id	sid	tid	token	lemma	pos
cet-11935	1	1	doi	doi	NOUN
cet-11935	1	2	:	:	PUNCT
cet-11935	1	3	10.3303	10.3303	NUM
cet-11935	1	4	/	/	SYM
cet-11935	1	5	cet2188142	cet2188142	PROPN
cet-11935	1	6	paper	paper	NOUN
cet-11935	1	7	received	receive	VERB
cet-11935	1	8	:	:	PUNCT
cet-11935	1	9	4	4	NUM
cet-11935	1	10	may	may	PROPN
cet-11935	1	11	2021	2021	NUM
cet-11935	1	12	;	;	PUNCT
cet-11935	1	13	revised	revise	VERB
cet-11935	1	14	:	:	PUNCT
cet-11935	1	15	29	29	NUM
cet-11935	1	16	september	september	PROPN
cet-11935	1	17	2021	2021	NUM
cet-11935	1	18	;	;	PUNCT
cet-11935	1	19	accepted	accept	VERB
cet-11935	1	20	:	:	PUNCT
cet-11935	1	21	14	14	NUM
cet-11935	1	22	october	october	NOUN
cet-11935	1	23	2021	2021	NUM
cet-11935	1	24	please	please	INTJ
cet-11935	1	25	cite	cite	VERB
cet-11935	1	26	this	this	DET
cet-11935	1	27	article	article	NOUN
cet-11935	1	28	as	as	ADP
cet-11935	1	29	:	:	PUNCT
cet-11935	1	30	wang	wang	PROPN
cet-11935	1	31	w.	w.	PROPN
cet-11935	1	32	,	,	PUNCT
cet-11935	1	33	zhang	zhang	PROPN
cet-11935	1	34	n.	n.	PROPN
cet-11935	1	35	,	,	PUNCT
cet-11935	1	36	li	li	PROPN
cet-11935	1	37	j.	j.	PROPN
cet-11935	1	38	,	,	PUNCT
cet-11935	1	39	2021	2021	NUM
cet-11935	1	40	,	,	PUNCT
cet-11935	1	41	optimal	optimal	ADJ
cet-11935	1	42	design	design	NOUN
cet-11935	1	43	of	of	ADP
cet-11935	1	44	solar	solar	NOUN
cet-11935	1	45	-	-	PUNCT
cet-11935	1	46	aided	aid	VERB
cet-11935	1	47	hydrogen	hydrogen	NOUN
cet-11935	1	48	production	production	NOUN
cet-11935	1	49	process	process	NOUN
cet-11935	1	50	using	use	VERB
cet-11935	1	51	molten	molten	ADJ
cet-11935	1	52	salt	salt	NOUN
cet-11935	1	53	,	,	PUNCT
cet-11935	1	54	chemical	chemical	NOUN
cet-11935	1	55	engineering	engineering	NOUN
cet-11935	1	56	transactions	transaction	NOUN
cet-11935	1	57	,	,	PUNCT
cet-11935	1	58	88	88	NUM
cet-11935	1	59	,	,	PUNCT
cet-11935	1	60	853	853	NUM
cet-11935	1	61	-	-	SYM
cet-11935	1	62	858	858	NUM
cet-11935	1	63	doi:10.3303	doi:10.3303	NOUN
cet-11935	1	64	/	/	SYM
cet-11935	1	65	cet2188142	cet2188142	PROPN
cet-11935	1	66	chemical	chemical	PROPN
cet-11935	1	67	engineering	engineering	PROPN
cet-11935	1	68	transactions	transaction	NOUN
cet-11935	1	69	vol	vol	NOUN
cet-11935	1	70	.	.	PROPN
cet-11935	1	71	88	88	NUM
cet-11935	1	72	,	,	PUNCT
cet-11935	1	73	2021	2021	NUM
cet-11935	1	74	a	a	DET
cet-11935	1	75	publication	publication	NOUN
cet-11935	1	76	of	of	ADP
cet-11935	1	77	the	the	DET
cet-11935	1	78	italian	italian	ADJ
cet-11935	1	79	association	association	NOUN
cet-11935	1	80	of	of	ADP
cet-11935	1	81	chemical	chemical	PROPN
cet-11935	1	82	engineering	engineering	NOUN
cet-11935	1	83	online	online	ADV
cet-11935	1	84	at	at	ADP
cet-11935	1	85	www.cetjournal.it	www.cetjournal.it	PROPN
cet-11935	1	86	guest	guest	NOUN
cet-11935	1	87	editors	editor	NOUN
cet-11935	1	88	:	:	PUNCT
cet-11935	1	89	petar	petar	PROPN
cet-11935	1	90	s.	s.	PROPN
cet-11935	1	91	varbanov	varbanov	PROPN
cet-11935	1	92	,	,	PUNCT
cet-11935	1	93	yee	yee	PROPN
cet-11935	1	94	van	van	PROPN
cet-11935	1	95	fan	fan	PROPN
cet-11935	1	96	,	,	PUNCT
cet-11935	1	97	jiří	jiří	NOUN
cet-11935	1	98	j.	j.	PROPN
cet-11935	1	99	klemeš	klemeš	PROPN
cet-11935	1	100	copyright	copyright	NOUN
cet-11935	2	1	©	©	PROPN
cet-11935	2	2	2021	2021	NUM
cet-11935	2	3	,	,	PUNCT
cet-11935	2	4	aidic	aidic	ADJ
cet-11935	2	5	servizi	servizi	PROPN
cet-11935	2	6	s.r.l	s.r.l	PROPN
cet-11935	2	7	.	.	PUNCT
cet-11935	3	1	isbn	isbn	ADJ
cet-11935	3	2	978	978	NUM
cet-11935	3	3	-	-	SYM
cet-11935	3	4	88	88	NUM
cet-11935	3	5	-	-	PUNCT
cet-11935	3	6	95608	95608	NUM
cet-11935	3	7	-	-	PUNCT
cet-11935	3	8	86	86	NUM
cet-11935	3	9	-	-	SYM
cet-11935	3	10	0	0	NUM
cet-11935	4	1	;	;	PUNCT
cet-11935	4	2	issn	issn	PROPN
cet-11935	4	3	2283	2283	NUM
cet-11935	4	4	-	-	SYM
cet-11935	4	5	9216	9216	NUM
cet-11935	4	6	optimal	optimal	ADJ
cet-11935	4	7	design	design	NOUN
cet-11935	4	8	of	of	ADP
cet-11935	4	9	solar	solar	NOUN
cet-11935	4	10	-	-	PUNCT
cet-11935	4	11	aided	aid	VERB
cet-11935	4	12	hydrogen	hydrogen	NOUN
cet-11935	4	13	production	production	NOUN
cet-11935	4	14	process	process	NOUN
cet-11935	4	15	using	use	VERB
cet-11935	4	16	molten	molten	ADJ
cet-11935	4	17	salt	salt	NOUN
cet-11935	4	18	wanrong	wanrong	PROPN
cet-11935	4	19	wang	wang	PROPN
cet-11935	4	20	,	,	PUNCT
cet-11935	4	21	nan	nan	PROPN
cet-11935	4	22	zhang	zhang	PROPN
cet-11935	4	23	,	,	PUNCT
cet-11935	4	24	jie	jie	PROPN
cet-11935	4	25	li	li	PROPN
cet-11935	4	26	*	*	PROPN
cet-11935	4	27	centre	centre	PROPN
cet-11935	4	28	for	for	ADP
cet-11935	4	29	process	process	NOUN
cet-11935	4	30	integration	integration	NOUN
cet-11935	4	31	,	,	PUNCT
cet-11935	4	32	department	department	NOUN
cet-11935	4	33	of	of	ADP
cet-11935	4	34	chemical	chemical	PROPN
cet-11935	4	35	engineering	engineering	NOUN
cet-11935	4	36	and	and	CCONJ
cet-11935	4	37	analytical	analytical	ADJ
cet-11935	4	38	science	science	NOUN
cet-11935	4	39	,	,	PUNCT
cet-11935	4	40	the	the	DET
cet-11935	4	41	university	university	PROPN
cet-11935	4	42	of	of	ADP
cet-11935	4	43	manchester	manchester	PROPN
cet-11935	4	44	,	,	PUNCT
cet-11935	4	45	manchester	manchester	PROPN
cet-11935	4	46	m13	m13	PROPN
cet-11935	4	47	9pl	9pl	NOUN
cet-11935	4	48	,	,	PUNCT
cet-11935	4	49	uk	uk	PROPN
cet-11935	4	50	jie.li-2@manchester.ac.uk	jie.li-2@manchester.ac.uk	VERB
cet-11935	4	51	in	in	ADP
cet-11935	4	52	this	this	DET
cet-11935	4	53	work	work	NOUN
cet-11935	4	54	,	,	PUNCT
cet-11935	4	55	a	a	DET
cet-11935	4	56	machine	machine	NOUN
cet-11935	4	57	-	-	PUNCT
cet-11935	4	58	learning	learn	VERB
cet-11935	4	59	based	base	VERB
cet-11935	4	60	optimisation	optimisation	NOUN
cet-11935	4	61	framework	framework	NOUN
cet-11935	4	62	is	be	AUX
cet-11935	4	63	proposed	propose	VERB
cet-11935	4	64	for	for	ADP
cet-11935	4	65	optimal	optimal	ADJ
cet-11935	4	66	design	design	NOUN
cet-11935	4	67	of	of	ADP
cet-11935	4	68	solar	solar	ADJ
cet-11935	4	69	steam	steam	NOUN
cet-11935	4	70	methane	methane	NOUN
cet-11935	4	71	reforming	reform	VERB
cet-11935	4	72	using	use	VERB
cet-11935	4	73	molten	molten	ADJ
cet-11935	4	74	salt	salt	NOUN
cet-11935	4	75	(	(	PUNCT
cet-11935	4	76	ssmr	ssmr	NOUN
cet-11935	4	77	-	-	PUNCT
cet-11935	4	78	ms	ms	NOUN
cet-11935	4	79	)	)	PUNCT
cet-11935	4	80	through	through	ADP
cet-11935	4	81	machine	machine	NOUN
cet-11935	4	82	learning	learn	VERB
cet-11935	4	83	techniques	technique	NOUN
cet-11935	4	84	.	.	PUNCT
cet-11935	5	1	the	the	DET
cet-11935	5	2	artificial	artificial	ADJ
cet-11935	5	3	neural	neural	ADJ
cet-11935	5	4	network	network	NOUN
cet-11935	5	5	(	(	PUNCT
cet-11935	5	6	ann	ann	PROPN
cet-11935	5	7	)	)	PUNCT
cet-11935	5	8	is	be	AUX
cet-11935	5	9	employed	employ	VERB
cet-11935	5	10	to	to	PART
cet-11935	5	11	establish	establish	VERB
cet-11935	5	12	relationships	relationship	NOUN
cet-11935	5	13	between	between	ADP
cet-11935	5	14	total	total	ADJ
cet-11935	5	15	annualised	annualise	VERB
cet-11935	5	16	cost	cost	NOUN
cet-11935	5	17	(	(	PUNCT
cet-11935	5	18	tac	tac	NOUN
cet-11935	5	19	)	)	PUNCT
cet-11935	5	20	,	,	PUNCT
cet-11935	5	21	hydrogen	hydrogen	NOUN
cet-11935	5	22	production	production	NOUN
cet-11935	5	23	rate	rate	NOUN
cet-11935	5	24	and	and	CCONJ
cet-11935	5	25	molten	molten	ADJ
cet-11935	5	26	salt	salt	NOUN
cet-11935	5	27	duty	duty	NOUN
cet-11935	5	28	,	,	PUNCT
cet-11935	5	29	and	and	CCONJ
cet-11935	5	30	independent	independent	ADJ
cet-11935	5	31	input	input	NOUN
cet-11935	5	32	variables	variable	NOUN
cet-11935	5	33	in	in	ADP
cet-11935	5	34	ssmr	ssmr	NOUN
cet-11935	5	35	-	-	PUNCT
cet-11935	5	36	ms	ms	NOUN
cet-11935	5	37	.	.	PROPN
cet-11935	5	38	a	a	DET
cet-11935	5	39	hybrid	hybrid	ADJ
cet-11935	5	40	global	global	ADJ
cet-11935	5	41	optimisation	optimisation	NOUN
cet-11935	5	42	algorithm	algorithm	NOUN
cet-11935	5	43	is	be	AUX
cet-11935	5	44	adopted	adopt	VERB
cet-11935	5	45	to	to	PART
cet-11935	5	46	solve	solve	VERB
cet-11935	5	47	the	the	DET
cet-11935	5	48	developed	develop	VERB
cet-11935	5	49	surrogate	surrogate	ADJ
cet-11935	5	50	model	model	NOUN
cet-11935	5	51	and	and	CCONJ
cet-11935	5	52	generate	generate	VERB
cet-11935	5	53	the	the	DET
cet-11935	5	54	optimal	optimal	ADJ
cet-11935	5	55	design	design	NOUN
cet-11935	5	56	.	.	PUNCT
cet-11935	6	1	the	the	DET
cet-11935	6	2	computational	computational	ADJ
cet-11935	6	3	results	result	NOUN
cet-11935	6	4	demonstrate	demonstrate	VERB
cet-11935	6	5	that	that	SCONJ
cet-11935	6	6	a	a	DET
cet-11935	6	7	significant	significant	ADJ
cet-11935	6	8	reduction	reduction	NOUN
cet-11935	6	9	in	in	ADP
cet-11935	6	10	tac	tac	PROPN
cet-11935	6	11	by	by	ADP
cet-11935	6	12	around	around	ADV
cet-11935	6	13	15	15	NUM
cet-11935	6	14	%	%	NOUN
cet-11935	6	15	can	can	AUX
cet-11935	6	16	be	be	AUX
cet-11935	6	17	achieved	achieve	VERB
cet-11935	6	18	than	than	ADP
cet-11935	6	19	the	the	DET
cet-11935	6	20	existing	exist	VERB
cet-11935	6	21	ssmr	ssmr	NOUN
cet-11935	6	22	-	-	PUNCT
cet-11935	6	23	ms	ms	NOUN
cet-11935	6	24	.	.	PROPN
cet-11935	7	1	the	the	DET
cet-11935	7	2	lowest	low	ADJ
cet-11935	7	3	levelised	levelise	VERB
cet-11935	7	4	cost	cost	NOUN
cet-11935	7	5	of	of	ADP
cet-11935	7	6	hydrogen	hydrogen	NOUN
cet-11935	7	7	production	production	NOUN
cet-11935	7	8	(	(	PUNCT
cet-11935	7	9	lchp	lchp	PROPN
cet-11935	7	10	)	)	PUNCT
cet-11935	7	11	is	be	AUX
cet-11935	7	12	2.43	2.43	NUM
cet-11935	7	13	$	$	SYM
cet-11935	7	14	kg-1	kg-1	NOUN
cet-11935	7	15	which	which	PRON
cet-11935	7	16	is	be	AUX
cet-11935	7	17	reduced	reduce	VERB
cet-11935	7	18	by	by	ADP
cet-11935	7	19	around	around	ADV
cet-11935	7	20	15	15	NUM
cet-11935	7	21	%	%	NOUN
cet-11935	7	22	compared	compare	VERB
cet-11935	7	23	to	to	ADP
cet-11935	7	24	the	the	DET
cet-11935	7	25	existing	exist	VERB
cet-11935	7	26	process	process	NOUN
cet-11935	7	27	with	with	ADP
cet-11935	7	28	lchp	lchp	NOUN
cet-11935	7	29	of	of	ADP
cet-11935	7	30	2.85	2.85	NUM
cet-11935	7	31	$	$	SYM
cet-11935	7	32	kg-1	kg-1	NOUN
cet-11935	7	33	.	.	NOUN
cet-11935	8	1	1	1	X
cet-11935	8	2	.	.	X
cet-11935	8	3	introduction	introduction	NOUN
cet-11935	8	4	hydrogen	hydrogen	NOUN
cet-11935	8	5	is	be	AUX
cet-11935	8	6	an	an	DET
cet-11935	8	7	important	important	ADJ
cet-11935	8	8	energy	energy	NOUN
cet-11935	8	9	carrier	carrier	NOUN
cet-11935	8	10	in	in	ADP
cet-11935	8	11	the	the	DET
cet-11935	8	12	transportation	transportation	NOUN
cet-11935	8	13	sector	sector	NOUN
cet-11935	8	14	and	and	CCONJ
cet-11935	8	15	essential	essential	ADJ
cet-11935	8	16	industrial	industrial	ADJ
cet-11935	8	17	feedstock	feedstock	NOUN
cet-11935	8	18	for	for	ADP
cet-11935	8	19	petroleum	petroleum	NOUN
cet-11935	8	20	refineries	refinery	NOUN
cet-11935	8	21	,	,	PUNCT
cet-11935	8	22	methanol	methanol	NOUN
cet-11935	8	23	,	,	PUNCT
cet-11935	8	24	and	and	CCONJ
cet-11935	8	25	ammonia	ammonia	NOUN
cet-11935	8	26	production	production	NOUN
cet-11935	8	27	.	.	PUNCT
cet-11935	9	1	it	it	PRON
cet-11935	9	2	is	be	AUX
cet-11935	9	3	anticipated	anticipate	VERB
cet-11935	9	4	that	that	SCONJ
cet-11935	9	5	hydrogen	hydrogen	NOUN
cet-11935	9	6	global	global	ADJ
cet-11935	9	7	demand	demand	NOUN
cet-11935	9	8	will	will	AUX
cet-11935	9	9	increase	increase	VERB
cet-11935	9	10	10	10	NUM
cet-11935	9	11	-	-	NOUN
cet-11935	9	12	fold	fold	ADJ
cet-11935	9	13	by	by	ADP
cet-11935	9	14	2050	2050	NUM
cet-11935	9	15	(	(	PUNCT
cet-11935	9	16	hydrogen	hydrogen	NOUN
cet-11935	9	17	council	council	PROPN
cet-11935	9	18	.	.	PUNCT
cet-11935	9	19	,	,	PUNCT
cet-11935	9	20	2017	2017	NUM
cet-11935	9	21	)	)	PUNCT
cet-11935	9	22	.	.	PUNCT
cet-11935	10	1	conventional	conventional	ADJ
cet-11935	10	2	hydrogen	hydrogen	NOUN
cet-11935	10	3	production	production	NOUN
cet-11935	10	4	mainly	mainly	ADV
cet-11935	10	5	uses	use	VERB
cet-11935	10	6	natural	natural	ADJ
cet-11935	10	7	gas	gas	NOUN
cet-11935	10	8	and	and	CCONJ
cet-11935	10	9	oil	oil	NOUN
cet-11935	10	10	-	-	PUNCT
cet-11935	10	11	based	base	VERB
cet-11935	10	12	feedstock	feedstock	NOUN
cet-11935	10	13	for	for	ADP
cet-11935	10	14	steam	steam	NOUN
cet-11935	10	15	reforming	reforming	NOUN
cet-11935	10	16	,	,	PUNCT
cet-11935	10	17	which	which	PRON
cet-11935	10	18	results	result	VERB
cet-11935	10	19	in	in	ADP
cet-11935	10	20	considerable	considerable	ADJ
cet-11935	10	21	greenhouse	greenhouse	NOUN
cet-11935	10	22	gas	gas	NOUN
cet-11935	10	23	emissions	emission	NOUN
cet-11935	10	24	,	,	PUNCT
cet-11935	10	25	and	and	CCONJ
cet-11935	10	26	consequently	consequently	ADV
cet-11935	10	27	contributes	contribute	VERB
cet-11935	10	28	to	to	ADP
cet-11935	10	29	global	global	ADJ
cet-11935	10	30	warming	warming	NOUN
cet-11935	10	31	(	(	PUNCT
cet-11935	10	32	voldsund	voldsund	PROPN
cet-11935	10	33	et	et	PROPN
cet-11935	10	34	al	al	PROPN
cet-11935	10	35	.	.	PROPN
cet-11935	10	36	,	,	PUNCT
cet-11935	10	37	2016	2016	NUM
cet-11935	10	38	)	)	PUNCT
cet-11935	10	39	.	.	PUNCT
cet-11935	11	1	therefore	therefore	ADV
cet-11935	11	2	,	,	PUNCT
cet-11935	11	3	investigation	investigation	NOUN
cet-11935	11	4	of	of	ADP
cet-11935	11	5	clean	clean	ADJ
cet-11935	11	6	and	and	CCONJ
cet-11935	11	7	affordable	affordable	ADJ
cet-11935	11	8	hydrogen	hydrogen	NOUN
cet-11935	11	9	production	production	NOUN
cet-11935	11	10	process	process	NOUN
cet-11935	11	11	using	use	VERB
cet-11935	11	12	renewable	renewable	ADJ
cet-11935	11	13	energy	energy	NOUN
cet-11935	11	14	sources	source	NOUN
cet-11935	11	15	is	be	AUX
cet-11935	11	16	crucial	crucial	ADJ
cet-11935	11	17	(	(	PUNCT
cet-11935	11	18	turner	turner	PROPN
cet-11935	11	19	et	et	PROPN
cet-11935	11	20	al	al	PROPN
cet-11935	11	21	.	.	PROPN
cet-11935	11	22	,	,	PUNCT
cet-11935	11	23	2008	2008	NUM
cet-11935	11	24	)	)	PUNCT
cet-11935	11	25	.	.	PUNCT
cet-11935	12	1	solar	solar	ADJ
cet-11935	12	2	energy	energy	NOUN
cet-11935	12	3	for	for	ADP
cet-11935	12	4	hydrogen	hydrogen	NOUN
cet-11935	12	5	production	production	NOUN
cet-11935	12	6	has	have	AUX
cet-11935	12	7	received	receive	VERB
cet-11935	12	8	significant	significant	ADJ
cet-11935	12	9	attention	attention	NOUN
cet-11935	12	10	in	in	ADP
cet-11935	12	11	recent	recent	ADJ
cet-11935	12	12	years	year	NOUN
cet-11935	12	13	due	due	ADP
cet-11935	12	14	to	to	ADP
cet-11935	12	15	its	its	PRON
cet-11935	12	16	primary	primary	ADJ
cet-11935	12	17	abundance	abundance	NOUN
cet-11935	12	18	as	as	ADP
cet-11935	12	19	an	an	DET
cet-11935	12	20	energy	energy	NOUN
cet-11935	12	21	source	source	NOUN
cet-11935	12	22	(	(	PUNCT
cet-11935	12	23	koumi	koumi	NOUN
cet-11935	12	24	ngoh	ngoh	PROPN
cet-11935	12	25	et	et	PROPN
cet-11935	12	26	al	al	PROPN
cet-11935	12	27	.	.	PROPN
cet-11935	12	28	,	,	PUNCT
cet-11935	12	29	2012	2012	NUM
cet-11935	12	30	)	)	PUNCT
cet-11935	12	31	.	.	PUNCT
cet-11935	13	1	it	it	PRON
cet-11935	13	2	can	can	AUX
cet-11935	13	3	be	be	AUX
cet-11935	13	4	utilised	utilise	VERB
cet-11935	13	5	for	for	ADP
cet-11935	13	6	hydrogen	hydrogen	NOUN
cet-11935	13	7	production	production	NOUN
cet-11935	13	8	in	in	ADP
cet-11935	13	9	three	three	NUM
cet-11935	13	10	ways	way	NOUN
cet-11935	13	11	:	:	PUNCT
cet-11935	13	12	photochemically	photochemically	ADV
cet-11935	13	13	,	,	PUNCT
cet-11935	13	14	thermochemically	thermochemically	ADV
cet-11935	13	15	and	and	CCONJ
cet-11935	13	16	electrochemically	electrochemically	ADV
cet-11935	13	17	(	(	PUNCT
cet-11935	13	18	liu	liu	PROPN
cet-11935	13	19	et	et	PROPN
cet-11935	13	20	al	al	PROPN
cet-11935	13	21	.	.	PROPN
cet-11935	13	22	,	,	PUNCT
cet-11935	13	23	2019	2019	NUM
cet-11935	13	24	)	)	PUNCT
cet-11935	13	25	.	.	PUNCT
cet-11935	14	1	however	however	ADV
cet-11935	14	2	,	,	PUNCT
cet-11935	14	3	the	the	DET
cet-11935	14	4	low	low	ADJ
cet-11935	14	5	solar	solar	NOUN
cet-11935	14	6	to	to	ADP
cet-11935	14	7	hydrogen	hydrogen	NOUN
cet-11935	14	8	efficiency	efficiency	NOUN
cet-11935	14	9	and	and	CCONJ
cet-11935	14	10	instability	instability	NOUN
cet-11935	14	11	of	of	ADP
cet-11935	14	12	solar	solar	ADJ
cet-11935	14	13	systems	system	NOUN
cet-11935	14	14	indicate	indicate	VERB
cet-11935	14	15	the	the	DET
cet-11935	14	16	solar	solar	ADJ
cet-11935	14	17	hydrogen	hydrogen	NOUN
cet-11935	14	18	production	production	NOUN
cet-11935	14	19	rate	rate	NOUN
cet-11935	14	20	is	be	AUX
cet-11935	14	21	inferior	inferior	ADJ
cet-11935	14	22	to	to	ADP
cet-11935	14	23	that	that	PRON
cet-11935	14	24	of	of	ADP
cet-11935	14	25	the	the	DET
cet-11935	14	26	industrial	industrial	ADJ
cet-11935	14	27	scale	scale	NOUN
cet-11935	14	28	(	(	PUNCT
cet-11935	14	29	liu	liu	PROPN
cet-11935	14	30	et	et	PROPN
cet-11935	14	31	al	al	PROPN
cet-11935	14	32	.	.	PROPN
cet-11935	14	33	,	,	PUNCT
cet-11935	14	34	2019	2019	NUM
cet-11935	14	35	)	)	PUNCT
cet-11935	14	36	.	.	PUNCT
cet-11935	15	1	to	to	PART
cet-11935	15	2	effectively	effectively	ADV
cet-11935	15	3	use	use	VERB
cet-11935	15	4	solar	solar	ADJ
cet-11935	15	5	energy	energy	NOUN
cet-11935	15	6	for	for	ADP
cet-11935	15	7	large	large	ADJ
cet-11935	15	8	-	-	PUNCT
cet-11935	15	9	scale	scale	NOUN
cet-11935	15	10	hydrogen	hydrogen	NOUN
cet-11935	15	11	production	production	NOUN
cet-11935	15	12	,	,	PUNCT
cet-11935	15	13	solar	solar	ADJ
cet-11935	15	14	steam	steam	NOUN
cet-11935	15	15	methane	methane	NOUN
cet-11935	15	16	reforming	reform	VERB
cet-11935	15	17	using	use	VERB
cet-11935	15	18	a	a	DET
cet-11935	15	19	volumetric	volumetric	ADJ
cet-11935	15	20	receiver	receiver	NOUN
cet-11935	15	21	reactor	reactor	NOUN
cet-11935	15	22	(	(	PUNCT
cet-11935	15	23	ssmr	ssmr	NOUN
cet-11935	15	24	-	-	PUNCT
cet-11935	15	25	vrr	vrr	NOUN
cet-11935	15	26	)	)	PUNCT
cet-11935	15	27	,	,	PUNCT
cet-11935	15	28	ssmr	ssmr	NOUN
cet-11935	15	29	-	-	PUNCT
cet-11935	15	30	ms	ms	NOUN
cet-11935	15	31	and	and	CCONJ
cet-11935	15	32	solar	solar	ADJ
cet-11935	15	33	thermal	thermal	ADJ
cet-11935	15	34	power	power	NOUN
cet-11935	15	35	generation	generation	NOUN
cet-11935	15	36	coupled	couple	VERB
cet-11935	15	37	with	with	ADP
cet-11935	15	38	water	water	NOUN
cet-11935	15	39	electrolysis	electrolysis	NOUN
cet-11935	15	40	(	(	PUNCT
cet-11935	15	41	stp	stp	NOUN
cet-11935	15	42	-	-	PUNCT
cet-11935	15	43	we	we	PRON
cet-11935	15	44	)	)	PUNCT
cet-11935	15	45	have	have	AUX
cet-11935	15	46	been	be	AUX
cet-11935	15	47	developed	develop	VERB
cet-11935	15	48	and	and	CCONJ
cet-11935	15	49	evaluated	evaluate	VERB
cet-11935	15	50	(	(	PUNCT
cet-11935	15	51	likkasit	likkasit	ADJ
cet-11935	15	52	,	,	PUNCT
cet-11935	15	53	2015	2015	NUM
cet-11935	15	54	)	)	PUNCT
cet-11935	15	55	.	.	PUNCT
cet-11935	16	1	the	the	DET
cet-11935	16	2	ssmr	ssmr	NOUN
cet-11935	16	3	-	-	PUNCT
cet-11935	16	4	ms	ms	PROPN
cet-11935	16	5	shows	show	VERB
cet-11935	16	6	greatest	great	ADJ
cet-11935	16	7	potential	potential	ADJ
cet-11935	16	8	due	due	ADP
cet-11935	16	9	to	to	ADP
cet-11935	16	10	its	its	PRON
cet-11935	16	11	unlimited	unlimited	ADJ
cet-11935	16	12	operation	operation	NOUN
cet-11935	16	13	hours	hour	NOUN
cet-11935	16	14	and	and	CCONJ
cet-11935	16	15	lower	low	ADJ
cet-11935	16	16	tac	tac	PROPN
cet-11935	16	17	.	.	PUNCT
cet-11935	17	1	however	however	ADV
cet-11935	17	2	,	,	PUNCT
cet-11935	17	3	no	no	DET
cet-11935	17	4	effort	effort	NOUN
cet-11935	17	5	has	have	AUX
cet-11935	17	6	been	be	AUX
cet-11935	17	7	made	make	VERB
cet-11935	17	8	for	for	ADP
cet-11935	17	9	optimal	optimal	ADJ
cet-11935	17	10	design	design	NOUN
cet-11935	17	11	of	of	ADP
cet-11935	17	12	ssmr	ssmr	NOUN
cet-11935	17	13	-	-	PUNCT
cet-11935	17	14	ms	ms	NOUN
cet-11935	17	15	process	process	NOUN
cet-11935	17	16	to	to	PART
cet-11935	17	17	reduce	reduce	VERB
cet-11935	17	18	tac	tac	PROPN
cet-11935	17	19	and	and	CCONJ
cet-11935	17	20	co2	co2	NOUN
cet-11935	17	21	emission	emission	NOUN
cet-11935	17	22	.	.	PUNCT
cet-11935	18	1	this	this	PRON
cet-11935	18	2	is	be	AUX
cet-11935	18	3	the	the	DET
cet-11935	18	4	main	main	ADJ
cet-11935	18	5	novelty	novelty	NOUN
cet-11935	18	6	of	of	ADP
cet-11935	18	7	this	this	DET
cet-11935	18	8	work	work	NOUN
cet-11935	18	9	.	.	PUNCT
cet-11935	19	1	in	in	ADP
cet-11935	19	2	this	this	DET
cet-11935	19	3	work	work	NOUN
cet-11935	19	4	,	,	PUNCT
cet-11935	19	5	an	an	DET
cet-11935	19	6	optimisation	optimisation	NOUN
cet-11935	19	7	framework	framework	NOUN
cet-11935	19	8	from	from	ADP
cet-11935	19	9	(	(	PUNCT
cet-11935	19	10	ibrahim	ibrahim	PROPN
cet-11935	19	11	et	et	PROPN
cet-11935	19	12	al	al	PROPN
cet-11935	19	13	.	.	PROPN
cet-11935	19	14	,	,	PUNCT
cet-11935	19	15	2018	2018	NUM
cet-11935	19	16	)	)	PUNCT
cet-11935	19	17	is	be	AUX
cet-11935	19	18	extended	extend	VERB
cet-11935	19	19	for	for	ADP
cet-11935	19	20	such	such	ADJ
cet-11935	19	21	optimal	optimal	ADJ
cet-11935	19	22	design	design	NOUN
cet-11935	19	23	using	use	VERB
cet-11935	19	24	machine	machine	NOUN
cet-11935	19	25	learning	learning	NOUN
cet-11935	19	26	techniques	technique	NOUN
cet-11935	19	27	.	.	PUNCT
cet-11935	20	1	the	the	DET
cet-11935	20	2	ann	ann	PROPN
cet-11935	20	3	models	model	NOUN
cet-11935	20	4	are	be	AUX
cet-11935	20	5	established	establish	VERB
cet-11935	20	6	to	to	PART
cet-11935	20	7	predict	predict	VERB
cet-11935	20	8	tac	tac	PROPN
cet-11935	20	9	,	,	PUNCT
cet-11935	20	10	hydrogen	hydrogen	NOUN
cet-11935	20	11	production	production	NOUN
cet-11935	20	12	rate	rate	NOUN
cet-11935	20	13	and	and	CCONJ
cet-11935	20	14	molten	molten	ADJ
cet-11935	20	15	salt	salt	NOUN
cet-11935	20	16	heat	heat	NOUN
cet-11935	20	17	duty	duty	NOUN
cet-11935	20	18	in	in	ADP
cet-11935	20	19	ssmr	ssmr	NOUN
cet-11935	20	20	-	-	PUNCT
cet-11935	20	21	ms	ms	PROPN
cet-11935	20	22	.	.	PROPN
cet-11935	20	23	a	a	DET
cet-11935	20	24	linear	linear	ADJ
cet-11935	20	25	regression	regression	NOUN
cet-11935	20	26	model	model	NOUN
cet-11935	20	27	is	be	AUX
cet-11935	20	28	also	also	ADV
cet-11935	20	29	developed	develop	VERB
cet-11935	20	30	to	to	PART
cet-11935	20	31	describe	describe	VERB
cet-11935	20	32	the	the	DET
cet-11935	20	33	relationship	relationship	NOUN
cet-11935	20	34	between	between	ADP
cet-11935	20	35	solar	solar	ADJ
cet-11935	20	36	equipment	equipment	NOUN
cet-11935	20	37	cost	cost	NOUN
cet-11935	20	38	and	and	CCONJ
cet-11935	20	39	molten	molten	ADJ
cet-11935	20	40	salt	salt	NOUN
cet-11935	20	41	duty	duty	NOUN
cet-11935	20	42	using	use	VERB
cet-11935	20	43	system	system	NOUN
cet-11935	20	44	advisor	advisor	NOUN
cet-11935	20	45	model	model	NOUN
cet-11935	20	46	(	(	PUNCT
cet-11935	20	47	sam	sam	PROPN
cet-11935	20	48	)	)	PUNCT
cet-11935	20	49	(	(	PUNCT
cet-11935	20	50	nrel	nrel	NOUN
cet-11935	20	51	.	.	PUNCT
cet-11935	20	52	,	,	PUNCT
cet-11935	20	53	2015	2015	NUM
cet-11935	20	54	)	)	PUNCT
cet-11935	20	55	.	.	PUNCT
cet-11935	21	1	based	base	VERB
cet-11935	21	2	on	on	ADP
cet-11935	21	3	these	these	PRON
cet-11935	21	4	,	,	PUNCT
cet-11935	21	5	a	a	DET
cet-11935	21	6	surrogate	surrogate	ADJ
cet-11935	21	7	model	model	NOUN
cet-11935	21	8	-	-	PUNCT
cet-11935	21	9	based	base	VERB
cet-11935	21	10	optimisation	optimisation	NOUN
cet-11935	21	11	problem	problem	NOUN
cet-11935	21	12	incorporating	incorporate	VERB
cet-11935	21	13	the	the	DET
cet-11935	21	14	proposed	propose	VERB
cet-11935	21	15	ann	ann	PROPN
cet-11935	21	16	models	model	NOUN
cet-11935	21	17	and	and	CCONJ
cet-11935	21	18	linear	linear	ADJ
cet-11935	21	19	regression	regression	NOUN
cet-11935	21	20	model	model	NOUN
cet-11935	21	21	for	for	ADP
cet-11935	21	22	integration	integration	NOUN
cet-11935	21	23	of	of	ADP
cet-11935	21	24	the	the	DET
cet-11935	21	25	entire	entire	ADJ
cet-11935	21	26	ssmr	ssmr	NOUN
cet-11935	21	27	-	-	PUNCT
cet-11935	21	28	ms	ms	NOUN
cet-11935	21	29	and	and	CCONJ
cet-11935	21	30	the	the	DET
cet-11935	21	31	solar	solar	ADJ
cet-11935	21	32	cost	cost	NOUN
cet-11935	21	33	is	be	AUX
cet-11935	21	34	developed	develop	VERB
cet-11935	21	35	.	.	PUNCT
cet-11935	22	1	a	a	DET
cet-11935	22	2	hybrid	hybrid	ADJ
cet-11935	22	3	global	global	ADJ
cet-11935	22	4	optimisation	optimisation	NOUN
cet-11935	22	5	algorithm	algorithm	NOUN
cet-11935	22	6	is	be	AUX
cet-11935	22	7	employed	employ	VERB
cet-11935	22	8	to	to	PART
cet-11935	22	9	solve	solve	VERB
cet-11935	22	10	the	the	DET
cet-11935	22	11	developed	develop	VERB
cet-11935	22	12	optimisation	optimisation	NOUN
cet-11935	22	13	problem	problem	NOUN
cet-11935	22	14	and	and	CCONJ
cet-11935	22	15	generate	generate	VERB
cet-11935	22	16	the	the	DET
cet-11935	22	17	optimal	optimal	ADJ
cet-11935	22	18	design	design	NOUN
cet-11935	22	19	,	,	PUNCT
cet-11935	22	20	which	which	PRON
cet-11935	22	21	is	be	AUX
cet-11935	22	22	then	then	ADV
cet-11935	22	23	validated	validate	VERB
cet-11935	22	24	in	in	ADP
cet-11935	22	25	aspen	aspen	NOUN
cet-11935	22	26	plus	plus	CCONJ
cet-11935	22	27	v8.8	v8.8	PROPN
cet-11935	22	28	and	and	CCONJ
cet-11935	22	29	sam	sam	PROPN
cet-11935	22	30	.	.	PUNCT
cet-11935	23	1	besides	besides	SCONJ
cet-11935	23	2	the	the	DET
cet-11935	23	3	process	process	NOUN
cet-11935	23	4	option	option	NOUN
cet-11935	23	5	from	from	ADP
cet-11935	23	6	(	(	PUNCT
cet-11935	23	7	likkasit	likkasit	ADJ
cet-11935	23	8	,	,	PUNCT
cet-11935	23	9	2015	2015	NUM
cet-11935	23	10	)	)	PUNCT
cet-11935	23	11	,	,	PUNCT
cet-11935	23	12	three	three	NUM
cet-11935	23	13	novel	novel	ADJ
cet-11935	23	14	options	option	NOUN
cet-11935	23	15	in	in	ADP
cet-11935	23	16	the	the	DET
cet-11935	23	17	ssmr	ssmr	NOUN
cet-11935	23	18	-	-	PUNCT
cet-11935	23	19	ms	ms	NOUN
cet-11935	23	20	are	be	AUX
cet-11935	23	21	proposed	propose	VERB
cet-11935	23	22	and	and	CCONJ
cet-11935	23	23	investigated	investigate	VERB
cet-11935	23	24	.	.	PUNCT
cet-11935	24	1	the	the	DET
cet-11935	24	2	computational	computational	ADJ
cet-11935	24	3	results	result	NOUN
cet-11935	24	4	demonstrate	demonstrate	VERB
cet-11935	24	5	that	that	SCONJ
cet-11935	24	6	when	when	SCONJ
cet-11935	24	7	the	the	DET
cet-11935	24	8	pre	pre	NOUN
cet-11935	24	9	-	-	ADJ
cet-11935	24	10	reformer	reformer	ADJ
cet-11935	24	11	is	be	AUX
cet-11935	24	12	an	an	DET
cet-11935	24	13	adiabatic	adiabatic	ADJ
cet-11935	24	14	reactor	reactor	NOUN
cet-11935	24	15	,	,	PUNCT
cet-11935	24	16	the	the	DET
cet-11935	24	17	best	good	ADJ
cet-11935	24	18	tac	tac	PROPN
cet-11935	24	19	can	can	AUX
cet-11935	24	20	be	be	AUX
cet-11935	24	21	generated	generate	VERB
cet-11935	24	22	.	.	PUNCT
cet-11935	25	1	as	as	ADP
cet-11935	25	2	a	a	DET
cet-11935	25	3	result	result	NOUN
cet-11935	25	4	,	,	PUNCT
cet-11935	25	5	a	a	DET
cet-11935	25	6	significant	significant	ADJ
cet-11935	25	7	reduction	reduction	NOUN
cet-11935	25	8	in	in	ADP
cet-11935	25	9	tac	tac	PROPN
cet-11935	25	10	by	by	ADP
cet-11935	25	11	14.90	14.90	NUM
cet-11935	25	12	%	%	NOUN
cet-11935	25	13	~	~	PUNCT
cet-11935	25	14	15.10	15.10	NUM
cet-11935	25	15	%	%	NOUN
cet-11935	25	16	and	and	CCONJ
cet-11935	25	17	co2	co2	NOUN
cet-11935	25	18	emissions	emission	NOUN
cet-11935	25	19	by	by	ADP
cet-11935	25	20	4.36	4.36	NUM
cet-11935	25	21	%	%	NOUN
cet-11935	25	22	~	~	PUNCT
cet-11935	25	23	5.23	5.23	NUM
cet-11935	25	24	%	%	NOUN
cet-11935	25	25	can	can	AUX
cet-11935	25	26	be	be	AUX
cet-11935	25	27	achieved	achieve	VERB
cet-11935	25	28	compared	compare	VERB
cet-11935	25	29	to	to	ADP
cet-11935	25	30	the	the	DET
cet-11935	25	31	existing	exist	VERB
cet-11935	25	32	ssmr	ssmr	NOUN
cet-11935	25	33	-	-	PUNCT
cet-11935	25	34	ms	ms	NOUN
cet-11935	25	35	.	.	PROPN
cet-11935	26	1	the	the	DET
cet-11935	26	2	molten	molten	ADJ
cet-11935	26	3	salt	salt	NOUN
cet-11935	26	4	duty	duty	NOUN
cet-11935	26	5	is	be	AUX
cet-11935	26	6	reduced	reduce	VERB
cet-11935	26	7	from	from	ADP
cet-11935	26	8	20	20	NUM
cet-11935	26	9	mw	mw	NOUN
cet-11935	26	10	to	to	ADP
cet-11935	26	11	10.20	10.20	NUM
cet-11935	26	12	~	~	PUNCT
cet-11935	26	13	10.32	10.32	NUM
cet-11935	26	14	mw	mw	PROPN
cet-11935	26	15	,	,	PUNCT
cet-11935	26	16	resulting	result	VERB
cet-11935	26	17	in	in	ADP
cet-11935	26	18	a	a	DET
cet-11935	26	19	decrease	decrease	NOUN
cet-11935	26	20	of	of	ADP
cet-11935	26	21	the	the	DET
cet-11935	26	22	solar	solar	ADJ
cet-11935	26	23	field	field	NOUN
cet-11935	26	24	equipment	equipment	NOUN
cet-11935	26	25	cost	cost	NOUN
cet-11935	26	26	by	by	ADP
cet-11935	26	27	approximately	approximately	ADV
cet-11935	26	28	28.64	28.64	NUM
cet-11935	26	29	%	%	NOUN
cet-11935	26	30	.	.	PUNCT
cet-11935	27	1	853	853	NUM
cet-11935	27	2	mailto:jie.li-2@manchester.ac.uk	mailto:jie.li-2@manchester.ac.uk	ADJ
cet-11935	27	3	2	2	NUM
cet-11935	27	4	.	.	PUNCT
cet-11935	27	5	problem	problem	NOUN
cet-11935	27	6	description	description	NOUN
cet-11935	27	7	figure	figure	NOUN
cet-11935	27	8	1	1	NUM
cet-11935	27	9	illustrates	illustrate	VERB
cet-11935	27	10	a	a	DET
cet-11935	27	11	schematic	schematic	ADJ
cet-11935	27	12	diagram	diagram	NOUN
cet-11935	27	13	of	of	ADP
cet-11935	27	14	the	the	DET
cet-11935	27	15	ssmr	ssmr	NOUN
cet-11935	27	16	-	-	PUNCT
cet-11935	27	17	ms	ms	NOUN
cet-11935	27	18	process	process	NOUN
cet-11935	27	19	for	for	ADP
cet-11935	27	20	large	large	ADJ
cet-11935	27	21	-	-	PUNCT
cet-11935	27	22	scale	scale	NOUN
cet-11935	27	23	hydrogen	hydrogen	NOUN
cet-11935	27	24	production	production	NOUN
cet-11935	27	25	.	.	PUNCT
cet-11935	28	1	treated	treat	VERB
cet-11935	28	2	natural	natural	ADJ
cet-11935	28	3	gas	gas	NOUN
cet-11935	28	4	and	and	CCONJ
cet-11935	28	5	steam	steam	NOUN
cet-11935	28	6	is	be	AUX
cet-11935	28	7	heated	heat	VERB
cet-11935	28	8	to	to	ADP
cet-11935	28	9	approximately	approximately	ADV
cet-11935	28	10	400	400	NUM
cet-11935	28	11	oc	oc	NOUN
cet-11935	28	12	and	and	CCONJ
cet-11935	28	13	fed	feed	VERB
cet-11935	28	14	into	into	ADP
cet-11935	28	15	a	a	DET
cet-11935	28	16	pre	pre	NOUN
cet-11935	28	17	-	-	NOUN
cet-11935	28	18	reformer	reformer	ADJ
cet-11935	28	19	where	where	SCONJ
cet-11935	28	20	the	the	DET
cet-11935	28	21	reactions	reaction	NOUN
cet-11935	28	22	of	of	ADP
cet-11935	28	23	steam	steam	NOUN
cet-11935	28	24	methane	methane	NOUN
cet-11935	28	25	reforming	reform	VERB
cet-11935	28	26	take	take	VERB
cet-11935	28	27	place	place	NOUN
cet-11935	28	28	.	.	PUNCT
cet-11935	29	1	the	the	DET
cet-11935	29	2	pre	pre	ADJ
cet-11935	29	3	-	-	ADJ
cet-11935	29	4	reformer	reformer	ADJ
cet-11935	29	5	can	can	AUX
cet-11935	29	6	be	be	AUX
cet-11935	29	7	adiabatic	adiabatic	ADJ
cet-11935	29	8	or	or	CCONJ
cet-11935	29	9	non	non	ADJ
cet-11935	29	10	-	-	ADJ
cet-11935	29	11	adiabatic	adiabatic	ADJ
cet-11935	29	12	.	.	PUNCT
cet-11935	30	1	if	if	SCONJ
cet-11935	30	2	non	non	ADJ
cet-11935	30	3	-	-	ADJ
cet-11935	30	4	adiabatic	adiabatic	ADJ
cet-11935	30	5	,	,	PUNCT
cet-11935	30	6	molten	molten	ADJ
cet-11935	30	7	salt	salt	NOUN
cet-11935	30	8	transfers	transfer	NOUN
cet-11935	30	9	concentrated	concentrate	VERB
cet-11935	30	10	solar	solar	ADJ
cet-11935	30	11	energy	energy	NOUN
cet-11935	30	12	in	in	ADP
cet-11935	30	13	heat	heat	NOUN
cet-11935	30	14	to	to	AUX
cet-11935	30	15	pre	pre	VERB
cet-11935	30	16	-	-	ADJ
cet-11935	30	17	reformer	reformer	ADJ
cet-11935	30	18	.	.	PUNCT
cet-11935	31	1	the	the	DET
cet-11935	31	2	flow	flow	NOUN
cet-11935	31	3	scheme	scheme	NOUN
cet-11935	31	4	in	in	ADP
cet-11935	31	5	the	the	DET
cet-11935	31	6	pre	pre	NOUN
cet-11935	31	7	-	-	ADJ
cet-11935	31	8	reformer	reformer	ADJ
cet-11935	31	9	can	can	AUX
cet-11935	31	10	be	be	AUX
cet-11935	31	11	co	co	ADJ
cet-11935	31	12	-	-	ADJ
cet-11935	31	13	current	current	ADJ
cet-11935	31	14	or	or	CCONJ
cet-11935	31	15	counter	counter	NOUN
cet-11935	31	16	-	-	NOUN
cet-11935	31	17	current	current	ADJ
cet-11935	31	18	.	.	PUNCT
cet-11935	32	1	the	the	DET
cet-11935	32	2	pre	pre	ADJ
cet-11935	32	3	-	-	ADJ
cet-11935	32	4	reformer	reformer	ADJ
cet-11935	32	5	effluent	effluent	NOUN
cet-11935	32	6	goes	go	VERB
cet-11935	32	7	into	into	ADP
cet-11935	32	8	a	a	DET
cet-11935	32	9	reformer	reformer	NOUN
cet-11935	32	10	where	where	SCONJ
cet-11935	32	11	the	the	DET
cet-11935	32	12	reactions	reaction	NOUN
cet-11935	32	13	of	of	ADP
cet-11935	32	14	steam	steam	NOUN
cet-11935	32	15	methane	methane	NOUN
cet-11935	32	16	reforming	reform	VERB
cet-11935	32	17	occur	occur	VERB
cet-11935	32	18	at	at	ADP
cet-11935	32	19	high	high	ADJ
cet-11935	32	20	temperature	temperature	NOUN
cet-11935	32	21	(	(	PUNCT
cet-11935	32	22	e.g.	e.g.	ADV
cet-11935	32	23	,	,	PUNCT
cet-11935	32	24	900	900	NUM
cet-11935	32	25	oc	oc	NOUN
cet-11935	32	26	)	)	PUNCT
cet-11935	32	27	.	.	PUNCT
cet-11935	33	1	the	the	DET
cet-11935	33	2	energy	energy	NOUN
cet-11935	33	3	required	require	VERB
cet-11935	33	4	in	in	ADP
cet-11935	33	5	the	the	DET
cet-11935	33	6	reformer	reformer	NOUN
cet-11935	33	7	is	be	AUX
cet-11935	33	8	provided	provide	VERB
cet-11935	33	9	through	through	ADP
cet-11935	33	10	combustion	combustion	NOUN
cet-11935	33	11	of	of	ADP
cet-11935	33	12	natural	natural	ADJ
cet-11935	33	13	gas	gas	NOUN
cet-11935	33	14	with	with	ADP
cet-11935	33	15	air	air	NOUN
cet-11935	33	16	.	.	PUNCT
cet-11935	34	1	the	the	DET
cet-11935	34	2	syngas	syngas	NOUN
cet-11935	34	3	produced	produce	VERB
cet-11935	34	4	in	in	ADP
cet-11935	34	5	the	the	DET
cet-11935	34	6	reformer	reformer	NOUN
cet-11935	34	7	is	be	AUX
cet-11935	34	8	cooled	cool	VERB
cet-11935	34	9	down	down	ADP
cet-11935	34	10	and	and	CCONJ
cet-11935	34	11	fed	feed	VERB
cet-11935	34	12	into	into	ADP
cet-11935	34	13	water	water	NOUN
cet-11935	34	14	gas	gas	NOUN
cet-11935	34	15	shift	shift	NOUN
cet-11935	34	16	reactors	reactor	NOUN
cet-11935	34	17	in	in	ADP
cet-11935	34	18	series	series	NOUN
cet-11935	34	19	.	.	PUNCT
cet-11935	35	1	in	in	ADP
cet-11935	35	2	these	these	DET
cet-11935	35	3	two	two	NUM
cet-11935	35	4	shift	shift	NOUN
cet-11935	35	5	reactors	reactor	NOUN
cet-11935	35	6	,	,	PUNCT
cet-11935	35	7	water	water	NOUN
cet-11935	35	8	-	-	PUNCT
cet-11935	35	9	gas	gas	NOUN
cet-11935	35	10	shift	shift	NOUN
cet-11935	35	11	reaction	reaction	NOUN
cet-11935	35	12	takes	take	VERB
cet-11935	35	13	place	place	NOUN
cet-11935	35	14	which	which	PRON
cet-11935	35	15	converts	convert	VERB
cet-11935	35	16	carbon	carbon	NOUN
cet-11935	35	17	monoxide	monoxide	NOUN
cet-11935	35	18	into	into	ADP
cet-11935	35	19	hydrogen	hydrogen	NOUN
cet-11935	35	20	to	to	PART
cet-11935	35	21	improve	improve	VERB
cet-11935	35	22	the	the	DET
cet-11935	35	23	productivity	productivity	NOUN
cet-11935	35	24	of	of	ADP
cet-11935	35	25	hydrogen	hydrogen	NOUN
cet-11935	35	26	.	.	PUNCT
cet-11935	36	1	after	after	ADP
cet-11935	36	2	that	that	PRON
cet-11935	36	3	,	,	PUNCT
cet-11935	36	4	the	the	DET
cet-11935	36	5	hydrogen	hydrogen	NOUN
cet-11935	36	6	-	-	PUNCT
cet-11935	36	7	rich	rich	ADJ
cet-11935	36	8	syngas	syngas	NOUN
cet-11935	36	9	stream	stream	NOUN
cet-11935	36	10	is	be	AUX
cet-11935	36	11	sent	send	VERB
cet-11935	36	12	for	for	ADP
cet-11935	36	13	water	water	NOUN
cet-11935	36	14	and	and	CCONJ
cet-11935	36	15	co2	co2	NOUN
cet-11935	36	16	removal	removal	NOUN
cet-11935	36	17	.	.	PUNCT
cet-11935	37	1	a	a	DET
cet-11935	37	2	pressure	pressure	NOUN
cet-11935	37	3	swing	swing	NOUN
cet-11935	37	4	adsorption	adsorption	NOUN
cet-11935	37	5	(	(	PUNCT
cet-11935	37	6	psa	psa	NOUN
cet-11935	37	7	)	)	PUNCT
cet-11935	37	8	unit	unit	NOUN
cet-11935	37	9	is	be	AUX
cet-11935	37	10	then	then	ADV
cet-11935	37	11	used	use	VERB
cet-11935	37	12	to	to	PART
cet-11935	37	13	purify	purify	VERB
cet-11935	37	14	the	the	DET
cet-11935	37	15	hydrogen	hydrogen	NOUN
cet-11935	37	16	product	product	NOUN
cet-11935	37	17	stream	stream	NOUN
cet-11935	37	18	.	.	PUNCT
cet-11935	38	1	the	the	DET
cet-11935	38	2	off	off	ADP
cet-11935	38	3	-	-	PUNCT
cet-11935	38	4	gas	gas	NOUN
cet-11935	38	5	from	from	ADP
cet-11935	38	6	psa	psa	NOUN
cet-11935	38	7	containing	contain	VERB
cet-11935	38	8	unreacted	unreacted	ADJ
cet-11935	38	9	ch4	ch4	PROPN
cet-11935	38	10	,	,	PUNCT
cet-11935	38	11	co	co	NOUN
cet-11935	38	12	,	,	PUNCT
cet-11935	38	13	and	and	CCONJ
cet-11935	38	14	leftover	leftover	PROPN
cet-11935	38	15	h2	h2	NOUN
cet-11935	38	16	,	,	PUNCT
cet-11935	38	17	is	be	AUX
cet-11935	38	18	recycled	recycle	VERB
cet-11935	38	19	back	back	ADV
cet-11935	38	20	as	as	ADP
cet-11935	38	21	a	a	DET
cet-11935	38	22	fuel	fuel	NOUN
cet-11935	38	23	for	for	ADP
cet-11935	38	24	providing	provide	VERB
cet-11935	38	25	heat	heat	NOUN
cet-11935	38	26	to	to	ADP
cet-11935	38	27	the	the	DET
cet-11935	38	28	reformer	reformer	NOUN
cet-11935	38	29	.	.	PUNCT
cet-11935	39	1	the	the	DET
cet-11935	39	2	process	process	NOUN
cet-11935	39	3	is	be	AUX
cet-11935	39	4	to	to	PART
cet-11935	39	5	produce	produce	VERB
cet-11935	39	6	𝐹𝐻2	𝐹𝐻2	PROPN
cet-11935	39	7	hydrogen	hydrogen	NOUN
cet-11935	39	8	with	with	ADP
cet-11935	39	9	𝜂𝐻2	𝜂𝐻2	PROPN
cet-11935	39	10	purity	purity	NOUN
cet-11935	39	11	to	to	PART
cet-11935	39	12	satisfy	satisfy	VERB
cet-11935	39	13	hydrogen	hydrogen	NOUN
cet-11935	39	14	demand	demand	NOUN
cet-11935	39	15	in	in	ADP
cet-11935	39	16	an	an	DET
cet-11935	39	17	oil	oil	NOUN
cet-11935	39	18	refinery	refinery	NOUN
cet-11935	39	19	.	.	PUNCT
cet-11935	40	1	the	the	DET
cet-11935	40	2	reactions	reaction	NOUN
cet-11935	40	3	occurring	occur	VERB
cet-11935	40	4	in	in	ADP
cet-11935	40	5	the	the	DET
cet-11935	40	6	pre	pre	NOUN
cet-11935	40	7	-	-	ADJ
cet-11935	40	8	reformer	reformer	ADJ
cet-11935	40	9	and	and	CCONJ
cet-11935	40	10	reformer	reformer	ADJ
cet-11935	40	11	reactors	reactor	NOUN
cet-11935	40	12	are	be	AUX
cet-11935	40	13	shown	show	VERB
cet-11935	40	14	in	in	ADP
cet-11935	40	15	eqs(1)-(3	eqs(1)-(3	NUM
cet-11935	40	16	)	)	PUNCT
cet-11935	40	17	.	.	PUNCT
cet-11935	41	1	an	an	DET
cet-11935	41	2	ni	ni	NOUN
cet-11935	41	3	-	-	PUNCT
cet-11935	41	4	based	base	VERB
cet-11935	41	5	catalyst	catalyst	NOUN
cet-11935	41	6	is	be	AUX
cet-11935	41	7	normally	normally	ADV
cet-11935	41	8	used	use	VERB
cet-11935	41	9	for	for	ADP
cet-11935	41	10	steam	steam	NOUN
cet-11935	41	11	methane	methane	NOUN
cet-11935	41	12	reforming	reforming	NOUN
cet-11935	41	13	.	.	PUNCT
cet-11935	42	1	the	the	DET
cet-11935	42	2	reaction	reaction	NOUN
cet-11935	42	3	occurring	occur	VERB
cet-11935	42	4	in	in	ADP
cet-11935	42	5	the	the	DET
cet-11935	42	6	two	two	NUM
cet-11935	42	7	water	water	NOUN
cet-11935	42	8	gas	gas	NOUN
cet-11935	42	9	shift	shift	NOUN
cet-11935	42	10	reactors	reactor	NOUN
cet-11935	42	11	is	be	AUX
cet-11935	42	12	eq(2	eq(2	NOUN
cet-11935	42	13	)	)	PUNCT
cet-11935	42	14	.	.	PUNCT
cet-11935	43	1	𝐶𝐻4	𝐶𝐻4	PROPN
cet-11935	43	2	+	+	CCONJ
cet-11935	43	3	𝐻2𝑂	𝐻2𝑂	PROPN
cet-11935	43	4	⇌	⇌	PROPN
cet-11935	43	5	3𝐻2	3𝐻2	NUM
cet-11935	43	6	+	+	CCONJ
cet-11935	43	7	𝐶𝑂	𝐶𝑂	PROPN
cet-11935	43	8	(	(	PUNCT
cet-11935	43	9	1	1	NUM
cet-11935	43	10	)	)	PUNCT
cet-11935	43	11	𝐶𝑂	𝐶𝑂	PROPN
cet-11935	43	12	+	+	CCONJ
cet-11935	43	13	𝐻2𝑂	𝐻2𝑂	PRON
cet-11935	43	14	⇌	⇌	NOUN
cet-11935	43	15	𝐻2	𝐻2	VERB
cet-11935	43	16	+	+	X
cet-11935	43	17	𝐶𝑂2	𝐶𝑂2	PROPN
cet-11935	43	18	(	(	PUNCT
cet-11935	43	19	2	2	NUM
cet-11935	43	20	)	)	PUNCT
cet-11935	43	21	𝐶𝐻4	𝐶𝐻4	PROPN
cet-11935	44	1	+	+	CCONJ
cet-11935	44	2	2𝐻2𝑂	2𝐻2𝑂	NUM
cet-11935	44	3	⇌	⇌	NOUN
cet-11935	44	4	4𝐻2	4𝐻2	NUM
cet-11935	44	5	+	+	CCONJ
cet-11935	44	6	𝐶𝑂2	𝐶𝑂2	PROPN
cet-11935	44	7	(	(	PUNCT
cet-11935	44	8	3	3	NUM
cet-11935	44	9	)	)	PUNCT
cet-11935	44	10	figure	figure	NOUN
cet-11935	44	11	1	1	NUM
cet-11935	44	12	:	:	PUNCT
cet-11935	44	13	block	block	NOUN
cet-11935	44	14	diagram	diagram	NOUN
cet-11935	44	15	of	of	ADP
cet-11935	44	16	the	the	DET
cet-11935	44	17	ssmr	ssmr	NOUN
cet-11935	44	18	-	-	PUNCT
cet-11935	44	19	ms	ms	NOUN
cet-11935	44	20	process	process	NOUN
cet-11935	44	21	(	(	PUNCT
cet-11935	44	22	modified	modify	VERB
cet-11935	44	23	from	from	ADP
cet-11935	44	24	likkasit	likkasit	ADJ
cet-11935	44	25	,	,	PUNCT
cet-11935	44	26	2015	2015	NUM
cet-11935	44	27	)	)	PUNCT
cet-11935	44	28	given	give	VERB
cet-11935	44	29	the	the	DET
cet-11935	44	30	necessary	necessary	ADJ
cet-11935	44	31	data	datum	NOUN
cet-11935	44	32	including	include	VERB
cet-11935	44	33	production	production	NOUN
cet-11935	44	34	requirements	requirement	NOUN
cet-11935	44	35	,	,	PUNCT
cet-11935	44	36	reactor	reactor	NOUN
cet-11935	44	37	types	type	NOUN
cet-11935	44	38	,	,	PUNCT
cet-11935	44	39	flow	flow	NOUN
cet-11935	44	40	scheme	scheme	NOUN
cet-11935	44	41	,	,	PUNCT
cet-11935	44	42	reaction	reaction	NOUN
cet-11935	44	43	kinetics	kinetic	NOUN
cet-11935	44	44	,	,	PUNCT
cet-11935	44	45	thermodynamic	thermodynamic	ADJ
cet-11935	44	46	data	datum	NOUN
cet-11935	44	47	and	and	CCONJ
cet-11935	44	48	economic	economic	ADJ
cet-11935	44	49	correlations	correlation	NOUN
cet-11935	44	50	,	,	PUNCT
cet-11935	44	51	the	the	DET
cet-11935	44	52	entire	entire	ADJ
cet-11935	44	53	problem	problem	NOUN
cet-11935	44	54	is	be	AUX
cet-11935	44	55	to	to	PART
cet-11935	44	56	determine	determine	VERB
cet-11935	44	57	optimal	optimal	ADJ
cet-11935	44	58	operating	operating	NOUN
cet-11935	44	59	conditions	condition	NOUN
cet-11935	44	60	including	include	VERB
cet-11935	44	61	stream	stream	NOUN
cet-11935	44	62	flowrates	flowrate	NOUN
cet-11935	44	63	,	,	PUNCT
cet-11935	44	64	temperature	temperature	NOUN
cet-11935	44	65	,	,	PUNCT
cet-11935	44	66	steam	steam	NOUN
cet-11935	44	67	to	to	ADP
cet-11935	44	68	methane	methane	NOUN
cet-11935	44	69	(	(	PUNCT
cet-11935	44	70	s	s	NOUN
cet-11935	44	71	/	/	SYM
cet-11935	44	72	c	c	NOUN
cet-11935	44	73	)	)	PUNCT
cet-11935	44	74	ratio	ratio	NOUN
cet-11935	44	75	,	,	PUNCT
cet-11935	44	76	reactor	reactor	NOUN
cet-11935	44	77	sizes	size	NOUN
cet-11935	44	78	including	include	VERB
cet-11935	44	79	tube	tube	NOUN
cet-11935	44	80	length	length	NOUN
cet-11935	44	81	and	and	CCONJ
cet-11935	44	82	tube	tube	NOUN
cet-11935	44	83	number	number	NOUN
cet-11935	44	84	as	as	ADV
cet-11935	44	85	well	well	ADV
cet-11935	44	86	as	as	ADP
cet-11935	44	87	optimal	optimal	ADJ
cet-11935	44	88	heat	heat	NOUN
cet-11935	44	89	exchanger	exchanger	NOUN
cet-11935	44	90	network	network	NOUN
cet-11935	44	91	.	.	PUNCT
cet-11935	45	1	the	the	DET
cet-11935	45	2	objective	objective	NOUN
cet-11935	45	3	is	be	AUX
cet-11935	45	4	to	to	PART
cet-11935	45	5	minimise	minimise	VERB
cet-11935	45	6	tac	tac	PROPN
cet-11935	45	7	.	.	PUNCT
cet-11935	46	1	3	3	X
cet-11935	46	2	.	.	X
cet-11935	46	3	mathematical	mathematical	ADJ
cet-11935	46	4	formulation	formulation	NOUN
cet-11935	46	5	the	the	DET
cet-11935	46	6	ssmr	ssmr	NOUN
cet-11935	46	7	-	-	PUNCT
cet-11935	46	8	ms	ms	NOUN
cet-11935	46	9	process	process	NOUN
cet-11935	46	10	can	can	AUX
cet-11935	46	11	be	be	AUX
cet-11935	46	12	modelled	model	VERB
cet-11935	46	13	using	use	VERB
cet-11935	46	14	rigorous	rigorous	ADJ
cet-11935	46	15	models	model	NOUN
cet-11935	46	16	in	in	ADP
cet-11935	46	17	aspen	aspen	PROPN
cet-11935	46	18	plus	plus	CCONJ
cet-11935	46	19	v8.8	v8.8	PROPN
cet-11935	46	20	.	.	PUNCT
cet-11935	47	1	such	such	ADJ
cet-11935	47	2	rigorous	rigorous	ADJ
cet-11935	47	3	models	model	NOUN
cet-11935	47	4	include	include	VERB
cet-11935	47	5	mass	mass	NOUN
cet-11935	47	6	and	and	CCONJ
cet-11935	47	7	energy	energy	NOUN
cet-11935	47	8	balance	balance	NOUN
cet-11935	47	9	equations	equation	NOUN
cet-11935	47	10	,	,	PUNCT
cet-11935	47	11	thermodynamic	thermodynamic	ADJ
cet-11935	47	12	relations	relation	NOUN
cet-11935	47	13	,	,	PUNCT
cet-11935	47	14	and	and	CCONJ
cet-11935	47	15	properties	property	NOUN
cet-11935	47	16	equations	equation	NOUN
cet-11935	47	17	,	,	PUNCT
cet-11935	47	18	which	which	PRON
cet-11935	47	19	are	be	AUX
cet-11935	47	20	often	often	ADV
cet-11935	47	21	highly	highly	ADV
cet-11935	47	22	complex	complex	ADJ
cet-11935	47	23	.	.	PUNCT
cet-11935	48	1	the	the	DET
cet-11935	48	2	optimisation	optimisation	NOUN
cet-11935	48	3	problem	problem	NOUN
cet-11935	48	4	using	use	VERB
cet-11935	48	5	these	these	DET
cet-11935	48	6	rigorous	rigorous	ADJ
cet-11935	48	7	models	model	NOUN
cet-11935	48	8	is	be	AUX
cet-11935	48	9	denoted	denote	VERB
cet-11935	48	10	as	as	ADP
cet-11935	48	11	p.	p.	NOUN
cet-11935	48	12	to	to	PART
cet-11935	48	13	reduce	reduce	VERB
cet-11935	48	14	the	the	DET
cet-11935	48	15	complexity	complexity	NOUN
cet-11935	48	16	of	of	ADP
cet-11935	48	17	the	the	DET
cet-11935	48	18	problem	problem	NOUN
cet-11935	48	19	p	p	X
cet-11935	48	20	,	,	PUNCT
cet-11935	48	21	a	a	DET
cet-11935	48	22	surrogate	surrogate	ADJ
cet-11935	48	23	model	model	NOUN
cet-11935	48	24	based	base	VERB
cet-11935	48	25	on	on	ADP
cet-11935	48	26	machine	machine	NOUN
cet-11935	48	27	learning	learning	NOUN
cet-11935	48	28	techniques	technique	NOUN
cet-11935	48	29	is	be	AUX
cet-11935	48	30	developed	develop	VERB
cet-11935	48	31	for	for	ADP
cet-11935	48	32	the	the	DET
cet-11935	48	33	entire	entire	ADJ
cet-11935	48	34	ssmr	ssmr	NOUN
cet-11935	48	35	-	-	PUNCT
cet-11935	48	36	ms	ms	NOUN
cet-11935	48	37	through	through	ADP
cet-11935	48	38	extending	extend	VERB
cet-11935	48	39	the	the	DET
cet-11935	48	40	optimisation	optimisation	NOUN
cet-11935	48	41	framework	framework	NOUN
cet-11935	48	42	of	of	ADP
cet-11935	48	43	ibrahim	ibrahim	PROPN
cet-11935	48	44	et	et	PROPN
cet-11935	48	45	al	al	PROPN
cet-11935	48	46	.	.	PROPN
cet-11935	49	1	(	(	PUNCT
cet-11935	49	2	2018	2018	NUM
cet-11935	49	3	)	)	PUNCT
cet-11935	49	4	.	.	PUNCT
cet-11935	50	1	in	in	ADP
cet-11935	50	2	other	other	ADJ
cet-11935	50	3	words	word	NOUN
cet-11935	50	4	,	,	PUNCT
cet-11935	50	5	the	the	DET
cet-11935	50	6	whole	whole	ADJ
cet-11935	50	7	ssmr	ssmr	NOUN
cet-11935	50	8	-	-	PUNCT
cet-11935	50	9	ms	ms	NOUN
cet-11935	50	10	process	process	NOUN
cet-11935	50	11	is	be	AUX
cet-11935	50	12	considered	consider	VERB
cet-11935	50	13	as	as	ADP
cet-11935	50	14	a	a	DET
cet-11935	50	15	black	black	ADJ
cet-11935	50	16	box	box	NOUN
cet-11935	50	17	.	.	PUNCT
cet-11935	51	1	there	there	PRON
cet-11935	51	2	are	be	VERB
cet-11935	51	3	usually	usually	ADV
cet-11935	51	4	three	three	NUM
cet-11935	51	5	steps	step	NOUN
cet-11935	51	6	for	for	ADP
cet-11935	51	7	the	the	DET
cet-11935	51	8	development	development	NOUN
cet-11935	51	9	of	of	ADP
cet-11935	51	10	a	a	DET
cet-11935	51	11	854	854	NUM
cet-11935	51	12	surrogate	surrogate	ADJ
cet-11935	51	13	model	model	NOUN
cet-11935	51	14	,	,	PUNCT
cet-11935	51	15	including	include	VERB
cet-11935	51	16	data	data	NOUN
cet-11935	51	17	generation	generation	NOUN
cet-11935	51	18	(	(	PUNCT
cet-11935	51	19	i.e.	i.e.	X
cet-11935	51	20	,	,	PUNCT
cet-11935	51	21	sampling	sampling	NOUN
cet-11935	51	22	)	)	PUNCT
cet-11935	51	23	,	,	PUNCT
cet-11935	51	24	construction	construction	NOUN
cet-11935	51	25	of	of	ADP
cet-11935	51	26	the	the	DET
cet-11935	51	27	surrogate	surrogate	ADJ
cet-11935	51	28	model	model	NOUN
cet-11935	51	29	and	and	CCONJ
cet-11935	51	30	construction	construction	NOUN
cet-11935	51	31	of	of	ADP
cet-11935	51	32	feasibility	feasibility	NOUN
cet-11935	51	33	constraints	constraint	NOUN
cet-11935	51	34	using	use	VERB
cet-11935	51	35	a	a	DET
cet-11935	51	36	support	support	NOUN
cet-11935	51	37	vector	vector	NOUN
cet-11935	51	38	machine	machine	NOUN
cet-11935	51	39	(	(	PUNCT
cet-11935	51	40	ibrahim	ibrahim	NOUN
cet-11935	51	41	et	et	PROPN
cet-11935	51	42	al	al	PROPN
cet-11935	51	43	.	.	PROPN
cet-11935	51	44	,	,	PUNCT
cet-11935	51	45	2018	2018	NUM
cet-11935	51	46	)	)	PUNCT
cet-11935	51	47	.	.	PUNCT
cet-11935	52	1	3.1	3.1	NUM
cet-11935	52	2	data	data	NOUN
cet-11935	52	3	generation	generation	NOUN
cet-11935	52	4	to	to	PART
cet-11935	52	5	develop	develop	VERB
cet-11935	52	6	a	a	DET
cet-11935	52	7	surrogate	surrogate	ADJ
cet-11935	52	8	model	model	NOUN
cet-11935	52	9	,	,	PUNCT
cet-11935	52	10	the	the	DET
cet-11935	52	11	first	first	ADJ
cet-11935	52	12	step	step	NOUN
cet-11935	52	13	is	be	AUX
cet-11935	52	14	data	datum	NOUN
cet-11935	52	15	generation	generation	NOUN
cet-11935	52	16	because	because	SCONJ
cet-11935	52	17	the	the	DET
cet-11935	52	18	prediction	prediction	NOUN
cet-11935	52	19	accuracy	accuracy	NOUN
cet-11935	52	20	of	of	ADP
cet-11935	52	21	the	the	DET
cet-11935	52	22	surrogate	surrogate	ADJ
cet-11935	52	23	model	model	NOUN
cet-11935	52	24	strongly	strongly	ADV
cet-11935	52	25	relies	rely	VERB
cet-11935	52	26	on	on	ADP
cet-11935	52	27	the	the	DET
cet-11935	52	28	quality	quality	NOUN
cet-11935	52	29	of	of	ADP
cet-11935	52	30	the	the	DET
cet-11935	52	31	data	datum	NOUN
cet-11935	52	32	used	use	VERB
cet-11935	52	33	in	in	ADP
cet-11935	52	34	the	the	DET
cet-11935	52	35	training	training	NOUN
cet-11935	52	36	stage	stage	NOUN
cet-11935	52	37	.	.	PUNCT
cet-11935	53	1	in	in	ADP
cet-11935	53	2	this	this	DET
cet-11935	53	3	work	work	NOUN
cet-11935	53	4	,	,	PUNCT
cet-11935	53	5	input	input	NOUN
cet-11935	53	6	variables	variable	NOUN
cet-11935	53	7	including	include	VERB
cet-11935	53	8	molar	molar	ADJ
cet-11935	53	9	flowrate	flowrate	NOUN
cet-11935	53	10	of	of	ADP
cet-11935	53	11	natural	natural	ADJ
cet-11935	53	12	gas	gas	NOUN
cet-11935	53	13	into	into	ADP
cet-11935	53	14	pre	pre	ADJ
cet-11935	53	15	-	-	ADJ
cet-11935	53	16	reformer	reformer	ADJ
cet-11935	53	17	𝐹𝑁𝐺	𝐹𝑁𝐺	NOUN
cet-11935	53	18	,	,	PUNCT
cet-11935	53	19	steam	steam	NOUN
cet-11935	53	20	to	to	ADP
cet-11935	53	21	methane	methane	NOUN
cet-11935	53	22	ratio	ratio	NOUN
cet-11935	53	23	𝛾𝑆/𝐶	𝛾𝑆/𝐶	PROPN
cet-11935	53	24	,	,	PUNCT
cet-11935	53	25	operating	operate	VERB
cet-11935	53	26	temperature	temperature	NOUN
cet-11935	53	27	of	of	ADP
cet-11935	53	28	reformer	reformer	ADJ
cet-11935	53	29	𝑇𝑅	𝑇𝑅	PROPN
cet-11935	53	30	,	,	PUNCT
cet-11935	53	31	high	high	ADJ
cet-11935	53	32	-	-	PUNCT
cet-11935	53	33	temperature	temperature	NOUN
cet-11935	53	34	water	water	NOUN
cet-11935	53	35	gas	gas	NOUN
cet-11935	53	36	shift	shift	NOUN
cet-11935	53	37	(	(	PUNCT
cet-11935	53	38	hwgs	hwgs	NOUN
cet-11935	53	39	)	)	PUNCT
cet-11935	53	40	reactor	reactor	NOUN
cet-11935	53	41	𝑇𝐻𝑊𝐺𝑆	𝑇𝐻𝑊𝐺𝑆	PROPN
cet-11935	53	42	,	,	PUNCT
cet-11935	53	43	low	low	ADJ
cet-11935	53	44	-	-	PUNCT
cet-11935	53	45	temperature	temperature	NOUN
cet-11935	53	46	water	water	NOUN
cet-11935	53	47	gas	gas	NOUN
cet-11935	53	48	shift	shift	NOUN
cet-11935	53	49	(	(	PUNCT
cet-11935	53	50	lwgs	lwgs	ADJ
cet-11935	53	51	)	)	PUNCT
cet-11935	53	52	reactor	reactor	NOUN
cet-11935	53	53	𝑇𝐿𝑊𝐺𝑆	𝑇𝐿𝑊𝐺𝑆	PROPN
cet-11935	53	54	,	,	PUNCT
cet-11935	53	55	tube	tube	NOUN
cet-11935	53	56	length	length	NOUN
cet-11935	53	57	of	of	ADP
cet-11935	53	58	pre	pre	ADJ
cet-11935	53	59	-	-	ADJ
cet-11935	53	60	reformer	reformer	ADJ
cet-11935	53	61	𝐿𝑃𝑅	𝐿𝑃𝑅	PROPN
cet-11935	53	62	,	,	PUNCT
cet-11935	53	63	reformer	reformer	ADJ
cet-11935	53	64	𝐿𝑅	𝐿𝑅	PROPN
cet-11935	53	65	,	,	PUNCT
cet-11935	53	66	hwgs	hwgs	NOUN
cet-11935	53	67	reactor	reactor	NOUN
cet-11935	53	68	𝐿𝐻𝑊𝐺𝑆	𝐿𝐻𝑊𝐺𝑆	PROPN
cet-11935	53	69	and	and	CCONJ
cet-11935	53	70	lwgs	lwg	VERB
cet-11935	53	71	reactor	reactor	NOUN
cet-11935	53	72	𝐿𝐿𝑊𝐺𝑆	𝐿𝐿𝑊𝐺𝑆	NOUN
cet-11935	53	73	,	,	PUNCT
cet-11935	53	74	tube	tube	NOUN
cet-11935	53	75	number	number	NOUN
cet-11935	53	76	in	in	ADP
cet-11935	53	77	pre	pre	ADJ
cet-11935	53	78	-	-	ADJ
cet-11935	53	79	reformer	reformer	ADJ
cet-11935	53	80	𝑁𝑃𝑅	𝑁𝑃𝑅	PROPN
cet-11935	53	81	,	,	PUNCT
cet-11935	53	82	reformer	reformer	ADJ
cet-11935	53	83	𝑁𝑅	𝑁𝑅	PROPN
cet-11935	53	84	,	,	PUNCT
cet-11935	53	85	hwgs	hwgs	NOUN
cet-11935	53	86	reactor	reactor	NOUN
cet-11935	53	87	𝑁𝐻𝑊𝐺𝑆	𝑁𝐻𝑊𝐺𝑆	PROPN
cet-11935	53	88	and	and	CCONJ
cet-11935	53	89	lwgs	lwg	VERB
cet-11935	53	90	reactor	reactor	NOUN
cet-11935	53	91	𝑁𝐿𝑊𝐺𝑆	𝑁𝐿𝑊𝐺𝑆	NOUN
cet-11935	53	92	vary	vary	VERB
cet-11935	53	93	between	between	ADP
cet-11935	53	94	lower	low	ADJ
cet-11935	53	95	and	and	CCONJ
cet-11935	53	96	upper	upper	ADJ
cet-11935	53	97	bounds	bound	NOUN
cet-11935	53	98	.	.	PUNCT
cet-11935	54	1	a	a	DET
cet-11935	54	2	vector	vector	NOUN
cet-11935	54	3	𝐱	𝐱	NOUN
cet-11935	54	4	is	be	AUX
cet-11935	54	5	used	use	VERB
cet-11935	54	6	to	to	PART
cet-11935	54	7	denote	denote	VERB
cet-11935	54	8	all	all	DET
cet-11935	54	9	these	these	DET
cet-11935	54	10	variables	variable	NOUN
cet-11935	54	11	.	.	PUNCT
cet-11935	55	1	in	in	ADP
cet-11935	55	2	other	other	ADJ
cet-11935	55	3	words	word	NOUN
cet-11935	55	4	,	,	PUNCT
cet-11935	55	5	𝐱	𝐱	NOUN
cet-11935	55	6	=	=	SYM
cet-11935	55	7	[	[	X
cet-11935	55	8	𝐹𝑁𝐺	𝐹𝑁𝐺	PROPN
cet-11935	55	9	,	,	PUNCT
cet-11935	55	10	𝛾𝑆	𝛾𝑆	VERB
cet-11935	55	11	𝐶⁄	𝐶⁄	PROPN
cet-11935	55	12	,	,	PUNCT
cet-11935	55	13	𝑇𝑅	𝑇𝑅	PROPN
cet-11935	55	14	,	,	PUNCT
cet-11935	55	15	𝑇𝐻𝑊𝐺𝑆	𝑇𝐻𝑊𝐺𝑆	PROPN
cet-11935	55	16	,	,	PUNCT
cet-11935	55	17	𝑇𝐿𝑊𝐺𝑆	𝑇𝐿𝑊𝐺𝑆	PROPN
cet-11935	55	18	,	,	PUNCT
cet-11935	55	19	𝐿𝑃𝑅	𝐿𝑃𝑅	PROPN
cet-11935	55	20	,	,	PUNCT
cet-11935	55	21	𝐿𝑅	𝐿𝑅	PROPN
cet-11935	55	22	,	,	PUNCT
cet-11935	55	23	𝐿𝐻𝑊𝐺𝑆	𝐿𝐻𝑊𝐺𝑆	PROPN
cet-11935	55	24	,	,	PUNCT
cet-11935	55	25	𝐿𝐿𝑊𝐺𝑆	𝐿𝐿𝑊𝐺𝑆	NOUN
cet-11935	55	26	,	,	PUNCT
cet-11935	55	27	𝑁𝑃𝑅	𝑁𝑃𝑅	PROPN
cet-11935	55	28	,	,	PUNCT
cet-11935	55	29	𝑁𝑅	𝑁𝑅	PROPN
cet-11935	55	30	,	,	PUNCT
cet-11935	55	31	𝑁𝐻𝑊𝐺𝑆	𝑁𝐻𝑊𝐺𝑆	PROPN
cet-11935	55	32	,	,	PUNCT
cet-11935	55	33	𝑁𝐿𝑊𝐺𝑆	𝑁𝐿𝑊𝐺𝑆	PROPN
cet-11935	55	34	]	]	PUNCT
cet-11935	55	35	.	.	PUNCT
cet-11935	56	1	then	then	ADV
cet-11935	56	2	:	:	PUNCT
cet-11935	56	3	𝑥𝐿	𝑥𝐿	ADJ
cet-11935	56	4	≤	≤	NUM
cet-11935	56	5	𝐱	𝐱	PROPN
cet-11935	56	6	≤	≤	ADJ
cet-11935	56	7	𝑥𝑈	𝑥𝑈	X
cet-11935	56	8	(	(	PUNCT
cet-11935	56	9	4	4	X
cet-11935	56	10	)	)	PUNCT
cet-11935	56	11	the	the	DET
cet-11935	56	12	output	output	NOUN
cet-11935	56	13	variables	variable	NOUN
cet-11935	56	14	include	include	VERB
cet-11935	56	15	tac	tac	PROPN
cet-11935	56	16	,	,	PUNCT
cet-11935	56	17	hydrogen	hydrogen	NOUN
cet-11935	56	18	production	production	NOUN
cet-11935	56	19	rate	rate	NOUN
cet-11935	56	20	𝐹𝐻2	𝐹𝐻2	NOUN
cet-11935	56	21	and	and	CCONJ
cet-11935	56	22	molten	molten	ADJ
cet-11935	56	23	salt	salt	NOUN
cet-11935	56	24	duty	duty	NOUN
cet-11935	56	25	𝑄𝑀𝑆.	𝑄𝑀𝑆.	PROPN
cet-11935	56	26	samples	sample	NOUN
cet-11935	56	27	generated	generate	VERB
cet-11935	56	28	using	use	VERB
cet-11935	56	29	the	the	DET
cet-11935	56	30	latin	latin	ADJ
cet-11935	56	31	hypercube	hypercube	NOUN
cet-11935	56	32	sampling	sampling	NOUN
cet-11935	56	33	method	method	NOUN
cet-11935	56	34	are	be	AUX
cet-11935	56	35	used	use	VERB
cet-11935	56	36	as	as	ADP
cet-11935	56	37	input	input	NOUN
cet-11935	56	38	in	in	ADP
cet-11935	56	39	aspen	aspen	NOUN
cet-11935	56	40	plus	plus	CCONJ
cet-11935	56	41	v8.8	v8.8	NOUN
cet-11935	56	42	to	to	PART
cet-11935	56	43	get	get	VERB
cet-11935	56	44	values	value	NOUN
cet-11935	56	45	for	for	ADP
cet-11935	56	46	the	the	DET
cet-11935	56	47	corresponding	corresponding	ADJ
cet-11935	56	48	output	output	NOUN
cet-11935	56	49	variables	variable	NOUN
cet-11935	56	50	.	.	PUNCT
cet-11935	57	1	3.2	3.2	NUM
cet-11935	57	2	construction	construction	NOUN
cet-11935	57	3	of	of	ADP
cet-11935	57	4	surrogate	surrogate	ADJ
cet-11935	57	5	models	model	NOUN
cet-11935	57	6	ann	ann	PROPN
cet-11935	57	7	is	be	AUX
cet-11935	57	8	used	use	VERB
cet-11935	57	9	to	to	PART
cet-11935	57	10	create	create	VERB
cet-11935	57	11	a	a	DET
cet-11935	57	12	surrogate	surrogate	ADJ
cet-11935	57	13	model	model	NOUN
cet-11935	57	14	of	of	ADP
cet-11935	57	15	the	the	DET
cet-11935	57	16	entire	entire	ADJ
cet-11935	57	17	process	process	NOUN
cet-11935	57	18	.	.	PUNCT
cet-11935	58	1	a	a	DET
cet-11935	58	2	major	major	ADJ
cet-11935	58	3	advantage	advantage	NOUN
cet-11935	58	4	of	of	ADP
cet-11935	58	5	ann	ann	PROPN
cet-11935	58	6	over	over	ADP
cet-11935	58	7	other	other	ADJ
cet-11935	58	8	statistical	statistical	ADJ
cet-11935	58	9	techniques	technique	NOUN
cet-11935	58	10	is	be	AUX
cet-11935	58	11	the	the	DET
cet-11935	58	12	ability	ability	NOUN
cet-11935	58	13	to	to	PART
cet-11935	58	14	correlate	correlate	VERB
cet-11935	58	15	multiple	multiple	ADJ
cet-11935	58	16	inputs	input	NOUN
cet-11935	58	17	to	to	ADP
cet-11935	58	18	multiple	multiple	ADJ
cet-11935	58	19	outputs	output	NOUN
cet-11935	58	20	,	,	PUNCT
cet-11935	58	21	leading	lead	VERB
cet-11935	58	22	to	to	ADP
cet-11935	58	23	compact	compact	ADJ
cet-11935	58	24	models	model	NOUN
cet-11935	58	25	that	that	PRON
cet-11935	58	26	can	can	AUX
cet-11935	58	27	be	be	AUX
cet-11935	58	28	implemented	implement	VERB
cet-11935	58	29	in	in	ADP
cet-11935	58	30	an	an	DET
cet-11935	58	31	optimisation	optimisation	NOUN
cet-11935	58	32	environment	environment	NOUN
cet-11935	58	33	with	with	ADP
cet-11935	58	34	ease	ease	NOUN
cet-11935	58	35	(	(	PUNCT
cet-11935	58	36	ibrahim	ibrahim	NOUN
cet-11935	58	37	et	et	PROPN
cet-11935	58	38	al	al	PROPN
cet-11935	58	39	.	.	PROPN
cet-11935	58	40	,	,	PUNCT
cet-11935	58	41	2018	2018	NUM
cet-11935	58	42	)	)	PUNCT
cet-11935	58	43	.	.	PUNCT
cet-11935	59	1	while	while	SCONJ
cet-11935	59	2	tac	tac	PROPN
cet-11935	59	3	,	,	PUNCT
cet-11935	59	4	𝐹𝐻2	𝐹𝐻2	PROPN
cet-11935	59	5	and	and	CCONJ
cet-11935	59	6	𝑄𝑀𝑆	𝑄𝑀𝑆	PROPN
cet-11935	59	7	are	be	AUX
cet-11935	59	8	correlated	correlate	VERB
cet-11935	59	9	with	with	ADP
cet-11935	59	10	all	all	DET
cet-11935	59	11	independent	independent	ADJ
cet-11935	59	12	variables	variable	NOUN
cet-11935	59	13	using	use	VERB
cet-11935	59	14	ann	ann	PROPN
cet-11935	59	15	,	,	PUNCT
cet-11935	59	16	the	the	DET
cet-11935	59	17	relationship	relationship	NOUN
cet-11935	59	18	of	of	ADP
cet-11935	59	19	solar	solar	ADJ
cet-11935	59	20	-	-	PUNCT
cet-11935	59	21	related	relate	VERB
cet-11935	59	22	equipment	equipment	NOUN
cet-11935	59	23	cost	cost	NOUN
cet-11935	59	24	,	,	PUNCT
cet-11935	59	25	and	and	CCONJ
cet-11935	59	26	molten	molten	ADJ
cet-11935	59	27	salt	salt	NOUN
cet-11935	59	28	duty	duty	NOUN
cet-11935	59	29	is	be	AUX
cet-11935	59	30	described	describe	VERB
cet-11935	59	31	using	use	VERB
cet-11935	59	32	algebraic	algebraic	ADJ
cet-11935	59	33	linear	linear	PROPN
cet-11935	59	34	function	function	NOUN
cet-11935	59	35	.	.	PUNCT
cet-11935	60	1	the	the	DET
cet-11935	60	2	𝐹𝐻2	𝐹𝐻2	PROPN
cet-11935	60	3	and	and	CCONJ
cet-11935	60	4	purity	purity	NOUN
cet-11935	60	5	𝜂𝐻2	𝜂𝐻2	PROPN
cet-11935	60	6	are	be	AUX
cet-11935	60	7	considered	consider	VERB
cet-11935	60	8	as	as	ADP
cet-11935	60	9	constraints	constraint	NOUN
cet-11935	60	10	which	which	PRON
cet-11935	60	11	are	be	AUX
cet-11935	60	12	indicated	indicate	VERB
cet-11935	60	13	below	below	ADV
cet-11935	60	14	,	,	PUNCT
cet-11935	60	15	𝐹𝐻2	𝐹𝐻2	PROPN
cet-11935	60	16	𝐿	𝐿	PROPN
cet-11935	60	17	≤	≤	ADJ
cet-11935	60	18	𝐹𝐻2	𝐹𝐻2	NOUN
cet-11935	60	19	(	(	PUNCT
cet-11935	60	20	5	5	NUM
cet-11935	60	21	)	)	PUNCT
cet-11935	61	1	𝜂𝐻2	𝜂𝐻2	PROPN
cet-11935	61	2	𝐿	𝐿	PROPN
cet-11935	61	3	≤	≤	PROPN
cet-11935	61	4	𝜂𝐻2	𝜂𝐻2	PROPN
cet-11935	62	1	(	(	PUNCT
cet-11935	62	2	6	6	NUM
cet-11935	62	3	)	)	PUNCT
cet-11935	62	4	the	the	DET
cet-11935	62	5	objective	objective	ADJ
cet-11935	62	6	function	function	NOUN
cet-11935	62	7	is	be	AUX
cet-11935	62	8	to	to	PART
cet-11935	62	9	minimise	minimise	VERB
cet-11935	62	10	tac	tac	PROPN
cet-11935	62	11	,	,	PUNCT
cet-11935	62	12	which	which	PRON
cet-11935	62	13	can	can	AUX
cet-11935	62	14	be	be	AUX
cet-11935	62	15	calculated	calculate	VERB
cet-11935	62	16	as	as	ADP
cet-11935	62	17	follows	follow	VERB
cet-11935	62	18	,	,	PUNCT
cet-11935	63	1	𝑇𝐴𝐶	𝑇𝐴𝐶	PROPN
cet-11935	63	2	=	=	SYM
cet-11935	63	3	𝐶𝑐𝑎𝑝𝑖𝑡𝑎𝑙	𝐶𝑐𝑎𝑝𝑖𝑡𝑎𝑙	PROPN
cet-11935	63	4	∙	∙	PROPN
cet-11935	63	5	𝐴𝐶𝐶𝑅	𝐴𝐶𝐶𝑅	NOUN
cet-11935	63	6	+	+	CCONJ
cet-11935	63	7	𝐶𝑝𝑟𝑜𝑑𝑢𝑐𝑡𝑖𝑜𝑛	𝐶𝑝𝑟𝑜𝑑𝑢𝑐𝑡𝑖𝑜𝑛	PROPN
cet-11935	63	8	(	(	PUNCT
cet-11935	63	9	7	7	NUM
cet-11935	63	10	)	)	PUNCT
cet-11935	63	11	where	where	SCONJ
cet-11935	63	12	𝐶𝑐𝑎𝑝𝑖𝑡𝑎𝑙	𝐶𝑐𝑎𝑝𝑖𝑡𝑎𝑙	PROPN
cet-11935	63	13	is	be	AUX
cet-11935	63	14	total	total	ADJ
cet-11935	63	15	capital	capital	NOUN
cet-11935	63	16	investment	investment	NOUN
cet-11935	63	17	.	.	PUNCT
cet-11935	64	1	𝐴𝐶𝐶𝑅	𝐴𝐶𝐶𝑅	NOUN
cet-11935	64	2	is	be	AUX
cet-11935	64	3	annual	annual	ADJ
cet-11935	64	4	capital	capital	NOUN
cet-11935	64	5	charge	charge	NOUN
cet-11935	64	6	ratio	ratio	NOUN
cet-11935	64	7	.	.	PUNCT
cet-11935	65	1	𝐶𝑝𝑟𝑜𝑑𝑢𝑐𝑡𝑖𝑜𝑛	𝐶𝑝𝑟𝑜𝑑𝑢𝑐𝑡𝑖𝑜𝑛	PROPN
cet-11935	65	2	is	be	AUX
cet-11935	65	3	the	the	DET
cet-11935	65	4	total	total	ADJ
cet-11935	65	5	production	production	NOUN
cet-11935	65	6	cost	cost	NOUN
cet-11935	65	7	per	per	ADP
cet-11935	65	8	year	year	NOUN
cet-11935	65	9	.	.	PUNCT
cet-11935	66	1	𝐴𝐶𝐶𝑅	𝐴𝐶𝐶𝑅	NOUN
cet-11935	66	2	is	be	AUX
cet-11935	66	3	calculated	calculate	VERB
cet-11935	66	4	using	use	VERB
cet-11935	66	5	eq(8	eq(8	NOUN
cet-11935	66	6	)	)	PUNCT
cet-11935	66	7	below	below	ADV
cet-11935	66	8	,	,	PUNCT
cet-11935	66	9	𝐴𝐶𝐶𝑅	𝐴𝐶𝐶𝑅	NOUN
cet-11935	66	10	=	=	PUNCT
cet-11935	67	1	[	[	X
cet-11935	67	2	𝑖	𝑖	SYM
cet-11935	67	3	×	×	NOUN
cet-11935	67	4	(	(	PUNCT
cet-11935	67	5	1	1	NUM
cet-11935	67	6	+	+	CCONJ
cet-11935	67	7	𝑖)𝑛]/[(1	𝑖)𝑛]/[(1	PROPN
cet-11935	67	8	+	+	NOUN
cet-11935	67	9	𝑖)𝑛	𝑖)𝑛	PUNCT
cet-11935	67	10	−	−	PROPN
cet-11935	67	11	1	1	NUM
cet-11935	67	12	]	]	PUNCT
cet-11935	67	13	(	(	PUNCT
cet-11935	67	14	8)	8)	NUM
cet-11935	67	15	where	where	SCONJ
cet-11935	67	16	𝑖	𝑖	PUNCT
cet-11935	67	17	is	be	AUX
cet-11935	67	18	the	the	DET
cet-11935	67	19	interest	interest	NOUN
cet-11935	67	20	rate	rate	NOUN
cet-11935	67	21	per	per	ADP
cet-11935	67	22	year	year	NOUN
cet-11935	67	23	and	and	CCONJ
cet-11935	67	24	𝑛	𝑛	PROPN
cet-11935	67	25	is	be	AUX
cet-11935	67	26	the	the	DET
cet-11935	67	27	plant	plant	NOUN
cet-11935	67	28	lifetime	lifetime	NOUN
cet-11935	67	29	.	.	PUNCT
cet-11935	68	1	the	the	DET
cet-11935	68	2	optimisation	optimisation	NOUN
cet-11935	68	3	problem	problem	NOUN
cet-11935	68	4	using	use	VERB
cet-11935	68	5	the	the	DET
cet-11935	68	6	surrogate	surrogate	ADJ
cet-11935	68	7	models	model	NOUN
cet-11935	68	8	is	be	AUX
cet-11935	68	9	stated	state	VERB
cet-11935	68	10	as	as	SCONJ
cet-11935	68	11	follows	follow	VERB
cet-11935	68	12	,	,	PUNCT
cet-11935	68	13	(	(	PUNCT
cet-11935	68	14	ps	ps	NOUN
cet-11935	68	15	)	)	PUNCT
cet-11935	68	16	min	min	NOUN
cet-11935	68	17	𝑇𝐴𝐶	𝑇𝐴𝐶	PROPN
cet-11935	68	18	=	=	SYM
cet-11935	68	19	𝑇𝐴𝐶1	𝑇𝐴𝐶1	PROPN
cet-11935	69	1	+	+	CCONJ
cet-11935	69	2	𝑇𝐴𝐶𝑠𝑜𝑙𝑎𝑟	𝑇𝐴𝐶𝑠𝑜𝑙𝑎𝑟	PROPN
cet-11935	69	3	s.t	s.t	PROPN
cet-11935	69	4	.	.	PUNCT
cet-11935	69	5	𝑇𝐴𝐶1	𝑇𝐴𝐶1	PROPN
cet-11935	69	6	=	=	SYM
cet-11935	69	7	𝐴𝑁𝑁1(𝑥𝐼	𝐴𝑁𝑁1(𝑥𝐼	NOUN
cet-11935	69	8	)	)	PUNCT
cet-11935	69	9	𝑇𝐴𝐶𝑠𝑜𝑙𝑎𝑟	𝑇𝐴𝐶𝑠𝑜𝑙𝑎𝑟	PROPN
cet-11935	69	10	=	=	SYM
cet-11935	69	11	𝑓(𝑄𝑀𝑆	𝑓(𝑄𝑀𝑆	ADJ
cet-11935	69	12	)	)	PUNCT
cet-11935	69	13	𝐹𝐻2	𝐹𝐻2	NOUN
cet-11935	69	14	=	=	SYM
cet-11935	69	15	𝐴𝑁𝑁2(𝑥𝐼	𝐴𝑁𝑁2(𝑥𝐼	PROPN
cet-11935	69	16	)	)	PUNCT
cet-11935	70	1	𝑄𝑀𝑆	𝑄𝑀𝑆	PROPN
cet-11935	70	2	=	=	SYM
cet-11935	70	3	𝐴𝑁𝑁3(𝑥𝐼	𝐴𝑁𝑁3(𝑥𝐼	NOUN
cet-11935	70	4	)	)	PUNCT
cet-11935	70	5	eqs	eqs	PROPN
cet-11935	70	6	(	(	PUNCT
cet-11935	70	7	4)-(8	4)-(8	NOUN
cet-11935	70	8	)	)	PUNCT
cet-11935	70	9	where	where	SCONJ
cet-11935	70	10	𝑇𝐴𝐶1	𝑇𝐴𝐶1	PROPN
cet-11935	70	11	is	be	AUX
cet-11935	70	12	non	non	ADJ
cet-11935	70	13	-	-	ADJ
cet-11935	70	14	solar	solar	ADJ
cet-11935	70	15	related	relate	VERB
cet-11935	70	16	cost	cost	NOUN
cet-11935	70	17	,	,	PUNCT
cet-11935	70	18	𝑇𝐴𝐶𝑠𝑜𝑙𝑎𝑟	𝑇𝐴𝐶𝑠𝑜𝑙𝑎𝑟	PROPN
cet-11935	70	19	is	be	AUX
cet-11935	70	20	the	the	DET
cet-11935	70	21	solar	solar	ADJ
cet-11935	70	22	related	relate	VERB
cet-11935	70	23	cost	cost	NOUN
cet-11935	70	24	,	,	PUNCT
cet-11935	70	25	𝑥𝐼	𝑥𝐼	PROPN
cet-11935	70	26	is	be	AUX
cet-11935	70	27	the	the	DET
cet-11935	70	28	set	set	NOUN
cet-11935	70	29	of	of	ADP
cet-11935	70	30	independent	independent	ADJ
cet-11935	70	31	variables	variable	NOUN
cet-11935	70	32	,	,	PUNCT
cet-11935	70	33	𝑄𝑀𝑆	𝑄𝑀𝑆	PROPN
cet-11935	70	34	is	be	AUX
cet-11935	70	35	molten	molten	ADJ
cet-11935	70	36	salt	salt	NOUN
cet-11935	70	37	duty	duty	NOUN
cet-11935	70	38	.	.	PUNCT
cet-11935	71	1	the	the	DET
cet-11935	71	2	surrogate	surrogate	ADJ
cet-11935	71	3	model	model	NOUN
cet-11935	71	4	comprises	comprise	VERB
cet-11935	71	5	3	3	NUM
cet-11935	71	6	artificial	artificial	ADJ
cet-11935	71	7	neural	neural	ADJ
cet-11935	71	8	networks	network	NOUN
cet-11935	71	9	(	(	PUNCT
cet-11935	71	10	𝐴𝑁𝑁1(𝑥𝐼	𝐴𝑁𝑁1(𝑥𝐼	PROPN
cet-11935	71	11	)	)	PUNCT
cet-11935	71	12	,	,	PUNCT
cet-11935	71	13	𝐴𝑁𝑁2(𝑥𝐼	𝐴𝑁𝑁2(𝑥𝐼	PROPN
cet-11935	71	14	)	)	PUNCT
cet-11935	71	15	,	,	PUNCT
cet-11935	71	16	𝐴𝑁𝑁3(𝑥𝐼	𝐴𝑁𝑁3(𝑥𝐼	NOUN
cet-11935	71	17	)	)	PUNCT
cet-11935	71	18	)	)	PUNCT
cet-11935	71	19	and	and	CCONJ
cet-11935	71	20	a	a	DET
cet-11935	71	21	linear	linear	ADJ
cet-11935	71	22	regression	regression	NOUN
cet-11935	71	23	model	model	NOUN
cet-11935	71	24	𝑓(𝑄𝑀𝑆	𝑓(𝑄𝑀𝑆	PROPN
cet-11935	71	25	)	)	PUNCT
cet-11935	71	26	.	.	PUNCT
cet-11935	72	1	levelised	levelise	VERB
cet-11935	72	2	cost	cost	NOUN
cet-11935	72	3	of	of	ADP
cet-11935	72	4	hydrogen	hydrogen	NOUN
cet-11935	72	5	production	production	NOUN
cet-11935	72	6	is	be	AUX
cet-11935	72	7	applied	apply	VERB
cet-11935	72	8	to	to	PART
cet-11935	72	9	evaluate	evaluate	VERB
cet-11935	72	10	the	the	DET
cet-11935	72	11	cost	cost	NOUN
cet-11935	72	12	for	for	ADP
cet-11935	72	13	producing	produce	VERB
cet-11935	72	14	one	one	NUM
cet-11935	72	15	kilogram	kilogram	NOUN
cet-11935	72	16	of	of	ADP
cet-11935	72	17	hydrogen	hydrogen	NOUN
cet-11935	72	18	for	for	ADP
cet-11935	72	19	one	one	NUM
cet-11935	72	20	technology	technology	NOUN
cet-11935	72	21	within	within	ADP
cet-11935	72	22	the	the	DET
cet-11935	72	23	plant	plant	NOUN
cet-11935	72	24	lifetime	lifetime	NOUN
cet-11935	72	25	,	,	PUNCT
cet-11935	72	26	as	as	SCONJ
cet-11935	72	27	shown	show	VERB
cet-11935	72	28	in	in	ADP
cet-11935	72	29	eq(9	eq(9	PROPN
cet-11935	72	30	)	)	PUNCT
cet-11935	72	31	below	below	ADP
cet-11935	72	32	,	,	PUNCT
cet-11935	72	33	𝐿𝐶𝐻𝑃($	𝐿𝐶𝐻𝑃($	ADJ
cet-11935	72	34	𝑘𝑔−1	𝑘𝑔−1	NOUN
cet-11935	72	35	)	)	PUNCT
cet-11935	73	1	=	=	PUNCT
cet-11935	74	1	[	[	X
cet-11935	74	2	∑	∑	INTJ
cet-11935	74	3	(	(	PUNCT
cet-11935	74	4	𝐶capital	𝐶capital	PROPN
cet-11935	74	5	+	+	CCONJ
cet-11935	74	6	𝐶production	𝐶production	PROPN
cet-11935	74	7	)	)	PUNCT
cet-11935	74	8	(	(	PUNCT
cet-11935	74	9	1	1	NUM
cet-11935	74	10	+	+	NUM
cet-11935	74	11	𝑟)𝑦−1	𝑟)𝑦−1	NOUN
cet-11935	74	12	𝑛	𝑛	PRON
cet-11935	74	13	𝑦=1	𝑦=1	PUNCT
cet-11935	74	14	]	]	PUNCT
cet-11935	74	15	/(𝑚𝐻2	/(𝑚𝐻2	PUNCT
cet-11935	74	16	∙	∙	PROPN
cet-11935	74	17	8,000	8,000	NUM
cet-11935	74	18	∙	∙	PROPN
cet-11935	74	19	𝑛	𝑛	NOUN
cet-11935	74	20	)	)	PUNCT
cet-11935	74	21	(	(	PUNCT
cet-11935	74	22	9	9	NUM
cet-11935	74	23	)	)	PUNCT
cet-11935	74	24	where	where	SCONJ
cet-11935	74	25	𝑚𝐻2	𝑚𝐻2	NOUN
cet-11935	74	26	is	be	AUX
cet-11935	74	27	mass	mass	ADJ
cet-11935	74	28	flow	flow	NOUN
cet-11935	74	29	rate	rate	NOUN
cet-11935	74	30	of	of	ADP
cet-11935	74	31	hydrogen	hydrogen	NOUN
cet-11935	74	32	per	per	ADP
cet-11935	74	33	hour	hour	NOUN
cet-11935	74	34	.	.	PUNCT
cet-11935	75	1	855	855	NUM
cet-11935	75	2	4	4	NUM
cet-11935	75	3	.	.	PUNCT
cet-11935	76	1	solution	solution	NOUN
cet-11935	76	2	algorithm	algorithm	NOUN
cet-11935	76	3	a	a	DET
cet-11935	76	4	hybrid	hybrid	ADJ
cet-11935	76	5	optimisation	optimisation	NOUN
cet-11935	76	6	algorithm	algorithm	NOUN
cet-11935	76	7	similar	similar	ADJ
cet-11935	76	8	to	to	ADP
cet-11935	76	9	that	that	PRON
cet-11935	76	10	of	of	ADP
cet-11935	76	11	(	(	PUNCT
cet-11935	76	12	al	al	PROPN
cet-11935	76	13	jamri	jamri	PROPN
cet-11935	76	14	et	et	PROPN
cet-11935	76	15	al	al	PROPN
cet-11935	76	16	.	.	PROPN
cet-11935	76	17	,	,	PUNCT
cet-11935	76	18	2020	2020	NUM
cet-11935	76	19	)	)	PUNCT
cet-11935	76	20	is	be	AUX
cet-11935	76	21	employed	employ	VERB
cet-11935	76	22	to	to	PART
cet-11935	76	23	solve	solve	VERB
cet-11935	76	24	the	the	DET
cet-11935	76	25	optimisation	optimisation	NOUN
cet-11935	76	26	problem	problem	NOUN
cet-11935	76	27	ps	ps	PROPN
cet-11935	76	28	.	.	PUNCT
cet-11935	77	1	this	this	DET
cet-11935	77	2	hybrid	hybrid	ADJ
cet-11935	77	3	algorithm	algorithm	NOUN
cet-11935	77	4	combines	combine	VERB
cet-11935	77	5	the	the	DET
cet-11935	77	6	advantages	advantage	NOUN
cet-11935	77	7	of	of	ADP
cet-11935	77	8	the	the	DET
cet-11935	77	9	stochastic	stochastic	ADJ
cet-11935	77	10	optimisation	optimisation	NOUN
cet-11935	77	11	algorithm	algorithm	NOUN
cet-11935	77	12	and	and	CCONJ
cet-11935	77	13	the	the	DET
cet-11935	77	14	deterministic	deterministic	ADJ
cet-11935	77	15	optimisation	optimisation	NOUN
cet-11935	77	16	method	method	NOUN
cet-11935	77	17	.	.	PUNCT
cet-11935	78	1	stochastic	stochastic	ADJ
cet-11935	78	2	optimisation	optimisation	NOUN
cet-11935	78	3	method	method	NOUN
cet-11935	78	4	genetic	genetic	ADJ
cet-11935	78	5	algorithm	algorithm	NOUN
cet-11935	78	6	(	(	PUNCT
cet-11935	78	7	ga	ga	NOUN
cet-11935	78	8	)	)	PUNCT
cet-11935	78	9	is	be	AUX
cet-11935	78	10	an	an	DET
cet-11935	78	11	evolution	evolution	NOUN
cet-11935	78	12	-	-	PUNCT
cet-11935	78	13	based	base	VERB
cet-11935	78	14	optimisation	optimisation	NOUN
cet-11935	78	15	method	method	NOUN
cet-11935	78	16	,	,	PUNCT
cet-11935	78	17	and	and	CCONJ
cet-11935	78	18	it	it	PRON
cet-11935	78	19	can	can	AUX
cet-11935	78	20	search	search	VERB
cet-11935	78	21	the	the	DET
cet-11935	78	22	solution	solution	NOUN
cet-11935	78	23	space	space	NOUN
cet-11935	78	24	with	with	ADP
cet-11935	78	25	multiple	multiple	ADJ
cet-11935	78	26	initial	initial	ADJ
cet-11935	78	27	points	point	NOUN
cet-11935	78	28	which	which	PRON
cet-11935	78	29	increases	increase	VERB
cet-11935	78	30	the	the	DET
cet-11935	78	31	possibility	possibility	NOUN
cet-11935	78	32	to	to	PART
cet-11935	78	33	get	get	VERB
cet-11935	78	34	solution	solution	NOUN
cet-11935	78	35	nearby	nearby	ADJ
cet-11935	78	36	global	global	ADJ
cet-11935	78	37	optimal	optimal	ADJ
cet-11935	78	38	.	.	PUNCT
cet-11935	79	1	therefore	therefore	ADV
cet-11935	79	2	,	,	PUNCT
cet-11935	79	3	ga	ga	PROPN
cet-11935	79	4	is	be	AUX
cet-11935	79	5	used	use	VERB
cet-11935	79	6	to	to	PART
cet-11935	79	7	obtain	obtain	VERB
cet-11935	79	8	a	a	DET
cet-11935	79	9	good	good	ADJ
cet-11935	79	10	feasible	feasible	ADJ
cet-11935	79	11	initial	initial	ADJ
cet-11935	79	12	solution	solution	NOUN
cet-11935	79	13	for	for	ADP
cet-11935	79	14	the	the	DET
cet-11935	79	15	problem	problem	NOUN
cet-11935	79	16	ps	ps	PROPN
cet-11935	79	17	.	.	PUNCT
cet-11935	80	1	then	then	ADV
cet-11935	80	2	,	,	PUNCT
cet-11935	80	3	a	a	DET
cet-11935	80	4	deterministic	deterministic	ADJ
cet-11935	80	5	method	method	NOUN
cet-11935	80	6	namely	namely	ADV
cet-11935	80	7	successive	successive	ADJ
cet-11935	80	8	quadratic	quadratic	ADJ
cet-11935	80	9	programming	programming	NOUN
cet-11935	80	10	(	(	PUNCT
cet-11935	80	11	sqp	sqp	PROPN
cet-11935	80	12	)	)	PUNCT
cet-11935	80	13	is	be	AUX
cet-11935	80	14	used	use	VERB
cet-11935	80	15	to	to	PART
cet-11935	80	16	improve	improve	VERB
cet-11935	80	17	the	the	DET
cet-11935	80	18	quality	quality	NOUN
cet-11935	80	19	of	of	ADP
cet-11935	80	20	the	the	DET
cet-11935	80	21	feasible	feasible	ADJ
cet-11935	80	22	solution	solution	NOUN
cet-11935	80	23	obtained	obtain	VERB
cet-11935	80	24	by	by	ADP
cet-11935	80	25	ga	ga	PROPN
cet-11935	80	26	.	.	PUNCT
cet-11935	81	1	the	the	DET
cet-11935	81	2	whole	whole	ADJ
cet-11935	81	3	optimisation	optimisation	NOUN
cet-11935	81	4	methodology	methodology	NOUN
cet-11935	81	5	is	be	AUX
cet-11935	81	6	illustrated	illustrate	VERB
cet-11935	81	7	in	in	ADP
cet-11935	81	8	figure	figure	NOUN
cet-11935	81	9	2	2	NUM
cet-11935	81	10	.	.	PUNCT
cet-11935	82	1	the	the	DET
cet-11935	82	2	hybrid	hybrid	ADJ
cet-11935	82	3	solution	solution	NOUN
cet-11935	82	4	algorithm	algorithm	NOUN
cet-11935	82	5	is	be	AUX
cet-11935	82	6	implemented	implement	VERB
cet-11935	82	7	in	in	ADP
cet-11935	82	8	matlab	matlab	PROPN
cet-11935	82	9	r2019a	r2019a	PROPN
cet-11935	82	10	.	.	PUNCT
cet-11935	82	11	ga	ga	PROPN
cet-11935	82	12	available	available	ADJ
cet-11935	82	13	in	in	ADP
cet-11935	82	14	the	the	DET
cet-11935	82	15	global	global	ADJ
cet-11935	82	16	optimisation	optimisation	NOUN
cet-11935	82	17	toolbox	toolbox	NOUN
cet-11935	82	18	in	in	ADP
cet-11935	82	19	matlab	matlab	PROPN
cet-11935	82	20	r2019a	r2019a	PROPN
cet-11935	82	21	(	(	PUNCT
cet-11935	82	22	‘	'	PUNCT
cet-11935	82	23	ga	ga	NOUN
cet-11935	82	24	’	'	PUNCT
cet-11935	82	25	)	)	PUNCT
cet-11935	82	26	is	be	AUX
cet-11935	82	27	employed	employ	VERB
cet-11935	82	28	.	.	PUNCT
cet-11935	83	1	figure	figure	NOUN
cet-11935	83	2	2	2	NUM
cet-11935	83	3	:	:	PUNCT
cet-11935	83	4	flowchart	flowchart	NOUN
cet-11935	83	5	of	of	ADP
cet-11935	83	6	the	the	DET
cet-11935	83	7	extended	extend	VERB
cet-11935	83	8	design	design	NOUN
cet-11935	83	9	methodology	methodology	NOUN
cet-11935	83	10	5	5	NUM
cet-11935	83	11	.	.	PUNCT
cet-11935	83	12	computational	computational	ADJ
cet-11935	83	13	studies	study	NOUN
cet-11935	83	14	the	the	DET
cet-11935	83	15	extended	extended	ADJ
cet-11935	83	16	optimisation	optimisation	NOUN
cet-11935	83	17	approach	approach	NOUN
cet-11935	83	18	is	be	AUX
cet-11935	83	19	used	use	VERB
cet-11935	83	20	to	to	PART
cet-11935	83	21	generate	generate	VERB
cet-11935	83	22	the	the	DET
cet-11935	83	23	optimal	optimal	ADJ
cet-11935	83	24	design	design	NOUN
cet-11935	83	25	of	of	ADP
cet-11935	83	26	the	the	DET
cet-11935	83	27	ssmr	ssmr	NOUN
cet-11935	83	28	-	-	PUNCT
cet-11935	83	29	ms	ms	NOUN
cet-11935	83	30	process	process	NOUN
cet-11935	83	31	.	.	PUNCT
cet-11935	84	1	the	the	DET
cet-11935	84	2	hydrogen	hydrogen	NOUN
cet-11935	84	3	production	production	NOUN
cet-11935	84	4	rate	rate	NOUN
cet-11935	84	5	is	be	AUX
cet-11935	84	6	2,577	2,577	NUM
cet-11935	84	7	kmol	kmol	PROPN
cet-11935	84	8	h–1	h–1	PROPN
cet-11935	84	9	.	.	PUNCT
cet-11935	85	1	the	the	DET
cet-11935	85	2	desired	desire	VERB
cet-11935	85	3	hydrogen	hydrogen	NOUN
cet-11935	85	4	purity	purity	NOUN
cet-11935	85	5	is	be	AUX
cet-11935	85	6	99.9	99.9	NUM
cet-11935	85	7	vol%	vol%	NOUN
cet-11935	85	8	.	.	PUNCT
cet-11935	86	1	as	as	SCONJ
cet-11935	86	2	discussed	discuss	VERB
cet-11935	86	3	in	in	ADP
cet-11935	86	4	the	the	DET
cet-11935	86	5	problem	problem	NOUN
cet-11935	86	6	statement	statement	NOUN
cet-11935	86	7	,	,	PUNCT
cet-11935	86	8	there	there	PRON
cet-11935	86	9	are	be	VERB
cet-11935	86	10	four	four	NUM
cet-11935	86	11	options	option	NOUN
cet-11935	86	12	that	that	PRON
cet-11935	86	13	should	should	AUX
cet-11935	86	14	be	be	AUX
cet-11935	86	15	investigated	investigate	VERB
cet-11935	86	16	in	in	ADP
cet-11935	86	17	the	the	DET
cet-11935	86	18	ssmr	ssmr	NOUN
cet-11935	86	19	-	-	PUNCT
cet-11935	86	20	ms	ms	PROPN
cet-11935	86	21	.	.	PROPN
cet-11935	86	22	in	in	ADP
cet-11935	86	23	the	the	DET
cet-11935	86	24	first	first	ADJ
cet-11935	86	25	option	option	NOUN
cet-11935	86	26	,	,	PUNCT
cet-11935	86	27	the	the	DET
cet-11935	86	28	pre	pre	NOUN
cet-11935	86	29	-	-	ADJ
cet-11935	86	30	reformer	reformer	ADJ
cet-11935	86	31	is	be	AUX
cet-11935	86	32	considered	consider	VERB
cet-11935	86	33	as	as	ADP
cet-11935	86	34	a	a	DET
cet-11935	86	35	non	non	ADJ
cet-11935	86	36	-	-	ADJ
cet-11935	86	37	adiabatic	adiabatic	ADJ
cet-11935	86	38	reactor	reactor	NOUN
cet-11935	86	39	.	.	PUNCT
cet-11935	87	1	its	its	PRON
cet-11935	87	2	energy	energy	NOUN
cet-11935	87	3	is	be	AUX
cet-11935	87	4	supplied	supply	VERB
cet-11935	87	5	by	by	ADP
cet-11935	87	6	molten	molten	ADJ
cet-11935	87	7	salt	salt	NOUN
cet-11935	87	8	with	with	ADP
cet-11935	87	9	a	a	DET
cet-11935	87	10	co	co	ADJ
cet-11935	87	11	-	-	ADJ
cet-11935	87	12	current	current	ADJ
cet-11935	87	13	flow	flow	NOUN
cet-11935	87	14	regime	regime	NOUN
cet-11935	87	15	.	.	PUNCT
cet-11935	88	1	the	the	DET
cet-11935	88	2	process	process	NOUN
cet-11935	88	3	with	with	ADP
cet-11935	88	4	this	this	DET
cet-11935	88	5	option	option	NOUN
cet-11935	88	6	is	be	AUX
cet-11935	88	7	denoted	denote	VERB
cet-11935	88	8	as	as	ADP
cet-11935	88	9	ssmr	ssmr	NOUN
cet-11935	88	10	-	-	PUNCT
cet-11935	88	11	ms-1	ms-1	NOUN
cet-11935	88	12	.	.	PUNCT
cet-11935	89	1	this	this	DET
cet-11935	89	2	ssmr	ssmr	NOUN
cet-11935	89	3	-	-	PUNCT
cet-11935	89	4	ms-1	ms-1	NOUN
cet-11935	89	5	process	process	NOUN
cet-11935	89	6	is	be	AUX
cet-11935	89	7	exactly	exactly	ADV
cet-11935	89	8	the	the	DET
cet-11935	89	9	same	same	ADJ
cet-11935	89	10	as	as	ADP
cet-11935	89	11	that	that	PRON
cet-11935	89	12	in	in	ADP
cet-11935	89	13	(	(	PUNCT
cet-11935	89	14	likkasit	likkasit	ADJ
cet-11935	89	15	,	,	PUNCT
cet-11935	89	16	2015	2015	NUM
cet-11935	89	17	)	)	PUNCT
cet-11935	89	18	.	.	PUNCT
cet-11935	90	1	in	in	ADP
cet-11935	90	2	the	the	DET
cet-11935	90	3	second	second	ADJ
cet-11935	90	4	option	option	NOUN
cet-11935	90	5	,	,	PUNCT
cet-11935	90	6	the	the	DET
cet-11935	90	7	pre	pre	NOUN
cet-11935	90	8	-	-	ADJ
cet-11935	90	9	reformer	reformer	ADJ
cet-11935	90	10	is	be	AUX
cet-11935	90	11	considered	consider	VERB
cet-11935	90	12	as	as	ADP
cet-11935	90	13	a	a	DET
cet-11935	90	14	non	non	ADJ
cet-11935	90	15	-	-	ADJ
cet-11935	90	16	adiabatic	adiabatic	ADJ
cet-11935	90	17	reactor	reactor	NOUN
cet-11935	90	18	whose	whose	DET
cet-11935	90	19	energy	energy	NOUN
cet-11935	90	20	supplied	supply	VERB
cet-11935	90	21	by	by	ADP
cet-11935	90	22	molten	molten	ADJ
cet-11935	90	23	salt	salt	NOUN
cet-11935	90	24	with	with	ADP
cet-11935	90	25	a	a	DET
cet-11935	90	26	counter	counter	ADJ
cet-11935	90	27	-	-	ADJ
cet-11935	90	28	current	current	ADJ
cet-11935	90	29	flow	flow	NOUN
cet-11935	90	30	scheme	scheme	NOUN
cet-11935	90	31	.	.	PUNCT
cet-11935	91	1	the	the	DET
cet-11935	91	2	resulting	result	VERB
cet-11935	91	3	process	process	NOUN
cet-11935	91	4	is	be	AUX
cet-11935	91	5	denoted	denote	VERB
cet-11935	91	6	as	as	ADP
cet-11935	91	7	ssmr	ssmr	NOUN
cet-11935	91	8	-	-	PUNCT
cet-11935	91	9	ms-2	ms-2	NOUN
cet-11935	91	10	.	.	PUNCT
cet-11935	92	1	in	in	ADP
cet-11935	92	2	the	the	DET
cet-11935	92	3	third	third	ADJ
cet-11935	92	4	option	option	NOUN
cet-11935	92	5	,	,	PUNCT
cet-11935	92	6	the	the	DET
cet-11935	92	7	pre	pre	NOUN
cet-11935	92	8	-	-	ADJ
cet-11935	92	9	reformer	reformer	ADJ
cet-11935	92	10	is	be	AUX
cet-11935	92	11	considered	consider	VERB
cet-11935	92	12	as	as	ADP
cet-11935	92	13	an	an	DET
cet-11935	92	14	adiabatic	adiabatic	ADJ
cet-11935	92	15	reactor	reactor	NOUN
cet-11935	92	16	.	.	PUNCT
cet-11935	93	1	molten	molten	ADJ
cet-11935	93	2	salt	salt	NOUN
cet-11935	93	3	is	be	AUX
cet-11935	93	4	used	use	VERB
cet-11935	93	5	to	to	PART
cet-11935	93	6	heat	heat	VERB
cet-11935	93	7	the	the	DET
cet-11935	93	8	inlet	inlet	NOUN
cet-11935	93	9	streams	stream	NOUN
cet-11935	93	10	natural	natural	ADJ
cet-11935	93	11	gas	gas	NOUN
cet-11935	93	12	and	and	CCONJ
cet-11935	93	13	steam	steam	NOUN
cet-11935	93	14	.	.	PUNCT
cet-11935	94	1	the	the	DET
cet-11935	94	2	resulting	result	VERB
cet-11935	94	3	process	process	NOUN
cet-11935	94	4	is	be	AUX
cet-11935	94	5	defined	define	VERB
cet-11935	94	6	as	as	ADP
cet-11935	94	7	ssmr	ssmr	NOUN
cet-11935	94	8	-	-	PUNCT
cet-11935	94	9	ms-3	ms-3	NOUN
cet-11935	94	10	.	.	PUNCT
cet-11935	95	1	in	in	ADP
cet-11935	95	2	the	the	DET
cet-11935	95	3	last	last	ADJ
cet-11935	95	4	option	option	NOUN
cet-11935	95	5	,	,	PUNCT
cet-11935	95	6	the	the	DET
cet-11935	95	7	pre	pre	NOUN
cet-11935	95	8	-	-	NOUN
cet-11935	95	9	reformer	reformer	ADJ
cet-11935	95	10	and	and	CCONJ
cet-11935	95	11	two	two	NUM
cet-11935	95	12	water	water	NOUN
cet-11935	95	13	gas	gas	NOUN
cet-11935	95	14	shift	shift	NOUN
cet-11935	95	15	reactors	reactor	NOUN
cet-11935	95	16	are	be	AUX
cet-11935	95	17	considered	consider	VERB
cet-11935	95	18	as	as	ADP
cet-11935	95	19	adiabatic	adiabatic	ADJ
cet-11935	95	20	reactors	reactor	NOUN
cet-11935	95	21	where	where	SCONJ
cet-11935	95	22	molten	molten	ADJ
cet-11935	95	23	salt	salt	NOUN
cet-11935	95	24	provides	provide	VERB
cet-11935	95	25	heat	heat	NOUN
cet-11935	95	26	to	to	ADP
cet-11935	95	27	the	the	DET
cet-11935	95	28	process	process	NOUN
cet-11935	95	29	similar	similar	ADJ
cet-11935	95	30	in	in	ADP
cet-11935	95	31	ssmr	ssmr	NOUN
cet-11935	95	32	-	-	PUNCT
cet-11935	95	33	ms-3	ms-3	NOUN
cet-11935	95	34	.	.	PUNCT
cet-11935	96	1	this	this	DET
cet-11935	96	2	option	option	NOUN
cet-11935	96	3	is	be	AUX
cet-11935	96	4	denoted	denote	VERB
cet-11935	96	5	as	as	ADP
cet-11935	96	6	ssmr	ssmr	NOUN
cet-11935	96	7	-	-	PUNCT
cet-11935	96	8	ms-4	ms-4	X
cet-11935	96	9	.	.	PUNCT
cet-11935	97	1	four	four	NUM
cet-11935	97	2	process	process	NOUN
cet-11935	97	3	options	option	NOUN
cet-11935	97	4	are	be	AUX
cet-11935	97	5	modelled	model	VERB
cet-11935	97	6	using	use	VERB
cet-11935	97	7	aspen	aspen	NOUN
cet-11935	97	8	plus	plus	CCONJ
cet-11935	97	9	v8.8	v8.8	PROPN
cet-11935	97	10	and	and	CCONJ
cet-11935	97	11	a	a	DET
cet-11935	97	12	‘	'	PUNCT
cet-11935	97	13	base	base	NOUN
cet-11935	97	14	case	case	NOUN
cet-11935	97	15	’	'	PUNCT
cet-11935	97	16	simulation	simulation	NOUN
cet-11935	97	17	of	of	ADP
cet-11935	97	18	each	each	DET
cet-11935	97	19	ssmr	ssmr	NOUN
cet-11935	97	20	-	-	PUNCT
cet-11935	97	21	ms	ms	NOUN
cet-11935	97	22	process	process	NOUN
cet-11935	97	23	is	be	AUX
cet-11935	97	24	developed	develop	VERB
cet-11935	97	25	based	base	VERB
cet-11935	97	26	on	on	ADP
cet-11935	97	27	data	datum	NOUN
cet-11935	97	28	from	from	ADP
cet-11935	97	29	likkasit	likkasit	NOUN
cet-11935	97	30	(	(	PUNCT
cet-11935	97	31	2015	2015	NUM
cet-11935	97	32	)	)	PUNCT
cet-11935	97	33	.	.	PUNCT
cet-11935	98	1	the	the	DET
cet-11935	98	2	thermodynamic	thermodynamic	ADJ
cet-11935	98	3	property	property	NOUN
cet-11935	98	4	method	method	NOUN
cet-11935	98	5	peng	peng	PROPN
cet-11935	98	6	-	-	PUNCT
cet-11935	98	7	rob	rob	PROPN
cet-11935	98	8	is	be	AUX
cet-11935	98	9	selected	select	VERB
cet-11935	98	10	due	due	ADP
cet-11935	98	11	to	to	ADP
cet-11935	98	12	its	its	PRON
cet-11935	98	13	suitability	suitability	NOUN
cet-11935	98	14	to	to	ADP
cet-11935	98	15	organic	organic	ADJ
cet-11935	98	16	products	product	NOUN
cet-11935	98	17	and	and	CCONJ
cet-11935	98	18	hydrogen	hydrogen	NOUN
cet-11935	98	19	gas	gas	NOUN
cet-11935	98	20	(	(	PUNCT
cet-11935	98	21	özcan	özcan	PROPN
cet-11935	98	22	et	et	PROPN
cet-11935	98	23	al	al	PROPN
cet-11935	98	24	.	.	PROPN
cet-11935	98	25	,	,	PUNCT
cet-11935	98	26	2019	2019	NUM
cet-11935	98	27	)	)	PUNCT
cet-11935	98	28	.	.	PUNCT
cet-11935	99	1	the	the	DET
cet-11935	99	2	results	result	NOUN
cet-11935	99	3	obtained	obtain	VERB
cet-11935	99	4	from	from	ADP
cet-11935	99	5	the	the	DET
cet-11935	99	6	‘	'	PUNCT
cet-11935	99	7	base	base	NOUN
cet-11935	99	8	case	case	NOUN
cet-11935	99	9	’	'	PUNCT
cet-11935	99	10	simulation	simulation	NOUN
cet-11935	99	11	of	of	ADP
cet-11935	99	12	ssmr	ssmr	NOUN
cet-11935	99	13	-	-	PUNCT
cet-11935	99	14	ms-1	ms-1	NOUN
cet-11935	99	15	indicate	indicate	VERB
cet-11935	99	16	that	that	SCONJ
cet-11935	99	17	the	the	DET
cet-11935	99	18	tac	tac	PROPN
cet-11935	99	19	is	be	AUX
cet-11935	99	20	143.8	143.8	NUM
cet-11935	99	21	m$	m$	NOUN
cet-11935	99	22	yr–1	yr–1	NOUN
cet-11935	99	23	,	,	PUNCT
cet-11935	99	24	which	which	PRON
cet-11935	99	25	is	be	AUX
cet-11935	99	26	quite	quite	ADV
cet-11935	99	27	close	close	ADJ
cet-11935	99	28	to	to	ADP
cet-11935	99	29	the	the	DET
cet-11935	99	30	tac	tac	NOUN
cet-11935	99	31	of	of	ADP
cet-11935	99	32	144.0	144.0	NUM
cet-11935	99	33	m$	m$	NOUN
cet-11935	99	34	yr–1	yr–1	PROPN
cet-11935	99	35	in	in	ADP
cet-11935	99	36	(	(	PUNCT
cet-11935	99	37	likkasit	likkasit	ADJ
cet-11935	99	38	,	,	PUNCT
cet-11935	99	39	2015	2015	NUM
cet-11935	99	40	)	)	PUNCT
cet-11935	99	41	with	with	ADP
cet-11935	99	42	the	the	DET
cet-11935	99	43	deviation	deviation	NOUN
cet-11935	99	44	within	within	ADP
cet-11935	99	45	0.13	0.13	NUM
cet-11935	99	46	%	%	NOUN
cet-11935	99	47	.	.	PUNCT
cet-11935	100	1	the	the	DET
cet-11935	100	2	optimisation	optimisation	NOUN
cet-11935	100	3	problem	problem	NOUN
cet-11935	100	4	ps	ps	PROPN
cet-11935	100	5	is	be	AUX
cet-11935	100	6	solved	solve	VERB
cet-11935	100	7	for	for	ADP
cet-11935	100	8	each	each	DET
cet-11935	100	9	ssmr	ssmr	NOUN
cet-11935	100	10	-	-	PUNCT
cet-11935	100	11	ms	ms	NOUN
cet-11935	100	12	process	process	NOUN
cet-11935	100	13	option	option	NOUN
cet-11935	100	14	using	use	VERB
cet-11935	100	15	the	the	DET
cet-11935	100	16	hybrid	hybrid	ADJ
cet-11935	100	17	optimisation	optimisation	NOUN
cet-11935	100	18	algorithm	algorithm	NOUN
cet-11935	100	19	.	.	PUNCT
cet-11935	101	1	the	the	DET
cet-11935	101	2	results	result	NOUN
cet-11935	101	3	are	be	AUX
cet-11935	101	4	given	give	VERB
cet-11935	101	5	in	in	ADP
cet-11935	101	6	table	table	NOUN
cet-11935	101	7	1	1	NUM
cet-11935	101	8	.	.	PUNCT
cet-11935	102	1	the	the	DET
cet-11935	102	2	optimal	optimal	ADJ
cet-11935	102	3	values	value	NOUN
cet-11935	102	4	of	of	ADP
cet-11935	102	5	independent	independent	ADJ
cet-11935	102	6	variables	variable	NOUN
cet-11935	102	7	in	in	ADP
cet-11935	102	8	table	table	NOUN
cet-11935	102	9	1	1	NUM
cet-11935	102	10	are	be	AUX
cet-11935	102	11	used	use	VERB
cet-11935	102	12	as	as	ADP
cet-11935	102	13	input	input	NOUN
cet-11935	102	14	in	in	ADP
cet-11935	102	15	aspen	aspen	NOUN
cet-11935	102	16	plus	plus	CCONJ
cet-11935	102	17	v8.8	v8.8	NOUN
cet-11935	102	18	to	to	PART
cet-11935	102	19	generate	generate	VERB
cet-11935	102	20	values	value	NOUN
cet-11935	102	21	of	of	ADP
cet-11935	102	22	all	all	DET
cet-11935	102	23	dependent	dependent	ADJ
cet-11935	102	24	variables	variable	NOUN
cet-11935	102	25	and	and	CCONJ
cet-11935	102	26	update	update	VERB
cet-11935	102	27	𝑄𝑀𝑆	𝑄𝑀𝑆	PROPN
cet-11935	102	28	,	,	PUNCT
cet-11935	102	29	𝐹𝐻2	𝐹𝐻2	PROPN
cet-11935	102	30	and	and	CCONJ
cet-11935	102	31	tac	tac	PROPN
cet-11935	102	32	.	.	PUNCT
cet-11935	103	1	the	the	DET
cet-11935	103	2	updated	update	VERB
cet-11935	103	3	results	result	NOUN
cet-11935	103	4	are	be	AUX
cet-11935	103	5	provided	provide	VERB
cet-11935	103	6	in	in	ADP
cet-11935	103	7	table	table	NOUN
cet-11935	103	8	2	2	NUM
cet-11935	103	9	.	.	PUNCT
cet-11935	103	10	from	from	ADP
cet-11935	103	11	table	table	NOUN
cet-11935	103	12	1	1	NUM
cet-11935	103	13	and	and	CCONJ
cet-11935	103	14	table	table	NOUN
cet-11935	103	15	2	2	NUM
cet-11935	103	16	,	,	PUNCT
cet-11935	103	17	it	it	PRON
cet-11935	103	18	can	can	AUX
cet-11935	103	19	be	be	AUX
cet-11935	103	20	seen	see	VERB
cet-11935	103	21	that	that	SCONJ
cet-11935	103	22	the	the	DET
cet-11935	103	23	largest	large	ADJ
cet-11935	103	24	difference	difference	NOUN
cet-11935	103	25	between	between	ADP
cet-11935	103	26	actual	actual	ADJ
cet-11935	103	27	results	result	NOUN
cet-11935	103	28	and	and	CCONJ
cet-11935	103	29	prediction	prediction	NOUN
cet-11935	103	30	results	result	NOUN
cet-11935	103	31	from	from	ADP
cet-11935	103	32	the	the	DET
cet-11935	103	33	ann	ann	PROPN
cet-11935	103	34	surrogate	surrogate	PROPN
cet-11935	103	35	model	model	NOUN
cet-11935	103	36	is	be	AUX
cet-11935	103	37	within	within	ADP
cet-11935	103	38	1	1	NUM
cet-11935	103	39	%	%	NOUN
cet-11935	103	40	.	.	PUNCT
cet-11935	104	1	the	the	DET
cet-11935	104	2	largest	large	ADJ
cet-11935	104	3	difference	difference	NOUN
cet-11935	104	4	for	for	ADP
cet-11935	104	5	molten	molten	ADJ
cet-11935	104	6	salt	salt	NOUN
cet-11935	104	7	heat	heat	NOUN
cet-11935	104	8	duty	duty	NOUN
cet-11935	104	9	is	be	AUX
cet-11935	104	10	only	only	ADV
cet-11935	104	11	0.05	0.05	NUM
cet-11935	104	12	%	%	NOUN
cet-11935	104	13	.	.	PUNCT
cet-11935	105	1	for	for	ADP
cet-11935	105	2	instance	instance	NOUN
cet-11935	105	3	,	,	PUNCT
cet-11935	105	4	actual	actual	ADJ
cet-11935	105	5	optimal	optimal	ADJ
cet-11935	105	6	tac	tac	PROPN
cet-11935	105	7	in	in	ADP
cet-11935	105	8	ssmr	ssmr	NOUN
cet-11935	105	9	-	-	PUNCT
cet-11935	105	10	ms-2	ms-2	NOUN
cet-11935	105	11	is	be	AUX
cet-11935	105	12	136.55	136.55	NUM
cet-11935	105	13	m$	m$	NOUN
cet-11935	105	14	yr–1	yr–1	NOUN
cet-11935	105	15	,	,	PUNCT
cet-11935	105	16	which	which	PRON
cet-11935	105	17	is	be	AUX
cet-11935	105	18	only	only	ADV
cet-11935	105	19	0.58	0.58	NUM
cet-11935	105	20	%	%	NOUN
cet-11935	105	21	difference	difference	NOUN
cet-11935	105	22	compared	compare	VERB
cet-11935	105	23	to	to	ADP
cet-11935	105	24	the	the	DET
cet-11935	105	25	predicted	predict	VERB
cet-11935	105	26	tac	tac	PROPN
cet-11935	105	27	of	of	ADP
cet-11935	105	28	135.76	135.76	NUM
cet-11935	105	29	m$	m$	NOUN
cet-11935	105	30	yr–1	yr–1	NOUN
cet-11935	105	31	.	.	PUNCT
cet-11935	106	1	these	these	PRON
cet-11935	106	2	demonstrate	demonstrate	VERB
cet-11935	106	3	that	that	SCONJ
cet-11935	106	4	the	the	DET
cet-11935	106	5	ann	ann	PROPN
cet-11935	106	6	surrogate	surrogate	PROPN
cet-11935	106	7	model	model	NOUN
cet-11935	106	8	has	have	VERB
cet-11935	106	9	high	high	ADJ
cet-11935	106	10	prediction	prediction	NOUN
cet-11935	106	11	accuracy	accuracy	NOUN
cet-11935	106	12	.	.	PUNCT
cet-11935	107	1	the	the	DET
cet-11935	107	2	results	result	NOUN
cet-11935	107	3	obtained	obtain	VERB
cet-11935	107	4	from	from	ADP
cet-11935	107	5	the	the	DET
cet-11935	107	6	extended	extended	ADJ
cet-11935	107	7	optimisation	optimisation	NOUN
cet-11935	107	8	856	856	NUM
cet-11935	107	9	framework	framework	NOUN
cet-11935	107	10	are	be	AUX
cet-11935	107	11	also	also	ADV
cet-11935	107	12	validated	validate	VERB
cet-11935	107	13	using	use	VERB
cet-11935	107	14	the	the	DET
cet-11935	107	15	hybrid	hybrid	ADJ
cet-11935	107	16	feasible	feasible	ADJ
cet-11935	107	17	path	path	NOUN
cet-11935	107	18	optimisation	optimisation	NOUN
cet-11935	107	19	algorithm	algorithm	NOUN
cet-11935	107	20	from	from	ADP
cet-11935	107	21	(	(	PUNCT
cet-11935	107	22	ma	ma	PROPN
cet-11935	107	23	et	et	PROPN
cet-11935	107	24	al	al	PROPN
cet-11935	107	25	.	.	PROPN
cet-11935	107	26	,	,	PUNCT
cet-11935	107	27	2020	2020	NUM
cet-11935	107	28	)	)	PUNCT
cet-11935	107	29	and	and	CCONJ
cet-11935	107	30	(	(	PUNCT
cet-11935	107	31	ma	ma	PROPN
cet-11935	107	32	et	et	PROPN
cet-11935	107	33	al	al	PROPN
cet-11935	107	34	.	.	PROPN
cet-11935	107	35	,	,	PUNCT
cet-11935	107	36	2021	2021	NUM
cet-11935	107	37	)	)	PUNCT
cet-11935	107	38	,	,	PUNCT
cet-11935	107	39	which	which	PRON
cet-11935	107	40	is	be	AUX
cet-11935	107	41	employed	employ	VERB
cet-11935	107	42	to	to	PART
cet-11935	107	43	solve	solve	VERB
cet-11935	107	44	the	the	DET
cet-11935	107	45	original	original	ADJ
cet-11935	107	46	problem	problem	NOUN
cet-11935	107	47	p	p	X
cet-11935	107	48	directly	directly	ADV
cet-11935	107	49	.	.	PUNCT
cet-11935	108	1	the	the	DET
cet-11935	108	2	largest	large	ADJ
cet-11935	108	3	difference	difference	NOUN
cet-11935	108	4	is	be	AUX
cet-11935	108	5	0.30	0.30	NUM
cet-11935	108	6	%	%	NOUN
cet-11935	108	7	,	,	PUNCT
cet-11935	108	8	which	which	PRON
cet-11935	108	9	further	far	ADV
cet-11935	108	10	demonstrates	demonstrate	VERB
cet-11935	108	11	the	the	DET
cet-11935	108	12	effectiveness	effectiveness	NOUN
cet-11935	108	13	of	of	ADP
cet-11935	108	14	the	the	DET
cet-11935	108	15	extended	extended	ADJ
cet-11935	108	16	optimisation	optimisation	NOUN
cet-11935	108	17	-	-	PUNCT
cet-11935	108	18	based	base	VERB
cet-11935	108	19	framework	framework	NOUN
cet-11935	108	20	.	.	PUNCT
cet-11935	109	1	table	table	NOUN
cet-11935	109	2	1	1	NUM
cet-11935	109	3	:	:	PUNCT
cet-11935	109	4	optimisation	optimisation	NOUN
cet-11935	109	5	results	result	NOUN
cet-11935	109	6	for	for	ADP
cet-11935	109	7	ssmr	ssmr	NOUN
cet-11935	109	8	-	-	PUNCT
cet-11935	109	9	ms-1	ms-1	NOUN
cet-11935	109	10	,	,	PUNCT
cet-11935	109	11	ssmr	ssmr	NOUN
cet-11935	109	12	-	-	PUNCT
cet-11935	109	13	ms-2	ms-2	NOUN
cet-11935	109	14	,	,	PUNCT
cet-11935	109	15	ssmr	ssmr	NOUN
cet-11935	109	16	-	-	PUNCT
cet-11935	109	17	ms-3	ms-3	NOUN
cet-11935	109	18	,	,	PUNCT
cet-11935	109	19	ssmr	ssmr	NOUN
cet-11935	109	20	-	-	PUNCT
cet-11935	109	21	ms-4	ms-4	NUM
cet-11935	109	22	from	from	ADP
cet-11935	109	23	surrogate	surrogate	ADJ
cet-11935	109	24	models	model	NOUN
cet-11935	109	25	item	item	NOUN
cet-11935	109	26	initial	initial	ADJ
cet-11935	109	27	value	value	NOUN
cet-11935	109	28	ssmr	ssmr	NOUN
cet-11935	109	29	-	-	PUNCT
cet-11935	109	30	ms-1	ms-1	NOUN
cet-11935	109	31	ssmr	ssmr	NOUN
cet-11935	109	32	-	-	PUNCT
cet-11935	109	33	ms-2	ms-2	NOUN
cet-11935	109	34	ssmr	ssmr	NOUN
cet-11935	109	35	-	-	PUNCT
cet-11935	109	36	ms-3	ms-3	NOUN
cet-11935	109	37	ssmr	ssmr	NOUN
cet-11935	109	38	-	-	PUNCT
cet-11935	109	39	ms-4	ms-4	PART
cet-11935	109	40	𝛾𝑆/𝐶	𝛾𝑆/𝐶	PROPN
cet-11935	109	41	4	4	NUM
cet-11935	109	42	2.0	2.0	NUM
cet-11935	109	43	2.0	2.0	NUM
cet-11935	109	44	2.0	2.0	NUM
cet-11935	109	45	2.0	2.0	NUM
cet-11935	109	46	𝑇𝑅	𝑇𝑅	PROPN
cet-11935	109	47	(	(	PUNCT
cet-11935	109	48	oc	oc	NOUN
cet-11935	109	49	)	)	PUNCT
cet-11935	109	50	900	900	NUM
cet-11935	110	1	995.9	995.9	NUM
cet-11935	110	2	991.6	991.6	NUM
cet-11935	110	3	993.3	993.3	NUM
cet-11935	110	4	996.9	996.9	NUM
cet-11935	110	5	𝑇𝐻𝑊𝐺𝑆	𝑇𝐻𝑊𝐺𝑆	PROPN
cet-11935	110	6	(	(	PUNCT
cet-11935	110	7	oc	oc	NOUN
cet-11935	110	8	)	)	PUNCT
cet-11935	110	9	400	400	NUM
cet-11935	110	10	352.1	352.1	NUM
cet-11935	110	11	372.1	372.1	NUM
cet-11935	110	12	446.1	446.1	NUM
cet-11935	110	13	401.7	401.7	NUM
cet-11935	110	14	𝑇𝐿𝑊𝐺𝑆	𝑇𝐿𝑊𝐺𝑆	PROPN
cet-11935	110	15	(	(	PUNCT
cet-11935	110	16	oc	oc	NOUN
cet-11935	110	17	)	)	PUNCT
cet-11935	110	18	200	200	NUM
cet-11935	110	19	209.4	209.4	NUM
cet-11935	110	20	197.5	197.5	NUM
cet-11935	110	21	206.7	206.7	NUM
cet-11935	110	22	208.3	208.3	NUM
cet-11935	110	23	𝐿𝑃𝑅	𝐿𝑃𝑅	NOUN
cet-11935	110	24	(	(	PUNCT
cet-11935	110	25	m	m	NOUN
cet-11935	110	26	)	)	PUNCT
cet-11935	110	27	6.1	6.1	NUM
cet-11935	110	28	11.0	11.0	NUM
cet-11935	110	29	11.1	11.1	NUM
cet-11935	110	30	11.1	11.1	NUM
cet-11935	110	31	11.1	11.1	NUM
cet-11935	110	32	𝐿𝑅	𝐿𝑅	PROPN
cet-11935	110	33	(	(	PUNCT
cet-11935	110	34	m	m	NOUN
cet-11935	110	35	)	)	PUNCT
cet-11935	110	36	10	10	NUM
cet-11935	110	37	10.1	10.1	NUM
cet-11935	110	38	10.3	10.3	NUM
cet-11935	110	39	11.4	11.4	NUM
cet-11935	110	40	11.5	11.5	NUM
cet-11935	110	41	𝐿𝐻𝑊𝐺𝑆	𝐿𝐻𝑊𝐺𝑆	PROPN
cet-11935	110	42	(	(	PUNCT
cet-11935	110	43	m	m	NOUN
cet-11935	110	44	)	)	PUNCT
cet-11935	110	45	6.1	6.1	NUM
cet-11935	110	46	4.5	4.5	NUM
cet-11935	110	47	4.6	4.6	NUM
cet-11935	110	48	4.7	4.7	NUM
cet-11935	110	49	4.7	4.7	NUM
cet-11935	110	50	𝐿𝐿𝑊𝐺𝑆	𝐿𝐿𝑊𝐺𝑆	X
cet-11935	110	51	(	(	PUNCT
cet-11935	110	52	m	m	NOUN
cet-11935	110	53	)	)	PUNCT
cet-11935	110	54	6.1	6.1	NUM
cet-11935	110	55	3.8	3.8	NUM
cet-11935	110	56	3.9	3.9	NUM
cet-11935	110	57	3.9	3.9	NUM
cet-11935	110	58	3.9	3.9	NUM
cet-11935	110	59	𝑁𝑃𝑅	𝑁𝑃𝑅	ADV
cet-11935	110	60	12,500	12,500	NUM
cet-11935	110	61	4,006	4,006	NUM
cet-11935	110	62	4,010	4,010	NUM
cet-11935	110	63	4,000	4,000	NUM
cet-11935	110	64	4,000	4,000	NUM
cet-11935	110	65	𝑁𝑅	𝑁𝑅	PROPN
cet-11935	110	66	135	135	NUM
cet-11935	110	67	51	51	NUM
cet-11935	110	68	56	56	NUM
cet-11935	110	69	50	50	NUM
cet-11935	110	70	50	50	NUM
cet-11935	110	71	𝑁𝐻𝑊𝐺𝑆	𝑁𝐻𝑊𝐺𝑆	PROPN
cet-11935	110	72	2,000	2,000	NUM
cet-11935	110	73	1,002	1,002	NUM
cet-11935	110	74	1,221	1,221	NUM
cet-11935	110	75	3,000	3,000	NUM
cet-11935	110	76	1,000	1,000	NUM
cet-11935	110	77	𝑁𝐿𝑊𝐺𝑆	𝑁𝐿𝑊𝐺𝑆	NOUN
cet-11935	110	78	3,250	3,250	NUM
cet-11935	110	79	2,282	2,282	NUM
cet-11935	110	80	2,214	2,214	NUM
cet-11935	110	81	2,000	2,000	NUM
cet-11935	110	82	4,000	4,000	NUM
cet-11935	110	83	𝐹𝑁𝐺	𝐹𝑁𝐺	NOUN
cet-11935	110	84	(	(	PUNCT
cet-11935	110	85	kmol	kmol	PROPN
cet-11935	110	86	h–1	h–1	PROPN
cet-11935	110	87	)	)	PUNCT
cet-11935	111	1	778.3	778.3	NUM
cet-11935	111	2	799.7	799.7	NUM
cet-11935	111	3	803.7	803.7	NUM
cet-11935	111	4	803.3	803.3	NUM
cet-11935	111	5	812.9	812.9	NUM
cet-11935	111	6	𝑄𝑀𝑆	𝑄𝑀𝑆	PROPN
cet-11935	111	7	(	(	PUNCT
cet-11935	111	8	mw	mw	PROPN
cet-11935	111	9	)	)	PUNCT
cet-11935	111	10	20	20	NUM
cet-11935	111	11	12.37	12.37	NUM
cet-11935	111	12	12.89	12.89	NUM
cet-11935	111	13	10.25	10.25	NUM
cet-11935	111	14	10.34	10.34	NUM
cet-11935	111	15	𝐹𝐻2	𝐹𝐻2	NOUN
cet-11935	111	16	(	(	PUNCT
cet-11935	111	17	kmol	kmol	PROPN
cet-11935	111	18	h–1	h–1	PROPN
cet-11935	111	19	)	)	PUNCT
cet-11935	111	20	2,577	2,577	NUM
cet-11935	111	21	2,577	2,577	NUM
cet-11935	111	22	2,577	2,577	NUM
cet-11935	111	23	2,577	2,577	NUM
cet-11935	111	24	2,577	2,577	NUM
cet-11935	111	25	tac	tac	NOUN
cet-11935	111	26	(	(	PUNCT
cet-11935	111	27	m$	m$	NOUN
cet-11935	111	28	yr–1	yr–1	NOUN
cet-11935	111	29	)	)	PUNCT
cet-11935	111	30	159.37	159.37	NUM
cet-11935	111	31	134.88	134.88	NUM
cet-11935	111	32	135.76	135.76	NUM
cet-11935	111	33	131.86	131.86	NUM
cet-11935	111	34	131.96	131.96	NUM
cet-11935	111	35	table	table	NOUN
cet-11935	111	36	2	2	NUM
cet-11935	111	37	:	:	PUNCT
cet-11935	111	38	updated	update	VERB
cet-11935	111	39	results	result	NOUN
cet-11935	111	40	for	for	ADP
cet-11935	111	41	ssmr	ssmr	NOUN
cet-11935	111	42	-	-	PUNCT
cet-11935	111	43	ms-1	ms-1	NOUN
cet-11935	111	44	,	,	PUNCT
cet-11935	111	45	ssmr	ssmr	NOUN
cet-11935	111	46	-	-	PUNCT
cet-11935	111	47	ms-2	ms-2	NOUN
cet-11935	111	48	,	,	PUNCT
cet-11935	111	49	ssmr	ssmr	NOUN
cet-11935	111	50	-	-	PUNCT
cet-11935	111	51	ms-3	ms-3	NOUN
cet-11935	111	52	,	,	PUNCT
cet-11935	111	53	ssmr	ssmr	NOUN
cet-11935	111	54	-	-	PUNCT
cet-11935	111	55	ms-4	ms-4	PART
cet-11935	111	56	using	use	VERB
cet-11935	111	57	aspen	aspen	PROPN
cet-11935	111	58	plus	plus	CCONJ
cet-11935	111	59	v8.8	v8.8	PROPN
cet-11935	111	60	item	item	NOUN
cet-11935	111	61	ssmr	ssmr	PROPN
cet-11935	111	62	-	-	PUNCT
cet-11935	111	63	ms-1	ms-1	ADP
cet-11935	111	64	ssmr	ssmr	NOUN
cet-11935	111	65	-	-	PUNCT
cet-11935	111	66	ms-2	ms-2	NOUN
cet-11935	111	67	ssmr	ssmr	NOUN
cet-11935	111	68	-	-	PUNCT
cet-11935	111	69	ms-3	ms-3	NOUN
cet-11935	111	70	ssmr	ssmr	NOUN
cet-11935	111	71	-	-	PUNCT
cet-11935	111	72	ms-4	ms-4	PART
cet-11935	111	73	base	base	NOUN
cet-11935	111	74	case	case	NOUN
cet-11935	111	75	optimal	optimal	ADJ
cet-11935	111	76	case	case	NOUN
cet-11935	111	77	base	base	NOUN
cet-11935	111	78	case	case	NOUN
cet-11935	111	79	optimal	optimal	ADJ
cet-11935	111	80	case	case	NOUN
cet-11935	111	81	base	base	NOUN
cet-11935	111	82	case	case	NOUN
cet-11935	111	83	optimal	optimal	ADJ
cet-11935	111	84	case	case	NOUN
cet-11935	111	85	base	base	NOUN
cet-11935	111	86	case	case	NOUN
cet-11935	111	87	optimal	optimal	ADJ
cet-11935	111	88	case	case	NOUN
cet-11935	111	89	𝑄𝑀𝑆	𝑄𝑀𝑆	PROPN
cet-11935	111	90	(	(	PUNCT
cet-11935	111	91	mw	mw	PROPN
cet-11935	111	92	)	)	PUNCT
cet-11935	111	93	20	20	NUM
cet-11935	111	94	12.35	12.35	NUM
cet-11935	111	95	21	21	NUM
cet-11935	111	96	12.84	12.84	NUM
cet-11935	111	97	17	17	NUM
cet-11935	111	98	10.20	10.20	NUM
cet-11935	111	99	19	19	NUM
cet-11935	111	100	10.32	10.32	NUM
cet-11935	111	101	𝐹𝐻2	𝐹𝐻2	NOUN
cet-11935	111	102	(	(	PUNCT
cet-11935	111	103	kmol	kmol	PROPN
cet-11935	111	104	h–1	h–1	PROPN
cet-11935	111	105	)	)	PUNCT
cet-11935	111	106	2,577	2,577	NUM
cet-11935	111	107	2,577.1	2,577.1	NUM
cet-11935	111	108	2,577	2,577	NUM
cet-11935	111	109	2,578.3	2,578.3	NUM
cet-11935	111	110	2,577	2,577	NUM
cet-11935	111	111	2,577.3	2,577.3	NUM
cet-11935	111	112	2,577	2,577	NUM
cet-11935	111	113	2,577.1	2,577.1	NUM
cet-11935	111	114	tac	tac	NOUN
cet-11935	111	115	(	(	PUNCT
cet-11935	111	116	m$	m$	NOUN
cet-11935	111	117	yr–1	yr–1	NOUN
cet-11935	111	118	)	)	PUNCT
cet-11935	111	119	144.0	144.0	NUM
cet-11935	111	120	136.21	136.21	NUM
cet-11935	111	121	148.6	148.6	NUM
cet-11935	111	122	136.55	136.55	NUM
cet-11935	111	123	141.9	141.9	NUM
cet-11935	111	124	133.11	133.11	NUM
cet-11935	111	125	145.8	145.8	NUM
cet-11935	111	126	131.95	131.95	NUM
cet-11935	111	127	tac	tac	NOUN
cet-11935	111	128	with	with	ADP
cet-11935	111	129	heat	heat	NOUN
cet-11935	111	130	integration	integration	NOUN
cet-11935	111	131	(	(	PUNCT
cet-11935	111	132	m$	m$	NOUN
cet-11935	111	133	yr–1	yr–1	NOUN
cet-11935	111	134	)	)	PUNCT
cet-11935	111	135	144.0	144.0	NUM
cet-11935	111	136	128.4	128.4	NUM
cet-11935	111	137	148.6	148.6	NUM
cet-11935	111	138	125.7	125.7	NUM
cet-11935	111	139	141.9	141.9	NUM
cet-11935	111	140	122.2	122.2	NUM
cet-11935	111	141	145.8	145.8	NUM
cet-11935	111	142	122.5	122.5	NUM
cet-11935	111	143	lchp	lchp	NOUN
cet-11935	111	144	(	(	PUNCT
cet-11935	111	145	$	$	SYM
cet-11935	111	146	kg-1	kg-1	NOUN
cet-11935	111	147	)	)	PUNCT
cet-11935	111	148	2.85	2.85	NUM
cet-11935	111	149	2.52	2.52	NUM
cet-11935	111	150	2.90	2.90	NUM
cet-11935	111	151	2.45	2.45	NUM
cet-11935	111	152	2.81	2.81	NUM
cet-11935	111	153	2.43	2.43	NUM
cet-11935	111	154	2.87	2.87	NUM
cet-11935	111	155	2.43	2.43	NUM
cet-11935	111	156	table	table	NOUN
cet-11935	111	157	3	3	NUM
cet-11935	111	158	:	:	PUNCT
cet-11935	111	159	optimal	optimal	ADJ
cet-11935	111	160	design	design	NOUN
cet-11935	111	161	of	of	ADP
cet-11935	111	162	the	the	DET
cet-11935	111	163	solar	solar	ADJ
cet-11935	111	164	field	field	NOUN
cet-11935	111	165	for	for	ADP
cet-11935	111	166	ssmr	ssmr	NOUN
cet-11935	111	167	-	-	PUNCT
cet-11935	111	168	ms-1	ms-1	NOUN
cet-11935	111	169	,	,	PUNCT
cet-11935	111	170	ssmr	ssmr	NOUN
cet-11935	111	171	-	-	PUNCT
cet-11935	111	172	ms-2	ms-2	NOUN
cet-11935	111	173	,	,	PUNCT
cet-11935	111	174	ssmr	ssmr	NOUN
cet-11935	111	175	-	-	PUNCT
cet-11935	111	176	ms-3	ms-3	NOUN
cet-11935	111	177	and	and	CCONJ
cet-11935	111	178	ssmr	ssmr	NOUN
cet-11935	111	179	-	-	PUNCT
cet-11935	111	180	ms-4	ms-4	PART
cet-11935	111	181	item	item	NOUN
cet-11935	111	182	ssmr	ssmr	NOUN
cet-11935	111	183	-	-	PUNCT
cet-11935	111	184	ms-1	ms-1	ADP
cet-11935	111	185	ssmr	ssmr	NOUN
cet-11935	111	186	-	-	PUNCT
cet-11935	111	187	ms-2	ms-2	NOUN
cet-11935	111	188	ssmr	ssmr	NOUN
cet-11935	111	189	-	-	PUNCT
cet-11935	111	190	ms-3	ms-3	NOUN
cet-11935	111	191	ssmr	ssmr	NOUN
cet-11935	111	192	-	-	PUNCT
cet-11935	111	193	ms-4	ms-4	PART
cet-11935	111	194	base	base	NOUN
cet-11935	111	195	case	case	NOUN
cet-11935	111	196	optimal	optimal	ADJ
cet-11935	111	197	case	case	NOUN
cet-11935	111	198	base	base	NOUN
cet-11935	111	199	case	case	NOUN
cet-11935	111	200	optimal	optimal	ADJ
cet-11935	111	201	case	case	NOUN
cet-11935	111	202	base	base	NOUN
cet-11935	111	203	case	case	NOUN
cet-11935	111	204	optimal	optimal	ADJ
cet-11935	111	205	case	case	NOUN
cet-11935	111	206	base	base	NOUN
cet-11935	111	207	case	case	NOUN
cet-11935	111	208	optimal	optimal	ADJ
cet-11935	111	209	case	case	NOUN
cet-11935	111	210	𝑄𝑀𝑆	𝑄𝑀𝑆	PROPN
cet-11935	111	211	(	(	PUNCT
cet-11935	111	212	mw	mw	PROPN
cet-11935	111	213	)	)	PUNCT
cet-11935	111	214	20	20	NUM
cet-11935	111	215	12.35	12.35	NUM
cet-11935	111	216	21	21	NUM
cet-11935	111	217	12.84	12.84	NUM
cet-11935	111	218	17	17	NUM
cet-11935	111	219	10.20	10.20	NUM
cet-11935	111	220	19	19	NUM
cet-11935	111	221	10.32	10.32	NUM
cet-11935	111	222	solar	solar	ADJ
cet-11935	111	223	tower	tower	NOUN
cet-11935	111	224	height	height	NOUN
cet-11935	111	225	(	(	PUNCT
cet-11935	111	226	m	m	NOUN
cet-11935	111	227	)	)	PUNCT
cet-11935	111	228	98.08	98.08	NUM
cet-11935	111	229	69.49	69.49	NUM
cet-11935	111	230	90.80	90.80	NUM
cet-11935	111	231	71.71	71.71	NUM
cet-11935	111	232	95.23	95.23	NUM
cet-11935	111	233	90.15	90.15	NUM
cet-11935	111	234	86.53	86.53	NUM
cet-11935	111	235	67.39	67.39	NUM
cet-11935	111	236	heliostat	heliostat	NOUN
cet-11935	111	237	reflective	reflective	ADJ
cet-11935	111	238	area	area	NOUN
cet-11935	111	239	(	(	PUNCT
cet-11935	111	240	m2	m2	PROPN
cet-11935	111	241	)	)	PUNCT
cet-11935	111	242	83,303	83,303	NUM
cet-11935	111	243	52,333	52,333	NUM
cet-11935	111	244	88,688	88,688	NUM
cet-11935	111	245	53,859	53,859	NUM
cet-11935	111	246	71,094	71,094	NUM
cet-11935	111	247	42,369	42,369	NUM
cet-11935	111	248	78,096	78,096	NUM
cet-11935	111	249	43,895	43,895	NUM
cet-11935	111	250	receiver	receiver	ADJ
cet-11935	111	251	area	area	NOUN
cet-11935	111	252	(	(	PUNCT
cet-11935	111	253	m2	m2	PROPN
cet-11935	111	254	)	)	PUNCT
cet-11935	112	1	130.49	130.49	NUM
cet-11935	112	2	121.28	121.28	NUM
cet-11935	112	3	154.43	154.43	NUM
cet-11935	112	4	117.52	117.52	NUM
cet-11935	112	5	121.23	121.23	NUM
cet-11935	112	6	99.84	99.84	NUM
cet-11935	112	7	141.69	141.69	NUM
cet-11935	112	8	95.95	95.95	NUM
cet-11935	112	9	receiver	receiver	ADJ
cet-11935	112	10	thermal	thermal	ADJ
cet-11935	112	11	capacity	capacity	NOUN
cet-11935	112	12	(	(	PUNCT
cet-11935	112	13	mw	mw	PROPN
cet-11935	112	14	)	)	PUNCT
cet-11935	112	15	50.00	50.00	NUM
cet-11935	112	16	30.87	30.87	NUM
cet-11935	112	17	52.50	52.50	NUM
cet-11935	112	18	32.09	32.09	NUM
cet-11935	112	19	42.50	42.50	NUM
cet-11935	112	20	25.00	25.00	NUM
cet-11935	112	21	47.50	47.50	NUM
cet-11935	112	22	25.80	25.80	NUM
cet-11935	112	23	storage	storage	NOUN
cet-11935	112	24	capacity	capacity	NOUN
cet-11935	112	25	(	(	PUNCT
cet-11935	112	26	mw	mw	PROPN
cet-11935	112	27	)	)	PUNCT
cet-11935	112	28	300.00	300.00	NUM
cet-11935	112	29	185.23	185.23	NUM
cet-11935	112	30	315.00	315.00	NUM
cet-11935	112	31	192.54	192.54	NUM
cet-11935	112	32	255.00	255.00	NUM
cet-11935	112	33	150.00	150.00	NUM
cet-11935	112	34	285.00	285.00	NUM
cet-11935	112	35	154.79	154.79	NUM
cet-11935	112	36	land	land	NOUN
cet-11935	112	37	area	area	NOUN
cet-11935	112	38	(	(	PUNCT
cet-11935	112	39	acres	acre	NOUN
cet-11935	112	40	)	)	PUNCT
cet-11935	112	41	121	121	NUM
cet-11935	112	42	107	107	NUM
cet-11935	112	43	135	135	NUM
cet-11935	112	44	107	107	NUM
cet-11935	112	45	109	109	NUM
cet-11935	112	46	81	81	NUM
cet-11935	112	47	127	127	NUM
cet-11935	112	48	93	93	NUM
cet-11935	112	49	to	to	PART
cet-11935	112	50	further	far	ADV
cet-11935	112	51	reduce	reduce	VERB
cet-11935	112	52	the	the	DET
cet-11935	112	53	operation	operation	NOUN
cet-11935	112	54	cost	cost	NOUN
cet-11935	112	55	,	,	PUNCT
cet-11935	112	56	heat	heat	NOUN
cet-11935	112	57	integration	integration	NOUN
cet-11935	112	58	is	be	AUX
cet-11935	112	59	conducted	conduct	VERB
cet-11935	112	60	for	for	ADP
cet-11935	112	61	the	the	DET
cet-11935	112	62	optimal	optimal	ADJ
cet-11935	112	63	ssmr	ssmr	NOUN
cet-11935	112	64	-	-	PUNCT
cet-11935	112	65	ms-1	ms-1	NOUN
cet-11935	112	66	,	,	PUNCT
cet-11935	112	67	ssmr	ssmr	NOUN
cet-11935	112	68	-	-	PUNCT
cet-11935	112	69	ms-2	ms-2	NOUN
cet-11935	112	70	,	,	PUNCT
cet-11935	112	71	ssmr	ssmr	NOUN
cet-11935	112	72	-	-	PUNCT
cet-11935	112	73	ms-3	ms-3	NOUN
cet-11935	112	74	and	and	CCONJ
cet-11935	112	75	ssmr	ssmr	NOUN
cet-11935	112	76	-	-	PUNCT
cet-11935	112	77	ms-4	ms-4	PRON
cet-11935	112	78	,	,	PUNCT
cet-11935	112	79	respectively	respectively	ADV
cet-11935	112	80	.	.	PUNCT
cet-11935	113	1	the	the	DET
cet-11935	113	2	results	result	NOUN
cet-11935	113	3	are	be	AUX
cet-11935	113	4	illustrated	illustrate	VERB
cet-11935	113	5	in	in	ADP
cet-11935	113	6	table	table	NOUN
cet-11935	113	7	2	2	NUM
cet-11935	113	8	.	.	PUNCT
cet-11935	113	9	from	from	ADP
cet-11935	113	10	table	table	NOUN
cet-11935	113	11	2	2	NUM
cet-11935	113	12	,	,	PUNCT
cet-11935	113	13	it	it	PRON
cet-11935	113	14	can	can	AUX
cet-11935	113	15	be	be	AUX
cet-11935	113	16	seen	see	VERB
cet-11935	113	17	that	that	SCONJ
cet-11935	113	18	after	after	ADP
cet-11935	113	19	heat	heat	NOUN
cet-11935	113	20	integration	integration	NOUN
cet-11935	113	21	,	,	PUNCT
cet-11935	113	22	the	the	DET
cet-11935	113	23	tac	tac	PROPN
cet-11935	113	24	is	be	AUX
cet-11935	113	25	reduced	reduce	VERB
cet-11935	113	26	by	by	ADP
cet-11935	113	27	10.80	10.80	NUM
cet-11935	113	28	%	%	NOUN
cet-11935	113	29	,	,	PUNCT
cet-11935	113	30	15.45	15.45	NUM
cet-11935	113	31	%	%	NOUN
cet-11935	113	32	,	,	PUNCT
cet-11935	113	33	13.85	13.85	NUM
cet-11935	113	34	%	%	NOUN
cet-11935	113	35	,	,	PUNCT
cet-11935	113	36	and	and	CCONJ
cet-11935	113	37	15.86	15.86	NUM
cet-11935	113	38	%	%	NOUN
cet-11935	113	39	for	for	ADP
cet-11935	113	40	ssmr	ssmr	NOUN
cet-11935	113	41	-	-	PUNCT
cet-11935	113	42	ms-1	ms-1	NOUN
cet-11935	113	43	,	,	PUNCT
cet-11935	113	44	ssmr	ssmr	NOUN
cet-11935	113	45	-	-	PUNCT
cet-11935	113	46	ms-2	ms-2	NOUN
cet-11935	113	47	,	,	PUNCT
cet-11935	113	48	ssmr	ssmr	NOUN
cet-11935	113	49	-	-	PUNCT
cet-11935	113	50	ms-3	ms-3	NOUN
cet-11935	113	51	and	and	CCONJ
cet-11935	113	52	ssmr	ssmr	NOUN
cet-11935	113	53	-	-	PUNCT
cet-11935	113	54	ms-4	ms-4	PRON
cet-11935	113	55	,	,	PUNCT
cet-11935	113	56	respectively	respectively	ADV
cet-11935	113	57	.	.	PUNCT
cet-11935	114	1	ssmr	ssmr	NOUN
cet-11935	114	2	-	-	PUNCT
cet-11935	114	3	ms-3	ms-3	NOUN
cet-11935	114	4	and	and	CCONJ
cet-11935	114	5	ssmr	ssmr	NOUN
cet-11935	114	6	-	-	PUNCT
cet-11935	114	7	ms-4	ms-4	PUNCT
cet-11935	114	8	have	have	VERB
cet-11935	114	9	the	the	DET
cet-11935	114	10	lowest	low	ADJ
cet-11935	114	11	lchp	lchp	NOUN
cet-11935	114	12	of	of	ADP
cet-11935	114	13	2.43	2.43	NUM
cet-11935	114	14	$	$	SYM
cet-11935	114	15	kg-1	kg-1	NOUN
cet-11935	114	16	,	,	PUNCT
cet-11935	114	17	which	which	PRON
cet-11935	114	18	is	be	AUX
cet-11935	114	19	reduced	reduce	VERB
cet-11935	114	20	by	by	ADP
cet-11935	114	21	around	around	ADV
cet-11935	114	22	14.74	14.74	NUM
cet-11935	114	23	%	%	NOUN
cet-11935	114	24	compared	compare	VERB
cet-11935	114	25	to	to	ADP
cet-11935	114	26	that	that	PRON
cet-11935	114	27	of	of	ADP
cet-11935	114	28	the	the	DET
cet-11935	114	29	existing	exist	VERB
cet-11935	114	30	process	process	NOUN
cet-11935	114	31	.	.	PUNCT
cet-11935	115	1	ssmr	ssmr	NOUN
cet-11935	115	2	-	-	PUNCT
cet-11935	115	3	ms2	ms2	NOUN
cet-11935	115	4	with	with	ADP
cet-11935	115	5	lchp	lchp	NOUN
cet-11935	115	6	at	at	ADP
cet-11935	115	7	2.45	2.45	NUM
cet-11935	115	8	$	$	SYM
cet-11935	115	9	kg-1	kg-1	NOUN
cet-11935	115	10	is	be	AUX
cet-11935	115	11	only	only	ADV
cet-11935	115	12	slightly	slightly	ADV
cet-11935	115	13	higher	high	ADJ
cet-11935	115	14	than	than	ADP
cet-11935	115	15	those	those	DET
cet-11935	115	16	two	two	NUM
cet-11935	115	17	optimal	optimal	ADJ
cet-11935	115	18	designs	design	NOUN
cet-11935	115	19	.	.	PUNCT
cet-11935	116	1	with	with	ADP
cet-11935	116	2	the	the	DET
cet-11935	116	3	price	price	NOUN
cet-11935	116	4	of	of	ADP
cet-11935	116	5	per	per	ADP
cet-11935	116	6	unit	unit	NOUN
cet-11935	116	7	hydrogen	hydrogen	NOUN
cet-11935	116	8	cost	cost	NOUN
cet-11935	116	9	decrease	decrease	NOUN
cet-11935	116	10	,	,	PUNCT
cet-11935	116	11	ssmr	ssmr	NOUN
cet-11935	116	12	-	-	PUNCT
cet-11935	116	13	ms	ms	NOUN
cet-11935	116	14	process	process	NOUN
cet-11935	116	15	has	have	VERB
cet-11935	116	16	a	a	DET
cet-11935	116	17	greater	great	ADJ
cet-11935	116	18	potential	potential	NOUN
cet-11935	116	19	to	to	PART
cet-11935	116	20	be	be	AUX
cet-11935	116	21	applied	apply	VERB
cet-11935	116	22	to	to	ADP
cet-11935	116	23	large	large	ADJ
cet-11935	116	24	-	-	PUNCT
cet-11935	116	25	scale	scale	NOUN
cet-11935	116	26	hydrogen	hydrogen	NOUN
cet-11935	116	27	production	production	NOUN
cet-11935	116	28	.	.	PUNCT
cet-11935	117	1	optimal	optimal	ADJ
cet-11935	117	2	molten	molten	ADJ
cet-11935	117	3	salt	salt	NOUN
cet-11935	117	4	duty	duty	NOUN
cet-11935	117	5	is	be	AUX
cet-11935	117	6	sent	send	VERB
cet-11935	117	7	as	as	ADP
cet-11935	117	8	an	an	DET
cet-11935	117	9	input	input	NOUN
cet-11935	117	10	in	in	ADP
cet-11935	117	11	sam	sam	PROPN
cet-11935	117	12	to	to	PART
cet-11935	117	13	generate	generate	VERB
cet-11935	117	14	the	the	DET
cet-11935	117	15	optimal	optimal	ADJ
cet-11935	117	16	design	design	NOUN
cet-11935	117	17	of	of	ADP
cet-11935	117	18	the	the	DET
cet-11935	117	19	solar	solar	ADJ
cet-11935	117	20	field	field	NOUN
cet-11935	117	21	.	.	PUNCT
cet-11935	118	1	the	the	DET
cet-11935	118	2	results	result	NOUN
cet-11935	118	3	are	be	AUX
cet-11935	118	4	provided	provide	VERB
cet-11935	118	5	in	in	ADP
cet-11935	118	6	table	table	NOUN
cet-11935	118	7	3	3	NUM
cet-11935	118	8	.	.	PUNCT
cet-11935	118	9	with	with	ADP
cet-11935	118	10	a	a	DET
cet-11935	118	11	significant	significant	ADJ
cet-11935	118	12	reduction	reduction	NOUN
cet-11935	118	13	in	in	ADP
cet-11935	118	14	molten	molten	ADJ
cet-11935	118	15	salt	salt	NOUN
cet-11935	118	16	heat	heat	NOUN
cet-11935	118	17	duty	duty	NOUN
cet-11935	118	18	,	,	PUNCT
cet-11935	118	19	heliostat	heliostat	X
cet-11935	118	20	reflective	reflective	ADJ
cet-11935	118	21	area	area	NOUN
cet-11935	118	22	,	,	PUNCT
cet-11935	118	23	receiver	receiver	ADJ
cet-11935	118	24	area	area	NOUN
cet-11935	118	25	,	,	PUNCT
cet-11935	118	26	receiver	receiver	ADJ
cet-11935	118	27	thermal	thermal	ADJ
cet-11935	118	28	capacity	capacity	NOUN
cet-11935	118	29	,	,	PUNCT
cet-11935	118	30	storage	storage	NOUN
cet-11935	118	31	capacity	capacity	NOUN
cet-11935	118	32	and	and	CCONJ
cet-11935	118	33	land	land	NOUN
cet-11935	118	34	area	area	NOUN
cet-11935	118	35	also	also	ADV
cet-11935	118	36	decrease	decrease	VERB
cet-11935	118	37	significantly	significantly	ADV
cet-11935	118	38	.	.	PUNCT
cet-11935	119	1	857	857	NUM
cet-11935	119	2	table	table	NOUN
cet-11935	119	3	4	4	NUM
cet-11935	119	4	provides	provide	VERB
cet-11935	119	5	comparative	comparative	ADJ
cet-11935	119	6	results	result	NOUN
cet-11935	119	7	of	of	ADP
cet-11935	119	8	ssmr	ssmr	NOUN
cet-11935	119	9	-	-	PUNCT
cet-11935	119	10	ms-3	ms-3	NOUN
cet-11935	119	11	and	and	CCONJ
cet-11935	119	12	ssmr	ssmr	NOUN
cet-11935	119	13	-	-	PUNCT
cet-11935	119	14	ms-4	ms-4	PART
cet-11935	119	15	with	with	ADP
cet-11935	119	16	those	those	PRON
cet-11935	119	17	of	of	ADP
cet-11935	119	18	conventional	conventional	ADJ
cet-11935	119	19	steam	steam	NOUN
cet-11935	119	20	reforming	reforming	NOUN
cet-11935	119	21	of	of	ADP
cet-11935	119	22	natural	natural	ADJ
cet-11935	119	23	gas	gas	NOUN
cet-11935	119	24	(	(	PUNCT
cet-11935	119	25	smr	smr	NOUN
cet-11935	119	26	)	)	PUNCT
cet-11935	119	27	from	from	ADP
cet-11935	119	28	(	(	PUNCT
cet-11935	119	29	likkasit	likkasit	ADJ
cet-11935	119	30	,	,	PUNCT
cet-11935	119	31	2015	2015	NUM
cet-11935	119	32	)	)	PUNCT
cet-11935	119	33	.	.	PUNCT
cet-11935	120	1	from	from	ADP
cet-11935	120	2	table	table	NOUN
cet-11935	120	3	4	4	NUM
cet-11935	120	4	,	,	PUNCT
cet-11935	120	5	it	it	PRON
cet-11935	120	6	can	can	AUX
cet-11935	120	7	be	be	AUX
cet-11935	120	8	seen	see	VERB
cet-11935	120	9	that	that	SCONJ
cet-11935	120	10	,	,	PUNCT
cet-11935	120	11	with	with	ADP
cet-11935	120	12	around	around	ADP
cet-11935	120	13	12	12	NUM
cet-11935	120	14	%	%	NOUN
cet-11935	120	15	reduction	reduction	NOUN
cet-11935	120	16	in	in	ADP
cet-11935	120	17	natural	natural	ADJ
cet-11935	120	18	gas	gas	NOUN
cet-11935	120	19	consumption	consumption	NOUN
cet-11935	120	20	and	and	CCONJ
cet-11935	120	21	over	over	ADP
cet-11935	120	22	60	60	NUM
cet-11935	120	23	%	%	NOUN
cet-11935	120	24	reduction	reduction	NOUN
cet-11935	120	25	in	in	ADP
cet-11935	120	26	electricity	electricity	NOUN
cet-11935	120	27	consumption	consumption	NOUN
cet-11935	120	28	in	in	ADP
cet-11935	120	29	ssmr	ssmr	NOUN
cet-11935	120	30	-	-	PUNCT
cet-11935	120	31	ms-3	ms-3	NOUN
cet-11935	120	32	and	and	CCONJ
cet-11935	120	33	ssmr	ssmr	NOUN
cet-11935	120	34	-	-	PUNCT
cet-11935	120	35	ms-4	ms-4	NUM
cet-11935	120	36	than	than	ADP
cet-11935	120	37	that	that	PRON
cet-11935	120	38	in	in	ADP
cet-11935	120	39	smr	smr	NOUN
cet-11935	120	40	,	,	PUNCT
cet-11935	120	41	the	the	DET
cet-11935	120	42	energy	energy	NOUN
cet-11935	120	43	efficiency	efficiency	NOUN
cet-11935	120	44	is	be	AUX
cet-11935	120	45	improved	improve	VERB
cet-11935	120	46	by	by	ADP
cet-11935	120	47	around	around	ADP
cet-11935	120	48	12.08	12.08	NUM
cet-11935	120	49	%	%	NOUN
cet-11935	120	50	and	and	CCONJ
cet-11935	120	51	14.18	14.18	NUM
cet-11935	120	52	%	%	NOUN
cet-11935	120	53	in	in	ADP
cet-11935	120	54	ssmr	ssmr	NOUN
cet-11935	120	55	-	-	PUNCT
cet-11935	120	56	ms3	ms3	NOUN
cet-11935	120	57	and	and	CCONJ
cet-11935	120	58	ssmr	ssmr	NOUN
cet-11935	120	59	-	-	PUNCT
cet-11935	120	60	ms-4	ms-4	X
cet-11935	120	61	.	.	PUNCT
cet-11935	121	1	co2	co2	NOUN
cet-11935	121	2	emission	emission	NOUN
cet-11935	121	3	in	in	ADP
cet-11935	121	4	ssmr	ssmr	NOUN
cet-11935	121	5	-	-	PUNCT
cet-11935	121	6	ms-3	ms-3	NOUN
cet-11935	121	7	and	and	CCONJ
cet-11935	121	8	ssmr	ssmr	NOUN
cet-11935	121	9	-	-	PUNCT
cet-11935	121	10	ms-4	ms-4	PRON
cet-11935	121	11	reduces	reduce	VERB
cet-11935	121	12	around	around	ADV
cet-11935	121	13	80	80	NUM
cet-11935	121	14	kt	kt	X
cet-11935	121	15	yr–1	yr–1	PROPN
cet-11935	121	16	,	,	PUNCT
cet-11935	121	17	compared	compare	VERB
cet-11935	121	18	to	to	ADP
cet-11935	121	19	that	that	PRON
cet-11935	121	20	in	in	ADP
cet-11935	121	21	smr	smr	NOUN
cet-11935	121	22	.	.	PUNCT
cet-11935	122	1	although	although	SCONJ
cet-11935	122	2	tac	tac	PROPN
cet-11935	122	3	of	of	ADP
cet-11935	122	4	ssmr	ssmr	NOUN
cet-11935	122	5	-	-	PUNCT
cet-11935	122	6	ms-3	ms-3	NOUN
cet-11935	122	7	and	and	CCONJ
cet-11935	122	8	ssmr	ssmr	NOUN
cet-11935	122	9	-	-	PUNCT
cet-11935	122	10	ms-4	ms-4	PART
cet-11935	122	11	is	be	AUX
cet-11935	122	12	significantly	significantly	ADV
cet-11935	122	13	reduced	reduce	VERB
cet-11935	122	14	after	after	ADP
cet-11935	122	15	optimisation	optimisation	NOUN
cet-11935	122	16	,	,	PUNCT
cet-11935	122	17	compared	compare	VERB
cet-11935	122	18	to	to	ADP
cet-11935	122	19	the	the	DET
cet-11935	122	20	existing	exist	VERB
cet-11935	122	21	ssmr	ssmr	NOUN
cet-11935	122	22	-	-	PUNCT
cet-11935	122	23	ms	ms	NOUN
cet-11935	122	24	,	,	PUNCT
cet-11935	122	25	their	their	PRON
cet-11935	122	26	tac	tac	PROPN
cet-11935	122	27	is	be	AUX
cet-11935	122	28	still	still	ADV
cet-11935	122	29	higher	high	ADJ
cet-11935	122	30	than	than	ADP
cet-11935	122	31	that	that	PRON
cet-11935	122	32	of	of	ADP
cet-11935	122	33	smr	smr	NOUN
cet-11935	122	34	due	due	ADP
cet-11935	122	35	to	to	ADP
cet-11935	122	36	high	high	ADJ
cet-11935	122	37	solar	solar	ADJ
cet-11935	122	38	-	-	PUNCT
cet-11935	122	39	related	relate	VERB
cet-11935	122	40	equipment	equipment	NOUN
cet-11935	122	41	cost	cost	NOUN
cet-11935	122	42	.	.	PUNCT
cet-11935	123	1	as	as	ADP
cet-11935	123	2	a	a	DET
cet-11935	123	3	result	result	NOUN
cet-11935	123	4	,	,	PUNCT
cet-11935	123	5	the	the	DET
cet-11935	123	6	lchp	lchp	NOUN
cet-11935	123	7	of	of	ADP
cet-11935	123	8	ssmr	ssmr	NOUN
cet-11935	123	9	-	-	PUNCT
cet-11935	123	10	ms-3	ms-3	NOUN
cet-11935	123	11	and	and	CCONJ
cet-11935	123	12	ssmr	ssmr	NOUN
cet-11935	123	13	-	-	PUNCT
cet-11935	123	14	ms-4	ms-4	PUNCT
cet-11935	123	15	is	be	AUX
cet-11935	123	16	still	still	ADV
cet-11935	123	17	0.41	0.41	NUM
cet-11935	123	18	$	$	SYM
cet-11935	123	19	kg-1	kg-1	NOUN
cet-11935	123	20	higher	high	ADJ
cet-11935	123	21	than	than	ADP
cet-11935	123	22	that	that	PRON
cet-11935	123	23	of	of	ADP
cet-11935	123	24	smr	smr	NOUN
cet-11935	123	25	.	.	PUNCT
cet-11935	124	1	if	if	SCONJ
cet-11935	124	2	carbon	carbon	NOUN
cet-11935	124	3	tax	tax	NOUN
cet-11935	124	4	and	and	CCONJ
cet-11935	124	5	additional	additional	ADJ
cet-11935	124	6	credit	credit	NOUN
cet-11935	124	7	can	can	AUX
cet-11935	124	8	be	be	AUX
cet-11935	124	9	supplied	supply	VERB
cet-11935	124	10	for	for	ADP
cet-11935	124	11	the	the	DET
cet-11935	124	12	use	use	NOUN
cet-11935	124	13	of	of	ADP
cet-11935	124	14	solar	solar	ADJ
cet-11935	124	15	energy	energy	NOUN
cet-11935	124	16	from	from	ADP
cet-11935	124	17	the	the	DET
cet-11935	124	18	government	government	NOUN
cet-11935	124	19	,	,	PUNCT
cet-11935	124	20	the	the	DET
cet-11935	124	21	optimal	optimal	ADJ
cet-11935	124	22	ssmr	ssmr	NOUN
cet-11935	124	23	-	-	PUNCT
cet-11935	124	24	ms-3	ms-3	NOUN
cet-11935	124	25	and	and	CCONJ
cet-11935	124	26	ssmr	ssmr	NOUN
cet-11935	124	27	-	-	PUNCT
cet-11935	124	28	ms-4	ms-4	PRON
cet-11935	124	29	could	could	AUX
cet-11935	124	30	be	be	AUX
cet-11935	124	31	competitive	competitive	ADJ
cet-11935	124	32	to	to	PART
cet-11935	124	33	smr	smr	VERB
cet-11935	124	34	for	for	ADP
cet-11935	124	35	large	large	ADJ
cet-11935	124	36	-	-	PUNCT
cet-11935	124	37	scale	scale	NOUN
cet-11935	124	38	hydrogen	hydrogen	NOUN
cet-11935	124	39	production	production	NOUN
cet-11935	124	40	.	.	PUNCT
cet-11935	125	1	table	table	NOUN
cet-11935	125	2	4	4	NUM
cet-11935	125	3	:	:	PUNCT
cet-11935	125	4	comparative	comparative	ADJ
cet-11935	125	5	results	result	NOUN
cet-11935	125	6	for	for	ADP
cet-11935	125	7	smr	smr	NOUN
cet-11935	125	8	,	,	PUNCT
cet-11935	125	9	ssmr	ssmr	NOUN
cet-11935	125	10	-	-	PUNCT
cet-11935	125	11	ms-3	ms-3	NOUN
cet-11935	125	12	and	and	CCONJ
cet-11935	125	13	ssmr	ssmr	NOUN
cet-11935	125	14	-	-	PUNCT
cet-11935	125	15	ms-4	ms-4	CCONJ
cet-11935	125	16	smr	smr	NOUN
cet-11935	125	17	ssmr	ssmr	NOUN
cet-11935	125	18	-	-	PUNCT
cet-11935	125	19	ms-3	ms-3	NOUN
cet-11935	125	20	ssmr	ssmr	NOUN
cet-11935	125	21	-	-	PUNCT
cet-11935	125	22	ms-4	ms-4	CCONJ
cet-11935	125	23	natural	natural	ADJ
cet-11935	125	24	gas	gas	NOUN
cet-11935	125	25	consumption	consumption	NOUN
cet-11935	125	26	(	(	PUNCT
cet-11935	125	27	kt	kt	X
cet-11935	125	28	yr–1	yr–1	NOUN
cet-11935	125	29	)	)	PUNCT
cet-11935	125	30	150.25	150.25	NUM
cet-11935	125	31	132.85	132.85	NUM
cet-11935	125	32	132.12	132.12	NUM
cet-11935	125	33	water	water	NOUN
cet-11935	125	34	consumption	consumption	NOUN
cet-11935	125	35	(	(	PUNCT
cet-11935	125	36	kt	kt	X
cet-11935	125	37	yr–1	yr–1	PROPN
cet-11935	125	38	)	)	PUNCT
cet-11935	126	1	453.17	453.17	NUM
cet-11935	126	2	552.13	552.13	NUM
cet-11935	126	3	555.15	555.15	NUM
cet-11935	126	4	electricity	electricity	NOUN
cet-11935	126	5	consumption	consumption	NOUN
cet-11935	126	6	(	(	PUNCT
cet-11935	126	7	gwh	gwh	PROPN
cet-11935	126	8	yr–1	yr–1	NOUN
cet-11935	126	9	)	)	PUNCT
cet-11935	126	10	93.51	93.51	NUM
cet-11935	126	11	33.39	33.39	NUM
cet-11935	126	12	29.64	29.64	NUM
cet-11935	126	13	co2	co2	NOUN
cet-11935	126	14	emissions	emission	NOUN
cet-11935	126	15	(	(	PUNCT
cet-11935	126	16	kt	kt	X
cet-11935	126	17	yr–1	yr–1	NOUN
cet-11935	126	18	)	)	PUNCT
cet-11935	126	19	502.93	502.93	NUM
cet-11935	126	20	423.85	423.85	NUM
cet-11935	126	21	420.00	420.00	NUM
cet-11935	126	22	energy	energy	NOUN
cet-11935	126	23	efficiency	efficiency	NOUN
cet-11935	126	24	(	(	PUNCT
cet-11935	126	25	%	%	INTJ
cet-11935	126	26	)	)	PUNCT
cet-11935	126	27	62.99	62.99	NUM
cet-11935	126	28	70.60	70.60	NUM
cet-11935	126	29	71.92	71.92	NUM
cet-11935	126	30	tac	tac	NOUN
cet-11935	126	31	(	(	PUNCT
cet-11935	126	32	m$	m$	NOUN
cet-11935	126	33	yr–1	yr–1	NOUN
cet-11935	126	34	)	)	PUNCT
cet-11935	126	35	90.9	90.9	NUM
cet-11935	126	36	122.2	122.2	NUM
cet-11935	126	37	122.5	122.5	NUM
cet-11935	126	38	lchp	lchp	NOUN
cet-11935	126	39	(	(	PUNCT
cet-11935	126	40	$	$	SYM
cet-11935	126	41	kg-1	kg-1	NOUN
cet-11935	126	42	)	)	PUNCT
cet-11935	126	43	2.02	2.02	NUM
cet-11935	126	44	2.43	2.43	NUM
cet-11935	126	45	2.43	2.43	NUM
cet-11935	126	46	6	6	NUM
cet-11935	126	47	.	.	PUNCT
cet-11935	127	1	conclusions	conclusion	NOUN
cet-11935	127	2	in	in	ADP
cet-11935	127	3	this	this	DET
cet-11935	127	4	paper	paper	NOUN
cet-11935	127	5	,	,	PUNCT
cet-11935	127	6	the	the	DET
cet-11935	127	7	optimisation	optimisation	NOUN
cet-11935	127	8	-	-	PUNCT
cet-11935	127	9	based	base	VERB
cet-11935	127	10	framework	framework	NOUN
cet-11935	127	11	using	use	VERB
cet-11935	127	12	machine	machine	NOUN
cet-11935	127	13	learning	learning	NOUN
cet-11935	127	14	techniques	technique	NOUN
cet-11935	127	15	is	be	AUX
cet-11935	127	16	extended	extend	VERB
cet-11935	127	17	for	for	ADP
cet-11935	127	18	optimal	optimal	ADJ
cet-11935	127	19	design	design	NOUN
cet-11935	127	20	of	of	ADP
cet-11935	127	21	ssmr	ssmr	NOUN
cet-11935	127	22	-	-	PUNCT
cet-11935	127	23	ms	ms	NOUN
cet-11935	127	24	for	for	ADP
cet-11935	127	25	large	large	ADJ
cet-11935	127	26	-	-	PUNCT
cet-11935	127	27	scale	scale	NOUN
cet-11935	127	28	hydrogen	hydrogen	NOUN
cet-11935	127	29	production	production	NOUN
cet-11935	127	30	.	.	PUNCT
cet-11935	128	1	four	four	NUM
cet-11935	128	2	different	different	ADJ
cet-11935	128	3	process	process	NOUN
cet-11935	128	4	options	option	NOUN
cet-11935	128	5	in	in	ADP
cet-11935	128	6	ssmr	ssmr	NOUN
cet-11935	128	7	-	-	PUNCT
cet-11935	128	8	ms	ms	NOUN
cet-11935	128	9	have	have	AUX
cet-11935	128	10	been	be	AUX
cet-11935	128	11	investigated	investigate	VERB
cet-11935	128	12	.	.	PUNCT
cet-11935	129	1	the	the	DET
cet-11935	129	2	computational	computational	ADJ
cet-11935	129	3	results	result	NOUN
cet-11935	129	4	show	show	VERB
cet-11935	129	5	that	that	SCONJ
cet-11935	129	6	tac	tac	PROPN
cet-11935	129	7	was	be	AUX
cet-11935	129	8	reduced	reduce	VERB
cet-11935	129	9	by	by	ADP
cet-11935	129	10	up	up	ADP
cet-11935	129	11	to	to	PART
cet-11935	129	12	15	15	NUM
cet-11935	129	13	%	%	NOUN
cet-11935	129	14	compared	compare	VERB
cet-11935	129	15	to	to	ADP
cet-11935	129	16	the	the	DET
cet-11935	129	17	existing	exist	VERB
cet-11935	129	18	ssmr	ssmr	NOUN
cet-11935	129	19	-	-	PUNCT
cet-11935	129	20	ms	ms	NOUN
cet-11935	129	21	process	process	NOUN
cet-11935	129	22	.	.	PUNCT
cet-11935	130	1	the	the	DET
cet-11935	130	2	molten	molten	ADJ
cet-11935	130	3	salt	salt	NOUN
cet-11935	130	4	heat	heat	NOUN
cet-11935	130	5	duty	duty	NOUN
cet-11935	130	6	was	be	AUX
cet-11935	130	7	reduced	reduce	VERB
cet-11935	130	8	from	from	ADP
cet-11935	130	9	20	20	NUM
cet-11935	130	10	mw	mw	NOUN
cet-11935	130	11	to	to	ADP
cet-11935	130	12	10.20	10.20	NUM
cet-11935	130	13	mw	mw	NOUN
cet-11935	130	14	.	.	PUNCT
cet-11935	131	1	although	although	SCONJ
cet-11935	131	2	the	the	DET
cet-11935	131	3	extended	extended	ADJ
cet-11935	131	4	framework	framework	NOUN
cet-11935	131	5	can	can	AUX
cet-11935	131	6	be	be	AUX
cet-11935	131	7	used	use	VERB
cet-11935	131	8	to	to	PART
cet-11935	131	9	generate	generate	VERB
cet-11935	131	10	the	the	DET
cet-11935	131	11	optimal	optimal	ADJ
cet-11935	131	12	design	design	NOUN
cet-11935	131	13	,	,	PUNCT
cet-11935	131	14	it	it	PRON
cet-11935	131	15	can	can	AUX
cet-11935	131	16	not	not	PART
cet-11935	131	17	theoretically	theoretically	ADV
cet-11935	131	18	guarantee	guarantee	VERB
cet-11935	131	19	global	global	ADJ
cet-11935	131	20	optimality	optimality	NOUN
cet-11935	131	21	.	.	PUNCT
cet-11935	132	1	in	in	ADP
cet-11935	132	2	addition	addition	NOUN
cet-11935	132	3	,	,	PUNCT
cet-11935	132	4	the	the	DET
cet-11935	132	5	lowest	low	ADJ
cet-11935	132	6	lchp	lchp	NOUN
cet-11935	132	7	of	of	ADP
cet-11935	132	8	ssmr	ssmr	NOUN
cet-11935	132	9	-	-	PUNCT
cet-11935	132	10	ms-3	ms-3	NOUN
cet-11935	132	11	and	and	CCONJ
cet-11935	132	12	ssmr	ssmr	NOUN
cet-11935	132	13	-	-	PUNCT
cet-11935	132	14	ms-4	ms-4	PUNCT
cet-11935	132	15	is	be	AUX
cet-11935	132	16	still	still	ADV
cet-11935	132	17	0.41	0.41	NUM
cet-11935	132	18	$	$	SYM
cet-11935	132	19	kg-1	kg-1	NOUN
cet-11935	132	20	higher	high	ADJ
cet-11935	132	21	than	than	ADP
cet-11935	132	22	that	that	PRON
cet-11935	132	23	of	of	ADP
cet-11935	132	24	smr	smr	NOUN
cet-11935	132	25	.	.	PUNCT
cet-11935	133	1	therefore	therefore	ADV
cet-11935	133	2	,	,	PUNCT
cet-11935	133	3	the	the	DET
cet-11935	133	4	future	future	ADJ
cet-11935	133	5	work	work	NOUN
cet-11935	133	6	is	be	AUX
cet-11935	133	7	to	to	PART
cet-11935	133	8	investigate	investigate	VERB
cet-11935	133	9	different	different	ADJ
cet-11935	133	10	carbon	carbon	NOUN
cet-11935	133	11	utilization	utilization	NOUN
cet-11935	133	12	methods	method	NOUN
cet-11935	133	13	to	to	PART
cet-11935	133	14	further	far	ADV
cet-11935	133	15	reduce	reduce	VERB
cet-11935	133	16	tac	tac	PROPN
cet-11935	133	17	and	and	CCONJ
cet-11935	133	18	lchp	lchp	NOUN
cet-11935	133	19	.	.	PUNCT
cet-11935	134	1	references	reference	NOUN
cet-11935	134	2	al	al	PROPN
cet-11935	134	3	jamri	jamri	PROPN
cet-11935	134	4	,	,	PUNCT
cet-11935	134	5	m.	m.	NOUN
cet-11935	134	6	,	,	PUNCT
cet-11935	134	7	li	li	PROPN
cet-11935	134	8	,	,	PUNCT
cet-11935	134	9	j.	j.	PROPN
cet-11935	134	10	,	,	PUNCT
cet-11935	134	11	smith	smith	PROPN
cet-11935	134	12	,	,	PUNCT
cet-11935	134	13	r.	r.	PROPN
cet-11935	134	14	,	,	PUNCT
cet-11935	134	15	2020	2020	NUM
cet-11935	134	16	,	,	PUNCT
cet-11935	134	17	molecular	molecular	ADJ
cet-11935	134	18	modeling	modeling	NOUN
cet-11935	134	19	of	of	ADP
cet-11935	134	20	coprocessing	coprocesse	VERB
cet-11935	134	21	biomass	biomass	NOUN
cet-11935	134	22	fast	fast	ADJ
cet-11935	134	23	pyrolysis	pyrolysis	NOUN
cet-11935	134	24	oil	oil	NOUN
cet-11935	134	25	in	in	ADP
cet-11935	134	26	fluid	fluid	ADJ
cet-11935	134	27	catalytic	catalytic	ADJ
cet-11935	134	28	cracking	cracking	NOUN
cet-11935	134	29	unit	unit	NOUN
cet-11935	134	30	,	,	PUNCT
cet-11935	134	31	industrial	industrial	PROPN
cet-11935	134	32	&	&	CCONJ
cet-11935	134	33	chemistry	chemistry	PROPN
cet-11935	134	34	engineering	engineering	NOUN
cet-11935	134	35	research	research	NOUN
cet-11935	134	36	.	.	PUNCT
cet-11935	134	37	,	,	PUNCT
cet-11935	134	38	59,1989	59,1989	NUM
cet-11935	134	39	-	-	SYM
cet-11935	134	40	2004	2004	NUM
cet-11935	134	41	.	.	PUNCT
cet-11935	135	1	hydrogen	hydrogen	PROPN
cet-11935	135	2	council	council	PROPN
cet-11935	135	3	.	.	PUNCT
cet-11935	135	4	,	,	PUNCT
cet-11935	135	5	2017	2017	NUM
cet-11935	135	6	,	,	PUNCT
cet-11935	135	7	hydrogen	hydrogen	NOUN
cet-11935	135	8	scaling	scale	VERB
cet-11935	135	9	up	up	ADP
cet-11935	135	10	:	:	PUNCT
cet-11935	135	11	a	a	DET
cet-11935	135	12	sustainable	sustainable	ADJ
cet-11935	135	13	pathway	pathway	NOUN
cet-11935	135	14	for	for	ADP
cet-11935	135	15	the	the	DET
cet-11935	135	16	global	global	ADJ
cet-11935	135	17	energy	energy	NOUN
cet-11935	135	18	transition	transition	NOUN
cet-11935	135	19	.	.	PUNCT
cet-11935	136	1	ibrahim	ibrahim	PROPN
cet-11935	136	2	,	,	PUNCT
cet-11935	136	3	d.	d.	PROPN
cet-11935	136	4	,	,	PUNCT
cet-11935	136	5	jobson	jobson	PROPN
cet-11935	136	6	,	,	PUNCT
cet-11935	136	7	m.	m.	NOUN
cet-11935	136	8	,	,	PUNCT
cet-11935	136	9	li	li	PROPN
cet-11935	136	10	,	,	PUNCT
cet-11935	136	11	j.	j.	PROPN
cet-11935	136	12	,	,	PUNCT
cet-11935	136	13	guillén	guillén	NOUN
cet-11935	136	14	-	-	PUNCT
cet-11935	136	15	gosálbez	gosálbez	PROPN
cet-11935	136	16	,	,	PUNCT
cet-11935	136	17	g.	g.	PROPN
cet-11935	136	18	,	,	PUNCT
cet-11935	136	19	2018	2018	NUM
cet-11935	136	20	,	,	PUNCT
cet-11935	136	21	optimization	optimization	NOUN
cet-11935	136	22	-	-	PUNCT
cet-11935	136	23	based	base	VERB
cet-11935	136	24	design	design	NOUN
cet-11935	136	25	of	of	ADP
cet-11935	136	26	crude	crude	ADJ
cet-11935	136	27	oil	oil	NOUN
cet-11935	136	28	distillation	distillation	NOUN
cet-11935	136	29	units	unit	NOUN
cet-11935	136	30	using	use	VERB
cet-11935	136	31	surrogate	surrogate	ADJ
cet-11935	136	32	column	column	NOUN
cet-11935	136	33	models	model	NOUN
cet-11935	136	34	and	and	CCONJ
cet-11935	136	35	a	a	DET
cet-11935	136	36	support	support	NOUN
cet-11935	136	37	vector	vector	NOUN
cet-11935	136	38	machine	machine	NOUN
cet-11935	136	39	,	,	PUNCT
cet-11935	136	40	chemical	chemical	NOUN
cet-11935	136	41	engineering	engineering	NOUN
cet-11935	136	42	research	research	PROPN
cet-11935	136	43	&	&	CCONJ
cet-11935	136	44	design	design	PROPN
cet-11935	136	45	.	.	PUNCT
cet-11935	136	46	,	,	PUNCT
cet-11935	136	47	134	134	NUM
cet-11935	136	48	,	,	PUNCT
cet-11935	136	49	212	212	NUM
cet-11935	136	50	-	-	SYM
cet-11935	136	51	225	225	NUM
cet-11935	136	52	.	.	PUNCT
cet-11935	137	1	koumi	koumi	PROPN
cet-11935	137	2	ngoh	ngoh	PROPN
cet-11935	137	3	,	,	PUNCT
cet-11935	137	4	s.	s.	PROPN
cet-11935	137	5	,	,	PUNCT
cet-11935	137	6	njomo	njomo	PROPN
cet-11935	137	7	,	,	PUNCT
cet-11935	137	8	d.	d.	PROPN
cet-11935	137	9	,	,	PUNCT
cet-11935	137	10	2012	2012	NUM
cet-11935	137	11	,	,	PUNCT
cet-11935	137	12	an	an	DET
cet-11935	137	13	overview	overview	NOUN
cet-11935	137	14	of	of	ADP
cet-11935	137	15	hydrogen	hydrogen	NOUN
cet-11935	137	16	gas	gas	NOUN
cet-11935	137	17	production	production	NOUN
cet-11935	137	18	from	from	ADP
cet-11935	137	19	solar	solar	ADJ
cet-11935	137	20	energy	energy	NOUN
cet-11935	137	21	,	,	PUNCT
cet-11935	137	22	renewable	renewable	ADJ
cet-11935	137	23	and	and	CCONJ
cet-11935	137	24	sustainable	sustainable	ADJ
cet-11935	137	25	energy	energy	NOUN
cet-11935	137	26	reviews	review	NOUN
cet-11935	137	27	,	,	PUNCT
cet-11935	137	28	16	16	NUM
cet-11935	137	29	,	,	PUNCT
cet-11935	137	30	6782	6782	NUM
cet-11935	137	31	-	-	SYM
cet-11935	137	32	6792	6792	NUM
cet-11935	137	33	.	.	PUNCT
cet-11935	138	1	likkasit	likkasit	ADJ
cet-11935	138	2	,	,	PUNCT
cet-11935	138	3	c.	c.	NOUN
cet-11935	138	4	,	,	PUNCT
cet-11935	138	5	2015	2015	NUM
cet-11935	138	6	,	,	PUNCT
cet-11935	138	7	integration	integration	NOUN
cet-11935	138	8	of	of	ADP
cet-11935	138	9	renewable	renewable	ADJ
cet-11935	138	10	energy	energy	NOUN
cet-11935	138	11	to	to	ADP
cet-11935	138	12	oil	oil	NOUN
cet-11935	138	13	and	and	CCONJ
cet-11935	138	14	gas	gas	NOUN
cet-11935	138	15	industry	industry	NOUN
cet-11935	138	16	:	:	PUNCT
cet-11935	138	17	solar	solar	ADJ
cet-11935	138	18	-	-	PUNCT
cet-11935	138	19	aided	aid	VERB
cet-11935	138	20	hydrogen	hydrogen	NOUN
cet-11935	138	21	production	production	NOUN
cet-11935	138	22	.	.	PUNCT
cet-11935	139	1	king	king	PROPN
cet-11935	139	2	mongkut	mongkut	PROPN
cet-11935	139	3	’s	’s	PROPN
cet-11935	139	4	university	university	PROPN
cet-11935	139	5	of	of	ADP
cet-11935	139	6	technology	technology	PROPN
cet-11935	139	7	thonburi	thonburi	PROPN
cet-11935	139	8	,	,	PUNCT
cet-11935	139	9	bangkok	bangkok	PROPN
cet-11935	139	10	,	,	PUNCT
cet-11935	139	11	thailand	thailand	PROPN
cet-11935	139	12	.	.	PUNCT
cet-11935	140	1	liu	liu	PROPN
cet-11935	140	2	,	,	PUNCT
cet-11935	140	3	g.	g.	PROPN
cet-11935	140	4	,	,	PUNCT
cet-11935	140	5	sheng	sheng	PROPN
cet-11935	140	6	,	,	PUNCT
cet-11935	140	7	y.	y.	PROPN
cet-11935	140	8	,	,	PUNCT
cet-11935	140	9	ager	ager	PROPN
cet-11935	140	10	,	,	PUNCT
cet-11935	140	11	j.	j.	PROPN
cet-11935	140	12	w.	w.	PROPN
cet-11935	140	13	,	,	PUNCT
cet-11935	140	14	kraft	kraft	PROPN
cet-11935	140	15	,	,	PUNCT
cet-11935	140	16	m.	m.	NOUN
cet-11935	140	17	,	,	PUNCT
cet-11935	140	18	xu	xu	PROPN
cet-11935	140	19	,	,	PUNCT
cet-11935	140	20	r.	r.	PROPN
cet-11935	140	21	,	,	PUNCT
cet-11935	140	22	2019	2019	NUM
cet-11935	140	23	,	,	PUNCT
cet-11935	140	24	research	research	NOUN
cet-11935	140	25	advances	advance	NOUN
cet-11935	140	26	towards	towards	ADP
cet-11935	140	27	large	large	ADJ
cet-11935	140	28	-	-	PUNCT
cet-11935	140	29	scale	scale	NOUN
cet-11935	140	30	solar	solar	ADJ
cet-11935	140	31	hydrogen	hydrogen	NOUN
cet-11935	140	32	production	production	NOUN
cet-11935	140	33	from	from	ADP
cet-11935	140	34	water	water	NOUN
cet-11935	140	35	,	,	PUNCT
cet-11935	140	36	energychem	energychem	ADJ
cet-11935	140	37	,	,	PUNCT
cet-11935	140	38	1	1	NUM
cet-11935	140	39	,	,	PUNCT
cet-11935	140	40	100014	100014	NUM
cet-11935	140	41	.	.	PUNCT
cet-11935	141	1	ma	ma	PROPN
cet-11935	141	2	,	,	PUNCT
cet-11935	141	3	y.	y.	PROPN
cet-11935	141	4	,	,	PUNCT
cet-11935	141	5	mclaughlan	mclaughlan	NOUN
cet-11935	141	6	,	,	PUNCT
cet-11935	141	7	m.	m.	NOUN
cet-11935	141	8	,	,	PUNCT
cet-11935	141	9	zhang	zhang	PROPN
cet-11935	141	10	,	,	PUNCT
cet-11935	141	11	n.	n.	PROPN
cet-11935	141	12	,	,	PUNCT
cet-11935	141	13	li	li	PROPN
cet-11935	141	14	,	,	PUNCT
cet-11935	141	15	j.	j.	PROPN
cet-11935	141	16	,	,	PUNCT
cet-11935	141	17	2020	2020	NUM
cet-11935	141	18	,	,	PUNCT
cet-11935	141	19	novel	novel	ADJ
cet-11935	141	20	feasible	feasible	ADJ
cet-11935	141	21	path	path	NOUN
cet-11935	141	22	optimisation	optimisation	NOUN
cet-11935	141	23	algorithms	algorithm	NOUN
cet-11935	141	24	using	use	VERB
cet-11935	141	25	steady	steady	ADJ
cet-11935	141	26	-	-	PUNCT
cet-11935	141	27	state	state	NOUN
cet-11935	141	28	and/or	and/or	CCONJ
cet-11935	141	29	pseudo	pseudo	NOUN
cet-11935	141	30	-	-	NOUN
cet-11935	141	31	transient	transient	ADJ
cet-11935	141	32	simulations	simulation	NOUN
cet-11935	141	33	,	,	PUNCT
cet-11935	141	34	computers	computer	NOUN
cet-11935	141	35	&	&	CCONJ
cet-11935	141	36	chemical	chemical	PROPN
cet-11935	141	37	engineering	engineering	PROPN
cet-11935	141	38	,	,	PUNCT
cet-11935	141	39	143	143	NUM
cet-11935	141	40	,	,	PUNCT
cet-11935	141	41	107058	107058	NUM
cet-11935	141	42	.	.	PUNCT
cet-11935	142	1	ma	ma	PROPN
cet-11935	142	2	,	,	PUNCT
cet-11935	142	3	y.	y.	PROPN
cet-11935	142	4	,	,	PUNCT
cet-11935	142	5	zhang	zhang	PROPN
cet-11935	142	6	,	,	PUNCT
cet-11935	142	7	n.	n.	PROPN
cet-11935	142	8	,	,	PUNCT
cet-11935	142	9	li	li	PROPN
cet-11935	142	10	,	,	PUNCT
cet-11935	142	11	j.	j.	PROPN
cet-11935	142	12	,	,	PUNCT
cet-11935	142	13	cao	cao	PROPN
cet-11935	142	14	,	,	PUNCT
cet-11935	142	15	c.	c.	NOUN
cet-11935	142	16	,	,	PUNCT
cet-11935	142	17	2021	2021	NUM
cet-11935	142	18	,	,	PUNCT
cet-11935	142	19	optimal	optimal	ADJ
cet-11935	142	20	design	design	NOUN
cet-11935	142	21	of	of	ADP
cet-11935	142	22	extractive	extractive	ADJ
cet-11935	142	23	dividing	dividing	NOUN
cet-11935	142	24	-	-	PUNCT
cet-11935	142	25	wall	wall	NOUN
cet-11935	142	26	column	column	NOUN
cet-11935	142	27	using	use	VERB
cet-11935	142	28	an	an	DET
cet-11935	142	29	efficient	efficient	ADJ
cet-11935	142	30	equation	equation	NOUN
cet-11935	142	31	-	-	PUNCT
cet-11935	142	32	oriented	orient	VERB
cet-11935	142	33	approach	approach	NOUN
cet-11935	142	34	,	,	PUNCT
cet-11935	142	35	frontiers	frontier	NOUN
cet-11935	142	36	of	of	ADP
cet-11935	142	37	chemical	chemical	NOUN
cet-11935	142	38	science	science	NOUN
cet-11935	142	39	and	and	CCONJ
cet-11935	142	40	engineering	engineering	NOUN
cet-11935	142	41	,	,	PUNCT
cet-11935	142	42	15	15	NUM
cet-11935	142	43	,	,	PUNCT
cet-11935	142	44	72	72	NUM
cet-11935	142	45	-	-	SYM
cet-11935	142	46	89	89	NUM
cet-11935	142	47	.	.	PUNCT
cet-11935	143	1	national	national	ADJ
cet-11935	143	2	renewable	renewable	ADJ
cet-11935	143	3	energy	energy	NOUN
cet-11935	143	4	laboratory	laboratory	NOUN
cet-11935	143	5	(	(	PUNCT
cet-11935	143	6	nrel	nrel	NOUN
cet-11935	143	7	)	)	PUNCT
cet-11935	143	8	.	.	PUNCT
cet-11935	144	1	system	system	NOUN
cet-11935	144	2	advisor	advisor	NOUN
cet-11935	144	3	model	model	NOUN
cet-11935	144	4	(	(	PUNCT
cet-11935	144	5	sam	sam	PROPN
cet-11935	144	6	2015.01.30	2015.01.30	PROPN
cet-11935	144	7	)	)	PUNCT
cet-11935	144	8	.	.	PUNCT
cet-11935	145	1	accessed	access	VERB
cet-11935	145	2	05.04.2021	05.04.2021	NUM
cet-11935	145	3	.	.	PUNCT
cet-11935	145	4	özcan	özcan	PROPN
cet-11935	145	5	,	,	PUNCT
cet-11935	145	6	o.	o.	NOUN
cet-11935	145	7	,	,	PUNCT
cet-11935	145	8	akın	akın	PROPN
cet-11935	145	9	,	,	PUNCT
cet-11935	145	10	a.	a.	NOUN
cet-11935	145	11	n.	n.	PROPN
cet-11935	145	12	,	,	PUNCT
cet-11935	145	13	2019	2019	NUM
cet-11935	145	14	,	,	PUNCT
cet-11935	145	15	thermodynamic	thermodynamic	ADJ
cet-11935	145	16	analysis	analysis	NOUN
cet-11935	145	17	of	of	ADP
cet-11935	145	18	methanol	methanol	NOUN
cet-11935	145	19	steam	steam	NOUN
cet-11935	145	20	reforming	reform	VERB
cet-11935	145	21	to	to	PART
cet-11935	145	22	produce	produce	VERB
cet-11935	145	23	hydrogen	hydrogen	NOUN
cet-11935	145	24	for	for	ADP
cet-11935	145	25	ht	ht	NOUN
cet-11935	145	26	-	-	PUNCT
cet-11935	145	27	pemfc	pemfc	NOUN
cet-11935	145	28	:	:	PUNCT
cet-11935	145	29	an	an	DET
cet-11935	145	30	optimization	optimization	NOUN
cet-11935	145	31	study	study	NOUN
cet-11935	145	32	,	,	PUNCT
cet-11935	145	33	international	international	ADJ
cet-11935	145	34	journal	journal	NOUN
cet-11935	145	35	of	of	ADP
cet-11935	145	36	hydrogen	hydrogen	NOUN
cet-11935	145	37	energy	energy	NOUN
cet-11935	145	38	,	,	PUNCT
cet-11935	145	39	44	44	NUM
cet-11935	145	40	,	,	PUNCT
cet-11935	145	41	14117	14117	NUM
cet-11935	145	42	-	-	SYM
cet-11935	145	43	14126	14126	NUM
cet-11935	145	44	.	.	PUNCT
cet-11935	146	1	turner	turner	PROPN
cet-11935	146	2	,	,	PUNCT
cet-11935	146	3	j.	j.	PROPN
cet-11935	146	4	,	,	PUNCT
cet-11935	146	5	sverdrup	sverdrup	PROPN
cet-11935	146	6	,	,	PUNCT
cet-11935	146	7	g.	g.	PROPN
cet-11935	146	8	,	,	PUNCT
cet-11935	146	9	mann	mann	PROPN
cet-11935	146	10	,	,	PUNCT
cet-11935	146	11	m.	m.	PROPN
cet-11935	146	12	k.	k.	PROPN
cet-11935	146	13	,	,	PUNCT
cet-11935	146	14	maness	maness	NOUN
cet-11935	146	15	,	,	PUNCT
cet-11935	146	16	p.-c	p.-c	PROPN
cet-11935	146	17	.	.	PUNCT
cet-11935	146	18	,	,	PUNCT
cet-11935	146	19	kroposki	kroposki	PROPN
cet-11935	146	20	,	,	PUNCT
cet-11935	146	21	b.	b.	PROPN
cet-11935	146	22	,	,	PUNCT
cet-11935	146	23	ghirardi	ghirardi	PROPN
cet-11935	146	24	,	,	PUNCT
cet-11935	146	25	m.	m.	NOUN
cet-11935	146	26	,	,	PUNCT
cet-11935	146	27	evans	evans	PROPN
cet-11935	146	28	,	,	PUNCT
cet-11935	146	29	r.	r.	PROPN
cet-11935	146	30	j.	j.	PROPN
cet-11935	146	31	&	&	CCONJ
cet-11935	146	32	blake	blake	PROPN
cet-11935	146	33	,	,	PUNCT
cet-11935	146	34	d.	d.	PROPN
cet-11935	146	35	,	,	PUNCT
cet-11935	146	36	2008	2008	NUM
cet-11935	146	37	,	,	PUNCT
cet-11935	146	38	renewable	renewable	ADJ
cet-11935	146	39	hydrogen	hydrogen	NOUN
cet-11935	146	40	production	production	NOUN
cet-11935	146	41	,	,	PUNCT
cet-11935	146	42	international	international	ADJ
cet-11935	146	43	journal	journal	NOUN
cet-11935	146	44	of	of	ADP
cet-11935	146	45	energy	energy	NOUN
cet-11935	146	46	research	research	NOUN
cet-11935	146	47	,	,	PUNCT
cet-11935	146	48	32	32	NUM
cet-11935	146	49	,	,	PUNCT
cet-11935	146	50	379	379	NUM
cet-11935	146	51	-	-	SYM
cet-11935	146	52	407	407	NUM
cet-11935	146	53	.	.	PUNCT
cet-11935	147	1	voldsund	voldsund	ADJ
cet-11935	147	2	,	,	PUNCT
cet-11935	147	3	m.	m.	NOUN
cet-11935	147	4	,	,	PUNCT
cet-11935	147	5	jordal	jordal	NOUN
cet-11935	147	6	,	,	PUNCT
cet-11935	147	7	k.	k.	PROPN
cet-11935	147	8	,	,	PUNCT
cet-11935	147	9	anantharaman	anantharaman	PROPN
cet-11935	147	10	,	,	PUNCT
cet-11935	147	11	r.	r.	PROPN
cet-11935	147	12	,	,	PUNCT
cet-11935	147	13	2016	2016	NUM
cet-11935	147	14	,	,	PUNCT
cet-11935	147	15	hydrogen	hydrogen	NOUN
cet-11935	147	16	production	production	NOUN
cet-11935	147	17	with	with	ADP
cet-11935	147	18	co2	co2	NOUN
cet-11935	147	19	capture	capture	NOUN
cet-11935	147	20	,	,	PUNCT
cet-11935	147	21	international	international	ADJ
cet-11935	147	22	journal	journal	NOUN
cet-11935	147	23	of	of	ADP
cet-11935	147	24	hydrogen	hydrogen	NOUN
cet-11935	147	25	energy	energy	NOUN
cet-11935	147	26	,	,	PUNCT
cet-11935	147	27	41	41	NUM
cet-11935	147	28	,	,	PUNCT
cet-11935	147	29	4969	4969	NUM
cet-11935	147	30	-	-	SYM
cet-11935	147	31	4992	4992	NUM
cet-11935	147	32	.	.	PUNCT
cet-11935	148	1	858	858	NUM