively	respectively	ADV
fumecheng-12797	463	16	,	,	PUNCT
fumecheng-12797	463	17	which	which	PRON
fumecheng-12797	463	18	also	also	ADV
fumecheng-12797	463	19	proved	prove	VERB
fumecheng-12797	463	20	that	that	SCONJ
fumecheng-12797	463	21	the	the	DET
fumecheng-12797	463	22	ann	ann	PROPN
fumecheng-12797	463	23	model	model	NOUN
fumecheng-12797	463	24	is	be	AUX
fumecheng-12797	463	25	comparatively	comparatively	ADV
fumecheng-12797	463	26	more	more	ADV
fumecheng-12797	463	27	accurate	accurate	ADJ
fumecheng-12797	463	28	than	than	ADP
fumecheng-12797	463	29	the	the	DET
fumecheng-12797	463	30	fl	fl	NOUN
fumecheng-12797	463	31	.	.	PUNCT
fumecheng-12797	464	1	the	the	DET
fumecheng-12797	464	2	fl	fl	PROPN
fumecheng-12797	464	3	implementation	implementation	NOUN
fumecheng-12797	464	4	proved	prove	VERB
fumecheng-12797	464	5	to	to	PART
fumecheng-12797	464	6	be	be	AUX
fumecheng-12797	464	7	less	less	ADV
fumecheng-12797	464	8	efficient	efficient	ADJ
fumecheng-12797	464	9	in	in	ADP
fumecheng-12797	464	10	the	the	DET
fumecheng-12797	464	11	prediction	prediction	NOUN
fumecheng-12797	464	12	of	of	ADP
fumecheng-12797	464	13	the	the	DET
fumecheng-12797	464	14	two	two	NUM
fumecheng-12797	464	15	values	value	NOUN
fumecheng-12797	464	16	as	as	SCONJ
fumecheng-12797	464	17	the	the	DET
fumecheng-12797	464	18	range	range	NOUN
fumecheng-12797	464	19	of	of	ADP
fumecheng-12797	464	20	values	value	NOUN
fumecheng-12797	464	21	output	output	NOUN
fumecheng-12797	464	22	was	be	AUX
fumecheng-12797	464	23	wide	wide	ADJ
fumecheng-12797	464	24	;	;	PUNCT
fumecheng-12797	464	25	hence	hence	ADV
fumecheng-12797	464	26	,	,	PUNCT
fumecheng-12797	464	27	the	the	DET
fumecheng-12797	464	28	accuracy	accuracy	NOUN
fumecheng-12797	464	29	of	of	ADP
fumecheng-12797	464	30	each	each	DET
fumecheng-12797	464	31	specific	specific	ADJ
fumecheng-12797	464	32	value	value	NOUN
fumecheng-12797	464	33	was	be	AUX
fumecheng-12797	464	34	low	low	ADJ
fumecheng-12797	464	35	,	,	PUNCT
fumecheng-12797	464	36	as	as	SCONJ
fumecheng-12797	464	37	compared	compare	VERB
fumecheng-12797	464	38	to	to	ADP
fumecheng-12797	464	39	experimental	experimental	ADJ
fumecheng-12797	464	40	values	value	NOUN
fumecheng-12797	464	41	.	.	PUNCT
fumecheng-12797	465	1	ann	ann	PROPN
fumecheng-12797	465	2	was	be	AUX
fumecheng-12797	465	3	more	more	ADV
fumecheng-12797	465	4	user	user	NOUN
fumecheng-12797	465	5	-	-	PUNCT
fumecheng-12797	465	6	friendly	friendly	ADJ
fumecheng-12797	465	7	and	and	CCONJ
fumecheng-12797	465	8	showed	show	VERB
fumecheng-12797	465	9	the	the	DET
fumecheng-12797	465	10	capability	capability	NOUN
fumecheng-12797	465	11	to	to	PART
fumecheng-12797	465	12	predict	predict	VERB
fumecheng-12797	465	13	any	any	DET
fumecheng-12797	465	14	range	range	NOUN
fumecheng-12797	465	15	of	of	ADP
fumecheng-12797	465	16	values	value	NOUN
fumecheng-12797	465	17	concerning	concern	VERB
fumecheng-12797	465	18	the	the	DET
fumecheng-12797	465	19	given	give	VERB
fumecheng-12797	465	20	inputs	input	NOUN
fumecheng-12797	465	21	fed	feed	VERB
fumecheng-12797	465	22	into	into	ADP
fumecheng-12797	465	23	the	the	DET
fumecheng-12797	465	24	algorithm	algorithm	NOUN
fumecheng-12797	465	25	,	,	PUNCT
fumecheng-12797	465	26	with	with	ADP
fumecheng-12797	465	27	the	the	DET
fumecheng-12797	465	28	least	least	ADJ
fumecheng-12797	465	29	possible	possible	ADJ
fumecheng-12797	465	30	error	error	NOUN
fumecheng-12797	465	31	by	by	ADP
fumecheng-12797	465	32	suitable	suitable	ADJ
fumecheng-12797	465	33	number	number	NOUN
fumecheng-12797	465	34	of	of	ADP
fumecheng-12797	465	35	training	training	NOUN
fumecheng-12797	465	36	sessions	session	NOUN
fumecheng-12797	465	37	until	until	SCONJ
fumecheng-12797	465	38	the	the	DET
fumecheng-12797	465	39	highest	high	ADJ
fumecheng-12797	465	40	regression	regression	NOUN
fumecheng-12797	465	41	values	value	NOUN
fumecheng-12797	465	42	are	be	AUX
fumecheng-12797	465	43	reached	reach	VERB
fumecheng-12797	465	44	for	for	ADP
fumecheng-12797	465	45	the	the	DET
fumecheng-12797	465	46	testing	testing	NOUN
fumecheng-12797	465	47	,	,	PUNCT
fumecheng-12797	465	48	validation	validation	NOUN
fumecheng-12797	465	49	,	,	PUNCT
fumecheng-12797	465	50	and	and	CCONJ
fumecheng-12797	465	51	training	training	NOUN
fumecheng-12797	465	52	plots	plot	NOUN
fumecheng-12797	465	53	.	.	PUNCT
fumecheng-12797	466	1	however	however	ADV
fumecheng-12797	466	2	,	,	PUNCT
fumecheng-12797	466	3	the	the	DET
fumecheng-12797	466	4	disadvantage	disadvantage	NOUN
fumecheng-12797	466	5	associated	associate	VERB
fumecheng-12797	466	6	with	with	ADP
fumecheng-12797	466	7	the	the	DET
fumecheng-12797	466	8	ann	ann	PROPN
fumecheng-12797	466	9	is	be	AUX
fumecheng-12797	466	10	that	that	SCONJ
fumecheng-12797	466	11	it	it	PRON
fumecheng-12797	466	12	is	be	AUX
fumecheng-12797	466	13	a	a	DET
fumecheng-12797	466	14	slow	slow	ADJ
fumecheng-12797	466	15	training	training	NOUN
fumecheng-12797	466	16	process	process	NOUN
fumecheng-12797	466	17	and	and	CCONJ
fumecheng-12797	466	18	takes	take	VERB
fumecheng-12797	466	19	time	time	NOUN
fumecheng-12797	466	20	to	to	PART
fumecheng-12797	466	21	compute	compute	VERB
fumecheng-12797	466	22	.	.	PUNCT
fumecheng-12797	467	1	in	in	ADP
fumecheng-12797	467	2	contrast	contrast	NOUN
fumecheng-12797	467	3	,	,	PUNCT
fumecheng-12797	467	4	the	the	DET
fumecheng-12797	467	5	fl	fl	NOUN
fumecheng-12797	467	6	,	,	PUNCT
fumecheng-12797	467	7	on	on	ADP
fumecheng-12797	467	8	the	the	DET
fumecheng-12797	467	9	other	other	ADJ
fumecheng-12797	467	10	hand	hand	NOUN
fumecheng-12797	467	11	,	,	PUNCT
fumecheng-12797	467	12	is	be	AUX
fumecheng-12797	467	13	less	less	ADV
fumecheng-12797	467	14	accurate	accurate	ADJ
fumecheng-12797	467	15	but	but	CCONJ
fumecheng-12797	467	16	can	can	AUX
fumecheng-12797	467	17	process	process	VERB
fumecheng-12797	467	18	large	large	ADJ
fumecheng-12797	467	19	amounts	amount	NOUN
fumecheng-12797	467	20	of	of	ADP
fumecheng-12797	467	21	data	datum	NOUN
fumecheng-12797	467	22	quickly	quickly	ADV
fumecheng-12797	467	23	.	.	PUNCT
fumecheng-12797	468	1	the	the	DET
fumecheng-12797	468	2	results	result	NOUN
fumecheng-12797	468	3	were	be	AUX
fumecheng-12797	468	4	similar	similar	ADJ
fumecheng-12797	468	5	to	to	ADP
fumecheng-12797	468	6	those	those	PRON
fumecheng-12797	468	7	of	of	ADP
fumecheng-12797	468	8	the	the	DET
fumecheng-12797	468	9	current	current	ADJ
fumecheng-12797	468	10	study	study	NOUN
fumecheng-12797	468	11	.	.	PUNCT
fumecheng-12797	469	1	the	the	DET
fumecheng-12797	469	2	ann	ann	PROPN
fumecheng-12797	469	3	computation	computation	NOUN
fumecheng-12797	469	4	took	take	VERB
fumecheng-12797	469	5	longer	long	ADV
fumecheng-12797	469	6	as	as	SCONJ
fumecheng-12797	469	7	the	the	DET
fumecheng-12797	469	8	ann	ann	PROPN
fumecheng-12797	469	9	model	model	NOUN
fumecheng-12797	469	10	requires	require	VERB
fumecheng-12797	469	11	the	the	DET
fumecheng-12797	469	12	conversion	conversion	NOUN
fumecheng-12797	469	13	of	of	ADP
fumecheng-12797	469	14	data	datum	NOUN
fumecheng-12797	469	15	to	to	ADP
fumecheng-12797	469	16	ascii	ascii	ADJ
fumecheng-12797	469	17	format	format	NOUN
fumecheng-12797	469	18	for	for	ADP
fumecheng-12797	469	19	the	the	DET
fumecheng-12797	469	20	matlab	matlab	PROPN
fumecheng-12797	469	21	package	package	NOUN
fumecheng-12797	469	22	interface	interface	NOUN
fumecheng-12797	469	23	and	and	CCONJ
fumecheng-12797	469	24	later	later	ADJ
fumecheng-12797	469	25	reconversion	reconversion	NOUN
fumecheng-12797	469	26	to	to	ADP
fumecheng-12797	469	27	a	a	DET
fumecheng-12797	469	28	conventional	conventional	ADJ
fumecheng-12797	469	29	database	database	NOUN
fumecheng-12797	469	30	.	.	PUNCT
fumecheng-12797	470	1	the	the	DET
fumecheng-12797	470	2	average	average	ADJ
fumecheng-12797	470	3	failure	failure	NOUN
fumecheng-12797	470	4	time	time	NOUN
fumecheng-12797	470	5	errors	error	NOUN
fumecheng-12797	470	6	of	of	ADP
fumecheng-12797	470	7	the	the	DET
fumecheng-12797	470	8	ann	ann	PROPN
fumecheng-12797	470	9	and	and	CCONJ
fumecheng-12797	470	10	fl	fl	PROPN
fumecheng-12797	470	11	were	be	AUX
fumecheng-12797	470	12	8.34	8.34	NUM
fumecheng-12797	470	13	%	%	NOUN
fumecheng-12797	470	14	and	and	CCONJ
fumecheng-12797	470	15	16.38	16.38	NUM
fumecheng-12797	470	16	%	%	NOUN
fumecheng-12797	470	17	,	,	PUNCT
fumecheng-12797	470	18	respectively	respectively	ADV
fumecheng-12797	470	19	,	,	PUNCT
fumecheng-12797	470	20	whereas	whereas	SCONJ
fumecheng-12797	470	21	the	the	DET
fumecheng-12797	470	22	average	average	ADJ
fumecheng-12797	470	23	reliability	reliability	NOUN
fumecheng-12797	470	24	errors	error	NOUN
fumecheng-12797	470	25	of	of	ADP
fumecheng-12797	470	26	ann	ann	PROPN
fumecheng-12797	470	27	and	and	CCONJ
fumecheng-12797	470	28	fl	fl	PROPN
fumecheng-12797	470	29	were	be	AUX
fumecheng-12797	470	30	34.6	34.6	NUM
fumecheng-12797	470	31	%	%	NOUN
fumecheng-12797	470	32	and	and	CCONJ
fumecheng-12797	470	33	50.15	50.15	NUM
fumecheng-12797	470	34	%	%	NOUN
fumecheng-12797	470	35	,	,	PUNCT
fumecheng-12797	470	36	respectively	respectively	ADV
fumecheng-12797	470	37	.	.	PUNCT
fumecheng-12797	471	1	the	the	DET
fumecheng-12797	471	2	variation	variation	NOUN
fumecheng-12797	471	3	in	in	ADP
fumecheng-12797	471	4	results	result	NOUN
fumecheng-12797	471	5	obtained	obtain	VERB
fumecheng-12797	471	6	from	from	ADP
fumecheng-12797	471	7	the	the	DET
fumecheng-12797	471	8	ann	ann	PROPN
fumecheng-12797	471	9	compared	compare	VERB
fumecheng-12797	471	10	to	to	ADP
fumecheng-12797	471	11	the	the	DET
fumecheng-12797	471	12	fl	fl	PROPN
fumecheng-12797	471	13	implementation	implementation	NOUN
fumecheng-12797	471	14	is	be	AUX
fumecheng-12797	471	15	on	on	ADP
fumecheng-12797	471	16	a	a	DET
fumecheng-12797	471	17	lesser	less	ADJ
fumecheng-12797	471	18	margin	margin	NOUN
fumecheng-12797	471	19	based	base	VERB
fumecheng-12797	471	20	on	on	ADP
fumecheng-12797	471	21	error	error	NOUN
fumecheng-12797	471	22	calculation	calculation	NOUN
fumecheng-12797	471	23	.	.	PUNCT
fumecheng-12797	472	1	soft	soft	ADJ
fumecheng-12797	472	2	computation	computation	NOUN
fumecheng-12797	472	3	tools	tool	NOUN
fumecheng-12797	472	4	like	like	ADP
fumecheng-12797	472	5	ann	ann	PROPN
fumecheng-12797	472	6	face	face	VERB
fumecheng-12797	472	7	large	large	ADJ
fumecheng-12797	472	8	data	datum	NOUN
fumecheng-12797	472	9	requirements	requirement	NOUN
fumecheng-12797	472	10	and	and	CCONJ
fumecheng-12797	472	11	computation	computation	NOUN
fumecheng-12797	472	12	time	time	NOUN
fumecheng-12797	472	13	challenges	challenge	NOUN
fumecheng-12797	472	14	.	.	PUNCT
fumecheng-12797	473	1	fl	fl	PROPN
fumecheng-12797	473	2	’s	’s	PART
fumecheng-12797	473	3	dependency	dependency	NOUN
fumecheng-12797	473	4	on	on	ADP
fumecheng-12797	473	5	human	human	ADJ
fumecheng-12797	473	6	expertise	expertise	NOUN
fumecheng-12797	473	7	leads	lead	VERB
fumecheng-12797	473	8	to	to	ADP
fumecheng-12797	473	9	less	less	ADV
fumecheng-12797	473	10	accurate	accurate	ADJ
fumecheng-12797	473	11	results	result	NOUN
fumecheng-12797	473	12	.	.	PUNCT
fumecheng-12797	474	1	ann	ann	PROPN
fumecheng-12797	474	2	’s	’s	PART
fumecheng-12797	474	3	black	black	PROPN
fumecheng-12797	474	4	-	-	PUNCT
fumecheng-12797	474	5	box	box	NOUN
fumecheng-12797	474	6	nature	nature	NOUN
fumecheng-12797	474	7	and	and	CCONJ
fumecheng-12797	474	8	lack	lack	NOUN
fumecheng-12797	474	9	of	of	ADP
fumecheng-12797	474	10	transparency	transparency	NOUN
fumecheng-12797	474	11	in	in	ADP
fumecheng-12797	474	12	computations	computation	NOUN
fumecheng-12797	474	13	are	be	AUX
fumecheng-12797	474	14	drawbacks	drawback	NOUN
fumecheng-12797	474	15	.	.	PUNCT
fumecheng-12797	475	1	standardizing	standardize	VERB
fumecheng-12797	475	2	approaches	approach	NOUN
fumecheng-12797	475	3	is	be	AUX
fumecheng-12797	475	4	difficult	difficult	ADJ
fumecheng-12797	475	5	due	due	ADJ
fumecheng-12797	475	6	to	to	ADP
fumecheng-12797	475	7	unclear	unclear	ADJ
fumecheng-12797	475	8	criteria	criterion	NOUN
fumecheng-12797	475	9	.	.	PUNCT
fumecheng-12797	476	1	future	future	ADJ
fumecheng-12797	476	2	studies	study	NOUN
fumecheng-12797	476	3	could	could	AUX
fumecheng-12797	476	4	explore	explore	VERB
fumecheng-12797	476	5	the	the	DET
fumecheng-12797	476	6	ann	ann	PROPN
fumecheng-12797	476	7	models	model	NOUN
fumecheng-12797	476	8	to	to	PART
fumecheng-12797	476	9	estimate	estimate	VERB
fumecheng-12797	476	10	stress	stress	NOUN
fumecheng-12797	476	11	states	state	NOUN
fumecheng-12797	476	12	in	in	ADP
fumecheng-12797	476	13	welded	weld	VERB
fumecheng-12797	476	14	joints	joint	NOUN
fumecheng-12797	476	15	,	,	PUNCT
fumecheng-12797	476	16	similarly	similarly	ADV
fumecheng-12797	476	17	to	to	ADP
fumecheng-12797	476	18	the	the	DET
fumecheng-12797	476	19	work	work	NOUN
fumecheng-12797	476	20	by	by	ADP
fumecheng-12797	476	21	özden	özden	ADJ
fumecheng-12797	476	22	and	and	CCONJ
fumecheng-12797	476	23	gökce	gökce	PROPN
fumecheng-12797	477	1	[	[	X
fumecheng-12797	477	2	44	44	NUM
fumecheng-12797	477	3	]	]	PUNCT
fumecheng-12797	477	4	.	.	PUNCT
fumecheng-12797	478	1	genetic	genetic	ADJ
fumecheng-12797	478	2	programming	programming	NOUN
fumecheng-12797	478	3	,	,	PUNCT
fumecheng-12797	478	4	bayesian	bayesian	NOUN
fumecheng-12797	478	5	networks	network	NOUN
fumecheng-12797	478	6	,	,	PUNCT
fumecheng-12797	478	7	and	and	CCONJ
fumecheng-12797	478	8	dts	dts	NOUN
fumecheng-12797	478	9	may	may	AUX
fumecheng-12797	478	10	also	also	ADV
fumecheng-12797	478	11	be	be	AUX
fumecheng-12797	478	12	useful	useful	ADJ
fumecheng-12797	478	13	for	for	ADP
fumecheng-12797	478	14	reliability	reliability	NOUN
fumecheng-12797	478	15	prediction	prediction	NOUN
fumecheng-12797	478	16	.	.	PUNCT
fumecheng-12797	479	1	expanding	expand	VERB
fumecheng-12797	479	2	the	the	DET
fumecheng-12797	479	3	study	study	NOUN
fumecheng-12797	479	4	to	to	PART
fumecheng-12797	479	5	incorporate	incorporate	VERB
fumecheng-12797	479	6	alternative	alternative	ADJ
fumecheng-12797	479	7	welding	welding	NOUN
fumecheng-12797	479	8	methods	method	NOUN
fumecheng-12797	479	9	,	,	PUNCT
fumecheng-12797	479	10	materials	material	NOUN
fumecheng-12797	479	11	(	(	PUNCT
fumecheng-12797	479	12	aluminum	aluminum	NOUN
fumecheng-12797	479	13	,	,	PUNCT
fumecheng-12797	479	14	stainless	stainless	ADJ
fumecheng-12797	479	15	steel	steel	NOUN
fumecheng-12797	479	16	)	)	PUNCT
fumecheng-12797	479	17	,	,	PUNCT
fumecheng-12797	479	18	and	and	CCONJ
fumecheng-12797	479	19	conditions	condition	NOUN
fumecheng-12797	479	20	(	(	PUNCT
fumecheng-12797	479	21	temperature	temperature	NOUN
fumecheng-12797	479	22	,	,	PUNCT
fumecheng-12797	479	23	hardness	hardness	NOUN
fumecheng-12797	479	24	)	)	PUNCT
fumecheng-12797	479	25	helps	help	VERB
fumecheng-12797	479	26	validate	validate	VERB
fumecheng-12797	479	27	the	the	DET
fumecheng-12797	479	28	model	model	NOUN
fumecheng-12797	479	29	in	in	ADP
fumecheng-12797	479	30	multiple	multiple	ADJ
fumecheng-12797	479	31	scenarios	scenario	NOUN
fumecheng-12797	479	32	.	.	PUNCT
fumecheng-12797	480	1	more	more	ADJ
fumecheng-12797	480	2	parameters	parameter	NOUN
fumecheng-12797	480	3	,	,	PUNCT
fumecheng-12797	480	4	large	large	ADJ
fumecheng-12797	480	5	data	datum	NOUN
fumecheng-12797	480	6	,	,	PUNCT
fumecheng-12797	480	7	and	and	CCONJ
fumecheng-12797	480	8	automation	automation	NOUN
fumecheng-12797	480	9	like	like	ADP
fumecheng-12797	480	10	robotics	robotic	NOUN
fumecheng-12797	480	11	[	[	X
fumecheng-12797	480	12	45	45	NUM
fumecheng-12797	480	13	]	]	PUNCT
fumecheng-12797	480	14	could	could	AUX
fumecheng-12797	480	15	improve	improve	VERB
fumecheng-12797	480	16	the	the	DET
fumecheng-12797	480	17	model	model	NOUN
fumecheng-12797	480	18	’s	’s	PART
fumecheng-12797	480	19	efficiency	efficiency	NOUN
fumecheng-12797	480	20	and	and	CCONJ
fumecheng-12797	480	21	industrial	industrial	ADJ
fumecheng-12797	480	22	application	application	NOUN
fumecheng-12797	480	23	.	.	PUNCT
fumecheng-12797	481	1	references	reference	NOUN
fumecheng-12797	481	2	1	1	NUM
fumecheng-12797	481	3	.	.	PUNCT
fumecheng-12797	482	1	amiri	amiri	PROPN
fumecheng-12797	482	2	,	,	PUNCT
fumecheng-12797	482	3	n.	n.	NOUN
fumecheng-12797	482	4	,	,	PUNCT
fumecheng-12797	482	5	farrahi	farrahi	NOUN
fumecheng-12797	482	6	,	,	PUNCT
fumecheng-12797	482	7	g.h	g.h	PROPN
fumecheng-12797	482	8	.	.	PROPN
fumecheng-12797	482	9	,	,	PUNCT
fumecheng-12797	482	10	kashyzadeh	kashyzadeh	PROPN
fumecheng-12797	482	11	,	,	PUNCT
fumecheng-12797	482	12	k.r	k.r	PROPN
fumecheng-12797	482	13	.	.	PROPN
fumecheng-12797	482	14	,	,	PUNCT
fumecheng-12797	482	15	chizari	chizari	PROPN
fumecheng-12797	482	16	,	,	PUNCT
fumecheng-12797	482	17	m.	m.	NOUN
fumecheng-12797	482	18	,	,	PUNCT
fumecheng-12797	482	19	2020	2020	NUM
fumecheng-12797	482	20	,	,	PUNCT
fumecheng-12797	482	21	applications	application	NOUN
fumecheng-12797	482	22	of	of	ADP
fumecheng-12797	482	23	ultrasonic	ultrasonic	ADJ
fumecheng-12797	482	24	testing	testing	NOUN
fumecheng-12797	482	25	and	and	CCONJ
fumecheng-12797	482	26	machine	machine	NOUN
fumecheng-12797	482	27	learning	learning	NOUN
fumecheng-12797	482	28	methods	method	NOUN
fumecheng-12797	482	29	to	to	PART
fumecheng-12797	482	30	predict	predict	VERB
fumecheng-12797	482	31	the	the	DET
fumecheng-12797	482	32	static	static	PROPN
fumecheng-12797	482	33	&	&	CCONJ
fumecheng-12797	482	34	fatigue	fatigue	NOUN
fumecheng-12797	482	35	behavior	behavior	NOUN
fumecheng-12797	482	36	of	of	ADP
fumecheng-12797	482	37	spot	spot	NOUN
fumecheng-12797	482	38	-	-	PUNCT
fumecheng-12797	482	39	welded	weld	VERB
fumecheng-12797	482	40	joints	joint	NOUN
fumecheng-12797	482	41	,	,	PUNCT
fumecheng-12797	482	42	journal	journal	NOUN
fumecheng-12797	482	43	of	of	ADP
fumecheng-12797	482	44	manufacturing	manufacturing	NOUN
fumecheng-12797	482	45	processes	process	NOUN
fumecheng-12797	482	46	,	,	PUNCT
fumecheng-12797	482	47	52	52	NUM
fumecheng-12797	482	48	,	,	PUNCT
fumecheng-12797	482	49	pp	pp	ADJ
fumecheng-12797	482	50	.	.	PUNCT
fumecheng-12797	483	1	26	26	NUM
fumecheng-12797	483	2	-	-	SYM
fumecheng-12797	483	3	34	34	NUM
fumecheng-12797	483	4	.	.	NOUN
fumecheng-12797	484	1	2	2	NUM
fumecheng-12797	484	2	.	.	X
fumecheng-12797	484	3	dewan	dewan	PROPN
fumecheng-12797	484	4	,	,	PUNCT
fumecheng-12797	484	5	m.w	m.w	PROPN
fumecheng-12797	484	6	.	.	PROPN
fumecheng-12797	484	7	,	,	PUNCT
fumecheng-12797	484	8	huggett	huggett	PROPN
fumecheng-12797	484	9	,	,	PUNCT
fumecheng-12797	484	10	d.j	d.j	PROPN
fumecheng-12797	484	11	.	.	PROPN
fumecheng-12797	484	12	,	,	PUNCT
fumecheng-12797	484	13	liao	liao	PROPN
fumecheng-12797	484	14	,	,	PUNCT
fumecheng-12797	484	15	t.w	t.w	PROPN
fumecheng-12797	484	16	.	.	PROPN
fumecheng-12797	484	17	,	,	PUNCT
fumecheng-12797	484	18	wahab	wahab	PROPN
fumecheng-12797	484	19	,	,	PUNCT
fumecheng-12797	484	20	m.a	m.a	PROPN
fumecheng-12797	484	21	.	.	PROPN
fumecheng-12797	484	22	,	,	PUNCT
fumecheng-12797	484	23	okeil	okeil	PROPN
fumecheng-12797	484	24	,	,	PUNCT
fumecheng-12797	484	25	a.m.	a.m.	ADV
fumecheng-12797	484	26	,	,	PUNCT
fumecheng-12797	484	27	2016	2016	NUM
fumecheng-12797	484	28	,	,	PUNCT
fumecheng-12797	484	29	prediction	prediction	NOUN
fumecheng-12797	484	30	of	of	ADP
fumecheng-12797	484	31	tensile	tensile	NOUN
fumecheng-12797	484	32	strength	strength	NOUN
fumecheng-12797	484	33	of	of	ADP
fumecheng-12797	484	34	friction	friction	NOUN
fumecheng-12797	484	35	stir	stir	VERB
fumecheng-12797	484	36	weld	weld	NOUN
fumecheng-12797	484	37	joints	joint	NOUN
fumecheng-12797	484	38	with	with	ADP
fumecheng-12797	484	39	adaptive	adaptive	ADJ
fumecheng-12797	484	40	neuro	neuro	NOUN
fumecheng-12797	484	41	-	-	PUNCT
fumecheng-12797	484	42	fuzzy	fuzzy	ADJ
fumecheng-12797	484	43	inference	inference	NOUN
fumecheng-12797	484	44	system	system	NOUN
fumecheng-12797	484	45	(	(	PUNCT
fumecheng-12797	484	46	anfis	anfi	VERB
fumecheng-12797	484	47	)	)	PUNCT
fumecheng-12797	484	48	and	and	CCONJ
fumecheng-12797	484	49	neural	neural	ADJ
fumecheng-12797	484	50	network	network	NOUN
fumecheng-12797	484	51	,	,	PUNCT
fumecheng-12797	484	52	materials	material	NOUN
fumecheng-12797	484	53	&	&	CCONJ
fumecheng-12797	484	54	design	design	PROPN
fumecheng-12797	484	55	,	,	PUNCT
fumecheng-12797	484	56	92	92	NUM
fumecheng-12797	484	57	,	,	PUNCT
fumecheng-12797	484	58	pp	pp	ADJ
fumecheng-12797	484	59	.	.	PUNCT
fumecheng-12797	485	1	288	288	NUM
fumecheng-12797	485	2	-	-	SYM
fumecheng-12797	485	3	299	299	NUM
fumecheng-12797	485	4	.	.	PUNCT
fumecheng-12797	486	1	3	3	X
fumecheng-12797	486	2	.	.	X
fumecheng-12797	486	3	kumar	kumar	PROPN
fumecheng-12797	486	4	,	,	PUNCT
fumecheng-12797	486	5	g.s	g.s	PROPN
fumecheng-12797	486	6	.	.	PROPN
fumecheng-12797	486	7	,	,	PUNCT
fumecheng-12797	486	8	natarajan	natarajan	PROPN
fumecheng-12797	486	9	,	,	PUNCT
fumecheng-12797	486	10	u.	u.	PROPN
fumecheng-12797	486	11	,	,	PUNCT
fumecheng-12797	486	12	veerarajan	veerarajan	ADJ
fumecheng-12797	486	13	,	,	PUNCT
fumecheng-12797	486	14	t.	t.	PROPN
fumecheng-12797	486	15	,	,	PUNCT
fumecheng-12797	486	16	ananthan	ananthan	PROPN
fumecheng-12797	486	17	,	,	PUNCT
fumecheng-12797	486	18	s.s	s.s	PROPN
fumecheng-12797	486	19	.	.	PROPN
fumecheng-12797	486	20	,	,	PUNCT
fumecheng-12797	486	21	2014	2014	NUM
fumecheng-12797	486	22	,	,	PUNCT
fumecheng-12797	486	23	quality	quality	NOUN
fumecheng-12797	486	24	level	level	NOUN
fumecheng-12797	486	25	assessment	assessment	NOUN
fumecheng-12797	486	26	for	for	ADP
fumecheng-12797	486	27	imperfections	imperfection	NOUN
fumecheng-12797	486	28	in	in	ADP
fumecheng-12797	486	29	gmaw	gmaw	NOUN
fumecheng-12797	486	30	,	,	PUNCT
fumecheng-12797	486	31	welding	welding	NOUN
fumecheng-12797	486	32	journal	journal	NOUN
fumecheng-12797	486	33	,	,	PUNCT
fumecheng-12797	486	34	93(3	93(3	NUM
fumecheng-12797	486	35	)	)	PUNCT
fumecheng-12797	486	36	,	,	PUNCT
fumecheng-12797	486	37	pp	pp	PROPN
fumecheng-12797	486	38	.	.	PUNCT
fumecheng-12797	486	39	85	85	NUM
fumecheng-12797	486	40	-	-	SYM
fumecheng-12797	486	41	97	97	NUM
fumecheng-12797	486	42	.	.	PUNCT
fumecheng-12797	487	1	968	968	NUM
fumecheng-12797	487	2	j.	j.	PROPN
fumecheng-12797	487	3	gokulachandran	gokulachandran	PROPN
fumecheng-12797	487	4	,	,	PUNCT
fumecheng-12797	487	5	m.	m.	NOUN
fumecheng-12797	487	6	thenarasu	thenarasu	PROPN
fumecheng-12797	487	7	,	,	PUNCT
fumecheng-12797	487	8	b.	b.	PROPN
fumecheng-12797	487	9	pothkanoori	pothkanoori	PROPN
fumecheng-12797	487	10	,	,	PUNCT
fumecheng-12797	487	11	et	et	PROPN
fumecheng-12797	487	12	al	al	PROPN
fumecheng-12797	487	13	.	.	PROPN
fumecheng-12797	487	14	4	4	NUM
fumecheng-12797	487	15	.	.	X
fumecheng-12797	487	16	choudhury	choudhury	PROPN
fumecheng-12797	487	17	,	,	PUNCT
fumecheng-12797	487	18	b.	b.	PROPN
fumecheng-12797	487	19	,	,	PUNCT
fumecheng-12797	487	20	chandrasekaran	chandrasekaran	ADJ
fumecheng-12797	487	21	,	,	PUNCT
fumecheng-12797	487	22	m.	m.	NOUN
fumecheng-12797	487	23	,	,	PUNCT
fumecheng-12797	487	24	devarasiddappa	devarasiddappa	PROPN
fumecheng-12797	487	25	,	,	PUNCT
fumecheng-12797	487	26	d.	d.	PROPN
fumecheng-12797	487	27	,	,	PUNCT
fumecheng-12797	487	28	2020	2020	NUM
fumecheng-12797	487	29	,	,	PUNCT
fumecheng-12797	487	30	development	development	NOUN
fumecheng-12797	487	31	of	of	ADP
fumecheng-12797	487	32	ann	ann	PROPN
fumecheng-12797	487	33	modelling	modelling	NOUN
fumecheng-12797	487	34	for	for	ADP
fumecheng-12797	487	35	estimation	estimation	NOUN
fumecheng-12797	487	36	of	of	ADP
fumecheng-12797	487	37	weld	weld	NOUN
fumecheng-12797	487	38	strength	strength	NOUN
fumecheng-12797	487	39	and	and	CCONJ
fumecheng-12797	487	40	integrated	integrate	VERB
fumecheng-12797	487	41	optimization	optimization	NOUN
fumecheng-12797	487	42	for	for	ADP
fumecheng-12797	487	43	gtaw	gtaw	NOUN
fumecheng-12797	487	44	of	of	ADP
fumecheng-12797	487	45	inconel	inconel	ADJ
fumecheng-12797	487	46	825	825	NUM
fumecheng-12797	487	47	sheets	sheet	NOUN
fumecheng-12797	487	48	used	use	VERB
fumecheng-12797	487	49	in	in	ADP
fumecheng-12797	487	50	aero	aero	ADJ
fumecheng-12797	487	51	engine	engine	NOUN
fumecheng-12797	487	52	components	component	NOUN
fumecheng-12797	487	53	,	,	PUNCT
fumecheng-12797	487	54	journal	journal	NOUN
fumecheng-12797	487	55	of	of	ADP
fumecheng-12797	487	56	the	the	DET
fumecheng-12797	487	57	brazilian	brazilian	ADJ
fumecheng-12797	487	58	society	society	NOUN
fumecheng-12797	487	59	of	of	ADP
fumecheng-12797	487	60	mechanical	mechanical	ADJ
fumecheng-12797	487	61	sciences	science	NOUN
fumecheng-12797	487	62	and	and	CCONJ
fumecheng-12797	487	63	engineering	engineering	NOUN
fumecheng-12797	487	64	,	,	PUNCT
fumecheng-12797	487	65	42	42	NUM
fumecheng-12797	487	66	,	,	PUNCT
fumecheng-12797	487	67	pp	pp	ADJ
fumecheng-12797	487	68	.	.	PUNCT
fumecheng-12797	488	1	1	1	NUM
fumecheng-12797	488	2	-	-	SYM
fumecheng-12797	488	3	16	16	NUM
fumecheng-12797	488	4	.	.	PUNCT
fumecheng-12797	489	1	5	5	NUM
fumecheng-12797	489	2	.	.	X
fumecheng-12797	490	1	karthikeyan	karthikeyan	PROPN
fumecheng-12797	490	2	,	,	PUNCT
fumecheng-12797	490	3	m.	m.	NOUN
fumecheng-12797	490	4	,	,	PUNCT
fumecheng-12797	490	5	naikan	naikan	ADJ
fumecheng-12797	490	6	,	,	PUNCT
fumecheng-12797	490	7	v.	v.	ADP
fumecheng-12797	490	8	n.	n.	PROPN
fumecheng-12797	490	9	,	,	PUNCT
fumecheng-12797	490	10	narayan	narayan	PROPN
fumecheng-12797	490	11	,	,	PUNCT
fumecheng-12797	490	12	r.	r.	PROPN
fumecheng-12797	490	13	,	,	PUNCT
fumecheng-12797	490	14	sudhakar	sudhakar	PROPN
fumecheng-12797	490	15	,	,	PUNCT
fumecheng-12797	490	16	d.p	d.p	PROPN
fumecheng-12797	490	17	.	.	PROPN
fumecheng-12797	490	18	,	,	PUNCT
fumecheng-12797	490	19	2016	2016	NUM
fumecheng-12797	490	20	,	,	PUNCT
fumecheng-12797	490	21	orbital	orbital	ADJ
fumecheng-12797	490	22	tig	tig	NOUN
fumecheng-12797	490	23	welding	welding	NOUN
fumecheng-12797	490	24	process	process	NOUN
fumecheng-12797	490	25	parameter	parameter	NOUN
fumecheng-12797	490	26	optimization	optimization	NOUN
fumecheng-12797	490	27	using	use	VERB
fumecheng-12797	490	28	design	design	NOUN
fumecheng-12797	490	29	of	of	ADP
fumecheng-12797	490	30	experiment	experiment	NOUN
fumecheng-12797	490	31	for	for	ADP
fumecheng-12797	490	32	satellite	satellite	NOUN
fumecheng-12797	490	33	application	application	NOUN
fumecheng-12797	490	34	,	,	PUNCT
fumecheng-12797	490	35	international	international	ADJ
fumecheng-12797	490	36	journal	journal	NOUN
fumecheng-12797	490	37	of	of	ADP
fumecheng-12797	490	38	performability	performability	NOUN
fumecheng-12797	490	39	engineering	engineering	NOUN
fumecheng-12797	490	40	,	,	PUNCT
fumecheng-12797	490	41	12(2	12(2	NUM
fumecheng-12797	490	42	)	)	PUNCT
fumecheng-12797	490	43	,	,	PUNCT
fumecheng-12797	490	44	155	155	NUM
fumecheng-12797	490	45	.	.	NOUN
fumecheng-12797	490	46	6	6	NUM
fumecheng-12797	490	47	.	.	X
fumecheng-12797	491	1	sai	sai	ADJ
fumecheng-12797	491	2	,	,	PUNCT
fumecheng-12797	491	3	p.p	p.p	PROPN
fumecheng-12797	491	4	.	.	PROPN
fumecheng-12797	491	5	,	,	PUNCT
fumecheng-12797	491	6	balu	balu	PROPN
fumecheng-12797	491	7	,	,	PUNCT
fumecheng-12797	491	8	t.r	t.r	PROPN
fumecheng-12797	491	9	.	.	PROPN
fumecheng-12797	491	10	,	,	PUNCT
fumecheng-12797	491	11	vignesh	vignesh	ADJ
fumecheng-12797	491	12	,	,	PUNCT
fumecheng-12797	491	13	r.v	r.v	PROPN
fumecheng-12797	491	14	.	.	PROPN
fumecheng-12797	491	15	,	,	PUNCT
fumecheng-12797	491	16	sastry	sastry	PROPN
fumecheng-12797	491	17	,	,	PUNCT
fumecheng-12797	491	18	c.v.b	c.v.b	PROPN
fumecheng-12797	491	19	.	.	PROPN
fumecheng-12797	491	20	,	,	PUNCT
fumecheng-12797	491	21	padmanaban	padmanaban	PROPN
fumecheng-12797	491	22	,	,	PUNCT
fumecheng-12797	491	23	r.	r.	PROPN
fumecheng-12797	491	24	,	,	PUNCT
fumecheng-12797	491	25	2021	2021	NUM
fumecheng-12797	491	26	,	,	PUNCT
fumecheng-12797	491	27	artificial	artificial	ADJ
fumecheng-12797	491	28	neural	neural	ADJ
fumecheng-12797	491	29	network	network	NOUN
fumecheng-12797	491	30	models	model	NOUN
fumecheng-12797	491	31	for	for	ADP
fumecheng-12797	491	32	predicting	predict	VERB
fumecheng-12797	491	33	the	the	DET
fumecheng-12797	491	34	corrosion	corrosion	NOUN
fumecheng-12797	491	35	behavior	behavior	NOUN
fumecheng-12797	491	36	of	of	ADP
fumecheng-12797	491	37	friction	friction	NOUN
fumecheng-12797	491	38	stir	stir	NOUN
fumecheng-12797	491	39	processed	process	VERB
fumecheng-12797	491	40	aa5083	aa5083	ADJ
fumecheng-12797	491	41	,	,	PUNCT
fumecheng-12797	491	42	materials	material	NOUN
fumecheng-12797	491	43	today	today	NOUN
fumecheng-12797	491	44	:	:	PUNCT
fumecheng-12797	491	45	proceedings	proceeding	NOUN
fumecheng-12797	491	46	,	,	PUNCT
fumecheng-12797	491	47	46	46	NUM
fumecheng-12797	491	48	,	,	PUNCT
fumecheng-12797	491	49	pp	pp	ADJ
fumecheng-12797	491	50	.	.	PUNCT
fumecheng-12797	492	1	7215	7215	NUM
fumecheng-12797	492	2	-	-	SYM
fumecheng-12797	492	3	7219	7219	NUM
fumecheng-12797	492	4	.	.	PUNCT
fumecheng-12797	493	1	7	7	X
fumecheng-12797	493	2	.	.	X
fumecheng-12797	493	3	heng	heng	PROPN
fumecheng-12797	493	4	,	,	PUNCT
fumecheng-12797	493	5	s.y	s.y	PROPN
fumecheng-12797	493	6	.	.	PROPN
fumecheng-12797	493	7	,	,	PUNCT
fumecheng-12797	493	8	ridwan	ridwan	PROPN
fumecheng-12797	493	9	,	,	PUNCT
fumecheng-12797	493	10	w.m	w.m	PROPN
fumecheng-12797	493	11	.	.	PROPN
fumecheng-12797	493	12	,	,	PUNCT
fumecheng-12797	493	13	kumar	kumar	PROPN
fumecheng-12797	493	14	,	,	PUNCT
fumecheng-12797	493	15	p.	p.	PROPN
fumecheng-12797	493	16	,	,	PUNCT
fumecheng-12797	493	17	ahmed	ahmed	PROPN
fumecheng-12797	493	18	,	,	PUNCT
fumecheng-12797	493	19	a.n	a.n	PROPN
fumecheng-12797	493	20	.	.	PROPN
fumecheng-12797	493	21	,	,	PUNCT
fumecheng-12797	493	22	fai	fai	PROPN
fumecheng-12797	493	23	,	,	PUNCT
fumecheng-12797	493	24	c.m	c.m	PROPN
fumecheng-12797	493	25	.	.	PROPN
fumecheng-12797	493	26	,	,	PUNCT
fumecheng-12797	493	27	birima	birima	PROPN
fumecheng-12797	493	28	,	,	PUNCT
fumecheng-12797	493	29	a.h	a.h	PROPN
fumecheng-12797	493	30	.	.	PROPN
fumecheng-12797	493	31	,	,	PUNCT
fumecheng-12797	493	32	el	el	NOUN
fumecheng-12797	493	33	-	-	PUNCT
fumecheng-12797	493	34	shafie	shafie	NOUN
fumecheng-12797	493	35	,	,	PUNCT
fumecheng-12797	493	36	a.	a.	NOUN
fumecheng-12797	493	37	,	,	PUNCT
fumecheng-12797	493	38	2022	2022	NUM
fumecheng-12797	493	39	,	,	PUNCT
fumecheng-12797	493	40	artificial	artificial	ADJ
fumecheng-12797	493	41	neural	neural	ADJ
fumecheng-12797	493	42	network	network	NOUN
fumecheng-12797	493	43	model	model	NOUN
fumecheng-12797	493	44	with	with	ADP
fumecheng-12797	493	45	different	different	ADJ
fumecheng-12797	493	46	backpropagation	backpropagation	NOUN
fumecheng-12797	493	47	algorithms	algorithm	NOUN
fumecheng-12797	493	48	and	and	CCONJ
fumecheng-12797	493	49	meteorological	meteorological	ADJ
fumecheng-12797	493	50	data	datum	NOUN
fumecheng-12797	493	51	for	for	ADP
fumecheng-12797	493	52	solar	solar	ADJ
fumecheng-12797	493	53	radiation	radiation	NOUN
fumecheng-12797	493	54	prediction	prediction	NOUN
fumecheng-12797	493	55	,	,	PUNCT
fumecheng-12797	493	56	scientific	scientific	ADJ
fumecheng-12797	493	57	reports	report	NOUN
fumecheng-12797	493	58	,	,	PUNCT
fumecheng-12797	493	59	12(1	12(1	NUM
fumecheng-12797	493	60	)	)	PUNCT
fumecheng-12797	493	61	,	,	PUNCT
fumecheng-12797	493	62	10457	10457	NUM
fumecheng-12797	493	63	.	.	PUNCT
fumecheng-12797	494	1	8	8	NUM
fumecheng-12797	494	2	.	.	X
fumecheng-12797	495	1	sasindran	sasindran	VERB
fumecheng-12797	495	2	,	,	PUNCT
fumecheng-12797	495	3	v.	v.	ADV
fumecheng-12797	495	4	,	,	PUNCT
fumecheng-12797	495	5	vignesh	vignesh	ADJ
fumecheng-12797	495	6	,	,	PUNCT
fumecheng-12797	495	7	m.	m.	NOUN
fumecheng-12797	495	8	,	,	PUNCT
fumecheng-12797	495	9	krishna	krishna	PROPN
fumecheng-12797	495	10	,	,	PUNCT
fumecheng-12797	495	11	s.a	s.a	PROPN
fumecheng-12797	495	12	.	.	PROPN
fumecheng-12797	495	13	,	,	PUNCT
fumecheng-12797	495	14	madusudhanan	madusudhanan	PROPN
fumecheng-12797	495	15	,	,	PUNCT
fumecheng-12797	495	16	a.	a.	NOUN
fumecheng-12797	495	17	,	,	PUNCT
fumecheng-12797	495	18	gokulachandran	gokulachandran	PROPN
fumecheng-12797	495	19	,	,	PUNCT
fumecheng-12797	495	20	j.	j.	PROPN
fumecheng-12797	495	21	,	,	PUNCT
fumecheng-12797	495	22	2019	2019	NUM
fumecheng-12797	495	23	,	,	PUNCT
fumecheng-12797	495	24	optimization	optimization	NOUN
fumecheng-12797	495	25	of	of	ADP
fumecheng-12797	495	26	milling	mill	VERB
fumecheng-12797	495	27	parameters	parameter	NOUN
fumecheng-12797	495	28	of	of	ADP
fumecheng-12797	495	29	gun	gun	NOUN
fumecheng-12797	495	30	metal	metal	NOUN
fumecheng-12797	495	31	using	use	VERB
fumecheng-12797	495	32	fuzzy	fuzzy	ADJ
fumecheng-12797	495	33	logic	logic	NOUN
fumecheng-12797	495	34	and	and	CCONJ
fumecheng-12797	495	35	artificial	artificial	ADJ
fumecheng-12797	495	36	neural	neural	ADJ
fumecheng-12797	495	37	network	network	NOUN
fumecheng-12797	495	38	approach	approach	NOUN
fumecheng-12797	495	39	,	,	PUNCT
fumecheng-12797	495	40	iop	iop	PROPN
fumecheng-12797	495	41	conference	conference	PROPN
fumecheng-12797	495	42	series	series	PROPN
fumecheng-12797	495	43	:	:	PUNCT
fumecheng-12797	495	44	materials	material	NOUN
fumecheng-12797	495	45	science	science	NOUN
fumecheng-12797	495	46	and	and	CCONJ
fumecheng-12797	495	47	engineering	engineering	NOUN
fumecheng-12797	495	48	,	,	PUNCT
fumecheng-12797	495	49	577(1	577(1	NUM
fumecheng-12797	495	50	)	)	PUNCT
fumecheng-12797	495	51	,	,	PUNCT
fumecheng-12797	495	52	012010	012010	NUM
fumecheng-12797	495	53	.	.	PUNCT
fumecheng-12797	496	1	9	9	NUM
fumecheng-12797	496	2	.	.	X
fumecheng-12797	496	3	baraya	baraya	NOUN
fumecheng-12797	496	4	,	,	PUNCT
fumecheng-12797	496	5	m.	m.	NOUN
fumecheng-12797	496	6	,	,	PUNCT
fumecheng-12797	496	7	el	el	PROPN
fumecheng-12797	496	8	-	-	PUNCT
fumecheng-12797	496	9	asfoury	asfoury	PROPN
fumecheng-12797	496	10	,	,	PUNCT
fumecheng-12797	496	11	m.s	m.s	PROPN
fumecheng-12797	496	12	.	.	PROPN
fumecheng-12797	496	13	,	,	PUNCT
fumecheng-12797	496	14	fadel	fadel	PROPN
fumecheng-12797	496	15	,	,	PUNCT
fumecheng-12797	496	16	o.o	o.o	PROPN
fumecheng-12797	496	17	.	.	PROPN
fumecheng-12797	496	18	,	,	PUNCT
fumecheng-12797	496	19	abass	abass	PROPN
fumecheng-12797	496	20	,	,	PUNCT
fumecheng-12797	496	21	a.	a.	NOUN
fumecheng-12797	496	22	,	,	PUNCT
fumecheng-12797	496	23	2024	2024	NUM
fumecheng-12797	496	24	,	,	PUNCT
fumecheng-12797	496	25	experimental	experimental	ADJ
fumecheng-12797	496	26	analyses	analysis	NOUN
fumecheng-12797	496	27	and	and	CCONJ
fumecheng-12797	496	28	predictive	predictive	ADJ
fumecheng-12797	496	29	modelling	modelling	NOUN
fumecheng-12797	496	30	of	of	ADP
fumecheng-12797	496	31	ultrasonic	ultrasonic	ADJ
fumecheng-12797	496	32	welding	welding	NOUN
fumecheng-12797	496	33	parameters	parameter	NOUN
fumecheng-12797	496	34	for	for	ADP
fumecheng-12797	496	35	enhancing	enhance	VERB
fumecheng-12797	496	36	smart	smart	ADJ
fumecheng-12797	496	37	textile	textile	NOUN
fumecheng-12797	496	38	fabrication	fabrication	NOUN
fumecheng-12797	496	39	,	,	PUNCT
fumecheng-12797	496	40	sensors	sensor	NOUN
fumecheng-12797	496	41	,	,	PUNCT
fumecheng-12797	496	42	24(5	24(5	NOUN
fumecheng-12797	496	43	)	)	PUNCT
fumecheng-12797	496	44	,	,	PUNCT
fumecheng-12797	496	45	1488	1488	NUM
fumecheng-12797	496	46	.	.	PUNCT
fumecheng-12797	497	1	10	10	NUM
fumecheng-12797	497	2	.	.	PUNCT
fumecheng-12797	498	1	vignesh	vignesh	PROPN
fumecheng-12797	498	2	,	,	PUNCT
fumecheng-12797	498	3	r.v	r.v	PROPN
fumecheng-12797	498	4	.	.	PROPN
fumecheng-12797	498	5	,	,	PUNCT
fumecheng-12797	498	6	padmanaban	padmanaban	PROPN
fumecheng-12797	498	7	,	,	PUNCT
fumecheng-12797	498	8	r.	r.	PROPN
fumecheng-12797	498	9	,	,	PUNCT
fumecheng-12797	498	10	2017	2017	NUM
fumecheng-12797	498	11	.	.	PUNCT
fumecheng-12797	499	1	modelling	model	VERB
fumecheng-12797	499	2	tensile	tensile	NOUN
fumecheng-12797	499	3	strength	strength	NOUN
fumecheng-12797	499	4	of	of	ADP
fumecheng-12797	499	5	friction	friction	NOUN
fumecheng-12797	499	6	stir	stir	NOUN
fumecheng-12797	499	7	welded	weld	VERB
fumecheng-12797	499	8	aluminum	aluminum	NOUN
fumecheng-12797	499	9	alloy	alloy	NOUN
fumecheng-12797	499	10	1100	1100	NUM
fumecheng-12797	499	11	using	use	VERB
fumecheng-12797	499	12	fuzzy	fuzzy	ADJ
fumecheng-12797	499	13	logic	logic	NOUN
fumecheng-12797	499	14	,	,	PUNCT
fumecheng-12797	499	15	international	international	ADJ
fumecheng-12797	499	16	conference	conference	NOUN
fumecheng-12797	499	17	on	on	ADP
fumecheng-12797	499	18	intelligent	intelligent	ADJ
fumecheng-12797	499	19	systems	system	NOUN
fumecheng-12797	499	20	and	and	CCONJ
fumecheng-12797	499	21	control	control	NOUN
fumecheng-12797	499	22	(	(	PUNCT
fumecheng-12797	499	23	isco	isco	PROPN
fumecheng-12797	499	24	)	)	PUNCT
fumecheng-12797	499	25	,	,	PUNCT
fumecheng-12797	499	26	coimbatore	coimbatore	PROPN
fumecheng-12797	499	27	,	,	PUNCT
fumecheng-12797	499	28	pp	pp	PROPN
fumecheng-12797	499	29	.	.	PUNCT
fumecheng-12797	500	1	449	449	NUM
fumecheng-12797	500	2	-	-	NUM
fumecheng-12797	500	3	456	456	NUM
fumecheng-12797	500	4	.	.	PUNCT
fumecheng-12797	501	1	11	11	NUM
fumecheng-12797	501	2	.	.	X
fumecheng-12797	502	1	ogusemi	ogusemi	PROPN
fumecheng-12797	502	2	,	,	PUNCT
fumecheng-12797	502	3	b.t	b.t	PROPN
fumecheng-12797	502	4	.	.	PROPN
fumecheng-12797	502	5	,	,	PUNCT
fumecheng-12797	502	6	eta	eta	PROPN
fumecheng-12797	502	7	,	,	PUNCT
fumecheng-12797	502	8	o.m	o.m	PROPN
fumecheng-12797	502	9	.	.	PROPN
fumecheng-12797	502	10	,	,	PUNCT
fumecheng-12797	502	11	olanipekun	olanipekun	PROPN
fumecheng-12797	502	12	,	,	PUNCT
fumecheng-12797	502	13	e.	e.	PROPN
fumecheng-12797	502	14	,	,	PUNCT
fumecheng-12797	502	15	abioye	abioye	PROPN
fumecheng-12797	502	16	,	,	PUNCT
fumecheng-12797	502	17	t.e	t.e	PROPN
fumecheng-12797	502	18	.	.	PROPN
fumecheng-12797	502	19	,	,	PUNCT
fumecheng-12797	502	20	ogedengbe	ogedengbe	NOUN
fumecheng-12797	502	21	,	,	PUNCT
fumecheng-12797	502	22	t.i	t.i	PROPN
fumecheng-12797	502	23	.	.	NOUN
fumecheng-12797	502	24	,	,	PUNCT
fumecheng-12797	502	25	2022	2022	NUM
fumecheng-12797	502	26	,	,	PUNCT
fumecheng-12797	502	27	tensile	tensile	NOUN
fumecheng-12797	502	28	strength	strength	NOUN
fumecheng-12797	502	29	prediction	prediction	NOUN
fumecheng-12797	502	30	by	by	ADP
fumecheng-12797	502	31	regression	regression	NOUN
fumecheng-12797	502	32	analysis	analysis	NOUN
fumecheng-12797	502	33	for	for	ADP
fumecheng-12797	502	34	pulverized	pulverize	VERB
fumecheng-12797	502	35	glass	glass	NOUN
fumecheng-12797	502	36	waste	waste	NOUN
fumecheng-12797	502	37	-	-	PUNCT
fumecheng-12797	502	38	reinforced	reinforce	VERB
fumecheng-12797	502	39	aluminum	aluminum	NOUN
fumecheng-12797	502	40	alloy	alloy	NOUN
fumecheng-12797	502	41	6061	6061	NUM
fumecheng-12797	502	42	-	-	PUNCT
fumecheng-12797	502	43	t6	t6	PROPN
fumecheng-12797	502	44	friction	friction	NOUN
fumecheng-12797	502	45	stir	stir	NOUN
fumecheng-12797	502	46	weldments	weldment	NOUN
fumecheng-12797	502	47	,	,	PUNCT
fumecheng-12797	502	48	sādhanā	sādhanā	NOUN
fumecheng-12797	502	49	,	,	PUNCT
fumecheng-12797	502	50	47(2	47(2	PROPN
fumecheng-12797	502	51	)	)	PUNCT
fumecheng-12797	502	52	,	,	PUNCT
fumecheng-12797	502	53	53	53	NUM
fumecheng-12797	502	54	.	.	NOUN
fumecheng-12797	502	55	12	12	NUM
fumecheng-12797	502	56	.	.	PUNCT
fumecheng-12797	503	1	omoya	omoya	PROPN
fumecheng-12797	503	2	,	,	PUNCT
fumecheng-12797	503	3	o.a	o.a	PROPN
fumecheng-12797	503	4	.	.	PROPN
fumecheng-12797	503	5	,	,	PUNCT
fumecheng-12797	503	6	papadopoulou	papadopoulou	PROPN
fumecheng-12797	503	7	,	,	PUNCT
fumecheng-12797	503	8	k.a	k.a	PROPN
fumecheng-12797	503	9	.	.	PROPN
fumecheng-12797	503	10	,	,	PUNCT
fumecheng-12797	503	11	lou	lou	PROPN
fumecheng-12797	503	12	,	,	PUNCT
fumecheng-12797	503	13	e.	e.	PROPN
fumecheng-12797	503	14	,	,	PUNCT
fumecheng-12797	503	15	2019	2019	NUM
fumecheng-12797	503	16	,	,	PUNCT
fumecheng-12797	503	17	reliability	reliability	NOUN
fumecheng-12797	503	18	engineering	engineering	NOUN
fumecheng-12797	503	19	application	application	NOUN
fumecheng-12797	503	20	to	to	ADP
fumecheng-12797	503	21	pipeline	pipeline	NOUN
fumecheng-12797	503	22	design	design	NOUN
fumecheng-12797	503	23	,	,	PUNCT
fumecheng-12797	503	24	international	international	ADJ
fumecheng-12797	503	25	journal	journal	NOUN
fumecheng-12797	503	26	of	of	ADP
fumecheng-12797	503	27	quality	quality	NOUN
fumecheng-12797	503	28	&	&	CCONJ
fumecheng-12797	503	29	reliability	reliability	NOUN
fumecheng-12797	503	30	management	management	NOUN
fumecheng-12797	503	31	,	,	PUNCT
fumecheng-12797	503	32	36(9	36(9	NUM
fumecheng-12797	503	33	)	)	PUNCT
fumecheng-12797	503	34	,	,	PUNCT
fumecheng-12797	503	35	pp	pp	PROPN
fumecheng-12797	503	36	.	.	PUNCT
fumecheng-12797	504	1	1644	1644	NUM
fumecheng-12797	504	2	-	-	SYM
fumecheng-12797	504	3	1662	1662	NUM
fumecheng-12797	504	4	.	.	PUNCT
fumecheng-12797	505	1	13	13	NUM
fumecheng-12797	505	2	.	.	X
fumecheng-12797	505	3	celikmih	celikmih	PROPN
fumecheng-12797	505	4	,	,	PUNCT
fumecheng-12797	505	5	k.	k.	PROPN
fumecheng-12797	505	6	,	,	PUNCT
fumecheng-12797	505	7	inan	inan	PROPN
fumecheng-12797	505	8	,	,	PUNCT
fumecheng-12797	505	9	o.	o.	PROPN
fumecheng-12797	505	10	,	,	PUNCT
fumecheng-12797	505	11	uguz	uguz	PROPN
fumecheng-12797	505	12	,	,	PUNCT
fumecheng-12797	505	13	h.	h.	PROPN
fumecheng-12797	505	14	,	,	PUNCT
fumecheng-12797	505	15	2020	2020	NUM
fumecheng-12797	505	16	,	,	PUNCT
fumecheng-12797	505	17	failure	failure	NOUN
fumecheng-12797	505	18	prediction	prediction	NOUN
fumecheng-12797	505	19	of	of	ADP
fumecheng-12797	505	20	aircraft	aircraft	NOUN
fumecheng-12797	505	21	equipment	equipment	NOUN
fumecheng-12797	505	22	using	use	VERB
fumecheng-12797	505	23	machine	machine	NOUN
fumecheng-12797	505	24	learning	learn	VERB
fumecheng-12797	505	25	with	with	ADP
fumecheng-12797	505	26	a	a	DET
fumecheng-12797	505	27	hybrid	hybrid	ADJ
fumecheng-12797	505	28	data	data	NOUN
fumecheng-12797	505	29	preparation	preparation	NOUN
fumecheng-12797	505	30	method	method	NOUN
fumecheng-12797	505	31	,	,	PUNCT
fumecheng-12797	505	32	scientific	scientific	ADJ
fumecheng-12797	505	33	programming	programming	NOUN
fumecheng-12797	505	34	,	,	PUNCT
fumecheng-12797	505	35	2020(1	2020(1	NUM
fumecheng-12797	505	36	)	)	PUNCT
fumecheng-12797	505	37	,	,	PUNCT
fumecheng-12797	505	38	8616039	8616039	NUM
fumecheng-12797	505	39	.	.	PUNCT
fumecheng-12797	506	1	14	14	NUM
fumecheng-12797	506	2	.	.	X
fumecheng-12797	506	3	yin	yin	PROPN
fumecheng-12797	506	4	,	,	PUNCT
fumecheng-12797	506	5	h.	h.	PROPN
fumecheng-12797	506	6	,	,	PUNCT
fumecheng-12797	506	7	liu	liu	PROPN
fumecheng-12797	506	8	,	,	PUNCT
fumecheng-12797	506	9	c.	c.	PROPN
fumecheng-12797	506	10	,	,	PUNCT
fumecheng-12797	506	11	wu	wu	PROPN
fumecheng-12797	506	12	,	,	PUNCT
fumecheng-12797	506	13	w.	w.	PROPN
fumecheng-12797	506	14	,	,	PUNCT
fumecheng-12797	506	15	song	song	NOUN
fumecheng-12797	506	16	,	,	PUNCT
fumecheng-12797	506	17	k.	k.	PROPN
fumecheng-12797	506	18	,	,	PUNCT
fumecheng-12797	506	19	dan	dan	PROPN
fumecheng-12797	506	20	,	,	PUNCT
fumecheng-12797	506	21	y.	y.	PROPN
fumecheng-12797	506	22	,	,	PUNCT
fumecheng-12797	506	23	cheng	cheng	PROPN
fumecheng-12797	506	24	,	,	PUNCT
fumecheng-12797	506	25	g.	g.	PROPN
fumecheng-12797	506	26	,	,	PUNCT
fumecheng-12797	506	27	2021	2021	NUM
fumecheng-12797	506	28	,	,	PUNCT
fumecheng-12797	506	29	an	an	DET
fumecheng-12797	506	30	integrated	integrate	VERB
fumecheng-12797	506	31	framework	framework	NOUN
fumecheng-12797	506	32	for	for	ADP
fumecheng-12797	506	33	criticality	criticality	NOUN
fumecheng-12797	506	34	evaluation	evaluation	NOUN
fumecheng-12797	506	35	of	of	ADP
fumecheng-12797	506	36	oil	oil	NOUN
fumecheng-12797	506	37	&	&	CCONJ
fumecheng-12797	506	38	gas	gas	NOUN
fumecheng-12797	506	39	pipelines	pipeline	NOUN
fumecheng-12797	506	40	based	base	VERB
fumecheng-12797	506	41	on	on	ADP
fumecheng-12797	506	42	fuzzy	fuzzy	ADJ
fumecheng-12797	506	43	logic	logic	NOUN
fumecheng-12797	506	44	inference	inference	NOUN
fumecheng-12797	506	45	and	and	CCONJ
fumecheng-12797	506	46	machine	machine	NOUN
fumecheng-12797	506	47	learning	learning	PROPN
fumecheng-12797	506	48	,	,	PUNCT
fumecheng-12797	506	49	journal	journal	NOUN
fumecheng-12797	506	50	of	of	ADP
fumecheng-12797	506	51	natural	natural	ADJ
fumecheng-12797	506	52	gas	gas	NOUN
fumecheng-12797	506	53	science	science	NOUN
fumecheng-12797	506	54	and	and	CCONJ
fumecheng-12797	506	55	engineering	engineering	NOUN
fumecheng-12797	506	56	,	,	PUNCT
fumecheng-12797	506	57	96	96	NUM
fumecheng-12797	506	58	,	,	PUNCT
fumecheng-12797	506	59	104264	104264	NUM
fumecheng-12797	506	60	.	.	PUNCT
fumecheng-12797	507	1	15	15	NUM
fumecheng-12797	507	2	.	.	X
fumecheng-12797	508	1	yi	yi	PROPN
fumecheng-12797	508	2	,	,	PUNCT
fumecheng-12797	508	3	s.	s.	PROPN
fumecheng-12797	508	4	,	,	PUNCT
fumecheng-12797	508	5	jones	jones	PROPN
fumecheng-12797	508	6	,	,	PUNCT
fumecheng-12797	508	7	r.	r.	PROPN
fumecheng-12797	508	8	,	,	PUNCT
fumecheng-12797	508	9	2020	2020	NUM
fumecheng-12797	508	10	,	,	PUNCT
fumecheng-12797	508	11	machine	machine	NOUN
fumecheng-12797	508	12	learning	learning	NOUN
fumecheng-12797	508	13	framework	framework	NOUN
fumecheng-12797	508	14	for	for	ADP
fumecheng-12797	508	15	predicting	predict	VERB
fumecheng-12797	508	16	reliability	reliability	NOUN
fumecheng-12797	508	17	of	of	ADP
fumecheng-12797	508	18	solder	solder	NOUN
fumecheng-12797	508	19	joints	joint	NOUN
fumecheng-12797	508	20	,	,	PUNCT
fumecheng-12797	508	21	soldering	soldering	NOUN
fumecheng-12797	508	22	&	&	CCONJ
fumecheng-12797	508	23	surface	surface	PROPN
fumecheng-12797	508	24	mount	mount	PROPN
fumecheng-12797	508	25	technology	technology	PROPN
fumecheng-12797	508	26	,	,	PUNCT
fumecheng-12797	508	27	32(2	32(2	NUM
fumecheng-12797	508	28	)	)	PUNCT
fumecheng-12797	508	29	,	,	PUNCT
fumecheng-12797	508	30	pp	pp	PROPN
fumecheng-12797	508	31	.	.	PUNCT
fumecheng-12797	509	1	82	82	NUM
fumecheng-12797	509	2	-	-	SYM
fumecheng-12797	509	3	92	92	NUM
fumecheng-12797	509	4	.	.	PUNCT
fumecheng-12797	510	1	16	16	NUM
fumecheng-12797	510	2	.	.	PUNCT
fumecheng-12797	511	1	monish	monish	PROPN
fumecheng-12797	511	2	ilhe	ilhe	PROPN
fumecheng-12797	511	3	.	.	PROPN
fumecheng-12797	511	4	,	,	PUNCT
fumecheng-12797	511	5	2017	2017	NUM
fumecheng-12797	511	6	,	,	PUNCT
fumecheng-12797	511	7	strength	strength	NOUN
fumecheng-12797	511	8	analysis	analysis	NOUN
fumecheng-12797	511	9	of	of	ADP
fumecheng-12797	511	10	tig	tig	NOUN
fumecheng-12797	511	11	and	and	CCONJ
fumecheng-12797	511	12	smaw	smaw	PROPN
fumecheng-12797	511	13	welding	welding	PROPN
fumecheng-12797	511	14	,	,	PUNCT
fumecheng-12797	511	15	international	international	ADJ
fumecheng-12797	511	16	journal	journal	NOUN
fumecheng-12797	511	17	of	of	ADP
fumecheng-12797	511	18	advance	advance	NOUN
fumecheng-12797	511	19	research	research	NOUN
fumecheng-12797	511	20	and	and	CCONJ
fumecheng-12797	511	21	innovative	innovative	ADJ
fumecheng-12797	511	22	ideas	idea	NOUN
fumecheng-12797	511	23	in	in	ADP
fumecheng-12797	511	24	education	education	NOUN
fumecheng-12797	511	25	,	,	PUNCT
fumecheng-12797	511	26	3(4	3(4	NUM
fumecheng-12797	511	27	)	)	PUNCT
fumecheng-12797	511	28	,	,	PUNCT
fumecheng-12797	511	29	pp	pp	ADP
fumecheng-12797	511	30	.	.	PUNCT
fumecheng-12797	512	1	1754	1754	NUM
fumecheng-12797	512	2	-	-	SYM
fumecheng-12797	512	3	1763	1763	NUM
fumecheng-12797	512	4	.	.	PUNCT
fumecheng-12797	513	1	17	17	NUM
fumecheng-12797	513	2	.	.	X
fumecheng-12797	514	1	huang	huang	PROPN
fumecheng-12797	514	2	,	,	PUNCT
fumecheng-12797	514	3	b.	b.	PROPN
fumecheng-12797	514	4	,	,	PUNCT
fumecheng-12797	514	5	zhang	zhang	PROPN
fumecheng-12797	514	6	,	,	PUNCT
fumecheng-12797	514	7	s.	s.	PROPN
fumecheng-12797	514	8	,	,	PUNCT
fumecheng-12797	514	9	yang	yang	PROPN
fumecheng-12797	514	10	,	,	PUNCT
fumecheng-12797	514	11	x.	x.	PROPN
fumecheng-12797	514	12	,	,	PUNCT
fumecheng-12797	514	13	liu	liu	PROPN
fumecheng-12797	514	14	,	,	PUNCT
fumecheng-12797	514	15	y.	y.	PROPN
fumecheng-12797	514	16	,	,	PUNCT
fumecheng-12797	514	17	2021	2021	NUM
fumecheng-12797	514	18	,	,	PUNCT
fumecheng-12797	514	19	research	research	NOUN
fumecheng-12797	514	20	on	on	ADP
fumecheng-12797	514	21	a	a	DET
fumecheng-12797	514	22	reliability	reliability	NOUN
fumecheng-12797	514	23	prediction	prediction	NOUN
fumecheng-12797	514	24	method	method	NOUN
fumecheng-12797	514	25	based	base	VERB
fumecheng-12797	514	26	on	on	ADP
fumecheng-12797	514	27	fuzzy	fuzzy	ADJ
fumecheng-12797	514	28	cognitive	cognitive	ADJ
fumecheng-12797	514	29	map	map	NOUN
fumecheng-12797	514	30	,	,	PUNCT
fumecheng-12797	514	31	global	global	ADJ
fumecheng-12797	514	32	reliability	reliability	NOUN
fumecheng-12797	514	33	and	and	CCONJ
fumecheng-12797	514	34	prognostics	prognostic	NOUN
fumecheng-12797	514	35	and	and	CCONJ
fumecheng-12797	514	36	health	health	NOUN
fumecheng-12797	514	37	management	management	NOUN
fumecheng-12797	514	38	(	(	PUNCT
fumecheng-12797	514	39	phm	phm	PROPN
fumecheng-12797	514	40	-	-	PUNCT
fumecheng-12797	514	41	nanjing	nanjing	PROPN
fumecheng-12797	514	42	)	)	PUNCT
fumecheng-12797	514	43	,	,	PUNCT
fumecheng-12797	514	44	ieee	ieee	NOUN
fumecheng-12797	514	45	,	,	PUNCT
fumecheng-12797	514	46	pp	pp	ADJ
fumecheng-12797	514	47	.	.	PUNCT
fumecheng-12797	515	1	1	1	NUM
fumecheng-12797	515	2	-	-	SYM
fumecheng-12797	515	3	4	4	NUM
fumecheng-12797	515	4	.	.	NOUN
fumecheng-12797	515	5	18	18	NUM
fumecheng-12797	515	6	.	.	PUNCT
fumecheng-12797	516	1	hussein	hussein	PROPN
fumecheng-12797	516	2	,	,	PUNCT
fumecheng-12797	516	3	h.k	h.k	PROPN
fumecheng-12797	516	4	.	.	PROPN
fumecheng-12797	516	5	,	,	PUNCT
fumecheng-12797	516	6	shareef	shareef	PROPN
fumecheng-12797	516	7	,	,	PUNCT
fumecheng-12797	516	8	i.r	i.r	PROPN
fumecheng-12797	516	9	.	.	PROPN
fumecheng-12797	516	10	,	,	PUNCT
fumecheng-12797	516	11	zayer	zayer	PROPN
fumecheng-12797	516	12	,	,	PUNCT
fumecheng-12797	516	13	i.a	i.a	PROPN
fumecheng-12797	516	14	.	.	PROPN
fumecheng-12797	516	15	,	,	PUNCT
fumecheng-12797	516	16	2019	2019	NUM
fumecheng-12797	516	17	,	,	PUNCT
fumecheng-12797	516	18	prediction	prediction	NOUN
fumecheng-12797	516	19	of	of	ADP
fumecheng-12797	516	20	spot	spot	NOUN
fumecheng-12797	516	21	-	-	PUNCT
fumecheng-12797	516	22	welding	welding	NOUN
fumecheng-12797	516	23	parameters	parameter	NOUN
fumecheng-12797	516	24	using	use	VERB
fumecheng-12797	516	25	fuzzy	fuzzy	ADJ
fumecheng-12797	516	26	logic	logic	NOUN
fumecheng-12797	516	27	controlling	control	VERB
fumecheng-12797	516	28	,	,	PUNCT
fumecheng-12797	516	29	eastern	eastern	ADJ
fumecheng-12797	516	30	-	-	PUNCT
fumecheng-12797	516	31	european	european	ADJ
fumecheng-12797	516	32	journal	journal	NOUN
fumecheng-12797	516	33	of	of	ADP
fumecheng-12797	516	34	enterprise	enterprise	NOUN
fumecheng-12797	516	35	technologies	technology	NOUN
fumecheng-12797	516	36	,	,	PUNCT
fumecheng-12797	516	37	5(2	5(2	NUM
fumecheng-12797	516	38	)	)	PUNCT
fumecheng-12797	516	39	,	,	PUNCT
fumecheng-12797	516	40	pp	pp	ADP
fumecheng-12797	516	41	.	.	PUNCT
fumecheng-12797	517	1	57	57	NUM
fumecheng-12797	517	2	-	-	SYM
fumecheng-12797	517	3	64	64	NUM
fumecheng-12797	517	4	.	.	PUNCT
fumecheng-12797	518	1	19	19	NUM
fumecheng-12797	518	2	.	.	PUNCT
fumecheng-12797	519	1	he	he	PRON
fumecheng-12797	519	2	,	,	PUNCT
fumecheng-12797	519	3	j.c	j.c	PROPN
fumecheng-12797	519	4	.	.	PROPN
fumecheng-12797	519	5	,	,	PUNCT
fumecheng-12797	519	6	zhu	zhu	PROPN
fumecheng-12797	519	7	,	,	PUNCT
fumecheng-12797	519	8	s.p	s.p	PROPN
fumecheng-12797	519	9	.	.	PROPN
fumecheng-12797	519	10	,	,	PUNCT
fumecheng-12797	519	11	liao	liao	PROPN
fumecheng-12797	519	12	,	,	PUNCT
fumecheng-12797	519	13	d.	d.	PROPN
fumecheng-12797	519	14	,	,	PUNCT
fumecheng-12797	519	15	niu	niu	PROPN
fumecheng-12797	519	16	,	,	PUNCT
fumecheng-12797	519	17	x.p	x.p	PROPN
fumecheng-12797	519	18	.	.	PROPN
fumecheng-12797	519	19	,	,	PUNCT
fumecheng-12797	519	20	2020	2020	NUM
fumecheng-12797	519	21	,	,	PUNCT
fumecheng-12797	519	22	probabilistic	probabilistic	ADJ
fumecheng-12797	519	23	fatigue	fatigue	NOUN
fumecheng-12797	519	24	assessment	assessment	NOUN
fumecheng-12797	519	25	of	of	ADP
fumecheng-12797	519	26	notched	notch	VERB
fumecheng-12797	519	27	components	component	NOUN
fumecheng-12797	519	28	under	under	ADP
fumecheng-12797	519	29	size	size	NOUN
fumecheng-12797	519	30	effect	effect	NOUN
fumecheng-12797	519	31	using	use	VERB
fumecheng-12797	519	32	critical	critical	ADJ
fumecheng-12797	519	33	distance	distance	NOUN
fumecheng-12797	519	34	theory	theory	NOUN
fumecheng-12797	519	35	,	,	PUNCT
fumecheng-12797	519	36	engineering	engineering	NOUN
fumecheng-12797	519	37	fracture	fracture	NOUN
fumecheng-12797	519	38	mechanics	mechanic	NOUN
fumecheng-12797	519	39	,	,	PUNCT
fumecheng-12797	519	40	235	235	NUM
fumecheng-12797	519	41	,	,	PUNCT
fumecheng-12797	519	42	107150	107150	NUM
fumecheng-12797	519	43	.	.	PUNCT
fumecheng-12797	520	1	20	20	NUM
fumecheng-12797	520	2	.	.	X
fumecheng-12797	520	3	kesse	kesse	PROPN
fumecheng-12797	520	4	,	,	PUNCT
fumecheng-12797	520	5	m.a	m.a	PROPN
fumecheng-12797	520	6	.	.	PROPN
fumecheng-12797	520	7	,	,	PUNCT
fumecheng-12797	520	8	buah	buah	PROPN
fumecheng-12797	520	9	,	,	PUNCT
fumecheng-12797	520	10	e.	e.	PROPN
fumecheng-12797	520	11	,	,	PUNCT
fumecheng-12797	520	12	handroos	handroos	PROPN
fumecheng-12797	520	13	,	,	PUNCT
fumecheng-12797	520	14	h.	h.	PROPN
fumecheng-12797	520	15	,	,	PUNCT
fumecheng-12797	520	16	ayetor	ayetor	PROPN
fumecheng-12797	520	17	,	,	PUNCT
fumecheng-12797	520	18	g.k	g.k	PROPN
fumecheng-12797	520	19	.	.	PROPN
fumecheng-12797	520	20	,	,	PUNCT
fumecheng-12797	520	21	2020	2020	NUM
fumecheng-12797	520	22	,	,	PUNCT
fumecheng-12797	520	23	development	development	NOUN
fumecheng-12797	520	24	of	of	ADP
fumecheng-12797	520	25	an	an	DET
fumecheng-12797	520	26	artificial	artificial	ADJ
fumecheng-12797	520	27	intelligence	intelligence	NOUN
fumecheng-12797	520	28	powered	power	VERB
fumecheng-12797	520	29	tig	tig	NOUN
fumecheng-12797	520	30	welding	welding	NOUN
fumecheng-12797	520	31	algorithm	algorithm	NOUN
fumecheng-12797	520	32	for	for	ADP
fumecheng-12797	520	33	the	the	DET
fumecheng-12797	520	34	prediction	prediction	NOUN
fumecheng-12797	520	35	of	of	ADP
fumecheng-12797	520	36	bead	bead	NOUN
fumecheng-12797	520	37	geometry	geometry	NOUN
fumecheng-12797	520	38	for	for	ADP
fumecheng-12797	520	39	tig	tig	NOUN
fumecheng-12797	520	40	welding	welding	NOUN
fumecheng-12797	520	41	processes	process	NOUN
fumecheng-12797	520	42	using	use	VERB
fumecheng-12797	520	43	hybrid	hybrid	ADJ
fumecheng-12797	520	44	deep	deep	ADJ
fumecheng-12797	520	45	learning	learning	NOUN
fumecheng-12797	520	46	,	,	PUNCT
fumecheng-12797	520	47	metals	metal	NOUN
fumecheng-12797	520	48	,	,	PUNCT
fumecheng-12797	520	49	10(4	10(4	NUM
fumecheng-12797	520	50	)	)	PUNCT
fumecheng-12797	520	51	,	,	PUNCT
fumecheng-12797	520	52	451	451	NUM
fumecheng-12797	520	53	.	.	X
fumecheng-12797	521	1	21	21	NUM
fumecheng-12797	521	2	.	.	PUNCT
fumecheng-12797	522	1	soltanali	soltanali	PROPN
fumecheng-12797	522	2	,	,	PUNCT
fumecheng-12797	522	3	h.	h.	PROPN
fumecheng-12797	522	4	,	,	PUNCT
fumecheng-12797	522	5	rohani	rohani	PROPN
fumecheng-12797	522	6	,	,	PUNCT
fumecheng-12797	522	7	a.	a.	NOUN
fumecheng-12797	522	8	,	,	PUNCT
fumecheng-12797	522	9	abbaspour	abbaspour	NOUN
fumecheng-12797	522	10	-	-	PUNCT
fumecheng-12797	522	11	fard	fard	NOUN
fumecheng-12797	522	12	,	,	PUNCT
fumecheng-12797	522	13	m.h	m.h	PROPN
fumecheng-12797	522	14	.	.	PROPN
fumecheng-12797	522	15	,	,	PUNCT
fumecheng-12797	522	16	farinha	farinha	NOUN
fumecheng-12797	522	17	,	,	PUNCT
fumecheng-12797	522	18	j.t	j.t	PROPN
fumecheng-12797	522	19	.	.	PROPN
fumecheng-12797	522	20	,	,	PUNCT
fumecheng-12797	522	21	2021	2021	NUM
fumecheng-12797	522	22	,	,	PUNCT
fumecheng-12797	522	23	a	a	DET
fumecheng-12797	522	24	comparative	comparative	ADJ
fumecheng-12797	522	25	study	study	NOUN
fumecheng-12797	522	26	of	of	ADP
fumecheng-12797	522	27	statistical	statistical	ADJ
fumecheng-12797	522	28	and	and	CCONJ
fumecheng-12797	522	29	soft	soft	ADJ
fumecheng-12797	522	30	computing	computing	NOUN
fumecheng-12797	522	31	techniques	technique	NOUN
fumecheng-12797	522	32	for	for	ADP
fumecheng-12797	522	33	reliability	reliability	NOUN
fumecheng-12797	522	34	prediction	prediction	NOUN
fumecheng-12797	522	35	of	of	ADP
fumecheng-12797	522	36	automotive	automotive	ADJ
fumecheng-12797	522	37	manufacturing	manufacturing	NOUN
fumecheng-12797	522	38	,	,	PUNCT
fumecheng-12797	522	39	applied	apply	VERB
fumecheng-12797	522	40	soft	soft	ADJ
fumecheng-12797	522	41	computing	computing	NOUN
fumecheng-12797	522	42	,	,	PUNCT
fumecheng-12797	522	43	98	98	NUM
fumecheng-12797	522	44	,	,	PUNCT
fumecheng-12797	522	45	106738	106738	NUM
fumecheng-12797	522	46	.	.	PUNCT
fumecheng-12797	523	1	22	22	NUM
fumecheng-12797	523	2	.	.	PUNCT
fumecheng-12797	524	1	tomaz	tomaz	ADJ
fumecheng-12797	524	2	,	,	PUNCT
fumecheng-12797	524	3	i.d.v	i.d.v	PROPN
fumecheng-12797	524	4	.	.	PROPN
fumecheng-12797	524	5	,	,	PUNCT
fumecheng-12797	524	6	colaço	colaço	PROPN
fumecheng-12797	524	7	,	,	PUNCT
fumecheng-12797	524	8	f.h.g	f.h.g	ADJ
fumecheng-12797	524	9	.	.	PROPN
fumecheng-12797	524	10	,	,	PUNCT
fumecheng-12797	524	11	sarfraz	sarfraz	PROPN
fumecheng-12797	524	12	,	,	PUNCT
fumecheng-12797	524	13	s.	s.	PROPN
fumecheng-12797	524	14	,	,	PUNCT
fumecheng-12797	524	15	pimenov	pimenov	NOUN
fumecheng-12797	524	16	,	,	PUNCT
fumecheng-12797	524	17	d.y	d.y	PROPN
fumecheng-12797	524	18	.	.	PROPN
fumecheng-12797	524	19	,	,	PUNCT
fumecheng-12797	524	20	gupta	gupta	PROPN
fumecheng-12797	524	21	,	,	PUNCT
fumecheng-12797	524	22	m.k	m.k	PROPN
fumecheng-12797	524	23	.	.	PROPN
fumecheng-12797	524	24	,	,	PUNCT
fumecheng-12797	524	25	pintaude	pintaude	NOUN
fumecheng-12797	524	26	,	,	PUNCT
fumecheng-12797	524	27	g.	g.	NOUN
fumecheng-12797	524	28	,	,	PUNCT
fumecheng-12797	524	29	2021	2021	NUM
fumecheng-12797	524	30	,	,	PUNCT
fumecheng-12797	524	31	investigations	investigation	NOUN
fumecheng-12797	524	32	on	on	ADP
fumecheng-12797	524	33	quality	quality	NOUN
fumecheng-12797	524	34	characteristics	characteristic	NOUN
fumecheng-12797	524	35	in	in	ADP
fumecheng-12797	524	36	gas	gas	NOUN
fumecheng-12797	524	37	tungsten	tungsten	NOUN
fumecheng-12797	524	38	arc	arc	NOUN
fumecheng-12797	524	39	welding	welding	NOUN
fumecheng-12797	524	40	process	process	NOUN
fumecheng-12797	524	41	using	use	VERB
fumecheng-12797	524	42	artificial	artificial	ADJ
fumecheng-12797	524	43	neural	neural	ADJ
fumecheng-12797	524	44	network	network	NOUN
fumecheng-12797	524	45	integrated	integrate	VERB
fumecheng-12797	524	46	with	with	ADP
fumecheng-12797	524	47	genetic	genetic	ADJ
fumecheng-12797	524	48	algorithm	algorithm	NOUN
fumecheng-12797	524	49	,	,	PUNCT
fumecheng-12797	524	50	the	the	DET
fumecheng-12797	524	51	international	international	ADJ
fumecheng-12797	524	52	journal	journal	NOUN
fumecheng-12797	524	53	of	of	ADP
fumecheng-12797	524	54	advanced	advanced	ADJ
fumecheng-12797	524	55	manufacturing	manufacturing	NOUN
fumecheng-12797	524	56	technology	technology	NOUN
fumecheng-12797	524	57	,	,	PUNCT
fumecheng-12797	524	58	113(11	113(11	NUM
fumecheng-12797	524	59	)	)	PUNCT
fumecheng-12797	524	60	,	,	PUNCT
fumecheng-12797	524	61	pp	pp	PROPN
fumecheng-12797	524	62	.	.	PUNCT
fumecheng-12797	525	1	3569	3569	NUM
fumecheng-12797	525	2	-	-	SYM
fumecheng-12797	525	3	3583	3583	NUM
fumecheng-12797	525	4	.	.	PUNCT
fumecheng-12797	526	1	23	23	NUM
fumecheng-12797	526	2	.	.	PUNCT
fumecheng-12797	527	1	pourasl	pourasl	PROPN
fumecheng-12797	527	2	,	,	PUNCT
fumecheng-12797	527	3	h.h	h.h	PROPN
fumecheng-12797	527	4	.	.	PROPN
fumecheng-12797	527	5	,	,	PUNCT
fumecheng-12797	527	6	javidani	javidani	PROPN
fumecheng-12797	527	7	,	,	PUNCT
fumecheng-12797	527	8	m.	m.	NOUN
fumecheng-12797	527	9	,	,	PUNCT
fumecheng-12797	527	10	khojastehnezhad	khojastehnezhad	VERB
fumecheng-12797	527	11	,	,	PUNCT
fumecheng-12797	527	12	v.m	v.m	PROPN
fumecheng-12797	527	13	.	.	PROPN
fumecheng-12797	527	14	,	,	PUNCT
fumecheng-12797	527	15	vatankhah	vatankhah	PROPN
fumecheng-12797	527	16	barenji	barenji	PROPN
fumecheng-12797	527	17	,	,	PUNCT
fumecheng-12797	527	18	r.	r.	PROPN
fumecheng-12797	527	19	,	,	PUNCT
fumecheng-12797	527	20	2022	2022	NUM
fumecheng-12797	527	21	,	,	PUNCT
fumecheng-12797	527	22	the	the	DET
fumecheng-12797	527	23	performance	performance	NOUN
fumecheng-12797	527	24	prediction	prediction	NOUN
fumecheng-12797	527	25	of	of	ADP
fumecheng-12797	527	26	electrical	electrical	ADJ
fumecheng-12797	527	27	discharge	discharge	NOUN
fumecheng-12797	527	28	machining	machining	NOUN
fumecheng-12797	527	29	of	of	ADP
fumecheng-12797	527	30	aisi	aisi	PROPN
fumecheng-12797	527	31	d6	d6	PROPN
fumecheng-12797	527	32	tool	tool	NOUN
fumecheng-12797	527	33	steel	steel	NOUN
fumecheng-12797	527	34	using	use	VERB
fumecheng-12797	527	35	ann	ann	PROPN
fumecheng-12797	527	36	and	and	CCONJ
fumecheng-12797	527	37	anfis	anfi	VERB
fumecheng-12797	527	38	techniques	technique	NOUN
fumecheng-12797	527	39	:	:	PUNCT
fumecheng-12797	527	40	a	a	DET
fumecheng-12797	527	41	comparative	comparative	ADJ
fumecheng-12797	527	42	study	study	NOUN
fumecheng-12797	527	43	,	,	PUNCT
fumecheng-12797	527	44	crystals	crystal	NOUN
fumecheng-12797	527	45	,	,	PUNCT
fumecheng-12797	527	46	12(3	12(3	NUM
fumecheng-12797	527	47	)	)	PUNCT
fumecheng-12797	527	48	,	,	PUNCT
fumecheng-12797	527	49	343	343	NUM
fumecheng-12797	527	50	.	.	NOUN
fumecheng-12797	527	51	24	24	NUM
fumecheng-12797	527	52	.	.	PUNCT
fumecheng-12797	528	1	abima	abima	PROPN
fumecheng-12797	528	2	,	,	PUNCT
fumecheng-12797	528	3	c.s	c.s	PROPN
fumecheng-12797	528	4	.	.	PROPN
fumecheng-12797	528	5	,	,	PUNCT
fumecheng-12797	528	6	madushele	madushele	PROPN
fumecheng-12797	528	7	,	,	PUNCT
fumecheng-12797	528	8	n.	n.	NOUN
fumecheng-12797	528	9	,	,	PUNCT
fumecheng-12797	528	10	adeleke	adeleke	ADJ
fumecheng-12797	528	11	,	,	PUNCT
fumecheng-12797	528	12	o.	o.	INTJ
fumecheng-12797	528	13	,	,	PUNCT
fumecheng-12797	528	14	akinlabi	akinlabi	NOUN
fumecheng-12797	528	15	,	,	PUNCT
fumecheng-12797	528	16	s.a	s.a	PROPN
fumecheng-12797	528	17	.	.	PROPN
fumecheng-12797	528	18	,	,	PUNCT
fumecheng-12797	528	19	akinlabi	akinlabi	PROPN
fumecheng-12797	528	20	,	,	PUNCT
fumecheng-12797	528	21	e.	e.	PROPN
fumecheng-12797	528	22	,	,	PUNCT
fumecheng-12797	528	23	2023	2023	NUM
fumecheng-12797	528	24	,	,	PUNCT
fumecheng-12797	528	25	optimization	optimization	NOUN
fumecheng-12797	528	26	and	and	CCONJ
fumecheng-12797	528	27	prediction	prediction	NOUN
fumecheng-12797	528	28	of	of	ADP
fumecheng-12797	528	29	tig	tig	X
fumecheng-12797	528	30	-	-	PUNCT
fumecheng-12797	528	31	mig	mig	NOUN
fumecheng-12797	528	32	hybrid	hybrid	ADJ
fumecheng-12797	528	33	joint	joint	ADJ
fumecheng-12797	528	34	strength	strength	NOUN
fumecheng-12797	528	35	using	use	VERB
fumecheng-12797	528	36	adaptive	adaptive	ADJ
fumecheng-12797	528	37	neuro	neuro	NOUN
fumecheng-12797	528	38	-	-	PUNCT
fumecheng-12797	528	39	fuzzy	fuzzy	ADJ
fumecheng-12797	528	40	inference	inference	NOUN
fumecheng-12797	528	41	system	system	NOUN
fumecheng-12797	528	42	(	(	PUNCT
fumecheng-12797	528	43	anfis	anfis	PROPN
fumecheng-12797	528	44	)	)	PUNCT
fumecheng-12797	528	45	model	model	NOUN
fumecheng-12797	528	46	,	,	PUNCT
fumecheng-12797	528	47	in	in	ADP
fumecheng-12797	528	48	e3s	e3s	PROPN
fumecheng-12797	528	49	web	web	NOUN
fumecheng-12797	528	50	of	of	ADP
fumecheng-12797	528	51	conferences	conference	NOUN
fumecheng-12797	528	52	,	,	PUNCT
fumecheng-12797	528	53	430	430	NUM
fumecheng-12797	528	54	,	,	PUNCT
fumecheng-12797	528	55	01238	01238	NUM
fumecheng-12797	528	56	.	.	PUNCT
fumecheng-12797	529	1	25	25	NUM
fumecheng-12797	529	2	.	.	PUNCT
fumecheng-12797	530	1	kumar	kumar	PROPN
fumecheng-12797	530	2	,	,	PUNCT
fumecheng-12797	530	3	c.l	c.l	PROPN
fumecheng-12797	530	4	.	.	PROPN
fumecheng-12797	530	5	,	,	PUNCT
fumecheng-12797	530	6	jayakumar	jayakumar	NOUN
fumecheng-12797	530	7	,	,	PUNCT
fumecheng-12797	530	8	v.	v.	ADV
fumecheng-12797	530	9	,	,	PUNCT
fumecheng-12797	530	10	bharathiraja	bharathiraja	NOUN
fumecheng-12797	530	11	,	,	PUNCT
fumecheng-12797	530	12	g.	g.	PROPN
fumecheng-12797	530	13	,	,	PUNCT
fumecheng-12797	530	14	palani	palani	PROPN
fumecheng-12797	530	15	,	,	PUNCT
fumecheng-12797	530	16	k.	k.	PROPN
fumecheng-12797	530	17	,	,	PUNCT
fumecheng-12797	530	18	2023	2023	NUM
fumecheng-12797	530	19	,	,	PUNCT
fumecheng-12797	530	20	parameter	parameter	NOUN
fumecheng-12797	530	21	optimization	optimization	NOUN
fumecheng-12797	530	22	and	and	CCONJ
fumecheng-12797	530	23	microstructure	microstructure	ADJ
fumecheng-12797	530	24	evaluation	evaluation	NOUN
fumecheng-12797	530	25	of	of	ADP
fumecheng-12797	530	26	welding	welding	NOUN
fumecheng-12797	530	27	of	of	ADP
fumecheng-12797	530	28	structural	structural	ADJ
fumecheng-12797	530	29	steel	steel	NOUN
fumecheng-12797	530	30	1020	1020	NUM
fumecheng-12797	530	31	and	and	CCONJ
fumecheng-12797	530	32	aa6062	aa6062	NOUN
fumecheng-12797	530	33	,	,	PUNCT
fumecheng-12797	530	34	materials	material	NOUN
fumecheng-12797	530	35	research	research	NOUN
fumecheng-12797	530	36	express	express	ADJ
fumecheng-12797	530	37	,	,	PUNCT
fumecheng-12797	530	38	10(1	10(1	NUM
fumecheng-12797	530	39	)	)	PUNCT
fumecheng-12797	530	40	,	,	PUNCT
fumecheng-12797	530	41	016513	016513	NUM
fumecheng-12797	530	42	.	.	PUNCT
fumecheng-12797	531	1	26	26	NUM
fumecheng-12797	531	2	.	.	PUNCT
fumecheng-12797	531	3	arivarasu	arivarasu	NOUN
fumecheng-12797	531	4	,	,	PUNCT
fumecheng-12797	531	5	m.	m.	NOUN
fumecheng-12797	531	6	,	,	PUNCT
fumecheng-12797	531	7	roshith	roshith	NOUN
fumecheng-12797	531	8	,	,	PUNCT
fumecheng-12797	531	9	p.	p.	NOUN
fumecheng-12797	531	10	,	,	PUNCT
fumecheng-12797	531	11	padmanaban	padmanaban	PROPN
fumecheng-12797	531	12	,	,	PUNCT
fumecheng-12797	531	13	r.	r.	PROPN
fumecheng-12797	531	14	,	,	PUNCT
fumecheng-12797	531	15	thirumalini	thirumalini	PROPN
fumecheng-12797	531	16	,	,	PUNCT
fumecheng-12797	531	17	s.	s.	PROPN
fumecheng-12797	531	18	,	,	PUNCT
fumecheng-12797	531	19	phani	phani	PROPN
fumecheng-12797	531	20	prabhakar	prabhakar	PROPN
fumecheng-12797	531	21	,	,	PUNCT
fumecheng-12797	531	22	k.v	k.v	PROPN
fumecheng-12797	531	23	.	.	PROPN
fumecheng-12797	531	24	,	,	PUNCT
fumecheng-12797	531	25	padmanabham	padmanabham	PROPN
fumecheng-12797	531	26	,	,	PUNCT
fumecheng-12797	531	27	g.	g.	PROPN
fumecheng-12797	531	28	,	,	PUNCT
fumecheng-12797	531	29	2017	2017	NUM
fumecheng-12797	531	30	,	,	PUNCT
fumecheng-12797	531	31	investigations	investigation	NOUN
fumecheng-12797	531	32	on	on	ADP
fumecheng-12797	531	33	metallurgical	metallurgical	ADJ
fumecheng-12797	531	34	and	and	CCONJ
fumecheng-12797	531	35	mechanical	mechanical	ADJ
fumecheng-12797	531	36	properties	property	NOUN
fumecheng-12797	531	37	of	of	ADP
fumecheng-12797	531	38	co2	co2	NOUN
fumecheng-12797	531	39	laser	laser	NOUN
fumecheng-12797	531	40	beam	beam	NOUN
fumecheng-12797	531	41	welded	weld	VERB
fumecheng-12797	531	42	alloy	alloy	NOUN
fumecheng-12797	531	43	825	825	NUM
fumecheng-12797	531	44	,	,	PUNCT
fumecheng-12797	531	45	canadian	canadian	ADJ
fumecheng-12797	531	46	metallurgical	metallurgical	ADJ
fumecheng-12797	531	47	quarterly	quarterly	ADJ
fumecheng-12797	531	48	,	,	PUNCT
fumecheng-12797	531	49	56(2	56(2	ADJ
fumecheng-12797	531	50	)	)	PUNCT
fumecheng-12797	531	51	,	,	PUNCT
fumecheng-12797	531	52	pp	pp	PROPN
fumecheng-12797	531	53	.	.	PUNCT
fumecheng-12797	532	1	232	232	NUM
fumecheng-12797	532	2	-	-	SYM
fumecheng-12797	532	3	244	244	NUM
fumecheng-12797	532	4	.	.	PUNCT
fumecheng-12797	533	1	reliability	reliability	NOUN
fumecheng-12797	533	2	prediction	prediction	NOUN
fumecheng-12797	533	3	and	and	CCONJ
fumecheng-12797	533	4	process	process	NOUN
fumecheng-12797	533	5	parameter	parameter	NOUN
fumecheng-12797	533	6	optimization	optimization	NOUN
fumecheng-12797	533	7	of	of	ADP
fumecheng-12797	533	8	welded	weld	VERB
fumecheng-12797	533	9	joints	joint	NOUN
fumecheng-12797	533	10	:	:	PUNCT
fumecheng-12797	533	11	artificial	artificial	ADJ
fumecheng-12797	533	12	neural	neural	ADJ
fumecheng-12797	533	13	network	network	NOUN
fumecheng-12797	533	14	...	...	PUNCT
fumecheng-12797	533	15	969	969	NUM
fumecheng-12797	533	16	27	27	NUM
fumecheng-12797	533	17	.	.	PUNCT
fumecheng-12797	534	1	moganapriya	moganapriya	PROPN
fumecheng-12797	534	2	,	,	PUNCT
fumecheng-12797	534	3	c.	c.	PROPN
fumecheng-12797	534	4	,	,	PUNCT
fumecheng-12797	534	5	rajasekar	rajasekar	PROPN
fumecheng-12797	534	6	,	,	PUNCT
fumecheng-12797	534	7	r.	r.	PROPN
fumecheng-12797	534	8	,	,	PUNCT
fumecheng-12797	534	9	sathish	sathish	PROPN
fumecheng-12797	534	10	kumar	kumar	PROPN
fumecheng-12797	534	11	,	,	PUNCT
fumecheng-12797	534	12	p.	p.	PROPN
fumecheng-12797	534	13	,	,	PUNCT
fumecheng-12797	534	14	mohanraj	mohanraj	NOUN
fumecheng-12797	534	15	,	,	PUNCT
fumecheng-12797	534	16	t.	t.	NOUN
fumecheng-12797	534	17	,	,	PUNCT
fumecheng-12797	534	18	gobinath	gobinath	NOUN
fumecheng-12797	534	19	,	,	PUNCT
fumecheng-12797	534	20	v.	v.	PROPN
fumecheng-12797	534	21	k.	k.	PROPN
fumecheng-12797	534	22	,	,	PUNCT
fumecheng-12797	534	23	saravanakumar	saravanakumar	PROPN
fumecheng-12797	534	24	,	,	PUNCT
fumecheng-12797	534	25	j.	j.	PROPN
fumecheng-12797	534	26	,	,	PUNCT
fumecheng-12797	534	27	2021	2021	NUM
fumecheng-12797	534	28	,	,	PUNCT
fumecheng-12797	534	29	achieving	achieve	VERB
fumecheng-12797	534	30	machining	machining	NOUN
fumecheng-12797	534	31	effectiveness	effectiveness	NOUN
fumecheng-12797	534	32	for	for	ADP
fumecheng-12797	534	33	aisi	aisi	PROPN
fumecheng-12797	534	34	1015	1015	NUM
fumecheng-12797	534	35	structural	structural	ADJ
fumecheng-12797	534	36	steel	steel	NOUN
fumecheng-12797	534	37	through	through	ADP
fumecheng-12797	534	38	coated	coated	ADJ
fumecheng-12797	534	39	inserts	insert	NOUN
fumecheng-12797	534	40	and	and	CCONJ
fumecheng-12797	534	41	grey	grey	ADJ
fumecheng-12797	534	42	-	-	PUNCT
fumecheng-12797	534	43	fuzzy	fuzzy	ADJ
fumecheng-12797	534	44	coupled	couple	VERB
fumecheng-12797	534	45	taguchi	taguchi	PROPN
fumecheng-12797	534	46	optimization	optimization	PROPN
fumecheng-12797	534	47	approach	approach	NOUN
fumecheng-12797	534	48	,	,	PUNCT
fumecheng-12797	534	49	structural	structural	ADJ
fumecheng-12797	534	50	and	and	CCONJ
fumecheng-12797	534	51	multidisciplinary	multidisciplinary	ADJ
fumecheng-12797	534	52	optimization	optimization	NOUN
fumecheng-12797	534	53	,	,	PUNCT
fumecheng-12797	534	54	63	63	NUM
fumecheng-12797	534	55	,	,	PUNCT
fumecheng-12797	534	56	pp	pp	ADJ
fumecheng-12797	534	57	.	.	PUNCT
fumecheng-12797	535	1	1169	1169	NUM
fumecheng-12797	535	2	-	-	SYM
fumecheng-12797	535	3	1186	1186	NUM
fumecheng-12797	535	4	.	.	PUNCT
fumecheng-12797	536	1	28	28	NUM
fumecheng-12797	536	2	.	.	PUNCT
fumecheng-12797	537	1	ohwoekevwo	ohwoekevwo	PROPN
fumecheng-12797	537	2	,	,	PUNCT
fumecheng-12797	537	3	j.u	j.u	PROPN
fumecheng-12797	537	4	.	.	PROPN
fumecheng-12797	537	5	,	,	PUNCT
fumecheng-12797	537	6	ozigagun	ozigagun	PROPN
fumecheng-12797	537	7	,	,	PUNCT
fumecheng-12797	537	8	a.	a.	NOUN
fumecheng-12797	537	9	,	,	PUNCT
fumecheng-12797	537	10	achebo	achebo	NOUN
fumecheng-12797	537	11	,	,	PUNCT
fumecheng-12797	537	12	j.i	j.i	PROPN
fumecheng-12797	537	13	.	.	PROPN
fumecheng-12797	537	14	,	,	PUNCT
fumecheng-12797	537	15	obahiagbon	obahiagbon	PROPN
fumecheng-12797	537	16	,	,	PUNCT
fumecheng-12797	537	17	k.o	k.o	PROPN
fumecheng-12797	537	18	.	.	PROPN
fumecheng-12797	537	19	,	,	PUNCT
fumecheng-12797	537	20	2023	2023	NUM
fumecheng-12797	537	21	,	,	PUNCT
fumecheng-12797	537	22	prediction	prediction	NOUN
fumecheng-12797	537	23	of	of	ADP
fumecheng-12797	537	24	percentage	percentage	NOUN
fumecheng-12797	537	25	dilution	dilution	NOUN
fumecheng-12797	537	26	in	in	ADP
fumecheng-12797	537	27	aisi	aisi	PROPN
fumecheng-12797	537	28	1020	1020	NUM
fumecheng-12797	537	29	low	low	ADJ
fumecheng-12797	537	30	carbon	carbon	NOUN
fumecheng-12797	537	31	steel	steel	NOUN
fumecheng-12797	537	32	welds	weld	NOUN
fumecheng-12797	537	33	produced	produce	VERB
fumecheng-12797	537	34	from	from	ADP
fumecheng-12797	537	35	tungsten	tungsten	ADJ
fumecheng-12797	537	36	inert	inert	ADJ
fumecheng-12797	537	37	gas	gas	NOUN
fumecheng-12797	537	38	welding	welding	NOUN
fumecheng-12797	537	39	,	,	PUNCT
fumecheng-12797	537	40	journal	journal	NOUN
fumecheng-12797	537	41	of	of	ADP
fumecheng-12797	537	42	applied	apply	VERB
fumecheng-12797	537	43	sciences	science	NOUN
fumecheng-12797	537	44	and	and	CCONJ
fumecheng-12797	537	45	environmental	environmental	ADJ
fumecheng-12797	537	46	management	management	NOUN
fumecheng-12797	537	47	,	,	PUNCT
fumecheng-12797	537	48	27(5	27(5	PROPN
fumecheng-12797	537	49	)	)	PUNCT
fumecheng-12797	537	50	,	,	PUNCT
fumecheng-12797	537	51	pp	pp	ADP
fumecheng-12797	537	52	.	.	PUNCT
fumecheng-12797	538	1	979	979	NUM
fumecheng-12797	538	2	-	-	SYM
fumecheng-12797	538	3	984	984	NUM
fumecheng-12797	538	4	.	.	PUNCT
fumecheng-12797	539	1	29	29	NUM
fumecheng-12797	539	2	.	.	PUNCT
fumecheng-12797	540	1	feng	feng	PROPN
fumecheng-12797	540	2	,	,	PUNCT
fumecheng-12797	540	3	c.	c.	PROPN
fumecheng-12797	540	4	,	,	PUNCT
fumecheng-12797	540	5	xu	xu	PROPN
fumecheng-12797	540	6	,	,	PUNCT
fumecheng-12797	540	7	l.	l.	PROPN
fumecheng-12797	540	8	,	,	PUNCT
fumecheng-12797	540	9	zhao	zhao	PROPN
fumecheng-12797	540	10	,	,	PUNCT
fumecheng-12797	540	11	l.	l.	PROPN
fumecheng-12797	540	12	,	,	PUNCT
fumecheng-12797	540	13	han	han	PROPN
fumecheng-12797	540	14	,	,	PUNCT
fumecheng-12797	540	15	y.	y.	PROPN
fumecheng-12797	540	16	,	,	PUNCT
fumecheng-12797	540	17	hao	hao	PROPN
fumecheng-12797	540	18	,	,	PUNCT
fumecheng-12797	540	19	k.	k.	PROPN
fumecheng-12797	540	20	,	,	PUNCT
fumecheng-12797	540	21	2023	2023	NUM
fumecheng-12797	540	22	,	,	PUNCT
fumecheng-12797	540	23	a	a	DET
fumecheng-12797	540	24	state‐of‐art	state‐of‐art	ADJ
fumecheng-12797	540	25	review	review	NOUN
fumecheng-12797	540	26	on	on	ADP
fumecheng-12797	540	27	prediction	prediction	NOUN
fumecheng-12797	540	28	model	model	NOUN
fumecheng-12797	540	29	for	for	ADP
fumecheng-12797	540	30	fatigue	fatigue	NOUN
fumecheng-12797	540	31	performance	performance	NOUN
fumecheng-12797	540	32	of	of	ADP
fumecheng-12797	540	33	welded	weld	VERB
fumecheng-12797	540	34	joints	joint	NOUN
fumecheng-12797	540	35	via	via	ADP
fumecheng-12797	540	36	data‐driven	data‐driven	ADJ
fumecheng-12797	540	37	method	method	NOUN
fumecheng-12797	540	38	,	,	PUNCT
fumecheng-12797	540	39	advanced	advanced	ADJ
fumecheng-12797	540	40	engineering	engineering	NOUN
fumecheng-12797	540	41	materials	material	NOUN
fumecheng-12797	540	42	,	,	PUNCT
fumecheng-12797	540	43	25(9	25(9	NUM
fumecheng-12797	540	44	)	)	PUNCT
fumecheng-12797	540	45	,	,	PUNCT
fumecheng-12797	540	46	2201430	2201430	NUM
fumecheng-12797	540	47	.	.	PUNCT
fumecheng-12797	541	1	30	30	NUM
fumecheng-12797	541	2	.	.	X
fumecheng-12797	542	1	tan	tan	PROPN
fumecheng-12797	542	2	,	,	PUNCT
fumecheng-12797	542	3	x.	x.	PROPN
fumecheng-12797	542	4	,	,	PUNCT
fumecheng-12797	542	5	wang	wang	PROPN
fumecheng-12797	542	6	,	,	PUNCT
fumecheng-12797	542	7	c.	c.	PROPN
fumecheng-12797	542	8	,	,	PUNCT
fumecheng-12797	542	9	xie	xie	PROPN
fumecheng-12797	542	10	,	,	PUNCT
fumecheng-12797	542	11	k.	k.	PROPN
fumecheng-12797	542	12	,	,	PUNCT
fumecheng-12797	542	13	xie	xie	PROPN
fumecheng-12797	542	14	,	,	PUNCT
fumecheng-12797	542	15	l.	l.	PROPN
fumecheng-12797	542	16	,	,	PUNCT
fumecheng-12797	542	17	wang	wang	PROPN
fumecheng-12797	542	18	,	,	PUNCT
fumecheng-12797	542	19	p.	p.	PROPN
fumecheng-12797	542	20	,	,	PUNCT
fumecheng-12797	542	21	2023	2023	NUM
fumecheng-12797	542	22	,	,	PUNCT
fumecheng-12797	542	23	research	research	NOUN
fumecheng-12797	542	24	on	on	ADP
fumecheng-12797	542	25	fatigue	fatigue	NOUN
fumecheng-12797	542	26	reliability	reliability	NOUN
fumecheng-12797	542	27	prediction	prediction	NOUN
fumecheng-12797	542	28	model	model	NOUN
fumecheng-12797	542	29	and	and	CCONJ
fumecheng-12797	542	30	structural	structural	ADJ
fumecheng-12797	542	31	improvement	improvement	NOUN
fumecheng-12797	542	32	of	of	ADP
fumecheng-12797	542	33	welded	weld	VERB
fumecheng-12797	542	34	drive	drive	NOUN
fumecheng-12797	542	35	axle	axle	NOUN
fumecheng-12797	542	36	housing	housing	NOUN
fumecheng-12797	542	37	based	base	VERB
fumecheng-12797	542	38	on	on	ADP
fumecheng-12797	542	39	master	master	NOUN
fumecheng-12797	542	40	s	s	PROPN
fumecheng-12797	542	41	-	-	PUNCT
fumecheng-12797	542	42	n	n	PRON
fumecheng-12797	542	43	curve	curve	NOUN
fumecheng-12797	542	44	method	method	NOUN
fumecheng-12797	542	45	,	,	PUNCT
fumecheng-12797	542	46	quality	quality	NOUN
fumecheng-12797	542	47	and	and	CCONJ
fumecheng-12797	542	48	reliability	reliability	NOUN
fumecheng-12797	542	49	engineering	engineering	NOUN
fumecheng-12797	542	50	international	international	ADJ
fumecheng-12797	542	51	,	,	PUNCT
fumecheng-12797	542	52	39(1	39(1	NUM
fumecheng-12797	542	53	)	)	PUNCT
fumecheng-12797	542	54	,	,	PUNCT
fumecheng-12797	542	55	pp	pp	ADP
fumecheng-12797	542	56	.	.	PUNCT
fumecheng-12797	543	1	302	302	NUM
fumecheng-12797	543	2	-	-	SYM
fumecheng-12797	543	3	319	319	NUM
fumecheng-12797	543	4	.	.	PUNCT
fumecheng-12797	544	1	31	31	NUM
fumecheng-12797	544	2	.	.	PUNCT
fumecheng-12797	545	1	song	song	PROPN
fumecheng-12797	545	2	,	,	PUNCT
fumecheng-12797	545	3	w.	w.	PROPN
fumecheng-12797	545	4	,	,	PUNCT
fumecheng-12797	545	5	man	man	NOUN
fumecheng-12797	545	6	,	,	PUNCT
fumecheng-12797	545	7	z.	z.	PROPN
fumecheng-12797	545	8	,	,	PUNCT
fumecheng-12797	545	9	xu	xu	PROPN
fumecheng-12797	545	10	,	,	PUNCT
fumecheng-12797	545	11	j.	j.	PROPN
fumecheng-12797	545	12	,	,	PUNCT
fumecheng-12797	545	13	fan	fan	PROPN
fumecheng-12797	545	14	,	,	PUNCT
fumecheng-12797	545	15	y.	y.	PROPN
fumecheng-12797	545	16	,	,	PUNCT
fumecheng-12797	545	17	xia	xia	PROPN
fumecheng-12797	545	18	,	,	PUNCT
fumecheng-12797	545	19	x.	x.	PROPN
fumecheng-12797	545	20	,	,	PUNCT
fumecheng-12797	545	21	he	he	PRON
fumecheng-12797	545	22	,	,	PUNCT
fumecheng-12797	545	23	m.	m.	NOUN
fumecheng-12797	545	24	,	,	PUNCT
fumecheng-12797	545	25	berto	berto	PROPN
fumecheng-12797	545	26	,	,	PUNCT
fumecheng-12797	545	27	f.	f.	PROPN
fumecheng-12797	545	28	,	,	PUNCT
fumecheng-12797	545	29	2024	2024	NUM
fumecheng-12797	545	30	,	,	PUNCT
fumecheng-12797	545	31	fatigue	fatigue	NOUN
fumecheng-12797	545	32	reliability	reliability	NOUN
fumecheng-12797	545	33	assessment	assessment	NOUN
fumecheng-12797	545	34	of	of	ADP
fumecheng-12797	545	35	load‐	load‐	ADJ
fumecheng-12797	545	36	carrying	carry	VERB
fumecheng-12797	545	37	cruciform	cruciform	NOUN
fumecheng-12797	545	38	welded	weld	VERB
fumecheng-12797	545	39	joints	joint	NOUN
fumecheng-12797	545	40	with	with	ADP
fumecheng-12797	545	41	undercuts	undercut	NOUN
fumecheng-12797	545	42	and	and	CCONJ
fumecheng-12797	545	43	misalignments	misalignment	NOUN
fumecheng-12797	545	44	,	,	PUNCT
fumecheng-12797	545	45	fatigue	fatigue	NOUN
fumecheng-12797	545	46	&	&	CCONJ
fumecheng-12797	545	47	fracture	fracture	PROPN
fumecheng-12797	545	48	of	of	ADP
fumecheng-12797	545	49	engineering	engineering	NOUN
fumecheng-12797	545	50	materials	material	NOUN
fumecheng-12797	545	51	&	&	CCONJ
fumecheng-12797	545	52	structures	structure	NOUN
fumecheng-12797	545	53	,	,	PUNCT
fumecheng-12797	545	54	47(2	47(2	PROPN
fumecheng-12797	545	55	)	)	PUNCT
fumecheng-12797	545	56	,	,	PUNCT
fumecheng-12797	545	57	pp	pp	ADJ
fumecheng-12797	545	58	.	.	PUNCT
fumecheng-12797	546	1	511	511	NUM
fumecheng-12797	546	2	-	-	SYM
fumecheng-12797	546	3	531	531	NUM
fumecheng-12797	546	4	.	.	PUNCT
fumecheng-12797	547	1	32	32	NUM
fumecheng-12797	547	2	.	.	PUNCT
fumecheng-12797	548	1	gbagba	gbagba	PROPN
fumecheng-12797	548	2	,	,	PUNCT
fumecheng-12797	548	3	s.	s.	PROPN
fumecheng-12797	548	4	,	,	PUNCT
fumecheng-12797	548	5	maccioni	maccioni	PROPN
fumecheng-12797	548	6	,	,	PUNCT
fumecheng-12797	548	7	l.	l.	PROPN
fumecheng-12797	548	8	,	,	PUNCT
fumecheng-12797	548	9	concli	concli	NOUN
fumecheng-12797	548	10	,	,	PUNCT
fumecheng-12797	548	11	f.	f.	PROPN
fumecheng-12797	548	12	,	,	PUNCT
fumecheng-12797	548	13	2023	2023	NUM
fumecheng-12797	548	14	,	,	PUNCT
fumecheng-12797	548	15	advances	advance	NOUN
fumecheng-12797	548	16	in	in	ADP
fumecheng-12797	548	17	machine	machine	NOUN
fumecheng-12797	548	18	learning	learn	VERB
fumecheng-12797	548	19	techniques	technique	NOUN
fumecheng-12797	548	20	used	use	VERB
fumecheng-12797	548	21	in	in	ADP
fumecheng-12797	548	22	fatigue	fatigue	NOUN
fumecheng-12797	548	23	life	life	NOUN
fumecheng-12797	548	24	prediction	prediction	NOUN
fumecheng-12797	548	25	of	of	ADP
fumecheng-12797	548	26	welded	weld	VERB
fumecheng-12797	548	27	structures	structure	NOUN
fumecheng-12797	548	28	,	,	PUNCT
fumecheng-12797	548	29	applied	apply	VERB
fumecheng-12797	548	30	sciences	science	NOUN
fumecheng-12797	548	31	,	,	PUNCT
fumecheng-12797	548	32	14(1	14(1	NUM
fumecheng-12797	548	33	)	)	PUNCT
fumecheng-12797	548	34	,	,	PUNCT
fumecheng-12797	548	35	398	398	NUM
fumecheng-12797	548	36	.	.	PUNCT
fumecheng-12797	548	37	33	33	NUM
fumecheng-12797	548	38	.	.	PUNCT
fumecheng-12797	549	1	zhou	zhou	PROPN
fumecheng-12797	549	2	,	,	PUNCT
fumecheng-12797	549	3	s.	s.	PROPN
fumecheng-12797	549	4	,	,	PUNCT
fumecheng-12797	549	5	hao	hao	PROPN
fumecheng-12797	549	6	,	,	PUNCT
fumecheng-12797	549	7	s.	s.	PROPN
fumecheng-12797	549	8	,	,	PUNCT
fumecheng-12797	549	9	liang	liang	PROPN
fumecheng-12797	549	10	,	,	PUNCT
fumecheng-12797	549	11	l.	l.	PROPN
fumecheng-12797	549	12	,	,	PUNCT
fumecheng-12797	549	13	chen	chen	PROPN
fumecheng-12797	549	14	,	,	PUNCT
fumecheng-12797	549	15	b.	b.	PROPN
fumecheng-12797	549	16	,	,	PUNCT
fumecheng-12797	549	17	li	li	PROPN
fumecheng-12797	549	18	,	,	PUNCT
fumecheng-12797	549	19	y.	y.	NOUN
fumecheng-12797	549	20	,	,	PUNCT
fumecheng-12797	549	21	2023	2023	NUM
fumecheng-12797	549	22	,	,	PUNCT
fumecheng-12797	549	23	a	a	DET
fumecheng-12797	549	24	fatigue	fatigue	NOUN
fumecheng-12797	549	25	reliability	reliability	NOUN
fumecheng-12797	549	26	assessment	assessment	NOUN
fumecheng-12797	549	27	model	model	NOUN
fumecheng-12797	549	28	for	for	ADP
fumecheng-12797	549	29	welded	weld	VERB
fumecheng-12797	549	30	structures	structure	NOUN
fumecheng-12797	549	31	based	base	VERB
fumecheng-12797	549	32	on	on	ADP
fumecheng-12797	549	33	the	the	DET
fumecheng-12797	549	34	structural	structural	ADJ
fumecheng-12797	549	35	stress	stress	NOUN
fumecheng-12797	549	36	method	method	NOUN
fumecheng-12797	549	37	,	,	PUNCT
fumecheng-12797	549	38	advances	advance	NOUN
fumecheng-12797	549	39	in	in	ADP
fumecheng-12797	549	40	mechanical	mechanical	ADJ
fumecheng-12797	549	41	engineering	engineering	NOUN
fumecheng-12797	549	42	,	,	PUNCT
fumecheng-12797	549	43	15(1	15(1	NUM
fumecheng-12797	549	44	)	)	PUNCT
fumecheng-12797	549	45	,	,	PUNCT
fumecheng-12797	549	46	16878132221147461	16878132221147461	NUM
fumecheng-12797	549	47	.	.	PUNCT
fumecheng-12797	550	1	34	34	NUM
fumecheng-12797	550	2	.	.	PUNCT
fumecheng-12797	551	1	ayeb	ayeb	PROPN
fumecheng-12797	551	2	,	,	PUNCT
fumecheng-12797	551	3	m.	m.	NOUN
fumecheng-12797	551	4	,	,	PUNCT
fumecheng-12797	551	5	turki	turki	NOUN
fumecheng-12797	551	6	,	,	PUNCT
fumecheng-12797	551	7	m.	m.	NOUN
fumecheng-12797	551	8	,	,	PUNCT
fumecheng-12797	551	9	frija	frija	NOUN
fumecheng-12797	551	10	,	,	PUNCT
fumecheng-12797	551	11	m.	m.	NOUN
fumecheng-12797	551	12	,	,	PUNCT
fumecheng-12797	551	13	fathallah	fathallah	PROPN
fumecheng-12797	551	14	,	,	PUNCT
fumecheng-12797	551	15	r.	r.	PROPN
fumecheng-12797	551	16	,	,	PUNCT
fumecheng-12797	551	17	2024	2024	NUM
fumecheng-12797	551	18	,	,	PUNCT
fumecheng-12797	551	19	artificial	artificial	ADJ
fumecheng-12797	551	20	neural	neural	ADJ
fumecheng-12797	551	21	network	network	NOUN
fumecheng-12797	551	22	and	and	CCONJ
fumecheng-12797	551	23	anfis	anfi	VERB
fumecheng-12797	551	24	approaches	approach	NOUN
fumecheng-12797	551	25	for	for	ADP
fumecheng-12797	551	26	mechanical	mechanical	ADJ
fumecheng-12797	551	27	properties	property	NOUN
fumecheng-12797	551	28	prediction	prediction	NOUN
fumecheng-12797	551	29	and	and	CCONJ
fumecheng-12797	551	30	optimization	optimization	NOUN
fumecheng-12797	551	31	of	of	ADP
fumecheng-12797	551	32	a	a	DET
fumecheng-12797	551	33	turbine	turbine	NOUN
fumecheng-12797	551	34	blade	blade	NOUN
fumecheng-12797	551	35	treated	treat	VERB
fumecheng-12797	551	36	by	by	ADP
fumecheng-12797	551	37	laser	laser	NOUN
fumecheng-12797	551	38	shock	shock	NOUN
fumecheng-12797	551	39	peening	peening	NOUN
fumecheng-12797	551	40	,	,	PUNCT
fumecheng-12797	551	41	expert	expert	NOUN
fumecheng-12797	551	42	systems	system	NOUN
fumecheng-12797	551	43	with	with	ADP
fumecheng-12797	551	44	applications	application	NOUN
fumecheng-12797	551	45	,	,	PUNCT
fumecheng-12797	551	46	250	250	NUM
fumecheng-12797	551	47	,	,	PUNCT
fumecheng-12797	551	48	123911	123911	NUM
fumecheng-12797	551	49	.	.	PUNCT
fumecheng-12797	552	1	35	35	NUM
fumecheng-12797	552	2	.	.	PUNCT
fumecheng-12797	552	3	kiraz	kiraz	PROPN
fumecheng-12797	552	4	,	,	PUNCT
fumecheng-12797	552	5	a.	a.	PROPN
fumecheng-12797	552	6	,	,	PUNCT
fumecheng-12797	552	7	erkan	erkan	PROPN
fumecheng-12797	552	8	,	,	PUNCT
fumecheng-12797	552	9	e.f	e.f	PROPN
fumecheng-12797	552	10	.	.	PROPN
fumecheng-12797	552	11	,	,	PUNCT
fumecheng-12797	552	12	canpolat	canpolat	PROPN
fumecheng-12797	552	13	,	,	PUNCT
fumecheng-12797	552	14	o.	o.	PROPN
fumecheng-12797	552	15	,	,	PUNCT
fumecheng-12797	552	16	kökümer	kökümer	PROPN
fumecheng-12797	552	17	,	,	PUNCT
fumecheng-12797	552	18	o.	o.	NOUN
fumecheng-12797	552	19	,	,	PUNCT
fumecheng-12797	552	20	2023	2023	NUM
fumecheng-12797	552	21	,	,	PUNCT
fumecheng-12797	552	22	prediction	prediction	NOUN
fumecheng-12797	552	23	of	of	ADP
fumecheng-12797	552	24	stress	stress	NOUN
fumecheng-12797	552	25	concentration	concentration	NOUN
fumecheng-12797	552	26	factor	factor	NOUN
fumecheng-12797	552	27	in	in	ADP
fumecheng-12797	552	28	butt	butt	NOUN
fumecheng-12797	552	29	welding	welding	NOUN
fumecheng-12797	552	30	joints	joint	NOUN
fumecheng-12797	552	31	using	use	VERB
fumecheng-12797	552	32	artificial	artificial	ADJ
fumecheng-12797	552	33	neural	neural	ADJ
fumecheng-12797	552	34	networks	network	NOUN
fumecheng-12797	552	35	,	,	PUNCT
fumecheng-12797	552	36	international	international	ADJ
fumecheng-12797	552	37	journal	journal	NOUN
fumecheng-12797	552	38	of	of	ADP
fumecheng-12797	552	39	research	research	NOUN
fumecheng-12797	552	40	in	in	ADP
fumecheng-12797	552	41	industrial	industrial	ADJ
fumecheng-12797	552	42	engineering	engineering	NOUN
fumecheng-12797	552	43	,	,	PUNCT
fumecheng-12797	552	44	12(1	12(1	NUM
fumecheng-12797	552	45	)	)	PUNCT
fumecheng-12797	552	46	,	,	PUNCT
fumecheng-12797	552	47	pp	pp	ADP
fumecheng-12797	552	48	.	.	PUNCT
fumecheng-12797	553	1	43	43	NUM
fumecheng-12797	553	2	-	-	SYM
fumecheng-12797	553	3	52	52	NUM
fumecheng-12797	553	4	.	.	PUNCT
fumecheng-12797	554	1	36	36	NUM
fumecheng-12797	554	2	.	.	X
fumecheng-12797	555	1	yu	yu	PROPN
fumecheng-12797	555	2	,	,	PUNCT
fumecheng-12797	555	3	j.	j.	PROPN
fumecheng-12797	555	4	,	,	PUNCT
fumecheng-12797	555	5	wang	wang	PROPN
fumecheng-12797	555	6	,	,	PUNCT
fumecheng-12797	555	7	r.	r.	PROPN
fumecheng-12797	555	8	,	,	PUNCT
fumecheng-12797	555	9	wu	wu	PROPN
fumecheng-12797	555	10	,	,	PUNCT
fumecheng-12797	555	11	w.	w.	PROPN
fumecheng-12797	555	12	,	,	PUNCT
fumecheng-12797	555	13	hu	hu	PROPN
fumecheng-12797	555	14	,	,	PUNCT
fumecheng-12797	555	15	z.	z.	PROPN
fumecheng-12797	555	16	,	,	PUNCT
fumecheng-12797	555	17	zhang	zhang	PROPN
fumecheng-12797	555	18	,	,	PUNCT
fumecheng-12797	555	19	c.	c.	PROPN
fumecheng-12797	555	20	,	,	PUNCT
fumecheng-12797	555	21	wang	wang	PROPN
fumecheng-12797	555	22	,	,	PUNCT
fumecheng-12797	555	23	g.	g.	PROPN
fumecheng-12797	555	24	,	,	PUNCT
fumecheng-12797	555	25	yan	yan	PROPN
fumecheng-12797	555	26	,	,	PUNCT
fumecheng-12797	555	27	y.	y.	NOUN
fumecheng-12797	555	28	,	,	PUNCT
fumecheng-12797	555	29	2024	2024	NUM
fumecheng-12797	555	30	,	,	PUNCT
fumecheng-12797	555	31	reliability	reliability	NOUN
fumecheng-12797	555	32	prediction	prediction	NOUN
fumecheng-12797	555	33	and	and	CCONJ
fumecheng-12797	555	34	design	design	NOUN
fumecheng-12797	555	35	optimization	optimization	NOUN
fumecheng-12797	555	36	of	of	ADP
fumecheng-12797	555	37	bga	bga	PROPN
fumecheng-12797	555	38	solder	solder	PROPN
fumecheng-12797	555	39	joint	joint	NOUN
fumecheng-12797	555	40	based	base	VERB
fumecheng-12797	555	41	on	on	ADP
fumecheng-12797	555	42	multi	multi	ADJ
fumecheng-12797	555	43	-	-	ADJ
fumecheng-12797	555	44	fidelity	fidelity	ADJ
fumecheng-12797	555	45	surrogate	surrogate	ADJ
fumecheng-12797	555	46	model	model	NOUN
fumecheng-12797	555	47	,	,	PUNCT
fumecheng-12797	555	48	transactions	transaction	NOUN
fumecheng-12797	555	49	of	of	ADP
fumecheng-12797	555	50	the	the	DET
fumecheng-12797	555	51	china	china	PROPN
fumecheng-12797	555	52	welding	welding	NOUN
fumecheng-12797	555	53	institution	institution	NOUN
fumecheng-12797	555	54	,	,	PUNCT
fumecheng-12797	555	55	45(1	45(1	NOUN
fumecheng-12797	555	56	)	)	PUNCT
fumecheng-12797	555	57	,	,	PUNCT
fumecheng-12797	555	58	pp	pp	CCONJ
fumecheng-12797	555	59	,	,	PUNCT
fumecheng-12797	555	60	10	10	NUM
fumecheng-12797	555	61	-	-	SYM
fumecheng-12797	555	62	16	16	NUM
fumecheng-12797	555	63	.	.	PUNCT
fumecheng-12797	556	1	37	37	NUM
fumecheng-12797	556	2	.	.	PUNCT
fumecheng-12797	557	1	adewuyi	adewuyi	PROPN
fumecheng-12797	557	2	,	,	PUNCT
fumecheng-12797	557	3	r.	r.	PROPN
fumecheng-12797	557	4	,	,	PUNCT
fumecheng-12797	557	5	aweda	aweda	NOUN
fumecheng-12797	557	6	,	,	PUNCT
fumecheng-12797	557	7	j.	j.	PROPN
fumecheng-12797	557	8	,	,	PUNCT
fumecheng-12797	557	9	ogunwoye	ogunwoye	PROPN
fumecheng-12797	557	10	,	,	PUNCT
fumecheng-12797	557	11	f.	f.	PROPN
fumecheng-12797	557	12	,	,	PUNCT
fumecheng-12797	557	13	omoniyi	omoniyi	VERB
fumecheng-12797	557	14	,	,	PUNCT
fumecheng-12797	557	15	p.	p.	PROPN
fumecheng-12797	557	16	,	,	PUNCT
fumecheng-12797	557	17	jen	jen	PROPN
fumecheng-12797	557	18	,	,	PUNCT
fumecheng-12797	557	19	t.	t.	PROPN
fumecheng-12797	557	20	c.	c.	PROPN
fumecheng-12797	557	21	,	,	PUNCT
fumecheng-12797	557	22	2024	2024	NUM
fumecheng-12797	557	23	,	,	PUNCT
fumecheng-12797	557	24	prediction	prediction	NOUN
fumecheng-12797	557	25	of	of	ADP
fumecheng-12797	557	26	impact	impact	NOUN
fumecheng-12797	557	27	strength	strength	NOUN
fumecheng-12797	557	28	of	of	ADP
fumecheng-12797	557	29	tig	tig	NOUN
fumecheng-12797	557	30	welded	weld	VERB
fumecheng-12797	557	31	cr	cr	PROPN
fumecheng-12797	557	32	-	-	PUNCT
fumecheng-12797	557	33	mo	mo	NOUN
fumecheng-12797	557	34	steel	steel	NOUN
fumecheng-12797	557	35	using	use	VERB
fumecheng-12797	557	36	artificial	artificial	ADJ
fumecheng-12797	557	37	neural	neural	ADJ
fumecheng-12797	557	38	networks	network	NOUN
fumecheng-12797	557	39	,	,	PUNCT
fumecheng-12797	557	40	metallurgical	metallurgical	ADJ
fumecheng-12797	557	41	and	and	CCONJ
fumecheng-12797	557	42	materials	material	NOUN
fumecheng-12797	557	43	engineering	engineering	NOUN
fumecheng-12797	557	44	,	,	PUNCT
fumecheng-12797	557	45	30(1	30(1	NUM
fumecheng-12797	557	46	)	)	PUNCT
fumecheng-12797	557	47	,	,	PUNCT
fumecheng-12797	557	48	pp	pp	ADP
fumecheng-12797	557	49	.	.	PUNCT
fumecheng-12797	558	1	61	61	NUM
fumecheng-12797	558	2	-	-	SYM
fumecheng-12797	558	3	69	69	NUM
fumecheng-12797	558	4	.	.	PUNCT
fumecheng-12797	559	1	38	38	NUM
fumecheng-12797	559	2	.	.	PUNCT
fumecheng-12797	559	3	park	park	PROPN
fumecheng-12797	559	4	,	,	PUNCT
fumecheng-12797	559	5	s.	s.	PROPN
fumecheng-12797	559	6	,	,	PUNCT
fumecheng-12797	559	7	kim	kim	PROPN
fumecheng-12797	559	8	,	,	PUNCT
fumecheng-12797	559	9	c.	c.	PROPN
fumecheng-12797	559	10	,	,	PUNCT
fumecheng-12797	559	11	kang	kang	PROPN
fumecheng-12797	559	12	,	,	PUNCT
fumecheng-12797	559	13	n.	n.	NOUN
fumecheng-12797	559	14	,	,	PUNCT
fumecheng-12797	559	15	2024	2024	NUM
fumecheng-12797	559	16	,	,	PUNCT
fumecheng-12797	559	17	artificial	artificial	ADJ
fumecheng-12797	559	18	neural	neural	ADJ
fumecheng-12797	559	19	network	network	NOUN
fumecheng-12797	559	20	-	-	PUNCT
fumecheng-12797	559	21	based	base	VERB
fumecheng-12797	559	22	modelling	modelling	NOUN
fumecheng-12797	559	23	for	for	ADP
fumecheng-12797	559	24	yield	yield	NOUN
fumecheng-12797	559	25	strength	strength	NOUN
fumecheng-12797	559	26	prediction	prediction	NOUN
fumecheng-12797	559	27	of	of	ADP
fumecheng-12797	559	28	austenitic	austenitic	ADJ
fumecheng-12797	559	29	stainless	stainless	ADJ
fumecheng-12797	559	30	-	-	PUNCT
fumecheng-12797	559	31	steel	steel	NOUN
fumecheng-12797	559	32	welds	weld	NOUN
fumecheng-12797	559	33	,	,	PUNCT
fumecheng-12797	559	34	applied	apply	VERB
fumecheng-12797	559	35	sciences	science	NOUN
fumecheng-12797	559	36	,	,	PUNCT
fumecheng-12797	559	37	14(10	14(10	NUM
fumecheng-12797	559	38	)	)	PUNCT
fumecheng-12797	559	39	,	,	PUNCT
fumecheng-12797	559	40	4224	4224	NUM
fumecheng-12797	559	41	.	.	PUNCT
fumecheng-12797	560	1	39	39	NUM
fumecheng-12797	560	2	.	.	PUNCT
fumecheng-12797	561	1	salimiasl	salimiasl	PROPN
fumecheng-12797	561	2	,	,	PUNCT
fumecheng-12797	561	3	a.	a.	PROPN
fumecheng-12797	561	4	,	,	PUNCT
fumecheng-12797	561	5	özdemir	özdemir	NOUN
fumecheng-12797	561	6	,	,	PUNCT
fumecheng-12797	561	7	a.	a.	NOUN
fumecheng-12797	561	8	,	,	PUNCT
fumecheng-12797	561	9	2016	2016	NUM
fumecheng-12797	561	10	,	,	PUNCT
fumecheng-12797	561	11	analyzing	analyze	VERB
fumecheng-12797	561	12	the	the	DET
fumecheng-12797	561	13	performance	performance	NOUN
fumecheng-12797	561	14	of	of	ADP
fumecheng-12797	561	15	artificial	artificial	ADJ
fumecheng-12797	561	16	neural	neural	ADJ
fumecheng-12797	561	17	network	network	NOUN
fumecheng-12797	561	18	(	(	PUNCT
fumecheng-12797	561	19	ann)-	ann)-	PROPN
fumecheng-12797	561	20	,	,	PUNCT
fumecheng-12797	561	21	fuzzy	fuzzy	ADJ
fumecheng-12797	561	22	logic	logic	NOUN
fumecheng-12797	561	23	(	(	PUNCT
fumecheng-12797	561	24	fl)-	fl)-	ADJ
fumecheng-12797	561	25	,	,	PUNCT
fumecheng-12797	561	26	and	and	CCONJ
fumecheng-12797	561	27	least	least	ADJ
fumecheng-12797	561	28	square	square	ADJ
fumecheng-12797	561	29	(	(	PUNCT
fumecheng-12797	561	30	ls)-based	ls)-base	VERB
fumecheng-12797	561	31	models	model	NOUN
fumecheng-12797	561	32	for	for	ADP
fumecheng-12797	561	33	online	online	ADJ
fumecheng-12797	561	34	tool	tool	NOUN
fumecheng-12797	561	35	condition	condition	NOUN
fumecheng-12797	561	36	monitoring	monitoring	NOUN
fumecheng-12797	561	37	,	,	PUNCT
fumecheng-12797	561	38	the	the	DET
fumecheng-12797	561	39	international	international	ADJ
fumecheng-12797	561	40	journal	journal	NOUN
fumecheng-12797	561	41	of	of	ADP
fumecheng-12797	561	42	advanced	advanced	ADJ
fumecheng-12797	561	43	manufacturing	manufacturing	NOUN
fumecheng-12797	561	44	technology	technology	NOUN
fumecheng-12797	561	45	,	,	PUNCT
fumecheng-12797	561	46	87	87	NUM
fumecheng-12797	561	47	,	,	PUNCT
fumecheng-12797	561	48	pp	pp	ADJ
fumecheng-12797	561	49	.	.	PUNCT
fumecheng-12797	562	1	1145	1145	NUM
fumecheng-12797	562	2	-	-	SYM
fumecheng-12797	562	3	1159	1159	NUM
fumecheng-12797	562	4	.	.	PUNCT
fumecheng-12797	563	1	40	40	NUM
fumecheng-12797	563	2	.	.	PUNCT
fumecheng-12797	564	1	şahin	şahin	PROPN
fumecheng-12797	564	2	,	,	PUNCT
fumecheng-12797	564	3	m.	m.	NOUN
fumecheng-12797	564	4	,	,	PUNCT
fumecheng-12797	564	5	erol	erol	NOUN
fumecheng-12797	564	6	,	,	PUNCT
fumecheng-12797	564	7	r.	r.	PROPN
fumecheng-12797	564	8	,	,	PUNCT
fumecheng-12797	564	9	2018	2018	NUM
fumecheng-12797	564	10	,	,	PUNCT
fumecheng-12797	564	11	prediction	prediction	NOUN
fumecheng-12797	564	12	of	of	ADP
fumecheng-12797	564	13	attendance	attendance	NOUN
fumecheng-12797	564	14	demand	demand	NOUN
fumecheng-12797	564	15	in	in	ADP
fumecheng-12797	564	16	european	european	PROPN
fumecheng-12797	564	17	football	football	NOUN
fumecheng-12797	564	18	games	game	NOUN
fumecheng-12797	564	19	:	:	PUNCT
fumecheng-12797	564	20	comparison	comparison	NOUN
fumecheng-12797	564	21	of	of	ADP
fumecheng-12797	564	22	anfis	anfis	PROPN
fumecheng-12797	564	23	,	,	PUNCT
fumecheng-12797	564	24	fuzzy	fuzzy	ADJ
fumecheng-12797	564	25	logic	logic	NOUN
fumecheng-12797	564	26	,	,	PUNCT
fumecheng-12797	564	27	and	and	CCONJ
fumecheng-12797	564	28	ann	ann	PROPN
fumecheng-12797	564	29	,	,	PUNCT
fumecheng-12797	564	30	computational	computational	ADJ
fumecheng-12797	564	31	intelligence	intelligence	NOUN
fumecheng-12797	564	32	and	and	CCONJ
fumecheng-12797	564	33	neuroscience	neuroscience	NOUN
fumecheng-12797	564	34	,	,	PUNCT
fumecheng-12797	564	35	2018(1	2018(1	NUM
fumecheng-12797	564	36	)	)	PUNCT
fumecheng-12797	564	37	,	,	PUNCT
fumecheng-12797	564	38	5714872	5714872	NUM
fumecheng-12797	564	39	.	.	PUNCT
fumecheng-12797	565	1	41	41	NUM
fumecheng-12797	565	2	.	.	PUNCT
fumecheng-12797	566	1	onyelowe	onyelowe	PROPN
fumecheng-12797	566	2	,	,	PUNCT
fumecheng-12797	566	3	k.c	k.c	PROPN
fumecheng-12797	566	4	.	.	PROPN
fumecheng-12797	566	5	,	,	PUNCT
fumecheng-12797	566	6	alaneme	alaneme	PROPN
fumecheng-12797	566	7	,	,	PUNCT
fumecheng-12797	566	8	g.u	g.u	PROPN
fumecheng-12797	566	9	.	.	PROPN
fumecheng-12797	566	10	,	,	PUNCT
fumecheng-12797	566	11	onyia	onyia	PROPN
fumecheng-12797	566	12	,	,	PUNCT
fumecheng-12797	566	13	m.e	m.e	PROPN
fumecheng-12797	566	14	.	.	PROPN
fumecheng-12797	566	15	,	,	PUNCT
fumecheng-12797	566	16	bui	bui	PROPN
fumecheng-12797	566	17	van	van	PROPN
fumecheng-12797	566	18	,	,	PUNCT
fumecheng-12797	566	19	d.	d.	PROPN
fumecheng-12797	566	20	,	,	PUNCT
fumecheng-12797	566	21	diomonyeka	diomonyeka	PROPN
fumecheng-12797	566	22	,	,	PUNCT
fumecheng-12797	566	23	m.u	m.u	PROPN
fumecheng-12797	566	24	.	.	PROPN
fumecheng-12797	566	25	,	,	PUNCT
fumecheng-12797	566	26	nnadi	nnadi	PROPN
fumecheng-12797	566	27	,	,	PUNCT
fumecheng-12797	566	28	e.	e.	PROPN
fumecheng-12797	566	29	,	,	PUNCT
fumecheng-12797	566	30	onukwugha	onukwugha	PROPN
fumecheng-12797	566	31	,	,	PUNCT
fumecheng-12797	566	32	e.	e.	PROPN
fumecheng-12797	566	33	,	,	PUNCT
fumecheng-12797	566	34	2021	2021	NUM
fumecheng-12797	566	35	,	,	PUNCT
fumecheng-12797	566	36	comparative	comparative	ADJ
fumecheng-12797	566	37	modeling	modeling	NOUN
fumecheng-12797	566	38	of	of	ADP
fumecheng-12797	566	39	strength	strength	NOUN
fumecheng-12797	566	40	properties	property	NOUN
fumecheng-12797	566	41	of	of	ADP
fumecheng-12797	566	42	hydrated	hydrated	ADJ
fumecheng-12797	566	43	-	-	PUNCT
fumecheng-12797	566	44	lime	lime	NOUN
fumecheng-12797	566	45	activated	activate	VERB
fumecheng-12797	566	46	rice	rice	NOUN
fumecheng-12797	566	47	-	-	PUNCT
fumecheng-12797	566	48	husk	husk	NOUN
fumecheng-12797	566	49	-	-	PUNCT
fumecheng-12797	566	50	ash	ash	NOUN
fumecheng-12797	566	51	(	(	PUNCT
fumecheng-12797	566	52	harha	harha	ADV
fumecheng-12797	566	53	)	)	PUNCT
fumecheng-12797	566	54	modified	modify	VERB
fumecheng-12797	566	55	soft	soft	ADJ
fumecheng-12797	566	56	soil	soil	NOUN
fumecheng-12797	566	57	for	for	ADP
fumecheng-12797	566	58	pavement	pavement	NOUN
fumecheng-12797	566	59	construction	construction	NOUN
fumecheng-12797	566	60	purposes	purpose	NOUN
fumecheng-12797	566	61	by	by	ADP
fumecheng-12797	566	62	artificial	artificial	ADJ
fumecheng-12797	566	63	neural	neural	ADJ
fumecheng-12797	566	64	network	network	NOUN
fumecheng-12797	566	65	(	(	PUNCT
fumecheng-12797	566	66	ann	ann	PROPN
fumecheng-12797	566	67	)	)	PUNCT
fumecheng-12797	566	68	and	and	CCONJ
fumecheng-12797	566	69	fuzzy	fuzzy	ADJ
fumecheng-12797	566	70	logic	logic	NOUN
fumecheng-12797	566	71	(	(	PUNCT
fumecheng-12797	566	72	fl	fl	NOUN
fumecheng-12797	566	73	)	)	PUNCT
fumecheng-12797	566	74	,	,	PUNCT
fumecheng-12797	566	75	jurnal	jurnal	ADJ
fumecheng-12797	566	76	kejuruteraan	kejuruteraan	PROPN
fumecheng-12797	566	77	,	,	PUNCT
fumecheng-12797	566	78	33(2	33(2	NUM
fumecheng-12797	566	79	)	)	PUNCT
fumecheng-12797	566	80	,	,	PUNCT
fumecheng-12797	567	1	pp	pp	ADJ
fumecheng-12797	567	2	.	.	PUNCT
fumecheng-12797	568	1	365	365	NUM
fumecheng-12797	568	2	-	-	SYM
fumecheng-12797	568	3	384	384	NUM
fumecheng-12797	568	4	.	.	PUNCT
fumecheng-12797	569	1	42	42	NUM
fumecheng-12797	569	2	.	.	PUNCT
fumecheng-12797	569	3	biswajeet	biswajeet	NOUN
fumecheng-12797	569	4	,	,	PUNCT
fumecheng-12797	569	5	p.	p.	PROPN
fumecheng-12797	569	6	,	,	PUNCT
fumecheng-12797	569	7	saied	saie	VERB
fumecheng-12797	569	8	,	,	PUNCT
fumecheng-12797	569	9	p.	p.	PROPN
fumecheng-12797	569	10	,	,	PUNCT
fumecheng-12797	569	11	2010	2010	NUM
fumecheng-12797	569	12	,	,	PUNCT
fumecheng-12797	569	13	comparison	comparison	NOUN
fumecheng-12797	569	14	between	between	ADP
fumecheng-12797	569	15	prediction	prediction	NOUN
fumecheng-12797	569	16	capabilities	capability	NOUN
fumecheng-12797	569	17	of	of	ADP
fumecheng-12797	569	18	neural	neural	ADJ
fumecheng-12797	569	19	network	network	NOUN
fumecheng-12797	569	20	and	and	CCONJ
fumecheng-12797	569	21	fuzzy	fuzzy	ADJ
fumecheng-12797	569	22	logic	logic	NOUN
fumecheng-12797	569	23	techniques	technique	NOUN
fumecheng-12797	569	24	for	for	ADP
fumecheng-12797	569	25	l	l	NOUN
fumecheng-12797	569	26	and	and	CCONJ
fumecheng-12797	569	27	slide	slide	VERB
fumecheng-12797	569	28	susceptibility	susceptibility	NOUN
fumecheng-12797	569	29	mapping	mapping	NOUN
fumecheng-12797	569	30	,	,	PUNCT
fumecheng-12797	569	31	disaster	disaster	NOUN
fumecheng-12797	569	32	advances	advance	NOUN
fumecheng-12797	569	33	,	,	PUNCT
fumecheng-12797	569	34	3(3	3(3	NUM
fumecheng-12797	569	35	)	)	PUNCT
fumecheng-12797	569	36	,	,	PUNCT
fumecheng-12797	570	1	pp	pp	PROPN
fumecheng-12797	570	2	.	.	PUNCT
fumecheng-12797	571	1	26	26	NUM
fumecheng-12797	571	2	-	-	SYM
fumecheng-12797	571	3	34	34	NUM
fumecheng-12797	571	4	.	.	PUNCT
fumecheng-12797	572	1	43	43	NUM
fumecheng-12797	572	2	.	.	PUNCT
fumecheng-12797	573	1	eren	eren	PROPN
fumecheng-12797	573	2	,	,	PUNCT
fumecheng-12797	573	3	b.	b.	PROPN
fumecheng-12797	573	4	,	,	PUNCT
fumecheng-12797	573	5	guvenc	guvenc	PROPN
fumecheng-12797	573	6	,	,	PUNCT
fumecheng-12797	573	7	m.a	m.a	PROPN
fumecheng-12797	573	8	.	.	PROPN
fumecheng-12797	573	9	,	,	PUNCT
fumecheng-12797	573	10	mistikoglu	mistikoglu	PROPN
fumecheng-12797	573	11	,	,	PUNCT
fumecheng-12797	573	12	s.	s.	PROPN
fumecheng-12797	573	13	,	,	PUNCT
fumecheng-12797	573	14	2021	2021	NUM
fumecheng-12797	573	15	,	,	PUNCT
fumecheng-12797	573	16	artificial	artificial	ADJ
fumecheng-12797	573	17	intelligence	intelligence	NOUN
fumecheng-12797	573	18	applications	application	NOUN
fumecheng-12797	573	19	for	for	ADP
fumecheng-12797	573	20	friction	friction	NOUN
fumecheng-12797	573	21	stir	stir	NOUN
fumecheng-12797	573	22	welding	weld	VERB
fumecheng-12797	573	23	:	:	PUNCT
fumecheng-12797	573	24	a	a	DET
fumecheng-12797	573	25	review	review	NOUN
fumecheng-12797	573	26	,	,	PUNCT
fumecheng-12797	573	27	metals	metal	NOUN
fumecheng-12797	573	28	and	and	CCONJ
fumecheng-12797	573	29	materials	material	NOUN
fumecheng-12797	573	30	international	international	ADJ
fumecheng-12797	573	31	,	,	PUNCT
fumecheng-12797	573	32	27	27	NUM
fumecheng-12797	573	33	,	,	PUNCT
fumecheng-12797	573	34	pp	pp	ADJ
fumecheng-12797	573	35	.	.	PUNCT
fumecheng-12797	574	1	193	193	NUM
fumecheng-12797	574	2	-	-	SYM
fumecheng-12797	574	3	219	219	NUM
fumecheng-12797	574	4	.	.	PUNCT
fumecheng-12797	575	1	44	44	NUM
fumecheng-12797	575	2	.	.	PUNCT
fumecheng-12797	576	1	özden	özden	PROPN
fumecheng-12797	576	2	,	,	PUNCT
fumecheng-12797	576	3	o.b	o.b	PROPN
fumecheng-12797	576	4	.	.	PROPN
fumecheng-12797	576	5	,	,	PUNCT
fumecheng-12797	576	6	gökçe	gökçe	PROPN
fumecheng-12797	576	7	,	,	PUNCT
fumecheng-12797	576	8	b.	b.	PROPN
fumecheng-12797	576	9	,	,	PUNCT
fumecheng-12797	576	10	2024	2024	NUM
fumecheng-12797	576	11	,	,	PUNCT
fumecheng-12797	576	12	estimation	estimation	NOUN
fumecheng-12797	576	13	of	of	ADP
fumecheng-12797	576	14	stress	stress	ADJ
fumecheng-12797	576	15	concentration	concentration	NOUN
fumecheng-12797	576	16	factor	factor	NOUN
fumecheng-12797	576	17	using	use	VERB
fumecheng-12797	576	18	artificial	artificial	ADJ
fumecheng-12797	576	19	neural	neural	ADJ
fumecheng-12797	576	20	networks	network	NOUN
fumecheng-12797	576	21	in	in	ADP
fumecheng-12797	576	22	t	t	NOUN
fumecheng-12797	576	23	-	-	PUNCT
fumecheng-12797	576	24	weld	weld	NOUN
fumecheng-12797	576	25	joints	joint	NOUN
fumecheng-12797	576	26	forced	force	VERB
fumecheng-12797	576	27	by	by	ADP
fumecheng-12797	576	28	bending	bend	VERB
fumecheng-12797	576	29	,	,	PUNCT
fumecheng-12797	576	30	tehnički	tehnički	PROPN
fumecheng-12797	576	31	vjesnik	vjesnik	PROPN
fumecheng-12797	576	32	,	,	PUNCT
fumecheng-12797	576	33	31(5	31(5	NUM
fumecheng-12797	576	34	)	)	PUNCT
fumecheng-12797	576	35	,	,	PUNCT
fumecheng-12797	577	1	pp	pp	PROPN
fumecheng-12797	577	2	.	.	PUNCT
fumecheng-12797	578	1	1478	1478	NUM
fumecheng-12797	578	2	-	-	SYM
fumecheng-12797	578	3	1484	1484	NUM
fumecheng-12797	578	4	.	.	PUNCT
fumecheng-12797	579	1	45	45	NUM
fumecheng-12797	579	2	.	.	X
fumecheng-12797	579	3	sahoo	sahoo	PROPN
fumecheng-12797	579	4	,	,	PUNCT
fumecheng-12797	579	5	s.k	s.k	PROPN
fumecheng-12797	579	6	.	.	PROPN
fumecheng-12797	579	7	,	,	PUNCT
fumecheng-12797	579	8	choudhury	choudhury	PROPN
fumecheng-12797	579	9	,	,	PUNCT
fumecheng-12797	579	10	b.b	b.b	PROPN
fumecheng-12797	579	11	.	.	PROPN
fumecheng-12797	579	12	,	,	PUNCT
fumecheng-12797	579	13	dhal	dhal	NOUN
fumecheng-12797	579	14	,	,	PUNCT
fumecheng-12797	579	15	p.r	p.r	PROPN
fumecheng-12797	579	16	.	.	PROPN
fumecheng-12797	579	17	,	,	PUNCT
fumecheng-12797	579	18	2024	2024	NUM
fumecheng-12797	579	19	,	,	PUNCT
fumecheng-12797	579	20	exploring	explore	VERB
fumecheng-12797	579	21	the	the	DET
fumecheng-12797	579	22	role	role	NOUN
fumecheng-12797	579	23	of	of	ADP
fumecheng-12797	579	24	robotics	robotic	NOUN
fumecheng-12797	579	25	in	in	ADP
fumecheng-12797	579	26	maritime	maritime	ADJ
fumecheng-12797	579	27	technology	technology	NOUN
fumecheng-12797	579	28	:	:	PUNCT
fumecheng-12797	579	29	innovations	innovation	NOUN
fumecheng-12797	579	30	,	,	PUNCT
fumecheng-12797	579	31	challenges	challenge	NOUN
fumecheng-12797	579	32	,	,	PUNCT
fumecheng-12797	579	33	and	and	CCONJ
fumecheng-12797	579	34	future	future	ADJ
fumecheng-12797	579	35	prospects	prospect	NOUN
fumecheng-12797	579	36	,	,	PUNCT
fumecheng-12797	579	37	spectrum	spectrum	NOUN
fumecheng-12797	579	38	of	of	ADP
fumecheng-12797	579	39	mechanical	mechanical	ADJ
fumecheng-12797	579	40	engineering	engineering	NOUN
fumecheng-12797	579	41	and	and	CCONJ
fumecheng-12797	579	42	operational	operational	ADJ
fumecheng-12797	579	43	research	research	NOUN
fumecheng-12797	579	44	,	,	PUNCT
fumecheng-12797	579	45	1(1	1(1	NUM
fumecheng-12797	579	46	)	)	PUNCT
fumecheng-12797	579	47	,	,	PUNCT
fumecheng-12797	579	48	pp	pp	ADJ
fumecheng-12797	579	49	.	.	PUNCT
fumecheng-12797	580	1	159	159	NUM
fumecheng-12797	580	2	-	-	SYM
fumecheng-12797	580	3	176	176	NUM
fumecheng-12797	580	4	.	.	PUNCT