id	sid	tid	token	lemma	pos
cet-15112	1	1	doi	doi	NOUN
cet-15112	1	2	:	:	PUNCT
cet-15112	1	3	10.3303	10.3303	NUM
cet-15112	1	4	/	/	SYM
cet-15112	1	5	cet25116004	cet25116004	NOUN
cet-15112	1	6	paper	paper	NOUN
cet-15112	1	7	received	receive	VERB
cet-15112	1	8	:	:	PUNCT
cet-15112	1	9	2	2	NUM
cet-15112	1	10	december	december	PROPN
cet-15112	1	11	2024	2024	NUM
cet-15112	1	12	;	;	PUNCT
cet-15112	1	13	revised	revise	VERB
cet-15112	1	14	:	:	PUNCT
cet-15112	1	15	18	18	NUM
cet-15112	1	16	january	january	NOUN
cet-15112	1	17	2025	2025	NUM
cet-15112	1	18	;	;	PUNCT
cet-15112	1	19	accepted	accept	VERB
cet-15112	1	20	:	:	PUNCT
cet-15112	1	21	10	10	NUM
cet-15112	1	22	april	april	PROPN
cet-15112	1	23	2025	2025	NUM
cet-15112	1	24	please	please	INTJ
cet-15112	1	25	cite	cite	VERB
cet-15112	1	26	this	this	DET
cet-15112	1	27	article	article	NOUN
cet-15112	1	28	as	as	ADP
cet-15112	1	29	:	:	PUNCT
cet-15112	1	30	selvaggio	selvaggio	NOUN
cet-15112	1	31	a.z	a.z	PROPN
cet-15112	1	32	.	.	PROPN
cet-15112	1	33	,	,	PUNCT
cet-15112	1	34	vianna	vianna	PROPN
cet-15112	1	35	s.s	s.s	PROPN
cet-15112	1	36	.	.	PROPN
cet-15112	1	37	,	,	PUNCT
cet-15112	1	38	2025	2025	NUM
cet-15112	1	39	,	,	PUNCT
cet-15112	1	40	leakage	leakage	NOUN
cet-15112	1	41	source	source	NOUN
cet-15112	1	42	localisation	localisation	NOUN
cet-15112	1	43	employing	employ	VERB
cet-15112	1	44	3d	3d	NOUN
cet-15112	1	45	-	-	PUNCT
cet-15112	1	46	cfd	cfd	NOUN
cet-15112	1	47	simulations	simulation	NOUN
cet-15112	1	48	and	and	CCONJ
cet-15112	1	49	gated	gate	VERB
cet-15112	1	50	recurrent	recurrent	ADJ
cet-15112	1	51	units	unit	NOUN
cet-15112	1	52	in	in	ADP
cet-15112	1	53	hydrogen	hydrogen	NOUN
cet-15112	1	54	releases	release	NOUN
cet-15112	1	55	,	,	PUNCT
cet-15112	1	56	chemical	chemical	ADJ
cet-15112	1	57	engineering	engineering	NOUN
cet-15112	1	58	transactions	transaction	NOUN
cet-15112	1	59	,	,	PUNCT
cet-15112	1	60	116	116	NUM
cet-15112	1	61	,	,	PUNCT
cet-15112	1	62	19	19	NUM
cet-15112	1	63	-	-	SYM
cet-15112	1	64	24	24	NUM
cet-15112	1	65	doi:10.3303	doi:10.3303	NOUN
cet-15112	1	66	/	/	SYM
cet-15112	1	67	cet25116004	cet25116004	NOUN
cet-15112	1	68	chemical	chemical	PROPN
cet-15112	1	69	engineering	engineering	NOUN
cet-15112	1	70	transactions	transaction	NOUN
cet-15112	1	71	vol	vol	NOUN
cet-15112	1	72	.	.	PROPN
cet-15112	2	1	116	116	NUM
cet-15112	2	2	,	,	PUNCT
cet-15112	3	1	2025	2025	NUM
cet-15112	3	2	a	a	DET
cet-15112	3	3	publication	publication	NOUN
cet-15112	3	4	of	of	ADP
cet-15112	3	5	the	the	DET
cet-15112	3	6	italian	italian	ADJ
cet-15112	3	7	association	association	NOUN
cet-15112	3	8	of	of	ADP
cet-15112	3	9	chemical	chemical	PROPN
cet-15112	3	10	engineering	engineering	NOUN
cet-15112	3	11	online	online	ADV
cet-15112	3	12	at	at	ADP
cet-15112	3	13	www.cetjournal.it	www.cetjournal.it	PROPN
cet-15112	3	14	guest	guest	NOUN
cet-15112	3	15	editors	editor	NOUN
cet-15112	3	16	:	:	PUNCT
cet-15112	3	17	bruno	bruno	PROPN
cet-15112	3	18	fabiano	fabiano	PROPN
cet-15112	3	19	,	,	PUNCT
cet-15112	3	20	valerio	valerio	PROPN
cet-15112	3	21	cozzani	cozzani	PROPN
cet-15112	3	22	copyright	copyright	NOUN
cet-15112	3	23	©	©	PROPN
cet-15112	3	24	2025	2025	NUM
cet-15112	3	25	,	,	PUNCT
cet-15112	3	26	aidic	aidic	ADJ
cet-15112	3	27	servizi	servizi	PROPN
cet-15112	3	28	s.r.l	s.r.l	NOUN
cet-15112	3	29	.	.	PUNCT
cet-15112	4	1	isbn	isbn	PROPN
cet-15112	4	2	979	979	NUM
cet-15112	4	3	-	-	SYM
cet-15112	4	4	12	12	NUM
cet-15112	4	5	-	-	PUNCT
cet-15112	4	6	81206	81206	NUM
cet-15112	4	7	-	-	SYM
cet-15112	4	8	18	18	NUM
cet-15112	4	9	-	-	SYM
cet-15112	4	10	2	2	NUM
cet-15112	4	11	;	;	PUNCT
cet-15112	4	12	issn	issn	PROPN
cet-15112	4	13	2283	2283	NUM
cet-15112	4	14	-	-	SYM
cet-15112	4	15	9216	9216	NUM
cet-15112	4	16	leakage	leakage	NOUN
cet-15112	4	17	source	source	NOUN
cet-15112	4	18	localisation	localisation	NOUN
cet-15112	4	19	employing	employ	VERB
cet-15112	4	20	3d	3d	NOUN
cet-15112	4	21	-	-	PUNCT
cet-15112	4	22	cfd	cfd	NOUN
cet-15112	4	23	simulations	simulation	NOUN
cet-15112	4	24	and	and	CCONJ
cet-15112	4	25	gated	gate	VERB
cet-15112	4	26	recurrent	recurrent	ADJ
cet-15112	4	27	units	unit	NOUN
cet-15112	4	28	in	in	ADP
cet-15112	4	29	hydrogen	hydrogen	NOUN
cet-15112	4	30	releases	release	NOUN
cet-15112	4	31	andré	andré	VERB
cet-15112	4	32	z.	z.	PROPN
cet-15112	4	33	selvaggio	selvaggio	PROPN
cet-15112	4	34	*	*	PROPN
cet-15112	4	35	,	,	PUNCT
cet-15112	4	36	sávio	sávio	PROPN
cet-15112	4	37	s.v	s.v	PROPN
cet-15112	4	38	.	.	PROPN
cet-15112	4	39	vianna	vianna	PROPN
cet-15112	4	40	university	university	PROPN
cet-15112	4	41	of	of	ADP
cet-15112	4	42	campinas	campinas	PROPN
cet-15112	4	43	,	,	PUNCT
cet-15112	4	44	school	school	NOUN
cet-15112	4	45	of	of	ADP
cet-15112	4	46	chemical	chemical	NOUN
cet-15112	4	47	engineering	engineering	NOUN
cet-15112	4	48	a116138@dac.unicamp.br	a116138@dac.unicamp.br	NOUN
cet-15112	4	49	gas	gas	NOUN
cet-15112	4	50	leakages	leakage	NOUN
cet-15112	4	51	present	present	VERB
cet-15112	4	52	significant	significant	ADJ
cet-15112	4	53	explosion	explosion	NOUN
cet-15112	4	54	hazards	hazard	NOUN
cet-15112	4	55	in	in	ADP
cet-15112	4	56	industrial	industrial	ADJ
cet-15112	4	57	settings	setting	NOUN
cet-15112	4	58	,	,	PUNCT
cet-15112	4	59	potentially	potentially	ADV
cet-15112	4	60	leading	lead	VERB
cet-15112	4	61	to	to	ADP
cet-15112	4	62	substantial	substantial	ADJ
cet-15112	4	63	human	human	ADJ
cet-15112	4	64	casualties	casualty	NOUN
cet-15112	4	65	,	,	PUNCT
cet-15112	4	66	environmental	environmental	ADJ
cet-15112	4	67	damage	damage	NOUN
cet-15112	4	68	,	,	PUNCT
cet-15112	4	69	and	and	CCONJ
cet-15112	4	70	economic	economic	ADJ
cet-15112	4	71	losses	loss	NOUN
cet-15112	4	72	in	in	ADP
cet-15112	4	73	accident	accident	NOUN
cet-15112	4	74	scenarios	scenario	NOUN
cet-15112	4	75	.	.	PUNCT
cet-15112	5	1	rapid	rapid	ADJ
cet-15112	5	2	detection	detection	NOUN
cet-15112	5	3	and	and	CCONJ
cet-15112	5	4	location	location	NOUN
cet-15112	5	5	of	of	ADP
cet-15112	5	6	leak	leak	NOUN
cet-15112	5	7	sources	source	NOUN
cet-15112	5	8	are	be	AUX
cet-15112	5	9	crucial	crucial	ADJ
cet-15112	5	10	for	for	ADP
cet-15112	5	11	timely	timely	ADV
cet-15112	5	12	corrective	corrective	ADJ
cet-15112	5	13	maintenance	maintenance	NOUN
cet-15112	5	14	,	,	PUNCT
cet-15112	5	15	mitigating	mitigate	VERB
cet-15112	5	16	the	the	DET
cet-15112	5	17	most	most	ADV
cet-15112	5	18	hazardous	hazardous	ADJ
cet-15112	5	19	situations	situation	NOUN
cet-15112	5	20	.	.	PUNCT
cet-15112	6	1	this	this	DET
cet-15112	6	2	study	study	NOUN
cet-15112	6	3	focuses	focus	VERB
cet-15112	6	4	on	on	ADP
cet-15112	6	5	developing	develop	VERB
cet-15112	6	6	gated	gate	VERB
cet-15112	6	7	recurrent	recurrent	ADJ
cet-15112	6	8	units	unit	NOUN
cet-15112	6	9	(	(	PUNCT
cet-15112	6	10	gru	gru	NOUN
cet-15112	6	11	)	)	PUNCT
cet-15112	6	12	to	to	PART
cet-15112	6	13	identify	identify	VERB
cet-15112	6	14	hydrogen	hydrogen	NOUN
cet-15112	6	15	leaks	leak	NOUN
cet-15112	6	16	in	in	ADP
cet-15112	6	17	a	a	DET
cet-15112	6	18	chemical	chemical	NOUN
cet-15112	6	19	process	process	NOUN
cet-15112	6	20	module	module	NOUN
cet-15112	6	21	due	due	ADP
cet-15112	6	22	to	to	ADP
cet-15112	6	23	hydrogen	hydrogen	NOUN
cet-15112	6	24	release	release	NOUN
cet-15112	6	25	.	.	PUNCT
cet-15112	7	1	training	training	NOUN
cet-15112	7	2	and	and	CCONJ
cet-15112	7	3	test	test	NOUN
cet-15112	7	4	databases	database	NOUN
cet-15112	7	5	were	be	AUX
cet-15112	7	6	generated	generate	VERB
cet-15112	7	7	using	use	VERB
cet-15112	7	8	3d	3d	NUM
cet-15112	7	9	-	-	PUNCT
cet-15112	7	10	cfd	cfd	NOUN
cet-15112	7	11	simulations	simulation	NOUN
cet-15112	7	12	for	for	ADP
cet-15112	7	13	four	four	NUM
cet-15112	7	14	leak	leak	NOUN
cet-15112	7	15	scenarios	scenario	NOUN
cet-15112	7	16	and	and	CCONJ
cet-15112	7	17	a	a	DET
cet-15112	7	18	non	non	ADJ
cet-15112	7	19	-	-	ADJ
cet-15112	7	20	leakage	leakage	ADJ
cet-15112	7	21	scenario	scenario	NOUN
cet-15112	7	22	.	.	PUNCT
cet-15112	8	1	the	the	DET
cet-15112	8	2	inputs	input	NOUN
cet-15112	8	3	consisted	consist	VERB
cet-15112	8	4	of	of	ADP
cet-15112	8	5	concentration	concentration	NOUN
cet-15112	8	6	profiles	profile	NOUN
cet-15112	8	7	from	from	ADP
cet-15112	8	8	eleven	eleven	NUM
cet-15112	8	9	sensors	sensor	NOUN
cet-15112	8	10	,	,	PUNCT
cet-15112	8	11	considering	consider	VERB
cet-15112	8	12	four	four	NUM
cet-15112	8	13	leak	leak	NOUN
cet-15112	8	14	sources	source	NOUN
cet-15112	8	15	,	,	PUNCT
cet-15112	8	16	four	four	NUM
cet-15112	8	17	wind	wind	NOUN
cet-15112	8	18	speeds	speed	NOUN
cet-15112	8	19	,	,	PUNCT
cet-15112	8	20	and	and	CCONJ
cet-15112	8	21	eight	eight	NUM
cet-15112	8	22	wind	wind	NOUN
cet-15112	8	23	directions	direction	NOUN
cet-15112	8	24	across	across	ADP
cet-15112	8	25	various	various	ADJ
cet-15112	8	26	temporal	temporal	ADJ
cet-15112	8	27	lengths	length	NOUN
cet-15112	8	28	.	.	PUNCT
cet-15112	9	1	the	the	DET
cet-15112	9	2	results	result	NOUN
cet-15112	9	3	demonstrated	demonstrate	VERB
cet-15112	9	4	improved	improved	ADJ
cet-15112	9	5	performance	performance	NOUN
cet-15112	9	6	with	with	ADP
cet-15112	9	7	higher	high	ADJ
cet-15112	9	8	input	input	NOUN
cet-15112	9	9	timesteps	timestep	NOUN
cet-15112	9	10	,	,	PUNCT
cet-15112	9	11	achieving	achieve	VERB
cet-15112	9	12	an	an	DET
cet-15112	9	13	accuracy	accuracy	NOUN
cet-15112	9	14	of	of	ADP
cet-15112	9	15	over	over	ADP
cet-15112	9	16	86.75	86.75	NUM
cet-15112	9	17	%	%	NOUN
cet-15112	9	18	for	for	ADP
cet-15112	9	19	unseen	unseen	ADJ
cet-15112	9	20	data	datum	NOUN
cet-15112	9	21	.	.	PUNCT
cet-15112	10	1	this	this	PRON
cet-15112	10	2	indicates	indicate	VERB
cet-15112	10	3	the	the	DET
cet-15112	10	4	strong	strong	ADJ
cet-15112	10	5	generalisation	generalisation	NOUN
cet-15112	10	6	of	of	ADP
cet-15112	10	7	the	the	DET
cet-15112	10	8	model	model	NOUN
cet-15112	10	9	capabilities	capability	NOUN
cet-15112	10	10	and	and	CCONJ
cet-15112	10	11	potential	potential	NOUN
cet-15112	10	12	for	for	ADP
cet-15112	10	13	predicting	predict	VERB
cet-15112	10	14	leaks	leak	NOUN
cet-15112	10	15	using	use	VERB
cet-15112	10	16	easily	easily	ADV
cet-15112	10	17	obtainable	obtainable	ADJ
cet-15112	10	18	inputs	input	NOUN
cet-15112	10	19	.	.	PUNCT
cet-15112	11	1	1	1	X
cet-15112	11	2	.	.	X
cet-15112	11	3	introduction	introduction	NOUN
cet-15112	11	4	leaks	leak	NOUN
cet-15112	11	5	of	of	ADP
cet-15112	11	6	hazardous	hazardous	ADJ
cet-15112	11	7	materials	material	NOUN
cet-15112	11	8	are	be	AUX
cet-15112	11	9	frequent	frequent	ADJ
cet-15112	11	10	occurrences	occurrence	NOUN
cet-15112	11	11	in	in	ADP
cet-15112	11	12	most	most	ADJ
cet-15112	11	13	industrial	industrial	ADJ
cet-15112	11	14	facilities	facility	NOUN
cet-15112	11	15	,	,	PUNCT
cet-15112	11	16	and	and	CCONJ
cet-15112	11	17	their	their	PRON
cet-15112	11	18	containment	containment	NOUN
cet-15112	11	19	failures	failure	NOUN
cet-15112	11	20	can	can	AUX
cet-15112	11	21	result	result	VERB
cet-15112	11	22	in	in	ADP
cet-15112	11	23	undesirable	undesirable	ADJ
cet-15112	11	24	consequences	consequence	NOUN
cet-15112	11	25	.	.	PUNCT
cet-15112	12	1	continuous	continuous	ADJ
cet-15112	12	2	monitoring	monitoring	NOUN
cet-15112	12	3	of	of	ADP
cet-15112	12	4	the	the	DET
cet-15112	12	5	potential	potential	ADJ
cet-15112	12	6	source	source	NOUN
cet-15112	12	7	of	of	ADP
cet-15112	12	8	leakage	leakage	NOUN
cet-15112	12	9	enables	enable	VERB
cet-15112	12	10	prompt	prompt	ADJ
cet-15112	12	11	response	response	NOUN
cet-15112	12	12	in	in	ADP
cet-15112	12	13	emergencies	emergency	NOUN
cet-15112	12	14	,	,	PUNCT
cet-15112	12	15	mitigating	mitigate	VERB
cet-15112	12	16	the	the	DET
cet-15112	12	17	overall	overall	ADJ
cet-15112	12	18	risk	risk	NOUN
cet-15112	12	19	of	of	ADP
cet-15112	12	20	fire	fire	NOUN
cet-15112	12	21	and	and	CCONJ
cet-15112	12	22	explosions	explosion	NOUN
cet-15112	12	23	.	.	PUNCT
cet-15112	13	1	consequently	consequently	ADV
cet-15112	13	2	,	,	PUNCT
cet-15112	13	3	numerous	numerous	ADJ
cet-15112	13	4	strategies	strategy	NOUN
cet-15112	13	5	have	have	AUX
cet-15112	13	6	been	be	AUX
cet-15112	13	7	investigated	investigate	VERB
cet-15112	13	8	over	over	ADP
cet-15112	13	9	the	the	DET
cet-15112	13	10	past	past	ADJ
cet-15112	13	11	few	few	ADJ
cet-15112	13	12	years	year	NOUN
cet-15112	13	13	to	to	PART
cet-15112	13	14	provide	provide	VERB
cet-15112	13	15	rapid	rapid	ADJ
cet-15112	13	16	and	and	CCONJ
cet-15112	13	17	accurate	accurate	ADJ
cet-15112	13	18	predictions	prediction	NOUN
cet-15112	13	19	of	of	ADP
cet-15112	13	20	the	the	DET
cet-15112	13	21	release	release	NOUN
cet-15112	13	22	location	location	NOUN
cet-15112	13	23	.	.	PUNCT
cet-15112	14	1	over	over	ADP
cet-15112	14	2	the	the	DET
cet-15112	14	3	past	past	ADJ
cet-15112	14	4	few	few	ADJ
cet-15112	14	5	years	year	NOUN
cet-15112	14	6	,	,	PUNCT
cet-15112	14	7	artificial	artificial	ADJ
cet-15112	14	8	intelligence	intelligence	NOUN
cet-15112	14	9	(	(	PUNCT
cet-15112	14	10	ai	ai	PROPN
cet-15112	14	11	)	)	PUNCT
cet-15112	14	12	has	have	AUX
cet-15112	14	13	been	be	AUX
cet-15112	14	14	utilised	utilise	VERB
cet-15112	14	15	to	to	PART
cet-15112	14	16	develop	develop	VERB
cet-15112	14	17	prediction	prediction	NOUN
cet-15112	14	18	models	model	NOUN
cet-15112	14	19	for	for	ADP
cet-15112	14	20	locating	locate	VERB
cet-15112	14	21	the	the	DET
cet-15112	14	22	source	source	NOUN
cet-15112	14	23	of	of	ADP
cet-15112	14	24	leaks	leak	NOUN
cet-15112	14	25	.	.	PUNCT
cet-15112	15	1	one	one	NUM
cet-15112	15	2	specific	specific	ADJ
cet-15112	15	3	ai	ai	NOUN
cet-15112	15	4	technique	technique	NOUN
cet-15112	15	5	that	that	PRON
cet-15112	15	6	has	have	AUX
cet-15112	15	7	been	be	AUX
cet-15112	15	8	successfully	successfully	ADV
cet-15112	15	9	employed	employ	VERB
cet-15112	15	10	to	to	PART
cet-15112	15	11	predict	predict	VERB
cet-15112	15	12	leakage	leakage	NOUN
cet-15112	15	13	sources	source	NOUN
cet-15112	15	14	is	be	AUX
cet-15112	15	15	recurrent	recurrent	ADJ
cet-15112	15	16	neural	neural	ADJ
cet-15112	15	17	networks	network	NOUN
cet-15112	15	18	(	(	PUNCT
cet-15112	15	19	rnn	rnn	PROPN
cet-15112	15	20	)	)	PUNCT
cet-15112	15	21	,	,	PUNCT
cet-15112	15	22	a	a	DET
cet-15112	15	23	set	set	NOUN
cet-15112	15	24	of	of	ADP
cet-15112	15	25	deep	deep	ADJ
cet-15112	15	26	learning	learning	NOUN
cet-15112	15	27	algorithms	algorithm	NOUN
cet-15112	15	28	that	that	PRON
cet-15112	15	29	feature	feature	VERB
cet-15112	15	30	loop	loop	NOUN
cet-15112	15	31	connections	connection	NOUN
cet-15112	15	32	to	to	PART
cet-15112	15	33	model	model	VERB
cet-15112	15	34	sequential	sequential	ADJ
cet-15112	15	35	dependencies	dependency	NOUN
cet-15112	15	36	.	.	PUNCT
cet-15112	16	1	this	this	DET
cet-15112	16	2	approach	approach	NOUN
cet-15112	16	3	significantly	significantly	ADV
cet-15112	16	4	enhances	enhance	VERB
cet-15112	16	5	the	the	DET
cet-15112	16	6	performance	performance	NOUN
cet-15112	16	7	of	of	ADP
cet-15112	16	8	neural	neural	ADJ
cet-15112	16	9	networks	network	NOUN
cet-15112	16	10	in	in	ADP
cet-15112	16	11	problems	problem	NOUN
cet-15112	16	12	that	that	PRON
cet-15112	16	13	involve	involve	VERB
cet-15112	16	14	time	time	NOUN
cet-15112	16	15	dependence	dependence	NOUN
cet-15112	16	16	(	(	PUNCT
cet-15112	16	17	patterson	patterson	PROPN
cet-15112	16	18	,	,	PUNCT
cet-15112	16	19	j.	j.	PROPN
cet-15112	16	20	and	and	CCONJ
cet-15112	16	21	gibson	gibson	PROPN
cet-15112	16	22	,	,	PUNCT
cet-15112	16	23	a.	a.	NOUN
cet-15112	16	24	,	,	PUNCT
cet-15112	16	25	2017	2017	NUM
cet-15112	16	26	)	)	PUNCT
cet-15112	16	27	.	.	PUNCT
cet-15112	17	1	among	among	ADP
cet-15112	17	2	rnn	rnn	NOUN
cet-15112	17	3	algorithms	algorithm	NOUN
cet-15112	17	4	,	,	PUNCT
cet-15112	17	5	the	the	DET
cet-15112	17	6	long	long	ADJ
cet-15112	17	7	short	short	ADJ
cet-15112	17	8	-	-	PUNCT
cet-15112	17	9	term	term	NOUN
cet-15112	17	10	memory	memory	NOUN
cet-15112	17	11	(	(	PUNCT
cet-15112	17	12	lstm	lstm	NOUN
cet-15112	17	13	)	)	PUNCT
cet-15112	17	14	networks	network	NOUN
cet-15112	17	15	have	have	AUX
cet-15112	17	16	garnered	garner	VERB
cet-15112	17	17	significant	significant	ADJ
cet-15112	17	18	attention	attention	NOUN
cet-15112	17	19	for	for	ADP
cet-15112	17	20	their	their	PRON
cet-15112	17	21	ability	ability	NOUN
cet-15112	17	22	to	to	PART
cet-15112	17	23	capture	capture	VERB
cet-15112	17	24	long	long	ADJ
cet-15112	17	25	-	-	PUNCT
cet-15112	17	26	term	term	NOUN
cet-15112	17	27	dependencies	dependency	NOUN
cet-15112	17	28	in	in	ADP
cet-15112	17	29	sequential	sequential	ADJ
cet-15112	17	30	data	datum	NOUN
cet-15112	17	31	.	.	PUNCT
cet-15112	18	1	kim	kim	PROPN
cet-15112	18	2	et	et	PROPN
cet-15112	18	3	al	al	PROPN
cet-15112	18	4	.	.	PROPN
cet-15112	19	1	(	(	PUNCT
cet-15112	19	2	2019	2019	NUM
cet-15112	19	3	)	)	PUNCT
cet-15112	19	4	employed	employ	VERB
cet-15112	19	5	lstm	lstm	NOUN
cet-15112	19	6	models	model	NOUN
cet-15112	19	7	to	to	PART
cet-15112	19	8	identify	identify	VERB
cet-15112	19	9	the	the	DET
cet-15112	19	10	five	five	NUM
cet-15112	19	11	most	most	ADV
cet-15112	19	12	probable	probable	ADJ
cet-15112	19	13	leak	leak	NOUN
cet-15112	19	14	sources	source	NOUN
cet-15112	19	15	within	within	ADP
cet-15112	19	16	a	a	DET
cet-15112	19	17	chemical	chemical	NOUN
cet-15112	19	18	site	site	NOUN
cet-15112	19	19	.	.	PUNCT
cet-15112	20	1	the	the	DET
cet-15112	20	2	training	training	NOUN
cet-15112	20	3	and	and	CCONJ
cet-15112	20	4	test	test	NOUN
cet-15112	20	5	data	datum	NOUN
cet-15112	20	6	were	be	AUX
cet-15112	20	7	acquired	acquire	VERB
cet-15112	20	8	through	through	ADP
cet-15112	20	9	two	two	NUM
cet-15112	20	10	-	-	PUNCT
cet-15112	20	11	dimensional	dimensional	ADJ
cet-15112	20	12	computational	computational	ADJ
cet-15112	20	13	fluid	fluid	ADJ
cet-15112	20	14	dynamics	dynamic	NOUN
cet-15112	20	15	(	(	PUNCT
cet-15112	20	16	cfd	cfd	NOUN
cet-15112	20	17	)	)	PUNCT
cet-15112	20	18	simulations	simulation	NOUN
cet-15112	20	19	.	.	PUNCT
cet-15112	21	1	the	the	DET
cet-15112	21	2	input	input	NOUN
cet-15112	21	3	parameters	parameter	NOUN
cet-15112	21	4	were	be	AUX
cet-15112	21	5	the	the	DET
cet-15112	21	6	wind	wind	NOUN
cet-15112	21	7	velocity	velocity	NOUN
cet-15112	21	8	,	,	PUNCT
cet-15112	21	9	wind	wind	NOUN
cet-15112	21	10	direction	direction	NOUN
cet-15112	21	11	,	,	PUNCT
cet-15112	21	12	and	and	CCONJ
cet-15112	21	13	one	one	NUM
cet-15112	21	14	-	-	PUNCT
cet-15112	21	15	minute	minute	NOUN
cet-15112	21	16	-	-	PUNCT
cet-15112	21	17	long	long	ADJ
cet-15112	21	18	concentration	concentration	NOUN
cet-15112	21	19	profiles	profile	NOUN
cet-15112	21	20	from	from	ADP
cet-15112	21	21	eleven	eleven	NUM
cet-15112	21	22	sensors	sensor	NOUN
cet-15112	21	23	.	.	PUNCT
cet-15112	22	1	the	the	DET
cet-15112	22	2	output	output	NOUN
cet-15112	22	3	consisted	consist	VERB
cet-15112	22	4	of	of	ADP
cet-15112	22	5	the	the	DET
cet-15112	22	6	leakage	leakage	NOUN
cet-15112	22	7	probability	probability	NOUN
cet-15112	22	8	of	of	ADP
cet-15112	22	9	forty	forty	NUM
cet-15112	22	10	potential	potential	ADJ
cet-15112	22	11	sources	source	NOUN
cet-15112	22	12	and	and	CCONJ
cet-15112	22	13	a	a	DET
cet-15112	22	14	non	non	ADJ
cet-15112	22	15	-	-	ADJ
cet-15112	22	16	leakage	leakage	ADJ
cet-15112	22	17	scenario	scenario	NOUN
cet-15112	22	18	.	.	PUNCT
cet-15112	23	1	the	the	DET
cet-15112	23	2	findings	finding	NOUN
cet-15112	23	3	demonstrated	demonstrate	VERB
cet-15112	23	4	exceptional	exceptional	ADJ
cet-15112	23	5	performance	performance	NOUN
cet-15112	23	6	,	,	PUNCT
cet-15112	23	7	with	with	ADP
cet-15112	23	8	test	test	NOUN
cet-15112	23	9	results	result	NOUN
cet-15112	23	10	achieving	achieve	VERB
cet-15112	23	11	an	an	DET
cet-15112	23	12	accuracy	accuracy	NOUN
cet-15112	23	13	of	of	ADP
cet-15112	23	14	over	over	ADP
cet-15112	23	15	97	97	NUM
cet-15112	23	16	%	%	NOUN
cet-15112	23	17	.	.	PUNCT
cet-15112	24	1	however	however	ADV
cet-15112	24	2	,	,	PUNCT
cet-15112	24	3	the	the	DET
cet-15112	24	4	authors	author	NOUN
cet-15112	24	5	employed	employ	VERB
cet-15112	24	6	a	a	DET
cet-15112	24	7	predetermined	predetermined	ADJ
cet-15112	24	8	temporal	temporal	ADJ
cet-15112	24	9	duration	duration	NOUN
cet-15112	24	10	and	and	CCONJ
cet-15112	24	11	failed	fail	VERB
cet-15112	24	12	to	to	PART
cet-15112	24	13	investigate	investigate	VERB
cet-15112	24	14	its	its	PRON
cet-15112	24	15	impact	impact	NOUN
cet-15112	24	16	.	.	PUNCT
cet-15112	25	1	no	no	DET
cet-15112	25	2	regularisation	regularisation	NOUN
cet-15112	25	3	techniques	technique	NOUN
cet-15112	25	4	were	be	AUX
cet-15112	25	5	employed	employ	VERB
cet-15112	25	6	,	,	PUNCT
cet-15112	25	7	resulting	result	VERB
cet-15112	25	8	in	in	ADP
cet-15112	25	9	overfitting	overfitting	NOUN
cet-15112	25	10	of	of	ADP
cet-15112	25	11	the	the	DET
cet-15112	25	12	final	final	ADJ
cet-15112	25	13	models	model	NOUN
cet-15112	25	14	.	.	PUNCT
cet-15112	26	1	furthermore	furthermore	ADV
cet-15112	26	2	,	,	PUNCT
cet-15112	26	3	the	the	DET
cet-15112	26	4	influence	influence	NOUN
cet-15112	26	5	of	of	ADP
cet-15112	26	6	geometry	geometry	NOUN
cet-15112	26	7	was	be	AUX
cet-15112	26	8	disregarded	disregard	VERB
cet-15112	26	9	in	in	ADP
cet-15112	26	10	the	the	DET
cet-15112	26	11	2d	2d	NOUN
cet-15112	26	12	-	-	PUNCT
cet-15112	26	13	cfd	cfd	NOUN
cet-15112	26	14	simulations	simulation	NOUN
cet-15112	26	15	.	.	PUNCT
cet-15112	27	1	similarly	similarly	ADV
cet-15112	27	2	,	,	PUNCT
cet-15112	27	3	selvaggio	selvaggio	VERB
cet-15112	27	4	et	et	PROPN
cet-15112	27	5	al	al	PROPN
cet-15112	27	6	.	.	PROPN
cet-15112	28	1	(	(	PUNCT
cet-15112	28	2	2022	2022	NUM
cet-15112	28	3	)	)	PUNCT
cet-15112	28	4	developed	develop	VERB
cet-15112	28	5	lstm	lstm	NOUN
cet-15112	28	6	models	model	NOUN
cet-15112	28	7	to	to	PART
cet-15112	28	8	identify	identify	VERB
cet-15112	28	9	gas	gas	NOUN
cet-15112	28	10	leaks	leak	NOUN
cet-15112	28	11	within	within	ADP
cet-15112	28	12	a	a	DET
cet-15112	28	13	chemical	chemical	NOUN
cet-15112	28	14	module	module	NOUN
cet-15112	28	15	.	.	PUNCT
cet-15112	29	1	the	the	DET
cet-15112	29	2	training	training	NOUN
cet-15112	29	3	and	and	CCONJ
cet-15112	29	4	test	test	NOUN
cet-15112	29	5	datasets	dataset	NOUN
cet-15112	29	6	were	be	AUX
cet-15112	29	7	generated	generate	VERB
cet-15112	29	8	through	through	ADP
cet-15112	29	9	3d	3d	NUM
cet-15112	29	10	-	-	PUNCT
cet-15112	29	11	cfd	cfd	NOUN
cet-15112	29	12	simulations	simulation	NOUN
cet-15112	29	13	that	that	PRON
cet-15112	29	14	incorporated	incorporate	VERB
cet-15112	29	15	varying	vary	VERB
cet-15112	29	16	wind	wind	NOUN
cet-15112	29	17	velocities	velocity	NOUN
cet-15112	29	18	and	and	CCONJ
cet-15112	29	19	directions	direction	NOUN
cet-15112	29	20	,	,	PUNCT
cet-15112	29	21	four	four	NUM
cet-15112	29	22	relatively	relatively	ADV
cet-15112	29	23	close	close	ADJ
cet-15112	29	24	leak	leak	NOUN
cet-15112	29	25	sources	source	NOUN
cet-15112	29	26	,	,	PUNCT
cet-15112	29	27	and	and	CCONJ
cet-15112	29	28	a	a	DET
cet-15112	29	29	non	non	ADJ
cet-15112	29	30	-	-	ADJ
cet-15112	29	31	leak	leak	ADJ
cet-15112	29	32	scenario	scenario	NOUN
cet-15112	29	33	.	.	PUNCT
cet-15112	30	1	the	the	DET
cet-15112	30	2	authors	author	NOUN
cet-15112	30	3	employed	employ	VERB
cet-15112	30	4	regularisation	regularisation	NOUN
cet-15112	30	5	techniques	technique	NOUN
cet-15112	30	6	to	to	PART
cet-15112	30	7	mitigate	mitigate	VERB
cet-15112	30	8	the	the	DET
cet-15112	30	9	overfitting	overfitte	VERB
cet-15112	30	10	issue	issue	NOUN
cet-15112	30	11	,	,	PUNCT
cet-15112	30	12	and	and	CCONJ
cet-15112	30	13	the	the	DET
cet-15112	30	14	input	input	NOUN
cet-15112	30	15	vectors	vector	NOUN
cet-15112	30	16	were	be	AUX
cet-15112	30	17	of	of	ADP
cet-15112	30	18	variable	variable	ADJ
cet-15112	30	19	length	length	NOUN
cet-15112	30	20	.	.	PUNCT
cet-15112	31	1	the	the	DET
cet-15112	31	2	results	result	NOUN
cet-15112	31	3	demonstrated	demonstrate	VERB
cet-15112	31	4	high	high	ADJ
cet-15112	31	5	generalisation	generalisation	NOUN
cet-15112	31	6	capabilities	capability	NOUN
cet-15112	31	7	for	for	ADP
cet-15112	31	8	unseen	unseen	ADJ
cet-15112	31	9	data	datum	NOUN
cet-15112	31	10	and	and	CCONJ
cet-15112	31	11	achieved	achieve	VERB
cet-15112	31	12	an	an	DET
cet-15112	31	13	accuracy	accuracy	NOUN
cet-15112	31	14	of	of	ADP
cet-15112	31	15	up	up	ADP
cet-15112	31	16	to	to	PART
cet-15112	31	17	96.30	96.30	NUM
cet-15112	31	18	%	%	NOUN
cet-15112	31	19	.	.	PUNCT
cet-15112	32	1	one	one	NUM
cet-15112	32	2	limitation	limitation	NOUN
cet-15112	32	3	of	of	ADP
cet-15112	32	4	lstm	lstm	NOUN
cet-15112	32	5	networks	network	NOUN
cet-15112	32	6	is	be	AUX
cet-15112	32	7	the	the	DET
cet-15112	32	8	number	number	NOUN
cet-15112	32	9	of	of	ADP
cet-15112	32	10	gates	gate	NOUN
cet-15112	32	11	and	and	CCONJ
cet-15112	32	12	the	the	DET
cet-15112	32	13	parameters	parameter	NOUN
cet-15112	32	14	that	that	PRON
cet-15112	32	15	need	need	VERB
cet-15112	32	16	to	to	PART
cet-15112	32	17	be	be	AUX
cet-15112	32	18	optimised	optimise	VERB
cet-15112	32	19	.	.	PUNCT
cet-15112	33	1	in	in	ADP
cet-15112	33	2	this	this	DET
cet-15112	33	3	context	context	NOUN
cet-15112	33	4	,	,	PUNCT
cet-15112	33	5	gated	gate	VERB
cet-15112	33	6	recurrent	recurrent	ADJ
cet-15112	33	7	units	unit	NOUN
cet-15112	33	8	(	(	PUNCT
cet-15112	33	9	gru	gru	NOUN
cet-15112	33	10	)	)	PUNCT
cet-15112	33	11	have	have	VERB
cet-15112	33	12	a	a	DET
cet-15112	33	13	similar	similar	ADJ
cet-15112	33	14	structure	structure	NOUN
cet-15112	33	15	,	,	PUNCT
cet-15112	33	16	but	but	CCONJ
cet-15112	33	17	their	their	PRON
cet-15112	33	18	gates	gate	NOUN
cet-15112	33	19	perform	perform	VERB
cet-15112	33	20	distinct	distinct	ADJ
cet-15112	33	21	functions	function	NOUN
cet-15112	33	22	,	,	PUNCT
cet-15112	33	23	reducing	reduce	VERB
cet-15112	33	24	19	19	NUM
cet-15112	33	25	dimensionality	dimensionality	NOUN
cet-15112	33	26	compared	compare	VERB
cet-15112	33	27	to	to	ADP
cet-15112	33	28	lstm	lstm	PROPN
cet-15112	33	29	(	(	PUNCT
cet-15112	33	30	aggarwal	aggarwal	PROPN
cet-15112	33	31	,	,	PUNCT
cet-15112	33	32	c.c	c.c	PROPN
cet-15112	33	33	.	.	PROPN
cet-15112	33	34	,	,	PUNCT
cet-15112	33	35	2019	2019	NUM
cet-15112	33	36	)	)	PUNCT
cet-15112	33	37	.	.	PUNCT
cet-15112	34	1	this	this	DET
cet-15112	34	2	algorithm	algorithm	NOUN
cet-15112	34	3	has	have	AUX
cet-15112	34	4	shown	show	VERB
cet-15112	34	5	interesting	interesting	ADJ
cet-15112	34	6	results	result	NOUN
cet-15112	34	7	for	for	ADP
cet-15112	34	8	multiple	multiple	ADJ
cet-15112	34	9	different	different	ADJ
cet-15112	34	10	classification	classification	NOUN
cet-15112	34	11	problems	problem	NOUN
cet-15112	34	12	such	such	ADJ
cet-15112	34	13	as	as	ADP
cet-15112	34	14	malware	malware	NOUN
cet-15112	34	15	identification	identification	NOUN
cet-15112	34	16	(	(	PUNCT
cet-15112	34	17	athiwaratkun	athiwaratkun	NOUN
cet-15112	34	18	,	,	PUNCT
cet-15112	34	19	b.	b.	PROPN
cet-15112	34	20	and	and	CCONJ
cet-15112	34	21	stokes	stokes	PROPN
cet-15112	34	22	,	,	PUNCT
cet-15112	34	23	j.w	j.w	PROPN
cet-15112	34	24	.	.	PROPN
cet-15112	34	25	,	,	PUNCT
cet-15112	34	26	2017	2017	NUM
cet-15112	34	27	)	)	PUNCT
cet-15112	34	28	,	,	PUNCT
cet-15112	34	29	spectral	spectral	ADJ
cet-15112	34	30	-	-	PUNCT
cet-15112	34	31	spatial	spatial	ADJ
cet-15112	34	32	classification	classification	NOUN
cet-15112	34	33	on	on	ADP
cet-15112	34	34	hyperspectral	hyperspectral	ADJ
cet-15112	34	35	images	image	NOUN
cet-15112	34	36	(	(	PUNCT
cet-15112	34	37	pan	pan	PROPN
cet-15112	34	38	,	,	PUNCT
cet-15112	34	39	e.	e.	PROPN
cet-15112	34	40	et	et	PROPN
cet-15112	34	41	al	al	PROPN
cet-15112	34	42	.	.	PROPN
cet-15112	34	43	,	,	PUNCT
cet-15112	34	44	2020	2020	NUM
cet-15112	34	45	)	)	PUNCT
cet-15112	34	46	,	,	PUNCT
cet-15112	34	47	cardiac	cardiac	ADJ
cet-15112	34	48	diagnosis	diagnosis	NOUN
cet-15112	34	49	using	use	VERB
cet-15112	34	50	biometric	biometric	ADJ
cet-15112	34	51	electrocardiogram	electrocardiogram	NOUN
cet-15112	34	52	(	(	PUNCT
cet-15112	34	53	lynn	lynn	PROPN
cet-15112	34	54	,	,	PUNCT
cet-15112	34	55	h.m	h.m	PROPN
cet-15112	34	56	.	.	PROPN
cet-15112	34	57	et	et	PROPN
cet-15112	34	58	al	al	PROPN
cet-15112	34	59	.	.	PROPN
cet-15112	34	60	,	,	PUNCT
cet-15112	34	61	2019	2019	NUM
cet-15112	34	62	)	)	PUNCT
cet-15112	34	63	and	and	CCONJ
cet-15112	34	64	emotion	emotion	NOUN
cet-15112	34	65	recognition	recognition	NOUN
cet-15112	34	66	employing	employ	VERB
cet-15112	34	67	noisy	noisy	ADJ
cet-15112	34	68	speech	speech	NOUN
cet-15112	34	69	(	(	PUNCT
cet-15112	34	70	rana	rana	PROPN
cet-15112	34	71	,	,	PUNCT
cet-15112	34	72	r.	r.	PROPN
cet-15112	34	73	,	,	PUNCT
cet-15112	34	74	2016	2016	NUM
cet-15112	34	75	)	)	PUNCT
cet-15112	34	76	.	.	PUNCT
cet-15112	35	1	the	the	DET
cet-15112	35	2	gated	gate	VERB
cet-15112	35	3	recurrent	recurrent	ADJ
cet-15112	35	4	unit	unit	NOUN
cet-15112	35	5	(	(	PUNCT
cet-15112	35	6	gru	gru	PROPN
cet-15112	35	7	)	)	PUNCT
cet-15112	35	8	is	be	AUX
cet-15112	35	9	a	a	DET
cet-15112	35	10	recursive	recursive	ADJ
cet-15112	35	11	convolutional	convolutional	ADJ
cet-15112	35	12	neural	neural	ADJ
cet-15112	35	13	network	network	NOUN
cet-15112	35	14	proposed	propose	VERB
cet-15112	35	15	by	by	ADP
cet-15112	35	16	cho	cho	PROPN
cet-15112	35	17	,	,	PUNCT
cet-15112	35	18	k.	k.	PROPN
cet-15112	35	19	et	et	PROPN
cet-15112	35	20	al	al	PROPN
cet-15112	35	21	.	.	PROPN
cet-15112	36	1	(	(	PUNCT
cet-15112	36	2	2014	2014	NUM
cet-15112	36	3	)	)	PUNCT
cet-15112	36	4	in	in	ADP
cet-15112	36	5	an	an	DET
cet-15112	36	6	encoder	encoder	NOUN
cet-15112	36	7	-	-	PUNCT
cet-15112	36	8	decoder	decoder	NOUN
cet-15112	36	9	architecture	architecture	NOUN
cet-15112	36	10	to	to	PART
cet-15112	36	11	address	address	VERB
cet-15112	36	12	the	the	DET
cet-15112	36	13	variable	variable	ADJ
cet-15112	36	14	-	-	PUNCT
cet-15112	36	15	length	length	NOUN
cet-15112	36	16	sequence	sequence	NOUN
cet-15112	36	17	problem	problem	NOUN
cet-15112	36	18	in	in	ADP
cet-15112	36	19	machine	machine	NOUN
cet-15112	36	20	translation	translation	NOUN
cet-15112	36	21	.	.	PUNCT
cet-15112	37	1	this	this	DET
cet-15112	37	2	approach	approach	NOUN
cet-15112	37	3	recursively	recursively	ADV
cet-15112	37	4	employs	employ	VERB
cet-15112	37	5	all	all	DET
cet-15112	37	6	network	network	NOUN
cet-15112	37	7	parameters	parameter	NOUN
cet-15112	37	8	in	in	ADP
cet-15112	37	9	the	the	DET
cet-15112	37	10	input	input	NOUN
cet-15112	37	11	sequence	sequence	NOUN
cet-15112	37	12	to	to	PART
cet-15112	37	13	generate	generate	VERB
cet-15112	37	14	an	an	DET
cet-15112	37	15	output	output	NOUN
cet-15112	37	16	vector	vector	NOUN
cet-15112	37	17	.	.	PUNCT
cet-15112	38	1	while	while	SCONJ
cet-15112	38	2	initially	initially	ADV
cet-15112	38	3	developed	develop	VERB
cet-15112	38	4	for	for	ADP
cet-15112	38	5	natural	natural	ADJ
cet-15112	38	6	language	language	NOUN
cet-15112	38	7	processing	processing	NOUN
cet-15112	38	8	,	,	PUNCT
cet-15112	38	9	gru	gru	PROPN
cet-15112	38	10	can	can	AUX
cet-15112	38	11	effectively	effectively	ADV
cet-15112	38	12	handle	handle	VERB
cet-15112	38	13	any	any	DET
cet-15112	38	14	sequential	sequential	ADJ
cet-15112	38	15	problem	problem	NOUN
cet-15112	38	16	by	by	ADP
cet-15112	38	17	leveraging	leverage	VERB
cet-15112	38	18	recursive	recursive	ADJ
cet-15112	38	19	calculations	calculation	NOUN
cet-15112	38	20	to	to	PART
cet-15112	38	21	store	store	VERB
cet-15112	38	22	long	long	ADJ
cet-15112	38	23	-	-	PUNCT
cet-15112	38	24	term	term	NOUN
cet-15112	38	25	and	and	CCONJ
cet-15112	38	26	short	short	ADJ
cet-15112	38	27	-	-	PUNCT
cet-15112	38	28	term	term	NOUN
cet-15112	38	29	information	information	NOUN
cet-15112	38	30	,	,	PUNCT
cet-15112	38	31	enhancing	enhance	VERB
cet-15112	38	32	their	their	PRON
cet-15112	38	33	performance	performance	NOUN
cet-15112	38	34	.	.	PUNCT
cet-15112	39	1	the	the	DET
cet-15112	39	2	gru	gru	PROPN
cet-15112	39	3	networks	network	NOUN
cet-15112	39	4	comprised	comprise	VERB
cet-15112	39	5	two	two	NUM
cet-15112	39	6	pivotal	pivotal	ADJ
cet-15112	39	7	structures	structure	NOUN
cet-15112	39	8	,	,	PUNCT
cet-15112	39	9	termed	term	VERB
cet-15112	39	10	update	update	NOUN
cet-15112	39	11	and	and	CCONJ
cet-15112	39	12	reset	reset	NOUN
cet-15112	39	13	gates	gate	NOUN
cet-15112	39	14	,	,	PUNCT
cet-15112	39	15	responsible	responsible	ADJ
cet-15112	39	16	for	for	ADP
cet-15112	39	17	regulating	regulate	VERB
cet-15112	39	18	the	the	DET
cet-15112	39	19	flow	flow	NOUN
cet-15112	39	20	of	of	ADP
cet-15112	39	21	information	information	NOUN
cet-15112	39	22	within	within	ADP
cet-15112	39	23	the	the	DET
cet-15112	39	24	model	model	NOUN
cet-15112	39	25	.	.	PUNCT
cet-15112	40	1	the	the	DET
cet-15112	40	2	update	update	NOUN
cet-15112	40	3	gate	gate	NOUN
cet-15112	40	4	determined	determine	VERB
cet-15112	40	5	the	the	DET
cet-15112	40	6	data	datum	NOUN
cet-15112	40	7	that	that	PRON
cet-15112	40	8	should	should	AUX
cet-15112	40	9	be	be	AUX
cet-15112	40	10	transmitted	transmit	VERB
cet-15112	40	11	to	to	ADP
cet-15112	40	12	the	the	DET
cet-15112	40	13	subsequent	subsequent	ADJ
cet-15112	40	14	state	state	NOUN
cet-15112	40	15	,	,	PUNCT
cet-15112	40	16	while	while	SCONJ
cet-15112	40	17	the	the	DET
cet-15112	40	18	reset	reset	NOUN
cet-15112	40	19	gate	gate	NOUN
cet-15112	40	20	determined	determine	VERB
cet-15112	40	21	the	the	DET
cet-15112	40	22	information	information	NOUN
cet-15112	40	23	that	that	PRON
cet-15112	40	24	should	should	AUX
cet-15112	40	25	be	be	AUX
cet-15112	40	26	discarded	discard	VERB
cet-15112	40	27	from	from	ADP
cet-15112	40	28	the	the	DET
cet-15112	40	29	previous	previous	ADJ
cet-15112	40	30	state	state	NOUN
cet-15112	40	31	.	.	PUNCT
cet-15112	41	1	this	this	DET
cet-15112	41	2	structure	structure	NOUN
cet-15112	41	3	could	could	AUX
cet-15112	41	4	store	store	VERB
cet-15112	41	5	both	both	DET
cet-15112	41	6	long	long	ADJ
cet-15112	41	7	-	-	PUNCT
cet-15112	41	8	term	term	NOUN
cet-15112	41	9	and	and	CCONJ
cet-15112	41	10	short	short	ADJ
cet-15112	41	11	-	-	PUNCT
cet-15112	41	12	term	term	NOUN
cet-15112	41	13	information	information	NOUN
cet-15112	41	14	while	while	SCONJ
cet-15112	41	15	selectively	selectively	ADV
cet-15112	41	16	filtering	filter	VERB
cet-15112	41	17	extraneous	extraneous	ADJ
cet-15112	41	18	information	information	NOUN
cet-15112	41	19	,	,	PUNCT
cet-15112	41	20	mitigating	mitigate	VERB
cet-15112	41	21	the	the	DET
cet-15112	41	22	vanishing	vanishing	NOUN
cet-15112	41	23	and	and	CCONJ
cet-15112	41	24	exploding	explode	VERB
cet-15112	41	25	gradients	gradient	NOUN
cet-15112	41	26	challenges	challenge	NOUN
cet-15112	41	27	that	that	PRON
cet-15112	41	28	were	be	AUX
cet-15112	41	29	commonly	commonly	ADV
cet-15112	41	30	encountered	encounter	VERB
cet-15112	41	31	during	during	ADP
cet-15112	41	32	the	the	DET
cet-15112	41	33	optimisation	optimisation	NOUN
cet-15112	41	34	phase	phase	NOUN
cet-15112	41	35	in	in	ADP
cet-15112	41	36	basic	basic	ADJ
cet-15112	41	37	recurrent	recurrent	ADJ
cet-15112	41	38	neural	neural	ADJ
cet-15112	41	39	networks	network	NOUN
cet-15112	41	40	(	(	PUNCT
cet-15112	41	41	salem	salem	NOUN
cet-15112	41	42	,	,	PUNCT
cet-15112	41	43	f.m	f.m	PROPN
cet-15112	41	44	.	.	PROPN
cet-15112	41	45	,	,	PUNCT
cet-15112	41	46	2022	2022	NUM
cet-15112	41	47	)	)	PUNCT
cet-15112	41	48	.	.	PUNCT
cet-15112	42	1	this	this	DET
cet-15112	42	2	work	work	NOUN
cet-15112	42	3	aimed	aim	VERB
cet-15112	42	4	to	to	PART
cet-15112	42	5	design	design	VERB
cet-15112	42	6	gru	gru	NOUN
cet-15112	42	7	capable	capable	ADJ
cet-15112	42	8	of	of	ADP
cet-15112	42	9	accurately	accurately	ADV
cet-15112	42	10	detecting	detect	VERB
cet-15112	42	11	gas	gas	NOUN
cet-15112	42	12	leaks	leak	NOUN
cet-15112	42	13	utilising	utilise	VERB
cet-15112	42	14	readily	readily	ADV
cet-15112	42	15	accessible	accessible	ADJ
cet-15112	42	16	variables	variable	NOUN
cet-15112	42	17	within	within	ADP
cet-15112	42	18	chemical	chemical	ADJ
cet-15112	42	19	facilities	facility	NOUN
cet-15112	42	20	.	.	PUNCT
cet-15112	43	1	to	to	PART
cet-15112	43	2	achieve	achieve	VERB
cet-15112	43	3	this	this	PRON
cet-15112	43	4	,	,	PUNCT
cet-15112	43	5	neural	neural	ADJ
cet-15112	43	6	networks	network	NOUN
cet-15112	43	7	were	be	AUX
cet-15112	43	8	trained	train	VERB
cet-15112	43	9	using	use	VERB
cet-15112	43	10	a	a	DET
cet-15112	43	11	database	database	NOUN
cet-15112	43	12	generated	generate	VERB
cet-15112	43	13	through	through	ADP
cet-15112	43	14	3d	3d	NUM
cet-15112	43	15	-	-	PUNCT
cet-15112	43	16	cfd	cfd	NOUN
cet-15112	43	17	simulations	simulation	NOUN
cet-15112	43	18	.	.	PUNCT
cet-15112	44	1	the	the	DET
cet-15112	44	2	module	module	NOUN
cet-15112	44	3	geometry	geometry	NOUN
cet-15112	44	4	and	and	CCONJ
cet-15112	44	5	wind	wind	NOUN
cet-15112	44	6	velocity	velocity	NOUN
cet-15112	44	7	field	field	NOUN
cet-15112	44	8	were	be	AUX
cet-15112	44	9	incorporated	incorporate	VERB
cet-15112	44	10	into	into	ADP
cet-15112	44	11	the	the	DET
cet-15112	44	12	model	model	NOUN
cet-15112	44	13	.	.	PUNCT
cet-15112	45	1	2	2	X
cet-15112	45	2	.	.	X
cet-15112	45	3	methodology	methodology	NOUN
cet-15112	45	4	this	this	DET
cet-15112	45	5	study	study	NOUN
cet-15112	45	6	employs	employ	VERB
cet-15112	45	7	a	a	DET
cet-15112	45	8	three	three	NUM
cet-15112	45	9	-	-	PUNCT
cet-15112	45	10	stage	stage	NOUN
cet-15112	45	11	approach	approach	NOUN
cet-15112	45	12	.	.	PUNCT
cet-15112	46	1	first	first	ADJ
cet-15112	46	2	,	,	PUNCT
cet-15112	46	3	computational	computational	ADJ
cet-15112	46	4	fluid	fluid	ADJ
cet-15112	46	5	dynamics	dynamic	NOUN
cet-15112	46	6	(	(	PUNCT
cet-15112	46	7	cfd	cfd	NOUN
cet-15112	46	8	)	)	PUNCT
cet-15112	46	9	modelling	modelling	NOUN
cet-15112	46	10	is	be	AUX
cet-15112	46	11	used	use	VERB
cet-15112	46	12	to	to	PART
cet-15112	46	13	select	select	VERB
cet-15112	46	14	the	the	DET
cet-15112	46	15	dispersion	dispersion	NOUN
cet-15112	46	16	cases	case	NOUN
cet-15112	46	17	for	for	ADP
cet-15112	46	18	numerical	numerical	ADJ
cet-15112	46	19	experimentation	experimentation	NOUN
cet-15112	46	20	.	.	PUNCT
cet-15112	47	1	second	second	ADJ
cet-15112	47	2	,	,	PUNCT
cet-15112	47	3	the	the	DET
cet-15112	47	4	data	data	NOUN
cet-15112	47	5	acquisition	acquisition	NOUN
cet-15112	47	6	process	process	NOUN
cet-15112	47	7	is	be	AUX
cet-15112	47	8	detailed	detail	VERB
cet-15112	47	9	,	,	PUNCT
cet-15112	47	10	including	include	VERB
cet-15112	47	11	post	post	ADJ
cet-15112	47	12	-	-	ADJ
cet-15112	47	13	processing	processing	ADJ
cet-15112	47	14	techniques	technique	NOUN
cet-15112	47	15	.	.	PUNCT
cet-15112	48	1	third	third	ADJ
cet-15112	48	2	,	,	PUNCT
cet-15112	48	3	an	an	DET
cet-15112	48	4	in	in	ADP
cet-15112	48	5	-	-	PUNCT
cet-15112	48	6	depth	depth	NOUN
cet-15112	48	7	analysis	analysis	NOUN
cet-15112	48	8	of	of	ADP
cet-15112	48	9	the	the	DET
cet-15112	48	10	gru	gru	PROPN
cet-15112	48	11	-	-	PROPN
cet-15112	48	12	ann	ann	PROPN
cet-15112	48	13	network	network	NOUN
cet-15112	48	14	employed	employ	VERB
cet-15112	48	15	in	in	ADP
cet-15112	48	16	this	this	DET
cet-15112	48	17	research	research	NOUN
cet-15112	48	18	is	be	AUX
cet-15112	48	19	provided	provide	VERB
cet-15112	48	20	.	.	PUNCT
cet-15112	49	1	2.1	2.1	NUM
cet-15112	49	2	computational	computational	ADJ
cet-15112	49	3	fluid	fluid	ADJ
cet-15112	49	4	dynamics	dynamic	NOUN
cet-15112	49	5	(	(	PUNCT
cet-15112	49	6	cfd	cfd	NOUN
cet-15112	49	7	)	)	PUNCT
cet-15112	49	8	the	the	DET
cet-15112	49	9	computational	computational	ADJ
cet-15112	49	10	simulations	simulation	NOUN
cet-15112	49	11	employed	employ	VERB
cet-15112	49	12	flacs	flac	NOUN
cet-15112	49	13	(	(	PUNCT
cet-15112	49	14	flame	flame	NOUN
cet-15112	49	15	accelaration	accelaration	NOUN
cet-15112	49	16	simulator	simulator	NOUN
cet-15112	49	17	)	)	PUNCT
cet-15112	49	18	,	,	PUNCT
cet-15112	49	19	a	a	DET
cet-15112	49	20	cfd	cfd	NOUN
cet-15112	49	21	solver	solver	ADV
cet-15112	49	22	developed	develop	VERB
cet-15112	49	23	by	by	ADP
cet-15112	49	24	gexcon	gexcon	NOUN
cet-15112	49	25	,	,	PUNCT
cet-15112	49	26	to	to	PART
cet-15112	49	27	generate	generate	VERB
cet-15112	49	28	the	the	DET
cet-15112	49	29	database	database	NOUN
cet-15112	49	30	.	.	PUNCT
cet-15112	50	1	the	the	DET
cet-15112	50	2	module	module	NOUN
cet-15112	50	3	’s	’s	PART
cet-15112	50	4	geometry	geometry	NOUN
cet-15112	50	5	comprised	comprise	VERB
cet-15112	50	6	two	two	NUM
cet-15112	50	7	36x12	36x12	NUM
cet-15112	50	8	m	m	NOUN
cet-15112	50	9	plate	plate	NOUN
cet-15112	50	10	decks	deck	NOUN
cet-15112	50	11	with	with	ADP
cet-15112	50	12	a	a	DET
cet-15112	50	13	height	height	NOUN
cet-15112	50	14	of	of	ADP
cet-15112	50	15	26	26	NUM
cet-15112	50	16	m.	m.	NOUN
cet-15112	50	17	eight	eight	NUM
cet-15112	50	18	wind	wind	NOUN
cet-15112	50	19	directions	direction	NOUN
cet-15112	50	20	,	,	PUNCT
cet-15112	50	21	four	four	NUM
cet-15112	50	22	wind	wind	NOUN
cet-15112	50	23	velocities	velocity	NOUN
cet-15112	50	24	,	,	PUNCT
cet-15112	50	25	and	and	CCONJ
cet-15112	50	26	four	four	NUM
cet-15112	50	27	leakage	leakage	NOUN
cet-15112	50	28	sources	source	NOUN
cet-15112	50	29	were	be	AUX
cet-15112	50	30	utilised	utilise	VERB
cet-15112	50	31	to	to	PART
cet-15112	50	32	simulate	simulate	VERB
cet-15112	50	33	gas	gas	NOUN
cet-15112	50	34	dispersion	dispersion	NOUN
cet-15112	50	35	within	within	ADP
cet-15112	50	36	the	the	DET
cet-15112	50	37	module	module	NOUN
cet-15112	50	38	.	.	PUNCT
cet-15112	51	1	eleven	eleven	NUM
cet-15112	51	2	locations	location	NOUN
cet-15112	51	3	were	be	AUX
cet-15112	51	4	identified	identify	VERB
cet-15112	51	5	through	through	ADP
cet-15112	51	6	optimisation	optimisation	NOUN
cet-15112	51	7	using	use	VERB
cet-15112	51	8	the	the	DET
cet-15112	51	9	set	set	NOUN
cet-15112	51	10	covering	covering	NOUN
cet-15112	51	11	problem	problem	NOUN
cet-15112	51	12	to	to	PART
cet-15112	51	13	monitor	monitor	VERB
cet-15112	51	14	the	the	DET
cet-15112	51	15	profile	profile	ADJ
cet-15112	51	16	concentration	concentration	NOUN
cet-15112	51	17	.	.	PUNCT
cet-15112	52	1	for	for	ADP
cet-15112	52	2	a	a	DET
cet-15112	52	3	comprehensive	comprehensive	ADJ
cet-15112	52	4	description	description	NOUN
cet-15112	52	5	of	of	ADP
cet-15112	52	6	the	the	DET
cet-15112	52	7	cfd	cfd	NOUN
cet-15112	52	8	simulations	simulation	NOUN
cet-15112	52	9	and	and	CCONJ
cet-15112	52	10	their	their	PRON
cet-15112	52	11	results	result	NOUN
cet-15112	52	12	,	,	PUNCT
cet-15112	52	13	readers	reader	NOUN
cet-15112	52	14	are	be	AUX
cet-15112	52	15	referred	refer	VERB
cet-15112	52	16	to	to	ADP
cet-15112	52	17	the	the	DET
cet-15112	52	18	corresponding	correspond	VERB
cet-15112	52	19	cfd	cfd	NOUN
cet-15112	52	20	sections	section	NOUN
cet-15112	52	21	in	in	ADP
cet-15112	52	22	selvaggio	selvaggio	NOUN
cet-15112	52	23	et	et	PROPN
cet-15112	52	24	al	al	PROPN
cet-15112	52	25	.	.	PROPN
cet-15112	53	1	(	(	PUNCT
cet-15112	53	2	2022	2022	NUM
cet-15112	53	3	)	)	PUNCT
cet-15112	53	4	.	.	PUNCT
cet-15112	54	1	the	the	DET
cet-15112	54	2	geometry	geometry	NOUN
cet-15112	54	3	,	,	PUNCT
cet-15112	54	4	depicted	depict	VERB
cet-15112	54	5	in	in	ADP
cet-15112	54	6	figure	figure	NOUN
cet-15112	54	7	1	1	NUM
cet-15112	54	8	,	,	PUNCT
cet-15112	54	9	was	be	AUX
cet-15112	54	10	designed	design	VERB
cet-15112	54	11	based	base	VERB
cet-15112	54	12	on	on	ADP
cet-15112	54	13	a	a	DET
cet-15112	54	14	conventional	conventional	ADJ
cet-15112	54	15	floating	float	VERB
cet-15112	54	16	production	production	NOUN
cet-15112	54	17	storage	storage	NOUN
cet-15112	54	18	and	and	CCONJ
cet-15112	54	19	offloading	offload	VERB
cet-15112	54	20	(	(	PUNCT
cet-15112	54	21	fpso	fpso	NOUN
cet-15112	54	22	)	)	PUNCT
cet-15112	54	23	module	module	NOUN
cet-15112	54	24	.	.	PUNCT
cet-15112	55	1	the	the	DET
cet-15112	55	2	mesh	mesh	NOUN
cet-15112	55	3	generation	generation	NOUN
cet-15112	55	4	adhered	adhere	VERB
cet-15112	55	5	to	to	ADP
cet-15112	55	6	the	the	DET
cet-15112	55	7	most	most	ADV
cet-15112	55	8	stringent	stringent	ADJ
cet-15112	55	9	guidelines	guideline	NOUN
cet-15112	55	10	for	for	ADP
cet-15112	55	11	cfd	cfd	NOUN
cet-15112	55	12	solvers	solver	NOUN
cet-15112	55	13	,	,	PUNCT
cet-15112	55	14	employing	employ	VERB
cet-15112	55	15	the	the	DET
cet-15112	55	16	porosity	porosity	NOUN
cet-15112	55	17	-	-	PUNCT
cet-15112	55	18	distributed	distribute	VERB
cet-15112	55	19	resistance	resistance	NOUN
cet-15112	55	20	(	(	PUNCT
cet-15112	55	21	pdr	pdr	NOUN
cet-15112	55	22	)	)	PUNCT
cet-15112	55	23	approach	approach	NOUN
cet-15112	55	24	for	for	ADP
cet-15112	55	25	parameterisation	parameterisation	NOUN
cet-15112	55	26	.	.	PUNCT
cet-15112	56	1	a	a	DET
cet-15112	56	2	grid	grid	NOUN
cet-15112	56	3	line	line	NOUN
cet-15112	56	4	was	be	AUX
cet-15112	56	5	fixed	fix	VERB
cet-15112	56	6	at	at	ADP
cet-15112	56	7	each	each	DET
cet-15112	56	8	deck	deck	NOUN
cet-15112	56	9	level	level	NOUN
cet-15112	56	10	.	.	PUNCT
cet-15112	57	1	within	within	ADP
cet-15112	57	2	the	the	DET
cet-15112	57	3	module	module	NOUN
cet-15112	57	4	,	,	PUNCT
cet-15112	57	5	the	the	DET
cet-15112	57	6	minimum	minimum	ADJ
cet-15112	57	7	grid	grid	NOUN
cet-15112	57	8	cell	cell	NOUN
cet-15112	57	9	size	size	NOUN
cet-15112	57	10	was	be	AUX
cet-15112	57	11	determined	determine	VERB
cet-15112	57	12	by	by	ADP
cet-15112	57	13	the	the	DET
cet-15112	57	14	leak	leak	NOUN
cet-15112	57	15	area	area	NOUN
cet-15112	57	16	.	.	PUNCT
cet-15112	58	1	the	the	DET
cet-15112	58	2	mesh	mesh	NOUN
cet-15112	58	3	was	be	AUX
cet-15112	58	4	expanded	expand	VERB
cet-15112	58	5	by	by	ADP
cet-15112	58	6	a	a	DET
cet-15112	58	7	20	20	NUM
cet-15112	58	8	%	%	NOUN
cet-15112	58	9	factor	factor	NOUN
cet-15112	58	10	up	up	ADP
cet-15112	58	11	to	to	PART
cet-15112	58	12	0.5	0.5	NUM
cet-15112	58	13	meters	meter	NOUN
cet-15112	58	14	and	and	CCONJ
cet-15112	58	15	maintained	maintain	VERB
cet-15112	58	16	at	at	ADP
cet-15112	58	17	a	a	DET
cet-15112	58	18	constant	constant	ADJ
cet-15112	58	19	resolution	resolution	NOUN
cet-15112	58	20	unti	unti	PROPN
cet-15112	58	21	l	l	PROPN
cet-15112	58	22	the	the	DET
cet-15112	58	23	geometry	geometry	NOUN
cet-15112	58	24	’s	’s	PART
cet-15112	58	25	boundary	boundary	NOUN
cet-15112	58	26	.	.	PUNCT
cet-15112	59	1	the	the	DET
cet-15112	59	2	flacs	flac	NOUN
cet-15112	59	3	-	-	PUNCT
cet-15112	59	4	cfd	cfd	NOUN
cet-15112	59	5	solver	solver	NOUN
cet-15112	59	6	employs	employ	VERB
cet-15112	59	7	the	the	DET
cet-15112	59	8	finite	finite	ADJ
cet-15112	59	9	volume	volume	NOUN
cet-15112	59	10	method	method	NOUN
cet-15112	59	11	(	(	PUNCT
cet-15112	59	12	fvm	fvm	ADV
cet-15112	59	13	)	)	PUNCT
cet-15112	59	14	to	to	PART
cet-15112	59	15	address	address	VERB
cet-15112	59	16	transport	transport	NOUN
cet-15112	59	17	equations	equation	NOUN
cet-15112	59	18	on	on	ADP
cet-15112	59	19	a	a	DET
cet-15112	59	20	structured	structured	ADJ
cet-15112	59	21	cartesian	cartesian	ADJ
cet-15112	59	22	grid	grid	NOUN
cet-15112	59	23	(	(	PUNCT
cet-15112	59	24	gexcon	gexcon	NOUN
cet-15112	59	25	a.s	a.s	PROPN
cet-15112	59	26	.	.	PROPN
cet-15112	59	27	,	,	PUNCT
cet-15112	59	28	2020	2020	NUM
cet-15112	59	29	)	)	PUNCT
cet-15112	59	30	.	.	PUNCT
cet-15112	60	1	to	to	PART
cet-15112	60	2	solve	solve	VERB
cet-15112	60	3	the	the	DET
cet-15112	60	4	reynolds	reynold	NOUN
cet-15112	60	5	-	-	PUNCT
cet-15112	60	6	averaged	average	VERB
cet-15112	60	7	navier	navier	NOUN
cet-15112	60	8	-	-	PUNCT
cet-15112	60	9	stokes	stokes	PROPN
cet-15112	60	10	(	(	PUNCT
cet-15112	60	11	rans	ran	NOUN
cet-15112	60	12	)	)	PUNCT
cet-15112	60	13	equations	equation	NOUN
cet-15112	60	14	,	,	PUNCT
cet-15112	60	15	the	the	DET
cet-15112	60	16	standard	standard	ADJ
cet-15112	60	17	k	k	PROPN
cet-15112	60	18	-	-	PUNCT
cet-15112	60	19	epsilon	epsilon	PROPN
cet-15112	60	20	model	model	NOUN
cet-15112	60	21	for	for	ADP
cet-15112	60	22	turbulence	turbulence	NOUN
cet-15112	60	23	is	be	AUX
cet-15112	60	24	utilised	utilise	VERB
cet-15112	60	25	(	(	PUNCT
cet-15112	60	26	launder	launder	NOUN
cet-15112	60	27	,	,	PUNCT
cet-15112	60	28	b.e	b.e	PROPN
cet-15112	60	29	.	.	PROPN
cet-15112	60	30	and	and	CCONJ
cet-15112	60	31	spalding	spalding	PROPN
cet-15112	60	32	,	,	PUNCT
cet-15112	60	33	d.b	d.b	PROPN
cet-15112	60	34	.	.	PROPN
cet-15112	60	35	,	,	PUNCT
cet-15112	60	36	1983	1983	NUM
cet-15112	60	37	)	)	PUNCT
cet-15112	60	38	.	.	PUNCT
cet-15112	61	1	the	the	DET
cet-15112	61	2	flacs	flac	NOUN
cet-15112	61	3	solver	solver	VERB
cet-15112	61	4	exhibits	exhibit	NOUN
cet-15112	61	5	accuracy	accuracy	NOUN
cet-15112	61	6	of	of	ADP
cet-15112	61	7	second	second	ADJ
cet-15112	61	8	order	order	NOUN
cet-15112	61	9	in	in	ADP
cet-15112	61	10	space	space	NOUN
cet-15112	61	11	and	and	CCONJ
cet-15112	61	12	first	first	ADJ
cet-15112	61	13	/	/	SYM
cet-15112	61	14	second	second	ADJ
cet-15112	61	15	order	order	NOUN
cet-15112	61	16	in	in	ADP
cet-15112	61	17	time	time	NOUN
cet-15112	61	18	,	,	PUNCT
cet-15112	61	19	employing	employ	VERB
cet-15112	61	20	the	the	DET
cet-15112	61	21	simple	simple	ADJ
cet-15112	61	22	pressure	pressure	NOUN
cet-15112	61	23	correction	correction	NOUN
cet-15112	61	24	scheme	scheme	NOUN
cet-15112	61	25	(	(	PUNCT
cet-15112	61	26	patankar	patankar	NOUN
cet-15112	61	27	,	,	PUNCT
cet-15112	61	28	s.v	s.v	PROPN
cet-15112	61	29	.	.	PROPN
cet-15112	61	30	,	,	PUNCT
cet-15112	61	31	2018	2018	NUM
cet-15112	61	32	)	)	PUNCT
cet-15112	61	33	,	,	PUNCT
cet-15112	61	34	which	which	PRON
cet-15112	61	35	is	be	AUX
cet-15112	61	36	further	far	ADV
cet-15112	61	37	augmented	augment	VERB
cet-15112	61	38	with	with	ADP
cet-15112	61	39	source	source	NOUN
cet-15112	61	40	terms	term	NOUN
cet-15112	61	41	for	for	ADP
cet-15112	61	42	compression	compression	NOUN
cet-15112	61	43	work	work	NOUN
cet-15112	61	44	in	in	ADP
cet-15112	61	45	the	the	DET
cet-15112	61	46	enthalpy	enthalpy	NOUN
cet-15112	61	47	equation	equation	NOUN
cet-15112	61	48	for	for	ADP
cet-15112	61	49	compressible	compressible	ADJ
cet-15112	61	50	flows	flow	NOUN
cet-15112	61	51	(	(	PUNCT
cet-15112	61	52	gexcon	gexcon	NOUN
cet-15112	61	53	a.s	a.s	PROPN
cet-15112	61	54	.	.	PROPN
cet-15112	61	55	,	,	PUNCT
cet-15112	61	56	2020	2020	NUM
cet-15112	61	57	)	)	PUNCT
cet-15112	61	58	.	.	PUNCT
cet-15112	62	1	due	due	ADP
cet-15112	62	2	to	to	ADP
cet-15112	62	3	the	the	DET
cet-15112	62	4	significance	significance	NOUN
cet-15112	62	5	of	of	ADP
cet-15112	62	6	geometrical	geometrical	ADJ
cet-15112	62	7	details	detail	NOUN
cet-15112	62	8	in	in	ADP
cet-15112	62	9	gas	gas	NOUN
cet-15112	62	10	dispersion	dispersion	NOUN
cet-15112	62	11	,	,	PUNCT
cet-15112	62	12	particularly	particularly	ADV
cet-15112	62	13	within	within	ADP
cet-15112	62	14	offshore	offshore	ADJ
cet-15112	62	15	environments	environment	NOUN
cet-15112	62	16	,	,	PUNCT
cet-15112	62	17	cfd	cfd	NOUN
cet-15112	62	18	codes	code	NOUN
cet-15112	62	19	that	that	PRON
cet-15112	62	20	utilise	utilise	VERB
cet-15112	62	21	pdr	pdr	PROPN
cet-15112	62	22	solvers	solver	NOUN
cet-15112	62	23	are	be	AUX
cet-15112	62	24	considered	consider	VERB
cet-15112	62	25	the	the	DET
cet-15112	62	26	more	more	ADV
cet-15112	62	27	suitable	suitable	ADJ
cet-15112	62	28	option	option	NOUN
cet-15112	62	29	.	.	PUNCT
cet-15112	63	1	the	the	DET
cet-15112	63	2	gas	gas	NOUN
cet-15112	63	3	dispersion	dispersion	NOUN
cet-15112	63	4	scenarios	scenario	NOUN
cet-15112	63	5	were	be	AUX
cet-15112	63	6	evaluated	evaluate	VERB
cet-15112	63	7	for	for	ADP
cet-15112	63	8	four	four	NUM
cet-15112	63	9	leak	leak	NOUN
cet-15112	63	10	locations	location	NOUN
cet-15112	63	11	(	(	PUNCT
cet-15112	63	12	figure	figure	VERB
cet-15112	63	13	1a	1a	NOUN
cet-15112	63	14	and	and	CCONJ
cet-15112	63	15	figure	figure	VERB
cet-15112	63	16	1c	1c	NOUN
cet-15112	63	17	)	)	PUNCT
cet-15112	63	18	,	,	PUNCT
cet-15112	63	19	eight	eight	NUM
cet-15112	63	20	wind	wind	NOUN
cet-15112	63	21	directions	direction	NOUN
cet-15112	63	22	and	and	CCONJ
cet-15112	63	23	four	four	NUM
cet-15112	63	24	wind	wind	NOUN
cet-15112	63	25	velocities	velocity	NOUN
cet-15112	63	26	(	(	PUNCT
cet-15112	63	27	2	2	NUM
cet-15112	63	28	,	,	PUNCT
cet-15112	63	29	4	4	NUM
cet-15112	63	30	,	,	PUNCT
cet-15112	63	31	6	6	NUM
cet-15112	63	32	and	and	CCONJ
cet-15112	63	33	8	8	NUM
cet-15112	63	34	m	m	PROPN
cet-15112	63	35	/	/	SYM
cet-15112	63	36	s	s	PROPN
cet-15112	63	37	)	)	PUNCT
cet-15112	63	38	.	.	PUNCT
cet-15112	64	1	the	the	DET
cet-15112	64	2	leak	leak	NOUN
cet-15112	64	3	rate	rate	NOUN
cet-15112	64	4	was	be	AUX
cet-15112	64	5	set	set	VERB
cet-15112	64	6	to	to	ADP
cet-15112	64	7	25	25	NUM
cet-15112	64	8	kg	kg	NOUN
cet-15112	64	9	/	/	SYM
cet-15112	64	10	s.	s.	PROPN
cet-15112	64	11	in	in	ADP
cet-15112	64	12	the	the	DET
cet-15112	64	13	transient	transient	ADJ
cet-15112	64	14	simulations	simulation	NOUN
cet-15112	64	15	,	,	PUNCT
cet-15112	64	16	the	the	DET
cet-15112	64	17	initial	initial	ADJ
cet-15112	64	18	15	15	NUM
cet-15112	64	19	seconds	second	NOUN
cet-15112	64	20	were	be	AUX
cet-15112	64	21	designated	designate	VERB
cet-15112	64	22	for	for	ADP
cet-15112	64	23	wind	wind	NOUN
cet-15112	64	24	build	build	NOUN
cet-15112	64	25	-	-	PUNCT
cet-15112	64	26	up	up	NOUN
cet-15112	64	27	,	,	PUNCT
cet-15112	64	28	followed	follow	VERB
cet-15112	64	29	by	by	ADP
cet-15112	64	30	a	a	DET
cet-15112	64	31	160	160	NUM
cet-15112	64	32	-	-	PUNCT
cet-15112	64	33	second	second	NOUN
cet-15112	64	34	gas	gas	NOUN
cet-15112	64	35	leak	leak	NOUN
cet-15112	64	36	and	and	CCONJ
cet-15112	64	37	an	an	DET
cet-15112	64	38	additional	additional	ADJ
cet-15112	64	39	40	40	NUM
cet-15112	64	40	seconds	second	NOUN
cet-15112	64	41	for	for	ADP
cet-15112	64	42	diluting	dilute	VERB
cet-15112	64	43	the	the	DET
cet-15112	64	44	concentrated	concentrated	ADJ
cet-15112	64	45	plume	plume	NOUN
cet-15112	64	46	.	.	PUNCT
cet-15112	65	1	to	to	PART
cet-15112	65	2	facilitate	facilitate	VERB
cet-15112	65	3	the	the	DET
cet-15112	65	4	training	training	NOUN
cet-15112	65	5	of	of	ADP
cet-15112	65	6	the	the	DET
cet-15112	65	7	gru	gru	PROPN
cet-15112	65	8	-	-	PROPN
cet-15112	65	9	rnn	rnn	PROPN
cet-15112	65	10	model	model	NOUN
cet-15112	65	11	,	,	PUNCT
cet-15112	65	12	32	32	NUM
cet-15112	65	13	cfd	cfd	NOUN
cet-15112	65	14	simulations	simulation	NOUN
cet-15112	65	15	were	be	AUX
cet-15112	65	16	conducted	conduct	VERB
cet-15112	65	17	with	with	ADP
cet-15112	65	18	no	no	DET
cet-15112	65	19	leak	leak	NOUN
cet-15112	65	20	,	,	PUNCT
cet-15112	65	21	considering	consider	VERB
cet-15112	65	22	only	only	ADJ
cet-15112	65	23	ventilation	ventilation	NOUN
cet-15112	65	24	(	(	PUNCT
cet-15112	65	25	eight	eight	NUM
cet-15112	65	26	wind	wind	NOUN
cet-15112	65	27	directions	direction	NOUN
cet-15112	65	28	and	and	CCONJ
cet-15112	65	29	four	four	NUM
cet-15112	65	30	wind	wind	NOUN
cet-15112	65	31	speeds	speed	NOUN
cet-15112	65	32	)	)	PUNCT
cet-15112	65	33	.	.	PUNCT
cet-15112	66	1	in	in	ADP
cet-15112	66	2	total	total	NOUN
cet-15112	66	3	,	,	PUNCT
cet-15112	66	4	the	the	DET
cet-15112	66	5	dataset	dataset	NOUN
cet-15112	66	6	included	include	VERB
cet-15112	66	7	160	160	NUM
cet-15112	66	8	cfd	cfd	NOUN
cet-15112	66	9	simulations	simulation	NOUN
cet-15112	66	10	.	.	PUNCT
cet-15112	67	1	each	each	PRON
cet-15112	67	2	of	of	ADP
cet-15112	67	3	the	the	DET
cet-15112	67	4	11	11	NUM
cet-15112	67	5	monitor	monitor	NOUN
cet-15112	67	6	points	point	NOUN
cet-15112	67	7	(	(	PUNCT
cet-15112	67	8	mps	mps	PROPN
cet-15112	67	9	)	)	PUNCT
cet-15112	67	10	,	,	PUNCT
cet-15112	67	11	as	as	SCONJ
cet-15112	67	12	depicted	depict	VERB
cet-15112	67	13	in	in	ADP
cet-15112	67	14	figures	figure	NOUN
cet-15112	67	15	1b	1b	NUM
cet-15112	67	16	and	and	CCONJ
cet-15112	67	17	1d	1d	NUM
cet-15112	67	18	,	,	PUNCT
cet-15112	67	19	reads	read	VERB
cet-15112	67	20	the	the	DET
cet-15112	67	21	dynamic	dynamic	ADJ
cet-15112	67	22	methane	methane	NOUN
cet-15112	67	23	concentration	concentration	NOUN
cet-15112	67	24	.	.	PUNCT
cet-15112	68	1	the	the	DET
cet-15112	68	2	transient	transient	ADJ
cet-15112	68	3	gas	gas	NOUN
cet-15112	68	4	concentration	concentration	NOUN
cet-15112	68	5	,	,	PUNCT
cet-15112	68	6	wind	wind	NOUN
cet-15112	68	7	speed	speed	NOUN
cet-15112	68	8	,	,	PUNCT
cet-15112	68	9	and	and	CCONJ
cet-15112	68	10	wind	wind	NOUN
cet-15112	68	11	direction	direction	NOUN
cet-15112	68	12	serve	serve	VERB
cet-15112	68	13	as	as	ADP
cet-15112	68	14	input	input	NOUN
cet-15112	68	15	for	for	ADP
cet-15112	68	16	the	the	DET
cet-15112	68	17	gru	gru	NOUN
cet-15112	68	18	model	model	NOUN
cet-15112	68	19	.	.	PUNCT
cet-15112	69	1	20	20	NUM
cet-15112	69	2	figure	figure	NOUN
cet-15112	69	3	1	1	NUM
cet-15112	69	4	:	:	PUNCT
cet-15112	69	5	perspective	perspective	ADJ
cet-15112	69	6	view	view	NOUN
cet-15112	69	7	for	for	ADP
cet-15112	69	8	(	(	PUNCT
cet-15112	69	9	a	a	PRON
cet-15112	69	10	)	)	PUNCT
cet-15112	69	11	leak	leak	NOUN
cet-15112	69	12	locations	location	NOUN
cet-15112	69	13	and	and	CCONJ
cet-15112	69	14	(	(	PUNCT
cet-15112	69	15	b	b	NOUN
cet-15112	69	16	)	)	PUNCT
cet-15112	69	17	monitoring	monitoring	NOUN
cet-15112	69	18	points	point	NOUN
cet-15112	69	19	(	(	PUNCT
cet-15112	69	20	mp	mp	NOUN
cet-15112	69	21	)	)	PUNCT
cet-15112	69	22	at	at	ADP
cet-15112	69	23	module	module	NOUN
cet-15112	69	24	geometry	geometry	NOUN
cet-15112	69	25	.	.	PUNCT
cet-15112	70	1	x	x	X
cet-15112	70	2	-	-	PUNCT
cet-15112	70	3	y	y	NUM
cet-15112	70	4	view	view	NOUN
cet-15112	70	5	for	for	ADP
cet-15112	70	6	(	(	PUNCT
cet-15112	70	7	c	c	NOUN
cet-15112	70	8	)	)	PUNCT
cet-15112	70	9	leak	leak	NOUN
cet-15112	70	10	locations	location	NOUN
cet-15112	70	11	with	with	ADP
cet-15112	70	12	the	the	DET
cet-15112	70	13	wind	wind	NOUN
cet-15112	70	14	rose	rise	VERB
cet-15112	70	15	for	for	ADP
cet-15112	70	16	reference	reference	NOUN
cet-15112	70	17	and	and	CCONJ
cet-15112	70	18	(	(	PUNCT
cet-15112	70	19	d	d	NOUN
cet-15112	70	20	)	)	PUNCT
cet-15112	70	21	for	for	ADP
cet-15112	70	22	monitoring	monitor	VERB
cet-15112	70	23	points	point	NOUN
cet-15112	70	24	.	.	PUNCT
cet-15112	71	1	the	the	DET
cet-15112	71	2	leak	leak	NOUN
cet-15112	71	3	was	be	AUX
cet-15112	71	4	defined	define	VERB
cet-15112	71	5	as	as	ADP
cet-15112	71	6	jet	jet	NOUN
cet-15112	71	7	,	,	PUNCT
cet-15112	71	8	which	which	PRON
cet-15112	71	9	determines	determine	VERB
cet-15112	71	10	the	the	DET
cet-15112	71	11	area	area	NOUN
cet-15112	71	12	and	and	CCONJ
cet-15112	71	13	subsonic	subsonic	ADJ
cet-15112	71	14	velocity	velocity	NOUN
cet-15112	71	15	aftershock	aftershock	NOUN
cet-15112	71	16	of	of	ADP
cet-15112	71	17	a	a	DET
cet-15112	71	18	jet	jet	NOUN
cet-15112	71	19	emerging	emerge	VERB
cet-15112	71	20	from	from	ADP
cet-15112	71	21	a	a	DET
cet-15112	71	22	high	high	ADJ
cet-15112	71	23	-	-	PUNCT
cet-15112	71	24	pressure	pressure	NOUN
cet-15112	71	25	reservoir	reservoir	NOUN
cet-15112	71	26	(	(	PUNCT
cet-15112	71	27	stagnation	stagnation	NOUN
cet-15112	71	28	point	point	NOUN
cet-15112	71	29	)	)	PUNCT
cet-15112	71	30	(	(	PUNCT
cet-15112	71	31	gexcon	gexcon	NOUN
cet-15112	71	32	a.s	a.s	PROPN
cet-15112	71	33	.	.	PROPN
cet-15112	71	34	,	,	PUNCT
cet-15112	71	35	2020	2020	NUM
cet-15112	71	36	)	)	PUNCT
cet-15112	71	37	.	.	PUNCT
cet-15112	72	1	velocity	velocity	NOUN
cet-15112	72	2	was	be	AUX
cet-15112	72	3	specified	specify	VERB
cet-15112	72	4	at	at	ADP
cet-15112	72	5	the	the	DET
cet-15112	72	6	wind	wind	NOUN
cet-15112	72	7	boundary	boundary	ADJ
cet-15112	72	8	condition	condition	NOUN
cet-15112	72	9	,	,	PUNCT
cet-15112	72	10	while	while	SCONJ
cet-15112	72	11	outlet	outlet	NOUN
cet-15112	72	12	boundaries	boundary	NOUN
cet-15112	72	13	were	be	AUX
cet-15112	72	14	used	use	VERB
cet-15112	72	15	to	to	PART
cet-15112	72	16	model	model	VERB
cet-15112	72	17	the	the	DET
cet-15112	72	18	nozzles	nozzle	NOUN
cet-15112	72	19	.	.	PUNCT
cet-15112	73	1	regarding	regard	VERB
cet-15112	73	2	the	the	DET
cet-15112	73	3	numerical	numerical	ADJ
cet-15112	73	4	approach	approach	NOUN
cet-15112	73	5	,	,	PUNCT
cet-15112	73	6	the	the	DET
cet-15112	73	7	courant	courant	NOUN
cet-15112	73	8	-	-	PUNCT
cet-15112	73	9	friedrich	friedrich	NOUN
cet-15112	73	10	-	-	PUNCT
cet-15112	73	11	levy	levy	NOUN
cet-15112	73	12	number	number	NOUN
cet-15112	73	13	based	base	VERB
cet-15112	73	14	on	on	ADP
cet-15112	73	15	sound	sound	ADJ
cet-15112	73	16	velocity	velocity	NOUN
cet-15112	73	17	(	(	PUNCT
cet-15112	73	18	cflc	cflc	PROPN
cet-15112	73	19	)	)	PUNCT
cet-15112	73	20	and	and	CCONJ
cet-15112	73	21	fluid	fluid	ADJ
cet-15112	73	22	flow	flow	NOUN
cet-15112	73	23	velocity	velocity	NOUN
cet-15112	73	24	(	(	PUNCT
cet-15112	73	25	cflv	cflv	PROPN
cet-15112	73	26	)	)	PUNCT
cet-15112	73	27	are	be	AUX
cet-15112	73	28	set	set	VERB
cet-15112	73	29	to	to	ADP
cet-15112	73	30	40	40	NUM
cet-15112	73	31	and	and	CCONJ
cet-15112	73	32	4	4	NUM
cet-15112	73	33	,	,	PUNCT
cet-15112	73	34	respectively	respectively	ADV
cet-15112	73	35	,	,	PUNCT
cet-15112	73	36	to	to	PART
cet-15112	73	37	optimise	optimise	VERB
cet-15112	73	38	stability	stability	NOUN
cet-15112	73	39	and	and	CCONJ
cet-15112	73	40	grid	grid	NOUN
cet-15112	73	41	refinement	refinement	NOUN
cet-15112	73	42	for	for	ADP
cet-15112	73	43	the	the	DET
cet-15112	73	44	dispersion	dispersion	NOUN
cet-15112	73	45	and	and	CCONJ
cet-15112	73	46	ventilation	ventilation	NOUN
cet-15112	73	47	simulations	simulation	NOUN
cet-15112	73	48	.	.	PUNCT
cet-15112	74	1	2.2	2.2	NUM
cet-15112	74	2	data	datum	NOUN
cet-15112	74	3	pre	pre	ADJ
cet-15112	74	4	-	-	ADJ
cet-15112	74	5	processing	processing	ADJ
cet-15112	74	6	3d	3d	NOUN
cet-15112	74	7	-	-	PUNCT
cet-15112	74	8	cfd	cfd	NOUN
cet-15112	74	9	simulations	simulation	NOUN
cet-15112	74	10	were	be	AUX
cet-15112	74	11	conducted	conduct	VERB
cet-15112	74	12	to	to	PART
cet-15112	74	13	generate	generate	VERB
cet-15112	74	14	160	160	NUM
cet-15112	74	15	leak	leak	NOUN
cet-15112	74	16	scenarios	scenario	NOUN
cet-15112	74	17	encompassing	encompass	VERB
cet-15112	74	18	five	five	NUM
cet-15112	74	19	possible	possible	ADJ
cet-15112	74	20	outcomes	outcome	NOUN
cet-15112	74	21	:	:	PUNCT
cet-15112	74	22	four	four	NUM
cet-15112	74	23	different	different	ADJ
cet-15112	74	24	leakage	leakage	NOUN
cet-15112	74	25	sources	source	NOUN
cet-15112	74	26	and	and	CCONJ
cet-15112	74	27	a	a	DET
cet-15112	74	28	no	no	DET
cet-15112	74	29	-	-	PUNCT
cet-15112	74	30	leakage	leakage	NOUN
cet-15112	74	31	condition	condition	NOUN
cet-15112	74	32	.	.	PUNCT
cet-15112	75	1	each	each	DET
cet-15112	75	2	scenario	scenario	NOUN
cet-15112	75	3	involved	involve	VERB
cet-15112	75	4	a	a	DET
cet-15112	75	5	three	three	NUM
cet-15112	75	6	-	-	PUNCT
cet-15112	75	7	minute	minute	NOUN
cet-15112	75	8	simulation	simulation	NOUN
cet-15112	75	9	with	with	ADP
cet-15112	75	10	data	datum	NOUN
cet-15112	75	11	collected	collect	VERB
cet-15112	75	12	every	every	DET
cet-15112	75	13	five	five	NUM
cet-15112	75	14	seconds	second	NOUN
cet-15112	75	15	.	.	PUNCT
cet-15112	76	1	the	the	DET
cet-15112	76	2	dataset	dataset	NOUN
cet-15112	76	3	included	include	VERB
cet-15112	76	4	concentration	concentration	NOUN
cet-15112	76	5	profiles	profile	NOUN
cet-15112	76	6	from	from	ADP
cet-15112	76	7	eleven	eleven	NUM
cet-15112	76	8	sensors	sensor	NOUN
cet-15112	76	9	,	,	PUNCT
cet-15112	76	10	wind	wind	NOUN
cet-15112	76	11	direction	direction	NOUN
cet-15112	76	12	,	,	PUNCT
cet-15112	76	13	wind	wind	NOUN
cet-15112	76	14	velocity	velocity	NOUN
cet-15112	76	15	,	,	PUNCT
cet-15112	76	16	and	and	CCONJ
cet-15112	76	17	leakage	leakage	NOUN
cet-15112	76	18	source	source	NOUN
cet-15112	76	19	labels	label	NOUN
cet-15112	76	20	.	.	PUNCT
cet-15112	77	1	before	before	ADP
cet-15112	77	2	training	train	VERB
cet-15112	77	3	the	the	DET
cet-15112	77	4	gru	gru	NOUN
cet-15112	77	5	model	model	NOUN
cet-15112	77	6	,	,	PUNCT
cet-15112	77	7	the	the	DET
cet-15112	77	8	variables	variable	NOUN
cet-15112	77	9	were	be	AUX
cet-15112	77	10	categorized	categorize	VERB
cet-15112	77	11	into	into	ADP
cet-15112	77	12	numerical	numerical	ADJ
cet-15112	77	13	(	(	PUNCT
cet-15112	77	14	concentration	concentration	NOUN
cet-15112	77	15	and	and	CCONJ
cet-15112	77	16	wind	wind	NOUN
cet-15112	77	17	velocity	velocity	NOUN
cet-15112	77	18	)	)	PUNCT
cet-15112	77	19	and	and	CCONJ
cet-15112	77	20	categorical	categorical	ADJ
cet-15112	77	21	(	(	PUNCT
cet-15112	77	22	wind	wind	NOUN
cet-15112	77	23	direction	direction	NOUN
cet-15112	77	24	and	and	CCONJ
cet-15112	77	25	leakage	leakage	NOUN
cet-15112	77	26	source	source	NOUN
cet-15112	77	27	label	label	NOUN
cet-15112	77	28	)	)	PUNCT
cet-15112	77	29	types	type	NOUN
cet-15112	77	30	and	and	CCONJ
cet-15112	77	31	pre	pre	VERB
cet-15112	77	32	-	-	ADJ
cet-15112	77	33	processed	processed	ADJ
cet-15112	77	34	accordingly	accordingly	ADV
cet-15112	77	35	.	.	PUNCT
cet-15112	78	1	to	to	PART
cet-15112	78	2	prevent	prevent	VERB
cet-15112	78	3	model	model	NOUN
cet-15112	78	4	bias	bias	NOUN
cet-15112	78	5	due	due	ADP
cet-15112	78	6	to	to	ADP
cet-15112	78	7	varying	vary	VERB
cet-15112	78	8	magnitudes	magnitude	NOUN
cet-15112	78	9	among	among	ADP
cet-15112	78	10	input	input	NOUN
cet-15112	78	11	variables	variable	NOUN
cet-15112	78	12	,	,	PUNCT
cet-15112	78	13	the	the	DET
cet-15112	78	14	numerical	numerical	ADJ
cet-15112	78	15	variables	variable	NOUN
cet-15112	78	16	were	be	AUX
cet-15112	78	17	normalised	normalise	VERB
cet-15112	78	18	to	to	ADP
cet-15112	78	19	a	a	DET
cet-15112	78	20	range	range	NOUN
cet-15112	78	21	between	between	ADP
cet-15112	78	22	0	0	NUM
cet-15112	78	23	and	and	CCONJ
cet-15112	78	24	1	1	NUM
cet-15112	78	25	.	.	PUNCT
cet-15112	79	1	the	the	DET
cet-15112	79	2	categorical	categorical	ADJ
cet-15112	79	3	variables	variable	NOUN
cet-15112	79	4	were	be	AUX
cet-15112	79	5	transformed	transform	VERB
cet-15112	79	6	into	into	ADP
cet-15112	79	7	binary	binary	ADJ
cet-15112	79	8	vectors	vector	NOUN
cet-15112	79	9	,	,	PUNCT
cet-15112	79	10	resulting	result	VERB
cet-15112	79	11	in	in	ADP
cet-15112	79	12	eight	eight	NUM
cet-15112	79	13	new	new	ADJ
cet-15112	79	14	inputs	input	NOUN
cet-15112	79	15	from	from	ADP
cet-15112	79	16	wind	wind	NOUN
cet-15112	79	17	direction	direction	NOUN
cet-15112	79	18	and	and	CCONJ
cet-15112	79	19	five	five	NUM
cet-15112	79	20	from	from	ADP
cet-15112	79	21	leakage	leakage	NOUN
cet-15112	79	22	source	source	NOUN
cet-15112	79	23	labels	label	NOUN
cet-15112	79	24	.	.	PUNCT
cet-15112	80	1	the	the	DET
cet-15112	80	2	number	number	NOUN
cet-15112	80	3	of	of	ADP
cet-15112	80	4	time	time	NOUN
cet-15112	80	5	steps	step	NOUN
cet-15112	80	6	used	use	VERB
cet-15112	80	7	determined	determine	VERB
cet-15112	80	8	the	the	DET
cet-15112	80	9	dimensionality	dimensionality	NOUN
cet-15112	80	10	of	of	ADP
cet-15112	80	11	the	the	DET
cet-15112	80	12	input	input	NOUN
cet-15112	80	13	datasets	dataset	NOUN
cet-15112	80	14	.	.	PUNCT
cet-15112	81	1	the	the	DET
cet-15112	81	2	scenarios	scenario	NOUN
cet-15112	81	3	were	be	AUX
cet-15112	81	4	randomly	randomly	ADV
cet-15112	81	5	split	split	VERB
cet-15112	81	6	into	into	ADP
cet-15112	81	7	training	training	NOUN
cet-15112	81	8	and	and	CCONJ
cet-15112	81	9	testing	testing	NOUN
cet-15112	81	10	subsets	subset	NOUN
cet-15112	81	11	,	,	PUNCT
cet-15112	81	12	allocating	allocate	VERB
cet-15112	81	13	80	80	NUM
cet-15112	81	14	%	%	NOUN
cet-15112	81	15	to	to	ADP
cet-15112	81	16	training	training	NOUN
cet-15112	81	17	and	and	CCONJ
cet-15112	81	18	20	20	NUM
cet-15112	81	19	%	%	NOUN
cet-15112	81	20	to	to	ADP
cet-15112	81	21	testing	testing	NOUN
cet-15112	81	22	.	.	PUNCT
cet-15112	82	1	2.3	2.3	NUM
cet-15112	82	2	optimisation	optimisation	NOUN
cet-15112	82	3	of	of	ADP
cet-15112	82	4	gru	gru	NOUN
cet-15112	82	5	models	model	NOUN
cet-15112	82	6	the	the	DET
cet-15112	82	7	gru	gru	NOUN
cet-15112	82	8	were	be	AUX
cet-15112	82	9	developed	develop	VERB
cet-15112	82	10	using	use	VERB
cet-15112	82	11	python	python	PROPN
cet-15112	82	12	version	version	NOUN
cet-15112	82	13	3.7.7	3.7.7	PROPN
cet-15112	82	14	,	,	PUNCT
cet-15112	82	15	tensorflow	tensorflow	NOUN
cet-15112	82	16	1.14.0	1.14.0	NUM
cet-15112	82	17	,	,	PUNCT
cet-15112	82	18	and	and	CCONJ
cet-15112	82	19	keras	keras	PROPN
cet-15112	82	20	2.3.1	2.3.1	NUM
cet-15112	82	21	.	.	PUNCT
cet-15112	83	1	the	the	DET
cet-15112	83	2	adam	adam	PROPN
cet-15112	83	3	optimisation	optimisation	NOUN
cet-15112	83	4	algorithm	algorithm	NOUN
cet-15112	83	5	was	be	AUX
cet-15112	83	6	employed	employ	VERB
cet-15112	83	7	to	to	PART
cet-15112	83	8	train	train	VERB
cet-15112	83	9	the	the	DET
cet-15112	83	10	model	model	NOUN
cet-15112	83	11	,	,	PUNCT
cet-15112	83	12	utilising	utilise	VERB
cet-15112	83	13	the	the	DET
cet-15112	83	14	default	default	NOUN
cet-15112	83	15	parameter	parameter	NOUN
cet-15112	83	16	settings	setting	NOUN
cet-15112	83	17	specified	specify	VERB
cet-15112	83	18	in	in	ADP
cet-15112	83	19	the	the	DET
cet-15112	83	20	keras	keras	PROPN
cet-15112	83	21	documentation	documentation	NOUN
cet-15112	83	22	.	.	PUNCT
cet-15112	84	1	the	the	DET
cet-15112	84	2	categorical	categorical	ADJ
cet-15112	84	3	cross	cross	ADJ
cet-15112	84	4	-	-	ADJ
cet-15112	84	5	entropy	entropy	ADJ
cet-15112	84	6	loss	loss	NOUN
cet-15112	84	7	was	be	AUX
cet-15112	84	8	used	use	VERB
cet-15112	84	9	as	as	ADP
cet-15112	84	10	the	the	DET
cet-15112	84	11	cost	cost	NOUN
cet-15112	84	12	function	function	NOUN
cet-15112	84	13	for	for	ADP
cet-15112	84	14	minimization	minimization	NOUN
cet-15112	84	15	.	.	PUNCT
cet-15112	85	1	earlystopping	earlystopping	NOUN
cet-15112	85	2	was	be	AUX
cet-15112	85	3	employed	employ	VERB
cet-15112	85	4	to	to	PART
cet-15112	85	5	avoid	avoid	VERB
cet-15112	85	6	overfitting	overfitte	VERB
cet-15112	85	7	during	during	ADP
cet-15112	85	8	the	the	DET
cet-15112	85	9	training	training	NOUN
cet-15112	85	10	stage	stage	NOUN
cet-15112	85	11	.	.	PUNCT
cet-15112	86	1	validation	validation	NOUN
cet-15112	86	2	data	datum	NOUN
cet-15112	86	3	comprised	comprise	VERB
cet-15112	86	4	20	20	NUM
cet-15112	86	5	%	%	NOUN
cet-15112	86	6	of	of	ADP
cet-15112	86	7	the	the	DET
cet-15112	86	8	training	training	NOUN
cet-15112	86	9	dataset	dataset	NOUN
cet-15112	86	10	,	,	PUNCT
cet-15112	86	11	and	and	CCONJ
cet-15112	86	12	training	training	NOUN
cet-15112	86	13	was	be	AUX
cet-15112	86	14	set	set	VERB
cet-15112	86	15	to	to	PART
cet-15112	86	16	stop	stop	VERB
cet-15112	86	17	after	after	ADP
cet-15112	86	18	thirty	thirty	NUM
cet-15112	86	19	consecutive	consecutive	ADJ
cet-15112	86	20	epochs	epoch	NOUN
cet-15112	86	21	without	without	ADP
cet-15112	86	22	a	a	DET
cet-15112	86	23	minimum	minimum	ADJ
cet-15112	86	24	improvement	improvement	NOUN
cet-15112	86	25	of	of	ADP
cet-15112	86	26	0.01	0.01	NUM
cet-15112	86	27	.	.	PUNCT
cet-15112	87	1	in	in	ADP
cet-15112	87	2	addition	addition	NOUN
cet-15112	87	3	,	,	PUNCT
cet-15112	87	4	reducelronplateau	reducelronplateau	PROPN
cet-15112	87	5	was	be	AUX
cet-15112	87	6	used	use	VERB
cet-15112	87	7	to	to	PART
cet-15112	87	8	reduce	reduce	VERB
cet-15112	87	9	the	the	DET
cet-15112	87	10	learning	learning	NOUN
cet-15112	87	11	rate	rate	NOUN
cet-15112	87	12	by	by	ADP
cet-15112	87	13	a	a	DET
cet-15112	87	14	factor	factor	NOUN
cet-15112	87	15	of	of	ADP
cet-15112	87	16	0.5	0.5	NUM
cet-15112	87	17	when	when	SCONJ
cet-15112	87	18	the	the	DET
cet-15112	87	19	validation	validation	NOUN
cet-15112	87	20	loss	loss	NOUN
cet-15112	87	21	plateaued	plateaue	VERB
cet-15112	87	22	for	for	ADP
cet-15112	87	23	five	five	NUM
cet-15112	87	24	epochs	epoch	NOUN
cet-15112	87	25	,	,	PUNCT
cet-15112	87	26	with	with	ADP
cet-15112	87	27	a	a	DET
cet-15112	87	28	minimum	minimum	ADJ
cet-15112	87	29	learning	learning	NOUN
cet-15112	87	30	rate	rate	NOUN
cet-15112	87	31	of	of	ADP
cet-15112	87	32	10	10	NUM
cet-15112	87	33	-	-	SYM
cet-15112	87	34	6	6	NUM
cet-15112	87	35	(	(	PUNCT
cet-15112	87	36	prechelt	prechelt	NOUN
cet-15112	87	37	,	,	PUNCT
cet-15112	87	38	l.	l.	PROPN
cet-15112	87	39	,	,	PUNCT
cet-15112	87	40	1998	1998	NUM
cet-15112	87	41	)	)	PUNCT
cet-15112	87	42	.	.	PUNCT
cet-15112	88	1	consequently	consequently	ADV
cet-15112	88	2	,	,	PUNCT
cet-15112	88	3	the	the	DET
cet-15112	88	4	relatively	relatively	ADV
cet-15112	88	5	small	small	ADJ
cet-15112	88	6	value	value	NOUN
cet-15112	88	7	of	of	ADP
cet-15112	88	8	patience	patience	NOUN
cet-15112	88	9	selected	select	VERB
cet-15112	88	10	is	be	AUX
cet-15112	88	11	satisfactory	satisfactory	ADJ
cet-15112	88	12	.	.	PUNCT
cet-15112	89	1	both	both	DET
cet-15112	89	2	callbacks	callback	NOUN
cet-15112	89	3	(	(	PUNCT
cet-15112	89	4	reducelronplateau	reducelronplateau	NOUN
cet-15112	89	5	and	and	CCONJ
cet-15112	89	6	earlystopping	earlystopping	NOUN
cet-15112	89	7	)	)	PUNCT
cet-15112	89	8	play	play	VERB
cet-15112	89	9	a	a	DET
cet-15112	89	10	significant	significant	ADJ
cet-15112	89	11	role	role	NOUN
cet-15112	89	12	in	in	ADP
cet-15112	89	13	optimisation	optimisation	NOUN
cet-15112	89	14	,	,	PUNCT
cet-15112	89	15	helping	help	VERB
cet-15112	89	16	to	to	PART
cet-15112	89	17	handle	handle	VERB
cet-15112	89	18	model	model	NOUN
cet-15112	89	19	training	training	NOUN
cet-15112	89	20	and	and	CCONJ
cet-15112	89	21	convergence	convergence	NOUN
cet-15112	89	22	to	to	ADP
cet-15112	89	23	a	a	DET
cet-15112	89	24	better	well	ADJ
cet-15112	89	25	solution	solution	NOUN
cet-15112	89	26	efficiently	efficiently	ADV
cet-15112	89	27	.	.	PUNCT
cet-15112	90	1	21	21	NUM
cet-15112	90	2	hyperparameter	hyperparameter	NOUN
cet-15112	90	3	tuning	tuning	NOUN
cet-15112	90	4	was	be	AUX
cet-15112	90	5	conducted	conduct	VERB
cet-15112	90	6	using	use	VERB
cet-15112	90	7	the	the	DET
cet-15112	90	8	keras	keras	PROPN
cet-15112	90	9	tuner	tuner	NOUN
cet-15112	90	10	with	with	ADP
cet-15112	90	11	randomsearch	randomsearch	NOUN
cet-15112	90	12	,	,	PUNCT
cet-15112	90	13	testing	test	VERB
cet-15112	90	14	a	a	DET
cet-15112	90	15	wide	wide	ADJ
cet-15112	90	16	range	range	NOUN
cet-15112	90	17	of	of	ADP
cet-15112	90	18	configurations	configuration	NOUN
cet-15112	90	19	,	,	PUNCT
cet-15112	90	20	including	include	VERB
cet-15112	90	21	batch	batch	NOUN
cet-15112	90	22	size	size	NOUN
cet-15112	90	23	,	,	PUNCT
cet-15112	90	24	learning	learn	VERB
cet-15112	90	25	rate	rate	NOUN
cet-15112	90	26	,	,	PUNCT
cet-15112	90	27	dropout	dropout	NOUN
cet-15112	90	28	rate	rate	NOUN
cet-15112	90	29	,	,	PUNCT
cet-15112	90	30	and	and	CCONJ
cet-15112	90	31	the	the	DET
cet-15112	90	32	number	number	NOUN
cet-15112	90	33	of	of	ADP
cet-15112	90	34	neurons	neuron	NOUN
cet-15112	90	35	in	in	ADP
cet-15112	90	36	the	the	DET
cet-15112	90	37	gru	gru	NOUN
cet-15112	90	38	layer	layer	NOUN
cet-15112	90	39	.	.	PUNCT
cet-15112	91	1	the	the	DET
cet-15112	91	2	hyperparameter	hyperparameter	NOUN
cet-15112	91	3	search	search	NOUN
cet-15112	91	4	involved	involve	VERB
cet-15112	91	5	50	50	NUM
cet-15112	91	6	trials	trial	NOUN
cet-15112	91	7	,	,	PUNCT
cet-15112	91	8	and	and	CCONJ
cet-15112	91	9	the	the	DET
cet-15112	91	10	tuning	tuning	NOUN
cet-15112	91	11	process	process	NOUN
cet-15112	91	12	was	be	AUX
cet-15112	91	13	aimed	aim	VERB
cet-15112	91	14	at	at	ADP
cet-15112	91	15	finding	find	VERB
cet-15112	91	16	the	the	DET
cet-15112	91	17	optimal	optimal	ADJ
cet-15112	91	18	architecture	architecture	NOUN
cet-15112	91	19	for	for	ADP
cet-15112	91	20	maximising	maximise	VERB
cet-15112	91	21	validation	validation	NOUN
cet-15112	91	22	accuracy	accuracy	NOUN
cet-15112	91	23	.	.	PUNCT
cet-15112	92	1	the	the	DET
cet-15112	92	2	values	value	NOUN
cet-15112	92	3	and	and	CCONJ
cet-15112	92	4	ranges	range	NOUN
cet-15112	92	5	for	for	ADP
cet-15112	92	6	each	each	DET
cet-15112	92	7	hyperparameter	hyperparameter	NOUN
cet-15112	92	8	are	be	AUX
cet-15112	92	9	listed	list	VERB
cet-15112	92	10	in	in	ADP
cet-15112	92	11	table	table	NOUN
cet-15112	92	12	1	1	NUM
cet-15112	92	13	.	.	PUNCT
cet-15112	92	14	table	table	NOUN
cet-15112	92	15	1	1	NUM
cet-15112	92	16	:	:	PUNCT
cet-15112	92	17	hyperparameters	hyperparameter	NOUN
cet-15112	92	18	for	for	ADP
cet-15112	92	19	gru	gru	NOUN
cet-15112	92	20	model	model	NOUN
cet-15112	92	21	hyperparameter	hyperparameter	PROPN
cet-15112	92	22	value	value	NOUN
cet-15112	92	23	/	/	SYM
cet-15112	92	24	description	description	NOUN
cet-15112	92	25	look	look	VERB
cet-15112	92	26	back	back	ADV
cet-15112	92	27	11	11	NUM
cet-15112	92	28	(	(	PUNCT
cet-15112	92	29	number	number	NOUN
cet-15112	92	30	of	of	ADP
cet-15112	92	31	timesteps	timestep	NOUN
cet-15112	92	32	used	use	VERB
cet-15112	92	33	for	for	ADP
cet-15112	92	34	prediction	prediction	NOUN
cet-15112	92	35	)	)	PUNCT
cet-15112	92	36	input	input	NOUN
cet-15112	92	37	variables	variable	NOUN
cet-15112	92	38	wind	wind	NOUN
cet-15112	92	39	speed	speed	NOUN
cet-15112	92	40	,	,	PUNCT
cet-15112	92	41	wind	wind	NOUN
cet-15112	92	42	direction	direction	NOUN
cet-15112	92	43	,	,	PUNCT
cet-15112	92	44	and	and	CCONJ
cet-15112	92	45	h2	h2	NOUN
cet-15112	92	46	concentration	concentration	NOUN
cet-15112	92	47	data	datum	NOUN
cet-15112	92	48	from	from	ADP
cet-15112	92	49	the	the	DET
cet-15112	92	50	11	11	NUM
cet-15112	92	51	sensors	sensor	NOUN
cet-15112	92	52	.	.	PUNCT
cet-15112	93	1	number	number	NOUN
cet-15112	93	2	of	of	ADP
cet-15112	93	3	output	output	NOUN
cet-15112	93	4	variables	variable	NOUN
cet-15112	93	5	leakage	leakage	NOUN
cet-15112	93	6	source	source	NOUN
cet-15112	93	7	label	label	NOUN
cet-15112	93	8	fraction	fraction	NOUN
cet-15112	93	9	of	of	ADP
cet-15112	93	10	dataset	dataset	NOUN
cet-15112	93	11	used	use	VERB
cet-15112	93	12	in	in	ADP
cet-15112	93	13	the	the	DET
cet-15112	93	14	training	training	NOUN
cet-15112	93	15	stage	stage	NOUN
cet-15112	93	16	0.8	0.8	NUM
cet-15112	93	17	number	number	NOUN
cet-15112	93	18	of	of	ADP
cet-15112	93	19	epochs	epoch	NOUN
cet-15112	93	20	100	100	NUM
cet-15112	93	21	batch	batch	NOUN
cet-15112	93	22	size	size	NOUN
cet-15112	93	23	64	64	NUM
cet-15112	93	24	validation	validation	NOUN
cet-15112	93	25	split	split	NOUN
cet-15112	93	26	percentage	percentage	NOUN
cet-15112	93	27	0.2	0.2	NUM
cet-15112	93	28	patience	patience	NOUN
cet-15112	93	29	15	15	NUM
cet-15112	93	30	(	(	PUNCT
cet-15112	93	31	number	number	NOUN
cet-15112	93	32	of	of	ADP
cet-15112	93	33	epochs	epoch	NOUN
cet-15112	93	34	for	for	ADP
cet-15112	93	35	early	early	ADJ
cet-15112	93	36	stopping	stop	VERB
cet-15112	93	37	)	)	PUNCT
cet-15112	93	38	spatialdropout1d	spatialdropout1d	VERB
cet-15112	93	39	0.3	0.3	NUM
cet-15112	93	40	gru	gru	PROPN
cet-15112	93	41	units	unit	NOUN
cet-15112	93	42	30	30	NUM
cet-15112	93	43	to	to	PART
cet-15112	93	44	50	50	NUM
cet-15112	93	45	(	(	PUNCT
cet-15112	93	46	selected	select	VERB
cet-15112	93	47	using	use	VERB
cet-15112	93	48	keras	keras	PROPN
cet-15112	93	49	tuner	tuner	NOUN
cet-15112	93	50	)	)	PUNCT
cet-15112	93	51	kernel	kernel	PROPN
cet-15112	93	52	initialiser	initialiser	NOUN
cet-15112	93	53	he_normal	he_normal	NOUN
cet-15112	93	54	,	,	PUNCT
cet-15112	93	55	glorot_normal	glorot_normal	ADJ
cet-15112	93	56	,	,	PUNCT
cet-15112	93	57	he_uniform	he_uniform	NOUN
cet-15112	93	58	,	,	PUNCT
cet-15112	93	59	glorot_uniform	glorot_uniform	PROPN
cet-15112	93	60	(	(	PUNCT
cet-15112	93	61	chosen	choose	VERB
cet-15112	93	62	by	by	ADP
cet-15112	93	63	keras	keras	PROPN
cet-15112	93	64	tuner	tuner	PROPN
cet-15112	93	65	)	)	PUNCT
cet-15112	93	66	kernel	kernel	PROPN
cet-15112	93	67	regularisation	regularisation	PROPN
cet-15112	93	68	l1	l1	PROPN
cet-15112	93	69	:	:	PUNCT
cet-15112	93	70	1e-5	1e-5	NUM
cet-15112	93	71	to	to	ADP
cet-15112	93	72	1e-3	1e-3	PROPN
cet-15112	93	73	(	(	PUNCT
cet-15112	93	74	log	log	NOUN
cet-15112	93	75	-	-	PUNCT
cet-15112	93	76	sampled	sample	VERB
cet-15112	93	77	)	)	PUNCT
cet-15112	93	78	l2	l2	NOUN
cet-15112	93	79	:	:	PUNCT
cet-15112	93	80	1e-3	1e-3	NUM
cet-15112	93	81	to	to	ADP
cet-15112	93	82	1e-2	1e-2	PROPN
cet-15112	93	83	(	(	PUNCT
cet-15112	93	84	log	log	NOUN
cet-15112	93	85	-	-	PUNCT
cet-15112	93	86	sampled	sample	VERB
cet-15112	93	87	)	)	PUNCT
cet-15112	93	88	dropout	dropout	NOUN
cet-15112	93	89	rate	rate	NOUN
cet-15112	93	90	0.2	0.2	NUM
cet-15112	93	91	the	the	DET
cet-15112	93	92	neural	neural	ADJ
cet-15112	93	93	network	network	NOUN
cet-15112	93	94	was	be	AUX
cet-15112	93	95	trained	train	VERB
cet-15112	93	96	on	on	ADP
cet-15112	93	97	a	a	DET
cet-15112	93	98	system	system	NOUN
cet-15112	93	99	with	with	ADP
cet-15112	93	100	dual	dual	ADJ
cet-15112	93	101	-	-	PUNCT
cet-15112	93	102	socket	socket	NOUN
cet-15112	93	103	intel	intel	PROPN
cet-15112	93	104	xeon	xeon	PROPN
cet-15112	93	105	silver	silver	PROPN
cet-15112	93	106	4214r	4214r	NUM
cet-15112	93	107	cpus	cpu	NOUN
cet-15112	93	108	(	(	PUNCT
cet-15112	93	109	48	48	NUM
cet-15112	93	110	cores	core	NOUN
cet-15112	93	111	in	in	ADP
cet-15112	93	112	total	total	NOUN
cet-15112	93	113	)	)	PUNCT
cet-15112	93	114	,	,	PUNCT
cet-15112	93	115	125	125	NUM
cet-15112	93	116	gib	gib	NOUN
cet-15112	93	117	of	of	ADP
cet-15112	93	118	ram	ram	NOUN
cet-15112	93	119	,	,	PUNCT
cet-15112	93	120	and	and	CCONJ
cet-15112	93	121	running	run	VERB
cet-15112	93	122	ubuntu	ubuntu	ADJ
cet-15112	93	123	22.04.1	22.04.1	NUM
cet-15112	93	124	,	,	PUNCT
cet-15112	93	125	utilising	utilise	VERB
cet-15112	93	126	a	a	DET
cet-15112	93	127	x86_64	x86_64	ADJ
cet-15112	93	128	architecture	architecture	NOUN
cet-15112	93	129	with	with	ADP
cet-15112	93	130	vt	vt	PROPN
cet-15112	93	131	-	-	PUNCT
cet-15112	93	132	x	x	NOUN
cet-15112	93	133	virtualisation	virtualisation	NOUN
cet-15112	93	134	support	support	NOUN
cet-15112	93	135	and	and	CCONJ
cet-15112	93	136	benefits	benefit	NOUN
cet-15112	93	137	from	from	ADP
cet-15112	93	138	multiple	multiple	ADJ
cet-15112	93	139	levels	level	NOUN
cet-15112	93	140	of	of	ADP
cet-15112	93	141	cpu	cpu	ADJ
cet-15112	93	142	cache	cache	NOUN
cet-15112	93	143	(	(	PUNCT
cet-15112	93	144	l1	l1	PROPN
cet-15112	93	145	,	,	PUNCT
cet-15112	93	146	l2	l2	NOUN
cet-15112	93	147	,	,	PUNCT
cet-15112	93	148	and	and	CCONJ
cet-15112	93	149	l3	l3	NOUN
cet-15112	93	150	)	)	PUNCT
cet-15112	93	151	and	and	CCONJ
cet-15112	93	152	numa	numa	PROPN
cet-15112	93	153	optimisation	optimisation	NOUN
cet-15112	93	154	to	to	PART
cet-15112	93	155	efficiently	efficiently	ADV
cet-15112	93	156	handle	handle	VERB
cet-15112	93	157	the	the	DET
cet-15112	93	158	demands	demand	NOUN
cet-15112	93	159	of	of	ADP
cet-15112	93	160	deep	deep	ADJ
cet-15112	93	161	learning	learning	NOUN
cet-15112	93	162	training	training	NOUN
cet-15112	93	163	.	.	PUNCT
cet-15112	94	1	the	the	DET
cet-15112	94	2	hyperparameter	hyperparameter	NOUN
cet-15112	94	3	search	search	NOUN
cet-15112	94	4	took	take	VERB
cet-15112	94	5	3505	3505	NUM
cet-15112	94	6	seconds	second	NOUN
cet-15112	94	7	.	.	PUNCT
cet-15112	95	1	3	3	X
cet-15112	95	2	.	.	NOUN
cet-15112	95	3	results	result	NOUN
cet-15112	95	4	and	and	CCONJ
cet-15112	95	5	discussions	discussion	NOUN
cet-15112	95	6	the	the	DET
cet-15112	95	7	results	result	NOUN
cet-15112	95	8	indicated	indicate	VERB
cet-15112	95	9	that	that	SCONJ
cet-15112	95	10	gru	gru	NOUN
cet-15112	95	11	exhibited	exhibit	VERB
cet-15112	95	12	better	well	ADJ
cet-15112	95	13	performance	performance	NOUN
cet-15112	95	14	with	with	ADP
cet-15112	95	15	larger	large	ADJ
cet-15112	95	16	timestep	timestep	NOUN
cet-15112	95	17	values	value	NOUN
cet-15112	95	18	,	,	PUNCT
cet-15112	95	19	possibly	possibly	ADV
cet-15112	95	20	due	due	ADP
cet-15112	95	21	to	to	ADP
cet-15112	95	22	the	the	DET
cet-15112	95	23	more	more	ADV
cet-15112	95	24	complex	complex	ADJ
cet-15112	95	25	sequences	sequence	NOUN
cet-15112	95	26	of	of	ADP
cet-15112	95	27	processed	process	VERB
cet-15112	95	28	data	datum	NOUN
cet-15112	95	29	during	during	ADP
cet-15112	95	30	the	the	DET
cet-15112	95	31	optimisation	optimisation	NOUN
cet-15112	95	32	stage	stage	NOUN
cet-15112	95	33	.	.	PUNCT
cet-15112	96	1	the	the	DET
cet-15112	96	2	recurrent	recurrent	ADJ
cet-15112	96	3	nature	nature	NOUN
cet-15112	96	4	of	of	ADP
cet-15112	96	5	data	datum	NOUN
cet-15112	96	6	processing	processing	NOUN
cet-15112	96	7	in	in	ADP
cet-15112	96	8	gru	gru	NOUN
cet-15112	96	9	enhances	enhance	VERB
cet-15112	96	10	their	their	PRON
cet-15112	96	11	learning	learning	NOUN
cet-15112	96	12	capability	capability	NOUN
cet-15112	96	13	,	,	PUNCT
cet-15112	96	14	enabling	enable	VERB
cet-15112	96	15	the	the	DET
cet-15112	96	16	construction	construction	NOUN
cet-15112	96	17	of	of	ADP
cet-15112	96	18	models	model	NOUN
cet-15112	96	19	with	with	ADP
cet-15112	96	20	higher	high	ADJ
cet-15112	96	21	levels	level	NOUN
cet-15112	96	22	of	of	ADP
cet-15112	96	23	abstraction	abstraction	NOUN
cet-15112	96	24	.	.	PUNCT
cet-15112	97	1	although	although	SCONJ
cet-15112	97	2	the	the	DET
cet-15112	97	3	input	input	NOUN
cet-15112	97	4	set	set	VERB
cet-15112	97	5	increases	increase	NOUN
cet-15112	97	6	with	with	ADP
cet-15112	97	7	the	the	DET
cet-15112	97	8	timestep	timestep	NOUN
cet-15112	97	9	value	value	NOUN
cet-15112	97	10	,	,	PUNCT
cet-15112	97	11	the	the	DET
cet-15112	97	12	number	number	NOUN
cet-15112	97	13	of	of	ADP
cet-15112	97	14	parameters	parameter	NOUN
cet-15112	97	15	—	—	PUNCT
cet-15112	97	16	specifically	specifically	ADV
cet-15112	97	17	synaptic	synaptic	ADJ
cet-15112	97	18	weights	weight	NOUN
cet-15112	97	19	and	and	CCONJ
cet-15112	97	20	biases	bias	NOUN
cet-15112	97	21	—	—	PUNCT
cet-15112	97	22	remains	remain	VERB
cet-15112	97	23	unchanged	unchanged	ADJ
cet-15112	97	24	for	for	ADP
cet-15112	97	25	gru	gru	NOUN
cet-15112	97	26	with	with	ADP
cet-15112	97	27	the	the	DET
cet-15112	97	28	same	same	ADJ
cet-15112	97	29	number	number	NOUN
cet-15112	97	30	of	of	ADP
cet-15112	97	31	neurons	neuron	NOUN
cet-15112	97	32	in	in	ADP
cet-15112	97	33	the	the	DET
cet-15112	97	34	output	output	NOUN
cet-15112	97	35	layers	layer	NOUN
cet-15112	97	36	of	of	ADP
cet-15112	97	37	their	their	PRON
cet-15112	97	38	gates	gate	NOUN
cet-15112	97	39	.	.	PUNCT
cet-15112	98	1	the	the	DET
cet-15112	98	2	parameters	parameter	NOUN
cet-15112	98	3	for	for	ADP
cet-15112	98	4	the	the	DET
cet-15112	98	5	optimal	optimal	ADJ
cet-15112	98	6	gru	gru	NOUN
cet-15112	98	7	model	model	NOUN
cet-15112	98	8	are	be	AUX
cet-15112	98	9	presented	present	VERB
cet-15112	98	10	in	in	ADP
cet-15112	98	11	table	table	NOUN
cet-15112	98	12	2	2	NUM
cet-15112	98	13	.	.	PUNCT
cet-15112	98	14	table	table	NOUN
cet-15112	98	15	2	2	NUM
cet-15112	98	16	:	:	PUNCT
cet-15112	98	17	best	good	ADJ
cet-15112	98	18	model	model	NOUN
cet-15112	98	19	parameters	parameter	NOUN
cet-15112	98	20	and	and	CCONJ
cet-15112	98	21	results	result	VERB
cet-15112	98	22	metric	metric	ADJ
cet-15112	98	23	value	value	NOUN
cet-15112	98	24	number	number	NOUN
cet-15112	98	25	of	of	ADP
cet-15112	98	26	neurons	neuron	NOUN
cet-15112	98	27	30	30	NUM
cet-15112	98	28	l1	l1	PROPN
cet-15112	98	29	regularisation	regularisation	NOUN
cet-15112	98	30	0.000569	0.000569	NUM
cet-15112	98	31	l2	l2	NOUN
cet-15112	98	32	regularisation	regularisation	NOUN
cet-15112	98	33	0.001796	0.001796	NUM
cet-15112	98	34	initialisation	initialisation	NOUN
cet-15112	98	35	method	method	NOUN
cet-15112	98	36	he	he	PRON
cet-15112	98	37	uniform	uniform	VERB
cet-15112	98	38	dropout	dropout	NOUN
cet-15112	98	39	rate	rate	NOUN
cet-15112	98	40	0.2	0.2	NUM
cet-15112	98	41	training	training	NOUN
cet-15112	98	42	log	log	NOUN
cet-15112	98	43	loss	loss	NOUN
cet-15112	98	44	0.254	0.254	NUM
cet-15112	98	45	training	training	NOUN
cet-15112	98	46	accuracy	accuracy	NOUN
cet-15112	98	47	94.77	94.77	NUM
cet-15112	98	48	%	%	NOUN
cet-15112	98	49	test	test	NOUN
cet-15112	98	50	log	log	NOUN
cet-15112	98	51	loss	loss	NOUN
cet-15112	98	52	0.401	0.401	NUM
cet-15112	98	53	test	test	NOUN
cet-15112	98	54	accuracy	accuracy	NOUN
cet-15112	98	55	86.75	86.75	NUM
cet-15112	98	56	%	%	NOUN
cet-15112	98	57	number	number	NOUN
cet-15112	98	58	of	of	ADP
cet-15112	98	59	parameters	parameter	NOUN
cet-15112	98	60	4955	4955	NUM
cet-15112	98	61	the	the	DET
cet-15112	98	62	model	model	NOUN
cet-15112	98	63	was	be	AUX
cet-15112	98	64	trained	train	VERB
cet-15112	98	65	for	for	ADP
cet-15112	98	66	61	61	NUM
cet-15112	98	67	epochs	epoch	NOUN
cet-15112	98	68	before	before	ADP
cet-15112	98	69	triggering	trigger	VERB
cet-15112	98	70	early	early	ADJ
cet-15112	98	71	stopping	stopping	NOUN
cet-15112	98	72	and	and	CCONJ
cet-15112	98	73	ceasing	cease	VERB
cet-15112	98	74	the	the	DET
cet-15112	98	75	training	training	NOUN
cet-15112	98	76	.	.	PUNCT
cet-15112	99	1	the	the	DET
cet-15112	99	2	optimised	optimise	VERB
cet-15112	99	3	parameters	parameter	NOUN
cet-15112	99	4	correspond	correspond	VERB
cet-15112	99	5	to	to	ADP
cet-15112	99	6	those	those	PRON
cet-15112	99	7	obtained	obtain	VERB
cet-15112	99	8	at	at	ADP
cet-15112	99	9	the	the	DET
cet-15112	99	10	local	local	ADJ
cet-15112	99	11	minimum	minimum	NOUN
cet-15112	99	12	found	find	VERB
cet-15112	99	13	at	at	ADP
cet-15112	99	14	epoch	epoch	NOUN
cet-15112	99	15	30	30	NUM
cet-15112	99	16	with	with	ADP
cet-15112	99	17	a	a	DET
cet-15112	99	18	validation	validation	NOUN
cet-15112	99	19	loss	loss	NOUN
cet-15112	99	20	valued	value	VERB
cet-15112	99	21	at	at	ADP
cet-15112	99	22	approximately	approximately	ADV
cet-15112	99	23	0.42	0.42	NUM
cet-15112	99	24	.	.	PUNCT
cet-15112	100	1	early	early	ADJ
cet-15112	100	2	stopping	stop	VERB
cet-15112	100	3	effectively	effectively	ADV
cet-15112	100	4	prevented	prevent	VERB
cet-15112	100	5	overfitting	overfitte	VERB
cet-15112	100	6	,	,	PUNCT
cet-15112	100	7	ensuring	ensure	VERB
cet-15112	100	8	that	that	SCONJ
cet-15112	100	9	the	the	DET
cet-15112	100	10	gru	gru	NOUN
cet-15112	100	11	maintained	maintain	VERB
cet-15112	100	12	good	good	ADJ
cet-15112	100	13	22	22	NUM
cet-15112	100	14	generalisation	generalisation	NOUN
cet-15112	100	15	properties	property	NOUN
cet-15112	100	16	while	while	SCONJ
cet-15112	100	17	also	also	ADV
cet-15112	100	18	reducing	reduce	VERB
cet-15112	100	19	processing	processing	NOUN
cet-15112	100	20	time	time	NOUN
cet-15112	100	21	.	.	PUNCT
cet-15112	101	1	the	the	DET
cet-15112	101	2	relatively	relatively	ADV
cet-15112	101	3	rapid	rapid	ADJ
cet-15112	101	4	convergence	convergence	NOUN
cet-15112	101	5	can	can	AUX
cet-15112	101	6	be	be	AUX
cet-15112	101	7	attributed	attribute	VERB
cet-15112	101	8	to	to	ADP
cet-15112	101	9	both	both	CCONJ
cet-15112	101	10	the	the	DET
cet-15112	101	11	structure	structure	NOUN
cet-15112	101	12	of	of	ADP
cet-15112	101	13	the	the	DET
cet-15112	101	14	gru	gru	NOUN
cet-15112	101	15	networks	network	NOUN
cet-15112	101	16	and	and	CCONJ
cet-15112	101	17	the	the	DET
cet-15112	101	18	relatively	relatively	ADV
cet-15112	101	19	small	small	ADJ
cet-15112	101	20	dataset	dataset	NOUN
cet-15112	101	21	size	size	NOUN
cet-15112	101	22	.	.	PUNCT
cet-15112	102	1	figure	figure	NOUN
cet-15112	102	2	2a	2a	PROPN
cet-15112	102	3	illustrates	illustrate	VERB
cet-15112	102	4	the	the	DET
cet-15112	102	5	confusion	confusion	NOUN
cet-15112	102	6	matrix	matrix	NOUN
cet-15112	102	7	using	use	VERB
cet-15112	102	8	the	the	DET
cet-15112	102	9	training	training	NOUN
cet-15112	102	10	dataset	dataset	NOUN
cet-15112	102	11	,	,	PUNCT
cet-15112	102	12	while	while	SCONJ
cet-15112	102	13	figure	figure	NOUN
cet-15112	102	14	2b	2b	NOUN
cet-15112	102	15	illustrates	illustrate	VERB
cet-15112	102	16	the	the	DET
cet-15112	102	17	results	result	NOUN
cet-15112	102	18	for	for	ADP
cet-15112	102	19	the	the	DET
cet-15112	102	20	test	test	NOUN
cet-15112	102	21	dataset	dataset	VERB
cet-15112	102	22	.	.	PUNCT
cet-15112	103	1	although	although	SCONJ
cet-15112	103	2	the	the	DET
cet-15112	103	3	output	output	NOUN
cet-15112	103	4	of	of	ADP
cet-15112	103	5	the	the	DET
cet-15112	103	6	gru	gru	NOUN
cet-15112	103	7	is	be	AUX
cet-15112	103	8	a	a	DET
cet-15112	103	9	vector	vector	NOUN
cet-15112	103	10	representing	represent	VERB
cet-15112	103	11	the	the	DET
cet-15112	103	12	probability	probability	NOUN
cet-15112	103	13	of	of	ADP
cet-15112	103	14	each	each	DET
cet-15112	103	15	leak	leak	NOUN
cet-15112	103	16	source	source	NOUN
cet-15112	103	17	and	and	CCONJ
cet-15112	103	18	the	the	DET
cet-15112	103	19	no	no	DET
cet-15112	103	20	-	-	PUNCT
cet-15112	103	21	leakage	leakage	NOUN
cet-15112	103	22	case	case	NOUN
cet-15112	103	23	,	,	PUNCT
cet-15112	103	24	the	the	DET
cet-15112	103	25	highest	high	ADJ
cet-15112	103	26	value	value	NOUN
cet-15112	103	27	was	be	AUX
cet-15112	103	28	considered	consider	VERB
cet-15112	103	29	as	as	SCONJ
cet-15112	103	30	the	the	DET
cet-15112	103	31	predicted	predict	VERB
cet-15112	103	32	class	class	NOUN
cet-15112	103	33	to	to	PART
cet-15112	103	34	generate	generate	VERB
cet-15112	103	35	the	the	DET
cet-15112	103	36	confusion	confusion	NOUN
cet-15112	103	37	matrix	matrix	NOUN
cet-15112	103	38	.	.	PUNCT
cet-15112	104	1	the	the	DET
cet-15112	104	2	confusion	confusion	NOUN
cet-15112	104	3	matrices	matrix	NOUN
cet-15112	104	4	for	for	ADP
cet-15112	104	5	both	both	DET
cet-15112	104	6	training	training	NOUN
cet-15112	104	7	and	and	CCONJ
cet-15112	104	8	test	test	NOUN
cet-15112	104	9	datasets	dataset	NOUN
cet-15112	104	10	highlight	highlight	VERB
cet-15112	104	11	the	the	DET
cet-15112	104	12	model	model	NOUN
cet-15112	104	13	's	's	PART
cet-15112	104	14	ability	ability	NOUN
cet-15112	104	15	to	to	PART
cet-15112	104	16	correctly	correctly	ADV
cet-15112	104	17	identify	identify	VERB
cet-15112	104	18	leakage	leakage	NOUN
cet-15112	104	19	sources	source	NOUN
cet-15112	104	20	,	,	PUNCT
cet-15112	104	21	with	with	ADP
cet-15112	104	22	minor	minor	ADJ
cet-15112	104	23	misclassifications	misclassification	NOUN
cet-15112	104	24	primarily	primarily	ADV
cet-15112	104	25	occurring	occur	VERB
cet-15112	104	26	between	between	ADP
cet-15112	104	27	source	source	NOUN
cet-15112	104	28	2	2	NUM
cet-15112	104	29	and	and	CCONJ
cet-15112	104	30	source	source	NOUN
cet-15112	104	31	3	3	NUM
cet-15112	104	32	.	.	PUNCT
cet-15112	104	33	figure	figure	NOUN
cet-15112	104	34	2a	2a	NUM
cet-15112	104	35	:	:	PUNCT
cet-15112	104	36	confusion	confusion	NOUN
cet-15112	104	37	matrix	matrix	NOUN
cet-15112	104	38	(	(	PUNCT
cet-15112	104	39	training	training	NOUN
cet-15112	104	40	dataset	dataset	NOUN
cet-15112	104	41	)	)	PUNCT
cet-15112	104	42	.	.	PUNCT
cet-15112	105	1	figure	figure	NOUN
cet-15112	105	2	2b	2b	NOUN
cet-15112	105	3	:	:	PUNCT
cet-15112	105	4	confusion	confusion	NOUN
cet-15112	105	5	matrix	matrix	NOUN
cet-15112	105	6	(	(	PUNCT
cet-15112	105	7	test	test	NOUN
cet-15112	105	8	dataset	dataset	NOUN
cet-15112	105	9	)	)	PUNCT
cet-15112	105	10	.	.	PUNCT
cet-15112	106	1	the	the	DET
cet-15112	106	2	results	result	NOUN
cet-15112	106	3	of	of	ADP
cet-15112	106	4	the	the	DET
cet-15112	106	5	training	training	NOUN
cet-15112	106	6	process	process	NOUN
cet-15112	106	7	are	be	AUX
cet-15112	106	8	depicted	depict	VERB
cet-15112	106	9	in	in	ADP
cet-15112	106	10	figure	figure	NOUN
cet-15112	106	11	3	3	NUM
cet-15112	106	12	,	,	PUNCT
cet-15112	106	13	showing	show	VERB
cet-15112	106	14	a	a	DET
cet-15112	106	15	steady	steady	ADJ
cet-15112	106	16	decrease	decrease	NOUN
cet-15112	106	17	in	in	ADP
cet-15112	106	18	both	both	DET
cet-15112	106	19	training	training	NOUN
cet-15112	106	20	and	and	CCONJ
cet-15112	106	21	validation	validation	NOUN
cet-15112	106	22	loss	loss	NOUN
cet-15112	106	23	,	,	PUNCT
cet-15112	106	24	indicating	indicate	VERB
cet-15112	106	25	a	a	DET
cet-15112	106	26	successful	successful	ADJ
cet-15112	106	27	optimization	optimization	NOUN
cet-15112	106	28	without	without	ADP
cet-15112	106	29	signs	sign	NOUN
cet-15112	106	30	of	of	ADP
cet-15112	106	31	overfitting	overfitte	VERB
cet-15112	106	32	.	.	PUNCT
cet-15112	107	1	figure	figure	NOUN
cet-15112	107	2	3	3	NUM
cet-15112	107	3	:	:	PUNCT
cet-15112	107	4	best	good	ADJ
cet-15112	107	5	model	model	NOUN
cet-15112	107	6	training	training	NOUN
cet-15112	107	7	and	and	CCONJ
cet-15112	107	8	validation	validation	NOUN
cet-15112	107	9	losses	loss	NOUN
cet-15112	107	10	.	.	PUNCT
cet-15112	108	1	the	the	DET
cet-15112	108	2	findings	finding	NOUN
cet-15112	108	3	indicated	indicate	VERB
cet-15112	108	4	precise	precise	ADJ
cet-15112	108	5	prediction	prediction	NOUN
cet-15112	108	6	for	for	ADP
cet-15112	108	7	leak	leak	NOUN
cet-15112	108	8	sources	source	NOUN
cet-15112	108	9	1	1	NUM
cet-15112	108	10	,	,	PUNCT
cet-15112	108	11	3	3	NUM
cet-15112	108	12	,	,	PUNCT
cet-15112	108	13	and	and	CCONJ
cet-15112	108	14	the	the	DET
cet-15112	108	15	no	no	DET
cet-15112	108	16	-	-	PUNCT
cet-15112	108	17	leakage	leakage	NOUN
cet-15112	108	18	scenario	scenario	NOUN
cet-15112	108	19	for	for	ADP
cet-15112	108	20	both	both	DET
cet-15112	108	21	datasets	dataset	NOUN
cet-15112	108	22	.	.	PUNCT
cet-15112	109	1	the	the	DET
cet-15112	109	2	no	no	DET
cet-15112	109	3	-	-	PUNCT
cet-15112	109	4	leakage	leakage	NOUN
cet-15112	109	5	scenario	scenario	NOUN
cet-15112	109	6	exhibited	exhibit	VERB
cet-15112	109	7	perfect	perfect	ADJ
cet-15112	109	8	classification	classification	NOUN
cet-15112	109	9	,	,	PUNCT
cet-15112	109	10	as	as	SCONJ
cet-15112	109	11	expected	expect	VERB
cet-15112	109	12	,	,	PUNCT
cet-15112	109	13	due	due	ADP
cet-15112	109	14	to	to	ADP
cet-15112	109	15	the	the	DET
cet-15112	109	16	regular	regular	ADJ
cet-15112	109	17	input	input	NOUN
cet-15112	109	18	set	set	VERB
cet-15112	109	19	characterised	characterise	VERB
cet-15112	109	20	primarily	primarily	ADV
cet-15112	109	21	by	by	ADP
cet-15112	109	22	zero	zero	NUM
cet-15112	109	23	concentrations	concentration	NOUN
cet-15112	109	24	with	with	ADP
cet-15112	109	25	only	only	ADJ
cet-15112	109	26	velocity	velocity	NOUN
cet-15112	109	27	and	and	CCONJ
cet-15112	109	28	direction	direction	NOUN
cet-15112	109	29	variables	variable	NOUN
cet-15112	109	30	being	be	AUX
cet-15112	109	31	non	non	ADJ
cet-15112	109	32	-	-	ADJ
cet-15112	109	33	zero	zero	NUM
cet-15112	109	34	.	.	PUNCT
cet-15112	110	1	misclassifications	misclassification	NOUN
cet-15112	110	2	were	be	AUX
cet-15112	110	3	observed	observe	VERB
cet-15112	110	4	for	for	ADP
cet-15112	110	5	sources	source	NOUN
cet-15112	110	6	2	2	NUM
cet-15112	110	7	and	and	CCONJ
cet-15112	110	8	4	4	NUM
cet-15112	110	9	,	,	PUNCT
cet-15112	110	10	with	with	ADP
cet-15112	110	11	errors	error	NOUN
cet-15112	110	12	of	of	ADP
cet-15112	110	13	16	16	NUM
cet-15112	110	14	%	%	NOUN
cet-15112	110	15	and	and	CCONJ
cet-15112	110	16	7	7	NUM
cet-15112	110	17	%	%	NOUN
cet-15112	110	18	respectively	respectively	ADV
cet-15112	110	19	in	in	ADP
cet-15112	110	20	the	the	DET
cet-15112	110	21	training	training	NOUN
cet-15112	110	22	set	set	NOUN
cet-15112	110	23	,	,	PUNCT
cet-15112	110	24	and	and	CCONJ
cet-15112	110	25	24	24	NUM
cet-15112	110	26	%	%	NOUN
cet-15112	110	27	and	and	CCONJ
cet-15112	110	28	21	21	NUM
cet-15112	110	29	%	%	NOUN
cet-15112	110	30	in	in	ADP
cet-15112	110	31	the	the	DET
cet-15112	110	32	test	test	NOUN
cet-15112	110	33	set	set	NOUN
cet-15112	110	34	.	.	PUNCT
cet-15112	111	1	these	these	DET
cet-15112	111	2	misclassifications	misclassification	NOUN
cet-15112	111	3	are	be	AUX
cet-15112	111	4	likely	likely	ADV
cet-15112	111	5	caused	cause	VERB
cet-15112	111	6	by	by	ADP
cet-15112	111	7	similar	similar	ADJ
cet-15112	111	8	concentration	concentration	NOUN
cet-15112	111	9	profiles	profile	NOUN
cet-15112	111	10	between	between	ADP
cet-15112	111	11	leak	leak	NOUN
cet-15112	111	12	sources	source	NOUN
cet-15112	111	13	,	,	PUNCT
cet-15112	111	14	especially	especially	ADV
cet-15112	111	15	given	give	VERB
cet-15112	111	16	the	the	DET
cet-15112	111	17	proximity	proximity	NOUN
cet-15112	111	18	of	of	ADP
cet-15112	111	19	leak	leak	NOUN
cet-15112	111	20	points	point	NOUN
cet-15112	111	21	in	in	ADP
cet-15112	111	22	the	the	DET
cet-15112	111	23	small	small	ADJ
cet-15112	111	24	simulated	simulate	VERB
cet-15112	111	25	model	model	NOUN
cet-15112	111	26	.	.	PUNCT
cet-15112	112	1	similar	similar	ADJ
cet-15112	112	2	results	result	NOUN
cet-15112	112	3	were	be	AUX
cet-15112	112	4	observed	observe	VERB
cet-15112	112	5	by	by	ADP
cet-15112	112	6	kim	kim	PROPN
cet-15112	112	7	et	et	PROPN
cet-15112	112	8	al	al	PROPN
cet-15112	112	9	.	.	PROPN
cet-15112	113	1	(	(	PUNCT
cet-15112	113	2	2019	2019	NUM
cet-15112	113	3	)	)	PUNCT
cet-15112	113	4	,	,	PUNCT
cet-15112	113	5	who	who	PRON
cet-15112	113	6	noted	note	VERB
cet-15112	113	7	that	that	SCONJ
cet-15112	113	8	most	most	ADJ
cet-15112	113	9	misclassifications	misclassification	NOUN
cet-15112	113	10	occurred	occur	VERB
cet-15112	113	11	for	for	ADP
cet-15112	113	12	sources	source	NOUN
cet-15112	113	13	within	within	ADP
cet-15112	113	14	a	a	DET
cet-15112	113	15	10	10	NUM
cet-15112	113	16	m	m	NOUN
cet-15112	113	17	radius	radius	NOUN
cet-15112	113	18	.	.	PUNCT
cet-15112	114	1	the	the	DET
cet-15112	114	2	performance	performance	NOUN
cet-15112	114	3	of	of	ADP
cet-15112	114	4	the	the	DET
cet-15112	114	5	gru	gru	NOUN
cet-15112	114	6	models	model	NOUN
cet-15112	114	7	remained	remain	VERB
cet-15112	114	8	comparable	comparable	ADJ
cet-15112	114	9	to	to	ADP
cet-15112	114	10	that	that	PRON
cet-15112	114	11	of	of	ADP
cet-15112	114	12	the	the	DET
cet-15112	114	13	lstm	lstm	PROPN
cet-15112	114	14	networks	network	NOUN
cet-15112	114	15	developed	develop	VERB
cet-15112	114	16	in	in	ADP
cet-15112	114	17	the	the	DET
cet-15112	114	18	previous	previous	ADJ
cet-15112	114	19	study	study	NOUN
cet-15112	114	20	by	by	ADP
cet-15112	114	21	selvaggio	selvaggio	NOUN
cet-15112	114	22	et	et	PROPN
cet-15112	114	23	al	al	PROPN
cet-15112	114	24	.	.	PROPN
cet-15112	115	1	(	(	PUNCT
cet-15112	115	2	2022	2022	NUM
cet-15112	115	3	)	)	PUNCT
cet-15112	115	4	.	.	PUNCT
cet-15112	116	1	specifically	specifically	ADV
cet-15112	116	2	,	,	PUNCT
cet-15112	116	3	the	the	DET
cet-15112	116	4	best	good	ADJ
cet-15112	116	5	gru	gru	NOUN
cet-15112	116	6	model	model	NOUN
cet-15112	116	7	achieved	achieve	VERB
cet-15112	116	8	an	an	DET
cet-15112	116	9	accuracy	accuracy	NOUN
cet-15112	116	10	of	of	ADP
cet-15112	116	11	23	23	NUM
cet-15112	116	12	approximately	approximately	ADV
cet-15112	116	13	86.75	86.75	NUM
cet-15112	116	14	%	%	NOUN
cet-15112	116	15	,	,	PUNCT
cet-15112	116	16	whereas	whereas	SCONJ
cet-15112	116	17	the	the	DET
cet-15112	116	18	best	good	ADJ
cet-15112	116	19	lstm	lstm	ADJ
cet-15112	116	20	model	model	NOUN
cet-15112	116	21	from	from	ADP
cet-15112	116	22	prior	prior	ADJ
cet-15112	116	23	work	work	NOUN
cet-15112	116	24	had	have	VERB
cet-15112	116	25	an	an	DET
cet-15112	116	26	accuracy	accuracy	NOUN
cet-15112	116	27	of	of	ADP
cet-15112	116	28	96.30	96.30	NUM
cet-15112	116	29	%	%	NOUN
cet-15112	116	30	.	.	PUNCT
cet-15112	117	1	however	however	ADV
cet-15112	117	2	,	,	PUNCT
cet-15112	117	3	the	the	DET
cet-15112	117	4	gru	gru	NOUN
cet-15112	117	5	model	model	NOUN
cet-15112	117	6	had	have	VERB
cet-15112	117	7	significantly	significantly	ADV
cet-15112	117	8	fewer	few	ADJ
cet-15112	117	9	parameters	parameter	NOUN
cet-15112	117	10	—	—	PUNCT
cet-15112	117	11	approximately	approximately	ADV
cet-15112	117	12	15	15	NUM
cet-15112	117	13	times	time	NOUN
cet-15112	117	14	fewer	few	ADJ
cet-15112	117	15	than	than	ADP
cet-15112	117	16	the	the	DET
cet-15112	117	17	lstm	lstm	NOUN
cet-15112	117	18	with	with	ADP
cet-15112	117	19	comparable	comparable	ADJ
cet-15112	117	20	accuracy	accuracy	NOUN
cet-15112	117	21	.	.	PUNCT
cet-15112	118	1	this	this	PRON
cet-15112	118	2	represented	represent	VERB
cet-15112	118	3	a	a	DET
cet-15112	118	4	considerable	considerable	ADJ
cet-15112	118	5	reduction	reduction	NOUN
cet-15112	118	6	in	in	ADP
cet-15112	118	7	processing	processing	NOUN
cet-15112	118	8	time	time	NOUN
cet-15112	118	9	and	and	CCONJ
cet-15112	118	10	computational	computational	ADJ
cet-15112	118	11	resource	resource	NOUN
cet-15112	118	12	requirements	requirement	NOUN
cet-15112	118	13	,	,	PUNCT
cet-15112	118	14	making	make	VERB
cet-15112	118	15	the	the	DET
cet-15112	118	16	gru	gru	NOUN
cet-15112	118	17	a	a	DET
cet-15112	118	18	more	more	ADV
cet-15112	118	19	efficient	efficient	ADJ
cet-15112	118	20	alternative	alternative	NOUN
cet-15112	118	21	in	in	ADP
cet-15112	118	22	practical	practical	ADJ
cet-15112	118	23	applications	application	NOUN
cet-15112	118	24	.	.	PUNCT
cet-15112	119	1	4	4	X
cet-15112	119	2	.	.	X
cet-15112	119	3	conclusions	conclusion	NOUN
cet-15112	119	4	gru	gru	PROPN
cet-15112	119	5	were	be	AUX
cet-15112	119	6	trained	train	VERB
cet-15112	119	7	to	to	PART
cet-15112	119	8	identify	identify	VERB
cet-15112	119	9	potential	potential	ADJ
cet-15112	119	10	gas	gas	NOUN
cet-15112	119	11	source	source	NOUN
cet-15112	119	12	leakages	leakage	NOUN
cet-15112	119	13	within	within	ADP
cet-15112	119	14	a	a	DET
cet-15112	119	15	chemical	chemical	NOUN
cet-15112	119	16	processing	processing	NOUN
cet-15112	119	17	module	module	NOUN
cet-15112	119	18	.	.	PUNCT
cet-15112	120	1	the	the	DET
cet-15112	120	2	selected	select	VERB
cet-15112	120	3	input	input	NOUN
cet-15112	120	4	variables	variable	NOUN
cet-15112	120	5	for	for	ADP
cet-15112	120	6	the	the	DET
cet-15112	120	7	location	location	NOUN
cet-15112	120	8	model	model	NOUN
cet-15112	120	9	are	be	AUX
cet-15112	120	10	commonly	commonly	ADV
cet-15112	120	11	available	available	ADJ
cet-15112	120	12	in	in	ADP
cet-15112	120	13	chemical	chemical	ADJ
cet-15112	120	14	plants	plant	NOUN
cet-15112	120	15	,	,	PUNCT
cet-15112	120	16	including	include	VERB
cet-15112	120	17	wind	wind	NOUN
cet-15112	120	18	speed	speed	NOUN
cet-15112	120	19	,	,	PUNCT
cet-15112	120	20	wind	wind	NOUN
cet-15112	120	21	direction	direction	NOUN
cet-15112	120	22	,	,	PUNCT
cet-15112	120	23	and	and	CCONJ
cet-15112	120	24	hydrogen	hydrogen	NOUN
cet-15112	120	25	concentration	concentration	NOUN
cet-15112	120	26	readings	reading	NOUN
cet-15112	120	27	from	from	ADP
cet-15112	120	28	gas	gas	NOUN
cet-15112	120	29	detectors	detector	NOUN
cet-15112	120	30	positioned	position	VERB
cet-15112	120	31	at	at	ADP
cet-15112	120	32	fixed	fix	VERB
cet-15112	120	33	locations	location	NOUN
cet-15112	120	34	.	.	PUNCT
cet-15112	121	1	the	the	DET
cet-15112	121	2	training	training	NOUN
cet-15112	121	3	database	database	NOUN
cet-15112	121	4	was	be	AUX
cet-15112	121	5	generated	generate	VERB
cet-15112	121	6	using	use	VERB
cet-15112	121	7	three	three	NUM
cet-15112	121	8	-	-	PUNCT
cet-15112	121	9	dimensional	dimensional	ADJ
cet-15112	121	10	computational	computational	ADJ
cet-15112	121	11	fluid	fluid	ADJ
cet-15112	121	12	dynamics	dynamic	NOUN
cet-15112	121	13	simulations	simulation	NOUN
cet-15112	121	14	,	,	PUNCT
cet-15112	121	15	employing	employ	VERB
cet-15112	121	16	a	a	DET
cet-15112	121	17	single	single	ADJ
cet-15112	121	18	leak	leak	NOUN
cet-15112	121	19	rate	rate	NOUN
cet-15112	121	20	across	across	ADP
cet-15112	121	21	four	four	NUM
cet-15112	121	22	different	different	ADJ
cet-15112	121	23	leak	leak	NOUN
cet-15112	121	24	locations	location	NOUN
cet-15112	121	25	subjected	subject	VERB
cet-15112	121	26	to	to	ADP
cet-15112	121	27	four	four	NUM
cet-15112	121	28	wind	wind	NOUN
cet-15112	121	29	speeds	speed	NOUN
cet-15112	121	30	and	and	CCONJ
cet-15112	121	31	eight	eight	NUM
cet-15112	121	32	wind	wind	NOUN
cet-15112	121	33	directions	direction	NOUN
cet-15112	121	34	.	.	PUNCT
cet-15112	122	1	hydrogen	hydrogen	NOUN
cet-15112	122	2	gas	gas	NOUN
cet-15112	122	3	sensors	sensor	NOUN
cet-15112	122	4	installed	instal	VERB
cet-15112	122	5	within	within	ADP
cet-15112	122	6	the	the	DET
cet-15112	122	7	module	module	NOUN
cet-15112	122	8	tracked	track	VERB
cet-15112	122	9	the	the	DET
cet-15112	122	10	concentration	concentration	NOUN
cet-15112	122	11	profiles	profile	NOUN
cet-15112	122	12	,	,	PUNCT
cet-15112	122	13	revealing	reveal	VERB
cet-15112	122	14	that	that	SCONJ
cet-15112	122	15	the	the	DET
cet-15112	122	16	flammable	flammable	ADJ
cet-15112	122	17	cloud	cloud	NOUN
cet-15112	122	18	varied	vary	VERB
cet-15112	122	19	considerably	considerably	ADV
cet-15112	122	20	depending	depend	VERB
cet-15112	122	21	on	on	ADP
cet-15112	122	22	the	the	DET
cet-15112	122	23	leakage	leakage	NOUN
cet-15112	122	24	location	location	NOUN
cet-15112	122	25	and	and	CCONJ
cet-15112	122	26	wind	wind	NOUN
cet-15112	122	27	conditions	condition	NOUN
cet-15112	122	28	.	.	PUNCT
cet-15112	123	1	to	to	PART
cet-15112	123	2	account	account	VERB
cet-15112	123	3	for	for	ADP
cet-15112	123	4	non	non	ADJ
cet-15112	123	5	-	-	ADJ
cet-15112	123	6	leakage	leakage	ADJ
cet-15112	123	7	scenarios	scenario	NOUN
cet-15112	123	8	,	,	PUNCT
cet-15112	123	9	null	null	ADJ
cet-15112	123	10	concentration	concentration	NOUN
cet-15112	123	11	profiles	profile	NOUN
cet-15112	123	12	were	be	AUX
cet-15112	123	13	also	also	ADV
cet-15112	123	14	included	include	VERB
cet-15112	123	15	in	in	ADP
cet-15112	123	16	the	the	DET
cet-15112	123	17	training	training	NOUN
cet-15112	123	18	dataset	dataset	NOUN
cet-15112	123	19	.	.	PUNCT
cet-15112	124	1	the	the	DET
cet-15112	124	2	accuracy	accuracy	NOUN
cet-15112	124	3	of	of	ADP
cet-15112	124	4	the	the	DET
cet-15112	124	5	best	good	ADJ
cet-15112	124	6	gru	gru	NOUN
cet-15112	124	7	model	model	NOUN
cet-15112	124	8	was	be	AUX
cet-15112	124	9	94.77	94.77	NUM
cet-15112	124	10	%	%	NOUN
cet-15112	124	11	for	for	ADP
cet-15112	124	12	the	the	DET
cet-15112	124	13	training	training	NOUN
cet-15112	124	14	dataset	dataset	NOUN
cet-15112	124	15	,	,	PUNCT
cet-15112	124	16	indicating	indicate	VERB
cet-15112	124	17	good	good	ADJ
cet-15112	124	18	weight	weight	NOUN
cet-15112	124	19	optimisation	optimisation	NOUN
cet-15112	124	20	,	,	PUNCT
cet-15112	124	21	and	and	CCONJ
cet-15112	124	22	early	early	ADV
cet-15112	124	23	stopping	stop	VERB
cet-15112	124	24	avoided	avoided	ADJ
cet-15112	124	25	overfitting	overfitting	NOUN
cet-15112	124	26	.	.	PUNCT
cet-15112	125	1	the	the	DET
cet-15112	125	2	model	model	NOUN
cet-15112	125	3	's	's	PART
cet-15112	125	4	performance	performance	NOUN
cet-15112	125	5	for	for	ADP
cet-15112	125	6	the	the	DET
cet-15112	125	7	test	test	NOUN
cet-15112	125	8	dataset	dataset	NOUN
cet-15112	125	9	showed	show	VERB
cet-15112	125	10	an	an	DET
cet-15112	125	11	accuracy	accuracy	NOUN
cet-15112	125	12	of	of	ADP
cet-15112	125	13	86.75	86.75	NUM
cet-15112	125	14	%	%	NOUN
cet-15112	125	15	,	,	PUNCT
cet-15112	125	16	implying	imply	VERB
cet-15112	125	17	satisfactory	satisfactory	ADJ
cet-15112	125	18	generalisation	generalisation	NOUN
cet-15112	125	19	ability	ability	NOUN
cet-15112	125	20	.	.	PUNCT
cet-15112	126	1	these	these	DET
cet-15112	126	2	findings	finding	NOUN
cet-15112	126	3	indicate	indicate	VERB
cet-15112	126	4	that	that	SCONJ
cet-15112	126	5	gru	gru	NOUN
cet-15112	126	6	can	can	AUX
cet-15112	126	7	serve	serve	VERB
cet-15112	126	8	as	as	ADP
cet-15112	126	9	a	a	DET
cet-15112	126	10	low	low	ADJ
cet-15112	126	11	-	-	PUNCT
cet-15112	126	12	cost	cost	NOUN
cet-15112	126	13	auxiliary	auxiliary	ADJ
cet-15112	126	14	tool	tool	NOUN
cet-15112	126	15	for	for	ADP
cet-15112	126	16	rapid	rapid	ADJ
cet-15112	126	17	leak	leak	NOUN
cet-15112	126	18	localisation	localisation	NOUN
cet-15112	126	19	using	use	VERB
cet-15112	126	20	readily	readily	ADV
cet-15112	126	21	available	available	ADJ
cet-15112	126	22	data	datum	NOUN
cet-15112	126	23	,	,	PUNCT
cet-15112	126	24	facilitating	facilitate	VERB
cet-15112	126	25	prompt	prompt	ADJ
cet-15112	126	26	maintenance	maintenance	NOUN
cet-15112	126	27	and	and	CCONJ
cet-15112	126	28	enhancing	enhance	VERB
cet-15112	126	29	safety	safety	NOUN
cet-15112	126	30	measures	measure	NOUN
cet-15112	126	31	.	.	PUNCT
cet-15112	127	1	acknowledgments	acknowledgment	NOUN
cet-15112	127	2	the	the	DET
cet-15112	127	3	authors	author	NOUN
cet-15112	127	4	would	would	AUX
cet-15112	127	5	like	like	VERB
cet-15112	127	6	to	to	PART
cet-15112	127	7	thank	thank	VERB
cet-15112	127	8	the	the	DET
cet-15112	127	9	coordination	coordination	NOUN
cet-15112	127	10	for	for	ADP
cet-15112	127	11	the	the	DET
cet-15112	127	12	improvement	improvement	NOUN
cet-15112	127	13	of	of	ADP
cet-15112	127	14	higher	high	ADJ
cet-15112	127	15	education	education	NOUN
cet-15112	127	16	personnel	personnel	NOUN
cet-15112	127	17	(	(	PUNCT
cet-15112	127	18	capes	cape	NOUN
cet-15112	127	19	)	)	PUNCT
cet-15112	127	20	grant	grant	VERB
cet-15112	127	21	number	number	NOUN
cet-15112	127	22	88887.674394/2022	88887.674394/2022	NOUN
cet-15112	127	23	-	-	PUNCT
cet-15112	127	24	00	00	NUM
cet-15112	127	25	.	.	PUNCT
cet-15112	128	1	thanks	thank	NOUN
cet-15112	128	2	are	be	AUX
cet-15112	128	3	also	also	ADV
cet-15112	128	4	due	due	ADJ
cet-15112	128	5	to	to	PART
cet-15112	128	6	shell	shell	VERB
cet-15112	128	7	brasil	brasil	PROPN
cet-15112	128	8	.	.	PUNCT
cet-15112	129	1	references	reference	NOUN
cet-15112	129	2	aggarwal	aggarwal	PROPN
cet-15112	129	3	,	,	PUNCT
cet-15112	129	4	c.c	c.c	PROPN
cet-15112	129	5	.	.	PROPN
cet-15112	129	6	,	,	PUNCT
cet-15112	129	7	2019	2019	NUM
cet-15112	129	8	.	.	PUNCT
cet-15112	130	1	neural	neural	ADJ
cet-15112	130	2	networks	network	NOUN
cet-15112	130	3	and	and	CCONJ
cet-15112	130	4	deep	deep	ADJ
cet-15112	130	5	learning	learning	NOUN
cet-15112	130	6	.	.	PUNCT
cet-15112	131	1	springer	springer	NOUN
cet-15112	131	2	nature	nature	PROPN
cet-15112	131	3	,	,	PUNCT
cet-15112	131	4	cham	cham	PROPN
cet-15112	131	5	,	,	PUNCT
cet-15112	131	6	switzerland	switzerland	PROPN
cet-15112	131	7	athiwaratkun	athiwaratkun	PROPN
cet-15112	131	8	,	,	PUNCT
cet-15112	131	9	b.	b.	PROPN
cet-15112	131	10	,	,	PUNCT
cet-15112	131	11	stokes	stokes	PROPN
cet-15112	131	12	,	,	PUNCT
cet-15112	131	13	j.w	j.w	PROPN
cet-15112	131	14	.	.	PROPN
cet-15112	131	15	,	,	PUNCT
cet-15112	131	16	2017	2017	NUM
cet-15112	131	17	.	.	PUNCT
cet-15112	132	1	malware	malware	NOUN
cet-15112	132	2	classification	classification	NOUN
cet-15112	132	3	with	with	ADP
cet-15112	132	4	lstm	lstm	PROPN
cet-15112	132	5	and	and	CCONJ
cet-15112	132	6	gru	gru	NOUN
cet-15112	132	7	language	language	NOUN
cet-15112	132	8	models	model	NOUN
cet-15112	132	9	and	and	CCONJ
cet-15112	132	10	a	a	DET
cet-15112	132	11	character	character	NOUN
cet-15112	132	12	-	-	PUNCT
cet-15112	132	13	level	level	NOUN
cet-15112	132	14	cnn	cnn	NOUN
cet-15112	132	15	,	,	PUNCT
cet-15112	132	16	in	in	ADP
cet-15112	132	17	:	:	PUNCT
cet-15112	132	18	2017	2017	NUM
cet-15112	132	19	ieee	ieee	NOUN
cet-15112	132	20	international	international	ADJ
cet-15112	132	21	conference	conference	NOUN
cet-15112	132	22	on	on	ADP
cet-15112	132	23	acoustics	acoustic	NOUN
cet-15112	132	24	,	,	PUNCT
cet-15112	132	25	speech	speech	NOUN
cet-15112	132	26	and	and	CCONJ
cet-15112	132	27	signal	signal	NOUN
cet-15112	132	28	processing	processing	NOUN
cet-15112	132	29	(	(	PUNCT
cet-15112	132	30	icassp	icassp	PROPN
cet-15112	132	31	)	)	PUNCT
cet-15112	132	32	,	,	PUNCT
cet-15112	132	33	ieee.10.1109	ieee.10.1109	VERB
cet-15112	132	34	/	/	SYM
cet-15112	132	35	icassp.2017.7952603	icassp.2017.7952603	PROPN
cet-15112	132	36	.	.	PUNCT
cet-15112	133	1	cho	cho	PROPN
cet-15112	133	2	,	,	PUNCT
cet-15112	133	3	k.	k.	PROPN
cet-15112	133	4	,	,	PUNCT
cet-15112	133	5	van	van	PROPN
cet-15112	133	6	merrienboer	merrienboer	PROPN
cet-15112	133	7	,	,	PUNCT
cet-15112	133	8	b.	b.	PROPN
cet-15112	133	9	,	,	PUNCT
cet-15112	133	10	bahdanau	bahdanau	PROPN
cet-15112	133	11	,	,	PUNCT
cet-15112	133	12	d.	d.	PROPN
cet-15112	133	13	,	,	PUNCT
cet-15112	133	14	bengio	bengio	PROPN
cet-15112	133	15	,	,	PUNCT
cet-15112	133	16	y.	y.	NOUN
cet-15112	133	17	,	,	PUNCT
cet-15112	133	18	2014	2014	NUM
cet-15112	133	19	.	.	PUNCT
cet-15112	134	1	on	on	ADP
cet-15112	134	2	the	the	DET
cet-15112	134	3	properties	property	NOUN
cet-15112	134	4	of	of	ADP
cet-15112	134	5	neural	neural	ADJ
cet-15112	134	6	machine	machine	NOUN
cet-15112	134	7	translation	translation	NOUN
cet-15112	134	8	:	:	PUNCT
cet-15112	134	9	encoder	encoder	NOUN
cet-15112	134	10	-	-	PUNCT
cet-15112	134	11	decoder	decoder	NOUN
cet-15112	134	12	approaches.10.48550	approaches.10.48550	NOUN
cet-15112	134	13	/	/	SYM
cet-15112	134	14	arxiv.1409.1259	arxiv.1409.1259	NOUN
cet-15112	134	15	.	.	PUNCT
cet-15112	135	1	gexcon	gexcon	PROPN
cet-15112	135	2	a.s	a.s	PROPN
cet-15112	135	3	.	.	PROPN
cet-15112	135	4	,	,	PUNCT
cet-15112	135	5	2020	2020	NUM
cet-15112	135	6	.	.	PUNCT
cet-15112	136	1	flacs	flac	NOUN
cet-15112	136	2	–	–	PUNCT
cet-15112	136	3	cfd	cfd	NOUN
cet-15112	136	4	v20.1	v20.1	PROPN
cet-15112	136	5	user	user	NOUN
cet-15112	136	6	’s	’s	PART
cet-15112	136	7	manual	manual	NOUN
cet-15112	136	8	.	.	PUNCT
cet-15112	137	1	kim	kim	PROPN
cet-15112	137	2	,	,	PUNCT
cet-15112	137	3	h.	h.	PROPN
cet-15112	137	4	,	,	PUNCT
cet-15112	137	5	park	park	NOUN
cet-15112	137	6	,	,	PUNCT
cet-15112	137	7	m.	m.	NOUN
cet-15112	137	8	,	,	PUNCT
cet-15112	137	9	kim	kim	PROPN
cet-15112	137	10	,	,	PUNCT
cet-15112	137	11	c.w	c.w	PROPN
cet-15112	137	12	.	.	PROPN
cet-15112	137	13	,	,	PUNCT
cet-15112	137	14	shin	shin	PROPN
cet-15112	137	15	,	,	PUNCT
cet-15112	137	16	d.	d.	PROPN
cet-15112	137	17	,	,	PUNCT
cet-15112	137	18	2019	2019	NUM
cet-15112	137	19	.	.	PUNCT
cet-15112	138	1	source	source	NOUN
cet-15112	138	2	localization	localization	NOUN
cet-15112	138	3	for	for	ADP
cet-15112	138	4	hazardous	hazardous	ADJ
cet-15112	138	5	material	material	NOUN
cet-15112	138	6	release	release	NOUN
cet-15112	138	7	in	in	ADP
cet-15112	138	8	an	an	DET
cet-15112	138	9	outdoor	outdoor	ADJ
cet-15112	138	10	chemical	chemical	NOUN
cet-15112	138	11	plant	plant	NOUN
cet-15112	138	12	via	via	ADP
cet-15112	138	13	a	a	DET
cet-15112	138	14	combination	combination	NOUN
cet-15112	138	15	of	of	ADP
cet-15112	138	16	lstm	lstm	NOUN
cet-15112	138	17	-	-	PUNCT
cet-15112	138	18	rnn	rnn	NOUN
cet-15112	138	19	and	and	CCONJ
cet-15112	138	20	cfd	cfd	NOUN
cet-15112	138	21	simulation	simulation	NOUN
cet-15112	138	22	.	.	PUNCT
cet-15112	139	1	comput	comput	NOUN
cet-15112	139	2	.	.	PUNCT
cet-15112	140	1	chem	chem	NOUN
cet-15112	140	2	.	.	PUNCT
cet-15112	141	1	eng	eng	PROPN
cet-15112	141	2	.	.	PROPN
cet-15112	141	3	125	125	NUM
cet-15112	141	4	,	,	PUNCT
cet-15112	141	5	476–489	476–489	NUM
cet-15112	141	6	.	.	PUNCT
cet-15112	142	1	https://doi.org/10.1016/j.compchemeng.2019.03.012	https://doi.org/10.1016/j.compchemeng.2019.03.012	PROPN
cet-15112	142	2	.	.	PUNCT
cet-15112	143	1	launder	launder	PROPN
cet-15112	143	2	,	,	PUNCT
cet-15112	143	3	b.e	b.e	PROPN
cet-15112	143	4	.	.	PROPN
cet-15112	143	5	,	,	PUNCT
cet-15112	143	6	spalding	spalding	PROPN
cet-15112	143	7	,	,	PUNCT
cet-15112	143	8	d.b	d.b	PROPN
cet-15112	143	9	.	.	PROPN
cet-15112	143	10	,	,	PUNCT
cet-15112	143	11	1983	1983	NUM
cet-15112	143	12	.	.	PUNCT
cet-15112	144	1	the	the	DET
cet-15112	144	2	numerical	numerical	ADJ
cet-15112	144	3	computation	computation	NOUN
cet-15112	144	4	of	of	ADP
cet-15112	144	5	turbulent	turbulent	ADJ
cet-15112	144	6	flows	flow	NOUN
cet-15112	144	7	.	.	PUNCT
cet-15112	145	1	lynn	lynn	PROPN
cet-15112	145	2	,	,	PUNCT
cet-15112	145	3	h.m	h.m	PROPN
cet-15112	145	4	.	.	PROPN
cet-15112	145	5	,	,	PUNCT
cet-15112	145	6	pan	pan	PROPN
cet-15112	145	7	,	,	PUNCT
cet-15112	145	8	s.b	s.b	PROPN
cet-15112	145	9	.	.	PROPN
cet-15112	145	10	,	,	PUNCT
cet-15112	145	11	kim	kim	PROPN
cet-15112	145	12	,	,	PUNCT
cet-15112	145	13	p.	p.	PROPN
cet-15112	145	14	,	,	PUNCT
cet-15112	145	15	2019	2019	NUM
cet-15112	145	16	.	.	PUNCT
cet-15112	146	1	a	a	DET
cet-15112	146	2	deep	deep	ADJ
cet-15112	146	3	bidirectional	bidirectional	PROPN
cet-15112	146	4	gru	gru	NOUN
cet-15112	146	5	network	network	NOUN
cet-15112	146	6	model	model	NOUN
cet-15112	146	7	for	for	ADP
cet-15112	146	8	biometric	biometric	ADJ
cet-15112	146	9	electrocardiogram	electrocardiogram	NOUN
cet-15112	146	10	classification	classification	NOUN
cet-15112	146	11	based	base	VERB
cet-15112	146	12	on	on	ADP
cet-15112	146	13	recurrent	recurrent	ADJ
cet-15112	146	14	neural	neural	ADJ
cet-15112	146	15	networks	network	NOUN
cet-15112	146	16	.	.	PUNCT
cet-15112	147	1	ieee	ieee	NOUN
cet-15112	147	2	access	access	NOUN
cet-15112	147	3	7	7	NUM
cet-15112	147	4	,	,	PUNCT
cet-15112	147	5	145395–145405	145395–145405	NUM
cet-15112	147	6	.	.	PUNCT
cet-15112	148	1	https://doi.org/10.1109/access.2019.2939947	https://doi.org/10.1109/access.2019.2939947	PROPN
cet-15112	148	2	.	.	PUNCT
cet-15112	149	1	pan	pan	PROPN
cet-15112	149	2	,	,	PUNCT
cet-15112	149	3	e.	e.	PROPN
cet-15112	149	4	,	,	PUNCT
cet-15112	149	5	mei	mei	PROPN
cet-15112	149	6	,	,	PUNCT
cet-15112	149	7	x.	x.	PROPN
cet-15112	149	8	,	,	PUNCT
cet-15112	149	9	wang	wang	PROPN
cet-15112	149	10	,	,	PUNCT
cet-15112	149	11	q.	q.	PROPN
cet-15112	149	12	,	,	PUNCT
cet-15112	149	13	ma	ma	PROPN
cet-15112	149	14	,	,	PUNCT
cet-15112	149	15	y.	y.	PROPN
cet-15112	149	16	,	,	PUNCT
cet-15112	149	17	ma	ma	PROPN
cet-15112	149	18	,	,	PUNCT
cet-15112	149	19	j.	j.	PROPN
cet-15112	149	20	,	,	PUNCT
cet-15112	149	21	2020	2020	NUM
cet-15112	149	22	.	.	PUNCT
cet-15112	150	1	spectral	spectral	ADJ
cet-15112	150	2	-	-	PUNCT
cet-15112	150	3	spatial	spatial	ADJ
cet-15112	150	4	classification	classification	NOUN
cet-15112	150	5	for	for	ADP
cet-15112	150	6	hyperspectral	hyperspectral	ADJ
cet-15112	150	7	image	image	NOUN
cet-15112	150	8	based	base	VERB
cet-15112	150	9	on	on	ADP
cet-15112	150	10	a	a	DET
cet-15112	150	11	single	single	ADJ
cet-15112	150	12	gru	gru	PROPN
cet-15112	150	13	.	.	PUNCT
cet-15112	151	1	neurocomputing	neurocompute	VERB
cet-15112	151	2	387	387	NUM
cet-15112	151	3	,	,	PUNCT
cet-15112	151	4	150–160	150–160	NUM
cet-15112	151	5	.	.	PUNCT
cet-15112	152	1	https://doi.org/10.1016/j.neucom.2020.01.029	https://doi.org/10.1016/j.neucom.2020.01.029	PROPN
cet-15112	152	2	.	.	PUNCT
cet-15112	153	1	patankar	patankar	PROPN
cet-15112	153	2	,	,	PUNCT
cet-15112	153	3	s.v	s.v	PROPN
cet-15112	153	4	.	.	PROPN
cet-15112	153	5	,	,	PUNCT
cet-15112	153	6	2018	2018	NUM
cet-15112	153	7	.	.	PUNCT
cet-15112	154	1	numerical	numerical	ADJ
cet-15112	154	2	heat	heat	NOUN
cet-15112	154	3	transfer	transfer	NOUN
cet-15112	154	4	and	and	CCONJ
cet-15112	154	5	fluid	fluid	NOUN
cet-15112	154	6	flow	flow	NOUN
cet-15112	154	7	.	.	PUNCT
cet-15112	155	1	crc	crc	NOUN
cet-15112	155	2	press	press	PROPN
cet-15112	155	3	.	.	PUNCT
cet-15112	156	1	patterson	patterson	PROPN
cet-15112	156	2	,	,	PUNCT
cet-15112	156	3	j.	j.	PROPN
cet-15112	156	4	,	,	PUNCT
cet-15112	156	5	gibson	gibson	PROPN
cet-15112	156	6	,	,	PUNCT
cet-15112	156	7	a.	a.	PROPN
cet-15112	156	8	,	,	PUNCT
cet-15112	156	9	2017	2017	NUM
cet-15112	156	10	.	.	PUNCT
cet-15112	157	1	deep	deep	ADJ
cet-15112	157	2	learning	learning	NOUN
cet-15112	157	3	.	.	PUNCT
cet-15112	158	1	o’reilly	o’reilly	ADV
cet-15112	158	2	media	medium	NOUN
cet-15112	158	3	,	,	PUNCT
cet-15112	158	4	sebastopol	sebastopol	NOUN
cet-15112	158	5	,	,	PUNCT
cet-15112	158	6	ca	ca	PROPN
cet-15112	158	7	.	.	PUNCT
cet-15112	158	8	prechelt	prechelt	PROPN
cet-15112	158	9	,	,	PUNCT
cet-15112	158	10	l.	l.	PROPN
cet-15112	158	11	,	,	PUNCT
cet-15112	158	12	1998	1998	NUM
cet-15112	158	13	.	.	PUNCT
cet-15112	159	1	early	early	ADJ
cet-15112	159	2	stopping	stop	VERB
cet-15112	159	3	-	-	PUNCT
cet-15112	159	4	but	but	CCONJ
cet-15112	159	5	when	when	SCONJ
cet-15112	159	6	?	?	PUNCT
cet-15112	160	1	neural	neural	ADJ
cet-15112	160	2	networks	network	NOUN
cet-15112	160	3	:	:	PUNCT
cet-15112	160	4	tricks	trick	NOUN
cet-15112	160	5	of	of	ADP
cet-15112	160	6	the	the	DET
cet-15112	160	7	trade	trade	NOUN
cet-15112	160	8	.	.	PUNCT
cet-15112	161	1	springer	springer	NOUN
cet-15112	161	2	,	,	PUNCT
cet-15112	161	3	pp	pp	X
cet-15112	161	4	.	.	PUNCT
cet-15112	162	1	55–69	55–69	NUM
cet-15112	162	2	.	.	PUNCT
cet-15112	163	1	rana	rana	PROPN
cet-15112	163	2	,	,	PUNCT
cet-15112	163	3	r.	r.	PROPN
cet-15112	163	4	,	,	PUNCT
cet-15112	163	5	2016	2016	NUM
cet-15112	163	6	.	.	PUNCT
cet-15112	164	1	gated	gate	VERB
cet-15112	164	2	recurrent	recurrent	ADJ
cet-15112	164	3	unit	unit	NOUN
cet-15112	164	4	(	(	PUNCT
cet-15112	164	5	gru	gru	PROPN
cet-15112	164	6	)	)	PUNCT
cet-15112	164	7	for	for	ADP
cet-15112	164	8	emotion	emotion	NOUN
cet-15112	164	9	classification	classification	NOUN
cet-15112	164	10	from	from	ADP
cet-15112	164	11	noisy	noisy	ADJ
cet-15112	164	12	speech.10.48550	speech.10.48550	NOUN
cet-15112	164	13	/	/	PUNCT
cet-15112	164	14	arxiv.1612.07778	arxiv.1612.07778	NOUN
cet-15112	164	15	.	.	PUNCT
cet-15112	165	1	salem	salem	PROPN
cet-15112	165	2	,	,	PUNCT
cet-15112	165	3	f.m	f.m	PROPN
cet-15112	165	4	.	.	PROPN
cet-15112	165	5	,	,	PUNCT
cet-15112	165	6	2022	2022	NUM
cet-15112	165	7	.	.	PUNCT
cet-15112	166	1	recurrent	recurrent	ADJ
cet-15112	166	2	neural	neural	ADJ
cet-15112	166	3	networks	network	NOUN
cet-15112	166	4	.	.	PUNCT
cet-15112	167	1	springer	springer	NOUN
cet-15112	167	2	international	international	ADJ
cet-15112	167	3	publishing	publishing	NOUN
cet-15112	167	4	.	.	PUNCT
cet-15112	168	1	https://doi.org/10.1007/9783-030-89929-5	https://doi.org/10.1007/9783-030-89929-5	PROPN
cet-15112	168	2	.	.	PROPN
cet-15112	168	3	selvaggio	selvaggio	PROPN
cet-15112	168	4	,	,	PUNCT
cet-15112	168	5	a.z	a.z	PROPN
cet-15112	168	6	.	.	PROPN
cet-15112	168	7	,	,	PUNCT
cet-15112	168	8	sousa	sousa	PROPN
cet-15112	168	9	,	,	PUNCT
cet-15112	168	10	f.m.m	f.m.m	NOUN
cet-15112	168	11	.	.	PROPN
cet-15112	168	12	,	,	PUNCT
cet-15112	168	13	da	da	PROPN
cet-15112	168	14	silva	silva	PROPN
cet-15112	168	15	,	,	PUNCT
cet-15112	168	16	f.v	f.v	PROPN
cet-15112	168	17	.	.	PROPN
cet-15112	168	18	,	,	PUNCT
cet-15112	168	19	vianna	vianna	PROPN
cet-15112	168	20	,	,	PUNCT
cet-15112	168	21	s.s	s.s	PROPN
cet-15112	168	22	.	.	PROPN
cet-15112	168	23	,	,	PUNCT
cet-15112	168	24	2022	2022	NUM
cet-15112	168	25	.	.	PUNCT
cet-15112	169	1	application	application	NOUN
cet-15112	169	2	of	of	ADP
cet-15112	169	3	long	long	ADJ
cet-15112	169	4	short	short	ADJ
cet-15112	169	5	-	-	PUNCT
cet-15112	169	6	term	term	NOUN
cet-15112	169	7	memory	memory	NOUN
cet-15112	169	8	recurrent	recurrent	NOUN
cet-15112	169	9	neural	neural	ADJ
cet-15112	169	10	networks	network	NOUN
cet-15112	169	11	for	for	ADP
cet-15112	169	12	localisation	localisation	NOUN
cet-15112	169	13	of	of	ADP
cet-15112	169	14	leak	leak	NOUN
cet-15112	169	15	source	source	NOUN
cet-15112	169	16	using	use	VERB
cet-15112	169	17	3d	3d	NUM
cet-15112	169	18	computational	computational	ADJ
cet-15112	169	19	fluid	fluid	ADJ
cet-15112	169	20	dynamics	dynamic	NOUN
cet-15112	169	21	.	.	PUNCT
cet-15112	170	1	process	process	PROPN
cet-15112	170	2	saf	saf	PROPN
cet-15112	170	3	.	.	PROPN
cet-15112	171	1	environ	environ	PROPN
cet-15112	171	2	.	.	PUNCT
cet-15112	171	3	prot	prot	PROPN
cet-15112	171	4	.	.	PROPN
cet-15112	172	1	159	159	NUM
cet-15112	172	2	,	,	PUNCT
cet-15112	172	3	757–767	757–767	NUM
cet-15112	172	4	.	.	PUNCT
cet-15112	173	1	https://doi.org/10.1016/j.psep.2022.01.021	https://doi.org/10.1016/j.psep.2022.01.021	NUM
cet-15112	173	2	.	.	PUNCT
cet-15112	174	1	24	24	NUM
cet-15112	174	2	https://doi.org/10.1016/j.compchemeng.2019.03.012	https://doi.org/10.1016/j.compchemeng.2019.03.012	PROPN
cet-15112	174	3	117selvaggio.pdf	117selvaggio.pdf	NUM
cet-15112	174	4	leakage	leakage	NOUN
cet-15112	174	5	source	source	NOUN
cet-15112	174	6	localisation	localisation	NOUN
cet-15112	174	7	employing	employ	VERB
cet-15112	174	8	3d	3d	NOUN
cet-15112	174	9	-	-	PUNCT
cet-15112	174	10	cfd	cfd	NOUN
cet-15112	174	11	simulations	simulation	NOUN
cet-15112	174	12	and	and	CCONJ
cet-15112	174	13	gated	gate	VERB
cet-15112	174	14	recurrent	recurrent	ADJ
cet-15112	174	15	units	unit	NOUN
cet-15112	174	16	in	in	ADP
cet-15112	174	17	hydrogen	hydrogen	NOUN
cet-15112	174	18	releases	release	NOUN