id	sid	tid	token	lemma	pos
cet-12774	1	1	pres22_0231.docx	pres22_0231.docx	PROPN
cet-12774	1	2	doi	doi	NOUN
cet-12774	1	3	:	:	PUNCT
cet-12774	1	4	10.3303	10.3303	NUM
cet-12774	1	5	/	/	SYM
cet-12774	1	6	cet2294217	cet2294217	NOUN
cet-12774	1	7	paper	paper	NOUN
cet-12774	1	8	received	receive	VERB
cet-12774	1	9	:	:	PUNCT
cet-12774	1	10	14	14	NUM
cet-12774	1	11	may	may	PROPN
cet-12774	1	12	2022	2022	NUM
cet-12774	1	13	;	;	PUNCT
cet-12774	1	14	revised	revise	VERB
cet-12774	1	15	:	:	PUNCT
cet-12774	1	16	08	08	NUM
cet-12774	1	17	july	july	PROPN
cet-12774	1	18	2022	2022	NUM
cet-12774	1	19	;	;	PUNCT
cet-12774	1	20	accepted	accept	VERB
cet-12774	1	21	:	:	PUNCT
cet-12774	1	22	13	13	NUM
cet-12774	1	23	july	july	NOUN
cet-12774	1	24	2022	2022	NUM
cet-12774	1	25	please	please	INTJ
cet-12774	1	26	cite	cite	VERB
cet-12774	1	27	this	this	DET
cet-12774	1	28	article	article	NOUN
cet-12774	1	29	as	as	ADP
cet-12774	1	30	:	:	PUNCT
cet-12774	1	31	wang	wang	PROPN
cet-12774	1	32	w.	w.	PROPN
cet-12774	1	33	,	,	PUNCT
cet-12774	1	34	jin	jin	PROPN
cet-12774	1	35	h.	h.	PROPN
cet-12774	1	36	,	,	PUNCT
cet-12774	1	37	2022	2022	NUM
cet-12774	1	38	,	,	PUNCT
cet-12774	1	39	artificial	artificial	ADJ
cet-12774	1	40	neural	neural	ADJ
cet-12774	1	41	network	network	NOUN
cet-12774	1	42	prediction	prediction	NOUN
cet-12774	1	43	model	model	NOUN
cet-12774	1	44	for	for	ADP
cet-12774	1	45	supercritical	supercritical	ADJ
cet-12774	1	46	water	water	NOUN
cet-12774	1	47	gasification	gasification	NOUN
cet-12774	1	48	data	datum	NOUN
cet-12774	1	49	of	of	ADP
cet-12774	1	50	discarded	discard	VERB
cet-12774	1	51	circuit	circuit	NOUN
cet-12774	1	52	boards	board	NOUN
cet-12774	1	53	,	,	PUNCT
cet-12774	1	54	chemical	chemical	ADJ
cet-12774	1	55	engineering	engineering	NOUN
cet-12774	1	56	transactions	transaction	NOUN
cet-12774	1	57	,	,	PUNCT
cet-12774	1	58	94	94	NUM
cet-12774	1	59	,	,	PUNCT
cet-12774	1	60	1303	1303	NUM
cet-12774	1	61	-	-	SYM
cet-12774	1	62	1308	1308	NUM
cet-12774	1	63	doi:10.3303	doi:10.3303	NOUN
cet-12774	1	64	/	/	SYM
cet-12774	1	65	cet2294217	cet2294217	NOUN
cet-12774	1	66	chemical	chemical	NOUN
cet-12774	1	67	engineering	engineering	NOUN
cet-12774	1	68	transactions	transaction	NOUN
cet-12774	1	69	vol	vol	NOUN
cet-12774	1	70	.	.	PROPN
cet-12774	2	1	94	94	NUM
cet-12774	2	2	,	,	PUNCT
cet-12774	2	3	2022	2022	NUM
cet-12774	2	4	a	a	DET
cet-12774	2	5	publication	publication	NOUN
cet-12774	2	6	of	of	ADP
cet-12774	2	7	the	the	DET
cet-12774	2	8	italian	italian	ADJ
cet-12774	2	9	association	association	NOUN
cet-12774	2	10	of	of	ADP
cet-12774	2	11	chemical	chemical	PROPN
cet-12774	2	12	engineering	engineering	NOUN
cet-12774	2	13	online	online	ADV
cet-12774	2	14	at	at	ADP
cet-12774	2	15	www.cetjournal.it	www.cetjournal.it	PROPN
cet-12774	2	16	guest	guest	NOUN
cet-12774	2	17	editors	editor	NOUN
cet-12774	2	18	:	:	PUNCT
cet-12774	2	19	petar	petar	PROPN
cet-12774	2	20	s.	s.	PROPN
cet-12774	2	21	varbanov	varbanov	PROPN
cet-12774	2	22	,	,	PUNCT
cet-12774	2	23	yee	yee	PROPN
cet-12774	2	24	van	van	PROPN
cet-12774	2	25	fan	fan	PROPN
cet-12774	2	26	,	,	PUNCT
cet-12774	2	27	jiří	jiří	NOUN
cet-12774	2	28	j.	j.	PROPN
cet-12774	2	29	klemeš	klemeš	PROPN
cet-12774	2	30	,	,	PUNCT
cet-12774	3	1	sandro	sandro	PROPN
cet-12774	3	2	nižetić	nižetić	PROPN
cet-12774	3	3	copyright	copyright	NOUN
cet-12774	3	4	©	©	PROPN
cet-12774	3	5	2022	2022	NUM
cet-12774	3	6	,	,	PUNCT
cet-12774	3	7	aidic	aidic	ADJ
cet-12774	3	8	servizi	servizi	PROPN
cet-12774	3	9	s.r.l	s.r.l	PROPN
cet-12774	3	10	.	.	PUNCT
cet-12774	4	1	isbn	isbn	ADJ
cet-12774	4	2	978	978	NUM
cet-12774	4	3	-	-	SYM
cet-12774	4	4	88	88	NUM
cet-12774	4	5	-	-	PUNCT
cet-12774	4	6	95608	95608	NUM
cet-12774	4	7	-	-	PUNCT
cet-12774	4	8	93	93	NUM
cet-12774	4	9	-	-	SYM
cet-12774	4	10	8	8	NUM
cet-12774	4	11	;	;	PUNCT
cet-12774	4	12	issn	issn	PROPN
cet-12774	4	13	2283	2283	NUM
cet-12774	4	14	-	-	SYM
cet-12774	4	15	9216	9216	NUM
cet-12774	4	16	artificial	artificial	ADJ
cet-12774	4	17	neural	neural	ADJ
cet-12774	4	18	network	network	NOUN
cet-12774	4	19	prediction	prediction	NOUN
cet-12774	4	20	model	model	NOUN
cet-12774	4	21	for	for	ADP
cet-12774	4	22	supercritical	supercritical	ADJ
cet-12774	4	23	water	water	NOUN
cet-12774	4	24	gasification	gasification	NOUN
cet-12774	4	25	data	datum	NOUN
cet-12774	4	26	of	of	ADP
cet-12774	4	27	discarded	discard	VERB
cet-12774	4	28	circuit	circuit	NOUN
cet-12774	4	29	boards	board	NOUN
cet-12774	4	30	weizuo	weizuo	PROPN
cet-12774	4	31	wang	wang	PROPN
cet-12774	4	32	,	,	PUNCT
cet-12774	4	33	hui	hui	PROPN
cet-12774	4	34	jin	jin	PROPN
cet-12774	4	35	*	*	PUNCT
cet-12774	4	36	state	state	NOUN
cet-12774	4	37	key	key	ADJ
cet-12774	4	38	laboratory	laboratory	NOUN
cet-12774	4	39	of	of	ADP
cet-12774	4	40	multiphase	multiphase	PROPN
cet-12774	4	41	flow	flow	NOUN
cet-12774	4	42	in	in	ADP
cet-12774	4	43	power	power	NOUN
cet-12774	4	44	engineering	engineering	NOUN
cet-12774	4	45	(	(	PUNCT
cet-12774	4	46	sklmf	sklmf	PROPN
cet-12774	4	47	)	)	PUNCT
cet-12774	4	48	,	,	PUNCT
cet-12774	4	49	xi’an	xi’an	PROPN
cet-12774	4	50	jiaotong	jiaotong	PROPN
cet-12774	4	51	university	university	PROPN
cet-12774	4	52	,	,	PUNCT
cet-12774	4	53	28	28	NUM
cet-12774	4	54	xianning	xianning	PROPN
cet-12774	4	55	west	west	PROPN
cet-12774	4	56	road	road	PROPN
cet-12774	4	57	,	,	PUNCT
cet-12774	4	58	xi’an	xi’an	PROPN
cet-12774	4	59	710049	710049	NUM
cet-12774	4	60	,	,	PUNCT
cet-12774	4	61	shaanxi	shaanxi	PROPN
cet-12774	4	62	,	,	PUNCT
cet-12774	4	63	china	china	PROPN
cet-12774	4	64	jinhui@mail.xjtu.edu.cn	jinhui@mail.xjtu.edu.cn	PROPN
cet-12774	4	65	the	the	DET
cet-12774	4	66	gasification	gasification	NOUN
cet-12774	4	67	reaction	reaction	NOUN
cet-12774	4	68	is	be	AUX
cet-12774	4	69	affected	affect	VERB
cet-12774	4	70	by	by	ADP
cet-12774	4	71	the	the	DET
cet-12774	4	72	non	non	ADJ
cet-12774	4	73	-	-	ADJ
cet-12774	4	74	linear	linear	ADJ
cet-12774	4	75	effects	effect	NOUN
cet-12774	4	76	of	of	ADP
cet-12774	4	77	temperature	temperature	NOUN
cet-12774	4	78	,	,	PUNCT
cet-12774	4	79	pressure	pressure	NOUN
cet-12774	4	80	,	,	PUNCT
cet-12774	4	81	feedstock	feedstock	NOUN
cet-12774	4	82	concentration	concentration	NOUN
cet-12774	4	83	and	and	CCONJ
cet-12774	4	84	other	other	ADJ
cet-12774	4	85	aspects	aspect	NOUN
cet-12774	4	86	due	due	ADP
cet-12774	4	87	to	to	ADP
cet-12774	4	88	the	the	DET
cet-12774	4	89	complexity	complexity	NOUN
cet-12774	4	90	of	of	ADP
cet-12774	4	91	supercritical	supercritical	ADJ
cet-12774	4	92	water	water	NOUN
cet-12774	4	93	.	.	PUNCT
cet-12774	5	1	the	the	DET
cet-12774	5	2	conventional	conventional	ADJ
cet-12774	5	3	production	production	NOUN
cet-12774	5	4	forecasting	forecasting	NOUN
cet-12774	5	5	methods	method	NOUN
cet-12774	5	6	have	have	VERB
cet-12774	5	7	difficulties	difficulty	NOUN
cet-12774	5	8	to	to	PART
cet-12774	5	9	predict	predict	VERB
cet-12774	5	10	conversion	conversion	NOUN
cet-12774	5	11	rates	rate	NOUN
cet-12774	5	12	and	and	CCONJ
cet-12774	5	13	yield	yield	NOUN
cet-12774	5	14	of	of	ADP
cet-12774	5	15	gas	gas	NOUN
cet-12774	5	16	accurately	accurately	ADV
cet-12774	5	17	.	.	PUNCT
cet-12774	6	1	in	in	ADP
cet-12774	6	2	this	this	DET
cet-12774	6	3	paper	paper	NOUN
cet-12774	6	4	,	,	PUNCT
cet-12774	6	5	an	an	DET
cet-12774	6	6	artificial	artificial	ADJ
cet-12774	6	7	neural	neural	ADJ
cet-12774	6	8	network	network	NOUN
cet-12774	6	9	model	model	NOUN
cet-12774	6	10	is	be	AUX
cet-12774	6	11	established	establish	VERB
cet-12774	6	12	to	to	PART
cet-12774	6	13	predict	predict	VERB
cet-12774	6	14	and	and	CCONJ
cet-12774	6	15	analyse	analyse	VERB
cet-12774	6	16	the	the	DET
cet-12774	6	17	conversion	conversion	NOUN
cet-12774	6	18	rates	rate	NOUN
cet-12774	6	19	and	and	CCONJ
cet-12774	6	20	the	the	DET
cet-12774	6	21	yields	yield	NOUN
cet-12774	6	22	of	of	ADP
cet-12774	6	23	gas	gas	NOUN
cet-12774	6	24	products	product	NOUN
cet-12774	6	25	.	.	PUNCT
cet-12774	7	1	the	the	DET
cet-12774	7	2	gasification	gasification	NOUN
cet-12774	7	3	experiment	experiment	NOUN
cet-12774	7	4	is	be	AUX
cet-12774	7	5	carried	carry	VERB
cet-12774	7	6	out	out	ADP
cet-12774	7	7	at	at	ADP
cet-12774	7	8	different	different	ADJ
cet-12774	7	9	conditions	condition	NOUN
cet-12774	7	10	.	.	PUNCT
cet-12774	8	1	the	the	DET
cet-12774	8	2	data	datum	NOUN
cet-12774	8	3	are	be	AUX
cet-12774	8	4	taken	take	VERB
cet-12774	8	5	as	as	ADP
cet-12774	8	6	the	the	DET
cet-12774	8	7	learning	learning	NOUN
cet-12774	8	8	samples	sample	NOUN
cet-12774	8	9	,	,	PUNCT
cet-12774	8	10	and	and	CCONJ
cet-12774	8	11	60	60	NUM
cet-12774	8	12	%	%	NOUN
cet-12774	8	13	of	of	ADP
cet-12774	8	14	them	they	PRON
cet-12774	8	15	are	be	AUX
cet-12774	8	16	used	use	VERB
cet-12774	8	17	for	for	ADP
cet-12774	8	18	training	training	NOUN
cet-12774	8	19	and	and	CCONJ
cet-12774	8	20	testing	testing	NOUN
cet-12774	8	21	.	.	PUNCT
cet-12774	9	1	experimental	experimental	ADJ
cet-12774	9	2	data	datum	NOUN
cet-12774	9	3	at	at	ADP
cet-12774	9	4	different	different	ADJ
cet-12774	9	5	working	working	NOUN
cet-12774	9	6	conditions	condition	NOUN
cet-12774	9	7	are	be	AUX
cet-12774	9	8	randomly	randomly	ADV
cet-12774	9	9	selected	select	VERB
cet-12774	9	10	and	and	CCONJ
cet-12774	9	11	inputted	inputte	VERB
cet-12774	9	12	into	into	ADP
cet-12774	9	13	the	the	DET
cet-12774	9	14	gasification	gasification	NOUN
cet-12774	9	15	artificial	artificial	ADJ
cet-12774	9	16	neural	neural	ADJ
cet-12774	9	17	network	network	NOUN
cet-12774	9	18	model	model	NOUN
cet-12774	9	19	for	for	ADP
cet-12774	9	20	prediction	prediction	NOUN
cet-12774	9	21	and	and	CCONJ
cet-12774	9	22	analysis	analysis	NOUN
cet-12774	9	23	.	.	PUNCT
cet-12774	10	1	the	the	DET
cet-12774	10	2	prediction	prediction	NOUN
cet-12774	10	3	accuracy	accuracy	NOUN
cet-12774	10	4	of	of	ADP
cet-12774	10	5	the	the	DET
cet-12774	10	6	carbon	carbon	NOUN
cet-12774	10	7	conversion	conversion	NOUN
cet-12774	10	8	rate	rate	NOUN
cet-12774	10	9	of	of	ADP
cet-12774	10	10	waste	waste	NOUN
cet-12774	10	11	circuit	circuit	NOUN
cet-12774	10	12	boards	board	NOUN
cet-12774	10	13	is	be	AUX
cet-12774	10	14	calculated	calculate	VERB
cet-12774	10	15	whose	whose	DET
cet-12774	10	16	coefficient	coefficient	NOUN
cet-12774	10	17	of	of	ADP
cet-12774	10	18	determination	determination	NOUN
cet-12774	10	19	(	(	PUNCT
cet-12774	10	20	r2	r2	PROPN
cet-12774	10	21	)	)	PUNCT
cet-12774	10	22	is	be	AUX
cet-12774	10	23	0.98	0.98	NUM
cet-12774	10	24	and	and	CCONJ
cet-12774	10	25	root	root	NOUN
cet-12774	10	26	mean	mean	ADJ
cet-12774	10	27	square	square	ADJ
cet-12774	10	28	error	error	NOUN
cet-12774	10	29	(	(	PUNCT
cet-12774	10	30	rmse	rmse	NOUN
cet-12774	10	31	)	)	PUNCT
cet-12774	10	32	is	be	AUX
cet-12774	10	33	2.22	2.22	NUM
cet-12774	10	34	.	.	PUNCT
cet-12774	11	1	in	in	ADP
cet-12774	11	2	addition	addition	NOUN
cet-12774	11	3	,	,	PUNCT
cet-12774	11	4	r2	r2	PROPN
cet-12774	11	5	of	of	ADP
cet-12774	11	6	hydrogen	hydrogen	NOUN
cet-12774	11	7	yield	yield	NOUN
cet-12774	11	8	is	be	AUX
cet-12774	11	9	0.85	0.85	NUM
cet-12774	11	10	,	,	PUNCT
cet-12774	11	11	and	and	CCONJ
cet-12774	11	12	the	the	DET
cet-12774	11	13	deviation	deviation	NOUN
cet-12774	11	14	rmse	rmse	NOUN
cet-12774	11	15	is	be	AUX
cet-12774	11	16	1.16	1.16	NUM
cet-12774	11	17	.	.	PUNCT
cet-12774	12	1	the	the	DET
cet-12774	12	2	prediction	prediction	NOUN
cet-12774	12	3	results	result	NOUN
cet-12774	12	4	of	of	ADP
cet-12774	12	5	the	the	DET
cet-12774	12	6	neural	neural	ADJ
cet-12774	12	7	network	network	NOUN
cet-12774	12	8	model	model	NOUN
cet-12774	12	9	constructed	construct	VERB
cet-12774	12	10	in	in	ADP
cet-12774	12	11	this	this	DET
cet-12774	12	12	paper	paper	NOUN
cet-12774	12	13	are	be	AUX
cet-12774	12	14	in	in	ADP
cet-12774	12	15	good	good	ADJ
cet-12774	12	16	agreement	agreement	NOUN
cet-12774	12	17	with	with	ADP
cet-12774	12	18	the	the	DET
cet-12774	12	19	experimental	experimental	ADJ
cet-12774	12	20	data	datum	NOUN
cet-12774	12	21	.	.	PUNCT
cet-12774	13	1	and	and	CCONJ
cet-12774	13	2	the	the	DET
cet-12774	13	3	model	model	NOUN
cet-12774	13	4	could	could	AUX
cet-12774	13	5	realize	realize	VERB
cet-12774	13	6	the	the	DET
cet-12774	13	7	accurate	accurate	ADJ
cet-12774	13	8	prediction	prediction	NOUN
cet-12774	13	9	of	of	ADP
cet-12774	13	10	the	the	DET
cet-12774	13	11	conversion	conversion	NOUN
cet-12774	13	12	rates	rate	NOUN
cet-12774	13	13	of	of	ADP
cet-12774	13	14	both	both	DET
cet-12774	13	15	carbon	carbon	NOUN
cet-12774	13	16	and	and	CCONJ
cet-12774	13	17	hydrogen	hydrogen	NOUN
cet-12774	13	18	,	,	PUNCT
cet-12774	13	19	and	and	CCONJ
cet-12774	13	20	gas	gas	NOUN
cet-12774	13	21	yield	yield	NOUN
cet-12774	13	22	of	of	ADP
cet-12774	13	23	discarded	discard	VERB
cet-12774	13	24	circuit	circuit	NOUN
cet-12774	13	25	boards	board	NOUN
cet-12774	13	26	.	.	PUNCT
cet-12774	14	1	it	it	PRON
cet-12774	14	2	is	be	AUX
cet-12774	14	3	found	find	VERB
cet-12774	14	4	that	that	SCONJ
cet-12774	14	5	a	a	DET
cet-12774	14	6	double	double	ADJ
cet-12774	14	7	hidden	hide	VERB
cet-12774	14	8	layer	layer	NOUN
cet-12774	14	9	neural	neural	ADJ
cet-12774	14	10	network	network	NOUN
cet-12774	14	11	model	model	NOUN
cet-12774	14	12	is	be	AUX
cet-12774	14	13	suitable	suitable	ADJ
cet-12774	14	14	for	for	ADP
cet-12774	14	15	the	the	DET
cet-12774	14	16	prediction	prediction	NOUN
cet-12774	14	17	and	and	CCONJ
cet-12774	14	18	analysis	analysis	NOUN
cet-12774	14	19	of	of	ADP
cet-12774	14	20	the	the	DET
cet-12774	14	21	conversion	conversion	NOUN
cet-12774	14	22	rates	rate	NOUN
cet-12774	14	23	while	while	SCONJ
cet-12774	14	24	the	the	DET
cet-12774	14	25	single	single	ADJ
cet-12774	14	26	hidden	hidden	ADJ
cet-12774	14	27	layer	layer	NOUN
cet-12774	14	28	neural	neural	ADJ
cet-12774	14	29	network	network	NOUN
cet-12774	14	30	model	model	NOUN
cet-12774	14	31	suits	suit	NOUN
cet-12774	14	32	for	for	ADP
cet-12774	14	33	the	the	DET
cet-12774	14	34	prediction	prediction	NOUN
cet-12774	14	35	of	of	ADP
cet-12774	14	36	hydrogen	hydrogen	NOUN
cet-12774	14	37	yield	yield	NOUN
cet-12774	14	38	.	.	PUNCT
cet-12774	15	1	results	result	NOUN
cet-12774	15	2	at	at	ADP
cet-12774	15	3	different	different	ADJ
cet-12774	15	4	reaction	reaction	NOUN
cet-12774	15	5	conditions	condition	NOUN
cet-12774	15	6	can	can	AUX
cet-12774	15	7	be	be	AUX
cet-12774	15	8	obtained	obtain	VERB
cet-12774	15	9	by	by	ADP
cet-12774	15	10	this	this	DET
cet-12774	15	11	model	model	NOUN
cet-12774	15	12	and	and	CCONJ
cet-12774	15	13	a	a	DET
cet-12774	15	14	lot	lot	NOUN
cet-12774	15	15	of	of	ADP
cet-12774	15	16	resources	resource	NOUN
cet-12774	15	17	are	be	AUX
cet-12774	15	18	saved	save	VERB
cet-12774	15	19	in	in	ADP
cet-12774	15	20	industrial	industrial	ADJ
cet-12774	15	21	design	design	NOUN
cet-12774	15	22	.	.	PUNCT
cet-12774	16	1	1	1	X
cet-12774	16	2	.	.	X
cet-12774	16	3	introduction	introduction	NOUN
cet-12774	16	4	machine	machine	NOUN
cet-12774	16	5	learning	learning	NOUN
cet-12774	16	6	appeared	appear	VERB
cet-12774	16	7	in	in	ADP
cet-12774	16	8	1950s	1950s	NUM
cet-12774	16	9	,	,	PUNCT
cet-12774	16	10	which	which	PRON
cet-12774	16	11	was	be	AUX
cet-12774	16	12	used	use	VERB
cet-12774	16	13	to	to	PART
cet-12774	16	14	imitate	imitate	VERB
cet-12774	16	15	the	the	DET
cet-12774	16	16	way	way	NOUN
cet-12774	16	17	that	that	PRON
cet-12774	16	18	humans	human	NOUN
cet-12774	16	19	learn	learn	VERB
cet-12774	16	20	by	by	ADP
cet-12774	16	21	computer	computer	NOUN
cet-12774	16	22	.	.	PUNCT
cet-12774	17	1	machine	machine	NOUN
cet-12774	17	2	learning	learning	NOUN
cet-12774	17	3	has	have	AUX
cet-12774	17	4	gradually	gradually	ADV
cet-12774	17	5	played	play	VERB
cet-12774	17	6	a	a	DET
cet-12774	17	7	very	very	ADV
cet-12774	17	8	important	important	ADJ
cet-12774	17	9	role	role	NOUN
cet-12774	17	10	in	in	ADP
cet-12774	17	11	industrial	industrial	ADJ
cet-12774	17	12	applications	application	NOUN
cet-12774	17	13	.	.	PUNCT
cet-12774	18	1	zhu	zhu	PROPN
cet-12774	18	2	et	et	PROPN
cet-12774	18	3	al	al	PROPN
cet-12774	18	4	.	.	PROPN
cet-12774	18	5	(	(	PUNCT
cet-12774	18	6	2020	2020	NUM
cet-12774	18	7	)	)	PUNCT
cet-12774	18	8	established	establish	VERB
cet-12774	18	9	a	a	DET
cet-12774	18	10	machine	machine	NOUN
cet-12774	18	11	learning	learn	VERB
cet-12774	18	12	model	model	NOUN
cet-12774	18	13	,	,	PUNCT
cet-12774	18	14	and	and	CCONJ
cet-12774	18	15	based	base	VERB
cet-12774	18	16	on	on	ADP
cet-12774	18	17	this	this	DET
cet-12774	18	18	model	model	NOUN
cet-12774	18	19	,	,	PUNCT
cet-12774	18	20	the	the	DET
cet-12774	18	21	large	large	ADJ
cet-12774	18	22	-	-	PUNCT
cet-12774	18	23	scale	scale	NOUN
cet-12774	18	24	highly	highly	ADV
cet-12774	18	25	analytically	analytically	ADV
cet-12774	18	26	simulated	simulate	VERB
cet-12774	18	27	big	big	ADJ
cet-12774	18	28	data	datum	NOUN
cet-12774	18	29	was	be	AUX
cet-12774	18	30	used	use	VERB
cet-12774	18	31	to	to	PART
cet-12774	18	32	predict	predict	VERB
cet-12774	18	33	the	the	DET
cet-12774	18	34	resistance	resistance	NOUN
cet-12774	18	35	of	of	ADP
cet-12774	18	36	the	the	DET
cet-12774	18	37	filtered	filter	VERB
cet-12774	18	38	sub	sub	NOUN
cet-12774	18	39	-	-	ADJ
cet-12774	18	40	grid	grid	ADJ
cet-12774	18	41	,	,	PUNCT
cet-12774	18	42	to	to	PART
cet-12774	18	43	correct	correct	VERB
cet-12774	18	44	the	the	DET
cet-12774	18	45	particle	particle	NOUN
cet-12774	18	46	's	's	PART
cet-12774	18	47	resistance	resistance	NOUN
cet-12774	18	48	.	.	PUNCT
cet-12774	19	1	zhao	zhao	PROPN
cet-12774	19	2	et	et	PROPN
cet-12774	19	3	al	al	PROPN
cet-12774	19	4	.	.	PROPN
cet-12774	19	5	(	(	PUNCT
cet-12774	19	6	2021	2021	NUM
cet-12774	19	7	)	)	PUNCT
cet-12774	19	8	developed	develop	VERB
cet-12774	19	9	a	a	DET
cet-12774	19	10	machine	machine	NOUN
cet-12774	19	11	learning	learning	NOUN
cet-12774	19	12	(	(	PUNCT
cet-12774	19	13	ml	ml	NOUN
cet-12774	19	14	)	)	PUNCT
cet-12774	19	15	framework	framework	NOUN
cet-12774	19	16	to	to	PART
cet-12774	19	17	predict	predict	VERB
cet-12774	19	18	hydrogen	hydrogen	NOUN
cet-12774	19	19	production	production	NOUN
cet-12774	19	20	from	from	ADP
cet-12774	19	21	supercritical	supercritical	ADJ
cet-12774	19	22	water	water	NOUN
cet-12774	19	23	gasification	gasification	NOUN
cet-12774	19	24	of	of	ADP
cet-12774	19	25	biomass	biomass	NOUN
cet-12774	19	26	.	.	PUNCT
cet-12774	20	1	their	their	PRON
cet-12774	20	2	results	result	NOUN
cet-12774	20	3	showed	show	VERB
cet-12774	20	4	that	that	SCONJ
cet-12774	20	5	the	the	DET
cet-12774	20	6	r2	r2	NOUN
cet-12774	20	7	of	of	ADP
cet-12774	20	8	the	the	DET
cet-12774	20	9	prediction	prediction	NOUN
cet-12774	20	10	is	be	AUX
cet-12774	20	11	0.978	0.978	NUM
cet-12774	20	12	.	.	PUNCT
cet-12774	21	1	the	the	DET
cet-12774	21	2	research	research	NOUN
cet-12774	21	3	focused	focus	VERB
cet-12774	21	4	on	on	ADP
cet-12774	21	5	the	the	DET
cet-12774	21	6	hydrogen	hydrogen	NOUN
cet-12774	21	7	yield	yield	NOUN
cet-12774	21	8	,	,	PUNCT
cet-12774	21	9	reaction	reaction	NOUN
cet-12774	21	10	efficiency	efficiency	NOUN
cet-12774	21	11	and	and	CCONJ
cet-12774	21	12	exergy	exergy	NOUN
cet-12774	21	13	efficiency	efficiency	NOUN
cet-12774	21	14	.	.	PUNCT
cet-12774	22	1	however	however	ADV
cet-12774	22	2	,	,	PUNCT
cet-12774	22	3	the	the	DET
cet-12774	22	4	yield	yield	NOUN
cet-12774	22	5	of	of	ADP
cet-12774	22	6	each	each	DET
cet-12774	22	7	gas	gas	NOUN
cet-12774	22	8	composition	composition	NOUN
cet-12774	22	9	and	and	CCONJ
cet-12774	22	10	the	the	DET
cet-12774	22	11	conversion	conversion	NOUN
cet-12774	22	12	rates	rate	NOUN
cet-12774	22	13	were	be	AUX
cet-12774	22	14	not	not	PART
cet-12774	22	15	discussed	discuss	VERB
cet-12774	22	16	.	.	PUNCT
cet-12774	23	1	shenbagaraj	shenbagaraj	PROPN
cet-12774	23	2	et	et	PROPN
cet-12774	23	3	al	al	PROPN
cet-12774	23	4	.	.	PROPN
cet-12774	24	1	(	(	PUNCT
cet-12774	24	2	2021	2021	NUM
cet-12774	24	3	)	)	PUNCT
cet-12774	24	4	developed	develop	VERB
cet-12774	24	5	multi	multi	ADJ
cet-12774	24	6	-	-	ADJ
cet-12774	24	7	layered	layered	ADJ
cet-12774	24	8	feed	feed	NOUN
cet-12774	24	9	-	-	PUNCT
cet-12774	24	10	forward	forward	NOUN
cet-12774	24	11	backpropagation	backpropagation	NOUN
cet-12774	24	12	algorithm	algorithm	NOUN
cet-12774	24	13	based	base	VERB
cet-12774	24	14	artificial	artificial	ADJ
cet-12774	24	15	neural	neural	ADJ
cet-12774	24	16	network	network	NOUN
cet-12774	24	17	(	(	PUNCT
cet-12774	24	18	ffbpnn	ffbpnn	NOUN
cet-12774	24	19	)	)	PUNCT
cet-12774	24	20	models	model	NOUN
cet-12774	24	21	on	on	ADP
cet-12774	24	22	food	food	NOUN
cet-12774	24	23	wastes	waste	NOUN
cet-12774	24	24	’	'	PUNCT
cet-12774	24	25	gasification	gasification	NOUN
cet-12774	24	26	,	,	PUNCT
cet-12774	24	27	in	in	ADP
cet-12774	24	28	which	which	PRON
cet-12774	24	29	best	good	ADJ
cet-12774	24	30	prediction	prediction	NOUN
cet-12774	24	31	accuracy	accuracy	NOUN
cet-12774	24	32	for	for	ADP
cet-12774	24	33	co	co	NOUN
cet-12774	24	34	yield	yield	NOUN
cet-12774	24	35	prediction	prediction	NOUN
cet-12774	24	36	is	be	AUX
cet-12774	24	37	achieved	achieve	VERB
cet-12774	24	38	.	.	PUNCT
cet-12774	25	1	the	the	DET
cet-12774	25	2	research	research	NOUN
cet-12774	25	3	focused	focus	VERB
cet-12774	25	4	on	on	ADP
cet-12774	25	5	the	the	DET
cet-12774	25	6	gas	gas	NOUN
cet-12774	25	7	compositions	composition	NOUN
cet-12774	25	8	and	and	CCONJ
cet-12774	25	9	yields	yield	NOUN
cet-12774	25	10	instead	instead	ADV
cet-12774	25	11	of	of	ADP
cet-12774	25	12	the	the	DET
cet-12774	25	13	conversion	conversion	NOUN
cet-12774	25	14	rates	rate	NOUN
cet-12774	25	15	.	.	PUNCT
cet-12774	26	1	haq	haq	PROPN
cet-12774	26	2	et	et	PROPN
cet-12774	26	3	al	al	PROPN
cet-12774	26	4	.	.	PROPN
cet-12774	26	5	(	(	PUNCT
cet-12774	26	6	2022	2022	NUM
cet-12774	26	7	)	)	PUNCT
cet-12774	26	8	used	use	VERB
cet-12774	26	9	four	four	NUM
cet-12774	26	10	different	different	ADJ
cet-12774	26	11	machine	machine	NOUN
cet-12774	26	12	learning	learn	VERB
cet-12774	26	13	methods	method	NOUN
cet-12774	26	14	to	to	PART
cet-12774	26	15	find	find	VERB
cet-12774	26	16	out	out	ADP
cet-12774	26	17	the	the	DET
cet-12774	26	18	correlation	correlation	NOUN
cet-12774	26	19	between	between	ADP
cet-12774	26	20	proximate	proximate	NOUN
cet-12774	26	21	,	,	PUNCT
cet-12774	26	22	ultimate	ultimate	ADJ
cet-12774	26	23	analysis	analysis	NOUN
cet-12774	26	24	and	and	CCONJ
cet-12774	26	25	gasification	gasification	NOUN
cet-12774	26	26	conditions	condition	NOUN
cet-12774	26	27	with	with	ADP
cet-12774	26	28	h2	h2	NOUN
cet-12774	26	29	production	production	NOUN
cet-12774	26	30	.	.	PUNCT
cet-12774	27	1	to	to	PART
cet-12774	27	2	report	report	VERB
cet-12774	27	3	the	the	DET
cet-12774	27	4	results	result	NOUN
cet-12774	27	5	of	of	ADP
cet-12774	27	6	gasification	gasification	NOUN
cet-12774	27	7	comprehensively	comprehensively	ADV
cet-12774	27	8	,	,	PUNCT
cet-12774	27	9	this	this	DET
cet-12774	27	10	paper	paper	NOUN
cet-12774	27	11	focuses	focus	VERB
cet-12774	27	12	on	on	ADP
cet-12774	27	13	the	the	DET
cet-12774	27	14	conversion	conversion	NOUN
cet-12774	27	15	rates	rate	NOUN
cet-12774	27	16	and	and	CCONJ
cet-12774	27	17	yield	yield	NOUN
cet-12774	27	18	of	of	ADP
cet-12774	27	19	gas	gas	NOUN
cet-12774	27	20	.	.	PUNCT
cet-12774	28	1	a	a	DET
cet-12774	28	2	model	model	NOUN
cet-12774	28	3	for	for	ADP
cet-12774	28	4	accurately	accurately	ADV
cet-12774	28	5	predicting	predict	VERB
cet-12774	28	6	the	the	DET
cet-12774	28	7	hydrocarbon	hydrocarbon	NOUN
cet-12774	28	8	gasification	gasification	NOUN
cet-12774	28	9	rate	rate	NOUN
cet-12774	28	10	and	and	CCONJ
cet-12774	28	11	gas	gas	NOUN
cet-12774	28	12	yield	yield	NOUN
cet-12774	28	13	is	be	AUX
cet-12774	28	14	constructed	construct	VERB
cet-12774	28	15	.	.	PUNCT
cet-12774	29	1	based	base	VERB
cet-12774	29	2	on	on	ADP
cet-12774	29	3	a	a	DET
cet-12774	29	4	sufficient	sufficient	ADJ
cet-12774	29	5	sample	sample	NOUN
cet-12774	29	6	capacity	capacity	NOUN
cet-12774	29	7	,	,	PUNCT
cet-12774	29	8	that	that	PRON
cet-12774	29	9	is	be	AUX
cet-12774	29	10	training	training	NOUN
cet-12774	29	11	and	and	CCONJ
cet-12774	29	12	testing	testing	NOUN
cet-12774	29	13	by	by	ADP
cet-12774	29	14	plenty	plenty	NOUN
cet-12774	29	15	of	of	ADP
cet-12774	29	16	experimental	experimental	ADJ
cet-12774	29	17	gasification	gasification	NOUN
cet-12774	29	18	data	datum	NOUN
cet-12774	29	19	,	,	PUNCT
cet-12774	29	20	the	the	DET
cet-12774	29	21	model	model	NOUN
cet-12774	29	22	could	could	AUX
cet-12774	29	23	reach	reach	VERB
cet-12774	29	24	high	high	ADJ
cet-12774	29	25	accuracy	accuracy	NOUN
cet-12774	29	26	for	for	ADP
cet-12774	29	27	prediction	prediction	NOUN
cet-12774	29	28	.	.	PUNCT
cet-12774	30	1	in	in	ADP
cet-12774	30	2	this	this	DET
cet-12774	30	3	way	way	NOUN
cet-12774	30	4	,	,	PUNCT
cet-12774	30	5	not	not	PART
cet-12774	30	6	only	only	ADV
cet-12774	30	7	a	a	DET
cet-12774	30	8	lot	lot	NOUN
cet-12774	30	9	of	of	ADP
cet-12774	30	10	resources	resource	NOUN
cet-12774	30	11	are	be	AUX
cet-12774	30	12	saved	save	VERB
cet-12774	30	13	,	,	PUNCT
cet-12774	30	14	but	but	CCONJ
cet-12774	30	15	also	also	ADV
cet-12774	30	16	the	the	DET
cet-12774	30	17	obtained	obtain	VERB
cet-12774	30	18	results	result	NOUN
cet-12774	30	19	provided	provide	VERB
cet-12774	30	20	for	for	ADP
cet-12774	30	21	the	the	DET
cet-12774	30	22	design	design	NOUN
cet-12774	30	23	of	of	ADP
cet-12774	30	24	reactors	reactor	NOUN
cet-12774	30	25	in	in	ADP
cet-12774	30	26	industrial	industrial	ADJ
cet-12774	30	27	applications	application	NOUN
cet-12774	30	28	.	.	PUNCT
cet-12774	31	1	1303	1303	NUM
cet-12774	31	2	2	2	NUM
cet-12774	31	3	.	.	PUNCT
cet-12774	31	4	material	material	NOUN
cet-12774	31	5	and	and	CCONJ
cet-12774	31	6	methods	method	NOUN
cet-12774	31	7	2.1	2.1	NUM
cet-12774	31	8	neuron	neuron	NOUN
cet-12774	31	9	model	model	VERB
cet-12774	31	10	the	the	DET
cet-12774	31	11	function	function	NOUN
cet-12774	31	12	of	of	ADP
cet-12774	31	13	the	the	DET
cet-12774	31	14	neuron	neuron	NOUN
cet-12774	31	15	structure	structure	NOUN
cet-12774	31	16	is	be	AUX
cet-12774	31	17	to	to	PART
cet-12774	31	18	instantly	instantly	ADV
cet-12774	31	19	perform	perform	VERB
cet-12774	31	20	calculation	calculation	NOUN
cet-12774	31	21	processing	processing	NOUN
cet-12774	31	22	on	on	ADP
cet-12774	31	23	the	the	DET
cet-12774	31	24	input	input	NOUN
cet-12774	31	25	vector	vector	NOUN
cet-12774	31	26	data	datum	NOUN
cet-12774	31	27	according	accord	VERB
cet-12774	31	28	to	to	ADP
cet-12774	31	29	the	the	DET
cet-12774	31	30	set	set	VERB
cet-12774	31	31	transition	transition	NOUN
cet-12774	31	32	function	function	NOUN
cet-12774	31	33	and	and	CCONJ
cet-12774	31	34	output	output	VERB
cet-12774	31	35	the	the	DET
cet-12774	31	36	vector	vector	NOUN
cet-12774	31	37	calculation	calculation	NOUN
cet-12774	31	38	result	result	NOUN
cet-12774	31	39	.	.	PUNCT
cet-12774	32	1	the	the	DET
cet-12774	32	2	output	output	NOUN
cet-12774	32	3	vector	vector	NOUN
cet-12774	32	4	structure	structure	NOUN
cet-12774	32	5	of	of	ADP
cet-12774	32	6	the	the	DET
cet-12774	32	7	neuron	neuron	NOUN
cet-12774	32	8	model	model	NOUN
cet-12774	32	9	will	will	AUX
cet-12774	32	10	be	be	AUX
cet-12774	32	11	affected	affect	VERB
cet-12774	32	12	by	by	ADP
cet-12774	32	13	the	the	DET
cet-12774	32	14	input	input	NOUN
cet-12774	32	15	data	data	PROPN
cet-12774	32	16	vector	vector	NOUN
cet-12774	32	17	,	,	PUNCT
cet-12774	32	18	the	the	DET
cet-12774	32	19	activation	activation	NOUN
cet-12774	32	20	function	function	NOUN
cet-12774	32	21	and	and	CCONJ
cet-12774	32	22	the	the	DET
cet-12774	32	23	internal	internal	ADJ
cet-12774	32	24	factors	factor	NOUN
cet-12774	32	25	of	of	ADP
cet-12774	32	26	the	the	DET
cet-12774	32	27	model	model	NOUN
cet-12774	32	28	.	.	PUNCT
cet-12774	33	1	in	in	ADP
cet-12774	33	2	order	order	NOUN
cet-12774	33	3	to	to	PART
cet-12774	33	4	eliminate	eliminate	VERB
cet-12774	33	5	the	the	DET
cet-12774	33	6	internal	internal	ADJ
cet-12774	33	7	influence	influence	NOUN
cet-12774	33	8	of	of	ADP
cet-12774	33	9	the	the	DET
cet-12774	33	10	model	model	NOUN
cet-12774	33	11	,	,	PUNCT
cet-12774	33	12	when	when	SCONJ
cet-12774	33	13	the	the	DET
cet-12774	33	14	artificial	artificial	ADJ
cet-12774	33	15	neuron	neuron	NOUN
cet-12774	33	16	model	model	NOUN
cet-12774	33	17	is	be	AUX
cet-12774	33	18	constructed	construct	VERB
cet-12774	33	19	,	,	PUNCT
cet-12774	33	20	an	an	DET
cet-12774	33	21	additional	additional	ADJ
cet-12774	33	22	input	input	NOUN
cet-12774	33	23	signal	signal	NOUN
cet-12774	33	24	called	call	VERB
cet-12774	33	25	deviation	deviation	NOUN
cet-12774	33	26	will	will	AUX
cet-12774	33	27	be	be	AUX
cet-12774	33	28	provided	provide	VERB
cet-12774	33	29	.	.	PUNCT
cet-12774	34	1	the	the	DET
cet-12774	34	2	deviation	deviation	NOUN
cet-12774	34	3	value	value	NOUN
cet-12774	34	4	inputted	inputte	VERB
cet-12774	34	5	is	be	AUX
cet-12774	34	6	always	always	ADV
cet-12774	34	7	1	1	NUM
cet-12774	34	8	.	.	PUNCT
cet-12774	35	1	the	the	DET
cet-12774	35	2	weights	weight	NOUN
cet-12774	35	3	and	and	CCONJ
cet-12774	35	4	input	input	NOUN
cet-12774	35	5	components	component	NOUN
cet-12774	35	6	can	can	AUX
cet-12774	35	7	be	be	AUX
cet-12774	35	8	represented	represent	VERB
cet-12774	35	9	by	by	ADP
cet-12774	35	10	the	the	DET
cet-12774	35	11	following	follow	VERB
cet-12774	35	12	vector	vector	NOUN
cet-12774	35	13	matrix	matrix	NOUN
cet-12774	35	14	eq(1	eq(1	NOUN
cet-12774	35	15	)	)	PUNCT
cet-12774	35	16	and	and	CCONJ
cet-12774	35	17	eq(2	eq(2	X
cet-12774	35	18	)	)	PUNCT
cet-12774	35	19	while	while	SCONJ
cet-12774	35	20	the	the	DET
cet-12774	35	21	output	output	NOUN
cet-12774	35	22	vector	vector	NOUN
cet-12774	35	23	of	of	ADP
cet-12774	35	24	the	the	DET
cet-12774	35	25	neuron	neuron	NOUN
cet-12774	35	26	structure	structure	NOUN
cet-12774	35	27	can	can	AUX
cet-12774	35	28	be	be	AUX
cet-12774	35	29	expressed	express	VERB
cet-12774	35	30	as	as	ADP
cet-12774	35	31	eq(3	eq(3	NOUN
cet-12774	35	32	)	)	PUNCT
cet-12774	35	33	.	.	PUNCT
cet-12774	36	1	[	[	PUNCT
cet-12774	36	2	]	]	X
cet-12774	36	3	1	1	NUM
cet-12774	36	4	2	2	NUM
cet-12774	36	5	rw	rw	NOUN
cet-12774	36	6	=	=	PROPN
cet-12774	36	7	w	w	PROPN
cet-12774	36	8	,	,	PUNCT
cet-12774	36	9	w	w	PROPN
cet-12774	36	10	,	,	PUNCT
cet-12774	36	11	...	...	PUNCT
cet-12774	36	12	,	,	PUNCT
cet-12774	36	13	w	w	X
cet-12774	36	14	(	(	PUNCT
cet-12774	36	15	1	1	NUM
cet-12774	36	16	)	)	PUNCT
cet-12774	36	17	[	[	PUNCT
cet-12774	36	18	]	]	X
cet-12774	36	19	t1	t1	NOUN
cet-12774	36	20	2	2	NUM
cet-12774	36	21	rp	rp	NOUN
cet-12774	36	22	=	=	PUNCT
cet-12774	36	23	,	,	PUNCT
cet-12774	36	24	p	p	X
cet-12774	36	25	,	,	PUNCT
cet-12774	36	26	...	...	PUNCT
cet-12774	36	27	,	,	PUNCT
cet-12774	36	28	pp	pp	CCONJ
cet-12774	36	29	(	(	PUNCT
cet-12774	36	30	2	2	NUM
cet-12774	36	31	)	)	PUNCT
cet-12774	36	32	1	1	NUM
cet-12774	36	33	(	(	PUNCT
cet-12774	36	34	)	)	PUNCT
cet-12774	36	35	r	r	NOUN
cet-12774	36	36	j	j	PROPN
cet-12774	36	37	j	j	PROPN
cet-12774	36	38	j	j	PROPN
cet-12774	36	39	a	a	DET
cet-12774	36	40	f	f	PROPN
cet-12774	36	41	w	w	PROPN
cet-12774	36	42	p	p	PROPN
cet-12774	36	43	b	b	PROPN
cet-12774	36	44	f	f	PROPN
cet-12774	36	45	w	w	PROPN
cet-12774	36	46	p	p	PROPN
cet-12774	36	47	b	b	PROPN
cet-12774	36	48	=	=	SYM
cet-12774	36	49			PROPN
cet-12774	36	50			PUNCT
cet-12774	37	1	=	=	PUNCT
cet-12774	38	1	⋅	⋅	PROPN
cet-12774	38	2	+	+	CCONJ
cet-12774	38	3	=	=	SYM
cet-12774	38	4	+	+	ADJ
cet-12774	38	5			NOUN
cet-12774	38	6			VERB
cet-12774	38	7			PRON
cet-12774	38	8			PUNCT
cet-12774	38	9	∑	∑	PUNCT
cet-12774	38	10	(	(	PUNCT
cet-12774	38	11	3	3	X
cet-12774	38	12	)	)	PUNCT
cet-12774	38	13	2.2	2.2	NUM
cet-12774	38	14	backpropagation	backpropagation	NOUN
cet-12774	38	15	neural	neural	ADJ
cet-12774	38	16	network	network	NOUN
cet-12774	38	17	model	model	NOUN
cet-12774	38	18	the	the	DET
cet-12774	38	19	core	core	ADJ
cet-12774	38	20	algorithm	algorithm	NOUN
cet-12774	38	21	in	in	ADP
cet-12774	38	22	this	this	DET
cet-12774	38	23	paper	paper	NOUN
cet-12774	38	24	is	be	AUX
cet-12774	38	25	the	the	DET
cet-12774	38	26	backpropagation	backpropagation	NOUN
cet-12774	38	27	algorithm	algorithm	NOUN
cet-12774	38	28	,	,	PUNCT
cet-12774	38	29	a	a	DET
cet-12774	38	30	process	process	NOUN
cet-12774	38	31	of	of	ADP
cet-12774	38	32	continuous	continuous	ADJ
cet-12774	38	33	training	training	NOUN
cet-12774	38	34	and	and	CCONJ
cet-12774	38	35	optimisation	optimisation	NOUN
cet-12774	38	36	of	of	ADP
cet-12774	38	37	parameters	parameter	NOUN
cet-12774	38	38	.	.	PUNCT
cet-12774	39	1	it	it	PRON
cet-12774	39	2	consists	consist	VERB
cet-12774	39	3	of	of	ADP
cet-12774	39	4	two	two	NUM
cet-12774	39	5	steps	step	NOUN
cet-12774	39	6	,	,	PUNCT
cet-12774	39	7	a	a	DET
cet-12774	39	8	forward	forward	ADJ
cet-12774	39	9	-	-	PUNCT
cet-12774	39	10	propagation	propagation	NOUN
cet-12774	39	11	calculation	calculation	NOUN
cet-12774	39	12	step	step	NOUN
cet-12774	39	13	for	for	ADP
cet-12774	39	14	the	the	DET
cet-12774	39	15	information	information	NOUN
cet-12774	39	16	vector	vector	NOUN
cet-12774	39	17	and	and	CCONJ
cet-12774	39	18	a	a	DET
cet-12774	39	19	back	back	ADJ
cet-12774	39	20	-	-	PUNCT
cet-12774	39	21	propagation	propagation	NOUN
cet-12774	39	22	update	update	NOUN
cet-12774	39	23	step	step	NOUN
cet-12774	39	24	for	for	ADP
cet-12774	39	25	the	the	DET
cet-12774	39	26	error	error	NOUN
cet-12774	39	27	gradient	gradient	NOUN
cet-12774	39	28	.	.	PUNCT
cet-12774	40	1	in	in	ADP
cet-12774	40	2	algorithm	algorithm	PROPN
cet-12774	40	3	’s	’s	PART
cet-12774	40	4	operation	operation	NOUN
cet-12774	40	5	,	,	PUNCT
cet-12774	40	6	the	the	DET
cet-12774	40	7	process	process	NOUN
cet-12774	40	8	of	of	ADP
cet-12774	40	9	parameter	parameter	NOUN
cet-12774	40	10	solving	solving	NOUN
cet-12774	40	11	is	be	AUX
cet-12774	40	12	a	a	DET
cet-12774	40	13	process	process	NOUN
cet-12774	40	14	of	of	ADP
cet-12774	40	15	continuous	continuous	ADJ
cet-12774	40	16	optimisation	optimisation	NOUN
cet-12774	40	17	of	of	ADP
cet-12774	40	18	the	the	DET
cet-12774	40	19	model	model	NOUN
cet-12774	40	20	.	.	PUNCT
cet-12774	41	1	in	in	ADP
cet-12774	41	2	each	each	DET
cet-12774	41	3	iteration	iteration	NOUN
cet-12774	41	4	,	,	PUNCT
cet-12774	41	5	it	it	PRON
cet-12774	41	6	will	will	AUX
cet-12774	41	7	continue	continue	VERB
cet-12774	41	8	to	to	PART
cet-12774	41	9	advance	advance	VERB
cet-12774	41	10	in	in	ADP
cet-12774	41	11	the	the	DET
cet-12774	41	12	direction	direction	NOUN
cet-12774	41	13	of	of	ADP
cet-12774	41	14	gradient	gradient	ADJ
cet-12774	41	15	decline	decline	NOUN
cet-12774	41	16	and	and	CCONJ
cet-12774	41	17	update	update	VERB
cet-12774	41	18	the	the	DET
cet-12774	41	19	parameter	parameter	NOUN
cet-12774	41	20	value	value	NOUN
cet-12774	41	21	of	of	ADP
cet-12774	41	22	each	each	DET
cet-12774	41	23	iteration	iteration	NOUN
cet-12774	41	24	.	.	PUNCT
cet-12774	42	1	the	the	DET
cet-12774	42	2	implementation	implementation	NOUN
cet-12774	42	3	steps	step	NOUN
cet-12774	42	4	are	be	AUX
cet-12774	42	5	as	as	SCONJ
cet-12774	42	6	follows	follow	VERB
cet-12774	42	7	:	:	PUNCT
cet-12774	42	8	1	1	X
cet-12774	42	9	.	.	PUNCT
cet-12774	42	10	initial	initial	ADJ
cet-12774	42	11	values	value	NOUN
cet-12774	42	12	of	of	ADP
cet-12774	42	13	weights	weight	NOUN
cet-12774	42	14	and	and	CCONJ
cet-12774	42	15	bias	bias	NOUN
cet-12774	42	16	items	item	NOUN
cet-12774	42	17	are	be	AUX
cet-12774	42	18	set	set	VERB
cet-12774	42	19	and	and	CCONJ
cet-12774	42	20	random	random	ADJ
cet-12774	42	21	parameters	parameter	NOUN
cet-12774	42	22	will	will	AUX
cet-12774	42	23	be	be	AUX
cet-12774	42	24	automatically	automatically	ADV
cet-12774	42	25	generated	generate	VERB
cet-12774	42	26	when	when	SCONJ
cet-12774	42	27	calling	call	VERB
cet-12774	42	28	keras	keras	PROPN
cet-12774	42	29	.	.	PUNCT
cet-12774	43	1	the	the	DET
cet-12774	43	2	parameters	parameter	NOUN
cet-12774	43	3	are	be	AUX
cet-12774	43	4	recorded	record	VERB
cet-12774	43	5	as	as	ADP
cet-12774	43	6	:	:	PUNCT
cet-12774	43	7	(	(	PUNCT
cet-12774	43	8	0	0	NUM
cet-12774	43	9	)	)	PUNCT
cet-12774	43	10	(	(	PUNCT
cet-12774	43	11	0	0	NUM
cet-12774	43	12	)	)	PUNCT
cet-12774	43	13	(	(	PUNCT
cet-12774	43	14	0	0	NUM
cet-12774	43	15	)	)	PUNCT
cet-12774	43	16	(	(	PUNCT
cet-12774	43	17	0	0	NUM
cet-12774	43	18	)	)	PUNCT
cet-12774	43	19	1	1	NUM
cet-12774	43	20	2	2	NUM
cet-12774	43	21	,	,	PUNCT
cet-12774	43	22	,	,	PUNCT
cet-12774	43	23	,	,	PUNCT
cet-12774	43	24	w	w	PROPN
cet-12774	43	25	b	b	PROPN
cet-12774	43	26	v	v	ADP
cet-12774	43	27	b	b	PROPN
cet-12774	43	28	2	2	NUM
cet-12774	43	29	.	.	PUNCT
cet-12774	44	1	the	the	DET
cet-12774	44	2	forward	forward	ADJ
cet-12774	44	3	propagation	propagation	NOUN
cet-12774	44	4	calculation	calculation	NOUN
cet-12774	44	5	process	process	NOUN
cet-12774	44	6	of	of	ADP
cet-12774	44	7	the	the	DET
cet-12774	44	8	input	input	NOUN
cet-12774	44	9	information	information	NOUN
cet-12774	44	10	vector	vector	NOUN
cet-12774	44	11	is	be	AUX
cet-12774	44	12	started	start	VERB
cet-12774	44	13	with	with	ADP
cet-12774	44	14	the	the	DET
cet-12774	44	15	input	input	NOUN
cet-12774	44	16	of	of	ADP
cet-12774	44	17	the	the	DET
cet-12774	44	18	initial	initial	ADJ
cet-12774	44	19	value	value	NOUN
cet-12774	44	20	,	,	PUNCT
cet-12774	44	21	and	and	CCONJ
cet-12774	44	22	the	the	DET
cet-12774	44	23	expected	expect	VERB
cet-12774	44	24	value	value	NOUN
cet-12774	44	25	of	of	ADP
cet-12774	44	26	the	the	DET
cet-12774	44	27	output	output	NOUN
cet-12774	44	28	loss	loss	NOUN
cet-12774	44	29	function	function	NOUN
cet-12774	44	30	of	of	ADP
cet-12774	44	31	each	each	DET
cet-12774	44	32	layer	layer	NOUN
cet-12774	44	33	is	be	AUX
cet-12774	44	34	obtained	obtain	VERB
cet-12774	44	35	:	:	PUNCT
cet-12774	44	36	(	(	PUNCT
cet-12774	44	37	)	)	PUNCT
cet-12774	44	38	2	2	NUM
cet-12774	44	39	2	2	NUM
cet-12774	44	40	1	1	NUM
cet-12774	44	41	1	1	NUM
cet-12774	44	42	ˆ	ˆ	PROPN
cet-12774	44	43	(	(	PUNCT
cet-12774	44	44	)	)	PUNCT
cet-12774	44	45	2	2	NUM
cet-12774	45	1	i	i	PRON
cet-12774	45	2	i	i	PRON
cet-12774	45	3	i	i	PRON
cet-12774	45	4	e	e	VERB
cet-12774	45	5	y	y	NOUN
cet-12774	45	6	yθ	yθ	NOUN
cet-12774	46	1	=	=	PUNCT
cet-12774	47	1	=	=	SYM
cet-12774	48	1	−∑	−∑	PROPN
cet-12774	49	1	(	(	PUNCT
cet-12774	49	2	4	4	NUM
cet-12774	49	3	)	)	PUNCT
cet-12774	49	4	3.error	3.error	NUM
cet-12774	49	5	term	term	NOUN
cet-12774	49	6	of	of	ADP
cet-12774	49	7	output	output	NOUN
cet-12774	49	8	vector	vector	NOUN
cet-12774	49	9	of	of	ADP
cet-12774	49	10	each	each	DET
cet-12774	49	11	layer	layer	NOUN
cet-12774	49	12	of	of	ADP
cet-12774	49	13	neural	neural	ADJ
cet-12774	49	14	network	network	NOUN
cet-12774	49	15	is	be	AUX
cet-12774	49	16	calculated	calculate	VERB
cet-12774	49	17	according	accord	VERB
cet-12774	49	18	to	to	ADP
cet-12774	49	19	the	the	DET
cet-12774	49	20	chain	chain	NOUN
cet-12774	49	21	rule	rule	NOUN
cet-12774	49	22	:	:	PUNCT
cet-12774	49	23	2	2	NUM
cet-12774	49	24	2	2	NUM
cet-12774	49	25	ˆ	ˆ	NOUN
cet-12774	49	26	(	(	PUNCT
cet-12774	49	27	)	)	PUNCT
cet-12774	49	28	ˆ	ˆ	NOUN
cet-12774	49	29	e	e	PROPN
cet-12774	49	30	net	net	NOUN
cet-12774	49	31	y	y	PROPN
cet-12774	49	32	ek	ek	NOUN
cet-12774	49	33	v	v	PROPN
cet-12774	49	34	v	v	PROPN
cet-12774	49	35	v	v	PROPN
cet-12774	49	36	net	net	ADJ
cet-12774	49	37	y	y	PROPN
cet-12774	49	38	∂	∂	PROPN
cet-12774	49	39	∂	∂	NUM
cet-12774	49	40	∂	∂	NUM
cet-12774	49	41	∂	∂	NUM
cet-12774	49	42	∇	∇	X
cet-12774	49	43	=	=	SYM
cet-12774	49	44	=	=	SYM
cet-12774	49	45	∂	∂	NUM
cet-12774	49	46	∂	∂	NUM
cet-12774	49	47	∂	∂	NUM
cet-12774	49	48	∂	∂	NUM
cet-12774	49	49	(	(	PUNCT
cet-12774	49	50	5	5	X
cet-12774	49	51	)	)	PUNCT
cet-12774	49	52	4.the	4.the	PRON
cet-12774	49	53	weights	weight	NOUN
cet-12774	49	54	and	and	CCONJ
cet-12774	49	55	bias	bias	NOUN
cet-12774	49	56	terms	term	NOUN
cet-12774	49	57	of	of	ADP
cet-12774	49	58	the	the	DET
cet-12774	49	59	output	output	NOUN
cet-12774	49	60	vectors	vector	NOUN
cet-12774	49	61	of	of	ADP
cet-12774	49	62	each	each	DET
cet-12774	49	63	layer	layer	NOUN
cet-12774	49	64	of	of	ADP
cet-12774	49	65	neural	neural	ADJ
cet-12774	49	66	network	network	NOUN
cet-12774	49	67	are	be	AUX
cet-12774	49	68	updated	update	VERB
cet-12774	49	69	:	:	PUNCT
cet-12774	49	70	1	1	NUM
cet-12774	49	71	2	2	NUM
cet-12774	49	72	1	1	NUM
cet-12774	49	73	2	2	NUM
cet-12774	49	74	ˆ	ˆ	NOUN
cet-12774	49	75	(	(	PUNCT
cet-12774	49	76	)	)	PUNCT
cet-12774	49	77	ˆ	ˆ	NOUN
cet-12774	49	78	e	e	PROPN
cet-12774	49	79	net	net	ADJ
cet-12774	49	80	h	h	PROPN
cet-12774	49	81	net	net	PROPN
cet-12774	49	82	y	y	PROPN
cet-12774	49	83	ek	ek	PROPN
cet-12774	49	84	w	w	PROPN
cet-12774	49	85	w	w	PROPN
cet-12774	49	86	w	w	PROPN
cet-12774	49	87	net	net	ADJ
cet-12774	49	88	h	h	PROPN
cet-12774	49	89	net	net	PROPN
cet-12774	49	90	y	y	PROPN
cet-12774	49	91	∂	∂	PROPN
cet-12774	49	92	∂	∂	NUM
cet-12774	49	93	∂	∂	NUM
cet-12774	49	94	∂	∂	NUM
cet-12774	49	95	∂	∂	NUM
cet-12774	49	96	∂	∂	NUM
cet-12774	49	97	∇	∇	X
cet-12774	49	98	=	=	SYM
cet-12774	49	99	=	=	SYM
cet-12774	49	100	∂	∂	NUM
cet-12774	49	101	∂	∂	NUM
cet-12774	49	102	∂	∂	NUM
cet-12774	49	103	∂	∂	NUM
cet-12774	49	104	∂	∂	NUM
cet-12774	49	105	∂	∂	NUM
cet-12774	49	106	(	(	PUNCT
cet-12774	49	107	6	6	NUM
cet-12774	49	108	)	)	PUNCT
cet-12774	49	109	5.steps	5.steps	NUM
cet-12774	49	110	2	2	NUM
cet-12774	49	111	-	-	SYM
cet-12774	49	112	4	4	NUM
cet-12774	49	113	are	be	AUX
cet-12774	49	114	repeated	repeat	VERB
cet-12774	49	115	until	until	SCONJ
cet-12774	49	116	the	the	DET
cet-12774	49	117	model	model	NOUN
cet-12774	49	118	runs	run	VERB
cet-12774	49	119	for	for	ADP
cet-12774	49	120	the	the	DET
cet-12774	49	121	set	set	ADJ
cet-12774	49	122	number	number	NOUN
cet-12774	49	123	of	of	ADP
cet-12774	49	124	iterations	iteration	NOUN
cet-12774	49	125	:	:	PUNCT
cet-12774	49	126	(	(	PUNCT
cet-12774	49	127	)	)	PUNCT
cet-12774	49	128	(	(	PUNCT
cet-12774	49	129	1	1	X
cet-12774	49	130	)	)	PUNCT
cet-12774	49	131	(	(	PUNCT
cet-12774	49	132	1	1	X
cet-12774	49	133	)	)	PUNCT
cet-12774	49	134	(	(	PUNCT
cet-12774	49	135	)	)	PUNCT
cet-12774	49	136	(	(	PUNCT
cet-12774	49	137	1	1	X
cet-12774	49	138	)	)	SYM
cet-12774	49	139	2	2	NUM
cet-12774	49	140	2	2	NUM
cet-12774	49	141	2	2	NUM
cet-12774	49	142	(	(	PUNCT
cet-12774	49	143	)	)	PUNCT
cet-12774	49	144	,	,	PUNCT
cet-12774	49	145	k	k	PROPN
cet-12774	49	146	k	k	PROPN
cet-12774	49	147	k	k	PROPN
cet-12774	49	148	k	k	PROPN
cet-12774	49	149	ke	ke	PROPN
cet-12774	49	150	ev	ev	PROPN
cet-12774	49	151	v	v	ADP
cet-12774	49	152	k	k	PROPN
cet-12774	49	153	v	v	PROPN
cet-12774	49	154	v	v	PROPN
cet-12774	49	155	b	b	PROPN
cet-12774	49	156	b	b	PROPN
cet-12774	49	157	v	v	PROPN
cet-12774	49	158	b	b	PROPN
cet-12774	49	159	η	η	PROPN
cet-12774	49	160	η	η	PROPN
cet-12774	49	161	η−	η−	PROPN
cet-12774	49	162	−	−	NUM
cet-12774	49	163	−∂	−∂	NOUN
cet-12774	49	164	∂	∂	NUM
cet-12774	50	1	=	=	SYM
cet-12774	51	1	−	−	NOUN
cet-12774	51	2	∇	∇	X
cet-12774	51	3	=	=	SYM
cet-12774	51	4	−	−	PROPN
cet-12774	51	5	=	=	SYM
cet-12774	51	6	−	−	PROPN
cet-12774	51	7	∂	∂	NUM
cet-12774	51	8	∂	∂	NOUN
cet-12774	51	9	(	(	PUNCT
cet-12774	51	10	7	7	NUM
cet-12774	51	11	)	)	PUNCT
cet-12774	51	12	(	(	PUNCT
cet-12774	51	13	)	)	PUNCT
cet-12774	51	14	(	(	PUNCT
cet-12774	51	15	1	1	X
cet-12774	51	16	)	)	PUNCT
cet-12774	51	17	(	(	PUNCT
cet-12774	51	18	1	1	X
cet-12774	51	19	)	)	PUNCT
cet-12774	51	20	(	(	PUNCT
cet-12774	51	21	)	)	PUNCT
cet-12774	51	22	(	(	PUNCT
cet-12774	51	23	1	1	X
cet-12774	51	24	)	)	SYM
cet-12774	51	25	1	1	NUM
cet-12774	51	26	1	1	NUM
cet-12774	51	27	1	1	NUM
cet-12774	51	28	(	(	PUNCT
cet-12774	51	29	)	)	PUNCT
cet-12774	51	30	,	,	PUNCT
cet-12774	51	31	k	k	PROPN
cet-12774	51	32	k	k	PROPN
cet-12774	51	33	k	k	PROPN
cet-12774	51	34	k	k	PROPN
cet-12774	51	35	ke	ke	PROPN
cet-12774	51	36	ew	ew	PROPN
cet-12774	51	37	w	w	PROPN
cet-12774	51	38	k	k	PROPN
cet-12774	51	39	w	w	PROPN
cet-12774	51	40	w	w	PROPN
cet-12774	51	41	b	b	PROPN
cet-12774	51	42	b	b	PROPN
cet-12774	51	43	w	w	PROPN
cet-12774	51	44	b	b	PROPN
cet-12774	51	45	η	η	PROPN
cet-12774	51	46	η	η	PROPN
cet-12774	51	47	η−	η−	PROPN
cet-12774	51	48	−	−	NUM
cet-12774	51	49	−∂	−∂	NOUN
cet-12774	51	50	∂	∂	NUM
cet-12774	51	51	=	=	SYM
cet-12774	51	52	−	−	NOUN
cet-12774	51	53	∇	∇	X
cet-12774	51	54	=	=	SYM
cet-12774	51	55	−	−	PROPN
cet-12774	51	56	=	=	SYM
cet-12774	51	57	−	−	PROPN
cet-12774	51	58	∂	∂	NUM
cet-12774	51	59	∂	∂	NOUN
cet-12774	51	60	(	(	PUNCT
cet-12774	51	61	8)	8)	NUM
cet-12774	51	62	2.3	2.3	NUM
cet-12774	51	63	neural	neural	ADJ
cet-12774	51	64	network	network	NOUN
cet-12774	51	65	prediction	prediction	NOUN
cet-12774	51	66	model	model	NOUN
cet-12774	51	67	the	the	DET
cet-12774	51	68	prediction	prediction	NOUN
cet-12774	51	69	model	model	NOUN
cet-12774	51	70	of	of	ADP
cet-12774	51	71	supercritical	supercritical	ADJ
cet-12774	51	72	water	water	NOUN
cet-12774	51	73	gasification	gasification	NOUN
cet-12774	51	74	is	be	AUX
cet-12774	51	75	composed	compose	VERB
cet-12774	51	76	of	of	ADP
cet-12774	51	77	input	input	NOUN
cet-12774	51	78	layer	layer	NOUN
cet-12774	51	79	,	,	PUNCT
cet-12774	51	80	hidden	hide	VERB
cet-12774	51	81	layer	layer	NOUN
cet-12774	51	82	and	and	CCONJ
cet-12774	51	83	output	output	NOUN
cet-12774	51	84	layer	layer	NOUN
cet-12774	51	85	in	in	ADP
cet-12774	51	86	this	this	DET
cet-12774	51	87	paper	paper	NOUN
cet-12774	51	88	.	.	PUNCT
cet-12774	52	1	the	the	DET
cet-12774	52	2	hidden	hide	VERB
cet-12774	52	3	layer	layer	NOUN
cet-12774	52	4	contains	contain	VERB
cet-12774	52	5	more	more	ADJ
cet-12774	52	6	layer	layer	NOUN
cet-12774	52	7	structures	structure	NOUN
cet-12774	52	8	.	.	PUNCT
cet-12774	53	1	the	the	DET
cet-12774	53	2	neural	neural	ADJ
cet-12774	53	3	network	network	NOUN
cet-12774	53	4	will	will	AUX
cet-12774	53	5	have	have	VERB
cet-12774	53	6	a	a	DET
cet-12774	53	7	powerful	powerful	ADJ
cet-12774	53	8	spatial	spatial	ADJ
cet-12774	53	9	calculation	calculation	NOUN
cet-12774	53	10	and	and	CCONJ
cet-12774	53	11	expression	expression	NOUN
cet-12774	53	12	ability	ability	NOUN
cet-12774	53	13	with	with	ADP
cet-12774	53	14	many	many	ADJ
cet-12774	53	15	neurons	neuron	NOUN
cet-12774	53	16	in	in	ADP
cet-12774	53	17	hidden	hidden	ADJ
cet-12774	53	18	layers	layer	NOUN
cet-12774	53	19	,	,	PUNCT
cet-12774	53	20	but	but	CCONJ
cet-12774	53	21	too	too	ADV
cet-12774	53	22	many	many	ADJ
cet-12774	53	23	hidden	hidden	ADJ
cet-12774	53	24	layers	layer	NOUN
cet-12774	53	25	will	will	AUX
cet-12774	53	26	waste	waste	VERB
cet-12774	53	27	computer	computer	NOUN
cet-12774	53	28	resources	resource	NOUN
cet-12774	53	29	and	and	CCONJ
cet-12774	53	30	reduce	reduce	VERB
cet-12774	53	31	the	the	DET
cet-12774	53	32	efficiency	efficiency	NOUN
cet-12774	53	33	of	of	ADP
cet-12774	53	34	model	model	NOUN
cet-12774	53	35	operation	operation	NOUN
cet-12774	53	36	.	.	PUNCT
cet-12774	54	1	the	the	DET
cet-12774	54	2	number	number	NOUN
cet-12774	54	3	of	of	ADP
cet-12774	54	4	hidden	hidden	ADJ
cet-12774	54	5	layers	layer	NOUN
cet-12774	54	6	in	in	ADP
cet-12774	54	7	this	this	DET
cet-12774	54	8	paper	paper	NOUN
cet-12774	54	9	is	be	AUX
cet-12774	54	10	set	set	VERB
cet-12774	54	11	as	as	ADP
cet-12774	54	12	2	2	NUM
cet-12774	54	13	.	.	PUNCT
cet-12774	55	1	the	the	DET
cet-12774	55	2	first	first	ADJ
cet-12774	55	3	hidden	hide	VERB
cet-12774	55	4	layer	layer	NOUN
cet-12774	55	5	is	be	AUX
cet-12774	55	6	set	set	VERB
cet-12774	55	7	to	to	ADP
cet-12774	55	8	10	10	NUM
cet-12774	55	9	neurons	neuron	NOUN
cet-12774	55	10	while	while	SCONJ
cet-12774	55	11	the	the	DET
cet-12774	55	12	second	second	ADJ
cet-12774	55	13	one	one	NOUN
cet-12774	55	14	is	be	AUX
cet-12774	55	15	set	set	VERB
cet-12774	55	16	to	to	ADP
cet-12774	55	17	6	6	NUM
cet-12774	55	18	neurons	neuron	NOUN
cet-12774	55	19	.	.	PUNCT
cet-12774	56	1	in	in	ADP
cet-12774	56	2	this	this	DET
cet-12774	56	3	way	way	NOUN
cet-12774	56	4	,	,	PUNCT
cet-12774	56	5	the	the	DET
cet-12774	56	6	loss	loss	NOUN
cet-12774	56	7	value	value	NOUN
cet-12774	56	8	is	be	AUX
cet-12774	56	9	small	small	ADJ
cet-12774	56	10	and	and	CCONJ
cet-12774	56	11	the	the	DET
cet-12774	56	12	efficiency	efficiency	NOUN
cet-12774	56	13	of	of	ADP
cet-12774	56	14	model	model	NOUN
cet-12774	56	15	operation	operation	NOUN
cet-12774	56	16	is	be	AUX
cet-12774	56	17	high	high	ADJ
cet-12774	56	18	at	at	ADP
cet-12774	56	19	the	the	DET
cet-12774	56	20	same	same	ADJ
cet-12774	56	21	1304	1304	NUM
cet-12774	56	22	time	time	NOUN
cet-12774	56	23	according	accord	VERB
cet-12774	56	24	to	to	ADP
cet-12774	56	25	table	table	NOUN
cet-12774	56	26	1	1	NUM
cet-12774	56	27	.	.	PUNCT
cet-12774	57	1	the	the	DET
cet-12774	57	2	number	number	NOUN
cet-12774	57	3	of	of	ADP
cet-12774	57	4	single	single	ADJ
cet-12774	57	5	hidden	hide	VERB
cet-12774	57	6	layer	layer	NOUN
cet-12774	57	7	neurons	neuron	NOUN
cet-12774	57	8	is	be	AUX
cet-12774	57	9	set	set	VERB
cet-12774	57	10	to	to	ADP
cet-12774	57	11	10	10	NUM
cet-12774	57	12	in	in	ADP
cet-12774	57	13	order	order	NOUN
cet-12774	57	14	to	to	PART
cet-12774	57	15	contrast	contrast	VERB
cet-12774	57	16	with	with	ADP
cet-12774	57	17	the	the	DET
cet-12774	57	18	model	model	NOUN
cet-12774	57	19	of	of	ADP
cet-12774	57	20	double	double	ADJ
cet-12774	57	21	hidden	hide	VERB
cet-12774	57	22	layer	layer	NOUN
cet-12774	57	23	.	.	PUNCT
cet-12774	58	1	and	and	CCONJ
cet-12774	58	2	the	the	DET
cet-12774	58	3	neural	neural	ADJ
cet-12774	58	4	network	network	NOUN
cet-12774	58	5	structure	structure	NOUN
cet-12774	58	6	diagram	diagram	NOUN
cet-12774	58	7	is	be	AUX
cet-12774	58	8	shown	show	VERB
cet-12774	58	9	in	in	ADP
cet-12774	58	10	figure	figure	NOUN
cet-12774	58	11	1	1	NUM
cet-12774	58	12	.	.	PUNCT
cet-12774	59	1	the	the	DET
cet-12774	59	2	activation	activation	NOUN
cet-12774	59	3	function	function	NOUN
cet-12774	59	4	brings	bring	VERB
cet-12774	59	5	a	a	DET
cet-12774	59	6	crucial	crucial	ADJ
cet-12774	59	7	nonlinear	nonlinear	ADJ
cet-12774	59	8	factor	factor	NOUN
cet-12774	59	9	to	to	ADP
cet-12774	59	10	the	the	DET
cet-12774	59	11	neural	neural	ADJ
cet-12774	59	12	network	network	NOUN
cet-12774	59	13	,	,	PUNCT
cet-12774	59	14	and	and	CCONJ
cet-12774	59	15	the	the	DET
cet-12774	59	16	choice	choice	NOUN
cet-12774	59	17	of	of	ADP
cet-12774	59	18	the	the	DET
cet-12774	59	19	activation	activation	NOUN
cet-12774	59	20	function	function	NOUN
cet-12774	59	21	has	have	VERB
cet-12774	59	22	a	a	DET
cet-12774	59	23	great	great	ADJ
cet-12774	59	24	influence	influence	NOUN
cet-12774	59	25	on	on	ADP
cet-12774	59	26	the	the	DET
cet-12774	59	27	performance	performance	NOUN
cet-12774	59	28	and	and	CCONJ
cet-12774	59	29	convergence	convergence	NOUN
cet-12774	59	30	speed	speed	NOUN
cet-12774	59	31	of	of	ADP
cet-12774	59	32	the	the	DET
cet-12774	59	33	neural	neural	ADJ
cet-12774	59	34	network	network	NOUN
cet-12774	59	35	model	model	NOUN
cet-12774	59	36	according	accord	VERB
cet-12774	59	37	to	to	ADP
cet-12774	59	38	ertuğrul	ertuğrul	NOUN
cet-12774	59	39	(	(	PUNCT
cet-12774	59	40	2018	2018	NUM
cet-12774	59	41	)	)	PUNCT
cet-12774	59	42	.	.	PUNCT
cet-12774	60	1	as	as	SCONJ
cet-12774	60	2	the	the	DET
cet-12774	60	3	activation	activation	NOUN
cet-12774	60	4	function	function	VERB
cet-12774	60	5	most	most	ADV
cet-12774	60	6	frequently	frequently	ADV
cet-12774	60	7	used	use	VERB
cet-12774	60	8	in	in	ADP
cet-12774	60	9	deep	deep	ADJ
cet-12774	60	10	neural	neural	ADJ
cet-12774	60	11	network	network	NOUN
cet-12774	60	12	learning	learning	NOUN
cet-12774	60	13	,	,	PUNCT
cet-12774	60	14	relu	relu	NOUN
cet-12774	60	15	activation	activation	NOUN
cet-12774	60	16	function	function	NOUN
cet-12774	60	17	is	be	AUX
cet-12774	60	18	used	use	VERB
cet-12774	60	19	in	in	ADP
cet-12774	60	20	this	this	DET
cet-12774	60	21	paper	paper	NOUN
cet-12774	60	22	due	due	ADP
cet-12774	60	23	to	to	ADP
cet-12774	60	24	its	its	PRON
cet-12774	60	25	two	two	NUM
cet-12774	60	26	characteristics	characteristic	NOUN
cet-12774	60	27	,	,	PUNCT
cet-12774	60	28	as	as	SCONJ
cet-12774	60	29	follows	follow	VERB
cet-12774	60	30	.	.	PUNCT
cet-12774	61	1	(	(	PUNCT
cet-12774	61	2	1	1	X
cet-12774	61	3	)	)	PUNCT
cet-12774	61	4	the	the	DET
cet-12774	61	5	whole	whole	ADJ
cet-12774	61	6	process	process	NOUN
cet-12774	61	7	can	can	AUX
cet-12774	61	8	save	save	VERB
cet-12774	61	9	a	a	DET
cet-12774	61	10	lot	lot	NOUN
cet-12774	61	11	of	of	ADP
cet-12774	61	12	computing	compute	VERB
cet-12774	61	13	resources	resource	NOUN
cet-12774	61	14	and	and	CCONJ
cet-12774	61	15	improve	improve	VERB
cet-12774	61	16	the	the	DET
cet-12774	61	17	efficiency	efficiency	NOUN
cet-12774	61	18	of	of	ADP
cet-12774	61	19	model	model	NOUN
cet-12774	61	20	operation	operation	NOUN
cet-12774	61	21	due	due	ADP
cet-12774	61	22	to	to	ADP
cet-12774	61	23	the	the	DET
cet-12774	61	24	simple	simple	ADJ
cet-12774	61	25	and	and	CCONJ
cet-12774	61	26	fast	fast	ADJ
cet-12774	61	27	calculation	calculation	NOUN
cet-12774	61	28	.	.	PUNCT
cet-12774	62	1	(	(	PUNCT
cet-12774	62	2	2	2	X
cet-12774	62	3	)	)	PUNCT
cet-12774	62	4	relu	relu	NOUN
cet-12774	62	5	function	function	NOUN
cet-12774	62	6	can	can	AUX
cet-12774	62	7	reduce	reduce	VERB
cet-12774	62	8	the	the	DET
cet-12774	62	9	highly	highly	ADV
cet-12774	62	10	dependent	dependent	ADJ
cet-12774	62	11	relationship	relationship	NOUN
cet-12774	62	12	between	between	ADP
cet-12774	62	13	parameters	parameter	NOUN
cet-12774	62	14	and	and	CCONJ
cet-12774	62	15	alleviate	alleviate	VERB
cet-12774	62	16	the	the	DET
cet-12774	62	17	occurrence	occurrence	NOUN
cet-12774	62	18	of	of	ADP
cet-12774	62	19	over	over	ADV
cet-12774	62	20	-	-	PUNCT
cet-12774	62	21	fitting	fit	VERB
cet-12774	62	22	problems	problem	NOUN
cet-12774	62	23	according	accord	VERB
cet-12774	62	24	to	to	ADP
cet-12774	62	25	pesch	pesch	PROPN
cet-12774	62	26	(	(	PUNCT
cet-12774	62	27	2022	2022	NUM
cet-12774	62	28	)	)	PUNCT
cet-12774	62	29	.	.	PUNCT
cet-12774	63	1	the	the	DET
cet-12774	63	2	parameter	parameter	PROPN
cet-12774	63	3	optimiser	optimiser	NOUN
cet-12774	63	4	in	in	ADP
cet-12774	63	5	the	the	DET
cet-12774	63	6	model	model	NOUN
cet-12774	63	7	is	be	AUX
cet-12774	63	8	set	set	VERB
cet-12774	63	9	to	to	ADP
cet-12774	63	10	adam	adam	PROPN
cet-12774	63	11	optimiser	optimiser	PROPN
cet-12774	63	12	,	,	PUNCT
cet-12774	63	13	and	and	CCONJ
cet-12774	63	14	the	the	DET
cet-12774	63	15	learning	learn	VERB
cet-12774	63	16	rate	rate	NOUN
cet-12774	63	17	of	of	ADP
cet-12774	63	18	each	each	DET
cet-12774	63	19	parameter	parameter	NOUN
cet-12774	63	20	can	can	AUX
cet-12774	63	21	be	be	AUX
cet-12774	63	22	adjusted	adjust	VERB
cet-12774	63	23	automatically	automatically	ADV
cet-12774	63	24	and	and	CCONJ
cet-12774	63	25	dynamically	dynamically	ADV
cet-12774	63	26	.	.	PUNCT
cet-12774	64	1	each	each	DET
cet-12774	64	2	iteration	iteration	NOUN
cet-12774	64	3	of	of	ADP
cet-12774	64	4	the	the	DET
cet-12774	64	5	learning	learning	NOUN
cet-12774	64	6	rate	rate	NOUN
cet-12774	64	7	will	will	AUX
cet-12774	64	8	have	have	VERB
cet-12774	64	9	a	a	DET
cet-12774	64	10	certain	certain	ADJ
cet-12774	64	11	range	range	NOUN
cet-12774	64	12	,	,	PUNCT
cet-12774	64	13	and	and	CCONJ
cet-12774	64	14	when	when	SCONJ
cet-12774	64	15	the	the	DET
cet-12774	64	16	first	first	ADJ
cet-12774	64	17	-	-	PUNCT
cet-12774	64	18	moment	moment	NOUN
cet-12774	64	19	estimation	estimation	NOUN
cet-12774	64	20	of	of	ADP
cet-12774	64	21	the	the	DET
cet-12774	64	22	gradient	gradient	NOUN
cet-12774	64	23	is	be	AUX
cet-12774	64	24	used	use	VERB
cet-12774	64	25	,	,	PUNCT
cet-12774	64	26	the	the	DET
cet-12774	64	27	parameter	parameter	NOUN
cet-12774	64	28	adjustment	adjustment	NOUN
cet-12774	64	29	can	can	AUX
cet-12774	64	30	be	be	AUX
cet-12774	64	31	carried	carry	VERB
cet-12774	64	32	out	out	ADP
cet-12774	64	33	smoothly	smoothly	ADV
cet-12774	64	34	.	.	PUNCT
cet-12774	65	1	the	the	DET
cet-12774	65	2	loss	loss	NOUN
cet-12774	65	3	function	function	NOUN
cet-12774	65	4	is	be	AUX
cet-12774	65	5	set	set	VERB
cet-12774	65	6	to	to	PART
cet-12774	65	7	mse	mse	VERB
cet-12774	65	8	loss	loss	NOUN
cet-12774	65	9	in	in	ADP
cet-12774	65	10	terms	term	NOUN
cet-12774	65	11	of	of	ADP
cet-12774	65	12	gradient	gradient	ADJ
cet-12774	65	13	solution	solution	NOUN
cet-12774	65	14	and	and	CCONJ
cet-12774	65	15	convergence	convergence	NOUN
cet-12774	65	16	calculation	calculation	NOUN
cet-12774	65	17	.	.	PUNCT
cet-12774	66	1	this	this	DET
cet-12774	66	2	function	function	NOUN
cet-12774	66	3	curve	curve	NOUN
cet-12774	66	4	can	can	AUX
cet-12774	66	5	achieve	achieve	VERB
cet-12774	66	6	rapid	rapid	ADJ
cet-12774	66	7	convergence	convergence	NOUN
cet-12774	66	8	,	,	PUNCT
cet-12774	66	9	and	and	CCONJ
cet-12774	66	10	the	the	DET
cet-12774	66	11	data	datum	NOUN
cet-12774	66	12	used	use	VERB
cet-12774	66	13	in	in	ADP
cet-12774	66	14	this	this	DET
cet-12774	66	15	paper	paper	NOUN
cet-12774	66	16	has	have	VERB
cet-12774	66	17	no	no	DET
cet-12774	66	18	discrete	discrete	ADJ
cet-12774	66	19	value	value	NOUN
cet-12774	66	20	influence	influence	NOUN
cet-12774	66	21	and	and	CCONJ
cet-12774	66	22	avoid	avoid	VERB
cet-12774	66	23	the	the	DET
cet-12774	66	24	effect	effect	NOUN
cet-12774	66	25	of	of	ADP
cet-12774	66	26	the	the	DET
cet-12774	66	27	outliers	outlier	NOUN
cet-12774	66	28	in	in	ADP
cet-12774	66	29	the	the	DET
cet-12774	66	30	input	input	NOUN
cet-12774	66	31	data	datum	NOUN
cet-12774	66	32	.	.	PUNCT
cet-12774	67	1	table	table	NOUN
cet-12774	67	2	1	1	NUM
cet-12774	67	3	:	:	PUNCT
cet-12774	67	4	loss	loss	NOUN
cet-12774	67	5	value	value	NOUN
cet-12774	67	6	of	of	ADP
cet-12774	67	7	different	different	ADJ
cet-12774	67	8	neural	neural	ADJ
cet-12774	67	9	network	network	NOUN
cet-12774	67	10	structures	structure	NOUN
cet-12774	67	11	figure	figure	VERB
cet-12774	67	12	1	1	NUM
cet-12774	67	13	:	:	PUNCT
cet-12774	67	14	the	the	DET
cet-12774	67	15	structure	structure	NOUN
cet-12774	67	16	of	of	ADP
cet-12774	67	17	(	(	PUNCT
cet-12774	67	18	a	a	X
cet-12774	67	19	)	)	PUNCT
cet-12774	67	20	a	a	DET
cet-12774	67	21	double	double	ADJ
cet-12774	67	22	hidden	hide	VERB
cet-12774	67	23	layer	layer	NOUN
cet-12774	67	24	neural	neural	ADJ
cet-12774	67	25	network	network	NOUN
cet-12774	67	26	model	model	NOUN
cet-12774	67	27	;	;	PUNCT
cet-12774	67	28	(	(	PUNCT
cet-12774	67	29	b	b	X
cet-12774	67	30	)	)	PUNCT
cet-12774	67	31	a	a	DET
cet-12774	67	32	single	single	ADJ
cet-12774	67	33	hidden	hide	VERB
cet-12774	67	34	layer	layer	NOUN
cet-12774	67	35	neural	neural	ADJ
cet-12774	67	36	network	network	NOUN
cet-12774	67	37	model	model	NOUN
cet-12774	67	38	2.4	2.4	NUM
cet-12774	67	39	evaluation	evaluation	NOUN
cet-12774	67	40	index	index	NOUN
cet-12774	67	41	root	root	NOUN
cet-12774	67	42	mean	mean	VERB
cet-12774	67	43	square	square	ADJ
cet-12774	67	44	error	error	NOUN
cet-12774	67	45	(	(	PUNCT
cet-12774	67	46	rmse	rmse	NOUN
cet-12774	67	47	)	)	PUNCT
cet-12774	67	48	,	,	PUNCT
cet-12774	67	49	coefficient	coefficient	NOUN
cet-12774	67	50	of	of	ADP
cet-12774	67	51	determination	determination	NOUN
cet-12774	67	52	(	(	PUNCT
cet-12774	67	53	r2	r2	PROPN
cet-12774	67	54	)	)	PUNCT
cet-12774	67	55	,	,	PUNCT
cet-12774	67	56	and	and	CCONJ
cet-12774	67	57	mean	mean	VERB
cet-12774	67	58	absolute	absolute	ADJ
cet-12774	67	59	error	error	NOUN
cet-12774	67	60	(	(	PUNCT
cet-12774	67	61	mae	mae	PROPN
cet-12774	67	62	)	)	PUNCT
cet-12774	67	63	are	be	AUX
cet-12774	67	64	used	use	VERB
cet-12774	67	65	to	to	PART
cet-12774	67	66	predict	predict	VERB
cet-12774	67	67	and	and	CCONJ
cet-12774	67	68	evaluate	evaluate	VERB
cet-12774	67	69	the	the	DET
cet-12774	67	70	regression	regression	NOUN
cet-12774	67	71	results	result	NOUN
cet-12774	67	72	of	of	ADP
cet-12774	67	73	this	this	DET
cet-12774	67	74	model	model	NOUN
cet-12774	67	75	.	.	PUNCT
cet-12774	68	1	the	the	DET
cet-12774	68	2	calculation	calculation	NOUN
cet-12774	68	3	equations	equation	NOUN
cet-12774	68	4	are	be	AUX
cet-12774	68	5	as	as	SCONJ
cet-12774	68	6	follows	follow	VERB
cet-12774	68	7	:	:	PUNCT
cet-12774	68	8	(	(	PUNCT
cet-12774	68	9	)	)	PUNCT
cet-12774	68	10	21	21	NUM
cet-12774	68	11	predict	predict	VERB
cet-12774	68	12	rmse	rmse	PROPN
cet-12774	68	13	y	y	PROPN
cet-12774	68	14	y	y	PROPN
cet-12774	68	15	n	n	PROPN
cet-12774	68	16	=	=	SYM
cet-12774	68	17	−∑	−∑	PROPN
cet-12774	68	18	(	(	PUNCT
cet-12774	68	19	9	9	NUM
cet-12774	68	20	)	)	SYM
cet-12774	68	21	2	2	NUM
cet-12774	68	22	predict	predict	VERB
cet-12774	68	23	12	12	NUM
cet-12774	68	24	2	2	NUM
cet-12774	68	25	1	1	NUM
cet-12774	68	26	1	1	NUM
cet-12774	68	27	(	(	PUNCT
cet-12774	68	28	)	)	PUNCT
cet-12774	68	29	1	1	NUM
cet-12774	68	30	(	(	PUNCT
cet-12774	68	31	1	1	NUM
cet-12774	68	32	)	)	PUNCT
cet-12774	68	33	n	n	CCONJ
cet-12774	69	1	i	i	PRON
cet-12774	70	1	n	n	VERB
cet-12774	71	1	n	n	NOUN
cet-12774	72	1	i	i	PRON
cet-12774	72	2	i	i	INTJ
cet-12774	72	3	y	y	VERB
cet-12774	72	4	y	y	VERB
cet-12774	72	5	y	y	PROPN
cet-12774	72	6	y	y	PROPN
cet-12774	72	7	n	n	CCONJ
cet-12774	72	8	r	r	NOUN
cet-12774	72	9	=	=	SYM
cet-12774	72	10	=	=	PUNCT
cet-12774	72	11	=	=	PUNCT
cet-12774	73	1	−	−	PROPN
cet-12774	73	2	=	=	PUNCT
cet-12774	73	3	−	−	PROPN
cet-12774	73	4	−	−	PROPN
cet-12774	73	5	∑	∑	PROPN
cet-12774	73	6	∑	∑	PROPN
cet-12774	73	7	∑	∑	PROPN
cet-12774	73	8	(	(	PUNCT
cet-12774	73	9	10	10	NUM
cet-12774	73	10	)	)	PUNCT
cet-12774	73	11	number	number	NOUN
cet-12774	73	12	of	of	ADP
cet-12774	73	13	neurons	neuron	NOUN
cet-12774	73	14	in	in	ADP
cet-12774	73	15	the	the	DET
cet-12774	73	16	first	first	ADJ
cet-12774	73	17	layer	layer	NOUN
cet-12774	73	18	number	number	NOUN
cet-12774	73	19	of	of	ADP
cet-12774	73	20	neurons	neuron	NOUN
cet-12774	73	21	in	in	ADP
cet-12774	73	22	the	the	DET
cet-12774	73	23	second	second	ADJ
cet-12774	73	24	layer	layer	NOUN
cet-12774	73	25	mse	mse	NOUN
cet-12774	73	26	loss	loss	NOUN
cet-12774	73	27	8	8	NUM
cet-12774	73	28	6	6	NUM
cet-12774	73	29	10.35	10.35	NUM
cet-12774	73	30	10	10	NUM
cet-12774	73	31	6	6	NUM
cet-12774	73	32	6.70	6.70	NUM
cet-12774	73	33	12	12	NUM
cet-12774	73	34	6	6	NUM
cet-12774	73	35	4.74	4.74	NUM
cet-12774	73	36	15	15	NUM
cet-12774	73	37	6	6	NUM
cet-12774	73	38	12.45	12.45	NUM
cet-12774	73	39	10	10	NUM
cet-12774	73	40	0	0	NUM
cet-12774	73	41	60.10	60.10	NUM
cet-12774	73	42	1305	1305	NUM
cet-12774	73	43	1	1	NUM
cet-12774	73	44	1	1	NUM
cet-12774	73	45	(	(	PUNCT
cet-12774	73	46	)	)	PUNCT
cet-12774	73	47	n	n	CCONJ
cet-12774	73	48	predict	predict	VERB
cet-12774	73	49	i	i	PRON
cet-12774	73	50	mae	mae	PROPN
cet-12774	73	51	y	y	PROPN
cet-12774	73	52	y	y	PROPN
cet-12774	73	53	n	n	PROPN
cet-12774	73	54	=	=	SYM
cet-12774	73	55	=	=	SYM
cet-12774	73	56	−∑	−∑	PROPN
cet-12774	73	57	(	(	PUNCT
cet-12774	73	58	11	11	NUM
cet-12774	73	59	)	)	SYM
cet-12774	73	60	3	3	NUM
cet-12774	73	61	.	.	NOUN
cet-12774	73	62	results	result	NOUN
cet-12774	73	63	and	and	CCONJ
cet-12774	73	64	discussion	discussion	NOUN
cet-12774	73	65	3.1	3.1	NUM
cet-12774	73	66	analysis	analysis	NOUN
cet-12774	73	67	of	of	ADP
cet-12774	73	68	model	model	NOUN
cet-12774	73	69	prediction	prediction	NOUN
cet-12774	73	70	results	result	VERB
cet-12774	73	71	the	the	DET
cet-12774	73	72	reaction	reaction	NOUN
cet-12774	73	73	temperature	temperature	NOUN
cet-12774	73	74	,	,	PUNCT
cet-12774	73	75	residence	residence	NOUN
cet-12774	73	76	time	time	NOUN
cet-12774	73	77	,	,	PUNCT
cet-12774	73	78	feedstock	feedstock	NOUN
cet-12774	73	79	concentration	concentration	NOUN
cet-12774	73	80	and	and	CCONJ
cet-12774	73	81	pressure	pressure	NOUN
cet-12774	73	82	are	be	AUX
cet-12774	73	83	the	the	DET
cet-12774	73	84	main	main	ADJ
cet-12774	73	85	factors	factor	NOUN
cet-12774	73	86	affecting	affect	VERB
cet-12774	73	87	the	the	DET
cet-12774	73	88	gasification	gasification	NOUN
cet-12774	73	89	process	process	NOUN
cet-12774	73	90	.	.	PUNCT
cet-12774	74	1	results	result	NOUN
cet-12774	74	2	at	at	ADP
cet-12774	74	3	each	each	DET
cet-12774	74	4	condition	condition	NOUN
cet-12774	74	5	are	be	AUX
cet-12774	74	6	repeated	repeat	VERB
cet-12774	74	7	three	three	NUM
cet-12774	74	8	times	time	NOUN
cet-12774	74	9	and	and	CCONJ
cet-12774	74	10	the	the	DET
cet-12774	74	11	average	average	ADJ
cet-12774	74	12	values	value	NOUN
cet-12774	74	13	are	be	AUX
cet-12774	74	14	calculated	calculate	VERB
cet-12774	74	15	to	to	PART
cet-12774	74	16	reduce	reduce	VERB
cet-12774	74	17	the	the	DET
cet-12774	74	18	uncertainties	uncertainty	NOUN
cet-12774	74	19	.	.	PUNCT
cet-12774	75	1	the	the	DET
cet-12774	75	2	value	value	NOUN
cet-12774	75	3	of	of	ADP
cet-12774	75	4	these	these	DET
cet-12774	75	5	factors	factor	NOUN
cet-12774	75	6	,	,	PUNCT
cet-12774	75	7	obtained	obtain	VERB
cet-12774	75	8	from	from	ADP
cet-12774	75	9	the	the	DET
cet-12774	75	10	experiment	experiment	NOUN
cet-12774	75	11	,	,	PUNCT
cet-12774	75	12	are	be	AUX
cet-12774	75	13	inputted	inputte	VERB
cet-12774	75	14	into	into	ADP
cet-12774	75	15	the	the	DET
cet-12774	75	16	model	model	NOUN
cet-12774	75	17	as	as	ADP
cet-12774	75	18	the	the	DET
cet-12774	75	19	characteristic	characteristic	ADJ
cet-12774	75	20	value	value	NOUN
cet-12774	75	21	.	.	PUNCT
cet-12774	76	1	60	60	NUM
cet-12774	76	2	%	%	NOUN
cet-12774	76	3	of	of	ADP
cet-12774	76	4	the	the	DET
cet-12774	76	5	data	data	NOUN
cet-12774	76	6	is	be	AUX
cet-12774	76	7	inputted	inputte	VERB
cet-12774	76	8	into	into	ADP
cet-12774	76	9	the	the	DET
cet-12774	76	10	model	model	NOUN
cet-12774	76	11	for	for	ADP
cet-12774	76	12	training	training	NOUN
cet-12774	76	13	.	.	PUNCT
cet-12774	77	1	after	after	ADP
cet-12774	77	2	this	this	DET
cet-12774	77	3	process	process	NOUN
cet-12774	77	4	,	,	PUNCT
cet-12774	77	5	the	the	DET
cet-12774	77	6	carbon	carbon	NOUN
cet-12774	77	7	vaporisation	vaporisation	NOUN
cet-12774	77	8	rate	rate	NOUN
cet-12774	77	9	,	,	PUNCT
cet-12774	77	10	hydrogen	hydrogen	NOUN
cet-12774	77	11	vaporisation	vaporisation	NOUN
cet-12774	77	12	rate	rate	NOUN
cet-12774	77	13	,	,	PUNCT
cet-12774	77	14	hydrogen	hydrogen	NOUN
cet-12774	77	15	gas	gas	NOUN
cet-12774	77	16	yield	yield	NOUN
cet-12774	77	17	and	and	CCONJ
cet-12774	77	18	total	total	ADJ
cet-12774	77	19	gas	gas	NOUN
cet-12774	77	20	yield	yield	NOUN
cet-12774	77	21	are	be	AUX
cet-12774	77	22	obtained	obtain	VERB
cet-12774	77	23	.	.	PUNCT
cet-12774	78	1	rmse	rmse	PROPN
cet-12774	78	2	,	,	PUNCT
cet-12774	78	3	r2	r2	PROPN
cet-12774	78	4	,	,	PUNCT
cet-12774	78	5	and	and	CCONJ
cet-12774	78	6	mae	mae	PROPN
cet-12774	78	7	are	be	AUX
cet-12774	78	8	calculated	calculate	VERB
cet-12774	78	9	in	in	ADP
cet-12774	78	10	order	order	NOUN
cet-12774	78	11	to	to	PART
cet-12774	78	12	analyse	analyse	VERB
cet-12774	78	13	and	and	CCONJ
cet-12774	78	14	evaluate	evaluate	VERB
cet-12774	78	15	the	the	DET
cet-12774	78	16	accuracy	accuracy	NOUN
cet-12774	78	17	of	of	ADP
cet-12774	78	18	the	the	DET
cet-12774	78	19	model	model	NOUN
cet-12774	78	20	accurately	accurately	ADV
cet-12774	78	21	.	.	PUNCT
cet-12774	79	1	the	the	DET
cet-12774	79	2	cpu	cpu	ADJ
cet-12774	79	3	time	time	NOUN
cet-12774	79	4	of	of	ADP
cet-12774	79	5	double	double	ADJ
cet-12774	79	6	hidden	hide	VERB
cet-12774	79	7	layer	layer	NOUN
cet-12774	79	8	model	model	NOUN
cet-12774	79	9	is	be	AUX
cet-12774	79	10	about	about	ADV
cet-12774	79	11	13	13	NUM
cet-12774	79	12	min	min	NOUN
cet-12774	79	13	while	while	SCONJ
cet-12774	79	14	that	that	PRON
cet-12774	79	15	of	of	ADP
cet-12774	79	16	single	single	ADJ
cet-12774	79	17	hidden	hide	VERB
cet-12774	79	18	layer	layer	NOUN
cet-12774	79	19	model	model	NOUN
cet-12774	79	20	is	be	AUX
cet-12774	79	21	about	about	ADV
cet-12774	79	22	6.2	6.2	NUM
cet-12774	79	23	min	min	NOUN
cet-12774	79	24	.	.	PROPN
cet-12774	79	25	3.2	3.2	NUM
cet-12774	79	26	comparison	comparison	NOUN
cet-12774	79	27	of	of	ADP
cet-12774	79	28	training	training	NOUN
cet-12774	79	29	value	value	NOUN
cet-12774	79	30	and	and	CCONJ
cet-12774	79	31	predicted	predict	VERB
cet-12774	79	32	value	value	NOUN
cet-12774	79	33	of	of	ADP
cet-12774	79	34	double	double	ADJ
cet-12774	79	35	hidden	hide	VERB
cet-12774	79	36	layer	layer	NOUN
cet-12774	79	37	the	the	DET
cet-12774	79	38	results	result	NOUN
cet-12774	79	39	show	show	VERB
cet-12774	79	40	that	that	SCONJ
cet-12774	79	41	the	the	DET
cet-12774	79	42	conversion	conversion	NOUN
cet-12774	79	43	rates	rate	NOUN
cet-12774	79	44	of	of	ADP
cet-12774	79	45	both	both	DET
cet-12774	79	46	carbon	carbon	NOUN
cet-12774	79	47	and	and	CCONJ
cet-12774	79	48	hydrogen	hydrogen	NOUN
cet-12774	79	49	,	,	PUNCT
cet-12774	79	50	and	and	CCONJ
cet-12774	79	51	the	the	DET
cet-12774	79	52	total	total	ADJ
cet-12774	79	53	gas	gas	NOUN
cet-12774	79	54	yield	yield	NOUN
cet-12774	79	55	have	have	VERB
cet-12774	79	56	good	good	ADJ
cet-12774	79	57	prediction	prediction	NOUN
cet-12774	79	58	effects	effect	NOUN
cet-12774	79	59	in	in	ADP
cet-12774	79	60	this	this	DET
cet-12774	79	61	model	model	NOUN
cet-12774	79	62	.	.	PUNCT
cet-12774	80	1	among	among	ADP
cet-12774	80	2	them	they	PRON
cet-12774	80	3	,	,	PUNCT
cet-12774	80	4	r2	r2	PROPN
cet-12774	80	5	of	of	ADP
cet-12774	80	6	carbon	carbon	NOUN
cet-12774	80	7	gasification	gasification	NOUN
cet-12774	80	8	rate	rate	NOUN
cet-12774	80	9	and	and	CCONJ
cet-12774	80	10	the	the	DET
cet-12774	80	11	total	total	ADJ
cet-12774	80	12	gas	gas	NOUN
cet-12774	80	13	yield	yield	NOUN
cet-12774	80	14	is	be	AUX
cet-12774	80	15	0.98	0.98	NUM
cet-12774	80	16	,	,	PUNCT
cet-12774	80	17	higher	high	ADJ
cet-12774	80	18	than	than	ADP
cet-12774	80	19	that	that	PRON
cet-12774	80	20	of	of	ADP
cet-12774	80	21	the	the	DET
cet-12774	80	22	hydrogen	hydrogen	NOUN
cet-12774	80	23	gasification	gasification	NOUN
cet-12774	80	24	rate	rate	NOUN
cet-12774	80	25	which	which	PRON
cet-12774	80	26	equals	equal	VERB
cet-12774	80	27	0.96	0.96	NUM
cet-12774	80	28	.	.	PUNCT
cet-12774	81	1	the	the	DET
cet-12774	81	2	results	result	NOUN
cet-12774	81	3	of	of	ADP
cet-12774	81	4	hydrogen	hydrogen	NOUN
cet-12774	81	5	yield	yield	NOUN
cet-12774	81	6	are	be	AUX
cet-12774	81	7	not	not	PART
cet-12774	81	8	ideal	ideal	ADJ
cet-12774	81	9	,	,	PUNCT
cet-12774	81	10	whose	whose	DET
cet-12774	81	11	r2	r2	NOUN
cet-12774	81	12	is	be	AUX
cet-12774	81	13	0.76	0.76	NUM
cet-12774	81	14	,	,	PUNCT
cet-12774	81	15	rmse	rmse	NOUN
cet-12774	81	16	is	be	AUX
cet-12774	81	17	1.47	1.47	NUM
cet-12774	81	18	,	,	PUNCT
cet-12774	81	19	and	and	CCONJ
cet-12774	81	20	mae	mae	PROPN
cet-12774	81	21	is	be	AUX
cet-12774	81	22	1.13	1.13	NUM
cet-12774	81	23	.	.	PUNCT
cet-12774	81	24	0	0	NUM
cet-12774	82	1	15	15	NUM
cet-12774	82	2	30	30	NUM
cet-12774	82	3	45	45	NUM
cet-12774	82	4	60	60	NUM
cet-12774	82	5	75	75	NUM
cet-12774	82	6	90	90	NUM
cet-12774	82	7	0	0	NUM
cet-12774	82	8	15	15	NUM
cet-12774	82	9	30	30	NUM
cet-12774	82	10	45	45	NUM
cet-12774	82	11	60	60	NUM
cet-12774	82	12	75	75	NUM
cet-12774	82	13	90	90	NUM
cet-12774	82	14	cv:0.04	cv:0.04	PROPN
cet-12774	82	15	y	y	PROPN
cet-12774	82	16	=	=	ADJ
cet-12774	82	17	x	x	NOUN
cet-12774	82	18	predictive	predictive	ADJ
cet-12774	82	19	value	value	NOUN
cet-12774	82	20	training	training	NOUN
cet-12774	82	21	value	value	NOUN
cet-12774	82	22	pr	pr	X
cet-12774	83	1	ed	ed	NOUN
cet-12774	83	2	ic	ic	PROPN
cet-12774	83	3	tio	tio	PROPN
cet-12774	83	4	n	n	PROPN
cet-12774	83	5	va	va	PROPN
cet-12774	83	6	lu	lu	PROPN
cet-12774	83	7	e	e	PROPN
cet-12774	83	8	of	of	ADP
cet-12774	83	9	c	c	PROPN
cet-12774	83	10	ar	ar	PROPN
cet-12774	83	11	bo	bo	PROPN
cet-12774	83	12	n	n	PROPN
cet-12774	83	13	ga	ga	PROPN
cet-12774	83	14	si	si	PROPN
cet-12774	83	15	fic	fic	PROPN
cet-12774	83	16	at	at	ADP
cet-12774	83	17	io	io	PROPN
cet-12774	83	18	n	n	ADV
cet-12774	83	19	ra	ra	NOUN
cet-12774	83	20	te	te	ADP
cet-12774	83	21	training	training	NOUN
cet-12774	83	22	value	value	NOUN
cet-12774	83	23	of	of	ADP
cet-12774	83	24	carbon	carbon	NOUN
cet-12774	83	25	gasification	gasification	NOUN
cet-12774	83	26	rate	rate	NOUN
cet-12774	83	27	r2:0.98	r2:0.98	NOUN
cet-12774	83	28	rmse:2.22	rmse:2.22	PROPN
cet-12774	83	29	mae:1.72	mae:1.72	NOUN
cet-12774	83	30	(	(	PUNCT
cet-12774	83	31	a	a	X
cet-12774	83	32	)	)	PUNCT
cet-12774	83	33	0	0	NUM
cet-12774	83	34	30	30	NUM
cet-12774	83	35	60	60	NUM
cet-12774	83	36	90	90	NUM
cet-12774	83	37	120	120	NUM
cet-12774	83	38	150	150	NUM
cet-12774	83	39	180	180	NUM
cet-12774	83	40	0	0	NUM
cet-12774	83	41	30	30	NUM
cet-12774	83	42	60	60	NUM
cet-12774	83	43	90	90	NUM
cet-12774	83	44	120	120	NUM
cet-12774	83	45	150	150	NUM
cet-12774	83	46	180	180	NUM
cet-12774	83	47	cv:0.09	cv:0.09	PROPN
cet-12774	83	48	r2:0.96	r2:0.96	NOUN
cet-12774	83	49	rmse：9.14	rmse：9.14	NOUN
cet-12774	83	50	y	y	PROPN
cet-12774	84	1	=	=	ADJ
cet-12774	84	2	x	x	NOUN
cet-12774	84	3	predictive	predictive	ADJ
cet-12774	84	4	value	value	NOUN
cet-12774	84	5	training	training	NOUN
cet-12774	84	6	value	value	NOUN
cet-12774	84	7	pr	pr	X
cet-12774	85	1	ed	ed	NOUN
cet-12774	85	2	ic	ic	PROPN
cet-12774	85	3	te	te	PROPN
cet-12774	85	4	d	d	PROPN
cet-12774	85	5	va	va	PROPN
cet-12774	85	6	lu	lu	PROPN
cet-12774	85	7	e	e	PROPN
cet-12774	85	8	of	of	ADP
cet-12774	85	9	h	h	PROPN
cet-12774	85	10	yd	yd	PROPN
cet-12774	85	11	ro	ro	PROPN
cet-12774	85	12	ge	ge	PROPN
cet-12774	85	13	n	n	PROPN
cet-12774	85	14	ga	ga	PROPN
cet-12774	85	15	si	si	PROPN
cet-12774	85	16	fic	fic	PROPN
cet-12774	85	17	at	at	ADP
cet-12774	85	18	io	io	PROPN
cet-12774	85	19	n	n	ADV
cet-12774	85	20	ra	ra	NOUN
cet-12774	85	21	te	te	ADP
cet-12774	85	22	training	training	NOUN
cet-12774	85	23	value	value	NOUN
cet-12774	85	24	of	of	ADP
cet-12774	85	25	hydrogen	hydrogen	NOUN
cet-12774	85	26	gasification	gasification	NOUN
cet-12774	85	27	rate	rate	NOUN
cet-12774	85	28	mae:7.05	mae:7.05	NOUN
cet-12774	85	29	(	(	PUNCT
cet-12774	85	30	b	b	NOUN
cet-12774	85	31	)	)	PUNCT
cet-12774	85	32	0	0	NUM
cet-12774	85	33	2	2	NUM
cet-12774	85	34	4	4	NUM
cet-12774	85	35	6	6	NUM
cet-12774	85	36	8	8	NUM
cet-12774	85	37	10	10	NUM
cet-12774	85	38	12	12	NUM
cet-12774	85	39	0	0	NUM
cet-12774	85	40	2	2	NUM
cet-12774	85	41	4	4	NUM
cet-12774	85	42	6	6	NUM
cet-12774	85	43	8	8	NUM
cet-12774	85	44	10	10	NUM
cet-12774	85	45	12	12	NUM
cet-12774	85	46	cv:0.28	cv:0.28	PROPN
cet-12774	85	47	r2:0.76	r2:0.76	NOUN
cet-12774	85	48	rmse：1.47	rmse：1.47	PROPN
cet-12774	85	49	y	y	PROPN
cet-12774	85	50	=	=	ADJ
cet-12774	85	51	x	x	NOUN
cet-12774	85	52	predictive	predictive	ADJ
cet-12774	85	53	value	value	NOUN
cet-12774	85	54	training	training	NOUN
cet-12774	85	55	value	value	NOUN
cet-12774	85	56	pr	pr	X
cet-12774	86	1	ed	ed	NOUN
cet-12774	86	2	ic	ic	PROPN
cet-12774	86	3	te	te	PROPN
cet-12774	86	4	d	d	PROPN
cet-12774	86	5	va	va	PROPN
cet-12774	86	6	lu	lu	PROPN
cet-12774	86	7	e	e	PROPN
cet-12774	86	8	of	of	ADP
cet-12774	86	9	h	h	PROPN
cet-12774	86	10	yd	yd	PROPN
cet-12774	86	11	ro	ro	PROPN
cet-12774	86	12	ge	ge	PROPN
cet-12774	86	13	n	n	PROPN
cet-12774	86	14	yi	yi	PROPN
cet-12774	87	1	el	el	PROPN
cet-12774	87	2	d	d	PROPN
cet-12774	87	3	training	training	NOUN
cet-12774	87	4	value	value	NOUN
cet-12774	87	5	of	of	ADP
cet-12774	87	6	hydrogen	hydrogen	NOUN
cet-12774	87	7	yield	yield	NOUN
cet-12774	87	8	mae:1.13	mae:1.13	NOUN
cet-12774	87	9	(	(	PUNCT
cet-12774	87	10	c	c	NOUN
cet-12774	87	11	)	)	PUNCT
cet-12774	87	12	0	0	NUM
cet-12774	87	13	5	5	NUM
cet-12774	87	14	10	10	NUM
cet-12774	87	15	15	15	NUM
cet-12774	87	16	20	20	NUM
cet-12774	87	17	25	25	NUM
cet-12774	87	18	30	30	NUM
cet-12774	87	19	0	0	NUM
cet-12774	87	20	5	5	NUM
cet-12774	87	21	10	10	NUM
cet-12774	87	22	15	15	NUM
cet-12774	87	23	20	20	NUM
cet-12774	87	24	25	25	NUM
cet-12774	87	25	30	30	NUM
cet-12774	87	26	cv:0.06	cv:0.06	X
cet-12774	87	27	y	y	X
cet-12774	87	28	=	=	ADJ
cet-12774	87	29	x	x	NOUN
cet-12774	87	30	r2:0.98	r2:0.98	ADJ
cet-12774	87	31	rmse：0.95	rmse：0.95	NOUN
cet-12774	87	32	predictive	predictive	ADJ
cet-12774	87	33	value	value	NOUN
cet-12774	87	34	training	training	NOUN
cet-12774	87	35	value	value	NOUN
cet-12774	87	36	pr	pr	X
cet-12774	87	37	ed	ed	PROPN
cet-12774	87	38	ict	ict	PROPN
cet-12774	87	39	ed	ed	NOUN
cet-12774	87	40	v	v	PROPN
cet-12774	87	41	al	al	PROPN
cet-12774	87	42	ue	ue	PROPN
cet-12774	88	1	o	o	PROPN
cet-12774	89	1	f	f	PROPN
cet-12774	89	2	t	t	PROPN
cet-12774	89	3	ot	ot	INTJ
cet-12774	89	4	al	al	PROPN
cet-12774	89	5	g	g	PROPN
cet-12774	89	6	as	as	ADP
cet-12774	89	7	y	y	PROPN
cet-12774	89	8	ie	ie	X
cet-12774	89	9	ld	ld	PROPN
cet-12774	89	10	training	training	NOUN
cet-12774	89	11	value	value	NOUN
cet-12774	89	12	of	of	ADP
cet-12774	89	13	total	total	ADJ
cet-12774	89	14	gas	gas	NOUN
cet-12774	89	15	yield	yield	NOUN
cet-12774	89	16	mae:0.76	mae:0.76	PROPN
cet-12774	89	17	(	(	PUNCT
cet-12774	89	18	d	d	NOUN
cet-12774	89	19	)	)	PUNCT
cet-12774	89	20	figure	figure	NOUN
cet-12774	89	21	2	2	NUM
cet-12774	89	22	:	:	PUNCT
cet-12774	89	23	correlation	correlation	NOUN
cet-12774	89	24	diagram	diagram	NOUN
cet-12774	89	25	between	between	ADP
cet-12774	89	26	the	the	DET
cet-12774	89	27	predicted	predict	VERB
cet-12774	89	28	value	value	NOUN
cet-12774	89	29	and	and	CCONJ
cet-12774	89	30	training	training	NOUN
cet-12774	89	31	value	value	NOUN
cet-12774	89	32	(	(	PUNCT
cet-12774	89	33	a	a	NOUN
cet-12774	89	34	)	)	PUNCT
cet-12774	89	35	carbon	carbon	NOUN
cet-12774	89	36	gasification	gasification	NOUN
cet-12774	89	37	rate	rate	NOUN
cet-12774	89	38	;	;	PUNCT
cet-12774	89	39	(	(	PUNCT
cet-12774	89	40	b	b	X
cet-12774	89	41	)	)	PUNCT
cet-12774	89	42	hydrogen	hydrogen	NOUN
cet-12774	89	43	gasification	gasification	NOUN
cet-12774	89	44	rate	rate	NOUN
cet-12774	89	45	;	;	PUNCT
cet-12774	89	46	(	(	PUNCT
cet-12774	89	47	c	c	X
cet-12774	89	48	)	)	PUNCT
cet-12774	89	49	hydrogen	hydrogen	NOUN
cet-12774	89	50	yield	yield	NOUN
cet-12774	89	51	;	;	PUNCT
cet-12774	89	52	(	(	PUNCT
cet-12774	89	53	d	d	X
cet-12774	89	54	)	)	PUNCT
cet-12774	89	55	total	total	ADJ
cet-12774	89	56	gas	gas	NOUN
cet-12774	89	57	yield	yield	NOUN
cet-12774	89	58	as	as	SCONJ
cet-12774	89	59	shown	show	VERB
cet-12774	89	60	in	in	ADP
cet-12774	89	61	figure	figure	NOUN
cet-12774	89	62	2	2	NUM
cet-12774	89	63	,	,	PUNCT
cet-12774	89	64	the	the	DET
cet-12774	89	65	predicted	predict	VERB
cet-12774	89	66	dispersion	dispersion	NOUN
cet-12774	89	67	of	of	ADP
cet-12774	89	68	hydrogen	hydrogen	NOUN
cet-12774	89	69	yield	yield	NOUN
cet-12774	89	70	is	be	AUX
cet-12774	89	71	relatively	relatively	ADV
cet-12774	89	72	high	high	ADJ
cet-12774	89	73	,	,	PUNCT
cet-12774	89	74	because	because	SCONJ
cet-12774	89	75	the	the	DET
cet-12774	89	76	selected	select	VERB
cet-12774	89	77	characteristic	characteristic	ADJ
cet-12774	89	78	value	value	NOUN
cet-12774	89	79	is	be	AUX
cet-12774	89	80	greater	great	ADJ
cet-12774	89	81	than	than	ADP
cet-12774	89	82	the	the	DET
cet-12774	89	83	value	value	NOUN
cet-12774	89	84	of	of	ADP
cet-12774	89	85	the	the	DET
cet-12774	89	86	hydrogen	hydrogen	NOUN
cet-12774	89	87	gas	gas	NOUN
cet-12774	89	88	yield	yield	NOUN
cet-12774	89	89	and	and	CCONJ
cet-12774	89	90	local	local	ADJ
cet-12774	89	91	optimisation	optimisation	NOUN
cet-12774	89	92	or	or	CCONJ
cet-12774	89	93	even	even	ADV
cet-12774	89	94	overfitting	overfitte	VERB
cet-12774	89	95	happens	happen	VERB
cet-12774	89	96	.	.	PUNCT
cet-12774	90	1	3.3	3.3	NUM
cet-12774	90	2	comparison	comparison	NOUN
cet-12774	90	3	of	of	ADP
cet-12774	90	4	training	training	NOUN
cet-12774	90	5	value	value	NOUN
cet-12774	90	6	and	and	CCONJ
cet-12774	90	7	experiment	experiment	NOUN
cet-12774	90	8	data	datum	NOUN
cet-12774	90	9	of	of	ADP
cet-12774	90	10	double	double	ADJ
cet-12774	90	11	hidden	hide	VERB
cet-12774	90	12	layer	layer	NOUN
cet-12774	90	13	the	the	DET
cet-12774	90	14	experimental	experimental	ADJ
cet-12774	90	15	value	value	NOUN
cet-12774	90	16	of	of	ADP
cet-12774	90	17	the	the	DET
cet-12774	90	18	carbon	carbon	NOUN
cet-12774	90	19	conversion	conversion	NOUN
cet-12774	90	20	rate	rate	NOUN
cet-12774	90	21	still	still	ADV
cet-12774	90	22	obtains	obtain	VERB
cet-12774	90	23	the	the	DET
cet-12774	90	24	best	good	ADJ
cet-12774	90	25	prediction	prediction	NOUN
cet-12774	90	26	effect	effect	NOUN
cet-12774	90	27	in	in	ADP
cet-12774	90	28	this	this	DET
cet-12774	90	29	model	model	NOUN
cet-12774	90	30	,	,	PUNCT
cet-12774	90	31	whose	whose	DET
cet-12774	90	32	r2	r2	NOUN
cet-12774	90	33	is	be	AUX
cet-12774	90	34	0.96	0.96	NUM
cet-12774	90	35	,	,	PUNCT
cet-12774	90	36	rmse	rmse	NOUN
cet-12774	90	37	is	be	AUX
cet-12774	90	38	3.71	3.71	NUM
cet-12774	90	39	,	,	PUNCT
cet-12774	90	40	and	and	CCONJ
cet-12774	90	41	mae	mae	PROPN
cet-12774	90	42	is	be	AUX
cet-12774	90	43	2.76	2.76	NUM
cet-12774	90	44	.	.	PUNCT
cet-12774	91	1	the	the	DET
cet-12774	91	2	prediction	prediction	NOUN
cet-12774	91	3	results	result	NOUN
cet-12774	91	4	of	of	ADP
cet-12774	91	5	both	both	PRON
cet-12774	91	6	hydrogen	hydrogen	NOUN
cet-12774	91	7	conversion	conversion	NOUN
cet-12774	91	8	rate	rate	NOUN
cet-12774	91	9	and	and	CCONJ
cet-12774	91	10	total	total	ADJ
cet-12774	91	11	gas	gas	NOUN
cet-12774	91	12	1306	1306	NUM
cet-12774	91	13	yield	yield	NOUN
cet-12774	91	14	are	be	AUX
cet-12774	91	15	also	also	ADV
cet-12774	91	16	good	good	ADJ
cet-12774	91	17	,	,	PUNCT
cet-12774	91	18	whose	whose	DET
cet-12774	91	19	r2	r2	NOUN
cet-12774	91	20	is	be	AUX
cet-12774	91	21	above	above	ADP
cet-12774	91	22	0.91	0.91	NUM
cet-12774	91	23	,	,	PUNCT
cet-12774	91	24	rmse	rmse	NOUN
cet-12774	91	25	is	be	AUX
cet-12774	91	26	11.5	11.5	NUM
cet-12774	91	27	and	and	CCONJ
cet-12774	91	28	1.83	1.83	NUM
cet-12774	91	29	,	,	PUNCT
cet-12774	91	30	and	and	CCONJ
cet-12774	91	31	mae	mae	PROPN
cet-12774	91	32	is	be	AUX
cet-12774	91	33	9.28	9.28	NUM
cet-12774	91	34	and	and	CCONJ
cet-12774	91	35	1.39	1.39	NUM
cet-12774	91	36	.	.	PUNCT
cet-12774	92	1	the	the	DET
cet-12774	92	2	prediction	prediction	NOUN
cet-12774	92	3	results	result	NOUN
cet-12774	92	4	of	of	ADP
cet-12774	92	5	hydrogen	hydrogen	NOUN
cet-12774	92	6	yield	yield	NOUN
cet-12774	92	7	are	be	AUX
cet-12774	92	8	also	also	ADV
cet-12774	92	9	not	not	PART
cet-12774	92	10	ideal	ideal	ADJ
cet-12774	92	11	,	,	PUNCT
cet-12774	92	12	whose	whose	DET
cet-12774	92	13	r2	r2	NOUN
cet-12774	92	14	is	be	AUX
cet-12774	92	15	0.75	0.75	NUM
cet-12774	92	16	,	,	PUNCT
cet-12774	92	17	rmse	rmse	NOUN
cet-12774	92	18	is	be	AUX
cet-12774	92	19	1.29	1.29	NUM
cet-12774	92	20	and	and	CCONJ
cet-12774	92	21	mae	mae	PROPN
cet-12774	92	22	is	be	AUX
cet-12774	92	23	1.02	1.02	NUM
cet-12774	92	24	.	.	PUNCT
cet-12774	93	1	the	the	DET
cet-12774	93	2	predicted	predict	VERB
cet-12774	93	3	value	value	NOUN
cet-12774	93	4	of	of	ADP
cet-12774	93	5	hydrogen	hydrogen	NOUN
cet-12774	93	6	gas	gas	NOUN
cet-12774	93	7	yield	yield	NOUN
cet-12774	93	8	has	have	VERB
cet-12774	93	9	a	a	DET
cet-12774	93	10	relatively	relatively	ADV
cet-12774	93	11	high	high	ADJ
cet-12774	93	12	degree	degree	NOUN
cet-12774	93	13	of	of	ADP
cet-12774	93	14	dispersion	dispersion	NOUN
cet-12774	93	15	as	as	SCONJ
cet-12774	93	16	shown	show	VERB
cet-12774	93	17	in	in	ADP
cet-12774	93	18	figure	figure	NOUN
cet-12774	93	19	3	3	NUM
cet-12774	93	20	.	.	NOUN
cet-12774	93	21	0	0	NUM
cet-12774	93	22	15	15	NUM
cet-12774	93	23	30	30	NUM
cet-12774	93	24	45	45	NUM
cet-12774	93	25	60	60	NUM
cet-12774	93	26	75	75	NUM
cet-12774	93	27	0	0	NUM
cet-12774	93	28	15	15	NUM
cet-12774	93	29	30	30	NUM
cet-12774	93	30	45	45	NUM
cet-12774	93	31	60	60	NUM
cet-12774	93	32	75	75	NUM
cet-12774	93	33	cv:0.06	cv:0.06	X
cet-12774	93	34	y	y	X
cet-12774	93	35	=	=	NOUN
cet-12774	93	36	x	x	SYM
cet-12774	93	37	r2:0.96	r2:0.96	NOUN
cet-12774	93	38	rmse：3.71	rmse：3.71	ADP
cet-12774	93	39	predictive	predictive	ADJ
cet-12774	93	40	value	value	NOUN
cet-12774	93	41	experimental	experimental	ADJ
cet-12774	93	42	data	datum	NOUN
cet-12774	93	43	pr	pr	INTJ
cet-12774	93	44	ed	ed	NOUN
cet-12774	93	45	ic	ic	PROPN
cet-12774	93	46	tio	tio	PROPN
cet-12774	93	47	n	n	PROPN
cet-12774	93	48	va	va	PROPN
cet-12774	93	49	lu	lu	PROPN
cet-12774	93	50	e	e	PROPN
cet-12774	93	51	of	of	ADP
cet-12774	93	52	c	c	PROPN
cet-12774	93	53	ar	ar	PROPN
cet-12774	93	54	bo	bo	PROPN
cet-12774	93	55	n	n	PROPN
cet-12774	93	56	ga	ga	PROPN
cet-12774	93	57	si	si	PROPN
cet-12774	93	58	fic	fic	PROPN
cet-12774	93	59	at	at	ADP
cet-12774	93	60	io	io	PROPN
cet-12774	93	61	n	n	ADV
cet-12774	93	62	ra	ra	NOUN
cet-12774	93	63	te	te	ADP
cet-12774	93	64	experimental	experimental	ADJ
cet-12774	93	65	data	datum	NOUN
cet-12774	93	66	of	of	ADP
cet-12774	93	67	carbon	carbon	NOUN
cet-12774	93	68	gasification	gasification	NOUN
cet-12774	93	69	rate	rate	NOUN
cet-12774	93	70	mae:2.76	mae:2.76	PROPN
cet-12774	93	71	(	(	PUNCT
cet-12774	93	72	a	a	NOUN
cet-12774	93	73	)	)	PUNCT
cet-12774	93	74	0	0	NUM
cet-12774	93	75	30	30	NUM
cet-12774	93	76	60	60	NUM
cet-12774	93	77	90	90	NUM
cet-12774	93	78	120	120	NUM
cet-12774	93	79	150	150	NUM
cet-12774	93	80	0	0	NUM
cet-12774	93	81	30	30	NUM
cet-12774	93	82	60	60	NUM
cet-12774	93	83	90	90	NUM
cet-12774	93	84	120	120	NUM
cet-12774	93	85	150	150	NUM
cet-12774	93	86	180	180	NUM
cet-12774	93	87	cv:0.11	cv:0.11	NOUN
cet-12774	93	88	r2:0.92	r2:0.92	PRON
cet-12774	93	89	rmse：11.5	rmse：11.5	PROPN
cet-12774	93	90	y	y	SYM
cet-12774	93	91	=	=	ADJ
cet-12774	93	92	x	x	NOUN
cet-12774	93	93	predictive	predictive	ADJ
cet-12774	93	94	value	value	NOUN
cet-12774	93	95	experimental	experimental	ADJ
cet-12774	93	96	data	datum	NOUN
cet-12774	93	97	pr	pr	INTJ
cet-12774	93	98	ed	ed	NOUN
cet-12774	93	99	ic	ic	PROPN
cet-12774	93	100	te	te	PROPN
cet-12774	93	101	d	d	PROPN
cet-12774	93	102	va	va	PROPN
cet-12774	93	103	lu	lu	PROPN
cet-12774	93	104	e	e	PROPN
cet-12774	93	105	of	of	ADP
cet-12774	93	106	h	h	PROPN
cet-12774	93	107	yd	yd	PROPN
cet-12774	93	108	ro	ro	PROPN
cet-12774	93	109	ge	ge	PROPN
cet-12774	94	1	n	n	PROPN
cet-12774	94	2	ga	ga	PROPN
cet-12774	94	3	si	si	PROPN
cet-12774	94	4	fic	fic	PROPN
cet-12774	94	5	at	at	ADP
cet-12774	94	6	io	io	PROPN
cet-12774	94	7	n	n	ADV
cet-12774	94	8	ra	ra	NOUN
cet-12774	94	9	te	te	ADP
cet-12774	94	10	experimental	experimental	ADJ
cet-12774	94	11	data	datum	NOUN
cet-12774	94	12	of	of	ADP
cet-12774	94	13	hydrogen	hydrogen	NOUN
cet-12774	94	14	gasification	gasification	NOUN
cet-12774	94	15	rate	rate	NOUN
cet-12774	94	16	mae:9.28	mae:9.28	PROPN
cet-12774	94	17	(	(	PUNCT
cet-12774	94	18	b	b	NOUN
cet-12774	94	19	)	)	PUNCT
cet-12774	94	20	0	0	NUM
cet-12774	94	21	2	2	NUM
cet-12774	94	22	4	4	NUM
cet-12774	94	23	6	6	NUM
cet-12774	94	24	8	8	NUM
cet-12774	94	25	10	10	NUM
cet-12774	94	26	0	0	NUM
cet-12774	94	27	2	2	NUM
cet-12774	94	28	4	4	NUM
cet-12774	94	29	6	6	NUM
cet-12774	94	30	8	8	NUM
cet-12774	94	31	10	10	NUM
cet-12774	94	32	cv:0.24	cv:0.24	PROPN
cet-12774	94	33	r2:0.75	r2:0.75	ADP
cet-12774	94	34	rmse：1.29	rmse：1.29	NOUN
cet-12774	94	35	y	y	PROPN
cet-12774	95	1	=	=	ADJ
cet-12774	95	2	x	x	NOUN
cet-12774	95	3	predictive	predictive	ADJ
cet-12774	95	4	value	value	NOUN
cet-12774	95	5	experimental	experimental	ADJ
cet-12774	95	6	data	datum	NOUN
cet-12774	95	7	experimental	experimental	ADJ
cet-12774	95	8	data	datum	NOUN
cet-12774	95	9	of	of	ADP
cet-12774	95	10	hydrogen	hydrogen	NOUN
cet-12774	95	11	yield	yield	NOUN
cet-12774	95	12	pr	pr	NOUN
cet-12774	96	1	ed	ed	NOUN
cet-12774	96	2	ic	ic	PROPN
cet-12774	96	3	te	te	PROPN
cet-12774	96	4	d	d	PROPN
cet-12774	96	5	va	va	PROPN
cet-12774	96	6	lu	lu	PROPN
cet-12774	96	7	e	e	PROPN
cet-12774	96	8	of	of	ADP
cet-12774	96	9	h	h	PROPN
cet-12774	96	10	yd	yd	PROPN
cet-12774	96	11	ro	ro	PROPN
cet-12774	96	12	ge	ge	PROPN
cet-12774	96	13	n	n	PROPN
cet-12774	96	14	yi	yi	PROPN
cet-12774	97	1	el	el	PROPN
cet-12774	97	2	d	d	PROPN
cet-12774	97	3	mae:1.02	mae:1.02	PROPN
cet-12774	97	4	(	(	PUNCT
cet-12774	97	5	c	c	NOUN
cet-12774	97	6	)	)	PUNCT
cet-12774	97	7	0	0	NUM
cet-12774	97	8	5	5	NUM
cet-12774	97	9	10	10	NUM
cet-12774	97	10	15	15	NUM
cet-12774	97	11	20	20	NUM
cet-12774	97	12	25	25	NUM
cet-12774	97	13	0	0	NUM
cet-12774	97	14	5	5	NUM
cet-12774	97	15	10	10	NUM
cet-12774	97	16	15	15	NUM
cet-12774	97	17	20	20	NUM
cet-12774	97	18	25	25	NUM
cet-12774	97	19	cv:0.1	cv:0.1	PROPN
cet-12774	97	20	r2:0.91	r2:0.91	NOUN
cet-12774	98	1	rmse:1.83	rmse:1.83	PROPN
cet-12774	98	2	y	y	PROPN
cet-12774	98	3	=	=	ADJ
cet-12774	98	4	x	x	NOUN
cet-12774	98	5	predictive	predictive	ADJ
cet-12774	98	6	value	value	NOUN
cet-12774	98	7	experimental	experimental	ADJ
cet-12774	98	8	data	datum	NOUN
cet-12774	98	9	pr	pr	INTJ
cet-12774	98	10	ed	ed	NOUN
cet-12774	98	11	ic	ic	PROPN
cet-12774	98	12	te	te	PROPN
cet-12774	98	13	d	d	PROPN
cet-12774	98	14	va	va	PROPN
cet-12774	98	15	lu	lu	PROPN
cet-12774	98	16	e	e	PROPN
cet-12774	98	17	of	of	ADP
cet-12774	98	18	to	to	ADP
cet-12774	98	19	ta	ta	PROPN
cet-12774	98	20	l	l	NOUN
cet-12774	98	21	g	g	PROPN
cet-12774	98	22	as	as	ADP
cet-12774	98	23	y	y	PROPN
cet-12774	98	24	ie	ie	X
cet-12774	98	25	ld	ld	PROPN
cet-12774	98	26	experimental	experimental	ADJ
cet-12774	98	27	value	value	NOUN
cet-12774	98	28	of	of	ADP
cet-12774	98	29	total	total	ADJ
cet-12774	98	30	gas	gas	NOUN
cet-12774	98	31	yield	yield	NOUN
cet-12774	98	32	mae:1.39	mae:1.39	NOUN
cet-12774	98	33	(	(	PUNCT
cet-12774	98	34	d	d	X
cet-12774	98	35	)	)	PUNCT
cet-12774	98	36	figure	figure	NOUN
cet-12774	98	37	3	3	NUM
cet-12774	98	38	:	:	PUNCT
cet-12774	98	39	correlation	correlation	NOUN
cet-12774	98	40	diagram	diagram	NOUN
cet-12774	98	41	between	between	ADP
cet-12774	98	42	the	the	DET
cet-12774	98	43	predicted	predict	VERB
cet-12774	98	44	value	value	NOUN
cet-12774	98	45	and	and	CCONJ
cet-12774	98	46	experiment	experiment	NOUN
cet-12774	98	47	data	datum	NOUN
cet-12774	98	48	(	(	PUNCT
cet-12774	98	49	a	a	DET
cet-12774	98	50	)	)	PUNCT
cet-12774	98	51	carbon	carbon	NOUN
cet-12774	98	52	gasification	gasification	NOUN
cet-12774	98	53	rate	rate	NOUN
cet-12774	98	54	;	;	PUNCT
cet-12774	98	55	(	(	PUNCT
cet-12774	98	56	b	b	X
cet-12774	98	57	)	)	PUNCT
cet-12774	98	58	hydrogen	hydrogen	NOUN
cet-12774	98	59	gasification	gasification	NOUN
cet-12774	98	60	rate	rate	NOUN
cet-12774	98	61	;	;	PUNCT
cet-12774	98	62	(	(	PUNCT
cet-12774	98	63	c	c	X
cet-12774	98	64	)	)	PUNCT
cet-12774	98	65	hydrogen	hydrogen	NOUN
cet-12774	98	66	yield	yield	NOUN
cet-12774	98	67	;	;	PUNCT
cet-12774	98	68	(	(	PUNCT
cet-12774	98	69	d	d	X
cet-12774	98	70	)	)	PUNCT
cet-12774	98	71	total	total	ADJ
cet-12774	98	72	gas	gas	NOUN
cet-12774	98	73	yield	yield	NOUN
cet-12774	98	74	3.4	3.4	NUM
cet-12774	98	75	results	result	NOUN
cet-12774	98	76	of	of	ADP
cet-12774	98	77	single	single	ADJ
cet-12774	98	78	hidden	hide	VERB
cet-12774	98	79	layer	layer	NOUN
cet-12774	98	80	model	model	NOUN
cet-12774	98	81	the	the	DET
cet-12774	98	82	prediction	prediction	NOUN
cet-12774	98	83	results	result	NOUN
cet-12774	98	84	of	of	ADP
cet-12774	98	85	hydrogen	hydrogen	NOUN
cet-12774	98	86	and	and	CCONJ
cet-12774	98	87	carbon	carbon	NOUN
cet-12774	98	88	dioxide	dioxide	NOUN
cet-12774	98	89	are	be	AUX
cet-12774	98	90	not	not	PART
cet-12774	98	91	ideal	ideal	ADJ
cet-12774	98	92	and	and	CCONJ
cet-12774	99	1	the	the	DET
cet-12774	99	2	loss	loss	NOUN
cet-12774	99	3	function	function	NOUN
cet-12774	99	4	values	value	NOUN
cet-12774	99	5	derived	derive	VERB
cet-12774	99	6	from	from	ADP
cet-12774	99	7	the	the	DET
cet-12774	99	8	program	program	NOUN
cet-12774	99	9	are	be	AUX
cet-12774	99	10	shown	show	VERB
cet-12774	99	11	in	in	ADP
cet-12774	99	12	table	table	NOUN
cet-12774	99	13	2	2	NUM
cet-12774	99	14	:	:	PUNCT
cet-12774	99	15	table	table	NOUN
cet-12774	99	16	2	2	NUM
cet-12774	99	17	:	:	PUNCT
cet-12774	99	18	loss	loss	NOUN
cet-12774	99	19	function	function	NOUN
cet-12774	99	20	values	value	NOUN
cet-12774	99	21	of	of	ADP
cet-12774	99	22	different	different	ADJ
cet-12774	99	23	gasification	gasification	NOUN
cet-12774	99	24	products	product	NOUN
cet-12774	99	25	carbon	carbon	NOUN
cet-12774	99	26	gasification	gasification	NOUN
cet-12774	99	27	rate	rate	NOUN
cet-12774	99	28	hydrogen	hydrogen	NOUN
cet-12774	99	29	gasification	gasification	NOUN
cet-12774	99	30	rate	rate	NOUN
cet-12774	99	31	hydrogen	hydrogen	NOUN
cet-12774	99	32	gas	gas	NOUN
cet-12774	99	33	yield	yield	NOUN
cet-12774	99	34	total	total	ADJ
cet-12774	99	35	gas	gas	NOUN
cet-12774	99	36	yield	yield	NOUN
cet-12774	99	37	mse	mse	NOUN
cet-12774	99	38	7.1355	7.1355	NUM
cet-12774	99	39	83.613	83.613	NUM
cet-12774	99	40	2.2155	2.2155	NUM
cet-12774	99	41	2.389	2.389	NUM
cet-12774	99	42	the	the	DET
cet-12774	99	43	loss	loss	NOUN
cet-12774	99	44	value	value	NOUN
cet-12774	99	45	of	of	ADP
cet-12774	99	46	hydrogen	hydrogen	NOUN
cet-12774	99	47	yield	yield	NOUN
cet-12774	99	48	in	in	ADP
cet-12774	99	49	loss	loss	NOUN
cet-12774	99	50	function	function	NOUN
cet-12774	99	51	is	be	AUX
cet-12774	99	52	2.2155	2.2155	NUM
cet-12774	99	53	,	,	PUNCT
cet-12774	99	54	and	and	CCONJ
cet-12774	99	55	the	the	DET
cet-12774	99	56	value	value	NOUN
cet-12774	99	57	calculated	calculate	VERB
cet-12774	99	58	by	by	ADP
cet-12774	99	59	predicted	predict	VERB
cet-12774	99	60	data	datum	NOUN
cet-12774	99	61	are	be	AUX
cet-12774	99	62	also	also	ADV
cet-12774	99	63	very	very	ADV
cet-12774	99	64	close	close	ADJ
cet-12774	99	65	.	.	PUNCT
cet-12774	100	1	because	because	SCONJ
cet-12774	100	2	the	the	DET
cet-12774	100	3	model	model	NOUN
cet-12774	100	4	runs	run	VERB
cet-12774	100	5	into	into	ADP
cet-12774	100	6	local	local	ADJ
cet-12774	100	7	optimisation	optimisation	NOUN
cet-12774	100	8	due	due	ADP
cet-12774	100	9	to	to	ADP
cet-12774	100	10	the	the	DET
cet-12774	100	11	high	high	ADJ
cet-12774	100	12	model	model	NOUN
cet-12774	100	13	complexity	complexity	NOUN
cet-12774	100	14	.	.	PUNCT
cet-12774	101	1	and	and	CCONJ
cet-12774	101	2	the	the	DET
cet-12774	101	3	constructed	construct	VERB
cet-12774	101	4	single	single	ADJ
cet-12774	101	5	hidden	hide	VERB
cet-12774	101	6	layer	layer	NOUN
cet-12774	101	7	neural	neural	ADJ
cet-12774	101	8	network	network	NOUN
cet-12774	101	9	is	be	AUX
cet-12774	101	10	used	use	VERB
cet-12774	101	11	to	to	PART
cet-12774	101	12	simplify	simplify	VERB
cet-12774	101	13	this	this	DET
cet-12774	101	14	model	model	NOUN
cet-12774	101	15	.	.	PUNCT
cet-12774	102	1	the	the	DET
cet-12774	102	2	prediction	prediction	NOUN
cet-12774	102	3	of	of	ADP
cet-12774	102	4	hydrogen	hydrogen	NOUN
cet-12774	102	5	yield	yield	NOUN
cet-12774	102	6	is	be	AUX
cet-12774	102	7	better	well	ADJ
cet-12774	102	8	than	than	ADP
cet-12774	102	9	that	that	PRON
cet-12774	102	10	in	in	ADP
cet-12774	102	11	a	a	DET
cet-12774	102	12	double	double	ADJ
cet-12774	102	13	hidden	hide	VERB
cet-12774	102	14	layer	layer	NOUN
cet-12774	102	15	.	.	PUNCT
cet-12774	103	1	compared	compare	VERB
cet-12774	103	2	with	with	ADP
cet-12774	103	3	the	the	DET
cet-12774	103	4	double	double	ADJ
cet-12774	103	5	hidden	hide	VERB
cet-12774	103	6	layer	layer	NOUN
cet-12774	103	7	model	model	NOUN
cet-12774	103	8	,	,	PUNCT
cet-12774	103	9	r2	r2	PROPN
cet-12774	103	10	in	in	ADP
cet-12774	103	11	a	a	DET
cet-12774	103	12	single	single	ADJ
cet-12774	103	13	hidden	hide	VERB
cet-12774	103	14	layer	layer	NOUN
cet-12774	103	15	model	model	NOUN
cet-12774	103	16	increased	increase	VERB
cet-12774	103	17	by	by	ADP
cet-12774	103	18	10	10	NUM
cet-12774	103	19	%	%	NOUN
cet-12774	103	20	and	and	CCONJ
cet-12774	103	21	it	it	PRON
cet-12774	103	22	is	be	AUX
cet-12774	103	23	0.85	0.85	NUM
cet-12774	103	24	.	.	PUNCT
cet-12774	104	1	rmse	rmse	PROPN
cet-12774	104	2	is	be	AUX
cet-12774	104	3	1.16	1.16	NUM
cet-12774	104	4	,	,	PUNCT
cet-12774	104	5	reduced	reduce	VERB
cet-12774	104	6	by	by	ADP
cet-12774	104	7	13	13	NUM
cet-12774	104	8	%	%	NOUN
cet-12774	104	9	.	.	PUNCT
cet-12774	105	1	mae	mae	PROPN
cet-12774	105	2	is	be	AUX
cet-12774	105	3	0.81	0.81	NUM
cet-12774	105	4	,	,	PUNCT
cet-12774	105	5	reduced	reduce	VERB
cet-12774	105	6	by	by	ADP
cet-12774	105	7	21	21	NUM
cet-12774	105	8	%	%	NOUN
cet-12774	105	9	.	.	PUNCT
cet-12774	106	1	1307	1307	NUM
cet-12774	106	2	0	0	NUM
cet-12774	106	3	2	2	NUM
cet-12774	106	4	4	4	NUM
cet-12774	106	5	6	6	NUM
cet-12774	106	6	8	8	NUM
cet-12774	106	7	10	10	NUM
cet-12774	106	8	12	12	NUM
cet-12774	106	9	0	0	NUM
cet-12774	106	10	2	2	NUM
cet-12774	106	11	4	4	NUM
cet-12774	106	12	6	6	NUM
cet-12774	106	13	8	8	NUM
cet-12774	106	14	10	10	NUM
cet-12774	106	15	12	12	NUM
cet-12774	106	16	cv:0.19	cv:0.19	NOUN
cet-12774	106	17	y	y	PROPN
cet-12774	106	18	=	=	PROPN
cet-12774	106	19	x	x	PROPN
cet-12774	106	20	rmse：1.16	rmse：1.16	PROPN
cet-12774	106	21	r2:0.85	r2:0.85	VERB
cet-12774	106	22	predictive	predictive	ADJ
cet-12774	106	23	value	value	NOUN
cet-12774	106	24	training	training	NOUN
cet-12774	106	25	value	value	NOUN
cet-12774	106	26	pr	pr	X
cet-12774	106	27	ed	ed	PROPN
cet-12774	106	28	ict	ict	PROPN
cet-12774	106	29	ed	ed	NOUN
cet-12774	106	30	v	v	PROPN
cet-12774	106	31	al	al	PROPN
cet-12774	106	32	ue	ue	PROPN
cet-12774	107	1	o	o	X
cet-12774	108	1	f	f	PROPN
cet-12774	108	2	h	h	NOUN
cet-12774	108	3	yd	yd	PROPN
cet-12774	108	4	ro	ro	PROPN
cet-12774	108	5	ge	ge	PROPN
cet-12774	108	6	n	n	PROPN
cet-12774	108	7	yie	yie	PROPN
cet-12774	108	8	ld	ld	PROPN
cet-12774	108	9	training	training	NOUN
cet-12774	108	10	value	value	NOUN
cet-12774	108	11	of	of	ADP
cet-12774	108	12	hydrogen	hydrogen	NOUN
cet-12774	108	13	yield	yield	NOUN
cet-12774	108	14	mae:0.81	mae:0.81	PROPN
cet-12774	108	15	(	(	PUNCT
cet-12774	108	16	a	a	X
cet-12774	108	17	)	)	PUNCT
cet-12774	108	18	0	0	NUM
cet-12774	108	19	2	2	NUM
cet-12774	108	20	4	4	NUM
cet-12774	108	21	6	6	NUM
cet-12774	108	22	8	8	NUM
cet-12774	108	23	10	10	NUM
cet-12774	108	24	0	0	NUM
cet-12774	108	25	2	2	NUM
cet-12774	108	26	4	4	NUM
cet-12774	108	27	6	6	NUM
cet-12774	108	28	8	8	NUM
cet-12774	108	29	10	10	NUM
cet-12774	109	1	cv:0.16	cv:0.16	PROPN
cet-12774	109	2	y	y	PROPN
cet-12774	109	3	=	=	ADJ
cet-12774	109	4	x	x	PROPN
cet-12774	109	5	rmse:0.96	rmse:0.96	PROPN
cet-12774	109	6	r2:0.83	r2:0.83	PRON
cet-12774	109	7	predictive	predictive	ADJ
cet-12774	109	8	value	value	NOUN
cet-12774	109	9	experimental	experimental	ADJ
cet-12774	109	10	data	datum	NOUN
cet-12774	109	11	pr	pr	INTJ
cet-12774	109	12	ed	ed	NOUN
cet-12774	109	13	ic	ic	PROPN
cet-12774	109	14	te	te	PROPN
cet-12774	109	15	d	d	PROPN
cet-12774	109	16	va	va	PROPN
cet-12774	109	17	lu	lu	PROPN
cet-12774	109	18	e	e	PROPN
cet-12774	109	19	of	of	ADP
cet-12774	109	20	h	h	PROPN
cet-12774	109	21	yd	yd	PROPN
cet-12774	109	22	ro	ro	PROPN
cet-12774	109	23	ge	ge	PROPN
cet-12774	110	1	n	n	PROPN
cet-12774	110	2	yi	yi	PROPN
cet-12774	111	1	el	el	PROPN
cet-12774	111	2	d	d	PROPN
cet-12774	111	3	experimental	experimental	ADJ
cet-12774	111	4	data	datum	NOUN
cet-12774	111	5	of	of	ADP
cet-12774	111	6	hydrogen	hydrogen	NOUN
cet-12774	111	7	yield	yield	NOUN
cet-12774	111	8	mae:0.69	mae:0.69	PROPN
cet-12774	111	9	(	(	PUNCT
cet-12774	111	10	b	b	NOUN
cet-12774	111	11	)	)	PUNCT
cet-12774	111	12	figure	figure	NOUN
cet-12774	111	13	4	4	NUM
cet-12774	111	14	:	:	PUNCT
cet-12774	111	15	correlation	correlation	NOUN
cet-12774	111	16	diagram	diagram	NOUN
cet-12774	111	17	of	of	ADP
cet-12774	111	18	single	single	ADJ
cet-12774	111	19	hidden	hide	VERB
cet-12774	111	20	layer	layer	NOUN
cet-12774	111	21	(	(	PUNCT
cet-12774	111	22	a	a	X
cet-12774	111	23	)	)	PUNCT
cet-12774	111	24	between	between	ADP
cet-12774	111	25	predict	predict	VERB
cet-12774	111	26	value	value	NOUN
cet-12774	111	27	and	and	CCONJ
cet-12774	111	28	training	training	NOUN
cet-12774	111	29	value	value	NOUN
cet-12774	111	30	;	;	PUNCT
cet-12774	111	31	(	(	PUNCT
cet-12774	111	32	b	b	X
cet-12774	111	33	)	)	PUNCT
cet-12774	111	34	between	between	ADP
cet-12774	111	35	predict	predict	VERB
cet-12774	111	36	value	value	NOUN
cet-12774	111	37	and	and	CCONJ
cet-12774	111	38	experimental	experimental	ADJ
cet-12774	111	39	data	datum	NOUN
cet-12774	111	40	4	4	NUM
cet-12774	111	41	.	.	PUNCT
cet-12774	112	1	conclusions	conclusion	NOUN
cet-12774	112	2	this	this	DET
cet-12774	112	3	paper	paper	NOUN
cet-12774	112	4	uses	use	VERB
cet-12774	112	5	the	the	DET
cet-12774	112	6	gasification	gasification	NOUN
cet-12774	112	7	data	datum	NOUN
cet-12774	112	8	as	as	ADP
cet-12774	112	9	a	a	DET
cet-12774	112	10	learning	learning	NOUN
cet-12774	112	11	sample	sample	NOUN
cet-12774	112	12	,	,	PUNCT
cet-12774	112	13	a	a	DET
cet-12774	112	14	gasification	gasification	NOUN
cet-12774	112	15	artificial	artificial	ADJ
cet-12774	112	16	neural	neural	ADJ
cet-12774	112	17	network	network	NOUN
cet-12774	112	18	model	model	NOUN
cet-12774	112	19	for	for	ADP
cet-12774	112	20	waste	waste	NOUN
cet-12774	112	21	circuit	circuit	NOUN
cet-12774	112	22	boards	board	NOUN
cet-12774	112	23	is	be	AUX
cet-12774	112	24	constructed	construct	VERB
cet-12774	112	25	.	.	PUNCT
cet-12774	113	1	this	this	DET
cet-12774	113	2	work	work	NOUN
cet-12774	113	3	aims	aim	VERB
cet-12774	113	4	to	to	PART
cet-12774	113	5	provide	provide	VERB
cet-12774	113	6	theoretical	theoretical	ADJ
cet-12774	113	7	guidance	guidance	NOUN
cet-12774	113	8	for	for	ADP
cet-12774	113	9	optimising	optimise	VERB
cet-12774	113	10	reactor	reactor	NOUN
cet-12774	113	11	design	design	NOUN
cet-12774	113	12	and	and	CCONJ
cet-12774	113	13	scale	scale	NOUN
cet-12774	113	14	-	-	PUNCT
cet-12774	113	15	up	up	NOUN
cet-12774	113	16	.	.	PUNCT
cet-12774	114	1	compared	compare	VERB
cet-12774	114	2	with	with	ADP
cet-12774	114	3	the	the	DET
cet-12774	114	4	traditional	traditional	ADJ
cet-12774	114	5	model	model	NOUN
cet-12774	114	6	,	,	PUNCT
cet-12774	114	7	this	this	DET
cet-12774	114	8	model	model	NOUN
cet-12774	114	9	has	have	VERB
cet-12774	114	10	good	good	ADJ
cet-12774	114	11	performance	performance	NOUN
cet-12774	114	12	,	,	PUNCT
cet-12774	114	13	including	include	VERB
cet-12774	114	14	accuracy	accuracy	NOUN
cet-12774	114	15	and	and	CCONJ
cet-12774	114	16	generality	generality	NOUN
cet-12774	114	17	,	,	PUNCT
cet-12774	114	18	and	and	CCONJ
cet-12774	114	19	it	it	PRON
cet-12774	114	20	can	can	AUX
cet-12774	114	21	calculate	calculate	VERB
cet-12774	114	22	fast	fast	ADV
cet-12774	114	23	with	with	ADP
cet-12774	114	24	relu	relu	NOUN
cet-12774	114	25	activation	activation	NOUN
cet-12774	114	26	function	function	NOUN
cet-12774	114	27	.	.	PUNCT
cet-12774	115	1	the	the	DET
cet-12774	115	2	simulation	simulation	NOUN
cet-12774	115	3	results	result	NOUN
cet-12774	115	4	of	of	ADP
cet-12774	115	5	the	the	DET
cet-12774	115	6	proposed	propose	VERB
cet-12774	115	7	neural	neural	ADJ
cet-12774	115	8	network	network	NOUN
cet-12774	115	9	model	model	NOUN
cet-12774	115	10	are	be	AUX
cet-12774	115	11	in	in	ADP
cet-12774	115	12	good	good	ADJ
cet-12774	115	13	agreement	agreement	NOUN
cet-12774	115	14	with	with	ADP
cet-12774	115	15	the	the	DET
cet-12774	115	16	experimental	experimental	ADJ
cet-12774	115	17	data	datum	NOUN
cet-12774	115	18	,	,	PUNCT
cet-12774	115	19	as	as	SCONJ
cet-12774	115	20	follows	follow	VERB
cet-12774	115	21	:	:	PUNCT
cet-12774	115	22	1	1	X
cet-12774	115	23	.	.	X
cet-12774	115	24	a	a	DET
cet-12774	115	25	double	double	ADJ
cet-12774	115	26	hidden	hide	VERB
cet-12774	115	27	layer	layer	NOUN
cet-12774	115	28	neural	neural	ADJ
cet-12774	115	29	network	network	NOUN
cet-12774	115	30	model	model	NOUN
cet-12774	115	31	is	be	AUX
cet-12774	115	32	suitable	suitable	ADJ
cet-12774	115	33	for	for	ADP
cet-12774	115	34	the	the	DET
cet-12774	115	35	prediction	prediction	NOUN
cet-12774	115	36	and	and	CCONJ
cet-12774	115	37	analysis	analysis	NOUN
cet-12774	115	38	of	of	ADP
cet-12774	115	39	the	the	DET
cet-12774	115	40	conversion	conversion	NOUN
cet-12774	115	41	rates	rate	NOUN
cet-12774	115	42	of	of	ADP
cet-12774	115	43	carbon	carbon	NOUN
cet-12774	115	44	and	and	CCONJ
cet-12774	115	45	hydrogen	hydrogen	NOUN
cet-12774	115	46	.	.	PUNCT
cet-12774	116	1	and	and	CCONJ
cet-12774	116	2	the	the	DET
cet-12774	116	3	prediction	prediction	NOUN
cet-12774	116	4	of	of	ADP
cet-12774	116	5	total	total	ADJ
cet-12774	116	6	gas	gas	NOUN
cet-12774	116	7	yield	yield	NOUN
cet-12774	116	8	can	can	AUX
cet-12774	116	9	reach	reach	VERB
cet-12774	116	10	high	high	ADJ
cet-12774	116	11	accuracy	accuracy	NOUN
cet-12774	116	12	.	.	PUNCT
cet-12774	117	1	2	2	X
cet-12774	117	2	.	.	X
cet-12774	117	3	the	the	DET
cet-12774	117	4	prediction	prediction	NOUN
cet-12774	117	5	of	of	ADP
cet-12774	117	6	the	the	DET
cet-12774	117	7	hydrogen	hydrogen	NOUN
cet-12774	117	8	yield	yield	NOUN
cet-12774	117	9	is	be	AUX
cet-12774	117	10	not	not	PART
cet-12774	117	11	as	as	ADV
cet-12774	117	12	accurate	accurate	ADJ
cet-12774	117	13	as	as	ADP
cet-12774	117	14	that	that	PRON
cet-12774	117	15	of	of	ADP
cet-12774	117	16	other	other	ADJ
cet-12774	117	17	variables	variable	NOUN
cet-12774	117	18	due	due	ADJ
cet-12774	117	19	to	to	ADP
cet-12774	117	20	local	local	ADJ
cet-12774	117	21	optimisation	optimisation	NOUN
cet-12774	117	22	,	,	PUNCT
cet-12774	117	23	whose	whose	DET
cet-12774	117	24	r2	r2	NOUN
cet-12774	117	25	is	be	AUX
cet-12774	117	26	0.76	0.76	NUM
cet-12774	117	27	,	,	PUNCT
cet-12774	117	28	rmse	rmse	NOUN
cet-12774	117	29	is	be	AUX
cet-12774	117	30	1.47	1.47	NUM
cet-12774	117	31	and	and	CCONJ
cet-12774	117	32	mae	mae	PROPN
cet-12774	117	33	is	be	AUX
cet-12774	117	34	1.13	1.13	NUM
cet-12774	117	35	.	.	PUNCT
cet-12774	118	1	3	3	NUM
cet-12774	118	2	.	.	X
cet-12774	118	3	a	a	DET
cet-12774	118	4	single	single	ADJ
cet-12774	118	5	hidden	hide	VERB
cet-12774	118	6	layer	layer	NOUN
cet-12774	118	7	neural	neural	ADJ
cet-12774	118	8	network	network	NOUN
cet-12774	118	9	model	model	NOUN
cet-12774	118	10	is	be	AUX
cet-12774	118	11	used	use	VERB
cet-12774	118	12	for	for	ADP
cet-12774	118	13	the	the	DET
cet-12774	118	14	prediction	prediction	NOUN
cet-12774	118	15	of	of	ADP
cet-12774	118	16	hydrogen	hydrogen	NOUN
cet-12774	118	17	yield	yield	NOUN
cet-12774	118	18	.	.	PUNCT
cet-12774	119	1	r2	r2	PROPN
cet-12774	119	2	is	be	AUX
cet-12774	119	3	0.85	0.85	NUM
cet-12774	119	4	rmse	rmse	NOUN
cet-12774	119	5	is	be	AUX
cet-12774	119	6	1.16	1.16	NUM
cet-12774	119	7	,	,	PUNCT
cet-12774	119	8	and	and	CCONJ
cet-12774	119	9	mae	mae	PROPN
cet-12774	119	10	is	be	AUX
cet-12774	119	11	0.81	0.81	NUM
cet-12774	119	12	.	.	PUNCT
cet-12774	120	1	however	however	ADV
cet-12774	120	2	,	,	PUNCT
cet-12774	120	3	intermediates	intermediate	NOUN
cet-12774	120	4	are	be	AUX
cet-12774	120	5	not	not	PART
cet-12774	120	6	considered	consider	VERB
cet-12774	120	7	in	in	ADP
cet-12774	120	8	this	this	DET
cet-12774	120	9	paper	paper	NOUN
cet-12774	120	10	and	and	CCONJ
cet-12774	120	11	the	the	DET
cet-12774	120	12	process	process	NOUN
cet-12774	120	13	of	of	ADP
cet-12774	120	14	gasification	gasification	NOUN
cet-12774	120	15	is	be	AUX
cet-12774	120	16	out	out	ADP
cet-12774	120	17	of	of	ADP
cet-12774	120	18	sight	sight	NOUN
cet-12774	120	19	.	.	PUNCT
cet-12774	121	1	in	in	ADP
cet-12774	121	2	future	future	ADJ
cet-12774	121	3	work	work	NOUN
cet-12774	121	4	,	,	PUNCT
cet-12774	121	5	a	a	DET
cet-12774	121	6	more	more	ADV
cet-12774	121	7	comprehensive	comprehensive	ADJ
cet-12774	121	8	model	model	NOUN
cet-12774	121	9	will	will	AUX
cet-12774	121	10	be	be	AUX
cet-12774	121	11	established	establish	VERB
cet-12774	121	12	with	with	ADP
cet-12774	121	13	intermediate	intermediate	ADJ
cet-12774	121	14	reactions	reaction	NOUN
cet-12774	121	15	so	so	SCONJ
cet-12774	121	16	that	that	SCONJ
cet-12774	121	17	intermediates	intermediate	NOUN
cet-12774	121	18	can	can	AUX
cet-12774	121	19	be	be	AUX
cet-12774	121	20	considered	consider	VERB
cet-12774	121	21	.	.	PUNCT
cet-12774	122	1	acknowledgements	acknowledgement	NOUN
cet-12774	122	2	this	this	DET
cet-12774	122	3	work	work	NOUN
cet-12774	122	4	is	be	AUX
cet-12774	122	5	supported	support	VERB
cet-12774	122	6	by	by	ADP
cet-12774	122	7	the	the	DET
cet-12774	122	8	basic	basic	ADJ
cet-12774	122	9	science	science	NOUN
cet-12774	122	10	center	center	NOUN
cet-12774	122	11	program	program	NOUN
cet-12774	122	12	for	for	ADP
cet-12774	122	13	ordered	order	VERB
cet-12774	122	14	energy	energy	NOUN
cet-12774	122	15	conversion	conversion	NOUN
cet-12774	122	16	of	of	ADP
cet-12774	122	17	the	the	DET
cet-12774	122	18	national	national	ADJ
cet-12774	122	19	natural	natural	PROPN
cet-12774	122	20	science	science	PROPN
cet-12774	122	21	foundation	foundation	PROPN
cet-12774	122	22	of	of	ADP
cet-12774	122	23	china	china	PROPN
cet-12774	122	24	(	(	PUNCT
cet-12774	122	25	no.51888103	no.51888103	PROPN
cet-12774	122	26	)	)	PUNCT
cet-12774	122	27	.	.	PUNCT
cet-12774	123	1	references	reference	NOUN
cet-12774	123	2	ertuğrul	ertuğrul	PROPN
cet-12774	123	3	ö.f	ö.f	PROPN
cet-12774	123	4	.	.	PROPN
cet-12774	123	5	,	,	PUNCT
cet-12774	123	6	2018	2018	NUM
cet-12774	123	7	,	,	PUNCT
cet-12774	123	8	a	a	DET
cet-12774	123	9	novel	novel	ADJ
cet-12774	123	10	type	type	NOUN
cet-12774	123	11	of	of	ADP
cet-12774	123	12	activation	activation	NOUN
cet-12774	123	13	function	function	NOUN
cet-12774	123	14	in	in	ADP
cet-12774	123	15	artificial	artificial	ADJ
cet-12774	123	16	neural	neural	ADJ
cet-12774	123	17	networks	network	NOUN
cet-12774	123	18	:	:	PUNCT
cet-12774	123	19	trained	train	VERB
cet-12774	123	20	activation	activation	NOUN
cet-12774	123	21	function	function	NOUN
cet-12774	123	22	,	,	PUNCT
cet-12774	123	23	neural	neural	ADJ
cet-12774	123	24	networks	network	NOUN
cet-12774	123	25	,	,	PUNCT
cet-12774	123	26	99	99	NUM
cet-12774	123	27	,	,	PUNCT
cet-12774	123	28	148	148	NUM
cet-12774	123	29	-	-	SYM
cet-12774	123	30	157	157	NUM
cet-12774	123	31	.	.	PUNCT
cet-12774	124	1	haq	haq	PROPN
cet-12774	124	2	z.	z.	PROPN
cet-12774	124	3	u.	u.	PROPN
cet-12774	124	4	,	,	PUNCT
cet-12774	124	5	ullah	ullah	PROPN
cet-12774	124	6	h.	h.	PROPN
cet-12774	124	7	,	,	PUNCT
cet-12774	124	8	khan	khan	PROPN
cet-12774	124	9	m.	m.	PROPN
cet-12774	124	10	n.	n.	PROPN
cet-12774	124	11	a.	a.	PROPN
cet-12774	124	12	,	,	PUNCT
cet-12774	124	13	naqvi	naqvi	PROPN
cet-12774	124	14	s.	s.	PROPN
cet-12774	124	15	r.	r.	PROPN
cet-12774	124	16	and	and	CCONJ
cet-12774	124	17	ahsan	ahsan	PROPN
cet-12774	124	18	m.	m.	NOUN
cet-12774	124	19	,	,	PUNCT
cet-12774	124	20	2022	2022	NUM
cet-12774	124	21	,	,	PUNCT
cet-12774	124	22	hydrogen	hydrogen	NOUN
cet-12774	124	23	production	production	NOUN
cet-12774	124	24	optimization	optimization	NOUN
cet-12774	124	25	from	from	ADP
cet-12774	124	26	sewage	sewage	NOUN
cet-12774	124	27	sludge	sludge	NOUN
cet-12774	124	28	supercritical	supercritical	ADJ
cet-12774	124	29	gasification	gasification	NOUN
cet-12774	124	30	process	process	NOUN
cet-12774	124	31	using	use	VERB
cet-12774	124	32	machine	machine	NOUN
cet-12774	124	33	learning	learning	NOUN
cet-12774	124	34	methods	method	NOUN
cet-12774	124	35	integrated	integrate	VERB
cet-12774	124	36	with	with	ADP
cet-12774	124	37	genetic	genetic	ADJ
cet-12774	124	38	algorithm	algorithm	NOUN
cet-12774	124	39	,	,	PUNCT
cet-12774	124	40	chemical	chemical	NOUN
cet-12774	124	41	engineering	engineering	NOUN
cet-12774	124	42	research	research	NOUN
cet-12774	124	43	and	and	CCONJ
cet-12774	124	44	design	design	NOUN
cet-12774	124	45	,	,	PUNCT
cet-12774	124	46	184	184	NUM
cet-12774	124	47	,	,	PUNCT
cet-12774	124	48	614	614	NUM
cet-12774	124	49	-	-	SYM
cet-12774	124	50	626	626	NUM
cet-12774	124	51	pesch	pesch	PROPN
cet-12774	124	52	i.	i.	PROPN
cet-12774	124	53	s.	s.	PROPN
cet-12774	124	54	,	,	PUNCT
cet-12774	124	55	bestelink	bestelink	VERB
cet-12774	124	56	e.	e.	PROPN
cet-12774	124	57	,	,	PUNCT
cet-12774	124	58	sagazan	sagazan	PROPN
cet-12774	124	59	o.	o.	PROPN
cet-12774	124	60	de	de	PROPN
cet-12774	124	61	,	,	PUNCT
cet-12774	124	62	mehonic	mehonic	ADJ
cet-12774	124	63	a.	a.	NOUN
cet-12774	124	64	,	,	PUNCT
cet-12774	124	65	sporea	sporea	PROPN
cet-12774	125	1	r.a	r.a	PROPN
cet-12774	125	2	.	.	PROPN
cet-12774	125	3	,	,	PUNCT
cet-12774	125	4	2022	2022	NUM
cet-12774	125	5	,	,	PUNCT
cet-12774	125	6	multimodal	multimodal	NOUN
cet-12774	125	7	transistors	transistor	NOUN
cet-12774	125	8	as	as	ADP
cet-12774	125	9	relu	relu	NOUN
cet-12774	125	10	activation	activation	NOUN
cet-12774	125	11	functions	function	NOUN
cet-12774	125	12	in	in	ADP
cet-12774	125	13	physical	physical	ADJ
cet-12774	125	14	neural	neural	ADJ
cet-12774	125	15	network	network	NOUN
cet-12774	125	16	classifiers	classifier	NOUN
cet-12774	125	17	,	,	PUNCT
cet-12774	125	18	scientific	scientific	ADJ
cet-12774	125	19	reports	report	NOUN
cet-12774	125	20	,	,	PUNCT
cet-12774	125	21	12	12	NUM
cet-12774	125	22	,	,	PUNCT
cet-12774	125	23	670	670	NUM
cet-12774	125	24	.	.	PUNCT
cet-12774	125	25	shenbagaraj	shenbagaraj	PROPN
cet-12774	125	26	s.	s.	PROPN
cet-12774	125	27	,	,	PUNCT
cet-12774	125	28	sharma	sharma	PROPN
cet-12774	125	29	p.	p.	PROPN
cet-12774	125	30	k.	k.	PROPN
cet-12774	125	31	,	,	PUNCT
cet-12774	125	32	sharma	sharma	PROPN
cet-12774	125	33	a.	a.	PROPN
cet-12774	125	34	k.	k.	PROPN
cet-12774	125	35	,	,	PUNCT
cet-12774	125	36	raghav	raghav	PROPN
cet-12774	125	37	g.	g.	PROPN
cet-12774	125	38	,	,	PUNCT
cet-12774	125	39	kota	kota	PROPN
cet-12774	125	40	k.	k.	PROPN
cet-12774	125	41	b.	b.	PROPN
cet-12774	125	42	and	and	CCONJ
cet-12774	125	43	ashokkumar	ashokkumar	PROPN
cet-12774	125	44	v.	v.	PROPN
cet-12774	125	45	,	,	PUNCT
cet-12774	125	46	2021	2021	NUM
cet-12774	125	47	,	,	PUNCT
cet-12774	125	48	gasification	gasification	NOUN
cet-12774	125	49	of	of	ADP
cet-12774	125	50	food	food	NOUN
cet-12774	125	51	waste	waste	NOUN
cet-12774	125	52	in	in	ADP
cet-12774	125	53	supercritical	supercritical	ADJ
cet-12774	125	54	water	water	NOUN
cet-12774	125	55	:	:	PUNCT
cet-12774	125	56	an	an	DET
cet-12774	125	57	innovative	innovative	ADJ
cet-12774	125	58	synthesis	synthesis	NOUN
cet-12774	125	59	gas	gas	NOUN
cet-12774	125	60	composition	composition	NOUN
cet-12774	125	61	prediction	prediction	NOUN
cet-12774	125	62	model	model	NOUN
cet-12774	125	63	based	base	VERB
cet-12774	125	64	on	on	ADP
cet-12774	125	65	artificial	artificial	ADJ
cet-12774	125	66	neural	neural	ADJ
cet-12774	125	67	networks	network	NOUN
cet-12774	125	68	,	,	PUNCT
cet-12774	125	69	international	international	ADJ
cet-12774	125	70	journal	journal	NOUN
cet-12774	125	71	of	of	ADP
cet-12774	125	72	hydrogen	hydrogen	NOUN
cet-12774	125	73	energy	energy	NOUN
cet-12774	125	74	,	,	PUNCT
cet-12774	125	75	vol	vol	NOUN
cet-12774	125	76	46	46	NUM
cet-12774	125	77	,	,	PUNCT
cet-12774	125	78	24	24	NUM
cet-12774	125	79	,	,	PUNCT
cet-12774	125	80	12739	12739	NUM
cet-12774	125	81	-	-	SYM
cet-12774	125	82	12757	12757	NUM
cet-12774	125	83	zhao	zhao	PROPN
cet-12774	125	84	s.	s.	PROPN
cet-12774	125	85	,	,	PUNCT
cet-12774	125	86	li	li	PROPN
cet-12774	125	87	j.	j.	PROPN
cet-12774	125	88	,	,	PUNCT
cet-12774	125	89	chen	chen	PROPN
cet-12774	125	90	c.	c.	PROPN
cet-12774	125	91	,	,	PUNCT
cet-12774	125	92	yan	yan	PROPN
cet-12774	125	93	b.	b.	PROPN
cet-12774	125	94	,	,	PUNCT
cet-12774	125	95	tao	tao	PROPN
cet-12774	125	96	j.	j.	PROPN
cet-12774	125	97	,	,	PUNCT
cet-12774	125	98	chen	chen	PROPN
cet-12774	125	99	g.	g.	PROPN
cet-12774	125	100	,	,	PUNCT
cet-12774	125	101	2021	2021	NUM
cet-12774	125	102	,	,	PUNCT
cet-12774	125	103	interpretable	interpretable	ADJ
cet-12774	125	104	machine	machine	NOUN
cet-12774	125	105	learning	learning	NOUN
cet-12774	125	106	for	for	ADP
cet-12774	125	107	predicting	predict	VERB
cet-12774	125	108	and	and	CCONJ
cet-12774	125	109	evaluating	evaluate	VERB
cet-12774	125	110	hydrogen	hydrogen	NOUN
cet-12774	125	111	production	production	NOUN
cet-12774	125	112	via	via	ADP
cet-12774	125	113	supercritical	supercritical	ADJ
cet-12774	125	114	water	water	NOUN
cet-12774	125	115	gasification	gasification	NOUN
cet-12774	125	116	of	of	ADP
cet-12774	125	117	biomass	biomass	NOUN
cet-12774	125	118	,	,	PUNCT
cet-12774	125	119	journal	journal	NOUN
cet-12774	125	120	of	of	ADP
cet-12774	125	121	cleaner	clean	ADJ
cet-12774	125	122	production	production	NOUN
cet-12774	125	123	,	,	PUNCT
cet-12774	125	124	316	316	NUM
cet-12774	125	125	,	,	PUNCT
cet-12774	125	126	128244	128244	NUM
cet-12774	125	127	.	.	PUNCT
cet-12774	126	1	zhu	zhu	PROPN
cet-12774	126	2	l.	l.	PROPN
cet-12774	126	3	,	,	PUNCT
cet-12774	126	4	tang	tang	PROPN
cet-12774	126	5	j.	j.	PROPN
cet-12774	126	6	,	,	PUNCT
cet-12774	126	7	luo	luo	PROPN
cet-12774	126	8	z.	z.	PROPN
cet-12774	126	9	,	,	PUNCT
cet-12774	126	10	2020	2020	NUM
cet-12774	126	11	,	,	PUNCT
cet-12774	126	12	machine	machine	NOUN
cet-12774	126	13	learning	learn	VERB
cet-12774	126	14	to	to	PART
cet-12774	126	15	assist	assist	VERB
cet-12774	126	16	filtered	filter	VERB
cet-12774	126	17	two	two	NUM
cet-12774	126	18	-	-	PUNCT
cet-12774	126	19	fluid	fluid	NOUN
cet-12774	126	20	model	model	NOUN
cet-12774	126	21	development	development	NOUN
cet-12774	126	22	for	for	ADP
cet-12774	126	23	dense	dense	ADJ
cet-12774	126	24	gas	gas	NOUN
cet-12774	126	25	–	–	PUNCT
cet-12774	126	26	particle	particle	NOUN
cet-12774	126	27	flows	flow	NOUN
cet-12774	126	28	,	,	PUNCT
cet-12774	126	29	aiche	aiche	PROPN
cet-12774	126	30	journal	journal	PROPN
cet-12774	126	31	,	,	PUNCT
cet-12774	126	32	66	66	NUM
cet-12774	126	33	,	,	PUNCT
cet-12774	126	34	e16973	e16973	NOUN
cet-12774	126	35	.	.	PUNCT
cet-12774	127	1	1308	1308	NUM
cet-12774	127	2	pres22_0508.pdf	pres22_0508.pdf	PRON
cet-12774	127	3	artificial	artificial	ADJ
cet-12774	127	4	neural	neural	ADJ
cet-12774	127	5	network	network	NOUN
cet-12774	127	6	prediction	prediction	NOUN
cet-12774	127	7	model	model	NOUN
cet-12774	127	8	for	for	ADP
cet-12774	127	9	supercritical	supercritical	ADJ
cet-12774	127	10	water	water	NOUN
cet-12774	127	11	gasification	gasification	NOUN
cet-12774	127	12	data	datum	NOUN
cet-12774	127	13	of	of	ADP
cet-12774	127	14	discarded	discard	VERB
cet-12774	127	15	circuit	circuit	NOUN
cet-12774	127	16	boards	board	NOUN