id	sid	tid	token	lemma	pos
cet-13759	1	1	cet	cet	PROPN
cet-13759	1	2	-	-	ADJ
cet-13759	1	3	vol	vol	NOUN
cet-13759	1	4	105	105	NUM
cet-13759	1	5	doi	doi	NOUN
cet-13759	1	6	:	:	PUNCT
cet-13759	1	7	10.3303	10.3303	NUM
cet-13759	1	8	/	/	SYM
cet-13759	1	9	cet23105021	cet23105021	NOUN
cet-13759	1	10	paper	paper	NOUN
cet-13759	1	11	received	receive	VERB
cet-13759	1	12	:	:	PUNCT
cet-13759	1	13	5	5	NUM
cet-13759	1	14	march	march	NOUN
cet-13759	1	15	2023	2023	NUM
cet-13759	1	16	;	;	PUNCT
cet-13759	1	17	revised	revise	VERB
cet-13759	1	18	:	:	PUNCT
cet-13759	1	19	11	11	NUM
cet-13759	1	20	april	april	PROPN
cet-13759	1	21	2023	2023	NUM
cet-13759	1	22	;	;	PUNCT
cet-13759	1	23	accepted	accept	VERB
cet-13759	1	24	:	:	PUNCT
cet-13759	1	25	19	19	NUM
cet-13759	1	26	may	may	AUX
cet-13759	1	27	2023	2023	NUM
cet-13759	1	28	please	please	INTJ
cet-13759	1	29	cite	cite	VERB
cet-13759	1	30	this	this	DET
cet-13759	1	31	article	article	NOUN
cet-13759	1	32	as	as	ADP
cet-13759	1	33	:	:	PUNCT
cet-13759	1	34	subedi	subedi	PROPN
cet-13759	1	35	a.	a.	PROPN
cet-13759	1	36	,	,	PUNCT
cet-13759	1	37	campari	campari	PROPN
cet-13759	1	38	a.	a.	NOUN
cet-13759	1	39	,	,	PUNCT
cet-13759	1	40	singh	singh	PROPN
cet-13759	1	41	thapa	thapa	PROPN
cet-13759	1	42	b.	b.	PROPN
cet-13759	1	43	,	,	PUNCT
cet-13759	1	44	paltrinieri	paltrinieri	PROPN
cet-13759	1	45	n.	n.	PROPN
cet-13759	1	46	,	,	PUNCT
cet-13759	1	47	2023	2023	NUM
cet-13759	1	48	,	,	PUNCT
cet-13759	1	49	safety	safety	NOUN
cet-13759	1	50	evaluation	evaluation	NOUN
cet-13759	1	51	of	of	ADP
cet-13759	1	52	hydrogen	hydrogen	NOUN
cet-13759	1	53	pipeline	pipeline	NOUN
cet-13759	1	54	transport	transport	NOUN
cet-13759	1	55	:	:	PUNCT
cet-13759	1	56	an	an	DET
cet-13759	1	57	approach	approach	NOUN
cet-13759	1	58	based	base	VERB
cet-13759	1	59	on	on	ADP
cet-13759	1	60	machine	machine	NOUN
cet-13759	1	61	learning	learning	NOUN
cet-13759	1	62	,	,	PUNCT
cet-13759	1	63	chemical	chemical	ADJ
cet-13759	1	64	engineering	engineering	NOUN
cet-13759	1	65	transactions	transaction	NOUN
cet-13759	1	66	,	,	PUNCT
cet-13759	1	67	105	105	NUM
cet-13759	1	68	,	,	PUNCT
cet-13759	1	69	121	121	NUM
cet-13759	1	70	-	-	SYM
cet-13759	1	71	126	126	NUM
cet-13759	1	72	doi:10.3303	doi:10.3303	NOUN
cet-13759	1	73	/	/	SYM
cet-13759	1	74	cet23105021	cet23105021	NOUN
cet-13759	1	75	chemical	chemical	PROPN
cet-13759	1	76	engineering	engineering	NOUN
cet-13759	1	77	transactions	transaction	NOUN
cet-13759	1	78	vol	vol	NOUN
cet-13759	1	79	.	.	PROPN
cet-13759	1	80	105	105	NUM
cet-13759	1	81	,	,	PUNCT
cet-13759	1	82	2023	2023	NUM
cet-13759	1	83	a	a	DET
cet-13759	1	84	publication	publication	NOUN
cet-13759	1	85	of	of	ADP
cet-13759	1	86	the	the	DET
cet-13759	1	87	italian	italian	ADJ
cet-13759	1	88	association	association	NOUN
cet-13759	1	89	of	of	ADP
cet-13759	1	90	chemical	chemical	PROPN
cet-13759	1	91	engineering	engineering	NOUN
cet-13759	1	92	online	online	ADV
cet-13759	1	93	at	at	ADP
cet-13759	1	94	www.cetjournal.it	www.cetjournal.it	PROPN
cet-13759	1	95	guest	guest	NOUN
cet-13759	1	96	editors	editor	NOUN
cet-13759	1	97	:	:	PUNCT
cet-13759	1	98	david	david	PROPN
cet-13759	1	99	bogle	bogle	PROPN
cet-13759	1	100	,	,	PUNCT
cet-13759	1	101	flavio	flavio	PROPN
cet-13759	1	102	manenti	manenti	PROPN
cet-13759	1	103	,	,	PUNCT
cet-13759	1	104	piero	piero	PROPN
cet-13759	1	105	salatino	salatino	PROPN
cet-13759	1	106	copyright	copyright	NOUN
cet-13759	1	107	©	©	PROPN
cet-13759	1	108	2023	2023	NUM
cet-13759	1	109	,	,	PUNCT
cet-13759	1	110	aidic	aidic	ADJ
cet-13759	1	111	servizi	servizi	PROPN
cet-13759	1	112	s.r.l	s.r.l	NOUN
cet-13759	1	113	.	.	PUNCT
cet-13759	2	1	isbn	isbn	PROPN
cet-13759	2	2	979	979	NUM
cet-13759	2	3	-	-	SYM
cet-13759	2	4	12	12	NUM
cet-13759	2	5	-	-	PUNCT
cet-13759	2	6	81206	81206	NUM
cet-13759	2	7	-	-	PUNCT
cet-13759	2	8	04	04	NUM
cet-13759	2	9	-	-	PUNCT
cet-13759	2	10	5	5	NUM
cet-13759	2	11	;	;	PUNCT
cet-13759	2	12	issn	issn	PROPN
cet-13759	2	13	2283	2283	NUM
cet-13759	2	14	-	-	SYM
cet-13759	2	15	9216	9216	NUM
cet-13759	2	16	safety	safety	NOUN
cet-13759	2	17	evaluation	evaluation	NOUN
cet-13759	2	18	of	of	ADP
cet-13759	2	19	hydrogen	hydrogen	NOUN
cet-13759	2	20	pipeline	pipeline	NOUN
cet-13759	2	21	transport	transport	NOUN
cet-13759	2	22	:	:	PUNCT
cet-13759	2	23	an	an	DET
cet-13759	2	24	approach	approach	NOUN
cet-13759	2	25	based	base	VERB
cet-13759	2	26	on	on	ADP
cet-13759	2	27	machine	machine	NOUN
cet-13759	2	28	learning	learning	PROPN
cet-13759	2	29	abhishek	abhishek	PROPN
cet-13759	2	30	subedia	subedia	PROPN
cet-13759	2	31	,	,	PUNCT
cet-13759	2	32	b	b	PROPN
cet-13759	2	33	,	,	PUNCT
cet-13759	2	34	alessandro	alessandro	PROPN
cet-13759	2	35	camparib	camparib	NOUN
cet-13759	2	36	,	,	PUNCT
cet-13759	2	37	*	*	PUNCT
cet-13759	2	38	,	,	PUNCT
cet-13759	2	39	biraj	biraj	PROPN
cet-13759	2	40	singh	singh	PROPN
cet-13759	2	41	thapaa	thapaa	PROPN
cet-13759	2	42	,	,	PUNCT
cet-13759	2	43	nicola	nicola	PROPN
cet-13759	2	44	paltrinierib	paltrinierib	VERB
cet-13759	2	45	a	a	DET
cet-13759	2	46	department	department	NOUN
cet-13759	2	47	of	of	ADP
cet-13759	2	48	mechanical	mechanical	ADJ
cet-13759	2	49	engineering	engineering	NOUN
cet-13759	2	50	,	,	PUNCT
cet-13759	2	51	kathmandu	kathmandu	PROPN
cet-13759	2	52	university	university	PROPN
cet-13759	2	53	,	,	PUNCT
cet-13759	2	54	dhulikhel	dhulikhel	PROPN
cet-13759	2	55	,	,	PUNCT
cet-13759	2	56	nepal	nepal	PROPN
cet-13759	2	57	b	b	PROPN
cet-13759	2	58	department	department	PROPN
cet-13759	2	59	of	of	ADP
cet-13759	2	60	mechanical	mechanical	ADJ
cet-13759	2	61	and	and	CCONJ
cet-13759	2	62	industrial	industrial	ADJ
cet-13759	2	63	engineering	engineering	NOUN
cet-13759	2	64	,	,	PUNCT
cet-13759	2	65	ntnu	ntnu	PROPN
cet-13759	2	66	,	,	PUNCT
cet-13759	2	67	trondheim	trondheim	PROPN
cet-13759	2	68	,	,	PUNCT
cet-13759	2	69	norway	norway	PROPN
cet-13759	2	70	alessandro.campari@ntnu.no	alessandro.campari@ntnu.no	VERB
cet-13759	2	71	the	the	DET
cet-13759	2	72	issue	issue	NOUN
cet-13759	2	73	of	of	ADP
cet-13759	2	74	global	global	ADJ
cet-13759	2	75	warming	warming	NOUN
cet-13759	2	76	imposes	impose	VERB
cet-13759	2	77	a	a	DET
cet-13759	2	78	change	change	NOUN
cet-13759	2	79	of	of	ADP
cet-13759	2	80	paradigm	paradigm	NOUN
cet-13759	2	81	in	in	ADP
cet-13759	2	82	the	the	DET
cet-13759	2	83	energy	energy	NOUN
cet-13759	2	84	sector	sector	NOUN
cet-13759	2	85	to	to	PART
cet-13759	2	86	mitigate	mitigate	VERB
cet-13759	2	87	the	the	DET
cet-13759	2	88	human	human	ADJ
cet-13759	2	89	impact	impact	NOUN
cet-13759	2	90	on	on	ADP
cet-13759	2	91	the	the	DET
cet-13759	2	92	environment	environment	NOUN
cet-13759	2	93	.	.	PUNCT
cet-13759	3	1	in	in	ADP
cet-13759	3	2	this	this	DET
cet-13759	3	3	perspective	perspective	NOUN
cet-13759	3	4	,	,	PUNCT
cet-13759	3	5	hydrogen	hydrogen	NOUN
cet-13759	3	6	can	can	AUX
cet-13759	3	7	be	be	AUX
cet-13759	3	8	produced	produce	VERB
cet-13759	3	9	through	through	ADP
cet-13759	3	10	water	water	NOUN
cet-13759	3	11	electrolysis	electrolysis	NOUN
cet-13759	3	12	and	and	CCONJ
cet-13759	3	13	used	use	VERB
cet-13759	3	14	in	in	ADP
cet-13759	3	15	fuelcell	fuelcell	NOUN
cet-13759	3	16	systems	system	NOUN
cet-13759	3	17	with	with	ADP
cet-13759	3	18	near	near	ADV
cet-13759	3	19	-	-	PUNCT
cet-13759	3	20	zero	zero	NUM
cet-13759	3	21	pollutant	pollutant	ADJ
cet-13759	3	22	emissions	emission	NOUN
cet-13759	3	23	.	.	PUNCT
cet-13759	4	1	nevertheless	nevertheless	ADV
cet-13759	4	2	,	,	PUNCT
cet-13759	4	3	the	the	DET
cet-13759	4	4	distribution	distribution	NOUN
cet-13759	4	5	system	system	NOUN
cet-13759	4	6	represents	represent	VERB
cet-13759	4	7	one	one	NUM
cet-13759	4	8	of	of	ADP
cet-13759	4	9	the	the	DET
cet-13759	4	10	main	main	ADJ
cet-13759	4	11	bottlenecks	bottleneck	NOUN
cet-13759	4	12	for	for	ADP
cet-13759	4	13	a	a	DET
cet-13759	4	14	future	future	ADJ
cet-13759	4	15	transition	transition	NOUN
cet-13759	4	16	to	to	ADP
cet-13759	4	17	a	a	DET
cet-13759	4	18	hydrogen	hydrogen	NOUN
cet-13759	4	19	economy	economy	NOUN
cet-13759	4	20	.	.	PUNCT
cet-13759	5	1	the	the	DET
cet-13759	5	2	possibility	possibility	NOUN
cet-13759	5	3	of	of	ADP
cet-13759	5	4	transporting	transport	VERB
cet-13759	5	5	hydrogen	hydrogen	NOUN
cet-13759	5	6	through	through	ADP
cet-13759	5	7	the	the	DET
cet-13759	5	8	existing	exist	VERB
cet-13759	5	9	pipeline	pipeline	NOUN
cet-13759	5	10	network	network	NOUN
cet-13759	5	11	is	be	AUX
cet-13759	5	12	economically	economically	ADV
cet-13759	5	13	attractive	attractive	ADJ
cet-13759	5	14	.	.	PUNCT
cet-13759	6	1	nevertheless	nevertheless	ADV
cet-13759	6	2	,	,	PUNCT
cet-13759	6	3	most	most	ADJ
cet-13759	6	4	pipeline	pipeline	NOUN
cet-13759	6	5	steels	steel	NOUN
cet-13759	6	6	are	be	AUX
cet-13759	6	7	prone	prone	ADJ
cet-13759	6	8	to	to	ADP
cet-13759	6	9	hydrogen	hydrogen	NOUN
cet-13759	6	10	-	-	PUNCT
cet-13759	6	11	induced	induce	VERB
cet-13759	6	12	damage	damage	NOUN
cet-13759	6	13	,	,	PUNCT
cet-13759	6	14	and	and	CCONJ
cet-13759	6	15	their	their	PRON
cet-13759	6	16	mechanical	mechanical	ADJ
cet-13759	6	17	properties	property	NOUN
cet-13759	6	18	are	be	AUX
cet-13759	6	19	degraded	degrade	VERB
cet-13759	6	20	by	by	ADP
cet-13759	6	21	hydrogen	hydrogen	NOUN
cet-13759	6	22	gas	gas	NOUN
cet-13759	6	23	to	to	ADP
cet-13759	6	24	an	an	DET
cet-13759	6	25	extent	extent	NOUN
cet-13759	6	26	that	that	PRON
cet-13759	6	27	could	could	AUX
cet-13759	6	28	result	result	VERB
cet-13759	6	29	in	in	ADP
cet-13759	6	30	sudden	sudden	ADJ
cet-13759	6	31	component	component	NOUN
cet-13759	6	32	failures	failure	NOUN
cet-13759	6	33	.	.	PUNCT
cet-13759	7	1	hydrogen	hydrogen	NOUN
cet-13759	7	2	embrittlement	embrittlement	NOUN
cet-13759	7	3	can	can	AUX
cet-13759	7	4	be	be	AUX
cet-13759	7	5	responsible	responsible	ADJ
cet-13759	7	6	for	for	ADP
cet-13759	7	7	undesired	undesired	ADJ
cet-13759	7	8	releases	release	NOUN
cet-13759	7	9	with	with	ADP
cet-13759	7	10	potentially	potentially	ADV
cet-13759	7	11	catastrophic	catastrophic	ADJ
cet-13759	7	12	consequences	consequence	NOUN
cet-13759	7	13	.	.	PUNCT
cet-13759	8	1	this	this	DET
cet-13759	8	2	study	study	NOUN
cet-13759	8	3	evaluates	evaluate	VERB
cet-13759	8	4	the	the	DET
cet-13759	8	5	safety	safety	NOUN
cet-13759	8	6	of	of	ADP
cet-13759	8	7	existing	exist	VERB
cet-13759	8	8	european	european	ADJ
cet-13759	8	9	natural	natural	ADJ
cet-13759	8	10	gas	gas	NOUN
cet-13759	8	11	pipelines	pipeline	NOUN
cet-13759	8	12	for	for	ADP
cet-13759	8	13	hydrogen	hydrogen	NOUN
cet-13759	8	14	transport	transport	NOUN
cet-13759	8	15	through	through	ADP
cet-13759	8	16	machine	machine	NOUN
cet-13759	8	17	learning	learning	NOUN
cet-13759	8	18	tools	tool	NOUN
cet-13759	8	19	.	.	PUNCT
cet-13759	9	1	the	the	DET
cet-13759	9	2	material	material	NOUN
cet-13759	9	3	susceptibility	susceptibility	NOUN
cet-13759	9	4	to	to	ADP
cet-13759	9	5	hydrogen	hydrogen	NOUN
cet-13759	9	6	embrittlement	embrittlement	NOUN
cet-13759	9	7	is	be	AUX
cet-13759	9	8	predicted	predict	VERB
cet-13759	9	9	under	under	ADP
cet-13759	9	10	different	different	ADJ
cet-13759	9	11	working	work	VERB
cet-13759	9	12	conditions	condition	NOUN
cet-13759	9	13	in	in	ADP
cet-13759	9	14	order	order	NOUN
cet-13759	9	15	to	to	PART
cet-13759	9	16	prevent	prevent	VERB
cet-13759	9	17	loss	loss	NOUN
cet-13759	9	18	of	of	ADP
cet-13759	9	19	material	material	NOUN
cet-13759	9	20	integrity	integrity	NOUN
cet-13759	9	21	and	and	CCONJ
cet-13759	9	22	eventual	eventual	ADJ
cet-13759	9	23	releases	release	NOUN
cet-13759	9	24	.	.	PUNCT
cet-13759	10	1	this	this	DET
cet-13759	10	2	study	study	NOUN
cet-13759	10	3	aims	aim	VERB
cet-13759	10	4	at	at	ADP
cet-13759	10	5	bridging	bridge	VERB
cet-13759	10	6	the	the	DET
cet-13759	10	7	gap	gap	NOUN
cet-13759	10	8	between	between	ADP
cet-13759	10	9	safety	safety	NOUN
cet-13759	10	10	and	and	CCONJ
cet-13759	10	11	material	material	NOUN
cet-13759	10	12	science	science	NOUN
cet-13759	10	13	,	,	PUNCT
cet-13759	10	14	as	as	SCONJ
cet-13759	10	15	it	it	PRON
cet-13759	10	16	can	can	AUX
cet-13759	10	17	optimize	optimize	VERB
cet-13759	10	18	predictive	predictive	ADJ
cet-13759	10	19	maintenance	maintenance	NOUN
cet-13759	10	20	of	of	ADP
cet-13759	10	21	hydrogen	hydrogen	NOUN
cet-13759	10	22	pipelines	pipeline	NOUN
cet-13759	10	23	,	,	PUNCT
cet-13759	10	24	thus	thus	ADV
cet-13759	10	25	promoting	promote	VERB
cet-13759	10	26	the	the	DET
cet-13759	10	27	widespread	widespread	ADJ
cet-13759	10	28	utilization	utilization	NOUN
cet-13759	10	29	of	of	ADP
cet-13759	10	30	hydrogen	hydrogen	NOUN
cet-13759	10	31	in	in	ADP
cet-13759	10	32	the	the	DET
cet-13759	10	33	forthcoming	forthcoming	ADJ
cet-13759	10	34	years	year	NOUN
cet-13759	10	35	.	.	PUNCT
cet-13759	11	1	1	1	X
cet-13759	11	2	.	.	X
cet-13759	11	3	introduction	introduction	NOUN
cet-13759	11	4	hydrogen	hydrogen	NOUN
cet-13759	11	5	is	be	AUX
cet-13759	11	6	considered	consider	VERB
cet-13759	11	7	one	one	NUM
cet-13759	11	8	of	of	ADP
cet-13759	11	9	the	the	DET
cet-13759	11	10	most	most	ADV
cet-13759	11	11	promising	promising	ADJ
cet-13759	11	12	energy	energy	NOUN
cet-13759	11	13	carriers	carrier	NOUN
cet-13759	11	14	for	for	ADP
cet-13759	11	15	a	a	DET
cet-13759	11	16	sustainable	sustainable	ADJ
cet-13759	11	17	future	future	NOUN
cet-13759	11	18	in	in	ADP
cet-13759	11	19	the	the	DET
cet-13759	11	20	energy	energy	NOUN
cet-13759	11	21	sector	sector	NOUN
cet-13759	11	22	(	(	PUNCT
cet-13759	11	23	iea	iea	NOUN
cet-13759	11	24	,	,	PUNCT
cet-13759	11	25	2019	2019	NUM
cet-13759	11	26	)	)	PUNCT
cet-13759	11	27	.	.	PUNCT
cet-13759	12	1	the	the	DET
cet-13759	12	2	need	need	NOUN
cet-13759	12	3	to	to	PART
cet-13759	12	4	face	face	VERB
cet-13759	12	5	climate	climate	NOUN
cet-13759	12	6	change	change	NOUN
cet-13759	12	7	by	by	ADP
cet-13759	12	8	adopting	adopt	VERB
cet-13759	12	9	clean	clean	ADJ
cet-13759	12	10	and	and	CCONJ
cet-13759	12	11	sustainable	sustainable	ADJ
cet-13759	12	12	fuels	fuel	NOUN
cet-13759	12	13	is	be	AUX
cet-13759	12	14	the	the	DET
cet-13759	12	15	key	key	ADJ
cet-13759	12	16	factor	factor	NOUN
cet-13759	12	17	driving	drive	VERB
cet-13759	12	18	the	the	DET
cet-13759	12	19	increasing	increase	VERB
cet-13759	12	20	hydrogen	hydrogen	NOUN
cet-13759	12	21	utilization	utilization	NOUN
cet-13759	12	22	in	in	ADP
cet-13759	12	23	the	the	DET
cet-13759	12	24	forthcoming	forthcoming	ADJ
cet-13759	12	25	years	year	NOUN
cet-13759	12	26	.	.	PUNCT
cet-13759	13	1	this	this	DET
cet-13759	13	2	clean	clean	ADJ
cet-13759	13	3	and	and	CCONJ
cet-13759	13	4	versatile	versatile	ADJ
cet-13759	13	5	energy	energy	NOUN
cet-13759	13	6	carrier	carrier	NOUN
cet-13759	13	7	can	can	AUX
cet-13759	13	8	be	be	AUX
cet-13759	13	9	produced	produce	VERB
cet-13759	13	10	from	from	ADP
cet-13759	13	11	water	water	NOUN
cet-13759	13	12	electrolysis	electrolysis	NOUN
cet-13759	13	13	through	through	ADP
cet-13759	13	14	renewable	renewable	ADJ
cet-13759	13	15	sources	source	NOUN
cet-13759	13	16	and	and	CCONJ
cet-13759	13	17	efficiently	efficiently	ADV
cet-13759	13	18	used	use	VERB
cet-13759	13	19	in	in	ADP
cet-13759	13	20	fuel	fuel	NOUN
cet-13759	13	21	cells	cell	NOUN
cet-13759	13	22	and	and	CCONJ
cet-13759	13	23	conventional	conventional	ADJ
cet-13759	13	24	energy	energy	NOUN
cet-13759	13	25	systems	system	NOUN
cet-13759	13	26	.	.	PUNCT
cet-13759	14	1	it	it	PRON
cet-13759	14	2	has	have	VERB
cet-13759	14	3	the	the	DET
cet-13759	14	4	potential	potential	NOUN
cet-13759	14	5	to	to	PART
cet-13759	14	6	decarbonize	decarbonize	VERB
cet-13759	14	7	energy	energy	NOUN
cet-13759	14	8	-	-	PUNCT
cet-13759	14	9	intensive	intensive	ADJ
cet-13759	14	10	processes	process	NOUN
cet-13759	14	11	in	in	ADP
cet-13759	14	12	transportation	transportation	NOUN
cet-13759	14	13	,	,	PUNCT
cet-13759	14	14	the	the	DET
cet-13759	14	15	manufacturing	manufacturing	NOUN
cet-13759	14	16	industry	industry	NOUN
cet-13759	14	17	,	,	PUNCT
cet-13759	14	18	and	and	CCONJ
cet-13759	14	19	power	power	NOUN
cet-13759	14	20	generation	generation	NOUN
cet-13759	14	21	.	.	PUNCT
cet-13759	15	1	furthermore	furthermore	ADV
cet-13759	15	2	,	,	PUNCT
cet-13759	15	3	hydrogen	hydrogen	NOUN
cet-13759	15	4	can	can	AUX
cet-13759	15	5	address	address	VERB
cet-13759	15	6	the	the	DET
cet-13759	15	7	intermittency	intermittency	NOUN
cet-13759	15	8	of	of	ADP
cet-13759	15	9	most	most	ADJ
cet-13759	15	10	renewable	renewable	ADJ
cet-13759	15	11	energy	energy	NOUN
cet-13759	15	12	sources	source	NOUN
cet-13759	15	13	by	by	ADP
cet-13759	15	14	storing	store	VERB
cet-13759	15	15	and	and	CCONJ
cet-13759	15	16	transporting	transport	VERB
cet-13759	15	17	surplus	surplus	ADJ
cet-13759	15	18	energy	energy	NOUN
cet-13759	15	19	.	.	PUNCT
cet-13759	16	1	the	the	DET
cet-13759	16	2	need	need	NOUN
cet-13759	16	3	to	to	PART
cet-13759	16	4	distribute	distribute	VERB
cet-13759	16	5	affordably	affordably	ADV
cet-13759	16	6	and	and	CCONJ
cet-13759	16	7	safely	safely	ADV
cet-13759	16	8	vast	vast	ADJ
cet-13759	16	9	amounts	amount	NOUN
cet-13759	16	10	of	of	ADP
cet-13759	16	11	hydrogen	hydrogen	NOUN
cet-13759	16	12	over	over	ADP
cet-13759	16	13	long	long	ADJ
cet-13759	16	14	distances	distance	NOUN
cet-13759	16	15	requires	require	VERB
cet-13759	16	16	an	an	DET
cet-13759	16	17	extensive	extensive	ADJ
cet-13759	16	18	infrastructure	infrastructure	NOUN
cet-13759	16	19	like	like	ADP
cet-13759	16	20	the	the	DET
cet-13759	16	21	existing	exist	VERB
cet-13759	16	22	pipeline	pipeline	NOUN
cet-13759	16	23	network	network	NOUN
cet-13759	16	24	.	.	PUNCT
cet-13759	17	1	at	at	ADP
cet-13759	17	2	present	present	ADJ
cet-13759	17	3	,	,	PUNCT
cet-13759	17	4	there	there	PRON
cet-13759	17	5	are	be	VERB
cet-13759	17	6	973,000	973,000	NUM
cet-13759	17	7	km	km	NOUN
cet-13759	17	8	of	of	ADP
cet-13759	17	9	operating	operate	VERB
cet-13759	17	10	natural	natural	ADJ
cet-13759	17	11	gas	gas	NOUN
cet-13759	17	12	pipelines	pipeline	NOUN
cet-13759	17	13	around	around	ADP
cet-13759	17	14	the	the	DET
cet-13759	17	15	world	world	NOUN
cet-13759	17	16	,	,	PUNCT
cet-13759	17	17	and	and	CCONJ
cet-13759	17	18	approximately	approximately	ADV
cet-13759	17	19	12.5	12.5	NUM
cet-13759	17	20	%	%	NOUN
cet-13759	17	21	of	of	ADP
cet-13759	17	22	the	the	DET
cet-13759	17	23	total	total	NOUN
cet-13759	17	24	is	be	AUX
cet-13759	17	25	in	in	ADP
cet-13759	17	26	europe	europe	PROPN
cet-13759	17	27	(	(	PUNCT
cet-13759	17	28	pluvinage	pluvinage	NOUN
cet-13759	17	29	,	,	PUNCT
cet-13759	17	30	2021	2021	NUM
cet-13759	17	31	)	)	PUNCT
cet-13759	17	32	.	.	PUNCT
cet-13759	18	1	the	the	DET
cet-13759	18	2	use	use	NOUN
cet-13759	18	3	of	of	ADP
cet-13759	18	4	the	the	DET
cet-13759	18	5	existing	exist	VERB
cet-13759	18	6	pipelines	pipeline	NOUN
cet-13759	18	7	for	for	ADP
cet-13759	18	8	hydrogen	hydrogen	NOUN
cet-13759	18	9	distribution	distribution	NOUN
cet-13759	18	10	is	be	AUX
cet-13759	18	11	a	a	DET
cet-13759	18	12	cost	cost	NOUN
cet-13759	18	13	-	-	PUNCT
cet-13759	18	14	effective	effective	ADJ
cet-13759	18	15	option	option	NOUN
cet-13759	18	16	and	and	CCONJ
cet-13759	18	17	several	several	ADJ
cet-13759	18	18	research	research	NOUN
cet-13759	18	19	projects	project	NOUN
cet-13759	18	20	are	be	AUX
cet-13759	18	21	investigating	investigate	VERB
cet-13759	18	22	this	this	DET
cet-13759	18	23	possibility	possibility	NOUN
cet-13759	18	24	(	(	PUNCT
cet-13759	18	25	topolsky	topolsky	NOUN
cet-13759	18	26	et	et	NOUN
cet-13759	18	27	al	al	PROPN
cet-13759	18	28	.	.	PROPN
cet-13759	18	29	,	,	PUNCT
cet-13759	18	30	2022	2022	NUM
cet-13759	18	31	)	)	PUNCT
cet-13759	18	32	.	.	PUNCT
cet-13759	19	1	however	however	ADV
cet-13759	19	2	,	,	PUNCT
cet-13759	19	3	most	most	ADJ
cet-13759	19	4	pipeline	pipeline	NOUN
cet-13759	19	5	steels	steel	NOUN
cet-13759	19	6	are	be	AUX
cet-13759	19	7	prone	prone	ADJ
cet-13759	19	8	to	to	ADP
cet-13759	19	9	hydrogen	hydrogen	NOUN
cet-13759	19	10	-	-	PUNCT
cet-13759	19	11	induced	induce	VERB
cet-13759	19	12	material	material	NOUN
cet-13759	19	13	degradations	degradation	NOUN
cet-13759	19	14	.	.	PUNCT
cet-13759	20	1	hydrogen	hydrogen	NOUN
cet-13759	20	2	penetrates	penetrate	VERB
cet-13759	20	3	the	the	DET
cet-13759	20	4	metal	metal	NOUN
cet-13759	20	5	surface	surface	NOUN
cet-13759	20	6	,	,	PUNCT
cet-13759	20	7	permeates	permeate	VERB
cet-13759	20	8	the	the	DET
cet-13759	20	9	lattice	lattice	NOUN
cet-13759	20	10	,	,	PUNCT
cet-13759	20	11	and	and	CCONJ
cet-13759	20	12	accumulates	accumulate	VERB
cet-13759	20	13	near	near	ADV
cet-13759	20	14	internal	internal	ADJ
cet-13759	20	15	defects	defect	NOUN
cet-13759	20	16	and	and	CCONJ
cet-13759	20	17	zones	zone	NOUN
cet-13759	20	18	with	with	ADP
cet-13759	20	19	high	high	ADJ
cet-13759	20	20	triaxial	triaxial	NOUN
cet-13759	20	21	stress	stress	NOUN
cet-13759	20	22	,	,	PUNCT
cet-13759	20	23	thus	thus	ADV
cet-13759	20	24	facilitating	facilitate	VERB
cet-13759	20	25	crack	crack	NOUN
cet-13759	20	26	initiation	initiation	NOUN
cet-13759	20	27	and	and	CCONJ
cet-13759	20	28	propagation	propagation	NOUN
cet-13759	20	29	.	.	PUNCT
cet-13759	21	1	even	even	ADV
cet-13759	21	2	if	if	SCONJ
cet-13759	21	3	hydrogen	hydrogen	NOUN
cet-13759	21	4	embrittlement	embrittlement	NOUN
cet-13759	21	5	(	(	PUNCT
cet-13759	21	6	he	he	PRON
cet-13759	21	7	)	)	PUNCT
cet-13759	21	8	is	be	AUX
cet-13759	21	9	a	a	DET
cet-13759	21	10	longknown	longknown	NOUN
cet-13759	21	11	phenomenon	phenomenon	NOUN
cet-13759	21	12	,	,	PUNCT
cet-13759	21	13	it	it	PRON
cet-13759	21	14	is	be	AUX
cet-13759	21	15	still	still	ADV
cet-13759	21	16	responsible	responsible	ADJ
cet-13759	21	17	for	for	ADP
cet-13759	21	18	several	several	ADJ
cet-13759	21	19	industrial	industrial	ADJ
cet-13759	21	20	failures	failure	NOUN
cet-13759	21	21	with	with	ADP
cet-13759	21	22	potentially	potentially	ADV
cet-13759	21	23	catastrophic	catastrophic	ADJ
cet-13759	21	24	consequences	consequence	NOUN
cet-13759	21	25	(	(	PUNCT
cet-13759	21	26	campari	campari	NOUN
cet-13759	21	27	et	et	PROPN
cet-13759	21	28	al	al	PROPN
cet-13759	21	29	.	.	PROPN
cet-13759	21	30	,	,	PUNCT
cet-13759	21	31	2023a	2023a	NUM
cet-13759	21	32	)	)	PUNCT
cet-13759	21	33	.	.	PUNCT
cet-13759	22	1	a	a	DET
cet-13759	22	2	recent	recent	ADJ
cet-13759	22	3	study	study	NOUN
cet-13759	22	4	from	from	ADP
cet-13759	22	5	the	the	DET
cet-13759	22	6	eu	eu	PROPN
cet-13759	22	7	agency	agency	NOUN
cet-13759	22	8	for	for	ADP
cet-13759	22	9	cooperation	cooperation	NOUN
cet-13759	22	10	of	of	ADP
cet-13759	22	11	energy	energy	NOUN
cet-13759	22	12	regulators	regulator	NOUN
cet-13759	22	13	highlights	highlight	NOUN
cet-13759	22	14	that	that	SCONJ
cet-13759	22	15	there	there	PRON
cet-13759	22	16	is	be	VERB
cet-13759	22	17	no	no	DET
cet-13759	22	18	clear	clear	ADJ
cet-13759	22	19	understanding	understanding	NOUN
cet-13759	22	20	regarding	regard	VERB
cet-13759	22	21	the	the	DET
cet-13759	22	22	relationship	relationship	NOUN
cet-13759	22	23	between	between	ADP
cet-13759	22	24	steel	steel	NOUN
cet-13759	22	25	grades	grade	NOUN
cet-13759	22	26	and	and	CCONJ
cet-13759	22	27	hydrogen	hydrogen	NOUN
cet-13759	22	28	embrittlement	embrittlement	NOUN
cet-13759	22	29	susceptibility	susceptibility	NOUN
cet-13759	22	30	(	(	PUNCT
cet-13759	22	31	acer	acer	NOUN
cet-13759	22	32	,	,	PUNCT
cet-13759	22	33	2021	2021	NUM
cet-13759	22	34	)	)	PUNCT
cet-13759	22	35	.	.	PUNCT
cet-13759	23	1	this	this	DET
cet-13759	23	2	study	study	NOUN
cet-13759	23	3	aims	aim	VERB
cet-13759	23	4	to	to	PART
cet-13759	23	5	develop	develop	VERB
cet-13759	23	6	a	a	DET
cet-13759	23	7	machine	machine	NOUN
cet-13759	23	8	learning	learning	NOUN
cet-13759	23	9	(	(	PUNCT
cet-13759	23	10	ml	ml	NOUN
cet-13759	23	11	)	)	PUNCT
cet-13759	23	12	approach	approach	NOUN
cet-13759	23	13	to	to	PART
cet-13759	23	14	evaluate	evaluate	VERB
cet-13759	23	15	the	the	DET
cet-13759	23	16	influence	influence	NOUN
cet-13759	23	17	of	of	ADP
cet-13759	23	18	various	various	ADJ
cet-13759	23	19	susceptibility	susceptibility	NOUN
cet-13759	23	20	factors	factor	NOUN
cet-13759	23	21	and	and	CCONJ
cet-13759	23	22	to	to	PART
cet-13759	23	23	predict	predict	VERB
cet-13759	23	24	he	he	PRON
cet-13759	23	25	effects	effect	NOUN
cet-13759	23	26	in	in	ADP
cet-13759	23	27	several	several	ADJ
cet-13759	23	28	low	low	ADJ
cet-13759	23	29	-	-	PUNCT
cet-13759	23	30	alloy	alloy	NOUN
cet-13759	23	31	steels	steel	NOUN
cet-13759	23	32	.	.	PUNCT
cet-13759	24	1	the	the	DET
cet-13759	24	2	purpose	purpose	NOUN
cet-13759	24	3	is	be	AUX
cet-13759	24	4	to	to	PART
cet-13759	24	5	identify	identify	VERB
cet-13759	24	6	suitable	suitable	ADJ
cet-13759	24	7	materials	material	NOUN
cet-13759	24	8	for	for	ADP
cet-13759	24	9	hydrogen	hydrogen	NOUN
cet-13759	24	10	transport	transport	NOUN
cet-13759	24	11	via	via	ADP
cet-13759	24	12	pipelines	pipeline	NOUN
cet-13759	24	13	.	.	PUNCT
cet-13759	25	1	a	a	DET
cet-13759	25	2	database	database	NOUN
cet-13759	25	3	has	have	AUX
cet-13759	25	4	been	be	AUX
cet-13759	25	5	created	create	VERB
cet-13759	25	6	from	from	ADP
cet-13759	25	7	several	several	ADJ
cet-13759	25	8	sources	source	NOUN
cet-13759	25	9	in	in	ADP
cet-13759	25	10	the	the	DET
cet-13759	25	11	scientific	scientific	ADJ
cet-13759	25	12	literature	literature	NOUN
cet-13759	25	13	and	and	CCONJ
cet-13759	25	14	used	use	VERB
cet-13759	25	15	to	to	PART
cet-13759	25	16	train	train	VERB
cet-13759	25	17	and	and	CCONJ
cet-13759	25	18	evaluate	evaluate	VERB
cet-13759	25	19	the	the	DET
cet-13759	25	20	ml	ml	PROPN
cet-13759	25	21	model	model	NOUN
cet-13759	25	22	.	.	PUNCT
cet-13759	26	1	the	the	DET
cet-13759	26	2	next	next	ADJ
cet-13759	26	3	section	section	NOUN
cet-13759	26	4	provides	provide	VERB
cet-13759	26	5	an	an	DET
cet-13759	26	6	overview	overview	NOUN
cet-13759	26	7	of	of	ADP
cet-13759	26	8	the	the	DET
cet-13759	26	9	safety	safety	NOUN
cet-13759	26	10	issues	issue	NOUN
cet-13759	26	11	associated	associate	VERB
cet-13759	26	12	with	with	ADP
cet-13759	26	13	hydrogen	hydrogen	NOUN
cet-13759	26	14	transport	transport	NOUN
cet-13759	26	15	pipelines	pipeline	NOUN
cet-13759	26	16	.	.	PUNCT
cet-13759	27	1	then	then	ADV
cet-13759	27	2	,	,	PUNCT
cet-13759	27	3	the	the	DET
cet-13759	27	4	121	121	NUM
cet-13759	27	5	methodology	methodology	NOUN
cet-13759	27	6	adopted	adopt	VERB
cet-13759	27	7	is	be	AUX
cet-13759	27	8	explained	explain	VERB
cet-13759	27	9	,	,	PUNCT
cet-13759	27	10	focusing	focus	VERB
cet-13759	27	11	on	on	ADP
cet-13759	27	12	the	the	DET
cet-13759	27	13	description	description	NOUN
cet-13759	27	14	of	of	ADP
cet-13759	27	15	the	the	DET
cet-13759	27	16	database	database	NOUN
cet-13759	27	17	and	and	CCONJ
cet-13759	27	18	the	the	DET
cet-13759	27	19	ml	ml	PROPN
cet-13759	27	20	models	model	NOUN
cet-13759	27	21	.	.	PUNCT
cet-13759	28	1	finally	finally	ADV
cet-13759	28	2	,	,	PUNCT
cet-13759	28	3	the	the	DET
cet-13759	28	4	results	result	NOUN
cet-13759	28	5	are	be	AUX
cet-13759	28	6	presented	present	VERB
cet-13759	28	7	and	and	CCONJ
cet-13759	28	8	critically	critically	ADV
cet-13759	28	9	discussed	discuss	VERB
cet-13759	28	10	to	to	PART
cet-13759	28	11	make	make	VERB
cet-13759	28	12	recommendations	recommendation	NOUN
cet-13759	28	13	for	for	ADP
cet-13759	28	14	advancement	advancement	NOUN
cet-13759	28	15	in	in	ADP
cet-13759	28	16	safety	safety	NOUN
cet-13759	28	17	science	science	NOUN
cet-13759	28	18	through	through	ADP
cet-13759	28	19	the	the	DET
cet-13759	28	20	risk	risk	NOUN
cet-13759	28	21	-	-	PUNCT
cet-13759	28	22	informed	inform	VERB
cet-13759	28	23	design	design	NOUN
cet-13759	28	24	of	of	ADP
cet-13759	28	25	new	new	ADJ
cet-13759	28	26	pipelines	pipeline	NOUN
cet-13759	28	27	and	and	CCONJ
cet-13759	28	28	predictive	predictive	ADJ
cet-13759	28	29	maintenance	maintenance	NOUN
cet-13759	28	30	of	of	ADP
cet-13759	28	31	the	the	DET
cet-13759	28	32	existing	exist	VERB
cet-13759	28	33	infrastructure	infrastructure	NOUN
cet-13759	28	34	.	.	PUNCT
cet-13759	29	1	the	the	DET
cet-13759	29	2	overall	overall	ADJ
cet-13759	29	3	objective	objective	NOUN
cet-13759	29	4	of	of	ADP
cet-13759	29	5	this	this	DET
cet-13759	29	6	study	study	NOUN
cet-13759	29	7	is	be	AUX
cet-13759	29	8	to	to	PART
cet-13759	29	9	bridge	bridge	VERB
cet-13759	29	10	the	the	DET
cet-13759	29	11	gap	gap	NOUN
cet-13759	29	12	between	between	ADP
cet-13759	29	13	material	material	NOUN
cet-13759	29	14	science	science	NOUN
cet-13759	29	15	and	and	CCONJ
cet-13759	29	16	operational	operational	ADJ
cet-13759	29	17	safety	safety	NOUN
cet-13759	29	18	in	in	ADP
cet-13759	29	19	the	the	DET
cet-13759	29	20	emerging	emerge	VERB
cet-13759	29	21	hydrogen	hydrogen	NOUN
cet-13759	29	22	industry	industry	NOUN
cet-13759	29	23	.	.	PUNCT
cet-13759	30	1	in	in	ADP
cet-13759	30	2	this	this	DET
cet-13759	30	3	way	way	NOUN
cet-13759	30	4	,	,	PUNCT
cet-13759	30	5	it	it	PRON
cet-13759	30	6	will	will	AUX
cet-13759	30	7	be	be	AUX
cet-13759	30	8	possible	possible	ADJ
cet-13759	30	9	to	to	PART
cet-13759	30	10	optimize	optimize	VERB
cet-13759	30	11	predictive	predictive	ADJ
cet-13759	30	12	maintenance	maintenance	NOUN
cet-13759	30	13	strategies	strategy	NOUN
cet-13759	30	14	of	of	ADP
cet-13759	30	15	hydrogen	hydrogen	NOUN
cet-13759	30	16	transport	transport	NOUN
cet-13759	30	17	and	and	CCONJ
cet-13759	30	18	storage	storage	NOUN
cet-13759	30	19	equipment	equipment	NOUN
cet-13759	30	20	,	,	PUNCT
cet-13759	30	21	thus	thus	ADV
cet-13759	30	22	promoting	promote	VERB
cet-13759	30	23	its	its	PRON
cet-13759	30	24	widespread	widespread	ADJ
cet-13759	30	25	utilization	utilization	NOUN
cet-13759	30	26	in	in	ADP
cet-13759	30	27	the	the	DET
cet-13759	30	28	long	long	ADJ
cet-13759	30	29	term	term	NOUN
cet-13759	30	30	.	.	PUNCT
cet-13759	31	1	2	2	X
cet-13759	31	2	.	.	X
cet-13759	31	3	hydrogen	hydrogen	NOUN
cet-13759	31	4	transport	transport	NOUN
cet-13759	31	5	pipeline	pipeline	NOUN
cet-13759	31	6	gaseous	gaseous	ADJ
cet-13759	31	7	hydrogen	hydrogen	NOUN
cet-13759	31	8	transportation	transportation	NOUN
cet-13759	31	9	includes	include	VERB
cet-13759	31	10	three	three	NUM
cet-13759	31	11	options	option	NOUN
cet-13759	31	12	:	:	PUNCT
cet-13759	31	13	trucks	truck	NOUN
cet-13759	31	14	,	,	PUNCT
cet-13759	31	15	trains	train	NOUN
cet-13759	31	16	,	,	PUNCT
cet-13759	31	17	and	and	CCONJ
cet-13759	31	18	pipelines	pipeline	NOUN
cet-13759	31	19	.	.	PUNCT
cet-13759	32	1	the	the	DET
cet-13759	32	2	international	international	ADJ
cet-13759	32	3	energy	energy	NOUN
cet-13759	32	4	agency	agency	NOUN
cet-13759	32	5	analyzed	analyze	VERB
cet-13759	32	6	the	the	DET
cet-13759	32	7	most	most	ADV
cet-13759	32	8	viable	viable	ADJ
cet-13759	32	9	methods	method	NOUN
cet-13759	32	10	for	for	ADP
cet-13759	32	11	hydrogen	hydrogen	NOUN
cet-13759	32	12	transport	transport	NOUN
cet-13759	32	13	and	and	CCONJ
cet-13759	32	14	distribution	distribution	NOUN
cet-13759	32	15	,	,	PUNCT
cet-13759	32	16	reaching	reach	VERB
cet-13759	32	17	the	the	DET
cet-13759	32	18	conclusion	conclusion	NOUN
cet-13759	32	19	that	that	SCONJ
cet-13759	32	20	pipelines	pipeline	NOUN
cet-13759	32	21	are	be	AUX
cet-13759	32	22	the	the	DET
cet-13759	32	23	most	most	ADV
cet-13759	32	24	cost	cost	NOUN
cet-13759	32	25	-	-	PUNCT
cet-13759	32	26	effective	effective	ADJ
cet-13759	32	27	delivery	delivery	NOUN
cet-13759	32	28	option	option	NOUN
cet-13759	32	29	for	for	ADP
cet-13759	32	30	large	large	ADJ
cet-13759	32	31	amounts	amount	NOUN
cet-13759	32	32	of	of	ADP
cet-13759	32	33	h2	h2	NOUN
cet-13759	32	34	over	over	ADP
cet-13759	32	35	distances	distance	NOUN
cet-13759	32	36	larger	large	ADJ
cet-13759	32	37	than	than	ADP
cet-13759	32	38	500	500	NUM
cet-13759	32	39	km	km	NOUN
cet-13759	32	40	(	(	PUNCT
cet-13759	32	41	iea	iea	NOUN
cet-13759	32	42	,	,	PUNCT
cet-13759	32	43	2019	2019	NUM
cet-13759	32	44	)	)	PUNCT
cet-13759	32	45	.	.	PUNCT
cet-13759	33	1	in	in	ADP
cet-13759	33	2	addition	addition	NOUN
cet-13759	33	3	,	,	PUNCT
cet-13759	33	4	the	the	DET
cet-13759	33	5	unbalanced	unbalanced	ADJ
cet-13759	33	6	distribution	distribution	NOUN
cet-13759	33	7	of	of	ADP
cet-13759	33	8	production	production	NOUN
cet-13759	33	9	and	and	CCONJ
cet-13759	33	10	end	end	NOUN
cet-13759	33	11	-	-	PUNCT
cet-13759	33	12	use	use	NOUN
cet-13759	33	13	sites	site	NOUN
cet-13759	33	14	can	can	AUX
cet-13759	33	15	be	be	AUX
cet-13759	33	16	reconciled	reconcile	VERB
cet-13759	33	17	through	through	ADP
cet-13759	33	18	an	an	DET
cet-13759	33	19	extensive	extensive	ADJ
cet-13759	33	20	pipeline	pipeline	NOUN
cet-13759	33	21	network	network	NOUN
cet-13759	33	22	.	.	PUNCT
cet-13759	34	1	pipeline	pipeline	NOUN
cet-13759	34	2	steels	steel	NOUN
cet-13759	34	3	,	,	PUNCT
cet-13759	34	4	classified	classify	VERB
cet-13759	34	5	by	by	ADP
cet-13759	34	6	the	the	DET
cet-13759	34	7	american	american	PROPN
cet-13759	34	8	national	national	PROPN
cet-13759	34	9	standards	standards	PROPN
cet-13759	34	10	institute	institute	PROPN
cet-13759	34	11	,	,	PUNCT
cet-13759	34	12	differ	differ	VERB
cet-13759	34	13	in	in	ADP
cet-13759	34	14	microstructure	microstructure	NOUN
cet-13759	34	15	,	,	PUNCT
cet-13759	34	16	strength	strength	NOUN
cet-13759	34	17	,	,	PUNCT
cet-13759	34	18	and	and	CCONJ
cet-13759	34	19	presence	presence	NOUN
cet-13759	34	20	of	of	ADP
cet-13759	34	21	micro	micro	ADJ
cet-13759	34	22	-	-	ADJ
cet-13759	34	23	alloying	alloying	ADJ
cet-13759	34	24	elements	element	NOUN
cet-13759	34	25	.	.	PUNCT
cet-13759	35	1	in	in	ADP
cet-13759	35	2	europe	europe	PROPN
cet-13759	35	3	,	,	PUNCT
cet-13759	35	4	70	70	NUM
cet-13759	35	5	%	%	NOUN
cet-13759	35	6	of	of	ADP
cet-13759	35	7	the	the	DET
cet-13759	35	8	natural	natural	ADJ
cet-13759	35	9	gas	gas	NOUN
cet-13759	35	10	pipeline	pipeline	NOUN
cet-13759	35	11	network	network	NOUN
cet-13759	35	12	is	be	AUX
cet-13759	35	13	made	make	VERB
cet-13759	35	14	of	of	ADP
cet-13759	35	15	grade	grade	NOUN
cet-13759	35	16	b	b	PROPN
cet-13759	35	17	,	,	PUNCT
cet-13759	35	18	x46	x46	PROPN
cet-13759	35	19	,	,	PUNCT
cet-13759	35	20	and	and	CCONJ
cet-13759	35	21	x52	x52	NOUN
cet-13759	35	22	(	(	PUNCT
cet-13759	35	23	pluvinage	pluvinage	NOUN
cet-13759	35	24	,	,	PUNCT
cet-13759	35	25	2021	2021	NUM
cet-13759	35	26	)	)	PUNCT
cet-13759	35	27	.	.	PUNCT
cet-13759	36	1	however	however	ADV
cet-13759	36	2	,	,	PUNCT
cet-13759	36	3	the	the	DET
cet-13759	36	4	advancements	advancement	NOUN
cet-13759	36	5	in	in	ADP
cet-13759	36	6	manufacturing	manufacturing	NOUN
cet-13759	36	7	techniques	technique	NOUN
cet-13759	36	8	,	,	PUNCT
cet-13759	36	9	grain	grain	NOUN
cet-13759	36	10	engineering	engineering	NOUN
cet-13759	36	11	,	,	PUNCT
cet-13759	36	12	and	and	CCONJ
cet-13759	36	13	control	control	NOUN
cet-13759	36	14	of	of	ADP
cet-13759	36	15	the	the	DET
cet-13759	36	16	chemical	chemical	NOUN
cet-13759	36	17	composition	composition	NOUN
cet-13759	36	18	have	have	AUX
cet-13759	36	19	stimulated	stimulate	VERB
cet-13759	36	20	the	the	DET
cet-13759	36	21	utilization	utilization	NOUN
cet-13759	36	22	of	of	ADP
cet-13759	36	23	more	more	ADV
cet-13759	36	24	performant	performant	ADJ
cet-13759	36	25	steels	steel	NOUN
cet-13759	36	26	in	in	ADP
cet-13759	36	27	terms	term	NOUN
cet-13759	36	28	of	of	ADP
cet-13759	36	29	strength	strength	NOUN
cet-13759	36	30	,	,	PUNCT
cet-13759	36	31	formability	formability	NOUN
cet-13759	36	32	,	,	PUNCT
cet-13759	36	33	and	and	CCONJ
cet-13759	36	34	ductility	ductility	NOUN
cet-13759	36	35	.	.	PUNCT
cet-13759	37	1	x60	x60	PROPN
cet-13759	37	2	,	,	PUNCT
cet-13759	37	3	x65	x65	PROPN
cet-13759	37	4	,	,	PUNCT
cet-13759	37	5	x70	x70	NUM
cet-13759	37	6	,	,	PUNCT
cet-13759	37	7	x80	x80	NOUN
cet-13759	37	8	,	,	PUNCT
cet-13759	37	9	x100	x100	PROPN
cet-13759	37	10	,	,	PUNCT
cet-13759	37	11	and	and	CCONJ
cet-13759	37	12	x120	x120	PROPN
cet-13759	37	13	are	be	AUX
cet-13759	37	14	new	new	ADJ
cet-13759	37	15	pipeline	pipeline	NOUN
cet-13759	37	16	steel	steel	NOUN
cet-13759	37	17	grades	grade	NOUN
cet-13759	37	18	developed	develop	VERB
cet-13759	37	19	for	for	ADP
cet-13759	37	20	oil	oil	NOUN
cet-13759	37	21	and	and	CCONJ
cet-13759	37	22	gas	gas	NOUN
cet-13759	37	23	transport	transport	NOUN
cet-13759	37	24	in	in	ADP
cet-13759	37	25	harsh	harsh	ADJ
cet-13759	37	26	environments	environment	NOUN
cet-13759	37	27	.	.	PUNCT
cet-13759	38	1	the	the	DET
cet-13759	38	2	american	american	PROPN
cet-13759	38	3	petroleum	petroleum	PROPN
cet-13759	38	4	institute	institute	PROPN
cet-13759	38	5	(	(	PUNCT
cet-13759	38	6	api	api	NOUN
cet-13759	38	7	)	)	PUNCT
cet-13759	38	8	has	have	AUX
cet-13759	38	9	established	establish	VERB
cet-13759	38	10	that	that	SCONJ
cet-13759	38	11	the	the	DET
cet-13759	38	12	yield	yield	NOUN
cet-13759	38	13	strength	strength	NOUN
cet-13759	38	14	(	(	PUNCT
cet-13759	38	15	ys	ys	NOUN
cet-13759	38	16	)	)	PUNCT
cet-13759	38	17	to	to	ADP
cet-13759	38	18	ultimate	ultimate	ADJ
cet-13759	38	19	tensile	tensile	NOUN
cet-13759	38	20	strength	strength	NOUN
cet-13759	38	21	(	(	PUNCT
cet-13759	38	22	uts	uts	PROPN
cet-13759	38	23	)	)	PUNCT
cet-13759	38	24	ratio	ratio	NOUN
cet-13759	38	25	should	should	AUX
cet-13759	38	26	be	be	AUX
cet-13759	38	27	lower	low	ADJ
cet-13759	38	28	than	than	ADP
cet-13759	38	29	0.93	0.93	NUM
cet-13759	38	30	for	for	ADP
cet-13759	38	31	pipeline	pipeline	NOUN
cet-13759	38	32	applications	application	NOUN
cet-13759	38	33	(	(	PUNCT
cet-13759	38	34	tang	tang	PROPN
cet-13759	38	35	and	and	CCONJ
cet-13759	38	36	stumpf	stumpf	NOUN
cet-13759	38	37	,	,	PUNCT
cet-13759	38	38	2008	2008	NUM
cet-13759	38	39	)	)	PUNCT
cet-13759	38	40	.	.	PUNCT
cet-13759	39	1	the	the	DET
cet-13759	39	2	carbon	carbon	NOUN
cet-13759	39	3	equivalent	equivalent	NOUN
cet-13759	39	4	(	(	PUNCT
cet-13759	39	5	ce	ce	PROPN
cet-13759	39	6	)	)	PUNCT
cet-13759	39	7	is	be	AUX
cet-13759	39	8	a	a	DET
cet-13759	39	9	parameter	parameter	NOUN
cet-13759	39	10	related	relate	VERB
cet-13759	39	11	to	to	ADP
cet-13759	39	12	the	the	DET
cet-13759	39	13	chemical	chemical	NOUN
cet-13759	39	14	composition	composition	NOUN
cet-13759	39	15	of	of	ADP
cet-13759	39	16	the	the	DET
cet-13759	39	17	steel	steel	NOUN
cet-13759	39	18	and	and	CCONJ
cet-13759	39	19	indicates	indicate	VERB
cet-13759	39	20	its	its	PRON
cet-13759	39	21	weldability	weldability	NOUN
cet-13759	39	22	and	and	CCONJ
cet-13759	39	23	toughness	toughness	NOUN
cet-13759	39	24	.	.	PUNCT
cet-13759	40	1	the	the	DET
cet-13759	40	2	european	european	PROPN
cet-13759	40	3	industrial	industrial	PROPN
cet-13759	40	4	gases	gases	PROPN
cet-13759	40	5	association	association	NOUN
cet-13759	40	6	limits	limit	VERB
cet-13759	40	7	the	the	DET
cet-13759	40	8	ce	ce	PROPN
cet-13759	40	9	of	of	ADP
cet-13759	40	10	pipeline	pipeline	NOUN
cet-13759	40	11	steels	steel	NOUN
cet-13759	40	12	for	for	ADP
cet-13759	40	13	hydrogen	hydrogen	NOUN
cet-13759	40	14	applications	application	NOUN
cet-13759	40	15	to	to	ADP
cet-13759	40	16	0.35	0.35	NUM
cet-13759	40	17	(	(	PUNCT
cet-13759	40	18	eiga	eiga	PROPN
cet-13759	40	19	,	,	PUNCT
cet-13759	40	20	2014	2014	NUM
cet-13759	40	21	)	)	PUNCT
cet-13759	40	22	.	.	PUNCT
cet-13759	41	1	the	the	DET
cet-13759	41	2	microstructure	microstructure	NOUN
cet-13759	41	3	influences	influence	VERB
cet-13759	41	4	the	the	DET
cet-13759	41	5	strength	strength	NOUN
cet-13759	41	6	,	,	PUNCT
cet-13759	41	7	toughness	toughness	NOUN
cet-13759	41	8	,	,	PUNCT
cet-13759	41	9	and	and	CCONJ
cet-13759	41	10	ductility	ductility	NOUN
cet-13759	41	11	of	of	ADP
cet-13759	41	12	the	the	DET
cet-13759	41	13	materials	material	NOUN
cet-13759	41	14	.	.	PUNCT
cet-13759	42	1	the	the	DET
cet-13759	42	2	importance	importance	NOUN
cet-13759	42	3	of	of	ADP
cet-13759	42	4	microstructural	microstructural	ADJ
cet-13759	42	5	features	feature	NOUN
cet-13759	42	6	for	for	ADP
cet-13759	42	7	hydrogen	hydrogen	NOUN
cet-13759	42	8	-	-	PUNCT
cet-13759	42	9	assisted	assist	VERB
cet-13759	42	10	degradation	degradation	NOUN
cet-13759	42	11	in	in	ADP
cet-13759	42	12	pipeline	pipeline	NOUN
cet-13759	42	13	steels	steel	NOUN
cet-13759	42	14	has	have	AUX
cet-13759	42	15	been	be	AUX
cet-13759	42	16	largely	largely	ADV
cet-13759	42	17	investigated	investigate	VERB
cet-13759	42	18	(	(	PUNCT
cet-13759	42	19	ohaeri	ohaeri	NOUN
cet-13759	42	20	et	et	PROPN
cet-13759	42	21	al	al	PROPN
cet-13759	42	22	.	.	PROPN
cet-13759	42	23	,	,	PUNCT
cet-13759	42	24	2019	2019	NUM
cet-13759	42	25	)	)	PUNCT
cet-13759	42	26	.	.	PUNCT
cet-13759	43	1	table	table	NOUN
cet-13759	43	2	1	1	NUM
cet-13759	43	3	presents	present	VERB
cet-13759	43	4	the	the	DET
cet-13759	43	5	most	most	ADV
cet-13759	43	6	significant	significant	ADJ
cet-13759	43	7	characteristics	characteristic	NOUN
cet-13759	43	8	of	of	ADP
cet-13759	43	9	pipeline	pipeline	NOUN
cet-13759	43	10	steels	steel	NOUN
cet-13759	43	11	.	.	PUNCT
cet-13759	44	1	table	table	NOUN
cet-13759	44	2	1	1	NUM
cet-13759	44	3	:	:	PUNCT
cet-13759	44	4	material	material	NOUN
cet-13759	44	5	properties	property	NOUN
cet-13759	44	6	of	of	ADP
cet-13759	44	7	pipeline	pipeline	NOUN
cet-13759	44	8	steels	steel	NOUN
cet-13759	44	9	(	(	PUNCT
cet-13759	44	10	api	api	NOUN
cet-13759	44	11	,	,	PUNCT
cet-13759	44	12	2018	2018	NUM
cet-13759	44	13	)	)	PUNCT
cet-13759	44	14	material	material	NOUN
cet-13759	44	15	ys	ys	PROPN
cet-13759	44	16	(	(	PUNCT
cet-13759	44	17	mpa	mpa	PROPN
cet-13759	44	18	)	)	PUNCT
cet-13759	44	19	uts	uts	PROPN
cet-13759	44	20	(	(	PUNCT
cet-13759	44	21	mpa	mpa	PROPN
cet-13759	44	22	)	)	PUNCT
cet-13759	44	23	ys	ys	PROPN
cet-13759	44	24	/	/	SYM
cet-13759	44	25	uts	uts	PROPN
cet-13759	44	26	ce	ce	PROPN
cet-13759	44	27	microstructure	microstructure	ADJ
cet-13759	44	28	grade	grade	NOUN
cet-13759	45	1	a	a	PRON
cet-13759	45	2	210	210	NUM
cet-13759	45	3	335	335	NUM
cet-13759	45	4	0.63	0.63	NUM
cet-13759	45	5	n.g	n.g	PROPN
cet-13759	45	6	.	.	PROPN
cet-13759	45	7	ferritic	ferritic	PROPN
cet-13759	45	8	grade	grade	PROPN
cet-13759	45	9	b	b	PROPN
cet-13759	45	10	245	245	NUM
cet-13759	45	11	415	415	NUM
cet-13759	45	12	0.58	0.58	NUM
cet-13759	45	13	0.39	0.39	NUM
cet-13759	45	14	ferritic	ferritic	ADJ
cet-13759	45	15	x42	x42	NOUN
cet-13759	45	16	290	290	NUM
cet-13759	45	17	-	-	SYM
cet-13759	45	18	495	495	NUM
cet-13759	45	19	415	415	NUM
cet-13759	45	20	-	-	SYM
cet-13759	45	21	655	655	NUM
cet-13759	45	22	0.73	0.73	NUM
cet-13759	45	23	0.40	0.40	NUM
cet-13759	45	24	ferritic	ferritic	ADJ
cet-13759	45	25	,	,	PUNCT
cet-13759	45	26	pearlitic	pearlitic	ADJ
cet-13759	45	27	x46	x46	PROPN
cet-13759	45	28	320	320	NUM
cet-13759	45	29	-	-	SYM
cet-13759	45	30	525	525	NUM
cet-13759	45	31	435	435	NUM
cet-13759	45	32	-	-	SYM
cet-13759	45	33	655	655	NUM
cet-13759	45	34	0.78	0.78	NUM
cet-13759	45	35	n.g	n.g	PROPN
cet-13759	45	36	.	.	PROPN
cet-13759	45	37	ferritic	ferritic	PROPN
cet-13759	45	38	,	,	PUNCT
cet-13759	45	39	pearlitic	pearlitic	ADJ
cet-13759	45	40	x52	x52	NOUN
cet-13759	45	41	360	360	NUM
cet-13759	45	42	-	-	SYM
cet-13759	45	43	530	530	NUM
cet-13759	45	44	460	460	NUM
cet-13759	45	45	-	-	SYM
cet-13759	45	46	760	760	NUM
cet-13759	45	47	0.73	0.73	NUM
cet-13759	45	48	0.30	0.30	NUM
cet-13759	45	49	ferritic	ferritic	ADJ
cet-13759	45	50	,	,	PUNCT
cet-13759	45	51	pearlitic	pearlitic	ADJ
cet-13759	45	52	x56	x56	PROPN
cet-13759	45	53	390	390	NUM
cet-13759	45	54	-	-	SYM
cet-13759	45	55	545	545	NUM
cet-13759	45	56	490	490	NUM
cet-13759	45	57	-	-	SYM
cet-13759	45	58	760	760	NUM
cet-13759	45	59	0.75	0.75	NUM
cet-13759	45	60	0.22	0.22	NUM
cet-13759	45	61	ferritic	ferritic	ADJ
cet-13759	45	62	,	,	PUNCT
cet-13759	45	63	pearlitic	pearlitic	ADJ
cet-13759	45	64	x60	x60	NOUN
cet-13759	45	65	415	415	NUM
cet-13759	45	66	-	-	SYM
cet-13759	45	67	565	565	NUM
cet-13759	45	68	520	520	NUM
cet-13759	45	69	-	-	SYM
cet-13759	45	70	760	760	NUM
cet-13759	45	71	0.77	0.77	NUM
cet-13759	45	72	0.36	0.36	NUM
cet-13759	45	73	ferritic	ferritic	ADJ
cet-13759	45	74	,	,	PUNCT
cet-13759	45	75	pearlitic	pearlitic	ADJ
cet-13759	45	76	,	,	PUNCT
cet-13759	45	77	austenitic	austenitic	ADJ
cet-13759	45	78	x65	x65	NOUN
cet-13759	45	79	450	450	NUM
cet-13759	45	80	-	-	SYM
cet-13759	45	81	600	600	NUM
cet-13759	45	82	535	535	NUM
cet-13759	45	83	-	-	SYM
cet-13759	45	84	760	760	NUM
cet-13759	45	85	0.81	0.81	NUM
cet-13759	45	86	0.44	0.44	NUM
cet-13759	45	87	ferritic	ferritic	ADJ
cet-13759	45	88	,	,	PUNCT
cet-13759	45	89	pearlitic	pearlitic	ADJ
cet-13759	45	90	x70	x70	NUM
cet-13759	45	91	485	485	NUM
cet-13759	45	92	-	-	SYM
cet-13759	45	93	635	635	NUM
cet-13759	45	94	570	570	NUM
cet-13759	45	95	-	-	SYM
cet-13759	45	96	760	760	NUM
cet-13759	45	97	0.84	0.84	NUM
cet-13759	45	98	0.43	0.43	NUM
cet-13759	45	99	ferritic	ferritic	ADJ
cet-13759	45	100	,	,	PUNCT
cet-13759	45	101	bainitic	bainitic	ADJ
cet-13759	45	102	,	,	PUNCT
cet-13759	45	103	pearlitic	pearlitic	ADJ
cet-13759	45	104	,	,	PUNCT
cet-13759	45	105	martensitic	martensitic	ADJ
cet-13759	45	106	,	,	PUNCT
cet-13759	45	107	austenitic	austenitic	ADJ
cet-13759	45	108	x80	x80	NOUN
cet-13759	45	109	555	555	NUM
cet-13759	45	110	-	-	SYM
cet-13759	45	111	705	705	NUM
cet-13759	45	112	625	625	NUM
cet-13759	45	113	-	-	SYM
cet-13759	45	114	825	825	NUM
cet-13759	45	115	0.87	0.87	NUM
cet-13759	45	116	0.41	0.41	NUM
cet-13759	45	117	ferritic	ferritic	ADJ
cet-13759	45	118	,	,	PUNCT
cet-13759	45	119	bainitic	bainitic	ADJ
cet-13759	45	120	,	,	PUNCT
cet-13759	45	121	martensitic	martensitic	ADJ
cet-13759	45	122	,	,	PUNCT
cet-13759	45	123	austenitic	austenitic	ADJ
cet-13759	45	124	x90	x90	PROPN
cet-13759	45	125	625	625	NUM
cet-13759	45	126	-	-	SYM
cet-13759	45	127	775	775	NUM
cet-13759	45	128	695	695	NUM
cet-13759	45	129	-	-	SYM
cet-13759	45	130	915	915	NUM
cet-13759	45	131	0.87	0.87	NUM
cet-13759	45	132	0.37	0.37	NUM
cet-13759	45	133	ferritic	ferritic	ADJ
cet-13759	45	134	,	,	PUNCT
cet-13759	45	135	bainitic	bainitic	ADJ
cet-13759	45	136	,	,	PUNCT
cet-13759	45	137	martensitic	martensitic	ADJ
cet-13759	45	138	,	,	PUNCT
cet-13759	45	139	austenitic	austenitic	ADJ
cet-13759	45	140	x100	x100	PUNCT
cet-13759	45	141	690	690	NUM
cet-13759	45	142	-	-	SYM
cet-13759	45	143	840	840	NUM
cet-13759	45	144	760	760	NUM
cet-13759	45	145	-	-	SYM
cet-13759	45	146	990	990	NUM
cet-13759	45	147	0.87	0.87	NUM
cet-13759	45	148	0.46	0.46	NUM
cet-13759	45	149	ferritic	ferritic	ADJ
cet-13759	45	150	,	,	PUNCT
cet-13759	45	151	bainitic	bainitic	ADJ
cet-13759	45	152	,	,	PUNCT
cet-13759	45	153	martensitic	martensitic	NOUN
cet-13759	45	154	x120	x120	PROPN
cet-13759	45	155	830	830	NUM
cet-13759	45	156	-	-	SYM
cet-13759	45	157	1050	1050	NUM
cet-13759	45	158	915	915	NUM
cet-13759	45	159	-	-	SYM
cet-13759	45	160	1145	1145	NUM
cet-13759	45	161	0.91	0.91	NUM
cet-13759	45	162	0.40	0.40	NUM
cet-13759	45	163	ferritic	ferritic	ADJ
cet-13759	45	164	,	,	PUNCT
cet-13759	45	165	bainitic	bainitic	ADJ
cet-13759	45	166	,	,	PUNCT
cet-13759	45	167	martensitic	martensitic	NOUN
cet-13759	45	168	in	in	ADP
cet-13759	45	169	hydrogen	hydrogen	NOUN
cet-13759	45	170	environments	environment	NOUN
cet-13759	45	171	,	,	PUNCT
cet-13759	45	172	most	most	ADJ
cet-13759	45	173	ferritic	ferritic	ADJ
cet-13759	45	174	steels	steel	NOUN
cet-13759	45	175	are	be	AUX
cet-13759	45	176	prone	prone	ADJ
cet-13759	45	177	to	to	ADP
cet-13759	45	178	hydrogen	hydrogen	NOUN
cet-13759	45	179	embrittlement	embrittlement	NOUN
cet-13759	45	180	degradation	degradation	NOUN
cet-13759	45	181	,	,	PUNCT
cet-13759	45	182	which	which	PRON
cet-13759	45	183	manifests	manifest	VERB
cet-13759	45	184	itself	itself	PRON
cet-13759	45	185	as	as	ADP
cet-13759	45	186	a	a	DET
cet-13759	45	187	reduction	reduction	NOUN
cet-13759	45	188	in	in	ADP
cet-13759	45	189	tensile	tensile	NOUN
cet-13759	45	190	and	and	CCONJ
cet-13759	45	191	fracture	fracture	NOUN
cet-13759	45	192	properties	property	NOUN
cet-13759	45	193	and	and	CCONJ
cet-13759	45	194	an	an	DET
cet-13759	45	195	enhancement	enhancement	NOUN
cet-13759	45	196	in	in	ADP
cet-13759	45	197	fatigue	fatigue	NOUN
cet-13759	45	198	crack	crack	NOUN
cet-13759	45	199	growth	growth	NOUN
cet-13759	45	200	rate	rate	NOUN
cet-13759	45	201	.	.	PUNCT
cet-13759	46	1	he	he	PRON
cet-13759	46	2	relies	rely	VERB
cet-13759	46	3	on	on	ADP
cet-13759	46	4	the	the	DET
cet-13759	46	5	synergistic	synergistic	ADJ
cet-13759	46	6	effect	effect	NOUN
cet-13759	46	7	of	of	ADP
cet-13759	46	8	three	three	NUM
cet-13759	46	9	factors	factor	NOUN
cet-13759	46	10	:	:	PUNCT
cet-13759	46	11	environment	environment	NOUN
cet-13759	46	12	,	,	PUNCT
cet-13759	46	13	material	material	NOUN
cet-13759	46	14	,	,	PUNCT
cet-13759	46	15	and	and	CCONJ
cet-13759	46	16	load	load	NOUN
cet-13759	46	17	.	.	PUNCT
cet-13759	47	1	the	the	DET
cet-13759	47	2	environmental	environmental	ADJ
cet-13759	47	3	severity	severity	NOUN
cet-13759	47	4	depends	depend	VERB
cet-13759	47	5	on	on	ADP
cet-13759	47	6	the	the	DET
cet-13759	47	7	hydrogen	hydrogen	NOUN
cet-13759	47	8	partial	partial	ADJ
cet-13759	47	9	pressure	pressure	NOUN
cet-13759	47	10	,	,	PUNCT
cet-13759	47	11	the	the	DET
cet-13759	47	12	temperature	temperature	NOUN
cet-13759	47	13	,	,	PUNCT
cet-13759	47	14	and	and	CCONJ
cet-13759	47	15	the	the	DET
cet-13759	47	16	hydrogen	hydrogen	NOUN
cet-13759	47	17	purity	purity	NOUN
cet-13759	47	18	.	.	PUNCT
cet-13759	48	1	on	on	ADP
cet-13759	48	2	the	the	DET
cet-13759	48	3	other	other	ADJ
cet-13759	48	4	hand	hand	NOUN
cet-13759	48	5	,	,	PUNCT
cet-13759	48	6	the	the	DET
cet-13759	48	7	material	material	NOUN
cet-13759	48	8	susceptibility	susceptibility	NOUN
cet-13759	48	9	is	be	AUX
cet-13759	48	10	influenced	influence	VERB
cet-13759	48	11	by	by	ADP
cet-13759	48	12	the	the	DET
cet-13759	48	13	chemical	chemical	NOUN
cet-13759	48	14	composition	composition	NOUN
cet-13759	48	15	,	,	PUNCT
cet-13759	48	16	the	the	DET
cet-13759	48	17	microstructure	microstructure	NOUN
cet-13759	48	18	,	,	PUNCT
cet-13759	48	19	the	the	DET
cet-13759	48	20	yield	yield	NOUN
cet-13759	48	21	and	and	CCONJ
cet-13759	48	22	ultimate	ultimate	ADJ
cet-13759	48	23	tensile	tensile	NOUN
cet-13759	48	24	strength	strength	NOUN
cet-13759	48	25	,	,	PUNCT
cet-13759	48	26	the	the	DET
cet-13759	48	27	presence	presence	NOUN
cet-13759	48	28	of	of	ADP
cet-13759	48	29	welds	weld	NOUN
cet-13759	48	30	and	and	CCONJ
cet-13759	48	31	heat	heat	NOUN
cet-13759	48	32	-	-	PUNCT
cet-13759	48	33	affected	affect	VERB
cet-13759	48	34	zones	zone	NOUN
cet-13759	48	35	(	(	PUNCT
cet-13759	48	36	hazs	hazs	ADV
cet-13759	48	37	)	)	PUNCT
cet-13759	48	38	.	.	PUNCT
cet-13759	49	1	finally	finally	ADV
cet-13759	49	2	,	,	PUNCT
cet-13759	49	3	the	the	DET
cet-13759	49	4	loading	loading	NOUN
cet-13759	49	5	conditions	condition	NOUN
cet-13759	49	6	depend	depend	VERB
cet-13759	49	7	on	on	ADP
cet-13759	49	8	the	the	DET
cet-13759	49	9	presence	presence	NOUN
cet-13759	49	10	of	of	ADP
cet-13759	49	11	stress	stress	NOUN
cet-13759	49	12	concentrators	concentrator	NOUN
cet-13759	49	13	(	(	PUNCT
cet-13759	49	14	e.g.	e.g.	ADV
cet-13759	49	15	,	,	PUNCT
cet-13759	49	16	notches	notch	NOUN
cet-13759	49	17	or	or	CCONJ
cet-13759	49	18	cracks	crack	NOUN
cet-13759	49	19	)	)	PUNCT
cet-13759	49	20	,	,	PUNCT
cet-13759	49	21	the	the	DET
cet-13759	49	22	strain	strain	NOUN
cet-13759	49	23	rate	rate	NOUN
cet-13759	49	24	,	,	PUNCT
cet-13759	49	25	and	and	CCONJ
cet-13759	49	26	the	the	DET
cet-13759	49	27	frequency	frequency	NOUN
cet-13759	49	28	and	and	CCONJ
cet-13759	49	29	amplitude	amplitude	NOUN
cet-13759	49	30	of	of	ADP
cet-13759	49	31	cyclic	cyclic	ADJ
cet-13759	49	32	loads	load	NOUN
cet-13759	49	33	(	(	PUNCT
cet-13759	49	34	campari	campari	PROPN
cet-13759	49	35	et	et	PROPN
cet-13759	49	36	a.	a.	NOUN
cet-13759	49	37	,	,	PUNCT
cet-13759	49	38	2023b	2023b	NUM
cet-13759	49	39	)	)	PUNCT
cet-13759	49	40	.	.	PUNCT
cet-13759	50	1	in	in	ADP
cet-13759	50	2	general	general	ADJ
cet-13759	50	3	,	,	PUNCT
cet-13759	50	4	low	low	ADJ
cet-13759	50	5	-	-	PUNCT
cet-13759	50	6	grade	grade	NOUN
cet-13759	50	7	steels	steel	NOUN
cet-13759	50	8	are	be	AUX
cet-13759	50	9	considered	consider	VERB
cet-13759	50	10	less	less	ADV
cet-13759	50	11	susceptible	susceptible	ADJ
cet-13759	50	12	to	to	ADP
cet-13759	50	13	hydrogen	hydrogen	NOUN
cet-13759	50	14	embrittlement	embrittlement	NOUN
cet-13759	50	15	due	due	ADP
cet-13759	50	16	to	to	ADP
cet-13759	50	17	their	their	PRON
cet-13759	50	18	lower	low	ADJ
cet-13759	50	19	strength	strength	NOUN
cet-13759	50	20	and	and	CCONJ
cet-13759	50	21	higher	high	ADJ
cet-13759	50	22	ductility	ductility	NOUN
cet-13759	50	23	.	.	PUNCT
cet-13759	51	1	nevertheless	nevertheless	ADV
cet-13759	51	2	,	,	PUNCT
cet-13759	51	3	this	this	DET
cet-13759	51	4	strength	strength	NOUN
cet-13759	51	5	dependence	dependence	NOUN
cet-13759	51	6	is	be	AUX
cet-13759	51	7	not	not	PART
cet-13759	51	8	valid	valid	ADJ
cet-13759	51	9	for	for	ADP
cet-13759	51	10	cyclic	cyclic	ADJ
cet-13759	51	11	loads	load	NOUN
cet-13759	51	12	,	,	PUNCT
cet-13759	51	13	and	and	CCONJ
cet-13759	51	14	no	no	DET
cet-13759	51	15	consensus	consensus	NOUN
cet-13759	51	16	has	have	AUX
cet-13759	51	17	been	be	AUX
cet-13759	51	18	reached	reach	VERB
cet-13759	51	19	regarding	regard	VERB
cet-13759	51	20	the	the	DET
cet-13759	51	21	most	most	ADV
cet-13759	51	22	suitable	suitable	ADJ
cet-13759	51	23	steels	steel	NOUN
cet-13759	51	24	for	for	ADP
cet-13759	51	25	hydrogen	hydrogen	NOUN
cet-13759	51	26	pipeline	pipeline	NOUN
cet-13759	51	27	applications	application	NOUN
cet-13759	51	28	(	(	PUNCT
cet-13759	51	29	somerday	somerday	PROPN
cet-13759	51	30	and	and	CCONJ
cet-13759	51	31	san	san	PROPN
cet-13759	51	32	marchi	marchi	PROPN
cet-13759	51	33	,	,	PUNCT
cet-13759	51	34	2007	2007	NUM
cet-13759	51	35	)	)	PUNCT
cet-13759	51	36	.	.	PUNCT
cet-13759	52	1	in	in	ADP
cet-13759	52	2	any	any	DET
cet-13759	52	3	case	case	NOUN
cet-13759	52	4	,	,	PUNCT
cet-13759	52	5	all	all	DET
cet-13759	52	6	steel	steel	NOUN
cet-13759	52	7	grades	grade	NOUN
cet-13759	52	8	are	be	AUX
cet-13759	52	9	susceptible	susceptible	ADJ
cet-13759	52	10	to	to	ADP
cet-13759	52	11	he	he	PRON
cet-13759	52	12	,	,	PUNCT
cet-13759	52	13	even	even	ADV
cet-13759	52	14	if	if	SCONJ
cet-13759	52	15	to	to	ADP
cet-13759	52	16	different	different	ADJ
cet-13759	52	17	extents	extent	NOUN
cet-13759	52	18	,	,	PUNCT
cet-13759	52	19	and	and	CCONJ
cet-13759	52	20	should	should	AUX
cet-13759	52	21	be	be	AUX
cet-13759	52	22	carefully	carefully	ADV
cet-13759	52	23	assessed	assess	VERB
cet-13759	52	24	in	in	ADP
cet-13759	52	25	the	the	DET
cet-13759	52	26	design	design	NOUN
cet-13759	52	27	phase	phase	NOUN
cet-13759	52	28	and	and	CCONJ
cet-13759	52	29	inspected	inspect	VERB
cet-13759	52	30	and	and	CCONJ
cet-13759	52	31	maintained	maintain	VERB
cet-13759	52	32	while	while	SCONJ
cet-13759	52	33	in	in	ADP
cet-13759	52	34	operation	operation	NOUN
cet-13759	52	35	.	.	PUNCT
cet-13759	53	1	122	122	NUM
cet-13759	53	2	3	3	NUM
cet-13759	53	3	.	.	PUNCT
cet-13759	53	4	methodology	methodology	NOUN
cet-13759	53	5	the	the	DET
cet-13759	53	6	machine	machine	NOUN
cet-13759	53	7	learning	learn	VERB
cet-13759	53	8	prediction	prediction	NOUN
cet-13759	53	9	of	of	ADP
cet-13759	53	10	he	he	PRON
cet-13759	53	11	effects	effect	NOUN
cet-13759	53	12	in	in	ADP
cet-13759	53	13	pipeline	pipeline	NOUN
cet-13759	53	14	steels	steel	NOUN
cet-13759	53	15	consist	consist	VERB
cet-13759	53	16	of	of	ADP
cet-13759	53	17	two	two	NUM
cet-13759	53	18	main	main	ADJ
cet-13759	53	19	steps	step	NOUN
cet-13759	53	20	:	:	PUNCT
cet-13759	53	21	the	the	DET
cet-13759	53	22	database	database	NOUN
cet-13759	53	23	creation	creation	NOUN
cet-13759	53	24	and	and	CCONJ
cet-13759	53	25	pre	pre	ADJ
cet-13759	53	26	-	-	ADJ
cet-13759	53	27	processing	processing	NOUN
cet-13759	53	28	and	and	CCONJ
cet-13759	53	29	the	the	DET
cet-13759	53	30	training	training	NOUN
cet-13759	53	31	and	and	CCONJ
cet-13759	53	32	evaluation	evaluation	NOUN
cet-13759	53	33	of	of	ADP
cet-13759	53	34	the	the	DET
cet-13759	53	35	ml	ml	NOUN
cet-13759	53	36	classifiers	classifier	NOUN
cet-13759	53	37	.	.	PUNCT
cet-13759	54	1	the	the	DET
cet-13759	54	2	methodology	methodology	NOUN
cet-13759	54	3	adopted	adopt	VERB
cet-13759	54	4	is	be	AUX
cet-13759	54	5	described	describe	VERB
cet-13759	54	6	in	in	ADP
cet-13759	54	7	the	the	DET
cet-13759	54	8	following	follow	VERB
cet-13759	54	9	section	section	NOUN
cet-13759	54	10	.	.	PUNCT
cet-13759	55	1	3.1	3.1	NUM
cet-13759	55	2	database	database	NOUN
cet-13759	55	3	creation	creation	NOUN
cet-13759	55	4	and	and	CCONJ
cet-13759	55	5	pre	pre	ADJ
cet-13759	55	6	-	-	ADJ
cet-13759	55	7	processing	process	VERB
cet-13759	55	8	the	the	DET
cet-13759	55	9	database	database	NOUN
cet-13759	55	10	has	have	AUX
cet-13759	55	11	been	be	AUX
cet-13759	55	12	collected	collect	VERB
cet-13759	55	13	from	from	ADP
cet-13759	55	14	peer	peer	NOUN
cet-13759	55	15	-	-	PUNCT
cet-13759	55	16	reviewed	review	VERB
cet-13759	55	17	journals	journal	NOUN
cet-13759	55	18	and	and	CCONJ
cet-13759	55	19	publicly	publicly	ADV
cet-13759	55	20	released	release	VERB
cet-13759	55	21	reports	report	NOUN
cet-13759	55	22	,	,	PUNCT
cet-13759	55	23	such	such	ADJ
cet-13759	55	24	as	as	ADP
cet-13759	55	25	the	the	DET
cet-13759	55	26	“	"	PUNCT
cet-13759	55	27	technical	technical	ADJ
cet-13759	55	28	reference	reference	NOUN
cet-13759	55	29	for	for	ADP
cet-13759	55	30	hydrogen	hydrogen	NOUN
cet-13759	55	31	compatibility	compatibility	NOUN
cet-13759	55	32	of	of	ADP
cet-13759	55	33	materials	material	NOUN
cet-13759	55	34	”	"	PUNCT
cet-13759	55	35	(	(	PUNCT
cet-13759	55	36	san	san	PROPN
cet-13759	55	37	marchi	marchi	PROPN
cet-13759	55	38	and	and	CCONJ
cet-13759	55	39	somerday	somerday	PROPN
cet-13759	55	40	,	,	PUNCT
cet-13759	55	41	2012	2012	NUM
cet-13759	55	42	)	)	PUNCT
cet-13759	55	43	.	.	PUNCT
cet-13759	56	1	it	it	PRON
cet-13759	56	2	includes	include	VERB
cet-13759	56	3	the	the	DET
cet-13759	56	4	results	result	NOUN
cet-13759	56	5	of	of	ADP
cet-13759	56	6	in	in	ADP
cet-13759	56	7	-	-	PUNCT
cet-13759	56	8	situ	situ	ADJ
cet-13759	56	9	slow	slow	ADJ
cet-13759	56	10	strain	strain	NOUN
cet-13759	56	11	rate	rate	NOUN
cet-13759	56	12	tests	test	NOUN
cet-13759	56	13	conducted	conduct	VERB
cet-13759	56	14	on	on	ADP
cet-13759	56	15	low	low	ADJ
cet-13759	56	16	-	-	PUNCT
cet-13759	56	17	alloy	alloy	NOUN
cet-13759	56	18	steels	steel	NOUN
cet-13759	56	19	.	.	PUNCT
cet-13759	57	1	the	the	DET
cet-13759	57	2	database	database	NOUN
cet-13759	57	3	consists	consist	VERB
cet-13759	57	4	of	of	ADP
cet-13759	57	5	132	132	NUM
cet-13759	57	6	tests	test	NOUN
cet-13759	57	7	and	and	CCONJ
cet-13759	57	8	35	35	NUM
cet-13759	57	9	features	feature	NOUN
cet-13759	57	10	(	(	PUNCT
cet-13759	57	11	10	10	NUM
cet-13759	57	12	categorical	categorical	ADJ
cet-13759	57	13	and	and	CCONJ
cet-13759	57	14	25	25	NUM
cet-13759	57	15	numerical	numerical	ADJ
cet-13759	57	16	)	)	PUNCT
cet-13759	57	17	.	.	PUNCT
cet-13759	58	1	the	the	DET
cet-13759	58	2	data	datum	NOUN
cet-13759	58	3	have	have	AUX
cet-13759	58	4	been	be	AUX
cet-13759	58	5	pre	pre	VERB
cet-13759	58	6	-	-	VERB
cet-13759	58	7	processed	processed	ADJ
cet-13759	58	8	to	to	PART
cet-13759	58	9	ensure	ensure	VERB
cet-13759	58	10	the	the	DET
cet-13759	58	11	clean	clean	ADJ
cet-13759	58	12	and	and	CCONJ
cet-13759	58	13	consistent	consistent	ADJ
cet-13759	58	14	format	format	NOUN
cet-13759	58	15	required	require	VERB
cet-13759	58	16	for	for	ADP
cet-13759	58	17	the	the	DET
cet-13759	58	18	machine	machine	NOUN
cet-13759	58	19	learning	learn	VERB
cet-13759	58	20	classification	classification	NOUN
cet-13759	58	21	.	.	PUNCT
cet-13759	59	1	the	the	DET
cet-13759	59	2	embrittlement	embrittlement	NOUN
cet-13759	59	3	index	index	NOUN
cet-13759	59	4	(	(	PUNCT
cet-13759	59	5	ei	ei	NOUN
cet-13759	59	6	)	)	PUNCT
cet-13759	59	7	has	have	AUX
cet-13759	59	8	been	be	AUX
cet-13759	59	9	identified	identify	VERB
cet-13759	59	10	as	as	ADP
cet-13759	59	11	the	the	DET
cet-13759	59	12	target	target	NOUN
cet-13759	59	13	to	to	PART
cet-13759	59	14	predict	predict	VERB
cet-13759	59	15	.	.	PUNCT
cet-13759	60	1	ei	ei	X
cet-13759	60	2	is	be	AUX
cet-13759	60	3	defined	define	VERB
cet-13759	60	4	by	by	ADP
cet-13759	60	5	the	the	DET
cet-13759	60	6	following	follow	VERB
cet-13759	60	7	equation	equation	NOUN
cet-13759	60	8	:	:	PUNCT
cet-13759	60	9	ei	ei	NOUN
cet-13759	60	10	=	=	PUNCT
cet-13759	60	11	raref	raref	NOUN
cet-13759	60	12	−	−	NOUN
cet-13759	60	13	rah2	rah2	NOUN
cet-13759	60	14	raref	raref	NOUN
cet-13759	60	15	∙	∙	PROPN
cet-13759	60	16	100	100	NUM
cet-13759	61	1	=	=	SYM
cet-13759	62	1	[	[	X
cet-13759	62	2	(	(	PUNCT
cet-13759	62	3	ai	ai	INTJ
cet-13759	62	4	−	−	PROPN
cet-13759	62	5	af	af	NOUN
cet-13759	62	6	)	)	PUNCT
cet-13759	62	7	af⁄	af⁄	X
cet-13759	62	8	]	]	PUNCT
cet-13759	62	9	ref	ref	NOUN
cet-13759	62	10	−	−	PROPN
cet-13759	63	1	[	[	X
cet-13759	63	2	(	(	PUNCT
cet-13759	63	3	ai	ai	INTJ
cet-13759	63	4	−	−	PROPN
cet-13759	63	5	af	af	NOUN
cet-13759	63	6	)	)	PUNCT
cet-13759	64	1	af⁄	af⁄	X
cet-13759	64	2	]	]	X
cet-13759	64	3	h2	h2	NOUN
cet-13759	65	1	[	[	X
cet-13759	65	2	(	(	PUNCT
cet-13759	65	3	ai	ai	INTJ
cet-13759	65	4	−	−	PROPN
cet-13759	65	5	af	af	NOUN
cet-13759	65	6	)	)	PUNCT
cet-13759	65	7	af⁄	af⁄	X
cet-13759	65	8	]	]	PUNCT
cet-13759	65	9	ref	ref	NOUN
cet-13759	65	10	∙	∙	PROPN
cet-13759	65	11	100	100	NUM
cet-13759	65	12	(	(	PUNCT
cet-13759	65	13	1	1	NUM
cet-13759	65	14	)	)	PUNCT
cet-13759	65	15	raref	raref	NOUN
cet-13759	65	16	and	and	CCONJ
cet-13759	65	17	rah2	rah2	NOUN
cet-13759	65	18	are	be	AUX
cet-13759	65	19	the	the	DET
cet-13759	65	20	reduced	reduced	ADJ
cet-13759	65	21	area	area	NOUN
cet-13759	65	22	at	at	ADP
cet-13759	65	23	fracture	fracture	NOUN
cet-13759	65	24	in	in	ADP
cet-13759	65	25	a	a	DET
cet-13759	65	26	reference	reference	NOUN
cet-13759	65	27	environment	environment	NOUN
cet-13759	65	28	(	(	PUNCT
cet-13759	65	29	air	air	NOUN
cet-13759	65	30	or	or	CCONJ
cet-13759	65	31	inert	inert	ADJ
cet-13759	65	32	gases	gas	NOUN
cet-13759	65	33	)	)	PUNCT
cet-13759	65	34	and	and	CCONJ
cet-13759	65	35	hydrogen	hydrogen	NOUN
cet-13759	65	36	,	,	PUNCT
cet-13759	65	37	respectively	respectively	ADV
cet-13759	65	38	.	.	PUNCT
cet-13759	66	1	ai	ai	VERB
cet-13759	66	2	and	and	CCONJ
cet-13759	66	3	af	af	PROPN
cet-13759	66	4	are	be	AUX
cet-13759	66	5	the	the	DET
cet-13759	66	6	initial	initial	ADJ
cet-13759	66	7	and	and	CCONJ
cet-13759	66	8	final	final	ADJ
cet-13759	66	9	fracture	fracture	NOUN
cet-13759	66	10	areas	area	NOUN
cet-13759	66	11	,	,	PUNCT
cet-13759	66	12	respectively	respectively	ADV
cet-13759	66	13	.	.	PUNCT
cet-13759	67	1	the	the	DET
cet-13759	67	2	report	report	NOUN
cet-13759	67	3	nasa	nasa	PROPN
cet-13759	67	4	/	/	SYM
cet-13759	67	5	tm-2016–218602	tm-2016–218602	PROPN
cet-13759	67	6	(	(	PUNCT
cet-13759	67	7	nasa	nasa	PROPN
cet-13759	67	8	,	,	PUNCT
cet-13759	67	9	2016	2016	NUM
cet-13759	67	10	)	)	PUNCT
cet-13759	67	11	has	have	AUX
cet-13759	67	12	provided	provide	VERB
cet-13759	67	13	a	a	DET
cet-13759	67	14	basis	basis	NOUN
cet-13759	67	15	for	for	ADP
cet-13759	67	16	the	the	DET
cet-13759	67	17	classification	classification	NOUN
cet-13759	67	18	of	of	ADP
cet-13759	67	19	material	material	NOUN
cet-13759	67	20	susceptibility	susceptibility	NOUN
cet-13759	67	21	,	,	PUNCT
cet-13759	67	22	which	which	PRON
cet-13759	67	23	has	have	AUX
cet-13759	67	24	been	be	AUX
cet-13759	67	25	adopted	adopt	VERB
cet-13759	67	26	in	in	ADP
cet-13759	67	27	this	this	DET
cet-13759	67	28	study	study	NOUN
cet-13759	67	29	to	to	PART
cet-13759	67	30	make	make	VERB
cet-13759	67	31	the	the	DET
cet-13759	67	32	following	follow	VERB
cet-13759	67	33	classification	classification	NOUN
cet-13759	67	34	:	:	PUNCT
cet-13759	67	35	“	"	PUNCT
cet-13759	67	36	unsuitable	unsuitable	ADJ
cet-13759	67	37	”	"	PUNCT
cet-13759	67	38	(	(	PUNCT
cet-13759	67	39	u	u	NOUN
cet-13759	67	40	)	)	PUNCT
cet-13759	67	41	and	and	CCONJ
cet-13759	67	42	“	"	PUNCT
cet-13759	67	43	potentially	potentially	ADV
cet-13759	67	44	suitable	suitable	ADJ
cet-13759	67	45	”	"	PUNCT
cet-13759	67	46	(	(	PUNCT
cet-13759	67	47	ps	ps	NOUN
cet-13759	67	48	)	)	PUNCT
cet-13759	67	49	for	for	ADP
cet-13759	67	50	hydrogen	hydrogen	NOUN
cet-13759	67	51	service	service	NOUN
cet-13759	67	52	.	.	PUNCT
cet-13759	68	1	the	the	DET
cet-13759	68	2	u	u	PROPN
cet-13759	68	3	label	label	NOUN
cet-13759	68	4	indicates	indicate	VERB
cet-13759	68	5	ei	ei	NOUN
cet-13759	68	6	values	value	NOUN
cet-13759	68	7	higher	high	ADJ
cet-13759	68	8	than	than	ADP
cet-13759	68	9	50	50	NUM
cet-13759	68	10	%	%	NOUN
cet-13759	68	11	and	and	CCONJ
cet-13759	68	12	comprehends	comprehend	VERB
cet-13759	68	13	materials	material	NOUN
cet-13759	68	14	that	that	PRON
cet-13759	68	15	are	be	AUX
cet-13759	68	16	not	not	PART
cet-13759	68	17	recommended	recommend	VERB
cet-13759	68	18	for	for	ADP
cet-13759	68	19	hydrogen	hydrogen	NOUN
cet-13759	68	20	applications	application	NOUN
cet-13759	68	21	under	under	ADP
cet-13759	68	22	the	the	DET
cet-13759	68	23	specified	specified	ADJ
cet-13759	68	24	testing	testing	NOUN
cet-13759	68	25	conditions	condition	NOUN
cet-13759	68	26	.	.	PUNCT
cet-13759	69	1	in	in	ADP
cet-13759	69	2	contrast	contrast	NOUN
cet-13759	69	3	,	,	PUNCT
cet-13759	69	4	the	the	DET
cet-13759	69	5	ps	ps	NOUN
cet-13759	69	6	label	label	NOUN
cet-13759	69	7	represents	represent	VERB
cet-13759	69	8	ei	ei	NOUN
cet-13759	69	9	values	value	NOUN
cet-13759	69	10	lower	low	ADJ
cet-13759	69	11	than	than	ADP
cet-13759	69	12	50	50	NUM
cet-13759	69	13	%	%	NOUN
cet-13759	69	14	.	.	PUNCT
cet-13759	70	1	the	the	DET
cet-13759	70	2	missing	miss	VERB
cet-13759	70	3	values	value	NOUN
cet-13759	70	4	have	have	AUX
cet-13759	70	5	been	be	AUX
cet-13759	70	6	filled	fill	VERB
cet-13759	70	7	in	in	ADP
cet-13759	70	8	by	by	ADP
cet-13759	70	9	assuming	assume	VERB
cet-13759	70	10	an	an	DET
cet-13759	70	11	ambient	ambient	ADJ
cet-13759	70	12	temperature	temperature	NOUN
cet-13759	70	13	of	of	ADP
cet-13759	70	14	22	22	NUM
cet-13759	70	15	°	°	NOUN
cet-13759	70	16	c	c	NOUN
cet-13759	70	17	,	,	PUNCT
cet-13759	70	18	strain	strain	NOUN
cet-13759	70	19	rate	rate	NOUN
cet-13759	70	20	of	of	ADP
cet-13759	70	21	10	10	NUM
cet-13759	70	22	-	-	SYM
cet-13759	70	23	4	4	NUM
cet-13759	70	24	s−1	s−1	PROPN
cet-13759	70	25	,	,	PUNCT
cet-13759	70	26	stress	stress	NOUN
cet-13759	70	27	concentration	concentration	NOUN
cet-13759	70	28	factor	factor	NOUN
cet-13759	70	29	of	of	ADP
cet-13759	70	30	5.5	5.5	NUM
cet-13759	70	31	for	for	ADP
cet-13759	70	32	notched	notch	VERB
cet-13759	70	33	specimens	specimen	NOUN
cet-13759	70	34	,	,	PUNCT
cet-13759	70	35	nominal	nominal	ADJ
cet-13759	70	36	chemical	chemical	NOUN
cet-13759	70	37	composition	composition	NOUN
cet-13759	70	38	,	,	PUNCT
cet-13759	70	39	and	and	CCONJ
cet-13759	70	40	average	average	ADJ
cet-13759	70	41	yield	yield	NOUN
cet-13759	70	42	and	and	CCONJ
cet-13759	70	43	ultimate	ultimate	ADJ
cet-13759	70	44	tensile	tensile	NOUN
cet-13759	70	45	strengths	strength	NOUN
cet-13759	70	46	in	in	ADP
cet-13759	70	47	accordance	accordance	NOUN
cet-13759	70	48	with	with	ADP
cet-13759	70	49	asme	asme	PROPN
cet-13759	70	50	b31.12	b31.12	PROPN
cet-13759	70	51	(	(	PUNCT
cet-13759	70	52	asme	asme	PROPN
cet-13759	70	53	,	,	PUNCT
cet-13759	70	54	2019	2019	NUM
cet-13759	70	55	)	)	PUNCT
cet-13759	70	56	.	.	PUNCT
cet-13759	71	1	3.2	3.2	NUM
cet-13759	71	2	machine	machine	NOUN
cet-13759	71	3	learning	learn	VERB
cet-13759	71	4	classification	classification	NOUN
cet-13759	71	5	three	three	NUM
cet-13759	71	6	ml	ml	NOUN
cet-13759	71	7	algorithms	algorithm	NOUN
cet-13759	71	8	,	,	PUNCT
cet-13759	71	9	i.e.	i.e.	X
cet-13759	71	10	,	,	PUNCT
cet-13759	71	11	random	random	ADJ
cet-13759	71	12	forest	forest	NOUN
cet-13759	71	13	(	(	PUNCT
cet-13759	71	14	rf	rf	NOUN
cet-13759	71	15	)	)	PUNCT
cet-13759	71	16	,	,	PUNCT
cet-13759	71	17	artificial	artificial	ADJ
cet-13759	71	18	neural	neural	ADJ
cet-13759	71	19	network	network	NOUN
cet-13759	71	20	(	(	PUNCT
cet-13759	71	21	ann	ann	PROPN
cet-13759	71	22	)	)	PUNCT
cet-13759	71	23	,	,	PUNCT
cet-13759	71	24	and	and	CCONJ
cet-13759	71	25	adaboost	adaboost	ADV
cet-13759	71	26	(	(	PUNCT
cet-13759	71	27	ab	ab	PROPN
cet-13759	71	28	)	)	PUNCT
cet-13759	71	29	,	,	PUNCT
cet-13759	71	30	have	have	AUX
cet-13759	71	31	been	be	AUX
cet-13759	71	32	trained	train	VERB
cet-13759	71	33	to	to	PART
cet-13759	71	34	predict	predict	VERB
cet-13759	71	35	the	the	DET
cet-13759	71	36	he	he	PRON
cet-13759	71	37	susceptibility	susceptibility	NOUN
cet-13759	71	38	of	of	ADP
cet-13759	71	39	materials	material	NOUN
cet-13759	71	40	and	and	CCONJ
cet-13759	71	41	their	their	PRON
cet-13759	71	42	prediction	prediction	NOUN
cet-13759	71	43	capabilities	capability	NOUN
cet-13759	71	44	have	have	AUX
cet-13759	71	45	been	be	AUX
cet-13759	71	46	evaluated	evaluate	VERB
cet-13759	71	47	and	and	CCONJ
cet-13759	71	48	compared	compare	VERB
cet-13759	71	49	.	.	PUNCT
cet-13759	72	1	the	the	DET
cet-13759	72	2	training	training	NOUN
cet-13759	72	3	and	and	CCONJ
cet-13759	72	4	evaluation	evaluation	NOUN
cet-13759	72	5	process	process	NOUN
cet-13759	72	6	is	be	AUX
cet-13759	72	7	shown	show	VERB
cet-13759	72	8	in	in	ADP
cet-13759	72	9	errore	errore	PROPN
cet-13759	72	10	.	.	PUNCT
cet-13759	72	11	l'origine	l'origine	PROPN
cet-13759	72	12	riferimento	riferimento	PROPN
cet-13759	72	13	non	non	PROPN
cet-13759	72	14	è	è	PROPN
cet-13759	72	15	stata	stata	PROPN
cet-13759	72	16	trovata	trovata	PROPN
cet-13759	72	17	..	..	PUNCT
cet-13759	72	18	figure	figure	NOUN
cet-13759	72	19	1	1	NUM
cet-13759	72	20	:	:	PUNCT
cet-13759	72	21	flow	flow	NOUN
cet-13759	72	22	diagram	diagram	NOUN
cet-13759	72	23	of	of	ADP
cet-13759	72	24	the	the	DET
cet-13759	72	25	machine	machine	NOUN
cet-13759	72	26	learning	learning	NOUN
cet-13759	72	27	model	model	NOUN
cet-13759	72	28	based	base	VERB
cet-13759	72	29	on	on	ADP
cet-13759	72	30	rf	rf	PROPN
cet-13759	72	31	,	,	PUNCT
cet-13759	72	32	ann	ann	PROPN
cet-13759	72	33	,	,	PUNCT
cet-13759	72	34	and	and	CCONJ
cet-13759	72	35	ab	ab	PROPN
cet-13759	72	36	classifiers	classifier	NOUN
cet-13759	72	37	the	the	DET
cet-13759	72	38	database	database	NOUN
cet-13759	72	39	is	be	AUX
cet-13759	72	40	divided	divide	VERB
cet-13759	72	41	into	into	ADP
cet-13759	72	42	training	training	NOUN
cet-13759	72	43	and	and	CCONJ
cet-13759	72	44	evaluation	evaluation	NOUN
cet-13759	72	45	databases	database	NOUN
cet-13759	72	46	in	in	ADP
cet-13759	72	47	a	a	DET
cet-13759	72	48	ratio	ratio	NOUN
cet-13759	72	49	of	of	ADP
cet-13759	72	50	70:30	70:30	NUM
cet-13759	72	51	.	.	PUNCT
cet-13759	73	1	the	the	DET
cet-13759	73	2	70	70	NUM
cet-13759	73	3	%	%	NOUN
cet-13759	73	4	dataset	dataset	NOUN
cet-13759	73	5	is	be	AUX
cet-13759	73	6	used	use	VERB
cet-13759	73	7	to	to	PART
cet-13759	73	8	train	train	VERB
cet-13759	73	9	three	three	NUM
cet-13759	73	10	classification	classification	NOUN
cet-13759	73	11	algorithms	algorithm	NOUN
cet-13759	73	12	,	,	PUNCT
cet-13759	73	13	while	while	SCONJ
cet-13759	73	14	the	the	DET
cet-13759	73	15	30	30	NUM
cet-13759	73	16	%	%	NOUN
cet-13759	73	17	dataset	dataset	NOUN
cet-13759	73	18	is	be	AUX
cet-13759	73	19	fed	feed	VERB
cet-13759	73	20	into	into	ADP
cet-13759	73	21	the	the	DET
cet-13759	73	22	trained	train	VERB
cet-13759	73	23	model	model	NOUN
cet-13759	73	24	to	to	PART
cet-13759	73	25	test	test	VERB
cet-13759	73	26	its	its	PRON
cet-13759	73	27	performance	performance	NOUN
cet-13759	73	28	.	.	PUNCT
cet-13759	74	1	rf	rf	PRON
cet-13759	74	2	and	and	CCONJ
cet-13759	74	3	ab	ab	PROPN
cet-13759	74	4	are	be	AUX
cet-13759	74	5	extensions	extension	NOUN
cet-13759	74	6	of	of	ADP
cet-13759	74	7	the	the	DET
cet-13759	74	8	decision	decision	NOUN
cet-13759	74	9	tree	tree	NOUN
cet-13759	74	10	where	where	SCONJ
cet-13759	74	11	several	several	ADJ
cet-13759	74	12	trees	tree	NOUN
cet-13759	74	13	are	be	AUX
cet-13759	74	14	ensembled	ensemble	VERB
cet-13759	74	15	and	and	CCONJ
cet-13759	74	16	trained	train	VERB
cet-13759	74	17	on	on	ADP
cet-13759	74	18	random	random	ADJ
cet-13759	74	19	data	datum	NOUN
cet-13759	74	20	123	123	NUM
cet-13759	74	21	subsets	subset	NOUN
cet-13759	74	22	.	.	PUNCT
cet-13759	75	1	these	these	DET
cet-13759	75	2	trees	tree	NOUN
cet-13759	75	3	are	be	AUX
cet-13759	75	4	called	call	VERB
cet-13759	75	5	weak	weak	ADJ
cet-13759	75	6	classifiers	classifier	NOUN
cet-13759	75	7	because	because	SCONJ
cet-13759	75	8	they	they	PRON
cet-13759	75	9	iteratively	iteratively	ADV
cet-13759	75	10	get	get	AUX
cet-13759	75	11	trained	train	VERB
cet-13759	75	12	based	base	VERB
cet-13759	75	13	on	on	ADP
cet-13759	75	14	their	their	PRON
cet-13759	75	15	misclassifications	misclassification	NOUN
cet-13759	75	16	.	.	PUNCT
cet-13759	76	1	both	both	DET
cet-13759	76	2	rf	rf	PROPN
cet-13759	76	3	and	and	CCONJ
cet-13759	76	4	ab	ab	PROPN
cet-13759	76	5	ensure	ensure	VERB
cet-13759	76	6	low	low	ADJ
cet-13759	76	7	correlation	correlation	NOUN
cet-13759	76	8	among	among	ADP
cet-13759	76	9	decision	decision	NOUN
cet-13759	76	10	trees	tree	NOUN
cet-13759	76	11	by	by	ADP
cet-13759	76	12	generating	generate	VERB
cet-13759	76	13	a	a	DET
cet-13759	76	14	random	random	ADJ
cet-13759	76	15	subset	subset	NOUN
cet-13759	76	16	of	of	ADP
cet-13759	76	17	features	feature	NOUN
cet-13759	76	18	.	.	PUNCT
cet-13759	77	1	however	however	ADV
cet-13759	77	2	,	,	PUNCT
cet-13759	77	3	while	while	SCONJ
cet-13759	77	4	in	in	ADP
cet-13759	77	5	the	the	DET
cet-13759	77	6	random	random	ADJ
cet-13759	77	7	forest	forest	NOUN
cet-13759	77	8	algorithm	algorithm	NOUN
cet-13759	77	9	all	all	DET
cet-13759	77	10	the	the	DET
cet-13759	77	11	weak	weak	ADJ
cet-13759	77	12	learners	learner	NOUN
cet-13759	77	13	have	have	VERB
cet-13759	77	14	the	the	DET
cet-13759	77	15	same	same	ADJ
cet-13759	77	16	importance	importance	NOUN
cet-13759	77	17	,	,	PUNCT
cet-13759	77	18	adaboost	adaboost	ADV
cet-13759	77	19	weights	weight	VERB
cet-13759	77	20	the	the	DET
cet-13759	77	21	weak	weak	ADJ
cet-13759	77	22	classifiers	classifier	NOUN
cet-13759	77	23	based	base	VERB
cet-13759	77	24	on	on	ADP
cet-13759	77	25	their	their	PRON
cet-13759	77	26	accuracy	accuracy	NOUN
cet-13759	77	27	and	and	CCONJ
cet-13759	77	28	performance	performance	NOUN
cet-13759	77	29	(	(	PUNCT
cet-13759	77	30	praveena	praveena	NOUN
cet-13759	77	31	,	,	PUNCT
cet-13759	77	32	2017	2017	NUM
cet-13759	77	33	)	)	PUNCT
cet-13759	77	34	.	.	PUNCT
cet-13759	78	1	thus	thus	ADV
cet-13759	78	2	,	,	PUNCT
cet-13759	78	3	in	in	ADP
cet-13759	78	4	the	the	DET
cet-13759	78	5	latter	latter	ADJ
cet-13759	78	6	case	case	NOUN
cet-13759	78	7	,	,	PUNCT
cet-13759	78	8	better	well	ADV
cet-13759	78	9	-	-	PUNCT
cet-13759	78	10	performing	perform	VERB
cet-13759	78	11	classifiers	classifier	NOUN
cet-13759	78	12	have	have	VERB
cet-13759	78	13	more	more	ADJ
cet-13759	78	14	influence	influence	NOUN
cet-13759	78	15	on	on	ADP
cet-13759	78	16	the	the	DET
cet-13759	78	17	final	final	ADJ
cet-13759	78	18	classification	classification	NOUN
cet-13759	78	19	.	.	PUNCT
cet-13759	79	1	a	a	DET
cet-13759	79	2	strong	strong	ADJ
cet-13759	79	3	classifier	classifier	NOUN
cet-13759	79	4	is	be	AUX
cet-13759	79	5	obtained	obtain	VERB
cet-13759	79	6	by	by	ADP
cet-13759	79	7	the	the	DET
cet-13759	79	8	combination	combination	NOUN
cet-13759	79	9	of	of	ADP
cet-13759	79	10	the	the	DET
cet-13759	79	11	weak	weak	ADJ
cet-13759	79	12	classifiers	classifier	NOUN
cet-13759	79	13	.	.	PUNCT
cet-13759	80	1	in	in	ADP
cet-13759	80	2	contrast	contrast	NOUN
cet-13759	80	3	,	,	PUNCT
cet-13759	80	4	ann	ann	PROPN
cet-13759	80	5	is	be	AUX
cet-13759	80	6	a	a	DET
cet-13759	80	7	representation	representation	NOUN
cet-13759	80	8	of	of	ADP
cet-13759	80	9	the	the	DET
cet-13759	80	10	human	human	ADJ
cet-13759	80	11	brain	brain	NOUN
cet-13759	80	12	's	's	PART
cet-13759	80	13	functioning	functioning	NOUN
cet-13759	80	14	and	and	CCONJ
cet-13759	80	15	establishes	establish	VERB
cet-13759	80	16	a	a	DET
cet-13759	80	17	non	non	ADJ
cet-13759	80	18	-	-	ADJ
cet-13759	80	19	linear	linear	ADJ
cet-13759	80	20	mapping	mapping	NOUN
cet-13759	80	21	between	between	ADP
cet-13759	80	22	features	feature	NOUN
cet-13759	80	23	and	and	CCONJ
cet-13759	80	24	targets	target	NOUN
cet-13759	80	25	.	.	PUNCT
cet-13759	81	1	there	there	PRON
cet-13759	81	2	are	be	VERB
cet-13759	81	3	input	input	ADJ
cet-13759	81	4	layers	layer	NOUN
cet-13759	81	5	,	,	PUNCT
cet-13759	81	6	hidden	hidden	ADJ
cet-13759	81	7	layers	layer	NOUN
cet-13759	81	8	,	,	PUNCT
cet-13759	81	9	and	and	CCONJ
cet-13759	81	10	output	output	NOUN
cet-13759	81	11	layers	layer	NOUN
cet-13759	81	12	composed	compose	VERB
cet-13759	81	13	of	of	ADP
cet-13759	81	14	neurons	neuron	NOUN
cet-13759	81	15	.	.	PUNCT
cet-13759	82	1	these	these	DET
cet-13759	82	2	neurons	neuron	NOUN
cet-13759	82	3	are	be	AUX
cet-13759	82	4	interconnected	interconnect	VERB
cet-13759	82	5	based	base	VERB
cet-13759	82	6	on	on	ADP
cet-13759	82	7	their	their	PRON
cet-13759	82	8	significance	significance	NOUN
cet-13759	82	9	for	for	ADP
cet-13759	82	10	the	the	DET
cet-13759	82	11	classification	classification	NOUN
cet-13759	82	12	task	task	NOUN
cet-13759	82	13	.	.	PUNCT
cet-13759	83	1	the	the	DET
cet-13759	83	2	advantage	advantage	NOUN
cet-13759	83	3	of	of	ADP
cet-13759	83	4	ann	ann	PROPN
cet-13759	83	5	over	over	ADP
cet-13759	83	6	other	other	ADJ
cet-13759	83	7	algorithms	algorithms	NOUN
cet-13759	83	8	is	be	AUX
cet-13759	83	9	that	that	SCONJ
cet-13759	83	10	it	it	PRON
cet-13759	83	11	does	do	AUX
cet-13759	83	12	not	not	PART
cet-13759	83	13	impose	impose	VERB
cet-13759	83	14	any	any	DET
cet-13759	83	15	constraints	constraint	NOUN
cet-13759	83	16	on	on	ADP
cet-13759	83	17	training	training	NOUN
cet-13759	83	18	data	datum	NOUN
cet-13759	83	19	.	.	PUNCT
cet-13759	84	1	it	it	PRON
cet-13759	84	2	can	can	AUX
cet-13759	84	3	learn	learn	VERB
cet-13759	84	4	from	from	ADP
cet-13759	84	5	the	the	DET
cet-13759	84	6	training	training	NOUN
cet-13759	84	7	data	datum	NOUN
cet-13759	84	8	and	and	CCONJ
cet-13759	84	9	independently	independently	ADV
cet-13759	84	10	predict	predict	VERB
cet-13759	84	11	new	new	ADJ
cet-13759	84	12	outcomes	outcome	NOUN
cet-13759	84	13	(	(	PUNCT
cet-13759	84	14	shanmugasundar	shanmugasundar	NOUN
cet-13759	84	15	et	et	PROPN
cet-13759	84	16	al	al	PROPN
cet-13759	84	17	.	.	PROPN
cet-13759	84	18	,	,	PUNCT
cet-13759	84	19	2021	2021	NUM
cet-13759	84	20	)	)	PUNCT
cet-13759	84	21	.	.	PUNCT
cet-13759	85	1	4	4	X
cet-13759	85	2	.	.	NOUN
cet-13759	85	3	results	result	NOUN
cet-13759	85	4	and	and	CCONJ
cet-13759	85	5	discussion	discussion	VERB
cet-13759	85	6	the	the	DET
cet-13759	85	7	performance	performance	NOUN
cet-13759	85	8	of	of	ADP
cet-13759	85	9	the	the	DET
cet-13759	85	10	classifiers	classifier	NOUN
cet-13759	85	11	has	have	AUX
cet-13759	85	12	been	be	AUX
cet-13759	85	13	assessed	assess	VERB
cet-13759	85	14	by	by	ADP
cet-13759	85	15	three	three	NUM
cet-13759	85	16	evaluation	evaluation	NOUN
cet-13759	85	17	metrics	metric	NOUN
cet-13759	85	18	:	:	PUNCT
cet-13759	85	19	accuracy	accuracy	NOUN
cet-13759	85	20	,	,	PUNCT
cet-13759	85	21	precision	precision	NOUN
cet-13759	85	22	,	,	PUNCT
cet-13759	85	23	and	and	CCONJ
cet-13759	85	24	recall	recall	NOUN
cet-13759	85	25	.	.	PUNCT
cet-13759	86	1	accuracy	accuracy	NOUN
cet-13759	86	2	refers	refer	VERB
cet-13759	86	3	to	to	ADP
cet-13759	86	4	the	the	DET
cet-13759	86	5	fraction	fraction	NOUN
cet-13759	86	6	of	of	ADP
cet-13759	86	7	correct	correct	ADJ
cet-13759	86	8	predictions	prediction	NOUN
cet-13759	86	9	.	.	PUNCT
cet-13759	87	1	precision	precision	NOUN
cet-13759	87	2	indicates	indicate	VERB
cet-13759	87	3	the	the	DET
cet-13759	87	4	fraction	fraction	NOUN
cet-13759	87	5	of	of	ADP
cet-13759	87	6	true	true	ADJ
cet-13759	87	7	positive	positive	ADJ
cet-13759	87	8	predictions	prediction	NOUN
cet-13759	87	9	,	,	PUNCT
cet-13759	87	10	while	while	SCONJ
cet-13759	87	11	recall	recall	NOUN
cet-13759	87	12	indicates	indicate	VERB
cet-13759	87	13	the	the	DET
cet-13759	87	14	proportion	proportion	NOUN
cet-13759	87	15	of	of	ADP
cet-13759	87	16	positive	positive	ADJ
cet-13759	87	17	labels	label	NOUN
cet-13759	87	18	that	that	PRON
cet-13759	87	19	have	have	AUX
cet-13759	87	20	been	be	AUX
cet-13759	87	21	correctly	correctly	ADV
cet-13759	87	22	predicted	predict	VERB
cet-13759	87	23	(	(	PUNCT
cet-13759	87	24	tamascelli	tamascelli	INTJ
cet-13759	87	25	et	et	PROPN
cet-13759	87	26	al	al	PROPN
cet-13759	87	27	.	.	PROPN
cet-13759	87	28	,	,	PUNCT
cet-13759	87	29	2020	2020	NUM
cet-13759	87	30	)	)	PUNCT
cet-13759	87	31	.	.	PUNCT
cet-13759	88	1	true	true	ADJ
cet-13759	88	2	positive	positive	ADJ
cet-13759	88	3	(	(	PUNCT
cet-13759	88	4	tp	tp	NOUN
cet-13759	88	5	)	)	PUNCT
cet-13759	88	6	and	and	CCONJ
cet-13759	88	7	true	true	ADJ
cet-13759	88	8	negative	negative	ADJ
cet-13759	88	9	(	(	PUNCT
cet-13759	88	10	tn	tn	NOUN
cet-13759	88	11	)	)	PUNCT
cet-13759	88	12	indicate	indicate	VERB
cet-13759	88	13	the	the	DET
cet-13759	88	14	correct	correct	ADJ
cet-13759	88	15	predictions	prediction	NOUN
cet-13759	88	16	of	of	ADP
cet-13759	88	17	“	"	PUNCT
cet-13759	88	18	potentially	potentially	ADV
cet-13759	88	19	suitable	suitable	ADJ
cet-13759	88	20	”	"	PUNCT
cet-13759	88	21	and	and	CCONJ
cet-13759	88	22	“	"	PUNCT
cet-13759	88	23	unsuitable	unsuitable	ADJ
cet-13759	88	24	”	"	PUNCT
cet-13759	88	25	materials	material	NOUN
cet-13759	88	26	,	,	PUNCT
cet-13759	88	27	respectively	respectively	ADV
cet-13759	88	28	.	.	PUNCT
cet-13759	89	1	likewise	likewise	ADV
cet-13759	89	2	,	,	PUNCT
cet-13759	89	3	false	false	ADJ
cet-13759	89	4	positive	positive	ADJ
cet-13759	89	5	(	(	PUNCT
cet-13759	89	6	fp	fp	NOUN
cet-13759	89	7	)	)	PUNCT
cet-13759	89	8	and	and	CCONJ
cet-13759	89	9	false	false	ADJ
cet-13759	89	10	negative	negative	ADJ
cet-13759	89	11	(	(	PUNCT
cet-13759	89	12	fn	fn	NOUN
cet-13759	89	13	)	)	PUNCT
cet-13759	89	14	indicate	indicate	VERB
cet-13759	89	15	the	the	DET
cet-13759	89	16	mislabelled	mislabelled	ADJ
cet-13759	89	17	“	"	PUNCT
cet-13759	89	18	unsuitable	unsuitable	ADJ
cet-13759	89	19	”	"	PUNCT
cet-13759	89	20	and	and	CCONJ
cet-13759	89	21	“	"	PUNCT
cet-13759	89	22	potentially	potentially	ADV
cet-13759	89	23	suitable	suitable	ADJ
cet-13759	89	24	”	"	PUNCT
cet-13759	89	25	materials	material	NOUN
cet-13759	89	26	,	,	PUNCT
cet-13759	89	27	respectively	respectively	ADV
cet-13759	89	28	.	.	PUNCT
cet-13759	90	1	the	the	DET
cet-13759	90	2	evaluation	evaluation	NOUN
cet-13759	90	3	metrics	metric	NOUN
cet-13759	90	4	of	of	ADP
cet-13759	90	5	these	these	DET
cet-13759	90	6	three	three	NUM
cet-13759	90	7	algorithms	algorithm	NOUN
cet-13759	90	8	are	be	AUX
cet-13759	90	9	reported	report	VERB
cet-13759	90	10	in	in	ADP
cet-13759	90	11	errore	errore	PROPN
cet-13759	90	12	.	.	PUNCT
cet-13759	90	13	l'origine	l'origine	PROPN
cet-13759	90	14	riferimento	riferimento	PROPN
cet-13759	90	15	non	non	PROPN
cet-13759	90	16	è	è	PROPN
cet-13759	90	17	stata	stata	PROPN
cet-13759	90	18	trovata	trovata	X
cet-13759	90	19	..	..	PUNCT
cet-13759	90	20	table	table	NOUN
cet-13759	90	21	2	2	NUM
cet-13759	90	22	:	:	PUNCT
cet-13759	90	23	accuracy	accuracy	NOUN
cet-13759	90	24	,	,	PUNCT
cet-13759	90	25	precision	precision	NOUN
cet-13759	90	26	,	,	PUNCT
cet-13759	90	27	and	and	CCONJ
cet-13759	90	28	recall	recall	VERB
cet-13759	90	29	for	for	ADP
cet-13759	90	30	random	random	ADJ
cet-13759	90	31	forest	forest	NOUN
cet-13759	90	32	,	,	PUNCT
cet-13759	90	33	adaboost	adaboost	ADV
cet-13759	90	34	,	,	PUNCT
cet-13759	90	35	and	and	CCONJ
cet-13759	90	36	artificial	artificial	ADJ
cet-13759	90	37	neural	neural	ADJ
cet-13759	90	38	network	network	NOUN
cet-13759	90	39	models	model	NOUN
cet-13759	90	40	evaluation	evaluation	NOUN
cet-13759	90	41	metric	metric	ADJ
cet-13759	90	42	formula	formula	NOUN
cet-13759	90	43	rf	rf	NOUN
cet-13759	90	44	ab	ab	PROPN
cet-13759	90	45	ann	ann	PROPN
cet-13759	90	46	accuracy	accuracy	NOUN
cet-13759	90	47	tp	tp	X
cet-13759	90	48	+	+	CCONJ
cet-13759	90	49	tn	tn	NOUN
cet-13759	90	50	tp	tp	ADP
cet-13759	90	51	+	+	CCONJ
cet-13759	90	52	tn	tn	PROPN
cet-13759	90	53	+	+	NUM
cet-13759	90	54	fp	fp	PROPN
cet-13759	91	1	+	+	NUM
cet-13759	91	2	fn	fn	NOUN
cet-13759	91	3	0.840	0.840	NUM
cet-13759	91	4	0.845	0.845	NUM
cet-13759	91	5	0.775	0.775	NUM
cet-13759	91	6	precision	precision	NOUN
cet-13759	91	7	tp	tp	NOUN
cet-13759	91	8	tp	tp	ADP
cet-13759	91	9	+	+	CCONJ
cet-13759	91	10	fp	fp	NUM
cet-13759	91	11	0.842	0.842	NUM
cet-13759	91	12	0.844	0.844	NUM
cet-13759	91	13	0.773	0.773	NUM
cet-13759	91	14	recall	recall	NOUN
cet-13759	91	15	tp	tp	ADP
cet-13759	91	16	tp	tp	ADP
cet-13759	92	1	+	+	CCONJ
cet-13759	92	2	fn	fn	VERB
cet-13759	92	3	0.840	0.840	NUM
cet-13759	92	4	0.845	0.845	NUM
cet-13759	92	5	0.775	0.775	NUM
cet-13759	92	6	the	the	DET
cet-13759	92	7	confusion	confusion	NOUN
cet-13759	92	8	matrices	matrix	NOUN
cet-13759	92	9	for	for	ADP
cet-13759	92	10	the	the	DET
cet-13759	92	11	three	three	NUM
cet-13759	92	12	classification	classification	NOUN
cet-13759	92	13	algorithms	algorithm	NOUN
cet-13759	92	14	are	be	AUX
cet-13759	92	15	represented	represent	VERB
cet-13759	92	16	in	in	ADP
cet-13759	92	17	figure	figure	NOUN
cet-13759	92	18	2	2	NUM
cet-13759	92	19	:	:	PUNCT
cet-13759	92	20	figure	figure	NOUN
cet-13759	92	21	2	2	NUM
cet-13759	92	22	:	:	PUNCT
cet-13759	92	23	confusion	confusion	NOUN
cet-13759	92	24	matrices	matrix	NOUN
cet-13759	92	25	for	for	ADP
cet-13759	92	26	a	a	DET
cet-13759	92	27	)	)	PUNCT
cet-13759	92	28	random	random	ADJ
cet-13759	92	29	forest	forest	NOUN
cet-13759	92	30	,	,	PUNCT
cet-13759	92	31	b	b	X
cet-13759	92	32	)	)	PUNCT
cet-13759	92	33	adaboost	adaboost	ADV
cet-13759	92	34	,	,	PUNCT
cet-13759	92	35	and	and	CCONJ
cet-13759	92	36	c	c	X
cet-13759	92	37	)	)	PUNCT
cet-13759	92	38	artificial	artificial	ADJ
cet-13759	92	39	neural	neural	ADJ
cet-13759	92	40	network	network	NOUN
cet-13759	92	41	models	model	NOUN
cet-13759	92	42	the	the	DET
cet-13759	92	43	random	random	ADJ
cet-13759	92	44	forest	forest	NOUN
cet-13759	92	45	algorithm	algorithm	NOUN
cet-13759	92	46	could	could	AUX
cet-13759	92	47	correctly	correctly	ADV
cet-13759	92	48	classify	classify	VERB
cet-13759	92	49	84	84	NUM
cet-13759	92	50	%	%	NOUN
cet-13759	92	51	of	of	ADP
cet-13759	92	52	the	the	DET
cet-13759	92	53	evaluation	evaluation	NOUN
cet-13759	92	54	database	database	NOUN
cet-13759	92	55	,	,	PUNCT
cet-13759	92	56	whereas	whereas	SCONJ
cet-13759	92	57	adaboost	adaboost	ADV
cet-13759	92	58	is	be	AUX
cet-13759	92	59	the	the	DET
cet-13759	92	60	most	most	ADV
cet-13759	92	61	competitive	competitive	ADJ
cet-13759	92	62	with	with	ADP
cet-13759	92	63	84.5	84.5	NUM
cet-13759	92	64	%	%	NOUN
cet-13759	92	65	accuracy	accuracy	NOUN
cet-13759	92	66	.	.	PUNCT
cet-13759	93	1	on	on	ADP
cet-13759	93	2	the	the	DET
cet-13759	93	3	other	other	ADJ
cet-13759	93	4	hand	hand	NOUN
cet-13759	93	5	,	,	PUNCT
cet-13759	93	6	artificial	artificial	ADJ
cet-13759	93	7	neural	neural	ADJ
cet-13759	93	8	network	network	NOUN
cet-13759	93	9	could	could	AUX
cet-13759	93	10	correctly	correctly	ADV
cet-13759	93	11	classify	classify	VERB
cet-13759	93	12	only	only	ADV
cet-13759	93	13	77.5	77.5	NUM
cet-13759	93	14	%	%	NOUN
cet-13759	93	15	of	of	ADP
cet-13759	93	16	the	the	DET
cet-13759	93	17	evaluation	evaluation	NOUN
cet-13759	93	18	datasets	dataset	NOUN
cet-13759	93	19	.	.	PUNCT
cet-13759	94	1	in	in	ADP
cet-13759	94	2	all	all	DET
cet-13759	94	3	cases	case	NOUN
cet-13759	94	4	,	,	PUNCT
cet-13759	94	5	the	the	DET
cet-13759	94	6	values	value	NOUN
cet-13759	94	7	of	of	ADP
cet-13759	94	8	accuracy	accuracy	NOUN
cet-13759	94	9	,	,	PUNCT
cet-13759	94	10	precision	precision	NOUN
cet-13759	94	11	,	,	PUNCT
cet-13759	94	12	and	and	CCONJ
cet-13759	94	13	recall	recall	NOUN
cet-13759	94	14	are	be	AUX
cet-13759	94	15	similar	similar	ADJ
cet-13759	94	16	.	.	PUNCT
cet-13759	95	1	it	it	PRON
cet-13759	95	2	is	be	AUX
cet-13759	95	3	expectable	expectable	ADJ
cet-13759	95	4	since	since	SCONJ
cet-13759	95	5	the	the	DET
cet-13759	95	6	model	model	NOUN
cet-13759	95	7	has	have	AUX
cet-13759	95	8	been	be	AUX
cet-13759	95	9	trained	train	VERB
cet-13759	95	10	and	and	CCONJ
cet-13759	95	11	evaluated	evaluate	VERB
cet-13759	95	12	on	on	ADP
cet-13759	95	13	a	a	DET
cet-13759	95	14	balanced	balanced	ADJ
cet-13759	95	15	dataset	dataset	NOUN
cet-13759	95	16	;	;	PUNCT
cet-13759	95	17	in	in	ADP
cet-13759	95	18	other	other	ADJ
cet-13759	95	19	words	word	NOUN
cet-13759	95	20	,	,	PUNCT
cet-13759	95	21	the	the	DET
cet-13759	95	22	share	share	NOUN
cet-13759	95	23	of	of	ADP
cet-13759	95	24	“	"	PUNCT
cet-13759	95	25	unsuitable	unsuitable	ADJ
cet-13759	95	26	”	"	PUNCT
cet-13759	95	27	and	and	CCONJ
cet-13759	95	28	“	"	PUNCT
cet-13759	95	29	potentially	potentially	ADV
cet-13759	95	30	suitable	suitable	ADJ
cet-13759	95	31	”	"	PUNCT
cet-13759	95	32	labels	label	NOUN
cet-13759	95	33	are	be	AUX
cet-13759	95	34	comparable	comparable	ADJ
cet-13759	95	35	.	.	PUNCT
cet-13759	96	1	it	it	PRON
cet-13759	96	2	is	be	AUX
cet-13759	96	3	worth	worth	ADJ
cet-13759	96	4	mentioning	mention	VERB
cet-13759	96	5	that	that	SCONJ
cet-13759	96	6	not	not	PART
cet-13759	96	7	all	all	DET
cet-13759	96	8	the	the	DET
cet-13759	96	9	evaluation	evaluation	NOUN
cet-13759	96	10	metrics	metric	NOUN
cet-13759	96	11	have	have	VERB
cet-13759	96	12	the	the	DET
cet-13759	96	13	same	same	ADJ
cet-13759	96	14	importance	importance	NOUN
cet-13759	96	15	.	.	PUNCT
cet-13759	97	1	the	the	DET
cet-13759	97	2	incorrect	incorrect	ADJ
cet-13759	97	3	prediction	prediction	NOUN
cet-13759	97	4	of	of	ADP
cet-13759	97	5	an	an	DET
cet-13759	97	6	“	"	PUNCT
cet-13759	97	7	unsuitable	unsuitable	ADJ
cet-13759	97	8	”	"	PUNCT
cet-13759	97	9	material	material	NOUN
cet-13759	97	10	,	,	PUNCT
cet-13759	97	11	classified	classify	VERB
cet-13759	97	12	as	as	ADP
cet-13759	97	13	a	a	DET
cet-13759	97	14	“	"	PUNCT
cet-13759	97	15	potentially	potentially	ADV
cet-13759	97	16	suitable	suitable	ADJ
cet-13759	97	17	”	"	PUNCT
cet-13759	97	18	one	one	NUM
cet-13759	97	19	,	,	PUNCT
cet-13759	97	20	has	have	VERB
cet-13759	97	21	more	more	ADJ
cet-13759	97	22	implications	implication	NOUN
cet-13759	97	23	than	than	ADP
cet-13759	97	24	vice	vice	ADV
cet-13759	97	25	versa	versa	ADV
cet-13759	97	26	.	.	PUNCT
cet-13759	98	1	this	this	DET
cet-13759	98	2	misclassification	misclassification	NOUN
cet-13759	98	3	underestimates	underestimate	VERB
cet-13759	98	4	the	the	DET
cet-13759	98	5	hydrogen	hydrogen	NOUN
cet-13759	98	6	effect	effect	NOUN
cet-13759	98	7	on	on	ADP
cet-13759	98	8	the	the	DET
cet-13759	98	9	metal	metal	NOUN
cet-13759	98	10	,	,	PUNCT
cet-13759	98	11	thus	thus	ADV
cet-13759	98	12	leading	lead	VERB
cet-13759	98	13	to	to	ADP
cet-13759	98	14	an	an	DET
cet-13759	98	15	improper	improper	ADJ
cet-13759	98	16	material	material	NOUN
cet-13759	98	17	selection	selection	NOUN
cet-13759	98	18	for	for	ADP
cet-13759	98	19	pipeline	pipeline	NOUN
cet-13759	98	20	applications	application	NOUN
cet-13759	98	21	and	and	CCONJ
cet-13759	98	22	increasing	increase	VERB
cet-13759	98	23	the	the	DET
cet-13759	98	24	risk	risk	NOUN
cet-13759	98	25	of	of	ADP
cet-13759	98	26	failure	failure	NOUN
cet-13759	98	27	.	.	PUNCT
cet-13759	99	1	hence	hence	ADV
cet-13759	99	2	,	,	PUNCT
cet-13759	99	3	fp	fp	X
cet-13759	99	4	results	result	NOUN
cet-13759	99	5	should	should	AUX
cet-13759	99	6	be	be	AUX
cet-13759	99	7	minimized	minimize	VERB
cet-13759	99	8	,	,	PUNCT
cet-13759	99	9	and	and	CCONJ
cet-13759	99	10	,	,	PUNCT
cet-13759	99	11	consequently	consequently	ADV
cet-13759	99	12	,	,	PUNCT
cet-13759	99	13	precision	precision	NOUN
cet-13759	99	14	is	be	AUX
cet-13759	99	15	the	the	DET
cet-13759	99	16	most	most	ADV
cet-13759	99	17	significant	significant	ADJ
cet-13759	99	18	evaluation	evaluation	NOUN
cet-13759	99	19	metric	metric	NOUN
cet-13759	99	20	for	for	ADP
cet-13759	99	21	this	this	DET
cet-13759	99	22	specific	specific	ADJ
cet-13759	99	23	application	application	NOUN
cet-13759	99	24	.	.	PUNCT
cet-13759	100	1	considering	consider	VERB
cet-13759	100	2	the	the	DET
cet-13759	100	3	nature	nature	NOUN
cet-13759	100	4	of	of	ADP
cet-13759	100	5	the	the	DET
cet-13759	100	6	dataset	dataset	NOUN
cet-13759	100	7	,	,	PUNCT
cet-13759	100	8	rf	rf	PRON
cet-13759	100	9	and	and	CCONJ
cet-13759	100	10	ab	ab	PROPN
cet-13759	100	11	have	have	AUX
cet-13759	100	12	been	be	AUX
cet-13759	100	13	identified	identify	VERB
cet-13759	100	14	as	as	ADP
cet-13759	100	15	effective	effective	ADJ
cet-13759	100	16	machine	machine	NOUN
cet-13759	100	17	-	-	PUNCT
cet-13759	100	18	learning	learn	VERB
cet-13759	100	19	techniques	technique	NOUN
cet-13759	100	20	,	,	PUNCT
cet-13759	100	21	compared	compare	VERB
cet-13759	100	22	to	to	ADP
cet-13759	100	23	the	the	DET
cet-13759	100	24	ann	ann	PROPN
cet-13759	100	25	classifier	classifier	NOUN
cet-13759	100	26	.	.	PUNCT
cet-13759	101	1	despite	despite	SCONJ
cet-13759	101	2	the	the	DET
cet-13759	101	3	metrics	metric	NOUN
cet-13759	101	4	,	,	PUNCT
cet-13759	101	5	it	it	PRON
cet-13759	101	6	is	be	AUX
cet-13759	101	7	crucial	crucial	ADJ
cet-13759	101	8	to	to	PART
cet-13759	101	9	understand	understand	VERB
cet-13759	101	10	that	that	SCONJ
cet-13759	101	11	he	he	PRON
cet-13759	101	12	depends	depend	VERB
cet-13759	101	13	on	on	ADP
cet-13759	101	14	several	several	ADJ
cet-13759	101	15	other	other	ADJ
cet-13759	101	16	factors	factor	NOUN
cet-13759	101	17	,	,	PUNCT
cet-13759	101	18	such	such	ADJ
cet-13759	101	19	as	as	ADP
cet-13759	101	20	internal	internal	ADJ
cet-13759	101	21	defects	defect	NOUN
cet-13759	101	22	,	,	PUNCT
cet-13759	101	23	orientation	orientation	NOUN
cet-13759	101	24	during	during	ADP
cet-13759	101	25	testing	testing	NOUN
cet-13759	101	26	,	,	PUNCT
cet-13759	101	27	and	and	CCONJ
cet-13759	101	28	material	material	NOUN
cet-13759	101	29	’s	’s	PART
cet-13759	101	30	anisotropy	anisotropy	NOUN
cet-13759	101	31	,	,	PUNCT
cet-13759	101	32	which	which	PRON
cet-13759	101	33	are	be	AUX
cet-13759	101	34	not	not	PART
cet-13759	101	35	quantifiable	quantifiable	ADJ
cet-13759	101	36	through	through	ADP
cet-13759	101	37	features	feature	NOUN
cet-13759	101	38	in	in	ADP
cet-13759	101	39	the	the	DET
cet-13759	101	40	database	database	NOUN
cet-13759	101	41	.	.	PUNCT
cet-13759	102	1	in	in	ADP
cet-13759	102	2	addition	addition	NOUN
cet-13759	102	3	,	,	PUNCT
cet-13759	102	4	a	a	DET
cet-13759	102	5	thorough	thorough	ADJ
cet-13759	102	6	assessment	assessment	NOUN
cet-13759	102	7	of	of	ADP
cet-13759	102	8	fracture	fracture	ADJ
cet-13759	102	9	toughness	toughness	NOUN
cet-13759	102	10	and	and	CCONJ
cet-13759	102	11	fatigue	fatigue	NOUN
cet-13759	102	12	performance	performance	NOUN
cet-13759	102	13	is	be	AUX
cet-13759	102	14	needed	need	VERB
cet-13759	102	15	for	for	ADP
cet-13759	102	16	a	a	DET
cet-13759	102	17	decisive	decisive	ADJ
cet-13759	102	18	evaluation	evaluation	NOUN
cet-13759	102	19	of	of	ADP
cet-13759	102	20	materials	material	NOUN
cet-13759	102	21	based	base	VERB
cet-13759	102	22	on	on	ADP
cet-13759	102	23	he	he	PRON
cet-13759	102	24	susceptibility	susceptibility	NOUN
cet-13759	102	25	.	.	PUNCT
cet-13759	103	1	table	table	NOUN
cet-13759	103	2	3	3	NUM
cet-13759	103	3	ranks	rank	VERB
cet-13759	103	4	the	the	DET
cet-13759	103	5	pipeline	pipeline	NOUN
cet-13759	103	6	steels	steel	NOUN
cet-13759	103	7	based	base	VERB
cet-13759	103	8	on	on	ADP
cet-13759	103	9	the	the	DET
cet-13759	103	10	percentage	percentage	NOUN
cet-13759	103	11	of	of	ADP
cet-13759	103	12	u	u	NOUN
cet-13759	103	13	labels	label	VERB
cet-13759	103	14	that	that	SCONJ
cet-13759	103	15	124	124	NUM
cet-13759	103	16	have	have	AUX
cet-13759	103	17	been	be	AUX
cet-13759	103	18	predicted	predict	VERB
cet-13759	103	19	and	and	CCONJ
cet-13759	103	20	indicates	indicate	VERB
cet-13759	103	21	the	the	DET
cet-13759	103	22	share	share	NOUN
cet-13759	103	23	of	of	ADP
cet-13759	103	24	these	these	DET
cet-13759	103	25	materials	material	NOUN
cet-13759	103	26	in	in	ADP
cet-13759	103	27	the	the	DET
cet-13759	103	28	european	european	PROPN
cet-13759	103	29	pipeline	pipeline	PROPN
cet-13759	103	30	network	network	NOUN
cet-13759	103	31	(	(	PUNCT
cet-13759	103	32	pluvinage	pluvinage	NOUN
cet-13759	103	33	,	,	PUNCT
cet-13759	103	34	2021	2021	NUM
cet-13759	103	35	)	)	PUNCT
cet-13759	103	36	.	.	PUNCT
cet-13759	104	1	table	table	NOUN
cet-13759	104	2	3	3	NUM
cet-13759	104	3	:	:	PUNCT
cet-13759	104	4	ranks	rank	NOUN
cet-13759	104	5	of	of	ADP
cet-13759	104	6	materials	material	NOUN
cet-13759	104	7	based	base	VERB
cet-13759	104	8	on	on	ADP
cet-13759	104	9	their	their	PRON
cet-13759	104	10	susceptibility	susceptibility	NOUN
cet-13759	104	11	towards	towards	ADP
cet-13759	104	12	he	he	PRON
cet-13759	104	13	rank	rank	NOUN
cet-13759	104	14	material	material	NOUN
cet-13759	104	15	share	share	NOUN
cet-13759	104	16	in	in	ADP
cet-13759	104	17	the	the	DET
cet-13759	104	18	european	european	PROPN
cet-13759	104	19	pipeline	pipeline	PROPN
cet-13759	104	20	network	network	NOUN
cet-13759	104	21	“	"	PUNCT
cet-13759	104	22	unsuitable	unsuitable	ADJ
cet-13759	104	23	”	"	PUNCT
cet-13759	104	24	predictions	prediction	NOUN
cet-13759	104	25	hydrogen	hydrogen	NOUN
cet-13759	104	26	compatibility	compatibility	NOUN
cet-13759	104	27	1	1	NUM
cet-13759	104	28	x100	x100	SYM
cet-13759	104	29	0	0	NUM
cet-13759	104	30	%	%	NOUN
cet-13759	104	31	89	89	NUM
cet-13759	104	32	%	%	NOUN
cet-13759	104	33	extremely	extremely	ADV
cet-13759	104	34	low	low	ADJ
cet-13759	104	35	2	2	NUM
cet-13759	104	36	x70	x70	NUM
cet-13759	104	37	9	9	NUM
cet-13759	104	38	%	%	NOUN
cet-13759	104	39	79	79	NUM
cet-13759	104	40	%	%	NOUN
cet-13759	104	41	extremely	extremely	ADV
cet-13759	104	42	low	low	ADJ
cet-13759	104	43	3	3	NUM
cet-13759	104	44	x52	x52	NOUN
cet-13759	104	45	–	–	PUNCT
cet-13759	104	46	grade	grade	NOUN
cet-13759	104	47	b	b	NOUN
cet-13759	104	48	25	25	NUM
cet-13759	104	49	%	%	NOUN
cet-13759	104	50	–	–	PUNCT
cet-13759	104	51	20	20	NUM
cet-13759	104	52	%	%	NOUN
cet-13759	104	53	50	50	NUM
cet-13759	104	54	%	%	NOUN
cet-13759	104	55	low	low	ADJ
cet-13759	104	56	4	4	NUM
cet-13759	104	57	x80	x80	NOUN
cet-13759	104	58	0	0	NUM
cet-13759	104	59	%	%	NOUN
cet-13759	104	60	48	48	NUM
cet-13759	104	61	%	%	NOUN
cet-13759	104	62	medium	medium	NOUN
cet-13759	104	63	–	–	PUNCT
cet-13759	104	64	low	low	ADJ
cet-13759	104	65	5	5	NUM
cet-13759	104	66	x65	x65	NOUN
cet-13759	104	67	7	7	NUM
cet-13759	104	68	%	%	NOUN
cet-13759	104	69	25	25	NUM
cet-13759	104	70	%	%	NOUN
cet-13759	104	71	medium	medium	ADJ
cet-13759	104	72	–	–	PUNCT
cet-13759	104	73	high	high	ADJ
cet-13759	104	74	6	6	NUM
cet-13759	104	75	x60	x60	NUM
cet-13759	104	76	23	23	NUM
cet-13759	104	77	%	%	NOUN
cet-13759	104	78	22	22	NUM
cet-13759	104	79	%	%	NOUN
cet-13759	104	80	medium	medium	ADJ
cet-13759	104	81	–	–	PUNCT
cet-13759	104	82	high	high	ADJ
cet-13759	104	83	7	7	NUM
cet-13759	104	84	42crmo4	42crmo4	NUM
cet-13759	104	85	0	0	NUM
cet-13759	104	86	%	%	NOUN
cet-13759	104	87	18	18	NUM
cet-13759	104	88	%	%	NOUN
cet-13759	104	89	high	high	ADJ
cet-13759	104	90	8	8	NUM
cet-13759	104	91	x42	x42	NOUN
cet-13759	104	92	–	–	PUNCT
cet-13759	104	93	x120	x120	PROPN
cet-13759	104	94	8	8	NUM
cet-13759	104	95	%	%	NOUN
cet-13759	104	96	–	–	PUNCT
cet-13759	104	97	0	0	NUM
cet-13759	104	98	%	%	NOUN
cet-13759	104	99	0	0	NUM
cet-13759	104	100	%	%	NOUN
cet-13759	104	101	very	very	ADV
cet-13759	104	102	high	high	ADJ
cet-13759	104	103	x100	x100	PROPN
cet-13759	104	104	has	have	AUX
cet-13759	104	105	been	be	AUX
cet-13759	104	106	identified	identify	VERB
cet-13759	104	107	as	as	ADP
cet-13759	104	108	the	the	DET
cet-13759	104	109	pipeline	pipeline	NOUN
cet-13759	104	110	material	material	NOUN
cet-13759	104	111	most	most	ADV
cet-13759	104	112	prone	prone	ADJ
cet-13759	104	113	to	to	ADP
cet-13759	104	114	hydrogen	hydrogen	NOUN
cet-13759	104	115	-	-	PUNCT
cet-13759	104	116	induced	induce	VERB
cet-13759	104	117	ductility	ductility	NOUN
cet-13759	104	118	loss	loss	NOUN
cet-13759	104	119	.	.	PUNCT
cet-13759	105	1	in	in	ADP
cet-13759	105	2	contrast	contrast	NOUN
cet-13759	105	3	,	,	PUNCT
cet-13759	105	4	x42	x42	PROPN
cet-13759	105	5	and	and	CCONJ
cet-13759	105	6	x120	x120	PROPN
cet-13759	105	7	are	be	AUX
cet-13759	105	8	the	the	DET
cet-13759	105	9	most	most	ADV
cet-13759	105	10	suitable	suitable	ADJ
cet-13759	105	11	low	low	ADJ
cet-13759	105	12	-	-	PUNCT
cet-13759	105	13	alloy	alloy	NOUN
cet-13759	105	14	steels	steel	NOUN
cet-13759	105	15	for	for	ADP
cet-13759	105	16	hydrogen	hydrogen	NOUN
cet-13759	105	17	pipelines	pipeline	NOUN
cet-13759	105	18	since	since	SCONJ
cet-13759	105	19	none	none	NOUN
cet-13759	105	20	of	of	ADP
cet-13759	105	21	the	the	DET
cet-13759	105	22	tests	test	NOUN
cet-13759	105	23	in	in	ADP
cet-13759	105	24	the	the	DET
cet-13759	105	25	dataset	dataset	NOUN
cet-13759	105	26	has	have	VERB
cet-13759	105	27	a	a	DET
cet-13759	105	28	u	u	NOUN
cet-13759	105	29	label	label	NOUN
cet-13759	105	30	.	.	PUNCT
cet-13759	106	1	however	however	ADV
cet-13759	106	2	,	,	PUNCT
cet-13759	106	3	the	the	DET
cet-13759	106	4	ranking	ranking	NOUN
cet-13759	106	5	is	be	AUX
cet-13759	106	6	based	base	VERB
cet-13759	106	7	on	on	ADP
cet-13759	106	8	a	a	DET
cet-13759	106	9	limited	limited	ADJ
cet-13759	106	10	number	number	NOUN
cet-13759	106	11	of	of	ADP
cet-13759	106	12	tests	test	NOUN
cet-13759	106	13	and	and	CCONJ
cet-13759	106	14	further	further	ADJ
cet-13759	106	15	developments	development	NOUN
cet-13759	106	16	of	of	ADP
cet-13759	106	17	the	the	DET
cet-13759	106	18	present	present	ADJ
cet-13759	106	19	approach	approach	NOUN
cet-13759	106	20	are	be	AUX
cet-13759	106	21	needed	need	VERB
cet-13759	106	22	;	;	PUNCT
cet-13759	106	23	hence	hence	ADV
cet-13759	106	24	,	,	PUNCT
cet-13759	106	25	these	these	DET
cet-13759	106	26	findings	finding	NOUN
cet-13759	106	27	should	should	AUX
cet-13759	106	28	not	not	PART
cet-13759	106	29	be	be	AUX
cet-13759	106	30	considered	consider	VERB
cet-13759	106	31	definitive	definitive	ADJ
cet-13759	106	32	.	.	PUNCT
cet-13759	107	1	even	even	ADV
cet-13759	107	2	if	if	SCONJ
cet-13759	107	3	high	high	ADJ
cet-13759	107	4	-	-	PUNCT
cet-13759	107	5	grade	grade	NOUN
cet-13759	107	6	steels	steel	NOUN
cet-13759	107	7	,	,	PUNCT
cet-13759	107	8	such	such	ADJ
cet-13759	107	9	as	as	ADP
cet-13759	107	10	x100	x100	PROPN
cet-13759	107	11	and	and	CCONJ
cet-13759	107	12	x120	x120	PROPN
cet-13759	107	13	,	,	PUNCT
cet-13759	107	14	have	have	AUX
cet-13759	107	15	been	be	AUX
cet-13759	107	16	developed	develop	VERB
cet-13759	107	17	for	for	ADP
cet-13759	107	18	natural	natural	ADJ
cet-13759	107	19	gas	gas	NOUN
cet-13759	107	20	transportation	transportation	NOUN
cet-13759	107	21	in	in	ADP
cet-13759	107	22	harsh	harsh	ADJ
cet-13759	107	23	environments	environment	NOUN
cet-13759	107	24	,	,	PUNCT
cet-13759	107	25	their	their	PRON
cet-13759	107	26	suitability	suitability	NOUN
cet-13759	107	27	in	in	ADP
cet-13759	107	28	hydrogenated	hydrogenated	ADJ
cet-13759	107	29	environments	environment	NOUN
cet-13759	107	30	is	be	AUX
cet-13759	107	31	not	not	PART
cet-13759	107	32	necessarily	necessarily	ADV
cet-13759	107	33	promising	promise	VERB
cet-13759	107	34	.	.	PUNCT
cet-13759	108	1	the	the	DET
cet-13759	108	2	most	most	ADV
cet-13759	108	3	used	used	ADJ
cet-13759	108	4	materials	material	NOUN
cet-13759	108	5	in	in	ADP
cet-13759	108	6	the	the	DET
cet-13759	108	7	existing	exist	VERB
cet-13759	108	8	pipeline	pipeline	NOUN
cet-13759	108	9	infrastructure	infrastructure	NOUN
cet-13759	108	10	,	,	PUNCT
cet-13759	108	11	i.e.	i.e.	X
cet-13759	108	12	,	,	PUNCT
cet-13759	108	13	grade	grade	NOUN
cet-13759	108	14	b	b	PROPN
cet-13759	108	15	and	and	CCONJ
cet-13759	108	16	x52	x52	NOUN
cet-13759	108	17	,	,	PUNCT
cet-13759	108	18	exhibit	exhibit	VERB
cet-13759	108	19	low	low	ADJ
cet-13759	108	20	hydrogen	hydrogen	NOUN
cet-13759	108	21	compatibility	compatibility	NOUN
cet-13759	108	22	,	,	PUNCT
cet-13759	108	23	depending	depend	VERB
cet-13759	108	24	on	on	ADP
cet-13759	108	25	the	the	DET
cet-13759	108	26	specific	specific	ADJ
cet-13759	108	27	operating	operating	NOUN
cet-13759	108	28	conditions	condition	NOUN
cet-13759	108	29	.	.	PUNCT
cet-13759	109	1	this	this	DET
cet-13759	109	2	result	result	NOUN
cet-13759	109	3	further	far	ADV
cet-13759	109	4	establishes	establish	VERB
cet-13759	109	5	the	the	DET
cet-13759	109	6	need	need	NOUN
cet-13759	109	7	to	to	PART
cet-13759	109	8	thoroughly	thoroughly	ADV
cet-13759	109	9	evaluate	evaluate	VERB
cet-13759	109	10	the	the	DET
cet-13759	109	11	material	material	NOUN
cet-13759	109	12	’s	’s	PART
cet-13759	109	13	features	feature	NOUN
cet-13759	109	14	before	before	ADP
cet-13759	109	15	drawing	draw	VERB
cet-13759	109	16	a	a	DET
cet-13759	109	17	definitive	definitive	ADJ
cet-13759	109	18	conclusion	conclusion	NOUN
cet-13759	109	19	regarding	regard	VERB
cet-13759	109	20	the	the	DET
cet-13759	109	21	identification	identification	NOUN
cet-13759	109	22	of	of	ADP
cet-13759	109	23	the	the	DET
cet-13759	109	24	most	most	ADV
cet-13759	109	25	suitable	suitable	ADJ
cet-13759	109	26	materials	material	NOUN
cet-13759	109	27	for	for	ADP
cet-13759	109	28	hydrogen	hydrogen	NOUN
cet-13759	109	29	applications	application	NOUN
cet-13759	109	30	.	.	PUNCT
cet-13759	110	1	figure	figure	NOUN
cet-13759	110	2	3	3	NUM
cet-13759	110	3	shows	show	VERB
cet-13759	110	4	the	the	DET
cet-13759	110	5	norwegian	norwegian	ADJ
cet-13759	110	6	cross	cross	ADJ
cet-13759	110	7	-	-	ADJ
cet-13759	110	8	border	border	ADJ
cet-13759	110	9	pipeline	pipeline	NOUN
cet-13759	110	10	network	network	NOUN
cet-13759	110	11	,	,	PUNCT
cet-13759	110	12	highlighting	highlight	VERB
cet-13759	110	13	the	the	DET
cet-13759	110	14	hydrogen	hydrogen	NOUN
cet-13759	110	15	compatibility	compatibility	NOUN
cet-13759	110	16	of	of	ADP
cet-13759	110	17	the	the	DET
cet-13759	110	18	existing	exist	VERB
cet-13759	110	19	infrastructure	infrastructure	NOUN
cet-13759	110	20	(	(	PUNCT
cet-13759	110	21	operated	operate	VERB
cet-13759	110	22	by	by	ADP
cet-13759	110	23	gassco	gassco	PROPN
cet-13759	110	24	as	as	ADP
cet-13759	110	25	)	)	PUNCT
cet-13759	110	26	.	.	PUNCT
cet-13759	111	1	information	information	NOUN
cet-13759	111	2	regarding	regard	VERB
cet-13759	111	3	the	the	DET
cet-13759	111	4	construction	construction	NOUN
cet-13759	111	5	materials	material	NOUN
cet-13759	111	6	is	be	AUX
cet-13759	111	7	not	not	PART
cet-13759	111	8	available	available	ADJ
cet-13759	111	9	for	for	ADP
cet-13759	111	10	most	most	ADJ
cet-13759	111	11	of	of	ADP
cet-13759	111	12	these	these	DET
cet-13759	111	13	pipelines	pipeline	NOUN
cet-13759	111	14	,	,	PUNCT
cet-13759	111	15	since	since	SCONJ
cet-13759	111	16	protected	protect	VERB
cet-13759	111	17	by	by	ADP
cet-13759	111	18	industrial	industrial	ADJ
cet-13759	111	19	secrecy	secrecy	NOUN
cet-13759	111	20	.	.	PUNCT
cet-13759	112	1	figure	figure	VERB
cet-13759	112	2	3	3	NUM
cet-13759	112	3	:	:	PUNCT
cet-13759	112	4	map	map	NOUN
cet-13759	112	5	of	of	ADP
cet-13759	112	6	the	the	DET
cet-13759	112	7	norwegian	norwegian	ADJ
cet-13759	112	8	cross	cross	ADJ
cet-13759	112	9	-	-	ADJ
cet-13759	112	10	border	border	ADJ
cet-13759	112	11	pipeline	pipeline	NOUN
cet-13759	112	12	network	network	NOUN
cet-13759	112	13	,	,	PUNCT
cet-13759	112	14	assessed	assess	VERB
cet-13759	112	15	for	for	ADP
cet-13759	112	16	hydrogen	hydrogen	NOUN
cet-13759	112	17	compatibility	compatibility	NOUN
cet-13759	112	18	in	in	ADP
cet-13759	112	19	addition	addition	NOUN
cet-13759	112	20	,	,	PUNCT
cet-13759	112	21	information	information	NOUN
cet-13759	112	22	regarding	regard	VERB
cet-13759	112	23	the	the	DET
cet-13759	112	24	terminals	terminal	NOUN
cet-13759	112	25	connected	connect	VERB
cet-13759	112	26	,	,	PUNCT
cet-13759	112	27	the	the	DET
cet-13759	112	28	total	total	ADJ
cet-13759	112	29	pipeline	pipeline	NOUN
cet-13759	112	30	length	length	NOUN
cet-13759	112	31	and	and	CCONJ
cet-13759	112	32	the	the	DET
cet-13759	112	33	construction	construction	NOUN
cet-13759	112	34	material	material	NOUN
cet-13759	112	35	is	be	AUX
cet-13759	112	36	provided	provide	VERB
cet-13759	112	37	in	in	ADP
cet-13759	112	38	table	table	NOUN
cet-13759	112	39	4	4	NUM
cet-13759	112	40	.	.	PUNCT
cet-13759	113	1	as	as	ADP
cet-13759	113	2	a	a	DET
cet-13759	113	3	result	result	NOUN
cet-13759	113	4	,	,	PUNCT
cet-13759	113	5	zeepipe	zeepipe	NOUN
cet-13759	113	6	(	(	PUNCT
cet-13759	113	7	connecting	connect	VERB
cet-13759	113	8	norway	norway	NOUN
cet-13759	113	9	to	to	ADP
cet-13759	113	10	belgium	belgium	NOUN
cet-13759	113	11	)	)	PUNCT
cet-13759	113	12	is	be	AUX
cet-13759	113	13	potentially	potentially	ADV
cet-13759	113	14	suitable	suitable	ADJ
cet-13759	113	15	for	for	ADP
cet-13759	113	16	hydrogen	hydrogen	NOUN
cet-13759	113	17	transport	transport	NOUN
cet-13759	113	18	.	.	PUNCT
cet-13759	114	1	in	in	ADP
cet-13759	114	2	contrast	contrast	NOUN
cet-13759	114	3	,	,	PUNCT
cet-13759	114	4	both	both	PRON
cet-13759	114	5	langled	langled	ADJ
cet-13759	114	6	(	(	PUNCT
cet-13759	114	7	connecting	connect	VERB
cet-13759	114	8	norway	norway	NOUN
cet-13759	114	9	to	to	ADP
cet-13759	114	10	england	england	PROPN
cet-13759	114	11	)	)	PUNCT
cet-13759	114	12	and	and	CCONJ
cet-13759	114	13	europipe	europipe	PROPN
cet-13759	114	14	ii	ii	PROPN
cet-13759	114	15	(	(	PUNCT
cet-13759	114	16	connecting	connect	VERB
cet-13759	114	17	norway	norway	NOUN
cet-13759	114	18	to	to	ADP
cet-13759	114	19	germany	germany	PROPN
cet-13759	114	20	)	)	PUNCT
cet-13759	114	21	have	have	AUX
cet-13759	114	22	been	be	AUX
cet-13759	114	23	designed	design	VERB
cet-13759	114	24	for	for	ADP
cet-13759	114	25	natural	natural	ADJ
cet-13759	114	26	gas	gas	NOUN
cet-13759	114	27	and	and	CCONJ
cet-13759	114	28	can	can	AUX
cet-13759	114	29	not	not	PART
cet-13759	114	30	be	be	AUX
cet-13759	114	31	used	use	VERB
cet-13759	114	32	to	to	PART
cet-13759	114	33	transport	transport	VERB
cet-13759	114	34	h2	h2	NOUN
cet-13759	114	35	gas	gas	NOUN
cet-13759	114	36	.	.	PUNCT
cet-13759	115	1	125	125	NUM
cet-13759	115	2	table	table	NOUN
cet-13759	115	3	4	4	NUM
cet-13759	115	4	:	:	PUNCT
cet-13759	115	5	cross	cross	ADJ
cet-13759	115	6	-	-	ADJ
cet-13759	115	7	border	border	ADJ
cet-13759	115	8	gas	gas	NOUN
cet-13759	115	9	pipelines	pipeline	NOUN
cet-13759	115	10	originating	originate	VERB
cet-13759	115	11	from	from	ADP
cet-13759	115	12	norway	norway	PROPN
cet-13759	115	13	with	with	ADP
cet-13759	115	14	publicly	publicly	ADV
cet-13759	115	15	disclosed	disclose	VERB
cet-13759	115	16	materials	material	NOUN
cet-13759	115	17	pipeline	pipeline	NOUN
cet-13759	115	18	terminals	terminal	NOUN
cet-13759	115	19	length	length	NOUN
cet-13759	115	20	material	material	NOUN
cet-13759	115	21	h2	h2	PROPN
cet-13759	115	22	compatibility	compatibility	NOUN
cet-13759	115	23	europipe	europipe	PROPN
cet-13759	115	24	ii	ii	PROPN
cet-13759	115	25	kårstø	kårstø	NOUN
cet-13759	115	26	(	(	PUNCT
cet-13759	115	27	no	no	INTJ
cet-13759	115	28	)	)	PUNCT
cet-13759	115	29	–	–	PUNCT
cet-13759	115	30	dornum	dornum	ADJ
cet-13759	115	31	(	(	PUNCT
cet-13759	115	32	ge	ge	PROPN
cet-13759	115	33	)	)	PUNCT
cet-13759	115	34	658	658	NUM
cet-13759	115	35	km	km	NOUN
cet-13759	115	36	x70	x70	NUM
cet-13759	116	1	extremely	extremely	ADV
cet-13759	116	2	low	low	ADJ
cet-13759	116	3	langeled	langeled	ADJ
cet-13759	116	4	north	north	NOUN
cet-13759	116	5	–	–	PUNCT
cet-13759	116	6	langeled	langele	VERB
cet-13759	116	7	south	south	ADJ
cet-13759	116	8	nyhamna	nyhamna	NOUN
cet-13759	116	9	(	(	PUNCT
cet-13759	116	10	no	no	NOUN
cet-13759	116	11	)	)	PUNCT
cet-13759	116	12	–	–	PUNCT
cet-13759	116	13	easington	easington	PROPN
cet-13759	116	14	(	(	PUNCT
cet-13759	116	15	uk	uk	PROPN
cet-13759	116	16	)	)	PUNCT
cet-13759	116	17	1170	1170	NUM
cet-13759	116	18	km	km	NOUN
cet-13759	116	19	x70	x70	NUM
cet-13759	116	20	extremely	extremely	ADV
cet-13759	116	21	low	low	ADJ
cet-13759	116	22	statpipe	statpipe	ADJ
cet-13759	116	23	–	–	PUNCT
cet-13759	116	24	tampen	tampen	NOUN
cet-13759	116	25	link	link	NOUN
cet-13759	116	26	–	–	PUNCT
cet-13759	116	27	flags	flag	NOUN
cet-13759	116	28	kårstø	kårstø	NOUN
cet-13759	116	29	–	–	PUNCT
cet-13759	116	30	st	st	PROPN
cet-13759	116	31	.	.	PROPN
cet-13759	116	32	fergus	fergus	PROPN
cet-13759	116	33	(	(	PUNCT
cet-13759	116	34	uk	uk	PROPN
cet-13759	116	35	)	)	PUNCT
cet-13759	116	36	781	781	NUM
cet-13759	116	37	km	km	NOUN
cet-13759	116	38	x65	x65	NOUN
cet-13759	116	39	medium	medium	ADJ
cet-13759	116	40	-	-	PUNCT
cet-13759	116	41	high	high	ADJ
cet-13759	116	42	zeepipe	zeepipe	NOUN
cet-13759	116	43	ii	ii	PROPN
cet-13759	116	44	a	a	DET
cet-13759	116	45	–	–	PUNCT
cet-13759	116	46	zeepipe	zeepipe	NOUN
cet-13759	116	47	kollsnes	kollsne	NOUN
cet-13759	116	48	(	(	PUNCT
cet-13759	116	49	no	no	NOUN
cet-13759	116	50	)	)	PUNCT
cet-13759	116	51	–	–	PUNCT
cet-13759	116	52	zeebrugge	zeebrugge	NOUN
cet-13759	116	53	(	(	PUNCT
cet-13759	116	54	be	be	AUX
cet-13759	116	55	)	)	PUNCT
cet-13759	116	56	1112	1112	NUM
cet-13759	116	57	km	km	PROPN
cet-13759	116	58	x65	x65	NOUN
cet-13759	116	59	medium	medium	ADJ
cet-13759	116	60	-	-	PUNCT
cet-13759	116	61	high	high	ADJ
cet-13759	116	62	5	5	NUM
cet-13759	116	63	.	.	PUNCT
cet-13759	116	64	conclusions	conclusion	NOUN
cet-13759	116	65	three	three	NUM
cet-13759	116	66	ml	ml	NOUN
cet-13759	116	67	algorithms	algorithm	NOUN
cet-13759	116	68	,	,	PUNCT
cet-13759	116	69	namely	namely	ADV
cet-13759	116	70	random	random	ADJ
cet-13759	116	71	forest	forest	NOUN
cet-13759	116	72	,	,	PUNCT
cet-13759	116	73	adaboost	adaboost	ADV
cet-13759	116	74	,	,	PUNCT
cet-13759	116	75	and	and	CCONJ
cet-13759	116	76	artificial	artificial	ADJ
cet-13759	116	77	neural	neural	ADJ
cet-13759	116	78	network	network	NOUN
cet-13759	116	79	have	have	AUX
cet-13759	116	80	been	be	AUX
cet-13759	116	81	employed	employ	VERB
cet-13759	116	82	to	to	PART
cet-13759	116	83	evaluate	evaluate	VERB
cet-13759	116	84	the	the	DET
cet-13759	116	85	he	he	PRON
cet-13759	116	86	susceptibility	susceptibility	NOUN
cet-13759	116	87	of	of	ADP
cet-13759	116	88	pipeline	pipeline	NOUN
cet-13759	116	89	steels	steel	NOUN
cet-13759	116	90	.	.	PUNCT
cet-13759	117	1	a	a	DET
cet-13759	117	2	database	database	NOUN
cet-13759	117	3	has	have	AUX
cet-13759	117	4	been	be	AUX
cet-13759	117	5	created	create	VERB
cet-13759	117	6	,	,	PUNCT
cet-13759	117	7	using	use	VERB
cet-13759	117	8	the	the	DET
cet-13759	117	9	results	result	NOUN
cet-13759	117	10	of	of	ADP
cet-13759	117	11	in	in	ADP
cet-13759	117	12	-	-	PUNCT
cet-13759	117	13	situ	situ	ADJ
cet-13759	117	14	tensile	tensile	NOUN
cet-13759	117	15	tests	test	NOUN
cet-13759	117	16	conducted	conduct	VERB
cet-13759	117	17	in	in	ADP
cet-13759	117	18	hydrogenated	hydrogenate	VERB
cet-13759	117	19	environments	environment	NOUN
cet-13759	117	20	.	.	PUNCT
cet-13759	118	1	a	a	DET
cet-13759	118	2	70	70	NUM
cet-13759	118	3	%	%	NOUN
cet-13759	118	4	sub	sub	NOUN
cet-13759	118	5	-	-	NOUN
cet-13759	118	6	database	database	NOUN
cet-13759	118	7	was	be	AUX
cet-13759	118	8	used	use	VERB
cet-13759	118	9	to	to	PART
cet-13759	118	10	train	train	VERB
cet-13759	118	11	the	the	DET
cet-13759	118	12	algorithms	algorithm	NOUN
cet-13759	118	13	,	,	PUNCT
cet-13759	118	14	while	while	SCONJ
cet-13759	118	15	the	the	DET
cet-13759	118	16	remaining	remain	VERB
cet-13759	118	17	30	30	NUM
cet-13759	118	18	%	%	NOUN
cet-13759	118	19	was	be	AUX
cet-13759	118	20	used	use	VERB
cet-13759	118	21	to	to	PART
cet-13759	118	22	test	test	VERB
cet-13759	118	23	them	they	PRON
cet-13759	118	24	.	.	PUNCT
cet-13759	119	1	the	the	DET
cet-13759	119	2	nature	nature	NOUN
cet-13759	119	3	of	of	ADP
cet-13759	119	4	the	the	DET
cet-13759	119	5	dataset	dataset	NOUN
cet-13759	119	6	,	,	PUNCT
cet-13759	119	7	the	the	DET
cet-13759	119	8	target	target	NOUN
cet-13759	119	9	to	to	PART
cet-13759	119	10	predict	predict	VERB
cet-13759	119	11	(	(	PUNCT
cet-13759	119	12	i.e.	i.e.	X
cet-13759	119	13	,	,	PUNCT
cet-13759	119	14	the	the	DET
cet-13759	119	15	embrittlement	embrittlement	NOUN
cet-13759	119	16	index	index	NOUN
cet-13759	119	17	)	)	PUNCT
cet-13759	119	18	,	,	PUNCT
cet-13759	119	19	and	and	CCONJ
cet-13759	119	20	the	the	DET
cet-13759	119	21	comparative	comparative	ADJ
cet-13759	119	22	analysis	analysis	NOUN
cet-13759	119	23	of	of	ADP
cet-13759	119	24	the	the	DET
cet-13759	119	25	algorithms	algorithm	NOUN
cet-13759	119	26	have	have	AUX
cet-13759	119	27	identified	identify	VERB
cet-13759	119	28	random	random	ADJ
cet-13759	119	29	forest	forest	NOUN
cet-13759	119	30	and	and	CCONJ
cet-13759	119	31	adaboost	adaboost	ADV
cet-13759	119	32	as	as	ADP
cet-13759	119	33	the	the	PRON
cet-13759	119	34	most	most	ADV
cet-13759	119	35	applicable	applicable	ADJ
cet-13759	119	36	and	and	CCONJ
cet-13759	119	37	efficient	efficient	ADJ
cet-13759	119	38	supervised	supervised	ADJ
cet-13759	119	39	learning	learn	VERB
cet-13759	119	40	techniques	technique	NOUN
cet-13759	119	41	for	for	ADP
cet-13759	119	42	this	this	DET
cet-13759	119	43	specific	specific	ADJ
cet-13759	119	44	application	application	NOUN
cet-13759	119	45	.	.	PUNCT
cet-13759	120	1	these	these	DET
cet-13759	120	2	algorithms	algorithm	NOUN
cet-13759	120	3	were	be	AUX
cet-13759	120	4	84	84	NUM
cet-13759	120	5	%	%	NOUN
cet-13759	120	6	and	and	CCONJ
cet-13759	120	7	84.5	84.5	NUM
cet-13759	120	8	%	%	NOUN
cet-13759	120	9	accurate	accurate	ADJ
cet-13759	120	10	in	in	ADP
cet-13759	120	11	predicting	predict	VERB
cet-13759	120	12	ei	ei	PROPN
cet-13759	120	13	.	.	PROPN
cet-13759	120	14	pipeline	pipeline	NOUN
cet-13759	120	15	materials	material	NOUN
cet-13759	120	16	have	have	AUX
cet-13759	120	17	been	be	AUX
cet-13759	120	18	ranked	rank	VERB
cet-13759	120	19	based	base	VERB
cet-13759	120	20	on	on	ADP
cet-13759	120	21	the	the	DET
cet-13759	120	22	he	he	PROPN
cet-13759	120	23	susceptibility	susceptibility	NOUN
cet-13759	120	24	.	.	PUNCT
cet-13759	121	1	finally	finally	ADV
cet-13759	121	2	,	,	PUNCT
cet-13759	121	3	the	the	DET
cet-13759	121	4	cross	cross	ADJ
cet-13759	121	5	-	-	ADJ
cet-13759	121	6	border	border	ADJ
cet-13759	121	7	pipelines	pipeline	NOUN
cet-13759	121	8	connecting	connect	VERB
cet-13759	121	9	norway	norway	NOUN
cet-13759	121	10	with	with	ADP
cet-13759	121	11	the	the	DET
cet-13759	121	12	rest	rest	NOUN
cet-13759	121	13	of	of	ADP
cet-13759	121	14	europe	europe	PROPN
cet-13759	121	15	,	,	PUNCT
cet-13759	121	16	have	have	AUX
cet-13759	121	17	been	be	AUX
cet-13759	121	18	assessed	assess	VERB
cet-13759	121	19	for	for	ADP
cet-13759	121	20	their	their	PRON
cet-13759	121	21	hydrogen	hydrogen	NOUN
cet-13759	121	22	compatibility	compatibility	NOUN
cet-13759	121	23	.	.	PUNCT
cet-13759	122	1	as	as	ADP
cet-13759	122	2	a	a	DET
cet-13759	122	3	result	result	NOUN
cet-13759	122	4	,	,	PUNCT
cet-13759	122	5	adapting	adapt	VERB
cet-13759	122	6	the	the	DET
cet-13759	122	7	natural	natural	ADJ
cet-13759	122	8	gas	gas	NOUN
cet-13759	122	9	pipeline	pipeline	NOUN
cet-13759	122	10	network	network	NOUN
cet-13759	122	11	for	for	ADP
cet-13759	122	12	hydrogen	hydrogen	NOUN
cet-13759	122	13	transport	transport	NOUN
cet-13759	122	14	requires	require	VERB
cet-13759	122	15	several	several	ADJ
cet-13759	122	16	modifications	modification	NOUN
cet-13759	122	17	in	in	ADP
cet-13759	122	18	the	the	DET
cet-13759	122	19	existing	exist	VERB
cet-13759	122	20	architecture	architecture	NOUN
cet-13759	122	21	and	and	CCONJ
cet-13759	122	22	a	a	DET
cet-13759	122	23	thorough	thorough	ADJ
cet-13759	122	24	evaluation	evaluation	NOUN
cet-13759	122	25	of	of	ADP
cet-13759	122	26	the	the	DET
cet-13759	122	27	impact	impact	NOUN
cet-13759	122	28	of	of	ADP
cet-13759	122	29	hydrogenated	hydrogenate	VERB
cet-13759	122	30	environments	environment	NOUN
cet-13759	122	31	on	on	ADP
cet-13759	122	32	fracture	fracture	ADJ
cet-13759	122	33	toughness	toughness	NOUN
cet-13759	122	34	and	and	CCONJ
cet-13759	122	35	fatigue	fatigue	NOUN
cet-13759	122	36	performance	performance	NOUN
cet-13759	122	37	.	.	PUNCT
cet-13759	123	1	acknowledgments	acknowledgment	NOUN
cet-13759	123	2	this	this	DET
cet-13759	123	3	work	work	NOUN
cet-13759	123	4	was	be	AUX
cet-13759	123	5	undertaken	undertake	VERB
cet-13759	123	6	as	as	ADP
cet-13759	123	7	a	a	DET
cet-13759	123	8	part	part	NOUN
cet-13759	123	9	of	of	ADP
cet-13759	123	10	the	the	DET
cet-13759	123	11	“	"	PUNCT
cet-13759	123	12	safe	safe	ADJ
cet-13759	123	13	hydrogen	hydrogen	NOUN
cet-13759	123	14	fuel	fuel	NOUN
cet-13759	123	15	handling	handling	NOUN
cet-13759	123	16	and	and	CCONJ
cet-13759	123	17	use	use	NOUN
cet-13759	123	18	for	for	ADP
cet-13759	123	19	efficient	efficient	ADJ
cet-13759	123	20	implementation	implementation	NOUN
cet-13759	123	21	2	2	NUM
cet-13759	123	22	”	"	PUNCT
cet-13759	123	23	(	(	PUNCT
cet-13759	123	24	sh2ift-2	sh2ift-2	NOUN
cet-13759	123	25	)	)	PUNCT
cet-13759	123	26	project	project	NOUN
cet-13759	123	27	,	,	PUNCT
cet-13759	123	28	and	and	CCONJ
cet-13759	123	29	the	the	DET
cet-13759	123	30	authors	author	NOUN
cet-13759	123	31	would	would	AUX
cet-13759	123	32	like	like	VERB
cet-13759	123	33	to	to	PART
cet-13759	123	34	acknowledge	acknowledge	VERB
cet-13759	123	35	the	the	DET
cet-13759	123	36	financial	financial	ADJ
cet-13759	123	37	support	support	NOUN
cet-13759	123	38	of	of	ADP
cet-13759	123	39	the	the	DET
cet-13759	123	40	research	research	NOUN
cet-13759	123	41	council	council	PROPN
cet-13759	123	42	of	of	ADP
cet-13759	123	43	norway	norway	PROPN
cet-13759	123	44	(	(	PUNCT
cet-13759	123	45	grant	grant	VERB
cet-13759	123	46	no	no	NOUN
cet-13759	123	47	.	.	NOUN
cet-13759	123	48	327009	327009	NUM
cet-13759	123	49	)	)	PUNCT
cet-13759	123	50	.	.	PUNCT
cet-13759	124	1	references	reference	NOUN
cet-13759	124	2	acer	acer	NOUN
cet-13759	124	3	,	,	PUNCT
cet-13759	124	4	2021	2021	NUM
cet-13759	124	5	,	,	PUNCT
cet-13759	124	6	transporting	transport	VERB
cet-13759	124	7	pure	pure	ADJ
cet-13759	124	8	hydrogen	hydrogen	NOUN
cet-13759	124	9	by	by	ADP
cet-13759	124	10	repurposing	repurpose	VERB
cet-13759	124	11	existing	exist	VERB
cet-13759	124	12	gas	gas	NOUN
cet-13759	124	13	infrastructure	infrastructure	NOUN
cet-13759	124	14	:	:	PUNCT
cet-13759	124	15	overview	overview	NOUN
cet-13759	124	16	of	of	ADP
cet-13759	124	17	existing	exist	VERB
cet-13759	124	18	studies	study	NOUN
cet-13759	124	19	and	and	CCONJ
cet-13759	124	20	reflections	reflection	NOUN
cet-13759	124	21	on	on	ADP
cet-13759	124	22	the	the	DET
cet-13759	124	23	conditions	condition	NOUN
cet-13759	124	24	for	for	ADP
cet-13759	124	25	repurposing	repurpose	VERB
cet-13759	124	26	.	.	PUNCT
cet-13759	125	1	api	api	NOUN
cet-13759	125	2	,	,	PUNCT
cet-13759	125	3	2018	2018	NUM
cet-13759	125	4	,	,	PUNCT
cet-13759	125	5	api	api	NOUN
cet-13759	125	6	5l	5l	ADJ
cet-13759	125	7	line	line	NOUN
cet-13759	125	8	pipe	pipe	NOUN
cet-13759	125	9	,	,	PUNCT
cet-13759	125	10	washington	washington	PROPN
cet-13759	125	11	,	,	PUNCT
cet-13759	125	12	usa	usa	PROPN
cet-13759	125	13	.	.	PROPN
cet-13759	125	14	asme	asme	PROPN
cet-13759	125	15	,	,	PUNCT
cet-13759	125	16	2019	2019	NUM
cet-13759	125	17	,	,	PUNCT
cet-13759	125	18	asme	asme	PROPN
cet-13759	125	19	b31.12	b31.12	PROPN
cet-13759	125	20	–	–	PUNCT
cet-13759	125	21	hydrogen	hydrogen	NOUN
cet-13759	125	22	piping	piping	NOUN
cet-13759	125	23	and	and	CCONJ
cet-13759	125	24	pipelines	pipeline	NOUN
cet-13759	125	25	,	,	PUNCT
cet-13759	125	26	new	new	PROPN
cet-13759	125	27	york	york	PROPN
cet-13759	125	28	,	,	PUNCT
cet-13759	125	29	usa	usa	PROPN
cet-13759	125	30	.	.	PROPN
cet-13759	125	31	campari	campari	PROPN
cet-13759	125	32	a.	a.	PROPN
cet-13759	125	33	,	,	PUNCT
cet-13759	125	34	nakhal	nakhal	VERB
cet-13759	125	35	a.j	a.j	PROPN
cet-13759	125	36	.	.	PROPN
cet-13759	125	37	,	,	PUNCT
cet-13759	125	38	ustolin	ustolin	PROPN
cet-13759	125	39	f.	f.	PROPN
cet-13759	125	40	,	,	PUNCT
cet-13759	125	41	alvaro	alvaro	PROPN
cet-13759	125	42	a.	a.	PROPN
cet-13759	125	43	,	,	PUNCT
cet-13759	125	44	ledda	ledda	NOUN
cet-13759	125	45	a.	a.	NOUN
cet-13759	125	46	,	,	PUNCT
cet-13759	125	47	agnello	agnello	PROPN
cet-13759	125	48	p.	p.	PROPN
cet-13759	125	49	,	,	PUNCT
cet-13759	125	50	moretto	moretto	PROPN
cet-13759	125	51	p.	p.	PROPN
cet-13759	125	52	,	,	PUNCT
cet-13759	125	53	patriarca	patriarca	PROPN
cet-13759	125	54	r.	r.	PROPN
cet-13759	125	55	,	,	PUNCT
cet-13759	125	56	paltrinieri	paltrinieri	PROPN
cet-13759	125	57	n.	n.	NOUN
cet-13759	125	58	,	,	PUNCT
cet-13759	125	59	2023a	2023a	NUM
cet-13759	125	60	,	,	PUNCT
cet-13759	125	61	lessons	lesson	NOUN
cet-13759	125	62	learned	learn	VERB
cet-13759	125	63	from	from	ADP
cet-13759	125	64	hiad	hiad	PROPN
cet-13759	125	65	2.0	2.0	NUM
cet-13759	125	66	:	:	PUNCT
cet-13759	125	67	inspection	inspection	NOUN
cet-13759	125	68	and	and	CCONJ
cet-13759	125	69	maintenance	maintenance	NOUN
cet-13759	125	70	to	to	PART
cet-13759	125	71	avoid	avoid	VERB
cet-13759	125	72	hydrogen	hydrogen	NOUN
cet-13759	125	73	-	-	PUNCT
cet-13759	125	74	induced	induce	VERB
cet-13759	125	75	material	material	NOUN
cet-13759	125	76	failures	failure	NOUN
cet-13759	125	77	,	,	PUNCT
cet-13759	125	78	comput	comput	NOUN
cet-13759	125	79	.	.	PUNCT
cet-13759	126	1	chem	chem	NOUN
cet-13759	126	2	.	.	PUNCT
cet-13759	127	1	eng	eng	PROPN
cet-13759	127	2	.	.	PROPN
cet-13759	127	3	,	,	PUNCT
cet-13759	127	4	173	173	NUM
cet-13759	127	5	.	.	PUNCT
cet-13759	127	6	campari	campari	PROPN
cet-13759	127	7	a.	a.	PROPN
cet-13759	127	8	,	,	PUNCT
cet-13759	127	9	ustolin	ustolin	PROPN
cet-13759	127	10	f.	f.	PROPN
cet-13759	127	11	,	,	PUNCT
cet-13759	127	12	alvaro	alvaro	PROPN
cet-13759	127	13	a.	a.	PROPN
cet-13759	127	14	,	,	PUNCT
cet-13759	127	15	paltrinieri	paltrinieri	PROPN
cet-13759	127	16	n.	n.	NOUN
cet-13759	127	17	,	,	PUNCT
cet-13759	127	18	2023b	2023b	NUM
cet-13759	127	19	,	,	PUNCT
cet-13759	127	20	a	a	DET
cet-13759	127	21	review	review	NOUN
cet-13759	127	22	on	on	ADP
cet-13759	127	23	hydrogen	hydrogen	NOUN
cet-13759	127	24	embrittlement	embrittlement	NOUN
cet-13759	127	25	and	and	CCONJ
cet-13759	127	26	risk	risk	NOUN
cet-13759	127	27	-	-	PUNCT
cet-13759	127	28	based	base	VERB
cet-13759	127	29	inspection	inspection	NOUN
cet-13759	127	30	of	of	ADP
cet-13759	127	31	hydrogen	hydrogen	NOUN
cet-13759	127	32	technologies	technology	NOUN
cet-13759	127	33	,	,	PUNCT
cet-13759	127	34	int	int	NOUN
cet-13759	127	35	.	.	PUNCT
cet-13759	128	1	j.	j.	PROPN
cet-13759	128	2	hydrog	hydrog	PROPN
cet-13759	128	3	.	.	PUNCT
cet-13759	129	1	energy	energy	NOUN
cet-13759	129	2	.	.	PUNCT
cet-13759	130	1	eiga	eiga	PROPN
cet-13759	130	2	,	,	PUNCT
cet-13759	130	3	2014	2014	NUM
cet-13759	130	4	,	,	PUNCT
cet-13759	130	5	hydrogen	hydrogen	NOUN
cet-13759	130	6	pipeline	pipeline	NOUN
cet-13759	130	7	systems	system	NOUN
cet-13759	130	8	,	,	PUNCT
cet-13759	130	9	bruxelles	bruxelle	NOUN
cet-13759	130	10	,	,	PUNCT
cet-13759	130	11	belgium	belgium	PROPN
cet-13759	130	12	.	.	PUNCT
cet-13759	131	1	iea	iea	PROPN
cet-13759	131	2	,	,	PUNCT
cet-13759	131	3	2019	2019	NUM
cet-13759	131	4	,	,	PUNCT
cet-13759	131	5	the	the	DET
cet-13759	131	6	future	future	NOUN
cet-13759	131	7	of	of	ADP
cet-13759	131	8	hydrogen	hydrogen	NOUN
cet-13759	131	9	seizing	seize	VERB
cet-13759	131	10	today	today	NOUN
cet-13759	131	11	’s	’s	PART
cet-13759	131	12	opportunities	opportunity	NOUN
cet-13759	131	13	.	.	PUNCT
cet-13759	132	1	nasa	nasa	PROPN
cet-13759	132	2	,	,	PUNCT
cet-13759	132	3	2016	2016	NUM
cet-13759	132	4	,	,	PUNCT
cet-13759	132	5	nasa	nasa	PROPN
cet-13759	132	6	/	/	SYM
cet-13759	132	7	tm-2016–218602	tm-2016–218602	PROPN
cet-13759	132	8	–	–	PUNCT
cet-13759	132	9	hydrogen	hydrogen	NOUN
cet-13759	132	10	embrittlement	embrittlement	NOUN
cet-13759	132	11	,	,	PUNCT
cet-13759	132	12	huntsville	huntsville	PROPN
cet-13759	132	13	,	,	PUNCT
cet-13759	132	14	usa	usa	PROPN
cet-13759	132	15	.	.	PROPN
cet-13759	132	16	pluvinage	pluvinage	PROPN
cet-13759	132	17	g.	g.	PROPN
cet-13759	132	18	,	,	PUNCT
cet-13759	132	19	2021	2021	NUM
cet-13759	132	20	,	,	PUNCT
cet-13759	132	21	mechanical	mechanical	ADJ
cet-13759	132	22	properties	property	NOUN
cet-13759	132	23	of	of	ADP
cet-13759	132	24	a	a	DET
cet-13759	132	25	wide	wide	ADJ
cet-13759	132	26	range	range	NOUN
cet-13759	132	27	of	of	ADP
cet-13759	132	28	pipe	pipe	NOUN
cet-13759	132	29	steels	steel	NOUN
cet-13759	132	30	under	under	ADP
cet-13759	132	31	influence	influence	NOUN
cet-13759	132	32	of	of	ADP
cet-13759	132	33	pure	pure	ADJ
cet-13759	132	34	hydrogen	hydrogen	NOUN
cet-13759	132	35	or	or	CCONJ
cet-13759	132	36	hydrogen	hydrogen	NOUN
cet-13759	132	37	blended	blend	VERB
cet-13759	132	38	with	with	ADP
cet-13759	132	39	natural	natural	ADJ
cet-13759	132	40	gas	gas	NOUN
cet-13759	132	41	,	,	PUNCT
cet-13759	132	42	int	int	NOUN
cet-13759	132	43	.	.	PUNCT
cet-13759	133	1	j.	j.	PROPN
cet-13759	133	2	press	press	PROPN
cet-13759	133	3	.	.	PUNCT
cet-13759	134	1	vessels	vessel	NOUN
cet-13759	134	2	pip	pip	PROPN
cet-13759	134	3	.	.	PROPN
cet-13759	134	4	,	,	PUNCT
cet-13759	134	5	190	190	NUM
cet-13759	134	6	.	.	PUNCT
cet-13759	134	7	praveena	praveena	NOUN
cet-13759	134	8	m.	m.	NOUN
cet-13759	134	9	,	,	PUNCT
cet-13759	134	10	2017	2017	NUM
cet-13759	134	11	,	,	PUNCT
cet-13759	134	12	a	a	DET
cet-13759	134	13	literature	literature	NOUN
cet-13759	134	14	review	review	NOUN
cet-13759	134	15	on	on	ADP
cet-13759	134	16	supervised	supervised	ADJ
cet-13759	134	17	machine	machine	NOUN
cet-13759	134	18	learning	learn	VERB
cet-13759	134	19	algorithms	algorithm	NOUN
cet-13759	134	20	and	and	CCONJ
cet-13759	134	21	boosting	boost	VERB
cet-13759	134	22	process	process	NOUN
cet-13759	134	23	,	,	PUNCT
cet-13759	134	24	int	int	NOUN
cet-13759	134	25	.	.	PUNCT
cet-13759	135	1	j.	j.	PROPN
cet-13759	135	2	comput	comput	PROPN
cet-13759	135	3	.	.	PUNCT
cet-13759	136	1	appl	appl	PROPN
cet-13759	136	2	.	.	PROPN
cet-13759	136	3	,	,	PUNCT
cet-13759	136	4	169	169	NUM
cet-13759	136	5	,	,	PUNCT
cet-13759	136	6	32	32	NUM
cet-13759	136	7	-	-	SYM
cet-13759	136	8	35	35	NUM
cet-13759	136	9	.	.	PUNCT
cet-13759	137	1	san	san	PROPN
cet-13759	137	2	marchi	marchi	PROPN
cet-13759	137	3	c.	c.	PROPN
cet-13759	137	4	,	,	PUNCT
cet-13759	137	5	somerday	somerday	PROPN
cet-13759	137	6	b.p	b.p	PROPN
cet-13759	137	7	.	.	PROPN
cet-13759	137	8	,	,	PUNCT
cet-13759	137	9	2012	2012	NUM
cet-13759	137	10	,	,	PUNCT
cet-13759	137	11	technical	technical	ADJ
cet-13759	137	12	reference	reference	NOUN
cet-13759	137	13	for	for	ADP
cet-13759	137	14	hydrogen	hydrogen	NOUN
cet-13759	137	15	compatibility	compatibility	NOUN
cet-13759	137	16	of	of	ADP
cet-13759	137	17	materials	material	NOUN
cet-13759	137	18	,	,	PUNCT
cet-13759	137	19	usa	usa	PROPN
cet-13759	137	20	.	.	PROPN
cet-13759	137	21	shanmugasundar	shanmugasundar	PROPN
cet-13759	137	22	g.	g.	PROPN
cet-13759	137	23	,	,	PUNCT
cet-13759	137	24	vanitha	vanitha	ADJ
cet-13759	137	25	m.	m.	NOUN
cet-13759	137	26	,	,	PUNCT
cet-13759	137	27	čep	čep	PROPN
cet-13759	137	28	r.	r.	PROPN
cet-13759	137	29	,	,	PUNCT
cet-13759	137	30	kumar	kumar	PROPN
cet-13759	137	31	v.	v.	PROPN
cet-13759	137	32	,	,	PUNCT
cet-13759	137	33	kalita	kalita	PROPN
cet-13759	137	34	k.	k.	PROPN
cet-13759	137	35	,	,	PUNCT
cet-13759	137	36	ramachandran	ramachandran	PROPN
cet-13759	137	37	m.	m.	NOUN
cet-13759	137	38	,	,	PUNCT
cet-13759	137	39	2021	2021	NUM
cet-13759	137	40	,	,	PUNCT
cet-13759	137	41	a	a	DET
cet-13759	137	42	comparative	comparative	ADJ
cet-13759	137	43	study	study	NOUN
cet-13759	137	44	of	of	ADP
cet-13759	137	45	linear	linear	PROPN
cet-13759	137	46	,	,	PUNCT
cet-13759	137	47	random	random	ADJ
cet-13759	137	48	forest	forest	NOUN
cet-13759	137	49	and	and	CCONJ
cet-13759	137	50	adaboost	adaboost	ADJ
cet-13759	137	51	regressions	regression	NOUN
cet-13759	137	52	for	for	ADP
cet-13759	137	53	modeling	model	VERB
cet-13759	137	54	non	non	ADJ
cet-13759	137	55	-	-	ADJ
cet-13759	137	56	traditional	traditional	ADJ
cet-13759	137	57	machining	machining	NOUN
cet-13759	137	58	,	,	PUNCT
cet-13759	137	59	process	process	NOUN
cet-13759	137	60	,	,	PUNCT
cet-13759	137	61	9	9	NUM
cet-13759	137	62	.	.	PUNCT
cet-13759	138	1	somerday	somerday	PROPN
cet-13759	138	2	b.p	b.p	PROPN
cet-13759	138	3	.	.	PROPN
cet-13759	138	4	,	,	PUNCT
cet-13759	138	5	san	san	PROPN
cet-13759	138	6	marchi	marchi	PROPN
cet-13759	138	7	c.	c.	PROPN
cet-13759	138	8	,	,	PUNCT
cet-13759	138	9	2007	2007	NUM
cet-13759	138	10	,	,	PUNCT
cet-13759	138	11	effects	effect	NOUN
cet-13759	138	12	of	of	ADP
cet-13759	138	13	hydrogen	hydrogen	NOUN
cet-13759	138	14	gas	gas	NOUN
cet-13759	138	15	on	on	ADP
cet-13759	138	16	steel	steel	NOUN
cet-13759	138	17	vessels	vessel	NOUN
cet-13759	138	18	and	and	CCONJ
cet-13759	138	19	pipelines	pipeline	NOUN
cet-13759	138	20	,	,	PUNCT
cet-13759	138	21	usa	usa	PROPN
cet-13759	138	22	.	.	PROPN
cet-13759	138	23	tamascelli	tamascelli	PROPN
cet-13759	138	24	n.	n.	PROPN
cet-13759	138	25	,	,	PUNCT
cet-13759	138	26	arslan	arslan	PROPN
cet-13759	138	27	t.	t.	PROPN
cet-13759	138	28	,	,	PUNCT
cet-13759	138	29	shahd	shahd	PROPN
cet-13759	138	30	s.l	s.l	PROPN
cet-13759	138	31	.	.	PROPN
cet-13759	138	32	,	,	PUNCT
cet-13759	138	33	paltrinieri	paltrinieri	PROPN
cet-13759	138	34	n.	n.	PROPN
cet-13759	138	35	,	,	PUNCT
cet-13759	138	36	cozzani	cozzani	PROPN
cet-13759	138	37	v.	v.	ADP
cet-13759	138	38	,	,	PUNCT
cet-13759	138	39	2020	2020	NUM
cet-13759	138	40	,	,	PUNCT
cet-13759	138	41	a	a	DET
cet-13759	138	42	machine	machine	NOUN
cet-13759	138	43	learning	learn	VERB
cet-13759	138	44	approach	approach	NOUN
cet-13759	138	45	to	to	PART
cet-13759	138	46	predict	predict	VERB
cet-13759	138	47	chattering	chatter	VERB
cet-13759	138	48	alarms	alarm	NOUN
cet-13759	138	49	,	,	PUNCT
cet-13759	138	50	chem	chem	NOUN
cet-13759	138	51	.	.	PUNCT
cet-13759	139	1	eng	eng	PROPN
cet-13759	139	2	.	.	PUNCT
cet-13759	140	1	trans	trans	PROPN
cet-13759	140	2	.	.	PROPN
cet-13759	140	3	,	,	PUNCT
cet-13759	140	4	82	82	NUM
cet-13759	140	5	,	,	PUNCT
cet-13759	140	6	187	187	NUM
cet-13759	140	7	-	-	SYM
cet-13759	140	8	192	192	NUM
cet-13759	140	9	.	.	PUNCT
cet-13759	140	10	tang	tang	PROPN
cet-13759	140	11	z.	z.	PROPN
cet-13759	140	12	,	,	PUNCT
cet-13759	140	13	stumpf	stumpf	PROPN
cet-13759	140	14	w.	w.	PROPN
cet-13759	140	15	,	,	PUNCT
cet-13759	140	16	2008	2008	NUM
cet-13759	140	17	,	,	PUNCT
cet-13759	140	18	the	the	DET
cet-13759	140	19	effect	effect	NOUN
cet-13759	140	20	of	of	ADP
cet-13759	140	21	microstructure	microstructure	NOUN
cet-13759	140	22	and	and	CCONJ
cet-13759	140	23	processing	processing	NOUN
cet-13759	140	24	variables	variable	NOUN
cet-13759	140	25	on	on	ADP
cet-13759	140	26	the	the	DET
cet-13759	140	27	yield	yield	NOUN
cet-13759	140	28	to	to	ADP
cet-13759	140	29	ultimate	ultimate	ADJ
cet-13759	140	30	tensile	tensile	NOUN
cet-13759	140	31	strength	strength	NOUN
cet-13759	140	32	ratio	ratio	NOUN
cet-13759	140	33	in	in	ADP
cet-13759	140	34	a	a	DET
cet-13759	140	35	nb	nb	NOUN
cet-13759	140	36	-	-	PUNCT
cet-13759	140	37	ti	ti	NOUN
cet-13759	140	38	and	and	CCONJ
cet-13759	140	39	a	a	DET
cet-13759	140	40	nb	nb	NOUN
cet-13759	140	41	-	-	PUNCT
cet-13759	140	42	ti	ti	NOUN
cet-13759	140	43	-	-	ADJ
cet-13759	140	44	mo	mo	ADJ
cet-13759	140	45	line	line	NOUN
cet-13759	140	46	pipe	pipe	NOUN
cet-13759	140	47	steel	steel	NOUN
cet-13759	140	48	,	,	PUNCT
cet-13759	140	49	mater	mater	NOUN
cet-13759	140	50	.	.	PUNCT
cet-13759	141	1	sci	sci	PROPN
cet-13759	141	2	.	.	PUNCT
cet-13759	142	1	eng	eng	PROPN
cet-13759	142	2	.	.	PUNCT
cet-13759	143	1	a	a	PRON
cet-13759	143	2	,	,	PUNCT
cet-13759	143	3	490	490	NUM
cet-13759	143	4	,	,	PUNCT
cet-13759	143	5	391–402	391–402	NUM
cet-13759	143	6	.	.	PUNCT
cet-13759	144	1	topolski	topolski	PROPN
cet-13759	144	2	k.	k.	PROPN
cet-13759	144	3	,	,	PUNCT
cet-13759	144	4	reznicek	reznicek	PROPN
cet-13759	144	5	e.p	e.p	PROPN
cet-13759	144	6	.	.	PROPN
cet-13759	144	7	,	,	PUNCT
cet-13759	144	8	erdener	erdener	NOUN
cet-13759	144	9	b.c	b.c	PROPN
cet-13759	144	10	.	.	PROPN
cet-13759	144	11	,	,	PUNCT
cet-13759	144	12	san	san	PROPN
cet-13759	144	13	marchi	marchi	PROPN
cet-13759	144	14	c.	c.	PROPN
cet-13759	144	15	,	,	PUNCT
cet-13759	144	16	ronevich	ronevich	VERB
cet-13759	144	17	j.a	j.a	PROPN
cet-13759	144	18	.	.	PROPN
cet-13759	144	19	,	,	PUNCT
cet-13759	144	20	fring	fre	VERB
cet-13759	144	21	l.	l.	PROPN
cet-13759	144	22	,	,	PUNCT
cet-13759	144	23	simmons	simmons	PROPN
cet-13759	144	24	k.	k.	PROPN
cet-13759	144	25	,	,	PUNCT
cet-13759	144	26	guerra	guerra	PROPN
cet-13759	144	27	fernandez	fernandez	PROPN
cet-13759	144	28	o.j	o.j	PROPN
cet-13759	144	29	.	.	PROPN
cet-13759	144	30	,	,	PUNCT
cet-13759	144	31	hodge	hodge	PROPN
cet-13759	144	32	b.m	b.m	PROPN
cet-13759	144	33	.	.	PROPN
cet-13759	144	34	,	,	PUNCT
cet-13759	144	35	chung	chung	PROPN
cet-13759	144	36	m.	m.	PROPN
cet-13759	144	37	,	,	PUNCT
cet-13759	144	38	2022	2022	NUM
cet-13759	144	39	,	,	PUNCT
cet-13759	144	40	hydrogen	hydrogen	NOUN
cet-13759	144	41	blending	blending	NOUN
cet-13759	144	42	into	into	ADP
cet-13759	144	43	natural	natural	ADJ
cet-13759	144	44	gas	gas	NOUN
cet-13759	144	45	pipeline	pipeline	NOUN
cet-13759	144	46	infrastructure	infrastructure	NOUN
cet-13759	144	47	:	:	PUNCT
cet-13759	144	48	review	review	NOUN
cet-13759	144	49	of	of	ADP
cet-13759	144	50	the	the	DET
cet-13759	144	51	state	state	NOUN
cet-13759	144	52	of	of	ADP
cet-13759	144	53	technology	technology	NOUN
cet-13759	144	54	,	,	PUNCT
cet-13759	144	55	denver	denver	PROPN
cet-13759	144	56	,	,	PUNCT
cet-13759	144	57	usa	usa	PROPN
cet-13759	144	58	.	.	PROPN
cet-13759	144	59	126	126	NUM
cet-13759	144	60	121subedi.pdf	121subedi.pdf	NUM
cet-13759	144	61	safety	safety	NOUN
cet-13759	144	62	evaluation	evaluation	NOUN
cet-13759	144	63	of	of	ADP
cet-13759	144	64	hydrogen	hydrogen	NOUN
cet-13759	144	65	pipeline	pipeline	NOUN
cet-13759	144	66	transport	transport	NOUN
cet-13759	144	67	:	:	PUNCT
cet-13759	144	68	an	an	DET
cet-13759	144	69	approach	approach	NOUN
cet-13759	144	70	based	base	VERB
cet-13759	144	71	on	on	ADP
cet-13759	144	72	machine	machine	NOUN
cet-13759	144	73	learning	learning	NOUN