id	sid	tid	token	lemma	pos
cet-13111	1	1	cet	cet	PROPN
cet-13111	1	2	vol	vol	NOUN
cet-13111	1	3	99	99	NUM
cet-13111	1	4	doi	doi	NOUN
cet-13111	1	5	:	:	PUNCT
cet-13111	1	6	10.3303	10.3303	NUM
cet-13111	1	7	/	/	SYM
cet-13111	1	8	cet2399033	cet2399033	ADJ
cet-13111	1	9	paper	paper	NOUN
cet-13111	1	10	received	receive	VERB
cet-13111	1	11	:	:	PUNCT
cet-13111	1	12	7	7	NUM
cet-13111	1	13	december	december	PROPN
cet-13111	1	14	2022	2022	NUM
cet-13111	1	15	;	;	PUNCT
cet-13111	1	16	revised	revise	VERB
cet-13111	1	17	:	:	PUNCT
cet-13111	1	18	19	19	NUM
cet-13111	1	19	march	march	NOUN
cet-13111	1	20	2023	2023	NUM
cet-13111	1	21	;	;	PUNCT
cet-13111	1	22	accepted	accept	VERB
cet-13111	1	23	:	:	PUNCT
cet-13111	1	24	2	2	NUM
cet-13111	1	25	may	may	AUX
cet-13111	1	26	2023	2023	NUM
cet-13111	1	27	please	please	INTJ
cet-13111	1	28	cite	cite	VERB
cet-13111	1	29	this	this	DET
cet-13111	1	30	article	article	NOUN
cet-13111	1	31	as	as	ADP
cet-13111	1	32	:	:	PUNCT
cet-13111	1	33	campari	campari	ADJ
cet-13111	1	34	a.	a.	NOUN
cet-13111	1	35	,	,	PUNCT
cet-13111	1	36	darabi	darabi	NOUN
cet-13111	1	37	m.	m.	NOUN
cet-13111	1	38	,	,	PUNCT
cet-13111	1	39	alvaro	alvaro	PROPN
cet-13111	1	40	a.	a.	PROPN
cet-13111	1	41	,	,	PUNCT
cet-13111	1	42	ustolin	ustolin	PROPN
cet-13111	1	43	f.	f.	PROPN
cet-13111	1	44	,	,	PUNCT
cet-13111	1	45	paltrinieri	paltrinieri	PROPN
cet-13111	1	46	n.	n.	PROPN
cet-13111	1	47	,	,	PUNCT
cet-13111	1	48	2023	2023	NUM
cet-13111	1	49	,	,	PUNCT
cet-13111	1	50	a	a	DET
cet-13111	1	51	machine	machine	NOUN
cet-13111	1	52	learning	learn	VERB
cet-13111	1	53	approach	approach	NOUN
cet-13111	1	54	to	to	PART
cet-13111	1	55	predict	predict	VERB
cet-13111	1	56	the	the	DET
cet-13111	1	57	materials	material	NOUN
cet-13111	1	58	'	'	PART
cet-13111	1	59	susceptibility	susceptibility	NOUN
cet-13111	1	60	to	to	ADP
cet-13111	1	61	hydrogen	hydrogen	NOUN
cet-13111	1	62	embrittlement	embrittlement	NOUN
cet-13111	1	63	,	,	PUNCT
cet-13111	1	64	chemical	chemical	ADJ
cet-13111	1	65	engineering	engineering	NOUN
cet-13111	1	66	transactions	transaction	NOUN
cet-13111	1	67	,	,	PUNCT
cet-13111	1	68	99	99	NUM
cet-13111	1	69	,	,	PUNCT
cet-13111	1	70	193	193	NUM
cet-13111	1	71	-	-	SYM
cet-13111	1	72	198	198	NUM
cet-13111	1	73	doi:10.3303	doi:10.3303	NOUN
cet-13111	1	74	/	/	SYM
cet-13111	1	75	cet2399033	cet2399033	VERB
cet-13111	1	76	chemical	chemical	PROPN
cet-13111	1	77	engineering	engineering	NOUN
cet-13111	1	78	transactions	transaction	NOUN
cet-13111	1	79	vol	vol	NOUN
cet-13111	1	80	.	.	PROPN
cet-13111	1	81	99	99	NUM
cet-13111	1	82	,	,	PUNCT
cet-13111	1	83	2023	2023	NUM
cet-13111	1	84	a	a	DET
cet-13111	1	85	publication	publication	NOUN
cet-13111	1	86	of	of	ADP
cet-13111	1	87	the	the	DET
cet-13111	1	88	italian	italian	ADJ
cet-13111	1	89	association	association	NOUN
cet-13111	1	90	of	of	ADP
cet-13111	1	91	chemical	chemical	PROPN
cet-13111	1	92	engineering	engineering	NOUN
cet-13111	1	93	online	online	ADV
cet-13111	1	94	at	at	ADP
cet-13111	1	95	www.cetjournal.it	www.cetjournal.it	PROPN
cet-13111	1	96	guest	guest	NOUN
cet-13111	1	97	editors	editor	NOUN
cet-13111	1	98	:	:	PUNCT
cet-13111	1	99	sauro	sauro	PROPN
cet-13111	1	100	pierucci	pierucci	PROPN
cet-13111	1	101	,	,	PUNCT
cet-13111	1	102	flavio	flavio	PROPN
cet-13111	1	103	manenti	manenti	VERB
cet-13111	1	104	copyright	copyright	NOUN
cet-13111	1	105	©	©	PROPN
cet-13111	1	106	2023	2023	NUM
cet-13111	1	107	,	,	PUNCT
cet-13111	1	108	aidic	aidic	ADJ
cet-13111	1	109	servizi	servizi	PROPN
cet-13111	1	110	s.r.l	s.r.l	PROPN
cet-13111	1	111	.	.	PUNCT
cet-13111	2	1	isbn	isbn	ADJ
cet-13111	2	2	978	978	NUM
cet-13111	2	3	-	-	SYM
cet-13111	2	4	88	88	NUM
cet-13111	2	5	-	-	PUNCT
cet-13111	2	6	95608	95608	NUM
cet-13111	2	7	-	-	PUNCT
cet-13111	2	8	98	98	NUM
cet-13111	2	9	-	-	SYM
cet-13111	2	10	3	3	NUM
cet-13111	2	11	;	;	PUNCT
cet-13111	2	12	issn	issn	PROPN
cet-13111	2	13	2283	2283	NUM
cet-13111	2	14	-	-	SYM
cet-13111	2	15	9216	9216	NUM
cet-13111	2	16	a	a	DET
cet-13111	2	17	machine	machine	NOUN
cet-13111	2	18	learning	learn	VERB
cet-13111	2	19	approach	approach	NOUN
cet-13111	2	20	to	to	PART
cet-13111	2	21	predict	predict	VERB
cet-13111	2	22	the	the	DET
cet-13111	2	23	materials	material	NOUN
cet-13111	2	24	’	'	PUNCT
cet-13111	2	25	susceptibility	susceptibility	NOUN
cet-13111	2	26	to	to	ADP
cet-13111	2	27	hydrogen	hydrogen	NOUN
cet-13111	2	28	embrittlement	embrittlement	NOUN
cet-13111	2	29	alessandro	alessandro	PROPN
cet-13111	2	30	camparia	camparia	PROPN
cet-13111	2	31	,	,	PUNCT
cet-13111	2	32	*	*	PROPN
cet-13111	2	33	,	,	PUNCT
cet-13111	2	34	maryam	maryam	PROPN
cet-13111	2	35	darabia	darabia	PROPN
cet-13111	2	36	,	,	PUNCT
cet-13111	2	37	antonio	antonio	PROPN
cet-13111	2	38	alvarob	alvarob	PROPN
cet-13111	2	39	,	,	PUNCT
cet-13111	2	40	federico	federico	PROPN
cet-13111	2	41	ustolina	ustolina	PROPN
cet-13111	2	42	,	,	PUNCT
cet-13111	2	43	nicola	nicola	PROPN
cet-13111	2	44	paltrinieria	paltrinieria	VERB
cet-13111	2	45	a	a	DET
cet-13111	2	46	department	department	NOUN
cet-13111	2	47	of	of	ADP
cet-13111	2	48	mechanical	mechanical	ADJ
cet-13111	2	49	and	and	CCONJ
cet-13111	2	50	industrial	industrial	ADJ
cet-13111	2	51	engineering	engineering	NOUN
cet-13111	2	52	,	,	PUNCT
cet-13111	2	53	ntnu	ntnu	PROPN
cet-13111	2	54	,	,	PUNCT
cet-13111	2	55	trondheim	trondheim	PROPN
cet-13111	2	56	,	,	PUNCT
cet-13111	2	57	norway	norway	PROPN
cet-13111	2	58	b	b	PROPN
cet-13111	2	59	sintef	sintef	PROPN
cet-13111	2	60	industry	industry	PROPN
cet-13111	2	61	,	,	PUNCT
cet-13111	2	62	sintef	sintef	PROPN
cet-13111	2	63	,	,	PUNCT
cet-13111	2	64	trondheim	trondheim	PROPN
cet-13111	2	65	,	,	PUNCT
cet-13111	2	66	norway	norway	PROPN
cet-13111	2	67	alessandro.campari@ntnu.no	alessandro.campari@ntnu.no	PROPN
cet-13111	2	68	hydrogen	hydrogen	NOUN
cet-13111	2	69	is	be	AUX
cet-13111	2	70	widely	widely	ADV
cet-13111	2	71	considered	consider	VERB
cet-13111	2	72	a	a	DET
cet-13111	2	73	promising	promising	ADJ
cet-13111	2	74	energy	energy	NOUN
cet-13111	2	75	carrier	carrier	NOUN
cet-13111	2	76	capable	capable	ADJ
cet-13111	2	77	of	of	ADP
cet-13111	2	78	mitigating	mitigate	VERB
cet-13111	2	79	human	human	ADJ
cet-13111	2	80	environmental	environmental	ADJ
cet-13111	2	81	impact	impact	NOUN
cet-13111	2	82	.	.	PUNCT
cet-13111	3	1	nevertheless	nevertheless	ADV
cet-13111	3	2	,	,	PUNCT
cet-13111	3	3	safety	safety	NOUN
cet-13111	3	4	aspects	aspect	NOUN
cet-13111	3	5	represent	represent	VERB
cet-13111	3	6	one	one	NUM
cet-13111	3	7	of	of	ADP
cet-13111	3	8	the	the	DET
cet-13111	3	9	major	major	ADJ
cet-13111	3	10	bottlenecks	bottleneck	NOUN
cet-13111	3	11	for	for	ADP
cet-13111	3	12	the	the	DET
cet-13111	3	13	widespread	widespread	ADJ
cet-13111	3	14	utilization	utilization	NOUN
cet-13111	3	15	of	of	ADP
cet-13111	3	16	hydrogen	hydrogen	NOUN
cet-13111	3	17	technologies	technology	NOUN
cet-13111	3	18	.	.	PUNCT
cet-13111	4	1	industrial	industrial	ADJ
cet-13111	4	2	equipment	equipment	NOUN
cet-13111	4	3	operating	operate	VERB
cet-13111	4	4	in	in	ADP
cet-13111	4	5	hydrogen	hydrogen	NOUN
cet-13111	4	6	environments	environment	NOUN
cet-13111	4	7	is	be	AUX
cet-13111	4	8	prone	prone	ADJ
cet-13111	4	9	to	to	ADP
cet-13111	4	10	hydrogen	hydrogen	NOUN
cet-13111	4	11	-	-	PUNCT
cet-13111	4	12	induced	induce	VERB
cet-13111	4	13	damages	damage	NOUN
cet-13111	4	14	,	,	PUNCT
cet-13111	4	15	which	which	PRON
cet-13111	4	16	may	may	AUX
cet-13111	4	17	manifest	manifest	VERB
cet-13111	4	18	through	through	ADP
cet-13111	4	19	a	a	DET
cet-13111	4	20	reduction	reduction	NOUN
cet-13111	4	21	of	of	ADP
cet-13111	4	22	mechanical	mechanical	ADJ
cet-13111	4	23	properties	property	NOUN
cet-13111	4	24	,	,	PUNCT
cet-13111	4	25	fracture	fracture	NOUN
cet-13111	4	26	toughness	toughness	NOUN
cet-13111	4	27	,	,	PUNCT
cet-13111	4	28	and	and	CCONJ
cet-13111	4	29	fatigue	fatigue	NOUN
cet-13111	4	30	performance	performance	NOUN
cet-13111	4	31	.	.	PUNCT
cet-13111	5	1	they	they	PRON
cet-13111	5	2	may	may	AUX
cet-13111	5	3	cause	cause	VERB
cet-13111	5	4	component	component	NOUN
cet-13111	5	5	failures	failure	NOUN
cet-13111	5	6	at	at	ADP
cet-13111	5	7	stress	stress	NOUN
cet-13111	5	8	levels	level	NOUN
cet-13111	5	9	significantly	significantly	ADV
cet-13111	5	10	below	below	ADP
cet-13111	5	11	the	the	DET
cet-13111	5	12	design	design	NOUN
cet-13111	5	13	level	level	NOUN
cet-13111	5	14	,	,	PUNCT
cet-13111	5	15	therefore	therefore	ADV
cet-13111	5	16	determining	determine	VERB
cet-13111	5	17	loss	loss	NOUN
cet-13111	5	18	of	of	ADP
cet-13111	5	19	containment	containment	NOUN
cet-13111	5	20	.	.	PUNCT
cet-13111	6	1	the	the	DET
cet-13111	6	2	occurrence	occurrence	NOUN
cet-13111	6	3	of	of	ADP
cet-13111	6	4	hydrogen	hydrogen	NOUN
cet-13111	6	5	embrittlement	embrittlement	NOUN
cet-13111	6	6	(	(	PUNCT
cet-13111	6	7	he	he	PRON
cet-13111	6	8	)	)	PUNCT
cet-13111	6	9	relies	rely	VERB
cet-13111	6	10	on	on	ADP
cet-13111	6	11	the	the	DET
cet-13111	6	12	synergy	synergy	NOUN
cet-13111	6	13	of	of	ADP
cet-13111	6	14	several	several	ADJ
cet-13111	6	15	factors	factor	NOUN
cet-13111	6	16	,	,	PUNCT
cet-13111	6	17	such	such	ADJ
cet-13111	6	18	as	as	ADP
cet-13111	6	19	hydrogen	hydrogen	NOUN
cet-13111	6	20	concentration	concentration	NOUN
cet-13111	6	21	,	,	PUNCT
cet-13111	6	22	operating	operating	NOUN
cet-13111	6	23	conditions	condition	NOUN
cet-13111	6	24	,	,	PUNCT
cet-13111	6	25	level	level	NOUN
cet-13111	6	26	of	of	ADP
cet-13111	6	27	internal	internal	ADJ
cet-13111	6	28	and	and	CCONJ
cet-13111	6	29	applied	applied	ADJ
cet-13111	6	30	stress	stress	NOUN
cet-13111	6	31	,	,	PUNCT
cet-13111	6	32	microstructure	microstructure	ADJ
cet-13111	6	33	and	and	CCONJ
cet-13111	6	34	chemical	chemical	NOUN
cet-13111	6	35	composition	composition	NOUN
cet-13111	6	36	of	of	ADP
cet-13111	6	37	the	the	DET
cet-13111	6	38	material	material	NOUN
cet-13111	6	39	.	.	PUNCT
cet-13111	7	1	however	however	ADV
cet-13111	7	2	,	,	PUNCT
cet-13111	7	3	the	the	DET
cet-13111	7	4	interlinked	interlinked	ADJ
cet-13111	7	5	dependence	dependence	NOUN
cet-13111	7	6	of	of	ADP
cet-13111	7	7	these	these	DET
cet-13111	7	8	factors	factor	NOUN
cet-13111	7	9	makes	make	VERB
cet-13111	7	10	a	a	DET
cet-13111	7	11	direct	direct	ADJ
cet-13111	7	12	and	and	CCONJ
cet-13111	7	13	clear	clear	ADJ
cet-13111	7	14	evaluation	evaluation	NOUN
cet-13111	7	15	challenging	challenging	ADJ
cet-13111	7	16	,	,	PUNCT
cet-13111	7	17	subsequently	subsequently	ADV
cet-13111	7	18	creating	create	VERB
cet-13111	7	19	serious	serious	ADJ
cet-13111	7	20	difficulties	difficulty	NOUN
cet-13111	7	21	in	in	ADP
cet-13111	7	22	planning	planning	NOUN
cet-13111	7	23	inspection	inspection	NOUN
cet-13111	7	24	and	and	CCONJ
cet-13111	7	25	maintenance	maintenance	NOUN
cet-13111	7	26	activities	activity	NOUN
cet-13111	7	27	.	.	PUNCT
cet-13111	8	1	in	in	ADP
cet-13111	8	2	this	this	DET
cet-13111	8	3	study	study	NOUN
cet-13111	8	4	,	,	PUNCT
cet-13111	8	5	a	a	DET
cet-13111	8	6	comprehensive	comprehensive	ADJ
cet-13111	8	7	review	review	NOUN
cet-13111	8	8	of	of	ADP
cet-13111	8	9	the	the	DET
cet-13111	8	10	experimental	experimental	ADJ
cet-13111	8	11	data	datum	NOUN
cet-13111	8	12	of	of	ADP
cet-13111	8	13	tensile	tensile	NOUN
cet-13111	8	14	tests	test	NOUN
cet-13111	8	15	carried	carry	VERB
cet-13111	8	16	out	out	ADP
cet-13111	8	17	in	in	ADP
cet-13111	8	18	hydrogen	hydrogen	NOUN
cet-13111	8	19	was	be	AUX
cet-13111	8	20	performed	perform	VERB
cet-13111	8	21	and	and	CCONJ
cet-13111	8	22	analyzed	analyze	VERB
cet-13111	8	23	through	through	ADP
cet-13111	8	24	an	an	DET
cet-13111	8	25	advanced	advanced	ADJ
cet-13111	8	26	machine	machine	NOUN
cet-13111	8	27	learning	learning	NOUN
cet-13111	8	28	approach	approach	NOUN
cet-13111	8	29	.	.	PUNCT
cet-13111	9	1	this	this	DET
cet-13111	9	2	study	study	NOUN
cet-13111	9	3	can	can	AUX
cet-13111	9	4	provide	provide	VERB
cet-13111	9	5	critical	critical	ADJ
cet-13111	9	6	insights	insight	NOUN
cet-13111	9	7	into	into	ADP
cet-13111	9	8	the	the	DET
cet-13111	9	9	susceptibility	susceptibility	NOUN
cet-13111	9	10	to	to	ADP
cet-13111	9	11	hydrogen	hydrogen	NOUN
cet-13111	9	12	embrittlement	embrittlement	NOUN
cet-13111	9	13	for	for	ADP
cet-13111	9	14	several	several	ADJ
cet-13111	9	15	materials	material	NOUN
cet-13111	9	16	operating	operate	VERB
cet-13111	9	17	under	under	ADP
cet-13111	9	18	different	different	ADJ
cet-13111	9	19	environmental	environmental	ADJ
cet-13111	9	20	conditions	condition	NOUN
cet-13111	9	21	.	.	PUNCT
cet-13111	10	1	in	in	ADP
cet-13111	10	2	particular	particular	ADJ
cet-13111	10	3	,	,	PUNCT
cet-13111	10	4	the	the	DET
cet-13111	10	5	embrittlement	embrittlement	NOUN
cet-13111	10	6	index	index	NOUN
cet-13111	10	7	was	be	AUX
cet-13111	10	8	estimated	estimate	VERB
cet-13111	10	9	and	and	CCONJ
cet-13111	10	10	used	use	VERB
cet-13111	10	11	as	as	ADP
cet-13111	10	12	determining	determine	VERB
cet-13111	10	13	parameter	parameter	NOUN
cet-13111	10	14	to	to	PART
cet-13111	10	15	predict	predict	VERB
cet-13111	10	16	the	the	DET
cet-13111	10	17	likelihood	likelihood	NOUN
cet-13111	10	18	of	of	ADP
cet-13111	10	19	component	component	NOUN
cet-13111	10	20	failures	failure	NOUN
cet-13111	10	21	.	.	PUNCT
cet-13111	11	1	the	the	DET
cet-13111	11	2	model	model	NOUN
cet-13111	11	3	demonstrated	demonstrate	VERB
cet-13111	11	4	accurate	accurate	ADJ
cet-13111	11	5	and	and	CCONJ
cet-13111	11	6	reliable	reliable	ADJ
cet-13111	11	7	predicting	predict	VERB
cet-13111	11	8	capabilities	capability	NOUN
cet-13111	11	9	.	.	PUNCT
cet-13111	12	1	the	the	DET
cet-13111	12	2	outcome	outcome	NOUN
cet-13111	12	3	of	of	ADP
cet-13111	12	4	this	this	DET
cet-13111	12	5	study	study	NOUN
cet-13111	12	6	can	can	AUX
cet-13111	12	7	increase	increase	VERB
cet-13111	12	8	the	the	DET
cet-13111	12	9	understanding	understanding	NOUN
cet-13111	12	10	of	of	ADP
cet-13111	12	11	hydrogen	hydrogen	NOUN
cet-13111	12	12	-	-	PUNCT
cet-13111	12	13	induced	induce	VERB
cet-13111	12	14	material	material	NOUN
cet-13111	12	15	damages	damage	NOUN
cet-13111	12	16	and	and	CCONJ
cet-13111	12	17	facilitate	facilitate	VERB
cet-13111	12	18	decision	decision	NOUN
cet-13111	12	19	-	-	PUNCT
cet-13111	12	20	making	make	VERB
cet-13111	12	21	processes	process	NOUN
cet-13111	12	22	in	in	ADP
cet-13111	12	23	planning	plan	VERB
cet-13111	12	24	the	the	DET
cet-13111	12	25	inspection	inspection	NOUN
cet-13111	12	26	and	and	CCONJ
cet-13111	12	27	maintenance	maintenance	NOUN
cet-13111	12	28	of	of	ADP
cet-13111	12	29	hydrogen	hydrogen	NOUN
cet-13111	12	30	technologies	technology	NOUN
cet-13111	12	31	.	.	PUNCT
cet-13111	13	1	1	1	X
cet-13111	13	2	.	.	X
cet-13111	13	3	introduction	introduction	NOUN
cet-13111	13	4	the	the	DET
cet-13111	13	5	european	european	PROPN
cet-13111	13	6	commission	commission	PROPN
cet-13111	13	7	indicated	indicate	VERB
cet-13111	13	8	hydrogen	hydrogen	NOUN
cet-13111	13	9	as	as	SCONJ
cet-13111	13	10	a	a	DET
cet-13111	13	11	promising	promising	ADJ
cet-13111	13	12	energy	energy	NOUN
cet-13111	13	13	carrier	carrier	NOUN
cet-13111	13	14	to	to	PART
cet-13111	13	15	mitigate	mitigate	VERB
cet-13111	13	16	the	the	DET
cet-13111	13	17	issue	issue	NOUN
cet-13111	13	18	of	of	ADP
cet-13111	13	19	global	global	ADJ
cet-13111	13	20	warming	warming	NOUN
cet-13111	13	21	and	and	CCONJ
cet-13111	13	22	make	make	VERB
cet-13111	13	23	the	the	DET
cet-13111	13	24	countries	country	NOUN
cet-13111	13	25	energetically	energetically	ADV
cet-13111	13	26	self	self	NOUN
cet-13111	13	27	-	-	PUNCT
cet-13111	13	28	sufficient	sufficient	ADJ
cet-13111	13	29	in	in	ADP
cet-13111	13	30	the	the	DET
cet-13111	13	31	long	long	ADJ
cet-13111	13	32	term	term	NOUN
cet-13111	13	33	(	(	PUNCT
cet-13111	13	34	campari	campari	NOUN
cet-13111	13	35	et	et	PROPN
cet-13111	13	36	al	al	PROPN
cet-13111	13	37	.	.	PROPN
cet-13111	13	38	,	,	PUNCT
cet-13111	13	39	2022	2022	NUM
cet-13111	13	40	)	)	PUNCT
cet-13111	13	41	.	.	PUNCT
cet-13111	14	1	it	it	PRON
cet-13111	14	2	can	can	AUX
cet-13111	14	3	be	be	AUX
cet-13111	14	4	produced	produce	VERB
cet-13111	14	5	from	from	ADP
cet-13111	14	6	water	water	NOUN
cet-13111	14	7	electrolysis	electrolysis	NOUN
cet-13111	14	8	or	or	CCONJ
cet-13111	14	9	methane	methane	NOUN
cet-13111	14	10	steam	steam	NOUN
cet-13111	14	11	reforming	reforming	NOUN
cet-13111	14	12	coupled	couple	VERB
cet-13111	14	13	with	with	ADP
cet-13111	14	14	carbon	carbon	NOUN
cet-13111	14	15	capture	capture	NOUN
cet-13111	14	16	and	and	CCONJ
cet-13111	14	17	storage	storage	NOUN
cet-13111	14	18	with	with	ADP
cet-13111	14	19	reduced	reduced	ADJ
cet-13111	14	20	environmental	environmental	ADJ
cet-13111	14	21	impact	impact	NOUN
cet-13111	14	22	(	(	PUNCT
cet-13111	14	23	ustolin	ustolin	PROPN
cet-13111	14	24	et	et	PROPN
cet-13111	14	25	al	al	PROPN
cet-13111	14	26	.	.	PROPN
cet-13111	14	27	,	,	PUNCT
cet-13111	14	28	2022	2022	NUM
cet-13111	14	29	)	)	PUNCT
cet-13111	14	30	.	.	PUNCT
cet-13111	15	1	in	in	ADP
cet-13111	15	2	addition	addition	NOUN
cet-13111	15	3	,	,	PUNCT
cet-13111	15	4	hydrogen	hydrogen	NOUN
cet-13111	15	5	can	can	AUX
cet-13111	15	6	be	be	AUX
cet-13111	15	7	efficiently	efficiently	ADV
cet-13111	15	8	used	use	VERB
cet-13111	15	9	in	in	ADP
cet-13111	15	10	fuel	fuel	NOUN
cet-13111	15	11	cell	cell	NOUN
cet-13111	15	12	systems	system	NOUN
cet-13111	15	13	or	or	CCONJ
cet-13111	15	14	directly	directly	ADV
cet-13111	15	15	burned	burn	VERB
cet-13111	15	16	in	in	ADP
cet-13111	15	17	thermal	thermal	ADJ
cet-13111	15	18	engines	engine	NOUN
cet-13111	15	19	with	with	ADP
cet-13111	15	20	near	near	ADV
cet-13111	15	21	-	-	PUNCT
cet-13111	15	22	zero	zero	NUM
cet-13111	15	23	pollutant	pollutant	ADJ
cet-13111	15	24	emissions	emission	NOUN
cet-13111	15	25	.	.	PUNCT
cet-13111	16	1	nevertheless	nevertheless	ADV
cet-13111	16	2	,	,	PUNCT
cet-13111	16	3	hydrogen	hydrogen	NOUN
cet-13111	16	4	production	production	NOUN
cet-13111	16	5	,	,	PUNCT
cet-13111	16	6	transport	transport	NOUN
cet-13111	16	7	,	,	PUNCT
cet-13111	16	8	and	and	CCONJ
cet-13111	16	9	storage	storage	NOUN
cet-13111	16	10	entail	entail	VERB
cet-13111	16	11	some	some	DET
cet-13111	16	12	safety	safety	NOUN
cet-13111	16	13	concerns	concern	NOUN
cet-13111	16	14	related	relate	VERB
cet-13111	16	15	to	to	ADP
cet-13111	16	16	the	the	DET
cet-13111	16	17	extreme	extreme	ADJ
cet-13111	16	18	combustion	combustion	NOUN
cet-13111	16	19	properties	property	NOUN
cet-13111	16	20	of	of	ADP
cet-13111	16	21	this	this	DET
cet-13111	16	22	substance	substance	NOUN
cet-13111	16	23	and	and	CCONJ
cet-13111	16	24	its	its	PRON
cet-13111	16	25	capability	capability	NOUN
cet-13111	16	26	of	of	ADP
cet-13111	16	27	permeating	permeate	VERB
cet-13111	16	28	and	and	CCONJ
cet-13111	16	29	embrittling	embrittle	VERB
cet-13111	16	30	most	most	ADJ
cet-13111	16	31	metallic	metallic	ADJ
cet-13111	16	32	materials	material	NOUN
cet-13111	16	33	.	.	PUNCT
cet-13111	17	1	hydrogen	hydrogen	NOUN
cet-13111	17	2	embrittlement	embrittlement	NOUN
cet-13111	17	3	is	be	AUX
cet-13111	17	4	a	a	DET
cet-13111	17	5	long	long	ADV
cet-13111	17	6	-	-	PUNCT
cet-13111	17	7	known	know	VERB
cet-13111	17	8	phenomenon	phenomenon	NOUN
cet-13111	17	9	which	which	PRON
cet-13111	17	10	often	often	ADV
cet-13111	17	11	manifests	manifest	VERB
cet-13111	17	12	as	as	ADP
cet-13111	17	13	a	a	DET
cet-13111	17	14	degradation	degradation	NOUN
cet-13111	17	15	in	in	ADP
cet-13111	17	16	materials	material	NOUN
cet-13111	17	17	'	'	PART
cet-13111	17	18	mechanical	mechanical	ADJ
cet-13111	17	19	properties	property	NOUN
cet-13111	17	20	and	and	CCONJ
cet-13111	17	21	cracks	crack	VERB
cet-13111	17	22	resistance	resistance	NOUN
cet-13111	17	23	properties	property	NOUN
cet-13111	17	24	under	under	ADP
cet-13111	17	25	monotonic	monotonic	ADJ
cet-13111	17	26	or	or	CCONJ
cet-13111	17	27	cyclic	cyclic	ADJ
cet-13111	17	28	loading	loading	NOUN
cet-13111	17	29	.	.	PUNCT
cet-13111	18	1	he	he	PRON
cet-13111	18	2	can	can	AUX
cet-13111	18	3	particularly	particularly	ADV
cet-13111	18	4	reduce	reduce	VERB
cet-13111	18	5	the	the	DET
cet-13111	18	6	ductility	ductility	NOUN
cet-13111	18	7	of	of	ADP
cet-13111	18	8	metals	metal	NOUN
cet-13111	18	9	and	and	CCONJ
cet-13111	18	10	this	this	PRON
cet-13111	18	11	can	can	AUX
cet-13111	18	12	lead	lead	VERB
cet-13111	18	13	to	to	ADP
cet-13111	18	14	component	component	NOUN
cet-13111	18	15	failures	failure	NOUN
cet-13111	18	16	under	under	ADP
cet-13111	18	17	stress	stress	NOUN
cet-13111	18	18	levels	level	NOUN
cet-13111	18	19	below	below	ADP
cet-13111	18	20	the	the	DET
cet-13111	18	21	nominal	nominal	ADJ
cet-13111	18	22	tensile	tensile	NOUN
cet-13111	18	23	strength	strength	NOUN
cet-13111	18	24	.	.	PUNCT
cet-13111	19	1	storage	storage	NOUN
cet-13111	19	2	tanks	tank	NOUN
cet-13111	19	3	,	,	PUNCT
cet-13111	19	4	fasteners	fastener	NOUN
cet-13111	19	5	,	,	PUNCT
cet-13111	19	6	process	process	NOUN
cet-13111	19	7	reactors	reactor	NOUN
cet-13111	19	8	,	,	PUNCT
cet-13111	19	9	pipelines	pipeline	NOUN
cet-13111	19	10	,	,	PUNCT
cet-13111	19	11	fuel	fuel	NOUN
cet-13111	19	12	cell	cell	NOUN
cet-13111	19	13	vehicles	vehicle	NOUN
cet-13111	19	14	,	,	PUNCT
cet-13111	19	15	and	and	CCONJ
cet-13111	19	16	aircraft	aircraft	NOUN
cet-13111	19	17	components	component	NOUN
cet-13111	19	18	are	be	AUX
cet-13111	19	19	likely	likely	ADJ
cet-13111	19	20	to	to	PART
cet-13111	19	21	be	be	AUX
cet-13111	19	22	affected	affect	VERB
cet-13111	19	23	by	by	ADP
cet-13111	19	24	he	he	PRON
cet-13111	19	25	;	;	PUNCT
cet-13111	19	26	this	this	PRON
cet-13111	19	27	can	can	AUX
cet-13111	19	28	result	result	VERB
cet-13111	19	29	in	in	ADP
cet-13111	19	30	sudden	sudden	ADJ
cet-13111	19	31	equipment	equipment	NOUN
cet-13111	19	32	failures	failure	NOUN
cet-13111	19	33	with	with	ADP
cet-13111	19	34	potentially	potentially	ADV
cet-13111	19	35	severe	severe	ADJ
cet-13111	19	36	consequences	consequence	NOUN
cet-13111	19	37	and	and	CCONJ
cet-13111	19	38	significant	significant	ADJ
cet-13111	19	39	financial	financial	ADJ
cet-13111	19	40	losses	loss	NOUN
cet-13111	19	41	(	(	PUNCT
cet-13111	19	42	campari	campari	NOUN
cet-13111	19	43	et	et	PROPN
cet-13111	19	44	al	al	PROPN
cet-13111	19	45	.	.	PROPN
cet-13111	19	46	,	,	PUNCT
cet-13111	19	47	2023	2023	NUM
cet-13111	19	48	)	)	PUNCT
cet-13111	19	49	.	.	PUNCT
cet-13111	20	1	for	for	ADP
cet-13111	20	2	this	this	DET
cet-13111	20	3	reason	reason	NOUN
cet-13111	20	4	,	,	PUNCT
cet-13111	20	5	several	several	ADJ
cet-13111	20	6	codes	code	NOUN
cet-13111	20	7	and	and	CCONJ
cet-13111	20	8	standards	standard	NOUN
cet-13111	20	9	have	have	AUX
cet-13111	20	10	been	be	AUX
cet-13111	20	11	developed	develop	VERB
cet-13111	20	12	over	over	ADP
cet-13111	20	13	the	the	DET
cet-13111	20	14	years	year	NOUN
cet-13111	20	15	to	to	PART
cet-13111	20	16	facilitate	facilitate	VERB
cet-13111	20	17	the	the	DET
cet-13111	20	18	selection	selection	NOUN
cet-13111	20	19	of	of	ADP
cet-13111	20	20	metallic	metallic	ADJ
cet-13111	20	21	materials	material	NOUN
cet-13111	20	22	for	for	ADP
cet-13111	20	23	hydrogen	hydrogen	NOUN
cet-13111	20	24	service	service	NOUN
cet-13111	20	25	.	.	PUNCT
cet-13111	21	1	for	for	ADP
cet-13111	21	2	instance	instance	NOUN
cet-13111	21	3	,	,	PUNCT
cet-13111	21	4	the	the	DET
cet-13111	21	5	technical	technical	ADJ
cet-13111	21	6	report	report	NOUN
cet-13111	21	7	iso	iso	NOUN
cet-13111	21	8	/	/	PUNCT
cet-13111	21	9	tr	tr	VERB
cet-13111	21	10	15916	15916	NUM
cet-13111	21	11	provides	provide	VERB
cet-13111	21	12	a	a	DET
cet-13111	21	13	list	list	NOUN
cet-13111	21	14	of	of	ADP
cet-13111	21	15	metals	metal	NOUN
cet-13111	21	16	suitable	suitable	ADJ
cet-13111	21	17	for	for	ADP
cet-13111	21	18	hydrogen	hydrogen	NOUN
cet-13111	21	19	applications	application	NOUN
cet-13111	21	20	based	base	VERB
cet-13111	21	21	on	on	ADP
cet-13111	21	22	their	their	PRON
cet-13111	21	23	low	low	ADJ
cet-13111	21	24	he	he	PRON
cet-13111	21	25	susceptibility	susceptibility	NOUN
cet-13111	21	26	(	(	PUNCT
cet-13111	21	27	iso	iso	NOUN
cet-13111	21	28	,	,	PUNCT
cet-13111	21	29	2015	2015	NUM
cet-13111	21	30	)	)	PUNCT
cet-13111	21	31	.	.	PUNCT
cet-13111	22	1	the	the	DET
cet-13111	22	2	european	european	PROPN
cet-13111	22	3	industrial	industrial	PROPN
cet-13111	22	4	gases	gases	PROPN
cet-13111	22	5	association	association	PROPN
cet-13111	22	6	(	(	PUNCT
cet-13111	22	7	eiga	eiga	PROPN
cet-13111	22	8	)	)	PUNCT
cet-13111	22	9	has	have	AUX
cet-13111	22	10	produced	produce	VERB
cet-13111	22	11	codes	code	NOUN
cet-13111	22	12	of	of	ADP
cet-13111	22	13	practice	practice	NOUN
cet-13111	22	14	on	on	ADP
cet-13111	22	15	material	material	NOUN
cet-13111	22	16	193	193	NUM
cet-13111	22	17	testing	testing	NOUN
cet-13111	22	18	and	and	CCONJ
cet-13111	22	19	selection	selection	NOUN
cet-13111	22	20	,	,	PUNCT
cet-13111	22	21	which	which	PRON
cet-13111	22	22	divide	divide	VERB
cet-13111	22	23	materials	material	NOUN
cet-13111	22	24	for	for	ADP
cet-13111	22	25	h2	h2	NOUN
cet-13111	22	26	service	service	NOUN
cet-13111	22	27	into	into	ADP
cet-13111	22	28	different	different	ADJ
cet-13111	22	29	classes	class	NOUN
cet-13111	22	30	based	base	VERB
cet-13111	22	31	on	on	ADP
cet-13111	22	32	compositional	compositional	ADJ
cet-13111	22	33	and	and	CCONJ
cet-13111	22	34	strength	strength	NOUN
cet-13111	22	35	ranges	range	VERB
cet-13111	22	36	(	(	PUNCT
cet-13111	22	37	eiga	eiga	PROPN
cet-13111	22	38	,	,	PUNCT
cet-13111	22	39	2011	2011	NUM
cet-13111	22	40	,	,	PUNCT
cet-13111	22	41	2014	2014	NUM
cet-13111	22	42	)	)	PUNCT
cet-13111	22	43	.	.	PUNCT
cet-13111	23	1	nevertheless	nevertheless	ADV
cet-13111	23	2	,	,	PUNCT
cet-13111	23	3	the	the	DET
cet-13111	23	4	material	material	NOUN
cet-13111	23	5	classes	class	NOUN
cet-13111	23	6	and	and	CCONJ
cet-13111	23	7	the	the	DET
cet-13111	23	8	classification	classification	NOUN
cet-13111	23	9	methods	method	NOUN
cet-13111	23	10	need	need	VERB
cet-13111	23	11	to	to	PART
cet-13111	23	12	be	be	AUX
cet-13111	23	13	updated	update	VERB
cet-13111	23	14	based	base	VERB
cet-13111	23	15	on	on	ADP
cet-13111	23	16	the	the	DET
cet-13111	23	17	most	most	ADV
cet-13111	23	18	recent	recent	ADJ
cet-13111	23	19	data	datum	NOUN
cet-13111	23	20	describing	describe	VERB
cet-13111	23	21	their	their	PRON
cet-13111	23	22	performances	performance	NOUN
cet-13111	23	23	under	under	ADP
cet-13111	23	24	realistic	realistic	ADJ
cet-13111	23	25	operating	operating	NOUN
cet-13111	23	26	conditions	condition	NOUN
cet-13111	23	27	.	.	PUNCT
cet-13111	24	1	given	give	VERB
cet-13111	24	2	this	this	DET
cet-13111	24	3	background	background	NOUN
cet-13111	24	4	,	,	PUNCT
cet-13111	24	5	this	this	DET
cet-13111	24	6	study	study	NOUN
cet-13111	24	7	aims	aim	VERB
cet-13111	24	8	to	to	PART
cet-13111	24	9	develop	develop	VERB
cet-13111	24	10	a	a	DET
cet-13111	24	11	machine	machine	NOUN
cet-13111	24	12	-	-	PUNCT
cet-13111	24	13	learning	learn	VERB
cet-13111	24	14	approach	approach	NOUN
cet-13111	24	15	capable	capable	ADJ
cet-13111	24	16	of	of	ADP
cet-13111	24	17	identifying	identify	VERB
cet-13111	24	18	the	the	DET
cet-13111	24	19	bestsuited	bestsuite	VERB
cet-13111	24	20	materials	material	NOUN
cet-13111	24	21	for	for	ADP
cet-13111	24	22	hydrogen	hydrogen	NOUN
cet-13111	24	23	service	service	NOUN
cet-13111	24	24	and	and	CCONJ
cet-13111	24	25	predicting	predict	VERB
cet-13111	24	26	their	their	PRON
cet-13111	24	27	performances	performance	NOUN
cet-13111	24	28	under	under	ADP
cet-13111	24	29	different	different	ADJ
cet-13111	24	30	operating	operating	NOUN
cet-13111	24	31	conditions	condition	NOUN
cet-13111	24	32	.	.	PUNCT
cet-13111	25	1	as	as	ADP
cet-13111	25	2	an	an	DET
cet-13111	25	3	initial	initial	ADJ
cet-13111	25	4	user	user	NOUN
cet-13111	25	5	case	case	NOUN
cet-13111	25	6	,	,	PUNCT
cet-13111	25	7	the	the	DET
cet-13111	25	8	model	model	NOUN
cet-13111	25	9	has	have	AUX
cet-13111	25	10	been	be	AUX
cet-13111	25	11	trained	train	VERB
cet-13111	25	12	with	with	ADP
cet-13111	25	13	the	the	DET
cet-13111	25	14	results	result	NOUN
cet-13111	25	15	of	of	ADP
cet-13111	25	16	experimental	experimental	ADJ
cet-13111	25	17	tests	test	NOUN
cet-13111	25	18	carried	carry	VERB
cet-13111	25	19	out	out	ADP
cet-13111	25	20	in	in	ADP
cet-13111	25	21	compressed	compressed	ADJ
cet-13111	25	22	gaseous	gaseous	ADJ
cet-13111	25	23	hydrogen	hydrogen	NOUN
cet-13111	25	24	environments	environment	NOUN
cet-13111	25	25	in	in	ADP
cet-13111	25	26	compliance	compliance	NOUN
cet-13111	25	27	with	with	ADP
cet-13111	25	28	the	the	DET
cet-13111	25	29	testing	testing	NOUN
cet-13111	25	30	methodology	methodology	NOUN
cet-13111	25	31	prescribed	prescribe	VERB
cet-13111	25	32	in	in	ADP
cet-13111	25	33	iso	iso	NOUN
cet-13111	25	34	11114	11114	NUM
cet-13111	25	35	-	-	SYM
cet-13111	25	36	4	4	NUM
cet-13111	25	37	(	(	PUNCT
cet-13111	25	38	iso	iso	NOUN
cet-13111	25	39	,	,	PUNCT
cet-13111	25	40	2017	2017	NUM
cet-13111	25	41	)	)	PUNCT
cet-13111	25	42	and	and	CCONJ
cet-13111	25	43	published	publish	VERB
cet-13111	25	44	in	in	ADP
cet-13111	25	45	international	international	ADJ
cet-13111	25	46	scientific	scientific	ADJ
cet-13111	25	47	journals	journal	NOUN
cet-13111	25	48	and	and	CCONJ
cet-13111	25	49	technical	technical	ADJ
cet-13111	25	50	reports	report	NOUN
cet-13111	25	51	.	.	PUNCT
cet-13111	26	1	2	2	X
cet-13111	26	2	.	.	X
cet-13111	26	3	hydrogen	hydrogen	NOUN
cet-13111	26	4	embrittlement	embrittlement	NOUN
cet-13111	26	5	hydrogen	hydrogen	NOUN
cet-13111	26	6	environment	environment	NOUN
cet-13111	26	7	embrittlement	embrittlement	NOUN
cet-13111	26	8	is	be	AUX
cet-13111	26	9	a	a	DET
cet-13111	26	10	material	material	ADJ
cet-13111	26	11	degradation	degradation	NOUN
cet-13111	26	12	resulting	result	VERB
cet-13111	26	13	from	from	ADP
cet-13111	26	14	the	the	DET
cet-13111	26	15	combined	combine	VERB
cet-13111	26	16	effect	effect	NOUN
cet-13111	26	17	of	of	ADP
cet-13111	26	18	stress	stress	NOUN
cet-13111	26	19	(	(	PUNCT
cet-13111	26	20	residual	residual	ADJ
cet-13111	26	21	or	or	CCONJ
cet-13111	26	22	applied	apply	VERB
cet-13111	26	23	)	)	PUNCT
cet-13111	26	24	,	,	PUNCT
cet-13111	26	25	susceptible	susceptible	ADJ
cet-13111	26	26	metallurgy	metallurgy	NOUN
cet-13111	26	27	,	,	PUNCT
cet-13111	26	28	and	and	CCONJ
cet-13111	26	29	hydrogen	hydrogen	NOUN
cet-13111	26	30	environment	environment	NOUN
cet-13111	26	31	.	.	PUNCT
cet-13111	27	1	hydrogen	hydrogen	NOUN
cet-13111	27	2	molecules	molecule	NOUN
cet-13111	27	3	are	be	AUX
cet-13111	27	4	dissociated	dissociate	VERB
cet-13111	27	5	into	into	ADP
cet-13111	27	6	atoms	atom	NOUN
cet-13111	27	7	and	and	CCONJ
cet-13111	27	8	absorbed	absorb	VERB
cet-13111	27	9	into	into	ADP
cet-13111	27	10	the	the	DET
cet-13111	27	11	metal	metal	NOUN
cet-13111	27	12	lattice	lattice	NOUN
cet-13111	27	13	;	;	PUNCT
cet-13111	27	14	then	then	ADV
cet-13111	27	15	,	,	PUNCT
cet-13111	27	16	atoms	atom	NOUN
cet-13111	27	17	diffuse	diffuse	VERB
cet-13111	27	18	in	in	ADP
cet-13111	27	19	regions	region	NOUN
cet-13111	27	20	with	with	ADP
cet-13111	27	21	high	high	ADJ
cet-13111	27	22	triaxial	triaxial	NOUN
cet-13111	27	23	stress	stress	NOUN
cet-13111	27	24	,	,	PUNCT
cet-13111	27	25	locally	locally	ADV
cet-13111	27	26	affecting	affect	VERB
cet-13111	27	27	the	the	DET
cet-13111	27	28	mechanical	mechanical	ADJ
cet-13111	27	29	properties	property	NOUN
cet-13111	27	30	of	of	ADP
cet-13111	27	31	the	the	DET
cet-13111	27	32	material	material	NOUN
cet-13111	27	33	(	(	PUNCT
cet-13111	27	34	tensile	tensile	NOUN
cet-13111	27	35	and	and	CCONJ
cet-13111	27	36	fracture	fracture	NOUN
cet-13111	27	37	properties	property	NOUN
cet-13111	27	38	and	and	CCONJ
cet-13111	27	39	fatigue	fatigue	NOUN
cet-13111	27	40	performance	performance	NOUN
cet-13111	27	41	)	)	PUNCT
cet-13111	27	42	.	.	PUNCT
cet-13111	28	1	figure	figure	NOUN
cet-13111	28	2	1	1	NUM
cet-13111	28	3	shows	show	VERB
cet-13111	28	4	a	a	DET
cet-13111	28	5	summary	summary	NOUN
cet-13111	28	6	of	of	ADP
cet-13111	28	7	the	the	DET
cet-13111	28	8	main	main	ADJ
cet-13111	28	9	parameters	parameter	NOUN
cet-13111	28	10	influencing	influence	VERB
cet-13111	28	11	he	he	PRON
cet-13111	28	12	and	and	CCONJ
cet-13111	28	13	a	a	DET
cet-13111	28	14	simplified	simplified	ADJ
cet-13111	28	15	schematic	schematic	NOUN
cet-13111	28	16	of	of	ADP
cet-13111	28	17	the	the	DET
cet-13111	28	18	processes	process	NOUN
cet-13111	28	19	involved	involve	VERB
cet-13111	28	20	in	in	ADP
cet-13111	28	21	the	the	DET
cet-13111	28	22	actualization	actualization	NOUN
cet-13111	28	23	of	of	ADP
cet-13111	28	24	he	he	PRON
cet-13111	28	25	degradation	degradation	NOUN
cet-13111	28	26	.	.	PUNCT
cet-13111	29	1	figure	figure	NOUN
cet-13111	29	2	1	1	NUM
cet-13111	29	3	:	:	PUNCT
cet-13111	29	4	hydrogen	hydrogen	NOUN
cet-13111	29	5	embrittlement	embrittlement	NOUN
cet-13111	29	6	resulting	result	VERB
cet-13111	29	7	from	from	ADP
cet-13111	29	8	the	the	DET
cet-13111	29	9	combination	combination	NOUN
cet-13111	29	10	of	of	ADP
cet-13111	29	11	several	several	ADJ
cet-13111	29	12	factors	factor	NOUN
cet-13111	29	13	when	when	SCONJ
cet-13111	29	14	a	a	DET
cet-13111	29	15	component	component	NOUN
cet-13111	29	16	operating	operate	VERB
cet-13111	29	17	in	in	ADP
cet-13111	29	18	a	a	DET
cet-13111	29	19	compressed	compress	VERB
cet-13111	29	20	gaseous	gaseous	ADJ
cet-13111	29	21	hydrogen	hydrogen	NOUN
cet-13111	29	22	(	(	PUNCT
cet-13111	29	23	cgh2	cgh2	PROPN
cet-13111	29	24	)	)	PUNCT
cet-13111	29	25	environment	environment	NOUN
cet-13111	29	26	undergoes	undergo	VERB
cet-13111	29	27	tension	tension	NOUN
cet-13111	29	28	,	,	PUNCT
cet-13111	29	29	the	the	DET
cet-13111	29	30	stress	stress	NOUN
cet-13111	29	31	concentration	concentration	NOUN
cet-13111	29	32	gradient	gradient	NOUN
cet-13111	29	33	generated	generate	VERB
cet-13111	29	34	in	in	ADP
cet-13111	29	35	the	the	DET
cet-13111	29	36	proximity	proximity	NOUN
cet-13111	29	37	of	of	ADP
cet-13111	29	38	heterogeneities	heterogeneity	NOUN
cet-13111	29	39	can	can	AUX
cet-13111	29	40	cause	cause	VERB
cet-13111	29	41	the	the	DET
cet-13111	29	42	migration	migration	NOUN
cet-13111	29	43	of	of	ADP
cet-13111	29	44	absorbed	absorb	VERB
cet-13111	29	45	hydrogen	hydrogen	NOUN
cet-13111	29	46	in	in	ADP
cet-13111	29	47	defects	defect	NOUN
cet-13111	29	48	and	and	CCONJ
cet-13111	29	49	inclusions	inclusion	NOUN
cet-13111	29	50	.	.	PUNCT
cet-13111	30	1	it	it	PRON
cet-13111	30	2	provokes	provoke	VERB
cet-13111	30	3	local	local	ADJ
cet-13111	30	4	embrittlement	embrittlement	NOUN
cet-13111	30	5	and	and	CCONJ
cet-13111	30	6	eventually	eventually	ADV
cet-13111	30	7	facilitates	facilitate	VERB
cet-13111	30	8	the	the	DET
cet-13111	30	9	crack	crack	NOUN
cet-13111	30	10	initiation	initiation	NOUN
cet-13111	30	11	from	from	ADP
cet-13111	30	12	the	the	DET
cet-13111	30	13	metal	metal	NOUN
cet-13111	30	14	surface	surface	NOUN
cet-13111	30	15	or	or	CCONJ
cet-13111	30	16	stress	stress	NOUN
cet-13111	30	17	concentrators	concentrator	NOUN
cet-13111	30	18	(	(	PUNCT
cet-13111	30	19	e.g.	e.g.	ADV
cet-13111	30	20	,	,	PUNCT
cet-13111	30	21	notches	notch	NOUN
cet-13111	30	22	)	)	PUNCT
cet-13111	30	23	.	.	PUNCT
cet-13111	31	1	the	the	DET
cet-13111	31	2	crack	crack	NOUN
cet-13111	31	3	progressively	progressively	ADV
cet-13111	31	4	grows	grow	VERB
cet-13111	31	5	due	due	ADJ
cet-13111	31	6	to	to	ADP
cet-13111	31	7	a	a	DET
cet-13111	31	8	further	further	ADJ
cet-13111	31	9	hydrogen	hydrogen	NOUN
cet-13111	31	10	migration	migration	NOUN
cet-13111	31	11	to	to	ADP
cet-13111	31	12	the	the	DET
cet-13111	31	13	crack	crack	NOUN
cet-13111	31	14	tip	tip	NOUN
cet-13111	31	15	,	,	PUNCT
cet-13111	31	16	until	until	SCONJ
cet-13111	31	17	a	a	DET
cet-13111	31	18	critical	critical	ADJ
cet-13111	31	19	load	load	NOUN
cet-13111	31	20	is	be	AUX
cet-13111	31	21	reached	reach	VERB
cet-13111	31	22	,	,	PUNCT
cet-13111	31	23	and	and	CCONJ
cet-13111	31	24	fracture	fracture	NOUN
cet-13111	31	25	occurs	occur	VERB
cet-13111	31	26	.	.	PUNCT
cet-13111	32	1	the	the	DET
cet-13111	32	2	applied	apply	VERB
cet-13111	32	3	load	load	NOUN
cet-13111	32	4	can	can	AUX
cet-13111	32	5	be	be	AUX
cet-13111	32	6	roughly	roughly	ADV
cet-13111	32	7	divided	divide	VERB
cet-13111	32	8	into	into	ADP
cet-13111	32	9	two	two	NUM
cet-13111	32	10	categories	category	NOUN
cet-13111	32	11	:	:	PUNCT
cet-13111	32	12	quasi	quasi	ADJ
cet-13111	32	13	-	-	ADJ
cet-13111	32	14	static	static	ADJ
cet-13111	32	15	and	and	CCONJ
cet-13111	32	16	cyclic	cyclic	ADJ
cet-13111	32	17	.	.	PUNCT
cet-13111	33	1	the	the	DET
cet-13111	33	2	former	former	ADJ
cet-13111	33	3	refers	refer	VERB
cet-13111	33	4	to	to	ADP
cet-13111	33	5	a	a	DET
cet-13111	33	6	stress	stress	NOUN
cet-13111	33	7	level	level	NOUN
cet-13111	33	8	which	which	PRON
cet-13111	33	9	is	be	AUX
cet-13111	33	10	constant	constant	ADJ
cet-13111	33	11	or	or	CCONJ
cet-13111	33	12	varies	vary	VERB
cet-13111	33	13	slowly	slowly	ADV
cet-13111	33	14	enough	enough	ADJ
cet-13111	33	15	to	to	PART
cet-13111	33	16	maintain	maintain	VERB
cet-13111	33	17	a	a	DET
cet-13111	33	18	steady	steady	ADJ
cet-13111	33	19	-	-	PUNCT
cet-13111	33	20	state	state	NOUN
cet-13111	33	21	hydrogen	hydrogen	NOUN
cet-13111	33	22	distribution	distribution	NOUN
cet-13111	33	23	into	into	ADP
cet-13111	33	24	the	the	DET
cet-13111	33	25	metal	metal	NOUN
cet-13111	33	26	lattice	lattice	NOUN
cet-13111	33	27	,	,	PUNCT
cet-13111	33	28	while	while	SCONJ
cet-13111	33	29	the	the	DET
cet-13111	33	30	latter	latter	ADJ
cet-13111	33	31	is	be	AUX
cet-13111	33	32	associated	associate	VERB
cet-13111	33	33	with	with	ADP
cet-13111	33	34	dynamic	dynamic	ADJ
cet-13111	33	35	components	component	NOUN
cet-13111	33	36	or	or	CCONJ
cet-13111	33	37	undesired	undesired	ADJ
cet-13111	33	38	vibrations	vibration	NOUN
cet-13111	33	39	in	in	ADP
cet-13111	33	40	static	static	ADJ
cet-13111	33	41	equipment	equipment	NOUN
cet-13111	33	42	.	.	PUNCT
cet-13111	34	1	the	the	DET
cet-13111	34	2	material	material	ADJ
cet-13111	34	3	resistance	resistance	NOUN
cet-13111	34	4	against	against	ADP
cet-13111	34	5	quasi	quasi	ADJ
cet-13111	34	6	-	-	ADJ
cet-13111	34	7	static	static	ADJ
cet-13111	34	8	loads	load	NOUN
cet-13111	34	9	is	be	AUX
cet-13111	34	10	mainly	mainly	ADV
cet-13111	34	11	defined	define	VERB
cet-13111	34	12	by	by	ADP
cet-13111	34	13	its	its	PRON
cet-13111	34	14	tensile	tensile	NOUN
cet-13111	34	15	properties	property	NOUN
cet-13111	34	16	and	and	CCONJ
cet-13111	34	17	its	its	PRON
cet-13111	34	18	fracture	fracture	ADJ
cet-13111	34	19	toughness	toughness	NOUN
cet-13111	34	20	.	.	PUNCT
cet-13111	35	1	the	the	DET
cet-13111	35	2	ductility	ductility	NOUN
cet-13111	35	3	loss	loss	NOUN
cet-13111	35	4	,	,	PUNCT
cet-13111	35	5	tested	test	VERB
cet-13111	35	6	through	through	ADP
cet-13111	35	7	slow	slow	ADJ
cet-13111	35	8	strain	strain	NOUN
cet-13111	35	9	rate	rate	NOUN
cet-13111	35	10	tests	test	NOUN
cet-13111	35	11	(	(	PUNCT
cet-13111	35	12	ssrt	ssrt	NOUN
cet-13111	35	13	)	)	PUNCT
cet-13111	35	14	or	or	CCONJ
cet-13111	35	15	linearly	linearly	ADV
cet-13111	35	16	increasing	increase	VERB
cet-13111	35	17	stress	stress	NOUN
cet-13111	35	18	tests	test	NOUN
cet-13111	35	19	(	(	PUNCT
cet-13111	35	20	list	list	NOUN
cet-13111	35	21	)	)	PUNCT
cet-13111	35	22	,	,	PUNCT
cet-13111	35	23	is	be	AUX
cet-13111	35	24	a	a	DET
cet-13111	35	25	common	common	ADJ
cet-13111	35	26	effect	effect	NOUN
cet-13111	35	27	of	of	ADP
cet-13111	35	28	he	he	PRON
cet-13111	35	29	and	and	CCONJ
cet-13111	35	30	may	may	AUX
cet-13111	35	31	represent	represent	VERB
cet-13111	35	32	a	a	DET
cet-13111	35	33	serious	serious	ADJ
cet-13111	35	34	concern	concern	NOUN
cet-13111	35	35	for	for	ADP
cet-13111	35	36	static	static	ADJ
cet-13111	35	37	pressurized	pressurize	VERB
cet-13111	35	38	components	component	NOUN
cet-13111	35	39	(	(	PUNCT
cet-13111	35	40	hagen	hagen	PROPN
cet-13111	35	41	and	and	CCONJ
cet-13111	35	42	alvaro	alvaro	PROPN
cet-13111	35	43	,	,	PUNCT
cet-13111	35	44	2020	2020	NUM
cet-13111	35	45	)	)	PUNCT
cet-13111	35	46	.	.	PUNCT
cet-13111	36	1	a	a	DET
cet-13111	36	2	common	common	ADJ
cet-13111	36	3	parameter	parameter	NOUN
cet-13111	36	4	used	use	VERB
cet-13111	36	5	to	to	PART
cet-13111	36	6	quantify	quantify	VERB
cet-13111	36	7	the	the	DET
cet-13111	36	8	degree	degree	NOUN
cet-13111	36	9	of	of	ADP
cet-13111	36	10	susceptibility	susceptibility	NOUN
cet-13111	36	11	against	against	ADP
cet-13111	36	12	he	he	PRON
cet-13111	36	13	for	for	ADP
cet-13111	36	14	a	a	DET
cet-13111	36	15	given	give	VERB
cet-13111	36	16	material	material	NOUN
cet-13111	36	17	is	be	AUX
cet-13111	36	18	the	the	DET
cet-13111	36	19	embrittlement	embrittlement	NOUN
cet-13111	36	20	index	index	NOUN
cet-13111	36	21	(	(	PUNCT
cet-13111	36	22	ei	ei	NOUN
cet-13111	36	23	)	)	PUNCT
cet-13111	36	24	,	,	PUNCT
cet-13111	36	25	which	which	PRON
cet-13111	36	26	is	be	AUX
cet-13111	36	27	expressed	express	VERB
cet-13111	36	28	as	as	ADP
cet-13111	36	29	the	the	DET
cet-13111	36	30	relative	relative	ADJ
cet-13111	36	31	change	change	NOUN
cet-13111	36	32	of	of	ADP
cet-13111	36	33	reduced	reduce	VERB
cet-13111	36	34	areas	area	NOUN
cet-13111	36	35	obtained	obtain	VERB
cet-13111	36	36	when	when	SCONJ
cet-13111	36	37	a	a	DET
cet-13111	36	38	tensile	tensile	NOUN
cet-13111	36	39	test	test	NOUN
cet-13111	36	40	is	be	AUX
cet-13111	36	41	performed	perform	VERB
cet-13111	36	42	in	in	ADP
cet-13111	36	43	a	a	DET
cet-13111	36	44	hydrogenated	hydrogenate	VERB
cet-13111	36	45	environment	environment	NOUN
cet-13111	36	46	and	and	CCONJ
cet-13111	36	47	in	in	ADP
cet-13111	36	48	a	a	DET
cet-13111	36	49	reference	reference	NOUN
cet-13111	36	50	environment	environment	NOUN
cet-13111	36	51	(	(	PUNCT
cet-13111	36	52	e.g.	e.g.	ADV
cet-13111	36	53	,	,	PUNCT
cet-13111	36	54	in	in	ADP
cet-13111	36	55	air	air	NOUN
cet-13111	36	56	):	):	PUNCT
cet-13111	36	57	ei	ei	NOUN
cet-13111	36	58	=	=	SYM
cet-13111	36	59	raair	raair	PROPN
cet-13111	36	60	−	−	PROPN
cet-13111	36	61	rah2	rah2	PROPN
cet-13111	36	62	raair	raair	NOUN
cet-13111	36	63	∙	∙	PROPN
cet-13111	36	64	100	100	NUM
cet-13111	37	1	=	=	SYM
cet-13111	37	2	[	[	X
cet-13111	37	3	(	(	PUNCT
cet-13111	37	4	ai	ai	INTJ
cet-13111	37	5	−	−	PROPN
cet-13111	37	6	af	af	NOUN
cet-13111	37	7	)	)	PUNCT
cet-13111	38	1	af⁄	af⁄	PRON
cet-13111	38	2	]	]	PUNCT
cet-13111	38	3	air	air	NOUN
cet-13111	38	4	−	−	NOUN
cet-13111	39	1	[	[	X
cet-13111	39	2	(	(	PUNCT
cet-13111	39	3	ai	ai	INTJ
cet-13111	39	4	−	−	PROPN
cet-13111	39	5	af	af	NOUN
cet-13111	39	6	)	)	PUNCT
cet-13111	40	1	af⁄	af⁄	X
cet-13111	40	2	]	]	X
cet-13111	40	3	h2	h2	NOUN
cet-13111	40	4	[	[	X
cet-13111	40	5	(	(	PUNCT
cet-13111	40	6	ai	ai	INTJ
cet-13111	40	7	−	−	PROPN
cet-13111	40	8	af	af	NOUN
cet-13111	40	9	)	)	PUNCT
cet-13111	40	10	af⁄	af⁄	PRON
cet-13111	40	11	]	]	PUNCT
cet-13111	40	12	air	air	NOUN
cet-13111	40	13	∙	∙	PROPN
cet-13111	40	14	100	100	NUM
cet-13111	40	15	(	(	PUNCT
cet-13111	40	16	1	1	NUM
cet-13111	40	17	)	)	PUNCT
cet-13111	40	18	where	where	SCONJ
cet-13111	40	19	raair	raair	NOUN
cet-13111	40	20	and	and	CCONJ
cet-13111	40	21	rah2	rah2	PROPN
cet-13111	40	22	represent	represent	VERB
cet-13111	40	23	the	the	DET
cet-13111	40	24	reduced	reduced	ADJ
cet-13111	40	25	area	area	NOUN
cet-13111	40	26	at	at	ADP
cet-13111	40	27	fracture	fracture	NOUN
cet-13111	40	28	in	in	ADP
cet-13111	40	29	air	air	NOUN
cet-13111	40	30	and	and	CCONJ
cet-13111	40	31	hydrogen	hydrogen	NOUN
cet-13111	40	32	atmospheres	atmosphere	NOUN
cet-13111	40	33	,	,	PUNCT
cet-13111	40	34	respectively	respectively	ADV
cet-13111	40	35	,	,	PUNCT
cet-13111	40	36	while	while	SCONJ
cet-13111	40	37	ai	ai	VERB
cet-13111	40	38	and	and	CCONJ
cet-13111	40	39	af	af	AUX
cet-13111	40	40	represent	represent	VERB
cet-13111	40	41	the	the	DET
cet-13111	40	42	initial	initial	ADJ
cet-13111	40	43	and	and	CCONJ
cet-13111	40	44	final	final	ADJ
cet-13111	40	45	fracture	fracture	NOUN
cet-13111	40	46	areas	area	NOUN
cet-13111	40	47	,	,	PUNCT
cet-13111	40	48	respectively	respectively	ADV
cet-13111	40	49	.	.	PUNCT
cet-13111	41	1	the	the	PRON
cet-13111	41	2	higher	high	ADJ
cet-13111	41	3	the	the	DET
cet-13111	41	4	ei	ei	PROPN
cet-13111	41	5	,	,	PUNCT
cet-13111	41	6	the	the	DET
cet-13111	41	7	higher	high	ADJ
cet-13111	41	8	will	will	AUX
cet-13111	41	9	be	be	AUX
cet-13111	41	10	the	the	DET
cet-13111	41	11	difference	difference	NOUN
cet-13111	41	12	in	in	ADP
cet-13111	41	13	the	the	DET
cet-13111	41	14	reduced	reduced	ADJ
cet-13111	41	15	area	area	NOUN
cet-13111	41	16	in	in	ADP
cet-13111	41	17	air	air	NOUN
cet-13111	41	18	and	and	CCONJ
cet-13111	41	19	in	in	ADP
cet-13111	41	20	an	an	DET
cet-13111	41	21	h2	h2	NOUN
cet-13111	41	22	atmosphere	atmosphere	NOUN
cet-13111	41	23	,	,	PUNCT
cet-13111	41	24	and	and	CCONJ
cet-13111	41	25	consequently	consequently	ADV
cet-13111	41	26	the	the	DET
cet-13111	41	27	he	he	PRON
cet-13111	41	28	susceptibility	susceptibility	NOUN
cet-13111	41	29	of	of	ADP
cet-13111	41	30	the	the	DET
cet-13111	41	31	material	material	NOUN
cet-13111	41	32	.	.	PUNCT
cet-13111	42	1	in	in	ADP
cet-13111	42	2	most	most	ADJ
cet-13111	42	3	ferritic	ferritic	ADJ
cet-13111	42	4	steels	steel	NOUN
cet-13111	42	5	,	,	PUNCT
cet-13111	42	6	he	he	PRON
cet-13111	42	7	causes	cause	VERB
cet-13111	42	8	a	a	DET
cet-13111	42	9	loss	loss	NOUN
cet-13111	42	10	of	of	ADP
cet-13111	42	11	ra	ra	NOUN
cet-13111	42	12	ranging	range	VERB
cet-13111	42	13	from	from	ADP
cet-13111	42	14	20	20	NUM
cet-13111	42	15	%	%	NOUN
cet-13111	42	16	to	to	ADP
cet-13111	42	17	50	50	NUM
cet-13111	42	18	%	%	NOUN
cet-13111	42	19	for	for	ADP
cet-13111	42	20	smooth	smooth	ADJ
cet-13111	42	21	specimens	specimen	NOUN
cet-13111	42	22	and	and	CCONJ
cet-13111	42	23	up	up	ADP
cet-13111	42	24	to	to	PART
cet-13111	42	25	80	80	NUM
cet-13111	42	26	%	%	NOUN
cet-13111	42	27	for	for	ADP
cet-13111	42	28	notched	notch	VERB
cet-13111	42	29	specimens	specimen	NOUN
cet-13111	42	30	(	(	PUNCT
cet-13111	42	31	nasa	nasa	PROPN
cet-13111	42	32	,	,	PUNCT
cet-13111	42	33	2016	2016	NUM
cet-13111	42	34	)	)	PUNCT
cet-13111	42	35	.	.	PUNCT
cet-13111	43	1	the	the	DET
cet-13111	43	2	triaxial	triaxial	ADJ
cet-13111	43	3	stress	stress	NOUN
cet-13111	43	4	region	region	NOUN
cet-13111	43	5	ahead	ahead	ADV
cet-13111	43	6	of	of	ADP
cet-13111	43	7	the	the	DET
cet-13111	43	8	notch	notch	NOUN
cet-13111	43	9	causes	cause	VERB
cet-13111	43	10	a	a	DET
cet-13111	43	11	more	more	ADV
cet-13111	43	12	significant	significant	ADJ
cet-13111	43	13	hydrogen	hydrogen	NOUN
cet-13111	43	14	accumulation	accumulation	NOUN
cet-13111	43	15	,	,	PUNCT
cet-13111	43	16	which	which	PRON
cet-13111	43	17	enhances	enhance	VERB
cet-13111	43	18	the	the	DET
cet-13111	43	19	he	he	PROPN
cet-13111	43	20	effects	effect	VERB
cet-13111	43	21	.	.	PUNCT
cet-13111	44	1	as	as	ADP
cet-13111	44	2	a	a	DET
cet-13111	44	3	rule	rule	NOUN
cet-13111	44	4	of	of	ADP
cet-13111	44	5	thumb	thumb	NOUN
cet-13111	44	6	,	,	PUNCT
cet-13111	44	7	the	the	DET
cet-13111	44	8	hydrogen	hydrogen	NOUN
cet-13111	44	9	concentration	concentration	NOUN
cet-13111	44	10	in	in	ADP
cet-13111	44	11	the	the	DET
cet-13111	44	12	metal	metal	NOUN
cet-13111	44	13	lattice	lattice	NOUN
cet-13111	44	14	is	be	AUX
cet-13111	44	15	proportional	proportional	ADJ
cet-13111	44	16	to	to	ADP
cet-13111	44	17	the	the	DET
cet-13111	44	18	hydrogen	hydrogen	NOUN
cet-13111	44	19	partial	partial	ADJ
cet-13111	44	20	pressure	pressure	NOUN
cet-13111	44	21	(	(	PUNCT
cet-13111	44	22	according	accord	VERB
cet-13111	44	23	to	to	ADP
cet-13111	44	24	sievert	sievert	PROPN
cet-13111	44	25	’s	’s	PART
cet-13111	44	26	law	law	NOUN
cet-13111	44	27	)	)	PUNCT
cet-13111	44	28	,	,	PUNCT
cet-13111	44	29	and	and	CCONJ
cet-13111	44	30	the	the	DET
cet-13111	44	31	same	same	ADJ
cet-13111	44	32	goes	go	VERB
cet-13111	44	33	for	for	ADP
cet-13111	44	34	the	the	DET
cet-13111	44	35	h2	h2	NOUN
cet-13111	44	36	-	-	PUNCT
cet-13111	44	37	induced	induce	VERB
cet-13111	44	38	detriment	detriment	NOUN
cet-13111	44	39	in	in	ADP
cet-13111	44	40	tensile	tensile	NOUN
cet-13111	44	41	properties	property	NOUN
cet-13111	44	42	.	.	PUNCT
cet-13111	45	1	a	a	DET
cet-13111	45	2	194	194	NUM
cet-13111	45	3	saturation	saturation	NOUN
cet-13111	45	4	level	level	NOUN
cet-13111	45	5	can	can	AUX
cet-13111	45	6	be	be	AUX
cet-13111	45	7	observed	observe	VERB
cet-13111	45	8	so	so	SCONJ
cet-13111	45	9	that	that	SCONJ
cet-13111	45	10	further	further	ADJ
cet-13111	45	11	pressure	pressure	NOUN
cet-13111	45	12	increases	increase	NOUN
cet-13111	45	13	above	above	ADP
cet-13111	45	14	a	a	DET
cet-13111	45	15	certain	certain	ADJ
cet-13111	45	16	level	level	NOUN
cet-13111	45	17	(	(	PUNCT
cet-13111	45	18	the	the	DET
cet-13111	45	19	specific	specific	ADJ
cet-13111	45	20	value	value	NOUN
cet-13111	45	21	depends	depend	VERB
cet-13111	45	22	on	on	ADP
cet-13111	45	23	the	the	DET
cet-13111	45	24	material	material	NOUN
cet-13111	45	25	)	)	PUNCT
cet-13111	45	26	does	do	AUX
cet-13111	45	27	not	not	PART
cet-13111	45	28	further	far	ADV
cet-13111	45	29	affect	affect	VERB
cet-13111	45	30	ductility	ductility	NOUN
cet-13111	45	31	.	.	PUNCT
cet-13111	46	1	on	on	ADP
cet-13111	46	2	the	the	DET
cet-13111	46	3	other	other	ADJ
cet-13111	46	4	hand	hand	NOUN
cet-13111	46	5	,	,	PUNCT
cet-13111	46	6	the	the	DET
cet-13111	46	7	temperature	temperature	NOUN
cet-13111	46	8	effect	effect	NOUN
cet-13111	46	9	is	be	AUX
cet-13111	46	10	more	more	ADV
cet-13111	46	11	complex	complex	ADJ
cet-13111	46	12	since	since	SCONJ
cet-13111	46	13	it	it	PRON
cet-13111	46	14	affects	affect	VERB
cet-13111	46	15	the	the	DET
cet-13111	46	16	kinetic	kinetic	NOUN
cet-13111	46	17	of	of	ADP
cet-13111	46	18	surface	surface	NOUN
cet-13111	46	19	reactions	reaction	NOUN
cet-13111	46	20	,	,	PUNCT
cet-13111	46	21	hydrogen	hydrogen	NOUN
cet-13111	46	22	solubility	solubility	NOUN
cet-13111	46	23	,	,	PUNCT
cet-13111	46	24	diffusivity	diffusivity	NOUN
cet-13111	46	25	,	,	PUNCT
cet-13111	46	26	and	and	CCONJ
cet-13111	46	27	trapping	trap	VERB
cet-13111	46	28	contemporarily	contemporarily	ADV
cet-13111	46	29	.	.	PUNCT
cet-13111	47	1	at	at	ADP
cet-13111	47	2	high	high	ADJ
cet-13111	47	3	temperatures	temperature	NOUN
cet-13111	47	4	,	,	PUNCT
cet-13111	47	5	atoms	atom	NOUN
cet-13111	47	6	’	'	PUNCT
cet-13111	47	7	mobility	mobility	NOUN
cet-13111	47	8	is	be	AUX
cet-13111	47	9	high	high	ADJ
cet-13111	47	10	and	and	CCONJ
cet-13111	47	11	de	de	ADJ
cet-13111	47	12	-	-	ADJ
cet-13111	47	13	trapping	trapping	NOUN
cet-13111	47	14	is	be	AUX
cet-13111	47	15	favored	favor	VERB
cet-13111	47	16	,	,	PUNCT
cet-13111	47	17	while	while	SCONJ
cet-13111	47	18	,	,	PUNCT
cet-13111	47	19	at	at	ADP
cet-13111	47	20	low	low	ADJ
cet-13111	47	21	temperatures	temperature	NOUN
cet-13111	47	22	,	,	PUNCT
cet-13111	47	23	the	the	DET
cet-13111	47	24	diffusion	diffusion	NOUN
cet-13111	47	25	through	through	ADP
cet-13111	47	26	the	the	DET
cet-13111	47	27	metal	metal	NOUN
cet-13111	47	28	lattice	lattice	NOUN
cet-13111	47	29	is	be	AUX
cet-13111	47	30	slow	slow	ADJ
cet-13111	47	31	and	and	CCONJ
cet-13111	47	32	longer	long	ADJ
cet-13111	47	33	exposure	exposure	NOUN
cet-13111	47	34	times	time	NOUN
cet-13111	47	35	are	be	AUX
cet-13111	47	36	required	require	VERB
cet-13111	47	37	to	to	PART
cet-13111	47	38	obtain	obtain	VERB
cet-13111	47	39	the	the	DET
cet-13111	47	40	critical	critical	ADJ
cet-13111	47	41	combination	combination	NOUN
cet-13111	47	42	of	of	ADP
cet-13111	47	43	local	local	ADJ
cet-13111	47	44	hydrogen	hydrogen	NOUN
cet-13111	47	45	concentration	concentration	NOUN
cet-13111	47	46	and	and	CCONJ
cet-13111	47	47	local	local	ADJ
cet-13111	47	48	stress	stress	NOUN
cet-13111	47	49	for	for	ADP
cet-13111	47	50	embrittlement	embrittlement	NOUN
cet-13111	47	51	to	to	PART
cet-13111	47	52	be	be	AUX
cet-13111	47	53	displayed	display	VERB
cet-13111	47	54	.	.	PUNCT
cet-13111	48	1	as	as	ADP
cet-13111	48	2	a	a	DET
cet-13111	48	3	result	result	NOUN
cet-13111	48	4	,	,	PUNCT
cet-13111	48	5	he	he	PRON
cet-13111	48	6	impact	impact	NOUN
cet-13111	48	7	reaches	reach	VERB
cet-13111	48	8	a	a	DET
cet-13111	48	9	maximum	maximum	NOUN
cet-13111	48	10	at	at	ADP
cet-13111	48	11	near	near	ADJ
cet-13111	48	12	-	-	PUNCT
cet-13111	48	13	ambient	ambient	ADJ
cet-13111	48	14	temperature	temperature	NOUN
cet-13111	48	15	for	for	ADP
cet-13111	48	16	a	a	DET
cet-13111	48	17	wide	wide	ADJ
cet-13111	48	18	variety	variety	NOUN
cet-13111	48	19	of	of	ADP
cet-13111	48	20	ferritic	ferritic	ADJ
cet-13111	48	21	steels	steel	NOUN
cet-13111	48	22	(	(	PUNCT
cet-13111	48	23	gangloff	gangloff	NOUN
cet-13111	48	24	and	and	CCONJ
cet-13111	48	25	somerday	somerday	NOUN
cet-13111	48	26	,	,	PUNCT
cet-13111	48	27	2012	2012	NUM
cet-13111	48	28	)	)	PUNCT
cet-13111	48	29	.	.	PUNCT
cet-13111	49	1	finally	finally	ADV
cet-13111	49	2	,	,	PUNCT
cet-13111	49	3	materials	material	NOUN
cet-13111	49	4	metallurgy	metallurgy	NOUN
cet-13111	49	5	is	be	AUX
cet-13111	49	6	also	also	ADV
cet-13111	49	7	considered	consider	VERB
cet-13111	49	8	an	an	DET
cet-13111	49	9	overriding	override	VERB
cet-13111	49	10	factor	factor	NOUN
cet-13111	49	11	for	for	ADP
cet-13111	49	12	the	the	DET
cet-13111	49	13	occurrence	occurrence	NOUN
cet-13111	49	14	of	of	ADP
cet-13111	49	15	hydrogen	hydrogen	NOUN
cet-13111	49	16	embrittlement	embrittlement	NOUN
cet-13111	49	17	.	.	PUNCT
cet-13111	50	1	high	high	ADJ
cet-13111	50	2	-	-	PUNCT
cet-13111	50	3	strength	strength	NOUN
cet-13111	50	4	steels	steel	NOUN
cet-13111	50	5	are	be	AUX
cet-13111	50	6	normally	normally	ADV
cet-13111	50	7	more	more	ADV
cet-13111	50	8	prone	prone	ADJ
cet-13111	50	9	to	to	ADP
cet-13111	50	10	he	he	PRON
cet-13111	50	11	,	,	PUNCT
cet-13111	50	12	and	and	CCONJ
cet-13111	50	13	certain	certain	ADJ
cet-13111	50	14	microstructures	microstructure	NOUN
cet-13111	50	15	(	(	PUNCT
cet-13111	50	16	e.g.	e.g.	ADV
cet-13111	50	17	,	,	PUNCT
cet-13111	50	18	martensite	martensite	NOUN
cet-13111	50	19	)	)	PUNCT
cet-13111	50	20	are	be	AUX
cet-13111	50	21	more	more	ADV
cet-13111	50	22	susceptible	susceptible	ADJ
cet-13111	50	23	than	than	ADP
cet-13111	50	24	others	other	NOUN
cet-13111	50	25	(	(	PUNCT
cet-13111	50	26	e.g.	e.g.	ADV
cet-13111	50	27	,	,	PUNCT
cet-13111	50	28	austenite	austenite	NOUN
cet-13111	50	29	)	)	PUNCT
cet-13111	50	30	even	even	ADV
cet-13111	50	31	at	at	ADP
cet-13111	50	32	the	the	DET
cet-13111	50	33	same	same	ADJ
cet-13111	50	34	strength	strength	NOUN
cet-13111	50	35	level	level	NOUN
cet-13111	50	36	.	.	PUNCT
cet-13111	51	1	moreover	moreover	ADV
cet-13111	51	2	,	,	PUNCT
cet-13111	51	3	the	the	DET
cet-13111	51	4	chemical	chemical	NOUN
cet-13111	51	5	composition	composition	NOUN
cet-13111	51	6	represents	represent	VERB
cet-13111	51	7	an	an	DET
cet-13111	51	8	important	important	ADJ
cet-13111	51	9	parameter	parameter	NOUN
cet-13111	51	10	:	:	PUNCT
cet-13111	51	11	aluminum	aluminum	NOUN
cet-13111	51	12	and	and	CCONJ
cet-13111	51	13	copper	copper	NOUN
cet-13111	51	14	alloys	alloy	NOUN
cet-13111	51	15	can	can	AUX
cet-13111	51	16	always	always	ADV
cet-13111	51	17	be	be	AUX
cet-13111	51	18	used	use	VERB
cet-13111	51	19	,	,	PUNCT
cet-13111	51	20	along	along	ADP
cet-13111	51	21	with	with	ADP
cet-13111	51	22	austenitic	austenitic	ADJ
cet-13111	51	23	steels	steel	NOUN
cet-13111	51	24	with	with	ADP
cet-13111	51	25	ni	ni	PROPN
cet-13111	51	26	content	content	NOUN
cet-13111	51	27	above	above	ADP
cet-13111	51	28	7	7	NUM
cet-13111	51	29	%	%	NOUN
cet-13111	51	30	(	(	PUNCT
cet-13111	51	31	san	san	PROPN
cet-13111	51	32	marchi	marchi	PROPN
cet-13111	51	33	and	and	CCONJ
cet-13111	51	34	somerday	somerday	PROPN
cet-13111	51	35	,	,	PUNCT
cet-13111	51	36	2012	2012	NUM
cet-13111	51	37	)	)	PUNCT
cet-13111	51	38	.	.	PUNCT
cet-13111	52	1	finally	finally	ADV
cet-13111	52	2	,	,	PUNCT
cet-13111	52	3	the	the	DET
cet-13111	52	4	testing	testing	NOUN
cet-13111	52	5	conditions	condition	NOUN
cet-13111	52	6	influence	influence	VERB
cet-13111	52	7	the	the	DET
cet-13111	52	8	he	he	PRON
cet-13111	52	9	severity	severity	NOUN
cet-13111	52	10	.	.	PUNCT
cet-13111	53	1	in	in	ADP
cet-13111	53	2	the	the	DET
cet-13111	53	3	case	case	NOUN
cet-13111	53	4	of	of	ADP
cet-13111	53	5	tensile	tensile	NOUN
cet-13111	53	6	tests	test	NOUN
cet-13111	53	7	,	,	PUNCT
cet-13111	53	8	the	the	DET
cet-13111	53	9	nominal	nominal	ADJ
cet-13111	53	10	strain	strain	NOUN
cet-13111	53	11	rate	rate	NOUN
cet-13111	53	12	is	be	AUX
cet-13111	53	13	the	the	DET
cet-13111	53	14	most	most	ADV
cet-13111	53	15	important	important	ADJ
cet-13111	53	16	factor	factor	NOUN
cet-13111	53	17	.	.	PUNCT
cet-13111	54	1	it	it	PRON
cet-13111	54	2	should	should	AUX
cet-13111	54	3	be	be	AUX
cet-13111	54	4	low	low	ADJ
cet-13111	54	5	enough	enough	ADV
cet-13111	54	6	to	to	PART
cet-13111	54	7	allow	allow	VERB
cet-13111	54	8	hydrogen	hydrogen	NOUN
cet-13111	54	9	to	to	PART
cet-13111	54	10	diffuse	diffuse	VERB
cet-13111	54	11	through	through	ADP
cet-13111	54	12	the	the	DET
cet-13111	54	13	metal	metal	NOUN
cet-13111	54	14	lattice	lattice	NOUN
cet-13111	54	15	and	and	CCONJ
cet-13111	54	16	accumulate	accumulate	VERB
cet-13111	54	17	near	near	ADP
cet-13111	54	18	defects	defect	NOUN
cet-13111	54	19	and	and	CCONJ
cet-13111	54	20	inclusions	inclusion	NOUN
cet-13111	54	21	.	.	PUNCT
cet-13111	55	1	3	3	X
cet-13111	55	2	.	.	X
cet-13111	55	3	methodology	methodology	NOUN
cet-13111	55	4	the	the	DET
cet-13111	55	5	methodology	methodology	NOUN
cet-13111	55	6	adopted	adopt	VERB
cet-13111	55	7	for	for	ADP
cet-13111	55	8	classifying	classify	VERB
cet-13111	55	9	the	the	DET
cet-13111	55	10	materials	material	NOUN
cet-13111	55	11	based	base	VERB
cet-13111	55	12	on	on	ADP
cet-13111	55	13	their	their	PRON
cet-13111	55	14	hydrogen	hydrogen	NOUN
cet-13111	55	15	embrittlement	embrittlement	NOUN
cet-13111	55	16	susceptibility	susceptibility	NOUN
cet-13111	55	17	can	can	AUX
cet-13111	55	18	be	be	AUX
cet-13111	55	19	divided	divide	VERB
cet-13111	55	20	into	into	ADP
cet-13111	55	21	three	three	NUM
cet-13111	55	22	main	main	ADJ
cet-13111	55	23	steps	step	NOUN
cet-13111	55	24	:	:	PUNCT
cet-13111	55	25	database	database	NOUN
cet-13111	55	26	creation	creation	NOUN
cet-13111	55	27	and	and	CCONJ
cet-13111	55	28	pre	pre	ADJ
cet-13111	55	29	-	-	ADJ
cet-13111	55	30	processing	processing	ADJ
cet-13111	55	31	,	,	PUNCT
cet-13111	55	32	target	target	NOUN
cet-13111	55	33	definition	definition	NOUN
cet-13111	55	34	,	,	PUNCT
cet-13111	55	35	and	and	CCONJ
cet-13111	55	36	machine	machine	NOUN
cet-13111	55	37	learning	learn	VERB
cet-13111	55	38	simulation	simulation	NOUN
cet-13111	55	39	.	.	PUNCT
cet-13111	56	1	it	it	PRON
cet-13111	56	2	is	be	AUX
cet-13111	56	3	described	describe	VERB
cet-13111	56	4	in	in	ADP
cet-13111	56	5	detail	detail	NOUN
cet-13111	56	6	in	in	ADP
cet-13111	56	7	the	the	DET
cet-13111	56	8	following	follow	VERB
cet-13111	56	9	sections	section	NOUN
cet-13111	56	10	.	.	PUNCT
cet-13111	57	1	3.1	3.1	NUM
cet-13111	57	2	database	database	NOUN
cet-13111	57	3	creation	creation	NOUN
cet-13111	57	4	and	and	CCONJ
cet-13111	57	5	pre	pre	ADJ
cet-13111	57	6	-	-	ADJ
cet-13111	57	7	processing	process	VERB
cet-13111	57	8	the	the	DET
cet-13111	57	9	database	database	NOUN
cet-13111	57	10	contains	contain	VERB
cet-13111	57	11	information	information	NOUN
cet-13111	57	12	about	about	ADP
cet-13111	57	13	tensile	tensile	NOUN
cet-13111	57	14	test	test	NOUN
cet-13111	57	15	results	result	NOUN
cet-13111	57	16	,	,	PUNCT
cet-13111	57	17	where	where	SCONJ
cet-13111	57	18	the	the	DET
cet-13111	57	19	specimens	specimen	NOUN
cet-13111	57	20	were	be	AUX
cet-13111	57	21	subjected	subject	VERB
cet-13111	57	22	to	to	AUX
cet-13111	57	23	stress	stress	VERB
cet-13111	57	24	in	in	ADP
cet-13111	57	25	combination	combination	NOUN
cet-13111	57	26	with	with	ADP
cet-13111	57	27	exposure	exposure	NOUN
cet-13111	57	28	to	to	ADP
cet-13111	57	29	high	high	ADJ
cet-13111	57	30	-	-	PUNCT
cet-13111	57	31	pressure	pressure	NOUN
cet-13111	57	32	hydrogen	hydrogen	NOUN
cet-13111	57	33	gas	gas	NOUN
cet-13111	57	34	.	.	PUNCT
cet-13111	58	1	the	the	DET
cet-13111	58	2	features	feature	NOUN
cet-13111	58	3	include	include	VERB
cet-13111	58	4	environmental	environmental	ADJ
cet-13111	58	5	parameters	parameter	NOUN
cet-13111	58	6	(	(	PUNCT
cet-13111	58	7	i.e.	i.e.	X
cet-13111	58	8	,	,	PUNCT
cet-13111	58	9	testing	test	VERB
cet-13111	58	10	environmental	environmental	ADJ
cet-13111	58	11	conditions	condition	NOUN
cet-13111	58	12	)	)	PUNCT
cet-13111	58	13	,	,	PUNCT
cet-13111	58	14	material	material	NOUN
cet-13111	58	15	properties	property	NOUN
cet-13111	58	16	(	(	PUNCT
cet-13111	58	17	i.e.	i.e.	X
cet-13111	58	18	,	,	PUNCT
cet-13111	58	19	metallurgy	metallurgy	NOUN
cet-13111	58	20	and	and	CCONJ
cet-13111	58	21	characterization	characterization	NOUN
cet-13111	58	22	of	of	ADP
cet-13111	58	23	the	the	DET
cet-13111	58	24	specimen	speciman	NOUN
cet-13111	58	25	)	)	PUNCT
cet-13111	58	26	,	,	PUNCT
cet-13111	58	27	and	and	CCONJ
cet-13111	58	28	loading	loading	NOUN
cet-13111	58	29	conditions	condition	NOUN
cet-13111	58	30	(	(	PUNCT
cet-13111	58	31	i.e.	i.e.	X
cet-13111	58	32	,	,	PUNCT
cet-13111	58	33	nominal	nominal	ADJ
cet-13111	58	34	strain	strain	NOUN
cet-13111	58	35	rate	rate	NOUN
cet-13111	58	36	and	and	CCONJ
cet-13111	58	37	presence	presence	NOUN
cet-13111	58	38	of	of	ADP
cet-13111	58	39	stress	stress	NOUN
cet-13111	58	40	concentrators	concentrator	NOUN
cet-13111	58	41	)	)	PUNCT
cet-13111	58	42	.	.	PUNCT
cet-13111	59	1	all	all	DET
cet-13111	59	2	these	these	DET
cet-13111	59	3	data	datum	NOUN
cet-13111	59	4	have	have	AUX
cet-13111	59	5	been	be	AUX
cet-13111	59	6	retrieved	retrieve	VERB
cet-13111	59	7	from	from	ADP
cet-13111	59	8	the	the	DET
cet-13111	59	9	literature	literature	NOUN
cet-13111	59	10	.	.	PUNCT
cet-13111	60	1	among	among	ADP
cet-13111	60	2	the	the	DET
cet-13111	60	3	others	other	NOUN
cet-13111	60	4	,	,	PUNCT
cet-13111	60	5	the	the	DET
cet-13111	60	6	“	"	PUNCT
cet-13111	60	7	technical	technical	ADJ
cet-13111	60	8	reference	reference	NOUN
cet-13111	60	9	for	for	ADP
cet-13111	60	10	hydrogen	hydrogen	NOUN
cet-13111	60	11	compatibility	compatibility	NOUN
cet-13111	60	12	of	of	ADP
cet-13111	60	13	materials	material	NOUN
cet-13111	60	14	”	"	PUNCT
cet-13111	60	15	(	(	PUNCT
cet-13111	60	16	san	san	PROPN
cet-13111	60	17	marchi	marchi	PROPN
cet-13111	60	18	and	and	CCONJ
cet-13111	60	19	somerday	somerday	PROPN
cet-13111	60	20	,	,	PUNCT
cet-13111	60	21	2012	2012	NUM
cet-13111	60	22	)	)	PUNCT
cet-13111	60	23	represents	represent	VERB
cet-13111	60	24	the	the	DET
cet-13111	60	25	primary	primary	ADJ
cet-13111	60	26	source	source	NOUN
cet-13111	60	27	of	of	ADP
cet-13111	60	28	information	information	NOUN
cet-13111	60	29	.	.	PUNCT
cet-13111	61	1	the	the	DET
cet-13111	61	2	structure	structure	NOUN
cet-13111	61	3	of	of	ADP
cet-13111	61	4	the	the	DET
cet-13111	61	5	original	original	ADJ
cet-13111	61	6	database	database	NOUN
cet-13111	61	7	is	be	AUX
cet-13111	61	8	summarized	summarize	VERB
cet-13111	61	9	in	in	ADP
cet-13111	61	10	table	table	NOUN
cet-13111	61	11	1	1	NUM
cet-13111	61	12	.	.	PUNCT
cet-13111	62	1	considering	consider	VERB
cet-13111	62	2	that	that	SCONJ
cet-13111	62	3	most	most	ADJ
cet-13111	62	4	tests	test	NOUN
cet-13111	62	5	have	have	AUX
cet-13111	62	6	been	be	AUX
cet-13111	62	7	performed	perform	VERB
cet-13111	62	8	under	under	ADP
cet-13111	62	9	standard	standard	ADJ
cet-13111	62	10	hydrogen	hydrogen	NOUN
cet-13111	62	11	purity	purity	NOUN
cet-13111	62	12	level	level	NOUN
cet-13111	62	13	(	(	PUNCT
cet-13111	62	14	i.e.	i.e.	X
cet-13111	62	15	,	,	PUNCT
cet-13111	62	16	99.99	99.99	NUM
cet-13111	62	17	%	%	NOUN
cet-13111	62	18	)	)	PUNCT
cet-13111	62	19	,	,	PUNCT
cet-13111	62	20	the	the	DET
cet-13111	62	21	correspondent	correspondent	NOUN
cet-13111	62	22	feature	feature	NOUN
cet-13111	62	23	has	have	AUX
cet-13111	62	24	not	not	PART
cet-13111	62	25	been	be	AUX
cet-13111	62	26	deemed	deem	VERB
cet-13111	62	27	relevant	relevant	ADJ
cet-13111	62	28	for	for	ADP
cet-13111	62	29	the	the	DET
cet-13111	62	30	analyses	analysis	NOUN
cet-13111	62	31	and	and	CCONJ
cet-13111	62	32	has	have	AUX
cet-13111	62	33	been	be	AUX
cet-13111	62	34	discarded	discard	VERB
cet-13111	62	35	.	.	PUNCT
cet-13111	63	1	moreover	moreover	ADV
cet-13111	63	2	,	,	PUNCT
cet-13111	63	3	the	the	DET
cet-13111	63	4	features	feature	NOUN
cet-13111	63	5	’	'	PUNCT
cet-13111	63	6	values	value	NOUN
cet-13111	63	7	have	have	AUX
cet-13111	63	8	been	be	AUX
cet-13111	63	9	converted	convert	VERB
cet-13111	63	10	to	to	PART
cet-13111	63	11	have	have	VERB
cet-13111	63	12	a	a	DET
cet-13111	63	13	unique	unique	ADJ
cet-13111	63	14	unit	unit	NOUN
cet-13111	63	15	for	for	ADP
cet-13111	63	16	each	each	DET
cet-13111	63	17	physical	physical	ADJ
cet-13111	63	18	quantity	quantity	NOUN
cet-13111	63	19	.	.	PUNCT
cet-13111	64	1	in	in	ADP
cet-13111	64	2	this	this	DET
cet-13111	64	3	case	case	NOUN
cet-13111	64	4	,	,	PUNCT
cet-13111	64	5	the	the	DET
cet-13111	64	6	normalization	normalization	NOUN
cet-13111	64	7	of	of	ADP
cet-13111	64	8	the	the	DET
cet-13111	64	9	numerical	numerical	ADJ
cet-13111	64	10	values	value	NOUN
cet-13111	64	11	was	be	AUX
cet-13111	64	12	not	not	PART
cet-13111	64	13	deemed	deem	VERB
cet-13111	64	14	useful	useful	ADJ
cet-13111	64	15	since	since	SCONJ
cet-13111	64	16	no	no	DET
cet-13111	64	17	scale	scale	NOUN
cet-13111	64	18	effects	effect	NOUN
cet-13111	64	19	were	be	AUX
cet-13111	64	20	observed	observe	VERB
cet-13111	64	21	.	.	PUNCT
cet-13111	65	1	the	the	DET
cet-13111	65	2	pre	pre	ADJ
cet-13111	65	3	-	-	ADJ
cet-13111	65	4	processed	processed	ADJ
cet-13111	65	5	database	database	NOUN
cet-13111	65	6	included	include	VERB
cet-13111	65	7	200	200	NUM
cet-13111	65	8	tests	test	NOUN
cet-13111	65	9	(	(	PUNCT
cet-13111	65	10	i.e.	i.e.	X
cet-13111	65	11	,	,	PUNCT
cet-13111	65	12	rows	row	NOUN
cet-13111	65	13	)	)	PUNCT
cet-13111	65	14	and	and	CCONJ
cet-13111	65	15	24	24	NUM
cet-13111	65	16	features	feature	NOUN
cet-13111	65	17	(	(	PUNCT
cet-13111	65	18	i.e.	i.e.	X
cet-13111	65	19	,	,	PUNCT
cet-13111	65	20	columns	column	NOUN
cet-13111	65	21	)	)	PUNCT
cet-13111	65	22	.	.	PUNCT
cet-13111	66	1	table	table	NOUN
cet-13111	66	2	1	1	NUM
cet-13111	66	3	:	:	PUNCT
cet-13111	66	4	structure	structure	NOUN
cet-13111	66	5	of	of	ADP
cet-13111	66	6	the	the	DET
cet-13111	66	7	database	database	NOUN
cet-13111	66	8	(	(	PUNCT
cet-13111	66	9	eb	eb	PROPN
cet-13111	66	10	:	:	PUNCT
cet-13111	66	11	electron	electron	NOUN
cet-13111	66	12	beam	beam	NOUN
cet-13111	66	13	;	;	PUNCT
cet-13111	66	14	erw	erw	NOUN
cet-13111	66	15	:	:	PUNCT
cet-13111	66	16	electric	electric	ADJ
cet-13111	66	17	resistance	resistance	NOUN
cet-13111	66	18	weld	weld	NOUN
cet-13111	66	19	;	;	PUNCT
cet-13111	66	20	gma	gma	NOUN
cet-13111	66	21	:	:	PUNCT
cet-13111	66	22	gas	gas	NOUN
cet-13111	66	23	metal	metal	NOUN
cet-13111	66	24	arc	arc	NOUN
cet-13111	66	25	;	;	PUNCT
cet-13111	66	26	gta	gta	X
cet-13111	66	27	:	:	PUNCT
cet-13111	66	28	gas	gas	NOUN
cet-13111	66	29	tungsten	tungsten	NOUN
cet-13111	66	30	arc	arc	NOUN
cet-13111	66	31	;	;	PUNCT
cet-13111	66	32	haz	haz	PROPN
cet-13111	66	33	:	:	PUNCT
cet-13111	66	34	heat	heat	NOUN
cet-13111	66	35	-	-	PUNCT
cet-13111	66	36	affected	affect	VERB
cet-13111	66	37	zone	zone	NOUN
cet-13111	66	38	;	;	PUNCT
cet-13111	66	39	sa	sa	PROPN
cet-13111	66	40	:	:	PUNCT
cet-13111	66	41	submerged	submerge	VERB
cet-13111	66	42	arc	arc	NOUN
cet-13111	66	43	;	;	PUNCT
cet-13111	66	44	sma	sma	PROPN
cet-13111	66	45	:	:	PUNCT
cet-13111	66	46	shielded	shielded	ADJ
cet-13111	66	47	metal	metal	NOUN
cet-13111	66	48	arc	arc	NOUN
cet-13111	66	49	)	)	PUNCT
cet-13111	66	50	factor	factor	NOUN
cet-13111	66	51	feature	feature	NOUN
cet-13111	66	52	feature	feature	NOUN
cet-13111	66	53	type	type	NOUN
cet-13111	66	54	environment	environment	NOUN
cet-13111	66	55	pressure	pressure	NOUN
cet-13111	66	56	(	(	PUNCT
cet-13111	66	57	mpa	mpa	PROPN
cet-13111	66	58	)	)	PUNCT
cet-13111	66	59	numerical	numerical	ADJ
cet-13111	66	60	temperature	temperature	NOUN
cet-13111	66	61	(	(	PUNCT
cet-13111	66	62	°	°	ADP
cet-13111	66	63	c	c	NOUN
cet-13111	66	64	)	)	PUNCT
cet-13111	66	65	numerical	numerical	ADJ
cet-13111	66	66	hydrogen	hydrogen	NOUN
cet-13111	66	67	purity	purity	NOUN
cet-13111	66	68	(	(	PUNCT
cet-13111	66	69	%	%	INTJ
cet-13111	66	70	)	)	PUNCT
cet-13111	66	71	numerical	numerical	ADJ
cet-13111	66	72	material	material	NOUN
cet-13111	66	73	material	material	NOUN
cet-13111	66	74	:	:	PUNCT
cet-13111	66	75	x80	x80	PROPN
cet-13111	66	76	,	,	PUNCT
cet-13111	66	77	x100	x100	PROPN
cet-13111	66	78	,	,	PUNCT
cet-13111	66	79	a515	a515	PROPN
cet-13111	66	80	,	,	PUNCT
cet-13111	66	81	a516	a516	PROPN
cet-13111	66	82	,	,	PUNCT
cet-13111	66	83	etc	etc	X
cet-13111	66	84	.	.	X
cet-13111	66	85	categorical	categorical	ADJ
cet-13111	66	86	composition	composition	NOUN
cet-13111	66	87	:	:	PUNCT
cet-13111	66	88	fe	fe	X
cet-13111	66	89	,	,	PUNCT
cet-13111	66	90	cr	cr	PROPN
cet-13111	66	91	,	,	PUNCT
cet-13111	66	92	ni	ni	PROPN
cet-13111	66	93	,	,	PUNCT
cet-13111	66	94	mn	mn	PROPN
cet-13111	66	95	,	,	PUNCT
cet-13111	66	96	mo	mo	PROPN
cet-13111	66	97	,	,	PUNCT
cet-13111	66	98	nb	nb	PROPN
cet-13111	66	99	,	,	PUNCT
cet-13111	66	100	ti	ti	NOUN
cet-13111	66	101	,	,	PUNCT
cet-13111	66	102	v	v	PROPN
cet-13111	66	103	,	,	PUNCT
cet-13111	66	104	al	al	PROPN
cet-13111	66	105	,	,	PUNCT
cet-13111	66	106	cu	cu	PROPN
cet-13111	66	107	,	,	PUNCT
cet-13111	66	108	si	si	PROPN
cet-13111	66	109	,	,	PUNCT
cet-13111	66	110	c	c	NOUN
cet-13111	66	111	,	,	PUNCT
cet-13111	66	112	n	n	CCONJ
cet-13111	66	113	,	,	PUNCT
cet-13111	66	114	b	b	PROPN
cet-13111	66	115	,	,	PUNCT
cet-13111	66	116	s	s	PROPN
cet-13111	66	117	,	,	PUNCT
cet-13111	66	118	p	p	X
cet-13111	66	119	,	,	PUNCT
cet-13111	66	120	co	co	X
cet-13111	66	121	(	(	PUNCT
cet-13111	66	122	%	%	INTJ
cet-13111	66	123	)	)	PUNCT
cet-13111	66	124	numerical	numerical	ADJ
cet-13111	66	125	microstructure	microstructure	NOUN
cet-13111	66	126	:	:	PUNCT
cet-13111	66	127	ferritic	ferritic	ADJ
cet-13111	66	128	,	,	PUNCT
cet-13111	66	129	pearlitic	pearlitic	ADJ
cet-13111	66	130	,	,	PUNCT
cet-13111	66	131	bainitic	bainitic	ADJ
cet-13111	66	132	,	,	PUNCT
cet-13111	66	133	martensitic	martensitic	ADJ
cet-13111	66	134	,	,	PUNCT
cet-13111	66	135	austenitic	austenitic	ADJ
cet-13111	66	136	categorical	categorical	ADJ
cet-13111	66	137	type	type	NOUN
cet-13111	66	138	of	of	ADP
cet-13111	66	139	weld	weld	NOUN
cet-13111	66	140	or	or	CCONJ
cet-13111	66	141	haz	haz	PROPN
cet-13111	66	142	:	:	PUNCT
cet-13111	66	143	eb	eb	PROPN
cet-13111	66	144	,	,	PUNCT
cet-13111	66	145	erw	erw	PROPN
cet-13111	66	146	,	,	PUNCT
cet-13111	66	147	gma	gma	PROPN
cet-13111	66	148	,	,	PUNCT
cet-13111	66	149	gta	gta	PROPN
cet-13111	66	150	,	,	PUNCT
cet-13111	66	151	sa	sa	PROPN
cet-13111	66	152	,	,	PUNCT
cet-13111	66	153	sma	sma	VERB
cet-13111	66	154	categorical	categorical	ADJ
cet-13111	66	155	yield	yield	NOUN
cet-13111	66	156	strength	strength	NOUN
cet-13111	66	157	(	(	PUNCT
cet-13111	66	158	mpa	mpa	PROPN
cet-13111	66	159	)	)	PUNCT
cet-13111	66	160	numerical	numerical	ADJ
cet-13111	66	161	ultimate	ultimate	ADJ
cet-13111	66	162	tensile	tensile	NOUN
cet-13111	66	163	strength	strength	NOUN
cet-13111	66	164	(	(	PUNCT
cet-13111	66	165	mpa	mpa	PROPN
cet-13111	66	166	)	)	PUNCT
cet-13111	66	167	numerical	numerical	PROPN
cet-13111	66	168	load	load	NOUN
cet-13111	66	169	stress	stress	NOUN
cet-13111	66	170	intensity	intensity	NOUN
cet-13111	66	171	factor	factor	NOUN
cet-13111	66	172	numerical	numerical	PROPN
cet-13111	66	173	nominal	nominal	ADJ
cet-13111	66	174	strain	strain	NOUN
cet-13111	66	175	rate	rate	NOUN
cet-13111	66	176	(	(	PUNCT
cet-13111	66	177	s-1	s-1	PROPN
cet-13111	66	178	)	)	PUNCT
cet-13111	66	179	numerical	numerical	ADJ
cet-13111	66	180	3.2	3.2	NUM
cet-13111	66	181	target	target	NOUN
cet-13111	66	182	identification	identification	NOUN
cet-13111	66	183	the	the	DET
cet-13111	66	184	susceptibility	susceptibility	NOUN
cet-13111	66	185	to	to	ADP
cet-13111	66	186	he	he	PRON
cet-13111	66	187	can	can	AUX
cet-13111	66	188	be	be	AUX
cet-13111	66	189	determined	determine	VERB
cet-13111	66	190	through	through	ADP
cet-13111	66	191	the	the	DET
cet-13111	66	192	effects	effect	NOUN
cet-13111	66	193	of	of	ADP
cet-13111	66	194	hydrogen	hydrogen	NOUN
cet-13111	66	195	on	on	ADP
cet-13111	66	196	material	material	ADJ
cet-13111	66	197	tensile	tensile	NOUN
cet-13111	66	198	properties	property	NOUN
cet-13111	66	199	.	.	PUNCT
cet-13111	67	1	these	these	DET
cet-13111	67	2	effects	effect	NOUN
cet-13111	67	3	can	can	AUX
cet-13111	67	4	be	be	AUX
cet-13111	67	5	quantified	quantify	VERB
cet-13111	67	6	by	by	ADP
cet-13111	67	7	comparing	compare	VERB
cet-13111	67	8	the	the	DET
cet-13111	67	9	elongation	elongation	NOUN
cet-13111	67	10	or	or	CCONJ
cet-13111	67	11	the	the	DET
cet-13111	67	12	reduced	reduced	ADJ
cet-13111	67	13	area	area	NOUN
cet-13111	67	14	in	in	ADP
cet-13111	67	15	the	the	DET
cet-13111	67	16	air	air	NOUN
cet-13111	67	17	with	with	ADP
cet-13111	67	18	those	those	PRON
cet-13111	67	19	in	in	ADP
cet-13111	67	20	h2	h2	NOUN
cet-13111	67	21	,	,	PUNCT
cet-13111	67	22	thus	thus	ADV
cet-13111	67	23	obtaining	obtain	VERB
cet-13111	67	24	the	the	DET
cet-13111	67	25	elongation	elongation	NOUN
cet-13111	67	26	reduction	reduction	NOUN
cet-13111	67	27	or	or	CCONJ
cet-13111	67	28	the	the	DET
cet-13111	67	29	ei	ei	NOUN
cet-13111	67	30	.	.	PUNCT
cet-13111	68	1	the	the	DET
cet-13111	68	2	latter	latter	ADJ
cet-13111	68	3	parameter	parameter	NOUN
cet-13111	68	4	was	be	AUX
cet-13111	68	5	chosen	choose	VERB
cet-13111	68	6	as	as	ADP
cet-13111	68	7	target	target	NOUN
cet-13111	68	8	.	.	PUNCT
cet-13111	69	1	hence	hence	ADV
cet-13111	69	2	,	,	PUNCT
cet-13111	69	3	all	all	DET
cet-13111	69	4	the	the	DET
cet-13111	69	5	tests	test	NOUN
cet-13111	69	6	which	which	PRON
cet-13111	69	7	did	do	AUX
cet-13111	69	8	not	not	PART
cet-13111	69	9	provide	provide	VERB
cet-13111	69	10	the	the	DET
cet-13111	69	11	information	information	NOUN
cet-13111	69	12	to	to	PART
cet-13111	69	13	calculate	calculate	VERB
cet-13111	69	14	the	the	DET
cet-13111	69	15	ei	ei	NOUN
cet-13111	69	16	were	be	AUX
cet-13111	69	17	excluded	exclude	VERB
cet-13111	69	18	.	.	PUNCT
cet-13111	70	1	two	two	NUM
cet-13111	70	2	susceptibility	susceptibility	NOUN
cet-13111	70	3	classes	class	NOUN
cet-13111	70	4	were	be	AUX
cet-13111	70	5	defined	define	VERB
cet-13111	70	6	195	195	NUM
cet-13111	70	7	based	base	VERB
cet-13111	70	8	on	on	ADP
cet-13111	70	9	the	the	DET
cet-13111	70	10	ei	ei	NOUN
cet-13111	70	11	value	value	NOUN
cet-13111	70	12	,	,	PUNCT
cet-13111	70	13	according	accord	VERB
cet-13111	70	14	to	to	ADP
cet-13111	70	15	the	the	DET
cet-13111	70	16	classification	classification	NOUN
cet-13111	70	17	provided	provide	VERB
cet-13111	70	18	in	in	ADP
cet-13111	70	19	the	the	DET
cet-13111	70	20	technical	technical	ADJ
cet-13111	70	21	report	report	PROPN
cet-13111	70	22	nasa	nasa	PROPN
cet-13111	70	23	/	/	SYM
cet-13111	70	24	tm-2016	tm-2016	PROPN
cet-13111	70	25	-	-	PUNCT
cet-13111	70	26	218602	218602	NUM
cet-13111	70	27	(	(	PUNCT
cet-13111	70	28	nasa	nasa	PROPN
cet-13111	70	29	,	,	PUNCT
cet-13111	70	30	2016	2016	NUM
cet-13111	70	31	)	)	PUNCT
cet-13111	70	32	.	.	PUNCT
cet-13111	71	1	these	these	DET
cet-13111	71	2	classes	class	NOUN
cet-13111	71	3	are	be	AUX
cet-13111	71	4	reported	report	VERB
cet-13111	71	5	in	in	ADP
cet-13111	71	6	table	table	NOUN
cet-13111	71	7	2	2	NUM
cet-13111	71	8	,	,	PUNCT
cet-13111	71	9	together	together	ADV
cet-13111	71	10	with	with	ADP
cet-13111	71	11	recommendations	recommendation	NOUN
cet-13111	71	12	regarding	regard	VERB
cet-13111	71	13	the	the	DET
cet-13111	71	14	use	use	NOUN
cet-13111	71	15	of	of	ADP
cet-13111	71	16	materials	material	NOUN
cet-13111	71	17	for	for	ADP
cet-13111	71	18	hydrogen	hydrogen	NOUN
cet-13111	71	19	applications	application	NOUN
cet-13111	71	20	.	.	PUNCT
cet-13111	72	1	the	the	DET
cet-13111	72	2	susceptibility	susceptibility	NOUN
cet-13111	72	3	classes	class	NOUN
cet-13111	72	4	“	"	PUNCT
cet-13111	72	5	small	small	ADJ
cet-13111	72	6	”	"	PUNCT
cet-13111	72	7	,	,	PUNCT
cet-13111	72	8	“	"	PUNCT
cet-13111	72	9	medium	medium	ADJ
cet-13111	72	10	”	"	PUNCT
cet-13111	72	11	,	,	PUNCT
cet-13111	72	12	and	and	CCONJ
cet-13111	72	13	“	"	PUNCT
cet-13111	72	14	high	high	ADJ
cet-13111	72	15	”	"	PUNCT
cet-13111	72	16	have	have	AUX
cet-13111	72	17	been	be	AUX
cet-13111	72	18	merged	merge	VERB
cet-13111	72	19	since	since	SCONJ
cet-13111	72	20	the	the	DET
cet-13111	72	21	small	small	ADJ
cet-13111	72	22	range	range	NOUN
cet-13111	72	23	of	of	ADP
cet-13111	72	24	testing	testing	NOUN
cet-13111	72	25	conditions	condition	NOUN
cet-13111	72	26	does	do	AUX
cet-13111	72	27	not	not	PART
cet-13111	72	28	allow	allow	VERB
cet-13111	72	29	a	a	DET
cet-13111	72	30	narrower	narrow	ADJ
cet-13111	72	31	classification	classification	NOUN
cet-13111	72	32	.	.	PUNCT
cet-13111	73	1	table	table	NOUN
cet-13111	73	2	2	2	NUM
cet-13111	73	3	:	:	PUNCT
cet-13111	73	4	hydrogen	hydrogen	NOUN
cet-13111	73	5	embrittlement	embrittlement	NOUN
cet-13111	73	6	susceptibility	susceptibility	NOUN
cet-13111	73	7	classes	class	NOUN
cet-13111	73	8	susceptibility	susceptibility	NOUN
cet-13111	73	9	embrittlement	embrittlement	NOUN
cet-13111	73	10	index	index	NOUN
cet-13111	73	11	material	material	NOUN
cet-13111	73	12	screening	screening	NOUN
cet-13111	73	13	notes	note	VERB
cet-13111	73	14	small	small	ADJ
cet-13111	73	15	/	/	SYM
cet-13111	73	16	medium	medium	NOUN
cet-13111	73	17	/	/	SYM
cet-13111	73	18	high	high	ADJ
cet-13111	73	19	(	(	PUNCT
cet-13111	73	20	smh	smh	INTJ
cet-13111	73	21	)	)	PUNCT
cet-13111	73	22	𝐸𝐼	𝐸𝐼	PROPN
cet-13111	73	23	<	<	X
cet-13111	73	24	50	50	NUM
cet-13111	73	25	%	%	NOUN
cet-13111	73	26	recommended	recommend	VERB
cet-13111	73	27	for	for	ADP
cet-13111	73	28	hydrogen	hydrogen	NOUN
cet-13111	73	29	service	service	NOUN
cet-13111	73	30	at	at	ADP
cet-13111	73	31	specific	specific	ADJ
cet-13111	73	32	operating	operating	NOUN
cet-13111	73	33	conditions	condition	NOUN
cet-13111	73	34	and	and	CCONJ
cet-13111	73	35	with	with	ADP
cet-13111	73	36	tailored	tailored	ADJ
cet-13111	73	37	inspection	inspection	NOUN
cet-13111	73	38	and	and	CCONJ
cet-13111	73	39	maintenance	maintenance	NOUN
cet-13111	73	40	activities	activity	NOUN
cet-13111	73	41	extreme	extreme	ADJ
cet-13111	73	42	(	(	PUNCT
cet-13111	73	43	e	e	NOUN
cet-13111	73	44	)	)	PUNCT
cet-13111	73	45	𝐸𝐼	𝐸𝐼	PROPN
cet-13111	73	46	≥	≥	NUM
cet-13111	73	47	50	50	NUM
cet-13111	73	48	%	%	NOUN
cet-13111	73	49	not	not	PART
cet-13111	73	50	recommended	recommend	VERB
cet-13111	73	51	for	for	ADP
cet-13111	73	52	hydrogen	hydrogen	NOUN
cet-13111	73	53	applications	application	NOUN
cet-13111	73	54	in	in	ADP
cet-13111	73	55	any	any	DET
cet-13111	73	56	temperature	temperature	NOUN
cet-13111	73	57	and	and	CCONJ
cet-13111	73	58	pressure	pressure	NOUN
cet-13111	73	59	range	range	NOUN
cet-13111	73	60	3.3	3.3	NUM
cet-13111	73	61	machine	machine	NOUN
cet-13111	73	62	learning	learn	VERB
cet-13111	73	63	simulation	simulation	NOUN
cet-13111	73	64	a	a	DET
cet-13111	73	65	gradient	gradient	ADJ
cet-13111	73	66	boosting	boost	VERB
cet-13111	73	67	machine	machine	NOUN
cet-13111	73	68	(	(	PUNCT
cet-13111	73	69	gbm	gbm	NOUN
cet-13111	73	70	)	)	PUNCT
cet-13111	73	71	classification	classification	NOUN
cet-13111	73	72	model	model	NOUN
cet-13111	73	73	has	have	AUX
cet-13111	73	74	been	be	AUX
cet-13111	73	75	trained	train	VERB
cet-13111	73	76	and	and	CCONJ
cet-13111	73	77	evaluated	evaluate	VERB
cet-13111	73	78	on	on	ADP
cet-13111	73	79	the	the	DET
cet-13111	73	80	materials	material	NOUN
cet-13111	73	81	’	'	PUNCT
cet-13111	73	82	susceptibility	susceptibility	NOUN
cet-13111	73	83	database	database	NOUN
cet-13111	73	84	.	.	PUNCT
cet-13111	74	1	the	the	DET
cet-13111	74	2	purpose	purpose	NOUN
cet-13111	74	3	of	of	ADP
cet-13111	74	4	the	the	DET
cet-13111	74	5	algorithm	algorithm	NOUN
cet-13111	74	6	is	be	AUX
cet-13111	74	7	to	to	PART
cet-13111	74	8	classify	classify	VERB
cet-13111	74	9	the	the	DET
cet-13111	74	10	materials	material	NOUN
cet-13111	74	11	into	into	ADP
cet-13111	74	12	two	two	NUM
cet-13111	74	13	categories	category	NOUN
cet-13111	74	14	:	:	PUNCT
cet-13111	74	15	“	"	PUNCT
cet-13111	74	16	small	small	ADJ
cet-13111	74	17	/	/	SYM
cet-13111	74	18	medium	medium	ADJ
cet-13111	74	19	/	/	SYM
cet-13111	74	20	high	high	ADJ
cet-13111	74	21	”	"	PUNCT
cet-13111	74	22	(	(	PUNCT
cet-13111	74	23	smh	smh	INTJ
cet-13111	74	24	)	)	PUNCT
cet-13111	74	25	,	,	PUNCT
cet-13111	74	26	and	and	CCONJ
cet-13111	74	27	“	"	PUNCT
cet-13111	74	28	extreme	extreme	ADJ
cet-13111	74	29	”	"	PUNCT
cet-13111	74	30	(	(	PUNCT
cet-13111	74	31	e	e	NOUN
cet-13111	74	32	)	)	PUNCT
cet-13111	74	33	hydrogen	hydrogen	NOUN
cet-13111	74	34	embrittlement	embrittlement	NOUN
cet-13111	74	35	susceptibility	susceptibility	NOUN
cet-13111	74	36	.	.	PUNCT
cet-13111	75	1	in	in	ADP
cet-13111	75	2	other	other	ADJ
cet-13111	75	3	words	word	NOUN
cet-13111	75	4	,	,	PUNCT
cet-13111	75	5	the	the	DET
cet-13111	75	6	model	model	NOUN
cet-13111	75	7	should	should	AUX
cet-13111	75	8	predict	predict	VERB
cet-13111	75	9	if	if	SCONJ
cet-13111	75	10	a	a	DET
cet-13111	75	11	certain	certain	ADJ
cet-13111	75	12	type	type	NOUN
cet-13111	75	13	of	of	ADP
cet-13111	75	14	material	material	NOUN
cet-13111	75	15	will	will	AUX
cet-13111	75	16	be	be	AUX
cet-13111	75	17	affected	affect	VERB
cet-13111	75	18	by	by	ADP
cet-13111	75	19	hydrogen	hydrogen	NOUN
cet-13111	75	20	-	-	PUNCT
cet-13111	75	21	induced	induce	VERB
cet-13111	75	22	ductility	ductility	NOUN
cet-13111	75	23	loss	loss	NOUN
cet-13111	75	24	under	under	ADP
cet-13111	75	25	specific	specific	ADJ
cet-13111	75	26	environmental	environmental	ADJ
cet-13111	75	27	and	and	CCONJ
cet-13111	75	28	loading	loading	NOUN
cet-13111	75	29	conditions	condition	NOUN
cet-13111	75	30	to	to	ADP
cet-13111	75	31	an	an	DET
cet-13111	75	32	extent	extent	NOUN
cet-13111	75	33	that	that	PRON
cet-13111	75	34	makes	make	VERB
cet-13111	75	35	its	its	PRON
cet-13111	75	36	utilization	utilization	NOUN
cet-13111	75	37	inherently	inherently	ADV
cet-13111	75	38	unsafe	unsafe	ADJ
cet-13111	75	39	.	.	PUNCT
cet-13111	76	1	this	this	DET
cet-13111	76	2	supervised	supervised	ADJ
cet-13111	76	3	learning	learning	NOUN
cet-13111	76	4	method	method	NOUN
cet-13111	76	5	was	be	AUX
cet-13111	76	6	employed	employ	VERB
cet-13111	76	7	for	for	ADP
cet-13111	76	8	a	a	DET
cet-13111	76	9	classification	classification	NOUN
cet-13111	76	10	task	task	NOUN
cet-13111	76	11	rather	rather	ADV
cet-13111	76	12	than	than	ADP
cet-13111	76	13	a	a	DET
cet-13111	76	14	regression	regression	NOUN
cet-13111	76	15	because	because	SCONJ
cet-13111	76	16	the	the	DET
cet-13111	76	17	punctual	punctual	ADJ
cet-13111	76	18	value	value	NOUN
cet-13111	76	19	of	of	ADP
cet-13111	76	20	the	the	DET
cet-13111	76	21	ei	ei	NOUN
cet-13111	76	22	depends	depend	VERB
cet-13111	76	23	upon	upon	SCONJ
cet-13111	76	24	a	a	DET
cet-13111	76	25	variety	variety	NOUN
cet-13111	76	26	of	of	ADP
cet-13111	76	27	factors	factor	NOUN
cet-13111	76	28	(	(	PUNCT
cet-13111	76	29	e.g.	e.g.	ADV
cet-13111	76	30	,	,	PUNCT
cet-13111	76	31	the	the	DET
cet-13111	76	32	presence	presence	NOUN
cet-13111	76	33	of	of	ADP
cet-13111	76	34	internal	internal	ADJ
cet-13111	76	35	defects	defect	NOUN
cet-13111	76	36	and	and	CCONJ
cet-13111	76	37	inclusions	inclusion	NOUN
cet-13111	76	38	,	,	PUNCT
cet-13111	76	39	or	or	CCONJ
cet-13111	76	40	the	the	DET
cet-13111	76	41	grain	grain	NOUN
cet-13111	76	42	refinement	refinement	NOUN
cet-13111	76	43	and	and	CCONJ
cet-13111	76	44	orientation	orientation	NOUN
cet-13111	76	45	)	)	PUNCT
cet-13111	76	46	,	,	PUNCT
cet-13111	76	47	which	which	PRON
cet-13111	76	48	can	can	AUX
cet-13111	76	49	neither	neither	CCONJ
cet-13111	76	50	be	be	AUX
cet-13111	76	51	included	include	VERB
cet-13111	76	52	in	in	ADP
cet-13111	76	53	a	a	DET
cet-13111	76	54	database	database	NOUN
cet-13111	76	55	nor	nor	CCONJ
cet-13111	76	56	considered	consider	VERB
cet-13111	76	57	to	to	PART
cet-13111	76	58	infer	infer	VERB
cet-13111	76	59	general	general	ADJ
cet-13111	76	60	recommendations	recommendation	NOUN
cet-13111	76	61	regarding	regard	VERB
cet-13111	76	62	the	the	DET
cet-13111	76	63	materials	material	NOUN
cet-13111	76	64	’	'	PUNCT
cet-13111	76	65	susceptibility	susceptibility	NOUN
cet-13111	76	66	to	to	ADP
cet-13111	76	67	he	he	PRON
cet-13111	76	68	.	.	PUNCT
cet-13111	77	1	the	the	DET
cet-13111	77	2	flow	flow	NOUN
cet-13111	77	3	diagram	diagram	NOUN
cet-13111	77	4	to	to	PART
cet-13111	77	5	set	set	VERB
cet-13111	77	6	up	up	ADP
cet-13111	77	7	and	and	CCONJ
cet-13111	77	8	perform	perform	VERB
cet-13111	77	9	the	the	DET
cet-13111	77	10	gbm	gbm	NOUN
cet-13111	77	11	classification	classification	NOUN
cet-13111	77	12	is	be	AUX
cet-13111	77	13	illustrated	illustrate	VERB
cet-13111	77	14	in	in	ADP
cet-13111	77	15	figure	figure	NOUN
cet-13111	77	16	2	2	NUM
cet-13111	77	17	.	.	PUNCT
cet-13111	77	18	figure	figure	NOUN
cet-13111	77	19	2	2	NUM
cet-13111	77	20	:	:	PUNCT
cet-13111	77	21	training	training	NOUN
cet-13111	77	22	and	and	CCONJ
cet-13111	77	23	evaluation	evaluation	NOUN
cet-13111	77	24	processes	process	NOUN
cet-13111	77	25	of	of	ADP
cet-13111	77	26	the	the	DET
cet-13111	77	27	gradient	gradient	NOUN
cet-13111	77	28	boosting	boost	VERB
cet-13111	77	29	classifier	classifier	NOUN
cet-13111	77	30	the	the	DET
cet-13111	77	31	classification	classification	NOUN
cet-13111	77	32	process	process	NOUN
cet-13111	77	33	is	be	AUX
cet-13111	77	34	based	base	VERB
cet-13111	77	35	on	on	ADP
cet-13111	77	36	two	two	NUM
cet-13111	77	37	steps	step	NOUN
cet-13111	77	38	:	:	PUNCT
cet-13111	77	39	training	training	NOUN
cet-13111	77	40	and	and	CCONJ
cet-13111	77	41	evaluation	evaluation	NOUN
cet-13111	77	42	.	.	PUNCT
cet-13111	78	1	the	the	DET
cet-13111	78	2	data	datum	NOUN
cet-13111	78	3	are	be	AUX
cet-13111	78	4	divided	divide	VERB
cet-13111	78	5	into	into	ADP
cet-13111	78	6	two	two	NUM
cet-13111	78	7	subdatabases	subdatabase	NOUN
cet-13111	78	8	,	,	PUNCT
cet-13111	78	9	namely	namely	ADV
cet-13111	78	10	the	the	DET
cet-13111	78	11	training	training	NOUN
cet-13111	78	12	and	and	CCONJ
cet-13111	78	13	the	the	DET
cet-13111	78	14	evaluation	evaluation	NOUN
cet-13111	78	15	database	database	NOUN
cet-13111	78	16	,	,	PUNCT
cet-13111	78	17	in	in	ADP
cet-13111	78	18	a	a	DET
cet-13111	78	19	ratio	ratio	NOUN
cet-13111	78	20	of	of	ADP
cet-13111	78	21	70:30	70:30	NUM
cet-13111	78	22	.	.	PUNCT
cet-13111	79	1	the	the	DET
cet-13111	79	2	former	former	ADJ
cet-13111	79	3	is	be	AUX
cet-13111	79	4	fed	feed	VERB
cet-13111	79	5	to	to	ADP
cet-13111	79	6	the	the	DET
cet-13111	79	7	gradient	gradient	NOUN
cet-13111	79	8	boosting	boost	VERB
cet-13111	79	9	machine	machine	NOUN
cet-13111	79	10	.	.	PUNCT
cet-13111	80	1	this	this	DET
cet-13111	80	2	model	model	NOUN
cet-13111	80	3	is	be	AUX
cet-13111	80	4	composed	compose	VERB
cet-13111	80	5	of	of	ADP
cet-13111	80	6	a	a	DET
cet-13111	80	7	weak	weak	ADJ
cet-13111	80	8	learner	learner	NOUN
cet-13111	80	9	,	,	PUNCT
cet-13111	80	10	a	a	DET
cet-13111	80	11	loss	loss	NOUN
cet-13111	80	12	function	function	NOUN
cet-13111	80	13	,	,	PUNCT
cet-13111	80	14	and	and	CCONJ
cet-13111	80	15	an	an	DET
cet-13111	80	16	additive	additive	ADJ
cet-13111	80	17	model	model	NOUN
cet-13111	80	18	.	.	PUNCT
cet-13111	81	1	the	the	DET
cet-13111	81	2	weak	weak	ADJ
cet-13111	81	3	learner	learner	NOUN
cet-13111	81	4	is	be	AUX
cet-13111	81	5	a	a	DET
cet-13111	81	6	decision	decision	NOUN
cet-13111	81	7	tree	tree	NOUN
cet-13111	81	8	where	where	SCONJ
cet-13111	81	9	leaves	leave	NOUN
cet-13111	81	10	represent	represent	VERB
cet-13111	81	11	class	class	NOUN
cet-13111	81	12	labels	label	NOUN
cet-13111	81	13	,	,	PUNCT
cet-13111	81	14	and	and	CCONJ
cet-13111	81	15	branches	branch	NOUN
cet-13111	81	16	represent	represent	VERB
cet-13111	81	17	the	the	DET
cet-13111	81	18	correlations	correlation	NOUN
cet-13111	81	19	between	between	ADP
cet-13111	81	20	features	feature	NOUN
cet-13111	81	21	that	that	PRON
cet-13111	81	22	lead	lead	VERB
cet-13111	81	23	to	to	ADP
cet-13111	81	24	those	those	DET
cet-13111	81	25	class	class	NOUN
cet-13111	81	26	labels	label	NOUN
cet-13111	81	27	;	;	PUNCT
cet-13111	81	28	it	it	PRON
cet-13111	81	29	is	be	AUX
cet-13111	81	30	normally	normally	ADV
cet-13111	81	31	characterized	characterize	VERB
cet-13111	81	32	by	by	ADP
cet-13111	81	33	a	a	DET
cet-13111	81	34	high	high	ADJ
cet-13111	81	35	error	error	NOUN
cet-13111	81	36	rate	rate	NOUN
cet-13111	81	37	(	(	PUNCT
cet-13111	81	38	bramer	bramer	NOUN
cet-13111	81	39	,	,	PUNCT
cet-13111	81	40	2020	2020	NUM
cet-13111	81	41	)	)	PUNCT
cet-13111	81	42	.	.	PUNCT
cet-13111	82	1	the	the	DET
cet-13111	82	2	loss	loss	NOUN
cet-13111	82	3	function	function	NOUN
cet-13111	82	4	is	be	AUX
cet-13111	82	5	a	a	DET
cet-13111	82	6	differentiable	differentiable	ADJ
cet-13111	82	7	function	function	NOUN
cet-13111	82	8	which	which	PRON
cet-13111	82	9	should	should	AUX
cet-13111	82	10	estimate	estimate	VERB
cet-13111	82	11	how	how	SCONJ
cet-13111	82	12	good	good	ADJ
cet-13111	82	13	the	the	DET
cet-13111	82	14	model	model	NOUN
cet-13111	82	15	is	be	AUX
cet-13111	82	16	in	in	ADP
cet-13111	82	17	making	make	VERB
cet-13111	82	18	predictions	prediction	NOUN
cet-13111	82	19	with	with	ADP
cet-13111	82	20	the	the	DET
cet-13111	82	21	given	give	VERB
cet-13111	82	22	data	datum	NOUN
cet-13111	82	23	.	.	PUNCT
cet-13111	83	1	a	a	DET
cet-13111	83	2	logarithmic	logarithmic	ADJ
cet-13111	83	3	loss	loss	NOUN
cet-13111	83	4	has	have	AUX
cet-13111	83	5	been	be	AUX
cet-13111	83	6	selected	select	VERB
cet-13111	83	7	for	for	ADP
cet-13111	83	8	this	this	DET
cet-13111	83	9	binary	binary	ADJ
cet-13111	83	10	classification	classification	NOUN
cet-13111	83	11	problem	problem	NOUN
cet-13111	83	12	.	.	PUNCT
cet-13111	84	1	the	the	DET
cet-13111	84	2	additive	additive	ADJ
cet-13111	84	3	model	model	NOUN
cet-13111	84	4	is	be	AUX
cet-13111	84	5	the	the	DET
cet-13111	84	6	iterative	iterative	ADJ
cet-13111	84	7	approach	approach	NOUN
cet-13111	84	8	of	of	ADP
cet-13111	84	9	adding	add	VERB
cet-13111	84	10	one	one	NUM
cet-13111	84	11	tree	tree	NOUN
cet-13111	84	12	after	after	ADP
cet-13111	84	13	each	each	DET
cet-13111	84	14	iteration	iteration	NOUN
cet-13111	84	15	,	,	PUNCT
cet-13111	84	16	thus	thus	ADV
cet-13111	84	17	progressively	progressively	ADV
cet-13111	84	18	reducing	reduce	VERB
cet-13111	84	19	the	the	DET
cet-13111	84	20	value	value	NOUN
cet-13111	84	21	of	of	ADP
cet-13111	84	22	the	the	DET
cet-13111	84	23	loss	loss	NOUN
cet-13111	84	24	function	function	NOUN
cet-13111	84	25	.	.	PUNCT
cet-13111	85	1	after	after	ADP
cet-13111	85	2	each	each	DET
cet-13111	85	3	iteration	iteration	NOUN
cet-13111	85	4	,	,	PUNCT
cet-13111	85	5	the	the	DET
cet-13111	85	6	labels	label	NOUN
cet-13111	85	7	correctly	correctly	ADV
cet-13111	85	8	predicted	predict	VERB
cet-13111	85	9	are	be	AUX
cet-13111	85	10	kept	keep	VERB
cet-13111	85	11	,	,	PUNCT
cet-13111	85	12	while	while	SCONJ
cet-13111	85	13	the	the	DET
cet-13111	85	14	others	other	NOUN
cet-13111	85	15	are	be	AUX
cet-13111	85	16	stripped	strip	VERB
cet-13111	85	17	out	out	ADP
cet-13111	85	18	.	.	PUNCT
cet-13111	86	1	a	a	DET
cet-13111	86	2	new	new	ADJ
cet-13111	86	3	decision	decision	NOUN
cet-13111	86	4	tree	tree	NOUN
cet-13111	86	5	is	be	AUX
cet-13111	86	6	created	create	VERB
cet-13111	86	7	and	and	CCONJ
cet-13111	86	8	tested	test	VERB
cet-13111	86	9	on	on	ADP
cet-13111	86	10	the	the	DET
cet-13111	86	11	dataset	dataset	NOUN
cet-13111	86	12	incorrectly	incorrectly	ADV
cet-13111	86	13	classified	classify	VERB
cet-13111	86	14	,	,	PUNCT
cet-13111	86	15	and	and	CCONJ
cet-13111	86	16	then	then	ADV
cet-13111	86	17	only	only	ADV
cet-13111	86	18	the	the	DET
cet-13111	86	19	examples	example	NOUN
cet-13111	86	20	successfully	successfully	ADV
cet-13111	86	21	labeled	label	VERB
cet-13111	86	22	are	be	AUX
cet-13111	86	23	kept	keep	VERB
cet-13111	86	24	.	.	PUNCT
cet-13111	87	1	every	every	DET
cet-13111	87	2	time	time	NOUN
cet-13111	87	3	a	a	DET
cet-13111	87	4	new	new	ADJ
cet-13111	87	5	weak	weak	ADJ
cet-13111	87	6	learner	learner	NOUN
cet-13111	87	7	is	be	AUX
cet-13111	87	8	added	add	VERB
cet-13111	87	9	,	,	PUNCT
cet-13111	87	10	the	the	DET
cet-13111	87	11	weights	weight	NOUN
cet-13111	87	12	of	of	ADP
cet-13111	87	13	the	the	DET
cet-13111	87	14	pre	pre	ADJ
cet-13111	87	15	-	-	ADJ
cet-13111	87	16	existing	existing	ADJ
cet-13111	87	17	trees	tree	NOUN
cet-13111	87	18	are	be	AUX
cet-13111	87	19	left	leave	VERB
cet-13111	87	20	unchanged	unchanged	ADJ
cet-13111	87	21	.	.	PUNCT
cet-13111	88	1	the	the	DET
cet-13111	88	2	loss	loss	NOUN
cet-13111	88	3	is	be	AUX
cet-13111	88	4	calculated	calculate	VERB
cet-13111	88	5	,	,	PUNCT
cet-13111	88	6	and	and	CCONJ
cet-13111	88	7	gradient	gradient	ADJ
cet-13111	88	8	descent	descent	NOUN
cet-13111	88	9	is	be	AUX
cet-13111	88	10	performed	perform	VERB
cet-13111	88	11	to	to	PART
cet-13111	88	12	reduce	reduce	VERB
cet-13111	88	13	its	its	PRON
cet-13111	88	14	value	value	NOUN
cet-13111	88	15	.	.	PUNCT
cet-13111	89	1	then	then	ADV
cet-13111	89	2	,	,	PUNCT
cet-13111	89	3	the	the	DET
cet-13111	89	4	tree	tree	NOUN
cet-13111	89	5	196	196	NUM
cet-13111	89	6	parameters	parameter	NOUN
cet-13111	89	7	are	be	AUX
cet-13111	89	8	modified	modify	VERB
cet-13111	89	9	to	to	PART
cet-13111	89	10	reduce	reduce	VERB
cet-13111	89	11	the	the	DET
cet-13111	89	12	residual	residual	ADJ
cet-13111	89	13	loss	loss	NOUN
cet-13111	89	14	.	.	PUNCT
cet-13111	90	1	in	in	ADP
cet-13111	90	2	other	other	ADJ
cet-13111	90	3	words	word	NOUN
cet-13111	90	4	,	,	PUNCT
cet-13111	90	5	at	at	ADP
cet-13111	90	6	each	each	DET
cet-13111	90	7	iteration	iteration	NOUN
cet-13111	90	8	,	,	PUNCT
cet-13111	90	9	gbm	gbm	PROPN
cet-13111	90	10	fits	fit	VERB
cet-13111	90	11	the	the	DET
cet-13111	90	12	new	new	ADJ
cet-13111	90	13	decision	decision	NOUN
cet-13111	90	14	tree	tree	NOUN
cet-13111	90	15	to	to	ADP
cet-13111	90	16	the	the	DET
cet-13111	90	17	residual	residual	ADJ
cet-13111	90	18	errors	error	NOUN
cet-13111	90	19	made	make	VERB
cet-13111	90	20	by	by	ADP
cet-13111	90	21	the	the	DET
cet-13111	90	22	previous	previous	ADJ
cet-13111	90	23	weak	weak	ADJ
cet-13111	90	24	learners	learner	NOUN
cet-13111	90	25	instead	instead	ADV
cet-13111	90	26	of	of	ADP
cet-13111	90	27	fitting	fit	VERB
cet-13111	90	28	it	it	PRON
cet-13111	90	29	on	on	ADP
cet-13111	90	30	the	the	DET
cet-13111	90	31	data	datum	NOUN
cet-13111	90	32	.	.	PUNCT
cet-13111	91	1	this	this	DET
cet-13111	91	2	process	process	NOUN
cet-13111	91	3	is	be	AUX
cet-13111	91	4	repeated	repeat	VERB
cet-13111	91	5	until	until	SCONJ
cet-13111	91	6	the	the	DET
cet-13111	91	7	loss	loss	NOUN
cet-13111	91	8	is	be	AUX
cet-13111	91	9	reduced	reduce	VERB
cet-13111	91	10	below	below	ADP
cet-13111	91	11	a	a	DET
cet-13111	91	12	certain	certain	ADJ
cet-13111	91	13	threshold	threshold	NOUN
cet-13111	91	14	or	or	CCONJ
cet-13111	91	15	a	a	DET
cet-13111	91	16	certain	certain	ADJ
cet-13111	91	17	number	number	NOUN
cet-13111	91	18	of	of	ADP
cet-13111	91	19	trees	tree	NOUN
cet-13111	91	20	is	be	AUX
cet-13111	91	21	reached	reach	VERB
cet-13111	91	22	(	(	PUNCT
cet-13111	92	1	mason	mason	PROPN
cet-13111	92	2	et	et	PROPN
cet-13111	92	3	al	al	PROPN
cet-13111	92	4	.	.	PROPN
cet-13111	92	5	,	,	PUNCT
cet-13111	92	6	1999	1999	NUM
cet-13111	92	7	)	)	PUNCT
cet-13111	92	8	.	.	PUNCT
cet-13111	93	1	4	4	X
cet-13111	93	2	.	.	NOUN
cet-13111	93	3	results	result	NOUN
cet-13111	93	4	and	and	CCONJ
cet-13111	93	5	discussion	discussion	NOUN
cet-13111	93	6	after	after	ADP
cet-13111	93	7	the	the	DET
cet-13111	93	8	model	model	NOUN
cet-13111	93	9	evaluation	evaluation	NOUN
cet-13111	93	10	,	,	PUNCT
cet-13111	93	11	three	three	NUM
cet-13111	93	12	metrics	metric	NOUN
cet-13111	93	13	have	have	AUX
cet-13111	93	14	been	be	AUX
cet-13111	93	15	calculated	calculate	VERB
cet-13111	93	16	to	to	PART
cet-13111	93	17	assess	assess	VERB
cet-13111	93	18	the	the	DET
cet-13111	93	19	performance	performance	NOUN
cet-13111	93	20	of	of	ADP
cet-13111	93	21	the	the	DET
cet-13111	93	22	trained	train	VERB
cet-13111	93	23	gradient	gradient	NOUN
cet-13111	93	24	boosting	boost	VERB
cet-13111	93	25	machine	machine	NOUN
cet-13111	93	26	:	:	PUNCT
cet-13111	93	27	accuracy	accuracy	NOUN
cet-13111	93	28	,	,	PUNCT
cet-13111	93	29	precision	precision	NOUN
cet-13111	93	30	,	,	PUNCT
cet-13111	93	31	and	and	CCONJ
cet-13111	93	32	recall	recall	NOUN
cet-13111	93	33	.	.	PUNCT
cet-13111	94	1	the	the	DET
cet-13111	94	2	former	former	ADJ
cet-13111	94	3	expresses	express	VERB
cet-13111	94	4	the	the	DET
cet-13111	94	5	fraction	fraction	NOUN
cet-13111	94	6	of	of	ADP
cet-13111	94	7	correct	correct	ADJ
cet-13111	94	8	predictions	prediction	NOUN
cet-13111	94	9	and	and	CCONJ
cet-13111	94	10	can	can	AUX
cet-13111	94	11	be	be	AUX
cet-13111	94	12	calculated	calculate	VERB
cet-13111	94	13	through	through	ADP
cet-13111	94	14	eq(2	eq(2	PROPN
cet-13111	94	15	)	)	PUNCT
cet-13111	94	16	.	.	PUNCT
cet-13111	95	1	precision	precision	NOUN
cet-13111	95	2	,	,	PUNCT
cet-13111	95	3	estimated	estimate	VERB
cet-13111	95	4	through	through	ADP
cet-13111	95	5	eq(3	eq(3	NOUN
cet-13111	95	6	)	)	PUNCT
cet-13111	95	7	,	,	PUNCT
cet-13111	95	8	indicates	indicate	VERB
cet-13111	95	9	the	the	DET
cet-13111	95	10	fraction	fraction	NOUN
cet-13111	95	11	of	of	ADP
cet-13111	95	12	true	true	ADJ
cet-13111	95	13	positive	positive	ADJ
cet-13111	95	14	predictions	prediction	NOUN
cet-13111	95	15	,	,	PUNCT
cet-13111	95	16	while	while	SCONJ
cet-13111	95	17	recall	recall	NOUN
cet-13111	95	18	,	,	PUNCT
cet-13111	95	19	calculated	calculate	VERB
cet-13111	95	20	through	through	ADP
cet-13111	95	21	eq(4	eq(4	PROPN
cet-13111	95	22	)	)	PUNCT
cet-13111	95	23	,	,	PUNCT
cet-13111	95	24	refers	refer	VERB
cet-13111	95	25	to	to	ADP
cet-13111	95	26	the	the	DET
cet-13111	95	27	fraction	fraction	NOUN
cet-13111	95	28	of	of	ADP
cet-13111	95	29	positive	positive	ADJ
cet-13111	95	30	labels	label	NOUN
cet-13111	95	31	correctly	correctly	ADV
cet-13111	95	32	predicted	predict	VERB
cet-13111	95	33	(	(	PUNCT
cet-13111	95	34	seliya	seliya	NOUN
cet-13111	95	35	et	et	NOUN
cet-13111	95	36	al	al	PROPN
cet-13111	95	37	.	.	PROPN
cet-13111	95	38	,	,	PUNCT
cet-13111	95	39	2009	2009	NUM
cet-13111	95	40	)	)	PUNCT
cet-13111	95	41	.	.	PUNCT
cet-13111	96	1	accuracy	accuracy	NOUN
cet-13111	97	1	=	=	PRON
cet-13111	97	2	tp	tp	X
cet-13111	97	3	+	+	CCONJ
cet-13111	97	4	tn	tn	NOUN
cet-13111	97	5	tp	tp	ADP
cet-13111	97	6	+	+	CCONJ
cet-13111	97	7	tn	tn	PROPN
cet-13111	97	8	+	+	NUM
cet-13111	97	9	fp	fp	PROPN
cet-13111	97	10	+	+	NUM
cet-13111	97	11	fn	fn	NOUN
cet-13111	97	12	=	=	SYM
cet-13111	97	13	0.886	0.886	NUM
cet-13111	97	14	(	(	PUNCT
cet-13111	97	15	2	2	NUM
cet-13111	97	16	)	)	PUNCT
cet-13111	97	17	precision	precision	NOUN
cet-13111	97	18	=	=	PUNCT
cet-13111	97	19	tp	tp	NOUN
cet-13111	97	20	tp	tp	ADP
cet-13111	97	21	+	+	CCONJ
cet-13111	97	22	fp	fp	X
cet-13111	97	23	=	=	SYM
cet-13111	97	24	0.860	0.860	NUM
cet-13111	97	25	(	(	PUNCT
cet-13111	97	26	3	3	X
cet-13111	97	27	)	)	PUNCT
cet-13111	97	28	recall	recall	NOUN
cet-13111	97	29	=	=	VERB
cet-13111	97	30	tp	tp	NOUN
cet-13111	97	31	tp	tp	ADP
cet-13111	97	32	+	+	CCONJ
cet-13111	98	1	fn	fn	VERB
cet-13111	99	1	=	=	NOUN
cet-13111	99	2	0.889	0.889	NUM
cet-13111	99	3	(	(	PUNCT
cet-13111	99	4	4	4	NUM
cet-13111	99	5	)	)	PUNCT
cet-13111	99	6	where	where	SCONJ
cet-13111	99	7	tp	tp	NOUN
cet-13111	99	8	indicates	indicate	VERB
cet-13111	99	9	true	true	ADJ
cet-13111	99	10	positive	positive	ADJ
cet-13111	99	11	results	result	NOUN
cet-13111	99	12	(	(	PUNCT
cet-13111	99	13	i.e.	i.e.	X
cet-13111	99	14	,	,	PUNCT
cet-13111	99	15	both	both	PRON
cet-13111	99	16	real	real	ADJ
cet-13111	99	17	and	and	CCONJ
cet-13111	99	18	predicted	predict	VERB
cet-13111	99	19	labels	label	NOUN
cet-13111	99	20	are	be	AUX
cet-13111	99	21	smh	smh	ADJ
cet-13111	99	22	)	)	PUNCT
cet-13111	99	23	,	,	PUNCT
cet-13111	99	24	tn	tn	VERB
cet-13111	99	25	the	the	DET
cet-13111	99	26	true	true	ADJ
cet-13111	99	27	negatives	negative	NOUN
cet-13111	99	28	(	(	PUNCT
cet-13111	99	29	i.e.	i.e.	X
cet-13111	99	30	,	,	PUNCT
cet-13111	99	31	both	both	PRON
cet-13111	99	32	real	real	ADJ
cet-13111	99	33	and	and	CCONJ
cet-13111	99	34	predicted	predict	VERB
cet-13111	99	35	labels	label	NOUN
cet-13111	99	36	are	be	AUX
cet-13111	99	37	e	e	NOUN
cet-13111	99	38	)	)	PUNCT
cet-13111	99	39	,	,	PUNCT
cet-13111	99	40	fp	fp	INTJ
cet-13111	99	41	the	the	DET
cet-13111	99	42	false	false	ADJ
cet-13111	99	43	positives	positive	NOUN
cet-13111	99	44	(	(	PUNCT
cet-13111	99	45	i.e.	i.e.	X
cet-13111	99	46	,	,	PUNCT
cet-13111	99	47	the	the	DET
cet-13111	99	48	real	real	ADJ
cet-13111	99	49	label	label	NOUN
cet-13111	99	50	is	be	AUX
cet-13111	99	51	e	e	NOUN
cet-13111	99	52	,	,	PUNCT
cet-13111	99	53	and	and	CCONJ
cet-13111	99	54	the	the	DET
cet-13111	99	55	predicted	predict	VERB
cet-13111	99	56	label	label	NOUN
cet-13111	99	57	is	be	AUX
cet-13111	99	58	smh	smh	ADJ
cet-13111	99	59	)	)	PUNCT
cet-13111	99	60	,	,	PUNCT
cet-13111	99	61	and	and	CCONJ
cet-13111	99	62	fn	fn	VERB
cet-13111	99	63	the	the	DET
cet-13111	99	64	false	false	ADJ
cet-13111	99	65	negatives	negative	NOUN
cet-13111	99	66	(	(	PUNCT
cet-13111	99	67	i.e.	i.e.	X
cet-13111	99	68	,	,	PUNCT
cet-13111	99	69	the	the	DET
cet-13111	99	70	real	real	ADJ
cet-13111	99	71	label	label	NOUN
cet-13111	99	72	is	be	AUX
cet-13111	99	73	smh	smh	ADJ
cet-13111	99	74	,	,	PUNCT
cet-13111	99	75	and	and	CCONJ
cet-13111	99	76	the	the	DET
cet-13111	99	77	predicted	predict	VERB
cet-13111	99	78	label	label	NOUN
cet-13111	99	79	is	be	AUX
cet-13111	99	80	e	e	NOUN
cet-13111	99	81	)	)	PUNCT
cet-13111	99	82	.	.	PUNCT
cet-13111	100	1	these	these	DET
cet-13111	100	2	metrics	metric	NOUN
cet-13111	100	3	have	have	AUX
cet-13111	100	4	been	be	AUX
cet-13111	100	5	calculated	calculate	VERB
cet-13111	100	6	using	use	VERB
cet-13111	100	7	a	a	DET
cet-13111	100	8	0.5	0.5	NUM
cet-13111	100	9	default	default	NOUN
cet-13111	100	10	probability	probability	NOUN
cet-13111	100	11	decision	decision	NOUN
cet-13111	100	12	threshold	threshold	NOUN
cet-13111	100	13	.	.	PUNCT
cet-13111	101	1	nevertheless	nevertheless	ADV
cet-13111	101	2	,	,	PUNCT
cet-13111	101	3	this	this	PRON
cet-13111	101	4	might	might	AUX
cet-13111	101	5	not	not	PART
cet-13111	101	6	be	be	AUX
cet-13111	101	7	the	the	DET
cet-13111	101	8	value	value	NOUN
cet-13111	101	9	leading	lead	VERB
cet-13111	101	10	to	to	ADP
cet-13111	101	11	the	the	DET
cet-13111	101	12	best	good	ADJ
cet-13111	101	13	metrics	metric	NOUN
cet-13111	101	14	.	.	PUNCT
cet-13111	102	1	the	the	DET
cet-13111	102	2	precision	precision	NOUN
cet-13111	102	3	-	-	PUNCT
cet-13111	102	4	recall	recall	NOUN
cet-13111	102	5	curve	curve	NOUN
cet-13111	102	6	can	can	AUX
cet-13111	102	7	be	be	AUX
cet-13111	102	8	obtained	obtain	VERB
cet-13111	102	9	by	by	ADP
cet-13111	102	10	varying	vary	VERB
cet-13111	102	11	from	from	ADP
cet-13111	102	12	0	0	NUM
cet-13111	102	13	to	to	ADP
cet-13111	102	14	1	1	NUM
cet-13111	102	15	the	the	DET
cet-13111	102	16	probability	probability	NOUN
cet-13111	102	17	threshold	threshold	NOUN
cet-13111	102	18	associated	associate	VERB
cet-13111	102	19	with	with	ADP
cet-13111	102	20	the	the	DET
cet-13111	102	21	gbm	gbm	PROPN
cet-13111	102	22	binary	binary	PROPN
cet-13111	102	23	classifier	classifier	PROPN
cet-13111	102	24	.	.	PUNCT
cet-13111	103	1	the	the	DET
cet-13111	103	2	area	area	NOUN
cet-13111	103	3	under	under	ADP
cet-13111	103	4	the	the	DET
cet-13111	103	5	curve	curve	NOUN
cet-13111	103	6	(	(	PUNCT
cet-13111	103	7	auc	auc	NOUN
cet-13111	103	8	)	)	PUNCT
cet-13111	103	9	represents	represent	VERB
cet-13111	103	10	another	another	DET
cet-13111	103	11	important	important	ADJ
cet-13111	103	12	performance	performance	NOUN
cet-13111	103	13	metric	metric	NOUN
cet-13111	103	14	,	,	PUNCT
cet-13111	103	15	ranging	range	VERB
cet-13111	103	16	from	from	ADP
cet-13111	103	17	0	0	NUM
cet-13111	103	18	to	to	ADP
cet-13111	103	19	1	1	NUM
cet-13111	103	20	.	.	PUNCT
cet-13111	104	1	the	the	PRON
cet-13111	104	2	higher	high	ADJ
cet-13111	104	3	the	the	DET
cet-13111	104	4	auc	auc	NOUN
cet-13111	104	5	value	value	NOUN
cet-13111	104	6	,	,	PUNCT
cet-13111	104	7	the	the	PRON
cet-13111	104	8	better	well	ADJ
cet-13111	104	9	the	the	DET
cet-13111	104	10	classifier	classifier	NOUN
cet-13111	104	11	’s	’s	PART
cet-13111	104	12	performance	performance	NOUN
cet-13111	104	13	.	.	PUNCT
cet-13111	105	1	the	the	DET
cet-13111	105	2	confusion	confusion	NOUN
cet-13111	105	3	matrix	matrix	NOUN
cet-13111	105	4	in	in	ADP
cet-13111	105	5	figure	figure	NOUN
cet-13111	105	6	3	3	NUM
cet-13111	105	7	shows	show	VERB
cet-13111	105	8	the	the	DET
cet-13111	105	9	percentages	percentage	NOUN
cet-13111	105	10	of	of	ADP
cet-13111	105	11	tp	tp	PROPN
cet-13111	105	12	,	,	PUNCT
cet-13111	105	13	tn	tn	PROPN
cet-13111	105	14	,	,	PUNCT
cet-13111	105	15	fp	fp	NOUN
cet-13111	105	16	,	,	PUNCT
cet-13111	105	17	and	and	CCONJ
cet-13111	105	18	fn	fn	NOUN
cet-13111	105	19	predictions	prediction	NOUN
cet-13111	105	20	,	,	PUNCT
cet-13111	105	21	while	while	SCONJ
cet-13111	105	22	the	the	DET
cet-13111	105	23	precision	precision	NOUN
cet-13111	105	24	-	-	PUNCT
cet-13111	105	25	recall	recall	NOUN
cet-13111	105	26	curve	curve	NOUN
cet-13111	105	27	shows	show	VERB
cet-13111	105	28	the	the	DET
cet-13111	105	29	probability	probability	NOUN
cet-13111	105	30	threshold	threshold	NOUN
cet-13111	105	31	set	set	VERB
cet-13111	105	32	at	at	ADP
cet-13111	105	33	0.5	0.5	NUM
cet-13111	105	34	.	.	PUNCT
cet-13111	105	35	figure	figure	VERB
cet-13111	105	36	3	3	NUM
cet-13111	105	37	:	:	PUNCT
cet-13111	105	38	(	(	PUNCT
cet-13111	105	39	a	a	X
cet-13111	105	40	)	)	PUNCT
cet-13111	105	41	confusion	confusion	NOUN
cet-13111	105	42	matrix	matrix	NOUN
cet-13111	105	43	(	(	PUNCT
cet-13111	105	44	smh	smh	INTJ
cet-13111	105	45	:	:	PUNCT
cet-13111	105	46	small	small	ADJ
cet-13111	105	47	/	/	SYM
cet-13111	105	48	medium	medium	ADJ
cet-13111	105	49	/	/	SYM
cet-13111	105	50	high	high	ADJ
cet-13111	105	51	susceptibility	susceptibility	NOUN
cet-13111	105	52	;	;	PUNCT
cet-13111	105	53	e	e	NOUN
cet-13111	105	54	:	:	PUNCT
cet-13111	105	55	extreme	extreme	ADJ
cet-13111	105	56	susceptibility	susceptibility	NOUN
cet-13111	105	57	)	)	PUNCT
cet-13111	105	58	and	and	CCONJ
cet-13111	105	59	(	(	PUNCT
cet-13111	105	60	b	b	NOUN
cet-13111	105	61	)	)	PUNCT
cet-13111	105	62	precision	precision	NOUN
cet-13111	105	63	-	-	PUNCT
cet-13111	105	64	recall	recall	NOUN
cet-13111	105	65	curve	curve	NOUN
cet-13111	105	66	for	for	ADP
cet-13111	105	67	the	the	DET
cet-13111	105	68	gbm	gbm	PROPN
cet-13111	105	69	classifier	classifier	NOUN
cet-13111	105	70	the	the	DET
cet-13111	105	71	confusion	confusion	NOUN
cet-13111	105	72	matrix	matrix	NOUN
cet-13111	105	73	in	in	ADP
cet-13111	105	74	figure	figure	NOUN
cet-13111	105	75	3(a	3(a	NUM
cet-13111	105	76	)	)	PUNCT
cet-13111	105	77	shows	show	VERB
cet-13111	105	78	how	how	SCONJ
cet-13111	105	79	most	most	ADJ
cet-13111	105	80	of	of	ADP
cet-13111	105	81	the	the	DET
cet-13111	105	82	tests	test	NOUN
cet-13111	105	83	are	be	AUX
cet-13111	105	84	correctly	correctly	ADV
cet-13111	105	85	labeled	label	VERB
cet-13111	105	86	,	,	PUNCT
cet-13111	105	87	and	and	CCONJ
cet-13111	105	88	the	the	DET
cet-13111	105	89	percentages	percentage	NOUN
cet-13111	105	90	of	of	ADP
cet-13111	105	91	true	true	ADJ
cet-13111	105	92	positives	positive	NOUN
cet-13111	105	93	and	and	CCONJ
cet-13111	105	94	true	true	ADJ
cet-13111	105	95	negatives	negative	NOUN
cet-13111	105	96	are	be	AUX
cet-13111	105	97	comparable	comparable	ADJ
cet-13111	105	98	.	.	PUNCT
cet-13111	106	1	despite	despite	SCONJ
cet-13111	106	2	this	this	PRON
cet-13111	106	3	,	,	PUNCT
cet-13111	106	4	the	the	DET
cet-13111	106	5	model	model	NOUN
cet-13111	106	6	still	still	ADV
cet-13111	106	7	tends	tend	VERB
cet-13111	106	8	to	to	PART
cet-13111	106	9	mislabel	mislabel	VERB
cet-13111	106	10	a	a	DET
cet-13111	106	11	significant	significant	ADJ
cet-13111	106	12	number	number	NOUN
cet-13111	106	13	of	of	ADP
cet-13111	106	14	tests	test	NOUN
cet-13111	106	15	(	(	PUNCT
cet-13111	106	16	16.9	16.9	NUM
cet-13111	106	17	%	%	NOUN
cet-13111	106	18	of	of	ADP
cet-13111	106	19	false	false	ADJ
cet-13111	106	20	negatives	negative	NOUN
cet-13111	106	21	and	and	CCONJ
cet-13111	106	22	11.1	11.1	NUM
cet-13111	106	23	%	%	NOUN
cet-13111	106	24	of	of	ADP
cet-13111	106	25	false	false	ADJ
cet-13111	106	26	positives	positive	NOUN
cet-13111	106	27	)	)	PUNCT
cet-13111	106	28	.	.	PUNCT
cet-13111	107	1	it	it	PRON
cet-13111	107	2	should	should	AUX
cet-13111	107	3	be	be	AUX
cet-13111	107	4	noted	note	VERB
cet-13111	107	5	that	that	SCONJ
cet-13111	107	6	mislabeling	mislabele	VERB
cet-13111	107	7	an	an	DET
cet-13111	107	8	“	"	PUNCT
cet-13111	107	9	extreme	extreme	ADJ
cet-13111	107	10	”	"	PUNCT
cet-13111	107	11	susceptibility	susceptibility	NOUN
cet-13111	107	12	as	as	ADP
cet-13111	107	13	a	a	DET
cet-13111	107	14	“	"	PUNCT
cet-13111	107	15	small	small	ADJ
cet-13111	107	16	/	/	SYM
cet-13111	107	17	medium	medium	NOUN
cet-13111	107	18	/	/	SYM
cet-13111	107	19	high	high	ADJ
cet-13111	107	20	”	"	PUNCT
cet-13111	107	21	is	be	AUX
cet-13111	107	22	more	more	ADV
cet-13111	107	23	critical	critical	ADJ
cet-13111	107	24	than	than	ADP
cet-13111	107	25	vice	vice	ADV
cet-13111	107	26	versa	versa	ADV
cet-13111	107	27	.	.	PUNCT
cet-13111	108	1	this	this	DET
cet-13111	108	2	wrong	wrong	ADJ
cet-13111	108	3	prediction	prediction	NOUN
cet-13111	108	4	may	may	AUX
cet-13111	108	5	cause	cause	VERB
cet-13111	108	6	an	an	DET
cet-13111	108	7	underestimation	underestimation	NOUN
cet-13111	108	8	of	of	ADP
cet-13111	108	9	the	the	DET
cet-13111	108	10	he	he	PROPN
cet-13111	108	11	susceptibility	susceptibility	NOUN
cet-13111	108	12	of	of	ADP
cet-13111	108	13	metal	metal	NOUN
cet-13111	108	14	,	,	PUNCT
cet-13111	108	15	thus	thus	ADV
cet-13111	108	16	leading	lead	VERB
cet-13111	108	17	to	to	ADP
cet-13111	108	18	an	an	DET
cet-13111	108	19	improper	improper	ADJ
cet-13111	108	20	material	material	NOUN
cet-13111	108	21	selection	selection	NOUN
cet-13111	108	22	for	for	ADP
cet-13111	108	23	specific	specific	ADJ
cet-13111	108	24	working	working	NOUN
cet-13111	108	25	conditions	condition	NOUN
cet-13111	108	26	and	and	CCONJ
cet-13111	108	27	a	a	DET
cet-13111	108	28	higher	high	ADJ
cet-13111	108	29	risk	risk	NOUN
cet-13111	108	30	of	of	ADP
cet-13111	108	31	component	component	NOUN
cet-13111	108	32	failure	failure	NOUN
cet-13111	108	33	.	.	PUNCT
cet-13111	109	1	in	in	ADP
cet-13111	109	2	this	this	DET
cet-13111	109	3	perspective	perspective	NOUN
cet-13111	109	4	,	,	PUNCT
cet-13111	109	5	the	the	DET
cet-13111	109	6	number	number	NOUN
cet-13111	109	7	of	of	ADP
cet-13111	109	8	false	false	ADJ
cet-13111	109	9	positive	positive	ADJ
cet-13111	109	10	results	result	NOUN
cet-13111	109	11	should	should	AUX
cet-13111	109	12	be	be	AUX
cet-13111	109	13	minimized	minimize	VERB
cet-13111	109	14	;	;	PUNCT
cet-13111	109	15	thus	thus	ADV
cet-13111	109	16	,	,	PUNCT
cet-13111	109	17	precision	precision	NOUN
cet-13111	109	18	is	be	AUX
cet-13111	109	19	the	the	DET
cet-13111	109	20	most	most	ADV
cet-13111	109	21	meaningful	meaningful	ADJ
cet-13111	109	22	metric	metric	NOUN
cet-13111	109	23	to	to	PART
cet-13111	109	24	consider	consider	VERB
cet-13111	109	25	in	in	ADP
cet-13111	109	26	this	this	DET
cet-13111	109	27	specific	specific	ADJ
cet-13111	109	28	197	197	NUM
cet-13111	109	29	task	task	NOUN
cet-13111	109	30	.	.	PUNCT
cet-13111	110	1	it	it	PRON
cet-13111	110	2	is	be	AUX
cet-13111	110	3	possible	possible	ADJ
cet-13111	110	4	to	to	PART
cet-13111	110	5	maximize	maximize	VERB
cet-13111	110	6	precision	precision	NOUN
cet-13111	110	7	at	at	ADP
cet-13111	110	8	the	the	DET
cet-13111	110	9	expense	expense	NOUN
cet-13111	110	10	of	of	ADP
cet-13111	110	11	recall	recall	NOUN
cet-13111	110	12	by	by	ADP
cet-13111	110	13	increasing	increase	VERB
cet-13111	110	14	the	the	DET
cet-13111	110	15	decision	decision	NOUN
cet-13111	110	16	threshold	threshold	NOUN
cet-13111	110	17	.	.	PUNCT
cet-13111	111	1	nevertheless	nevertheless	ADV
cet-13111	111	2	,	,	PUNCT
cet-13111	111	3	figure	figure	NOUN
cet-13111	111	4	3(b	3(b	NUM
cet-13111	111	5	)	)	PUNCT
cet-13111	111	6	shows	show	VERB
cet-13111	111	7	how	how	SCONJ
cet-13111	111	8	this	this	DET
cet-13111	111	9	modification	modification	NOUN
cet-13111	111	10	has	have	VERB
cet-13111	111	11	only	only	ADV
cet-13111	111	12	minor	minor	ADJ
cet-13111	111	13	benefits	benefit	NOUN
cet-13111	111	14	on	on	ADP
cet-13111	111	15	the	the	DET
cet-13111	111	16	precision	precision	NOUN
cet-13111	111	17	optimization	optimization	NOUN
cet-13111	111	18	,	,	PUNCT
cet-13111	111	19	but	but	CCONJ
cet-13111	111	20	it	it	PRON
cet-13111	111	21	has	have	VERB
cet-13111	111	22	high	high	ADJ
cet-13111	111	23	costs	cost	NOUN
cet-13111	111	24	in	in	ADP
cet-13111	111	25	terms	term	NOUN
cet-13111	111	26	of	of	ADP
cet-13111	111	27	a	a	DET
cet-13111	111	28	decrease	decrease	NOUN
cet-13111	111	29	in	in	ADP
cet-13111	111	30	recall	recall	NOUN
cet-13111	111	31	.	.	PUNCT
cet-13111	112	1	the	the	DET
cet-13111	112	2	high	high	ADJ
cet-13111	112	3	value	value	NOUN
cet-13111	112	4	of	of	ADP
cet-13111	112	5	auc	auc	NOUN
cet-13111	112	6	(	(	PUNCT
cet-13111	112	7	i.e.	i.e.	X
cet-13111	112	8	,	,	PUNCT
cet-13111	112	9	0.922	0.922	NUM
cet-13111	112	10	)	)	PUNCT
cet-13111	112	11	and	and	CCONJ
cet-13111	112	12	the	the	DET
cet-13111	112	13	nearly	nearly	ADV
cet-13111	112	14	flat	flat	ADJ
cet-13111	112	15	precision	precision	NOUN
cet-13111	112	16	-	-	PUNCT
cet-13111	112	17	recall	recall	NOUN
cet-13111	112	18	curve	curve	NOUN
cet-13111	112	19	confirm	confirm	VERB
cet-13111	112	20	this	this	DET
cet-13111	112	21	observation	observation	NOUN
cet-13111	112	22	.	.	PUNCT
cet-13111	113	1	when	when	SCONJ
cet-13111	113	2	evaluating	evaluate	VERB
cet-13111	113	3	this	this	DET
cet-13111	113	4	classification	classification	NOUN
cet-13111	113	5	model	model	NOUN
cet-13111	113	6	's	's	PART
cet-13111	113	7	overall	overall	ADJ
cet-13111	113	8	performance	performance	NOUN
cet-13111	113	9	,	,	PUNCT
cet-13111	113	10	the	the	DET
cet-13111	113	11	dataset	dataset	NOUN
cet-13111	113	12	's	's	PART
cet-13111	113	13	dimensions	dimension	NOUN
cet-13111	113	14	should	should	AUX
cet-13111	113	15	be	be	AUX
cet-13111	113	16	considered	consider	VERB
cet-13111	113	17	.	.	PUNCT
cet-13111	114	1	the	the	DET
cet-13111	114	2	limited	limited	ADJ
cet-13111	114	3	amount	amount	NOUN
cet-13111	114	4	of	of	ADP
cet-13111	114	5	data	datum	NOUN
cet-13111	114	6	is	be	AUX
cet-13111	114	7	mainly	mainly	ADV
cet-13111	114	8	due	due	ADJ
cet-13111	114	9	to	to	ADP
cet-13111	114	10	the	the	DET
cet-13111	114	11	selective	selective	ADJ
cet-13111	114	12	inclusion	inclusion	NOUN
cet-13111	114	13	criteria	criterion	NOUN
cet-13111	114	14	.	.	PUNCT
cet-13111	115	1	the	the	DET
cet-13111	115	2	he	he	PROPN
cet-13111	115	3	effects	effect	NOUN
cet-13111	115	4	are	be	AUX
cet-13111	115	5	taken	take	VERB
cet-13111	115	6	into	into	ADP
cet-13111	115	7	account	account	NOUN
cet-13111	115	8	through	through	ADP
cet-13111	115	9	the	the	DET
cet-13111	115	10	embrittlement	embrittlement	NOUN
cet-13111	115	11	index	index	NOUN
cet-13111	115	12	only	only	ADV
cet-13111	115	13	,	,	PUNCT
cet-13111	115	14	thus	thus	ADV
cet-13111	115	15	excluding	exclude	VERB
cet-13111	115	16	all	all	DET
cet-13111	115	17	the	the	DET
cet-13111	115	18	tests	test	NOUN
cet-13111	115	19	expressed	express	VERB
cet-13111	115	20	in	in	ADP
cet-13111	115	21	terms	term	NOUN
cet-13111	115	22	of	of	ADP
cet-13111	115	23	elongation	elongation	NOUN
cet-13111	115	24	reduction	reduction	NOUN
cet-13111	115	25	.	.	PUNCT
cet-13111	116	1	in	in	ADP
cet-13111	116	2	addition	addition	NOUN
cet-13111	116	3	,	,	PUNCT
cet-13111	116	4	only	only	ADV
cet-13111	116	5	tensile	tensile	NOUN
cet-13111	116	6	tests	test	NOUN
cet-13111	116	7	in	in	ADP
cet-13111	116	8	compressed	compressed	ADJ
cet-13111	116	9	gaseous	gaseous	ADJ
cet-13111	116	10	hydrogen	hydrogen	NOUN
cet-13111	116	11	,	,	PUNCT
cet-13111	116	12	without	without	ADP
cet-13111	116	13	pre	pre	VERB
cet-13111	116	14	-	-	ADJ
cet-13111	116	15	charging	charging	ADJ
cet-13111	116	16	,	,	PUNCT
cet-13111	116	17	were	be	AUX
cet-13111	116	18	considered	consider	VERB
cet-13111	116	19	.	.	PUNCT
cet-13111	117	1	on	on	ADP
cet-13111	117	2	the	the	DET
cet-13111	117	3	one	one	NUM
cet-13111	117	4	hand	hand	NOUN
cet-13111	117	5	,	,	PUNCT
cet-13111	117	6	this	this	DET
cet-13111	117	7	restrictive	restrictive	ADJ
cet-13111	117	8	selection	selection	NOUN
cet-13111	117	9	significantly	significantly	ADV
cet-13111	117	10	reduces	reduce	VERB
cet-13111	117	11	the	the	DET
cet-13111	117	12	size	size	NOUN
cet-13111	117	13	of	of	ADP
cet-13111	117	14	the	the	DET
cet-13111	117	15	dataset	dataset	NOUN
cet-13111	117	16	with	with	ADP
cet-13111	117	17	which	which	PRON
cet-13111	117	18	the	the	DET
cet-13111	117	19	ml	ml	PROPN
cet-13111	117	20	model	model	NOUN
cet-13111	117	21	is	be	AUX
cet-13111	117	22	trained	train	VERB
cet-13111	117	23	,	,	PUNCT
cet-13111	117	24	but	but	CCONJ
cet-13111	117	25	on	on	ADP
cet-13111	117	26	the	the	DET
cet-13111	117	27	other	other	ADJ
cet-13111	117	28	limits	limit	NOUN
cet-13111	117	29	the	the	DET
cet-13111	117	30	risk	risk	NOUN
cet-13111	117	31	of	of	ADP
cet-13111	117	32	troubling	troubling	ADJ
cet-13111	117	33	the	the	DET
cet-13111	117	34	waters	water	NOUN
cet-13111	117	35	with	with	ADP
cet-13111	117	36	unmeaningful	unmeaningful	ADJ
cet-13111	117	37	information	information	NOUN
cet-13111	117	38	or	or	CCONJ
cet-13111	117	39	inhomogeneous	inhomogeneous	ADJ
cet-13111	117	40	data	datum	NOUN
cet-13111	117	41	.	.	PUNCT
cet-13111	118	1	analyzing	analyze	VERB
cet-13111	118	2	in	in	ADP
cet-13111	118	3	depth	depth	NOUN
cet-13111	118	4	the	the	DET
cet-13111	118	5	predictions	prediction	NOUN
cet-13111	118	6	made	make	VERB
cet-13111	118	7	by	by	ADP
cet-13111	118	8	the	the	DET
cet-13111	118	9	model	model	NOUN
cet-13111	118	10	,	,	PUNCT
cet-13111	118	11	the	the	DET
cet-13111	118	12	mislabeled	mislabele	VERB
cet-13111	118	13	targets	target	NOUN
cet-13111	118	14	did	do	AUX
cet-13111	118	15	not	not	PART
cet-13111	118	16	appear	appear	VERB
cet-13111	118	17	to	to	PART
cet-13111	118	18	be	be	AUX
cet-13111	118	19	preferentially	preferentially	ADV
cet-13111	118	20	associated	associate	VERB
cet-13111	118	21	with	with	ADP
cet-13111	118	22	one	one	NUM
cet-13111	118	23	material	material	NOUN
cet-13111	118	24	rather	rather	ADV
cet-13111	118	25	than	than	ADP
cet-13111	118	26	with	with	ADP
cet-13111	118	27	another	another	PRON
cet-13111	118	28	.	.	PUNCT
cet-13111	119	1	hence	hence	ADV
cet-13111	119	2	,	,	PUNCT
cet-13111	119	3	it	it	PRON
cet-13111	119	4	is	be	AUX
cet-13111	119	5	reasonable	reasonable	ADJ
cet-13111	119	6	to	to	PART
cet-13111	119	7	expect	expect	VERB
cet-13111	119	8	that	that	SCONJ
cet-13111	119	9	more	more	ADV
cet-13111	119	10	accurate	accurate	ADJ
cet-13111	119	11	predictions	prediction	NOUN
cet-13111	119	12	will	will	AUX
cet-13111	119	13	be	be	AUX
cet-13111	119	14	achieved	achieve	VERB
cet-13111	119	15	by	by	ADP
cet-13111	119	16	increasing	increase	VERB
cet-13111	119	17	the	the	DET
cet-13111	119	18	size	size	NOUN
cet-13111	119	19	of	of	ADP
cet-13111	119	20	the	the	DET
cet-13111	119	21	training	training	NOUN
cet-13111	119	22	dataset	dataset	NOUN
cet-13111	119	23	and	and	CCONJ
cet-13111	119	24	including	include	VERB
cet-13111	119	25	measurements	measurement	NOUN
cet-13111	119	26	obtained	obtain	VERB
cet-13111	119	27	under	under	ADP
cet-13111	119	28	various	various	ADJ
cet-13111	119	29	testing	testing	NOUN
cet-13111	119	30	conditions	condition	NOUN
cet-13111	119	31	(	(	PUNCT
cet-13111	119	32	for	for	ADP
cet-13111	119	33	instance	instance	NOUN
cet-13111	119	34	,	,	PUNCT
cet-13111	119	35	only	only	ADV
cet-13111	119	36	a	a	DET
cet-13111	119	37	few	few	ADJ
cet-13111	119	38	tests	test	NOUN
cet-13111	119	39	were	be	AUX
cet-13111	119	40	performed	perform	VERB
cet-13111	119	41	at	at	ADP
cet-13111	119	42	temperatures	temperature	NOUN
cet-13111	119	43	other	other	ADJ
cet-13111	119	44	than	than	ADP
cet-13111	119	45	22	22	NUM
cet-13111	119	46	°	°	NOUN
cet-13111	119	47	c	c	NOUN
cet-13111	119	48	,	,	PUNCT
cet-13111	119	49	or	or	CCONJ
cet-13111	119	50	in	in	ADP
cet-13111	119	51	the	the	DET
cet-13111	119	52	presence	presence	NOUN
cet-13111	119	53	of	of	ADP
cet-13111	119	54	gaseous	gaseous	ADJ
cet-13111	119	55	impurities	impurity	NOUN
cet-13111	119	56	and	and	CCONJ
cet-13111	119	57	inhibitors	inhibitor	NOUN
cet-13111	119	58	)	)	PUNCT
cet-13111	119	59	.	.	PUNCT
cet-13111	120	1	5	5	X
cet-13111	120	2	.	.	X
cet-13111	120	3	conclusions	conclusion	NOUN
cet-13111	120	4	a	a	DET
cet-13111	120	5	machine	machine	NOUN
cet-13111	120	6	learning	learn	VERB
cet-13111	120	7	approach	approach	NOUN
cet-13111	120	8	has	have	AUX
cet-13111	120	9	been	be	AUX
cet-13111	120	10	used	use	VERB
cet-13111	120	11	to	to	PART
cet-13111	120	12	classify	classify	VERB
cet-13111	120	13	metallic	metallic	ADJ
cet-13111	120	14	materials	material	NOUN
cet-13111	120	15	for	for	ADP
cet-13111	120	16	hydrogen	hydrogen	NOUN
cet-13111	120	17	applications	application	NOUN
cet-13111	120	18	into	into	ADP
cet-13111	120	19	two	two	NUM
cet-13111	120	20	macro	macro	NOUN
cet-13111	120	21	-	-	NOUN
cet-13111	120	22	categories	category	NOUN
cet-13111	120	23	:	:	PUNCT
cet-13111	120	24	extremely	extremely	ADV
cet-13111	120	25	susceptible	susceptible	ADJ
cet-13111	120	26	and	and	CCONJ
cet-13111	120	27	potentially	potentially	ADV
cet-13111	120	28	usable	usable	ADJ
cet-13111	120	29	.	.	PUNCT
cet-13111	121	1	the	the	DET
cet-13111	121	2	he	he	PRON
cet-13111	121	3	effect	effect	NOUN
cet-13111	121	4	on	on	ADP
cet-13111	121	5	materials	material	NOUN
cet-13111	121	6	exposed	expose	VERB
cet-13111	121	7	to	to	ADP
cet-13111	121	8	compressed	compress	VERB
cet-13111	121	9	gaseous	gaseous	ADJ
cet-13111	121	10	hydrogen	hydrogen	NOUN
cet-13111	121	11	is	be	AUX
cet-13111	121	12	measured	measure	VERB
cet-13111	121	13	through	through	ADP
cet-13111	121	14	the	the	DET
cet-13111	121	15	embrittlement	embrittlement	NOUN
cet-13111	121	16	index	index	NOUN
cet-13111	121	17	,	,	PUNCT
cet-13111	121	18	hence	hence	ADV
cet-13111	121	19	only	only	ADV
cet-13111	121	20	the	the	DET
cet-13111	121	21	hydrogen	hydrogen	NOUN
cet-13111	121	22	-	-	PUNCT
cet-13111	121	23	induced	induce	VERB
cet-13111	121	24	reduction	reduction	NOUN
cet-13111	121	25	in	in	ADP
cet-13111	121	26	tensile	tensile	NOUN
cet-13111	121	27	properties	property	NOUN
cet-13111	121	28	is	be	AUX
cet-13111	121	29	considered	consider	VERB
cet-13111	121	30	.	.	PUNCT
cet-13111	122	1	the	the	DET
cet-13111	122	2	model	model	NOUN
cet-13111	122	3	,	,	PUNCT
cet-13111	122	4	based	base	VERB
cet-13111	122	5	on	on	ADP
cet-13111	122	6	the	the	DET
cet-13111	122	7	gradient	gradient	NOUN
cet-13111	122	8	boosting	boost	VERB
cet-13111	122	9	algorithm	algorithm	NOUN
cet-13111	122	10	,	,	PUNCT
cet-13111	122	11	can	can	AUX
cet-13111	122	12	predict	predict	VERB
cet-13111	122	13	the	the	DET
cet-13111	122	14	he	he	PRON
cet-13111	122	15	severity	severity	NOUN
cet-13111	122	16	with	with	ADP
cet-13111	122	17	88.6	88.6	NUM
cet-13111	122	18	%	%	NOUN
cet-13111	122	19	accuracy	accuracy	NOUN
cet-13111	122	20	.	.	PUNCT
cet-13111	123	1	the	the	DET
cet-13111	123	2	synergistic	synergistic	ADJ
cet-13111	123	3	interplay	interplay	NOUN
cet-13111	123	4	of	of	ADP
cet-13111	123	5	environmental	environmental	ADJ
cet-13111	123	6	conditions	condition	NOUN
cet-13111	123	7	,	,	PUNCT
cet-13111	123	8	material	material	NOUN
cet-13111	123	9	properties	property	NOUN
cet-13111	123	10	,	,	PUNCT
cet-13111	123	11	and	and	CCONJ
cet-13111	123	12	loading	loading	NOUN
cet-13111	123	13	conditions	condition	NOUN
cet-13111	123	14	is	be	AUX
cet-13111	123	15	inherently	inherently	ADV
cet-13111	123	16	complex	complex	ADJ
cet-13111	123	17	and	and	CCONJ
cet-13111	123	18	can	can	AUX
cet-13111	123	19	occasionally	occasionally	ADV
cet-13111	123	20	result	result	VERB
cet-13111	123	21	in	in	ADP
cet-13111	123	22	inaccurate	inaccurate	ADJ
cet-13111	123	23	predictions	prediction	NOUN
cet-13111	123	24	.	.	PUNCT
cet-13111	124	1	nevertheless	nevertheless	ADV
cet-13111	124	2	,	,	PUNCT
cet-13111	124	3	it	it	PRON
cet-13111	124	4	will	will	AUX
cet-13111	124	5	be	be	AUX
cet-13111	124	6	possible	possible	ADJ
cet-13111	124	7	to	to	PART
cet-13111	124	8	obtain	obtain	VERB
cet-13111	124	9	better	well	ADJ
cet-13111	124	10	performance	performance	NOUN
cet-13111	124	11	by	by	ADP
cet-13111	124	12	increasing	increase	VERB
cet-13111	124	13	the	the	DET
cet-13111	124	14	size	size	NOUN
cet-13111	124	15	of	of	ADP
cet-13111	124	16	the	the	DET
cet-13111	124	17	database	database	NOUN
cet-13111	124	18	.	.	PUNCT
cet-13111	125	1	in	in	ADP
cet-13111	125	2	the	the	DET
cet-13111	125	3	future	future	NOUN
cet-13111	125	4	,	,	PUNCT
cet-13111	125	5	a	a	DET
cet-13111	125	6	complete	complete	ADJ
cet-13111	125	7	assessment	assessment	NOUN
cet-13111	125	8	of	of	ADP
cet-13111	125	9	the	the	DET
cet-13111	125	10	reliability	reliability	NOUN
cet-13111	125	11	of	of	ADP
cet-13111	125	12	steel	steel	NOUN
cet-13111	125	13	exposed	expose	VERB
cet-13111	125	14	to	to	ADP
cet-13111	125	15	compressed	compressed	ADJ
cet-13111	125	16	hydrogen	hydrogen	NOUN
cet-13111	125	17	gas	gas	NOUN
cet-13111	125	18	will	will	AUX
cet-13111	125	19	consider	consider	VERB
cet-13111	125	20	the	the	DET
cet-13111	125	21	material	material	NOUN
cet-13111	125	22	performance	performance	NOUN
cet-13111	125	23	under	under	ADP
cet-13111	125	24	dynamic	dynamic	ADJ
cet-13111	125	25	loads	load	NOUN
cet-13111	125	26	and	and	CCONJ
cet-13111	125	27	the	the	DET
cet-13111	125	28	hydrogen	hydrogen	NOUN
cet-13111	125	29	-	-	PUNCT
cet-13111	125	30	enhanced	enhance	VERB
cet-13111	125	31	fatigue	fatigue	NOUN
cet-13111	125	32	crack	crack	NOUN
cet-13111	125	33	growth	growth	NOUN
cet-13111	125	34	rate	rate	NOUN
cet-13111	125	35	.	.	PUNCT
cet-13111	126	1	acknowledgments	acknowledgment	NOUN
cet-13111	126	2	this	this	DET
cet-13111	126	3	work	work	NOUN
cet-13111	126	4	was	be	AUX
cet-13111	126	5	undertaken	undertake	VERB
cet-13111	126	6	as	as	ADP
cet-13111	126	7	a	a	DET
cet-13111	126	8	part	part	NOUN
cet-13111	126	9	of	of	ADP
cet-13111	126	10	the	the	DET
cet-13111	126	11	research	research	NOUN
cet-13111	126	12	projects	project	VERB
cet-13111	126	13	h2coopstorage	h2coopstorage	NOUN
cet-13111	126	14	and	and	CCONJ
cet-13111	126	15	sh2ift-2	sh2ift-2	NOUN
cet-13111	126	16	,	,	PUNCT
cet-13111	126	17	and	and	CCONJ
cet-13111	126	18	the	the	DET
cet-13111	126	19	authors	author	NOUN
cet-13111	126	20	would	would	AUX
cet-13111	126	21	like	like	VERB
cet-13111	126	22	to	to	PART
cet-13111	126	23	acknowledge	acknowledge	VERB
cet-13111	126	24	the	the	DET
cet-13111	126	25	financial	financial	ADJ
cet-13111	126	26	support	support	NOUN
cet-13111	126	27	of	of	ADP
cet-13111	126	28	the	the	DET
cet-13111	126	29	nordic	nordic	ADJ
cet-13111	126	30	energy	energy	NOUN
cet-13111	126	31	research	research	NOUN
cet-13111	126	32	within	within	ADP
cet-13111	126	33	the	the	DET
cet-13111	126	34	program	program	NOUN
cet-13111	126	35	era	era	NOUN
cet-13111	126	36	-	-	PUNCT
cet-13111	126	37	net	net	ADJ
cet-13111	126	38	smart	smart	ADJ
cet-13111	126	39	energy	energy	NOUN
cet-13111	126	40	system	system	NOUN
cet-13111	126	41	(	(	PUNCT
cet-13111	126	42	grant	grant	VERB
cet-13111	126	43	no	no	NOUN
cet-13111	126	44	.	.	PROPN
cet-13111	126	45	106291	106291	NUM
cet-13111	126	46	)	)	PUNCT
cet-13111	126	47	and	and	CCONJ
cet-13111	126	48	of	of	ADP
cet-13111	126	49	the	the	DET
cet-13111	126	50	research	research	NOUN
cet-13111	126	51	council	council	PROPN
cet-13111	126	52	of	of	ADP
cet-13111	126	53	norway	norway	PROPN
cet-13111	126	54	(	(	PUNCT
cet-13111	126	55	grant	grant	VERB
cet-13111	126	56	no	no	NOUN
cet-13111	126	57	.	.	NOUN
cet-13111	126	58	327009	327009	NUM
cet-13111	126	59	)	)	PUNCT
cet-13111	126	60	.	.	PUNCT
cet-13111	127	1	references	reference	NOUN
cet-13111	127	2	bramer	bramer	PROPN
cet-13111	127	3	m.	m.	NOUN
cet-13111	127	4	,	,	PUNCT
cet-13111	127	5	2020	2020	NUM
cet-13111	127	6	,	,	PUNCT
cet-13111	127	7	principles	principle	NOUN
cet-13111	127	8	of	of	ADP
cet-13111	127	9	data	datum	NOUN
cet-13111	127	10	mining	mining	NOUN
cet-13111	127	11	:	:	PUNCT
cet-13111	127	12	4th	4th	ADJ
cet-13111	127	13	edition	edition	NOUN
cet-13111	127	14	,	,	PUNCT
cet-13111	127	15	springer	springer	NOUN
cet-13111	127	16	science	science	PROPN
cet-13111	127	17	,	,	PUNCT
cet-13111	127	18	london	london	PROPN
cet-13111	127	19	,	,	PUNCT
cet-13111	127	20	uk	uk	PROPN
cet-13111	127	21	.	.	PROPN
cet-13111	127	22	campari	campari	PROPN
cet-13111	127	23	a.	a.	PROPN
cet-13111	127	24	,	,	PUNCT
cet-13111	127	25	pio	pio	PROPN
cet-13111	127	26	g.	g.	PROPN
cet-13111	127	27	,	,	PUNCT
cet-13111	127	28	ustolin	ustolin	PROPN
cet-13111	127	29	f.	f.	PROPN
cet-13111	127	30	,	,	PUNCT
cet-13111	127	31	paltrinieri	paltrinieri	PROPN
cet-13111	127	32	n.	n.	PROPN
cet-13111	127	33	,	,	PUNCT
cet-13111	127	34	salzano	salzano	PROPN
cet-13111	127	35	e.	e.	PROPN
cet-13111	127	36	,	,	PUNCT
cet-13111	127	37	2022	2022	NUM
cet-13111	127	38	,	,	PUNCT
cet-13111	127	39	design	design	NOUN
cet-13111	127	40	and	and	CCONJ
cet-13111	127	41	optimization	optimization	NOUN
cet-13111	127	42	of	of	ADP
cet-13111	127	43	an	an	DET
cet-13111	127	44	emergency	emergency	NOUN
cet-13111	127	45	autothermal	autothermal	NOUN
cet-13111	127	46	burner	burner	NOUN
cet-13111	127	47	for	for	ADP
cet-13111	127	48	liquid	liquid	ADJ
cet-13111	127	49	hydrogen	hydrogen	NOUN
cet-13111	127	50	,	,	PUNCT
cet-13111	127	51	chem	chem	NOUN
cet-13111	127	52	.	.	PUNCT
cet-13111	128	1	eng	eng	PROPN
cet-13111	128	2	.	.	PUNCT
cet-13111	129	1	trans	trans	PROPN
cet-13111	129	2	.	.	PROPN
cet-13111	129	3	,	,	PUNCT
cet-13111	129	4	91	91	NUM
cet-13111	129	5	,	,	PUNCT
cet-13111	129	6	325	325	NUM
cet-13111	129	7	-	-	SYM
cet-13111	129	8	330	330	NUM
cet-13111	129	9	,	,	PUNCT
cet-13111	129	10	doi	doi	NOUN
cet-13111	129	11	:	:	PUNCT
cet-13111	129	12	10.3303	10.3303	NUM
cet-13111	129	13	/	/	SYM
cet-13111	129	14	cet2291055	cet2291055	NOUN
cet-13111	129	15	.	.	PUNCT
cet-13111	130	1	campari	campari	PROPN
cet-13111	130	2	a.	a.	PROPN
cet-13111	130	3	,	,	PUNCT
cet-13111	130	4	nakhal	nakhal	VERB
cet-13111	130	5	a.j	a.j	PROPN
cet-13111	130	6	.	.	PROPN
cet-13111	130	7	,	,	PUNCT
cet-13111	130	8	ustolin	ustolin	PROPN
cet-13111	130	9	f.	f.	PROPN
cet-13111	130	10	,	,	PUNCT
cet-13111	130	11	alvaro	alvaro	PROPN
cet-13111	130	12	a.	a.	PROPN
cet-13111	130	13	,	,	PUNCT
cet-13111	130	14	ledda	ledda	NOUN
cet-13111	130	15	a.	a.	NOUN
cet-13111	130	16	,	,	PUNCT
cet-13111	130	17	agnello	agnello	PROPN
cet-13111	130	18	p.	p.	PROPN
cet-13111	130	19	,	,	PUNCT
cet-13111	130	20	moretto	moretto	PROPN
cet-13111	130	21	p.	p.	PROPN
cet-13111	130	22	,	,	PUNCT
cet-13111	130	23	patriarca	patriarca	PROPN
cet-13111	130	24	r.	r.	PROPN
cet-13111	130	25	,	,	PUNCT
cet-13111	130	26	paltrinieri	paltrinieri	PROPN
cet-13111	130	27	n.	n.	NOUN
cet-13111	130	28	,	,	PUNCT
cet-13111	130	29	2023	2023	NUM
cet-13111	130	30	,	,	PUNCT
cet-13111	130	31	lessons	lesson	NOUN
cet-13111	130	32	learned	learn	VERB
cet-13111	130	33	from	from	ADP
cet-13111	130	34	hiad	hiad	PROPN
cet-13111	130	35	2.0	2.0	NUM
cet-13111	130	36	:	:	PUNCT
cet-13111	130	37	inspection	inspection	NOUN
cet-13111	130	38	and	and	CCONJ
cet-13111	130	39	maintenance	maintenance	NOUN
cet-13111	130	40	to	to	PART
cet-13111	130	41	avoid	avoid	VERB
cet-13111	130	42	hydrogen	hydrogen	NOUN
cet-13111	130	43	-	-	PUNCT
cet-13111	130	44	induced	induce	VERB
cet-13111	130	45	material	material	NOUN
cet-13111	130	46	failures	failure	NOUN
cet-13111	130	47	,	,	PUNCT
cet-13111	130	48	comput	comput	NOUN
cet-13111	130	49	.	.	PUNCT
cet-13111	131	1	chem	chem	NOUN
cet-13111	131	2	.	.	PUNCT
cet-13111	132	1	eng	eng	PROPN
cet-13111	132	2	.	.	PROPN
cet-13111	132	3	,	,	PUNCT
cet-13111	132	4	173	173	NUM
cet-13111	132	5	,	,	PUNCT
cet-13111	132	6	doi	doi	NOUN
cet-13111	132	7	:	:	PUNCT
cet-13111	132	8	10.1016	10.1016	NUM
cet-13111	132	9	/	/	SYM
cet-13111	132	10	j.compchemeng.2023.108199	j.compchemeng.2023.108199	NOUN
cet-13111	132	11	.	.	PUNCT
cet-13111	133	1	eiga	eiga	PROPN
cet-13111	133	2	,	,	PUNCT
cet-13111	133	3	2011	2011	NUM
cet-13111	133	4	,	,	PUNCT
cet-13111	133	5	igc	igc	PROPN
cet-13111	133	6	doc	doc	PROPN
cet-13111	133	7	100/11	100/11	NUM
cet-13111	133	8	/	/	SYM
cet-13111	133	9	e	e	NOUN
cet-13111	133	10	–	–	PUNCT
cet-13111	133	11	hydrogen	hydrogen	NOUN
cet-13111	133	12	cylinders	cylinder	NOUN
cet-13111	133	13	and	and	CCONJ
cet-13111	133	14	transport	transport	NOUN
cet-13111	133	15	vessels	vessel	NOUN
cet-13111	133	16	.	.	PUNCT
cet-13111	134	1	eiga	eiga	PROPN
cet-13111	134	2	,	,	PUNCT
cet-13111	134	3	2014	2014	NUM
cet-13111	134	4	,	,	PUNCT
cet-13111	134	5	igc	igc	PROPN
cet-13111	134	6	doc	doc	PROPN
cet-13111	134	7	121/14	121/14	NUM
cet-13111	134	8	–	–	PUNCT
cet-13111	134	9	hydrogen	hydrogen	NOUN
cet-13111	134	10	pipeline	pipeline	NOUN
cet-13111	134	11	systems	system	NOUN
cet-13111	134	12	.	.	PUNCT
cet-13111	135	1	gangloff	gangloff	PROPN
cet-13111	135	2	r.	r.	PROPN
cet-13111	135	3	,	,	PUNCT
cet-13111	135	4	somerday	somerday	PROPN
cet-13111	135	5	b.	b.	PROPN
cet-13111	135	6	,	,	PUNCT
cet-13111	135	7	2012	2012	NUM
cet-13111	135	8	,	,	PUNCT
cet-13111	135	9	gaseous	gaseous	ADJ
cet-13111	135	10	hydrogen	hydrogen	NOUN
cet-13111	135	11	embrittlement	embrittlement	NOUN
cet-13111	135	12	of	of	ADP
cet-13111	135	13	materials	material	NOUN
cet-13111	135	14	in	in	ADP
cet-13111	135	15	energy	energy	NOUN
cet-13111	135	16	technologies	technology	NOUN
cet-13111	135	17	:	:	PUNCT
cet-13111	135	18	the	the	DET
cet-13111	135	19	problem	problem	NOUN
cet-13111	135	20	,	,	PUNCT
cet-13111	135	21	its	its	PRON
cet-13111	135	22	characterisation	characterisation	NOUN
cet-13111	135	23	and	and	CCONJ
cet-13111	135	24	effects	effect	NOUN
cet-13111	135	25	on	on	ADP
cet-13111	135	26	particular	particular	ADJ
cet-13111	135	27	alloy	alloy	NOUN
cet-13111	135	28	classes	class	NOUN
cet-13111	135	29	,	,	PUNCT
cet-13111	135	30	woodhead	woodhead	NOUN
cet-13111	135	31	publishing	publishing	NOUN
cet-13111	135	32	series	series	PROPN
cet-13111	135	33	,	,	PUNCT
cet-13111	135	34	philadelphia	philadelphia	PROPN
cet-13111	135	35	,	,	PUNCT
cet-13111	135	36	usa	usa	PROPN
cet-13111	135	37	.	.	PROPN
cet-13111	135	38	hagen	hagen	PROPN
cet-13111	135	39	a.b	a.b	PROPN
cet-13111	135	40	.	.	PROPN
cet-13111	135	41	,	,	PUNCT
cet-13111	135	42	alvaro	alvaro	PROPN
cet-13111	135	43	a.	a.	PROPN
cet-13111	135	44	,	,	PUNCT
cet-13111	135	45	2020	2020	NUM
cet-13111	135	46	,	,	PUNCT
cet-13111	135	47	hydrogen	hydrogen	NOUN
cet-13111	135	48	influence	influence	NOUN
cet-13111	135	49	on	on	ADP
cet-13111	135	50	mechanical	mechanical	ADJ
cet-13111	135	51	properties	property	NOUN
cet-13111	135	52	in	in	ADP
cet-13111	135	53	pipeline	pipeline	NOUN
cet-13111	135	54	steel	steel	PROPN
cet-13111	135	55	,	,	PUNCT
cet-13111	135	56	norway	norway	PROPN
cet-13111	135	57	.	.	PUNCT
cet-13111	136	1	iso	iso	PROPN
cet-13111	136	2	,	,	PUNCT
cet-13111	136	3	2015	2015	NUM
cet-13111	136	4	,	,	PUNCT
cet-13111	136	5	iso	iso	NOUN
cet-13111	136	6	/	/	SYM
cet-13111	136	7	tr	tr	NOUN
cet-13111	136	8	15916	15916	NUM
cet-13111	136	9	–	–	PUNCT
cet-13111	136	10	basic	basic	ADJ
cet-13111	136	11	consideration	consideration	NOUN
cet-13111	136	12	for	for	ADP
cet-13111	136	13	the	the	DET
cet-13111	136	14	safety	safety	NOUN
cet-13111	136	15	of	of	ADP
cet-13111	136	16	hydrogen	hydrogen	NOUN
cet-13111	136	17	systems	system	NOUN
cet-13111	136	18	.	.	PUNCT
cet-13111	137	1	iso	iso	NOUN
cet-13111	137	2	,	,	PUNCT
cet-13111	137	3	2017	2017	NUM
cet-13111	137	4	,	,	PUNCT
cet-13111	137	5	iso	iso	NOUN
cet-13111	137	6	11114	11114	NUM
cet-13111	137	7	–	–	PUNCT
cet-13111	137	8	test	test	NOUN
cet-13111	137	9	methods	method	NOUN
cet-13111	137	10	for	for	ADP
cet-13111	137	11	selecting	select	VERB
cet-13111	137	12	steels	steel	NOUN
cet-13111	137	13	resistant	resistant	ADJ
cet-13111	137	14	to	to	ADP
cet-13111	137	15	hydrogen	hydrogen	NOUN
cet-13111	137	16	embrittlement	embrittlement	NOUN
cet-13111	137	17	.	.	PUNCT
cet-13111	138	1	mason	mason	PROPN
cet-13111	138	2	l.	l.	PROPN
cet-13111	138	3	,	,	PUNCT
cet-13111	138	4	baxter	baxter	PROPN
cet-13111	138	5	j.	j.	PROPN
cet-13111	138	6	,	,	PUNCT
cet-13111	138	7	bartlett	bartlett	PROPN
cet-13111	138	8	p.	p.	PROPN
cet-13111	138	9	,	,	PUNCT
cet-13111	138	10	frean	frean	PROPN
cet-13111	138	11	m.	m.	NOUN
cet-13111	138	12	,	,	PUNCT
cet-13111	138	13	1999	1999	NUM
cet-13111	138	14	,	,	PUNCT
cet-13111	138	15	boosting	boost	VERB
cet-13111	138	16	algorithms	algorithm	NOUN
cet-13111	138	17	as	as	ADP
cet-13111	138	18	gradient	gradient	ADJ
cet-13111	138	19	descent	descent	NOUN
cet-13111	138	20	,	,	PUNCT
cet-13111	138	21	advances	advance	NOUN
cet-13111	138	22	in	in	ADP
cet-13111	138	23	neural	neural	ADJ
cet-13111	138	24	information	information	NOUN
cet-13111	138	25	processing	processing	NOUN
cet-13111	138	26	systems	system	NOUN
cet-13111	138	27	(	(	PUNCT
cet-13111	138	28	nips	nip	NOUN
cet-13111	138	29	1999	1999	NUM
cet-13111	138	30	)	)	PUNCT
cet-13111	138	31	,	,	PUNCT
cet-13111	138	32	denver	denver	PROPN
cet-13111	138	33	,	,	PUNCT
cet-13111	138	34	usa	usa	PROPN
cet-13111	138	35	.	.	PROPN
cet-13111	138	36	nasa	nasa	PROPN
cet-13111	138	37	,	,	PUNCT
cet-13111	138	38	2016	2016	NUM
cet-13111	138	39	,	,	PUNCT
cet-13111	138	40	nasa	nasa	PROPN
cet-13111	138	41	/	/	SYM
cet-13111	138	42	tm-2016–218602	tm-2016–218602	PROPN
cet-13111	138	43	–	–	PUNCT
cet-13111	138	44	hydrogen	hydrogen	NOUN
cet-13111	138	45	embrittlement	embrittlement	NOUN
cet-13111	138	46	,	,	PUNCT
cet-13111	138	47	huntsville	huntsville	PROPN
cet-13111	138	48	,	,	PUNCT
cet-13111	138	49	usa	usa	PROPN
cet-13111	138	50	.	.	PROPN
cet-13111	138	51	san	san	PROPN
cet-13111	138	52	marchi	marchi	PROPN
cet-13111	138	53	c.	c.	PROPN
cet-13111	138	54	,	,	PUNCT
cet-13111	138	55	somerday	somerday	PROPN
cet-13111	138	56	b.p	b.p	PROPN
cet-13111	138	57	.	.	PROPN
cet-13111	138	58	,	,	PUNCT
cet-13111	138	59	2012	2012	NUM
cet-13111	138	60	,	,	PUNCT
cet-13111	138	61	technical	technical	ADJ
cet-13111	138	62	reference	reference	NOUN
cet-13111	138	63	for	for	ADP
cet-13111	138	64	hydrogen	hydrogen	NOUN
cet-13111	138	65	compatibility	compatibility	NOUN
cet-13111	138	66	of	of	ADP
cet-13111	138	67	materials	material	NOUN
cet-13111	138	68	,	,	PUNCT
cet-13111	138	69	usa	usa	PROPN
cet-13111	138	70	.	.	PROPN
cet-13111	138	71	seliya	seliya	PROPN
cet-13111	138	72	n.	n.	PROPN
cet-13111	138	73	,	,	PUNCT
cet-13111	138	74	khoshgoftaar	khoshgoftaar	PROPN
cet-13111	138	75	t.m	t.m	PROPN
cet-13111	138	76	.	.	PROPN
cet-13111	138	77	,	,	PUNCT
cet-13111	138	78	van	van	PROPN
cet-13111	138	79	hulse	hulse	PROPN
cet-13111	138	80	j.	j.	PROPN
cet-13111	138	81	,	,	PUNCT
cet-13111	138	82	2009	2009	NUM
cet-13111	138	83	,	,	PUNCT
cet-13111	138	84	a	a	DET
cet-13111	138	85	study	study	NOUN
cet-13111	138	86	on	on	ADP
cet-13111	138	87	the	the	DET
cet-13111	138	88	relationships	relationship	NOUN
cet-13111	138	89	of	of	ADP
cet-13111	138	90	classifier	classifier	ADJ
cet-13111	138	91	performance	performance	NOUN
cet-13111	138	92	metrics	metric	NOUN
cet-13111	138	93	,	,	PUNCT
cet-13111	138	94	proceedings	proceeding	NOUN
cet-13111	138	95	of	of	ADP
cet-13111	138	96	the	the	DET
cet-13111	138	97	21st	21st	ADJ
cet-13111	138	98	ieee	ieee	NOUN
cet-13111	138	99	ictai	ictai	PROPN
cet-13111	138	100	,	,	PUNCT
cet-13111	138	101	newark	newark	PROPN
cet-13111	138	102	,	,	PUNCT
cet-13111	138	103	usa	usa	PROPN
cet-13111	138	104	,	,	PUNCT
cet-13111	138	105	59–66	59–66	NUM
cet-13111	138	106	,	,	PUNCT
cet-13111	138	107	doi	doi	NOUN
cet-13111	138	108	:	:	PUNCT
cet-13111	138	109	10.1109	10.1109	NUM
cet-13111	138	110	/	/	SYM
cet-13111	138	111	ictai.2009.25	ictai.2009.25	NOUN
cet-13111	138	112	.	.	PUNCT
cet-13111	139	1	ustolin	ustolin	PROPN
cet-13111	139	2	f.	f.	PROPN
cet-13111	139	3	,	,	PUNCT
cet-13111	139	4	campari	campari	PROPN
cet-13111	139	5	a.	a.	NOUN
cet-13111	139	6	,	,	PUNCT
cet-13111	139	7	taccani	taccani	PROPN
cet-13111	139	8	r.	r.	PROPN
cet-13111	139	9	,	,	PUNCT
cet-13111	139	10	2022	2022	NUM
cet-13111	139	11	,	,	PUNCT
cet-13111	139	12	an	an	DET
cet-13111	139	13	extensive	extensive	ADJ
cet-13111	139	14	review	review	NOUN
cet-13111	139	15	of	of	ADP
cet-13111	139	16	liquid	liquid	ADJ
cet-13111	139	17	hydrogen	hydrogen	NOUN
cet-13111	139	18	in	in	ADP
cet-13111	139	19	transportation	transportation	NOUN
cet-13111	139	20	with	with	ADP
cet-13111	139	21	focus	focus	NOUN
cet-13111	139	22	on	on	ADP
cet-13111	139	23	the	the	DET
cet-13111	139	24	maritime	maritime	ADJ
cet-13111	139	25	sector	sector	NOUN
cet-13111	139	26	,	,	PUNCT
cet-13111	139	27	j.	j.	PROPN
cet-13111	139	28	mar	mar	PROPN
cet-13111	139	29	.	.	PUNCT
cet-13111	140	1	sci	sci	PROPN
cet-13111	140	2	.	.	PUNCT
cet-13111	141	1	eng	eng	PROPN
cet-13111	141	2	.	.	PROPN
cet-13111	141	3	,	,	PUNCT
cet-13111	141	4	10	10	NUM
cet-13111	141	5	,	,	PUNCT
cet-13111	141	6	1222	1222	NUM
cet-13111	141	7	,	,	PUNCT
cet-13111	141	8	doi	doi	NOUN
cet-13111	141	9	:	:	PUNCT
cet-13111	141	10	10.3390	10.3390	NUM
cet-13111	141	11	/	/	SYM
cet-13111	141	12	jmse10091222	jmse10091222	PROPN
cet-13111	141	13	.	.	PUNCT
cet-13111	142	1	198	198	NUM
cet-13111	142	2	101campari.pdf	101campari.pdf	NUM
cet-13111	142	3	a	a	DET
cet-13111	142	4	machine	machine	NOUN
cet-13111	142	5	learning	learn	VERB
cet-13111	142	6	approach	approach	NOUN
cet-13111	142	7	to	to	PART
cet-13111	142	8	predict	predict	VERB
cet-13111	142	9	the	the	DET
cet-13111	142	10	materials	material	NOUN
cet-13111	142	11	’	'	PUNCT
cet-13111	142	12	susceptibility	susceptibility	NOUN
cet-13111	142	13	to	to	ADP
cet-13111	142	14	hydrogen	hydrogen	NOUN
cet-13111	142	15	embrittlement	embrittlement	NOUN