id	sid	tid	token	lemma	pos
cet-15615	1	1	doi	doi	NOUN
cet-15615	1	2	:	:	PUNCT
cet-15615	1	3	10.3303	10.3303	NUM
cet-15615	1	4	/	/	SYM
cet-15615	1	5	cet25119084	cet25119084	NOUN
cet-15615	1	6	paper	paper	NOUN
cet-15615	1	7	received	receive	VERB
cet-15615	1	8	:	:	PUNCT
cet-15615	1	9	11	11	NUM
cet-15615	1	10	june	june	PROPN
cet-15615	1	11	2025	2025	NUM
cet-15615	1	12	;	;	PUNCT
cet-15615	1	13	revised	revise	VERB
cet-15615	1	14	:	:	PUNCT
cet-15615	1	15	11	11	NUM
cet-15615	1	16	july	july	NOUN
cet-15615	1	17	2025	2025	NUM
cet-15615	1	18	;	;	PUNCT
cet-15615	1	19	accepted	accept	VERB
cet-15615	1	20	:	:	PUNCT
cet-15615	1	21	30	30	NUM
cet-15615	1	22	october	october	NOUN
cet-15615	1	23	2025	2025	NUM
cet-15615	1	24	please	please	INTJ
cet-15615	1	25	cite	cite	VERB
cet-15615	1	26	this	this	DET
cet-15615	1	27	article	article	NOUN
cet-15615	1	28	as	as	ADP
cet-15615	1	29	:	:	PUNCT
cet-15615	1	30	coppola	coppola	PROPN
cet-15615	1	31	a.	a.	PROPN
cet-15615	1	32	,	,	PUNCT
cet-15615	1	33	pascarella	pascarella	VERB
cet-15615	1	34	a.e	a.e	PROPN
cet-15615	1	35	.	.	PROPN
cet-15615	1	36	,	,	PUNCT
cet-15615	1	37	marrone	marrone	PROPN
cet-15615	1	38	s.	s.	PROPN
cet-15615	1	39	,	,	PUNCT
cet-15615	1	40	chirone	chirone	PROPN
cet-15615	1	41	r.	r.	PROPN
cet-15615	1	42	,	,	PUNCT
cet-15615	1	43	sansone	sansone	PROPN
cet-15615	1	44	c.	c.	PROPN
cet-15615	1	45	,	,	PUNCT
cet-15615	1	46	salatino	salatino	PROPN
cet-15615	1	47	p.	p.	PROPN
cet-15615	1	48	,	,	PUNCT
cet-15615	1	49	2025	2025	NUM
cet-15615	1	50	,	,	PUNCT
cet-15615	1	51	predicting	predict	VERB
cet-15615	1	52	bio	bio	NOUN
cet-15615	1	53	-	-	ADJ
cet-15615	1	54	oil	oil	NOUN
cet-15615	1	55	yield	yield	NOUN
cet-15615	1	56	from	from	ADP
cet-15615	1	57	biomass	biomass	NOUN
cet-15615	1	58	pyrolysis	pyrolysis	NOUN
cet-15615	1	59	using	use	VERB
cet-15615	1	60	machine	machine	NOUN
cet-15615	1	61	learning	learning	NOUN
cet-15615	1	62	-	-	PUNCT
cet-15615	1	63	based	base	VERB
cet-15615	1	64	tools	tool	NOUN
cet-15615	1	65	,	,	PUNCT
cet-15615	1	66	chemical	chemical	ADJ
cet-15615	1	67	engineering	engineering	NOUN
cet-15615	1	68	transactions	transaction	NOUN
cet-15615	1	69	,	,	PUNCT
cet-15615	1	70	119	119	NUM
cet-15615	1	71	,	,	PUNCT
cet-15615	1	72	499	499	NUM
cet-15615	1	73	-	-	SYM
cet-15615	1	74	504	504	NUM
cet-15615	1	75	doi:10.3303	doi:10.3303	NOUN
cet-15615	1	76	/	/	SYM
cet-15615	1	77	cet25119084	cet25119084	NOUN
cet-15615	1	78	chemical	chemical	PROPN
cet-15615	1	79	engineering	engineering	NOUN
cet-15615	1	80	transactions	transaction	NOUN
cet-15615	1	81	vol	vol	NOUN
cet-15615	1	82	.	.	PUNCT
cet-15615	2	1	119	119	NUM
cet-15615	2	2	,	,	PUNCT
cet-15615	2	3	2025	2025	NUM
cet-15615	2	4	a	a	DET
cet-15615	2	5	publication	publication	NOUN
cet-15615	2	6	of	of	ADP
cet-15615	2	7	the	the	DET
cet-15615	2	8	italian	italian	ADJ
cet-15615	2	9	association	association	NOUN
cet-15615	2	10	of	of	ADP
cet-15615	2	11	chemical	chemical	PROPN
cet-15615	2	12	engineering	engineering	NOUN
cet-15615	2	13	online	online	ADV
cet-15615	2	14	at	at	ADP
cet-15615	2	15	www.cetjournal.it	www.cetjournal.it	PROPN
cet-15615	2	16	guest	guest	NOUN
cet-15615	2	17	editors	editor	NOUN
cet-15615	2	18	:	:	PUNCT
cet-15615	2	19	david	david	PROPN
cet-15615	2	20	bogle	bogle	PROPN
cet-15615	2	21	,	,	PUNCT
cet-15615	2	22	flavio	flavio	PROPN
cet-15615	2	23	manenti	manenti	PROPN
cet-15615	2	24	,	,	PUNCT
cet-15615	2	25	piero	piero	PROPN
cet-15615	2	26	salatino	salatino	PROPN
cet-15615	2	27	copyright	copyright	NOUN
cet-15615	3	1	©	©	PROPN
cet-15615	3	2	2025	2025	NUM
cet-15615	3	3	,	,	PUNCT
cet-15615	3	4	aidic	aidic	ADJ
cet-15615	3	5	servizi	servizi	PROPN
cet-15615	3	6	s.r.l	s.r.l	NOUN
cet-15615	3	7	.	.	PUNCT
cet-15615	4	1	isbn	isbn	PROPN
cet-15615	4	2	979	979	NUM
cet-15615	4	3	-	-	SYM
cet-15615	4	4	12	12	NUM
cet-15615	4	5	-	-	PUNCT
cet-15615	4	6	81206	81206	NUM
cet-15615	4	7	-	-	PUNCT
cet-15615	4	8	20	20	NUM
cet-15615	4	9	-	-	SYM
cet-15615	4	10	5	5	NUM
cet-15615	4	11	;	;	PUNCT
cet-15615	4	12	issn	issn	PROPN
cet-15615	4	13	2283	2283	NUM
cet-15615	4	14	-	-	SYM
cet-15615	4	15	9216	9216	NUM
cet-15615	4	16	predicting	predict	VERB
cet-15615	4	17	bio	bio	NOUN
cet-15615	4	18	-	-	ADJ
cet-15615	4	19	oil	oil	NOUN
cet-15615	4	20	yield	yield	NOUN
cet-15615	4	21	from	from	ADP
cet-15615	4	22	biomass	biomass	NOUN
cet-15615	4	23	pyrolysis	pyrolysis	NOUN
cet-15615	4	24	using	use	VERB
cet-15615	4	25	machine	machine	NOUN
cet-15615	4	26	learning	learning	NOUN
cet-15615	4	27	-	-	PUNCT
cet-15615	4	28	based	base	VERB
cet-15615	4	29	tools	tool	NOUN
cet-15615	4	30	antonio	antonio	PROPN
cet-15615	4	31	coppolaa	coppolaa	PROPN
cet-15615	4	32	*	*	PROPN
cet-15615	4	33	,	,	PUNCT
cet-15615	4	34	antonio	antonio	PROPN
cet-15615	4	35	elia	elia	PROPN
cet-15615	4	36	pascarellab	pascarellab	PROPN
cet-15615	4	37	,	,	PUNCT
cet-15615	4	38	stefano	stefano	PROPN
cet-15615	4	39	marroneb	marroneb	PROPN
cet-15615	4	40	,	,	PUNCT
cet-15615	4	41	roberto	roberto	PROPN
cet-15615	4	42	chironec	chironec	PROPN
cet-15615	4	43	,	,	PUNCT
cet-15615	4	44	carlo	carlo	NOUN
cet-15615	4	45	sansoneb	sansoneb	PROPN
cet-15615	4	46	,	,	PUNCT
cet-15615	4	47	piero	piero	NOUN
cet-15615	4	48	salatinoc	salatinoc	NOUN
cet-15615	4	49	a	a	DET
cet-15615	4	50	stems	stem	NOUN
cet-15615	4	51	,	,	PUNCT
cet-15615	4	52	consiglio	consiglio	PROPN
cet-15615	4	53	nazionale	nazionale	PROPN
cet-15615	4	54	delle	delle	PROPN
cet-15615	4	55	ricerche	ricerche	PROPN
cet-15615	4	56	,	,	PUNCT
cet-15615	4	57	80125	80125	NUM
cet-15615	4	58	napoli	napoli	PROPN
cet-15615	4	59	,	,	PUNCT
cet-15615	4	60	italy	italy	PROPN
cet-15615	4	61	b	b	PROPN
cet-15615	4	62	dieti	dieti	PROPN
cet-15615	4	63	,	,	PUNCT
cet-15615	4	64	università	università	PROPN
cet-15615	4	65	degli	degli	PROPN
cet-15615	4	66	studi	studi	PROPN
cet-15615	4	67	di	di	PROPN
cet-15615	4	68	napoli	napoli	PROPN
cet-15615	4	69	federico	federico	PROPN
cet-15615	4	70	ii	ii	PROPN
cet-15615	4	71	,	,	PUNCT
cet-15615	4	72	80125	80125	NUM
cet-15615	4	73	napoli	napoli	PROPN
cet-15615	4	74	,	,	PUNCT
cet-15615	4	75	italy	italy	PROPN
cet-15615	4	76	c	c	PROPN
cet-15615	4	77	dicmapi	dicmapi	ADV
cet-15615	4	78	,	,	PUNCT
cet-15615	4	79	università	università	PROPN
cet-15615	4	80	degli	degli	PROPN
cet-15615	4	81	studi	studi	PROPN
cet-15615	4	82	di	di	PROPN
cet-15615	4	83	napoli	napoli	PROPN
cet-15615	4	84	federico	federico	PROPN
cet-15615	4	85	ii	ii	PROPN
cet-15615	4	86	,	,	PUNCT
cet-15615	4	87	80125	80125	NUM
cet-15615	4	88	napoli	napoli	PROPN
cet-15615	4	89	,	,	PUNCT
cet-15615	4	90	italy	italy	PROPN
cet-15615	4	91	antonio.coppola@stems.cnr.it	antonio.coppola@stems.cnr.it	NOUN
cet-15615	4	92	biomass	biomass	NOUN
cet-15615	4	93	pyrolysis	pyrolysis	NOUN
cet-15615	4	94	involves	involve	VERB
cet-15615	4	95	the	the	DET
cet-15615	4	96	thermal	thermal	ADJ
cet-15615	4	97	decomposition	decomposition	NOUN
cet-15615	4	98	of	of	ADP
cet-15615	4	99	biomass	biomass	NOUN
cet-15615	4	100	constituents	constituent	NOUN
cet-15615	4	101	to	to	PART
cet-15615	4	102	yield	yield	VERB
cet-15615	4	103	valuable	valuable	ADJ
cet-15615	4	104	compounds	compound	NOUN
cet-15615	4	105	to	to	PART
cet-15615	4	106	be	be	AUX
cet-15615	4	107	exploited	exploit	VERB
cet-15615	4	108	as	as	ADP
cet-15615	4	109	biofuels	biofuel	NOUN
cet-15615	4	110	and/or	and/or	CCONJ
cet-15615	4	111	platform	platform	NOUN
cet-15615	4	112	chemicals	chemical	NOUN
cet-15615	4	113	.	.	PUNCT
cet-15615	5	1	modelling	model	VERB
cet-15615	5	2	biomass	biomass	NOUN
cet-15615	5	3	pyrolysis	pyrolysis	NOUN
cet-15615	5	4	is	be	AUX
cet-15615	5	5	challenging	challenging	ADJ
cet-15615	5	6	,	,	PUNCT
cet-15615	5	7	but	but	CCONJ
cet-15615	5	8	modern	modern	ADJ
cet-15615	5	9	ai	ai	NOUN
cet-15615	5	10	methods	method	NOUN
cet-15615	5	11	may	may	AUX
cet-15615	5	12	give	give	VERB
cet-15615	5	13	a	a	DET
cet-15615	5	14	valuable	valuable	ADJ
cet-15615	5	15	contribution	contribution	NOUN
cet-15615	5	16	to	to	ADP
cet-15615	5	17	prediction	prediction	NOUN
cet-15615	5	18	of	of	ADP
cet-15615	5	19	process	process	NOUN
cet-15615	5	20	yields	yield	NOUN
cet-15615	5	21	,	,	PUNCT
cet-15615	5	22	provided	provide	VERB
cet-15615	5	23	high	high	ADJ
cet-15615	5	24	-	-	PUNCT
cet-15615	5	25	quality	quality	NOUN
cet-15615	5	26	datasets	dataset	NOUN
cet-15615	5	27	are	be	AUX
cet-15615	5	28	available	available	ADJ
cet-15615	5	29	.	.	PUNCT
cet-15615	6	1	the	the	DET
cet-15615	6	2	published	publish	VERB
cet-15615	6	3	literature	literature	NOUN
cet-15615	6	4	on	on	ADP
cet-15615	6	5	the	the	DET
cet-15615	6	6	subject	subject	NOUN
cet-15615	6	7	mostly	mostly	ADV
cet-15615	6	8	refers	refer	VERB
cet-15615	6	9	to	to	ADP
cet-15615	6	10	limited	limited	ADJ
cet-15615	6	11	datasets	dataset	NOUN
cet-15615	6	12	,	,	PUNCT
cet-15615	6	13	usually	usually	ADV
cet-15615	6	14	only	only	ADV
cet-15615	6	15	a	a	DET
cet-15615	6	16	few	few	ADJ
cet-15615	6	17	hundred	hundred	NUM
cet-15615	6	18	records	record	NOUN
cet-15615	6	19	,	,	PUNCT
cet-15615	6	20	which	which	PRON
cet-15615	6	21	are	be	AUX
cet-15615	6	22	inadequate	inadequate	ADJ
cet-15615	6	23	for	for	ADP
cet-15615	6	24	robust	robust	ADJ
cet-15615	6	25	ai	ai	NOUN
cet-15615	6	26	applications	application	NOUN
cet-15615	6	27	.	.	PUNCT
cet-15615	7	1	this	this	DET
cet-15615	7	2	work	work	NOUN
cet-15615	7	3	presents	present	VERB
cet-15615	7	4	a	a	DET
cet-15615	7	5	dataset	dataset	NOUN
cet-15615	7	6	of	of	ADP
cet-15615	7	7	about	about	ADV
cet-15615	7	8	500	500	NUM
cet-15615	7	9	observations	observation	NOUN
cet-15615	7	10	with	with	ADP
cet-15615	7	11	no	no	DET
cet-15615	7	12	missing	missing	ADJ
cet-15615	7	13	values	value	NOUN
cet-15615	7	14	,	,	PUNCT
cet-15615	7	15	compiled	compile	VERB
cet-15615	7	16	from	from	ADP
cet-15615	7	17	published	publish	VERB
cet-15615	7	18	data	datum	NOUN
cet-15615	7	19	on	on	ADP
cet-15615	7	20	bio	bio	ADJ
cet-15615	7	21	-	-	ADJ
cet-15615	7	22	oil	oil	NOUN
cet-15615	7	23	/	/	SYM
cet-15615	7	24	bio	bio	NOUN
cet-15615	7	25	-	-	ADJ
cet-15615	7	26	liquid	liquid	ADJ
cet-15615	7	27	production	production	NOUN
cet-15615	7	28	via	via	ADP
cet-15615	7	29	fixed	fix	VERB
cet-15615	7	30	-	-	PUNCT
cet-15615	7	31	bed	bed	NOUN
cet-15615	7	32	pyrolysis	pyrolysis	NOUN
cet-15615	7	33	of	of	ADP
cet-15615	7	34	different	different	ADJ
cet-15615	7	35	biomass	biomass	NOUN
cet-15615	7	36	.	.	PUNCT
cet-15615	8	1	the	the	DET
cet-15615	8	2	dataset	dataset	NOUN
cet-15615	8	3	includes	include	VERB
cet-15615	8	4	physicochemical	physicochemical	ADJ
cet-15615	8	5	properties	property	NOUN
cet-15615	8	6	of	of	ADP
cet-15615	8	7	the	the	DET
cet-15615	8	8	biomass	biomass	NOUN
cet-15615	8	9	,	,	PUNCT
cet-15615	8	10	key	key	ADJ
cet-15615	8	11	pyrolysis	pyrolysis	NOUN
cet-15615	8	12	operating	operating	NOUN
cet-15615	8	13	conditions	condition	NOUN
cet-15615	8	14	,	,	PUNCT
cet-15615	8	15	and	and	CCONJ
cet-15615	8	16	bio	bio	ADJ
cet-15615	8	17	-	-	ADJ
cet-15615	8	18	liquid	liquid	ADJ
cet-15615	8	19	yield	yield	NOUN
cet-15615	8	20	.	.	PUNCT
cet-15615	9	1	each	each	DET
cet-15615	9	2	observation	observation	NOUN
cet-15615	9	3	was	be	AUX
cet-15615	9	4	carefully	carefully	ADV
cet-15615	9	5	standardized	standardize	VERB
cet-15615	9	6	to	to	PART
cet-15615	9	7	resolve	resolve	VERB
cet-15615	9	8	inconsistencies	inconsistency	NOUN
cet-15615	9	9	in	in	ADP
cet-15615	9	10	the	the	DET
cet-15615	9	11	terminology	terminology	NOUN
cet-15615	9	12	and/or	and/or	CCONJ
cet-15615	9	13	lack	lack	NOUN
cet-15615	9	14	of	of	ADP
cet-15615	9	15	standardization	standardization	NOUN
cet-15615	9	16	.	.	PUNCT
cet-15615	10	1	best	good	ADJ
cet-15615	10	2	results	result	NOUN
cet-15615	10	3	,	,	PUNCT
cet-15615	10	4	obtained	obtain	VERB
cet-15615	10	5	from	from	ADP
cet-15615	10	6	xgboost	xgboost	PROPN
cet-15615	10	7	,	,	PUNCT
cet-15615	10	8	showed	show	VERB
cet-15615	10	9	a	a	DET
cet-15615	10	10	mae	mae	PROPN
cet-15615	10	11	of	of	ADP
cet-15615	10	12	2.0	2.0	NUM
cet-15615	10	13	and	and	CCONJ
cet-15615	10	14	an	an	DET
cet-15615	10	15	r2	r2	NOUN
cet-15615	10	16	of	of	ADP
cet-15615	10	17	0.8	0.8	NUM
cet-15615	10	18	.	.	PUNCT
cet-15615	11	1	critical	critical	ADJ
cet-15615	11	2	analysis	analysis	NOUN
cet-15615	11	3	of	of	ADP
cet-15615	11	4	results	result	NOUN
cet-15615	11	5	demonstrates	demonstrate	VERB
cet-15615	11	6	that	that	PRON
cet-15615	11	7	ai	ai	AUX
cet-15615	11	8	applied	apply	VERB
cet-15615	11	9	to	to	ADP
cet-15615	11	10	biomass	biomass	NOUN
cet-15615	11	11	pyrolysis	pyrolysis	NOUN
cet-15615	11	12	data	datum	NOUN
cet-15615	11	13	displays	display	VERB
cet-15615	11	14	very	very	ADV
cet-15615	11	15	good	good	ADJ
cet-15615	11	16	predictive	predictive	ADJ
cet-15615	11	17	ability	ability	NOUN
cet-15615	11	18	.	.	PUNCT
cet-15615	12	1	however	however	ADV
cet-15615	12	2	,	,	PUNCT
cet-15615	12	3	the	the	DET
cet-15615	12	4	ability	ability	NOUN
cet-15615	12	5	to	to	PART
cet-15615	12	6	reproduce	reproduce	VERB
cet-15615	12	7	known	know	VERB
cet-15615	12	8	relationships	relationship	NOUN
cet-15615	12	9	among	among	ADP
cet-15615	12	10	key	key	ADJ
cet-15615	12	11	variables	variable	NOUN
cet-15615	12	12	of	of	ADP
cet-15615	12	13	the	the	DET
cet-15615	12	14	biomass	biomass	NOUN
cet-15615	12	15	and	and	CCONJ
cet-15615	12	16	of	of	ADP
cet-15615	12	17	the	the	DET
cet-15615	12	18	process	process	NOUN
cet-15615	12	19	appears	appear	VERB
cet-15615	12	20	to	to	PART
cet-15615	12	21	be	be	AUX
cet-15615	12	22	more	more	ADV
cet-15615	12	23	problematic	problematic	ADJ
cet-15615	12	24	.	.	PUNCT
cet-15615	13	1	this	this	PRON
cet-15615	13	2	is	be	AUX
cet-15615	13	3	well	well	ADV
cet-15615	13	4	shown	show	VERB
cet-15615	13	5	by	by	ADP
cet-15615	13	6	analysis	analysis	NOUN
cet-15615	13	7	of	of	ADP
cet-15615	13	8	pdp	pdp	PROPN
cet-15615	13	9	plots	plot	NOUN
cet-15615	13	10	,	,	PUNCT
cet-15615	13	11	where	where	SCONJ
cet-15615	13	12	some	some	DET
cet-15615	13	13	inconsistencies	inconsistency	NOUN
cet-15615	13	14	with	with	ADP
cet-15615	13	15	known	know	VERB
cet-15615	13	16	trends	trend	NOUN
cet-15615	13	17	emerge	emerge	VERB
cet-15615	13	18	when	when	SCONJ
cet-15615	13	19	assessing	assess	VERB
cet-15615	13	20	the	the	DET
cet-15615	13	21	influence	influence	NOUN
cet-15615	13	22	of	of	ADP
cet-15615	13	23	selected	select	VERB
cet-15615	13	24	variables	variable	NOUN
cet-15615	13	25	on	on	ADP
cet-15615	13	26	bio	bio	ADJ
cet-15615	13	27	-	-	ADJ
cet-15615	13	28	liquid	liquid	ADJ
cet-15615	13	29	yield	yield	NOUN
cet-15615	13	30	.	.	PUNCT
cet-15615	14	1	moreover	moreover	ADV
cet-15615	14	2	,	,	PUNCT
cet-15615	14	3	pronounced	pronounce	VERB
cet-15615	14	4	discrepancies	discrepancy	NOUN
cet-15615	14	5	with	with	ADP
cet-15615	14	6	previously	previously	ADV
cet-15615	14	7	published	publish	VERB
cet-15615	14	8	studies	study	NOUN
cet-15615	14	9	by	by	ADP
cet-15615	14	10	other	other	ADJ
cet-15615	14	11	research	research	NOUN
cet-15615	14	12	groups	group	NOUN
cet-15615	14	13	are	be	AUX
cet-15615	14	14	observed	observe	VERB
cet-15615	14	15	when	when	SCONJ
cet-15615	14	16	analyzing	analyze	VERB
cet-15615	14	17	directional	directional	ADJ
cet-15615	14	18	trends	trend	NOUN
cet-15615	14	19	.	.	PUNCT
cet-15615	15	1	1	1	X
cet-15615	15	2	.	.	X
cet-15615	15	3	introduction	introduction	NOUN
cet-15615	15	4	the	the	DET
cet-15615	15	5	energy	energy	NOUN
cet-15615	15	6	sector	sector	NOUN
cet-15615	15	7	is	be	AUX
cet-15615	15	8	experiencing	experience	VERB
cet-15615	15	9	the	the	DET
cet-15615	15	10	beneficial	beneficial	ADJ
cet-15615	15	11	effects	effect	NOUN
cet-15615	15	12	of	of	ADP
cet-15615	15	13	digitalization	digitalization	NOUN
cet-15615	15	14	,	,	PUNCT
cet-15615	15	15	which	which	PRON
cet-15615	15	16	is	be	AUX
cet-15615	15	17	bound	bind	VERB
cet-15615	15	18	to	to	PART
cet-15615	15	19	play	play	VERB
cet-15615	15	20	an	an	DET
cet-15615	15	21	increaslingly	increaslingly	ADV
cet-15615	15	22	important	important	ADJ
cet-15615	15	23	role	role	NOUN
cet-15615	15	24	in	in	ADP
cet-15615	15	25	the	the	DET
cet-15615	15	26	development	development	NOUN
cet-15615	15	27	of	of	ADP
cet-15615	15	28	future	future	ADJ
cet-15615	15	29	multi	multi	ADJ
cet-15615	15	30	-	-	NOUN
cet-15615	15	31	sector	sector	ADJ
cet-15615	15	32	/	/	SYM
cet-15615	15	33	multi	multi	ADJ
cet-15615	15	34	-	-	ADJ
cet-15615	15	35	vector	vector	ADJ
cet-15615	15	36	energy	energy	NOUN
cet-15615	15	37	systems	system	NOUN
cet-15615	15	38	.	.	PUNCT
cet-15615	16	1	according	accord	VERB
cet-15615	16	2	to	to	ADP
cet-15615	16	3	the	the	DET
cet-15615	16	4	iea	iea	NOUN
cet-15615	16	5	,	,	PUNCT
cet-15615	16	6	artificial	artificial	ADJ
cet-15615	16	7	intelligence	intelligence	NOUN
cet-15615	16	8	(	(	PUNCT
cet-15615	16	9	ai	ai	PROPN
cet-15615	16	10	)	)	PUNCT
cet-15615	16	11	is	be	AUX
cet-15615	16	12	stemming	stem	VERB
cet-15615	16	13	out	out	ADP
cet-15615	16	14	as	as	ADP
cet-15615	16	15	a	a	DET
cet-15615	16	16	powerful	powerful	ADJ
cet-15615	16	17	tool	tool	NOUN
cet-15615	16	18	to	to	PART
cet-15615	16	19	accelerate	accelerate	VERB
cet-15615	16	20	the	the	DET
cet-15615	16	21	transition	transition	NOUN
cet-15615	16	22	toward	toward	ADP
cet-15615	16	23	more	more	ADV
cet-15615	16	24	interconnected	interconnected	ADJ
cet-15615	16	25	,	,	PUNCT
cet-15615	16	26	reliable	reliable	ADJ
cet-15615	16	27	,	,	PUNCT
cet-15615	16	28	and	and	CCONJ
cet-15615	16	29	sustainable	sustainable	ADJ
cet-15615	16	30	energy	energy	NOUN
cet-15615	16	31	systems.the	systems.the	ADJ
cet-15615	16	32	expanding	expand	VERB
cet-15615	16	33	utilization	utilization	NOUN
cet-15615	16	34	of	of	ADP
cet-15615	16	35	renewable	renewable	ADJ
cet-15615	16	36	energy	energy	NOUN
cet-15615	16	37	sources	source	NOUN
cet-15615	16	38	will	will	AUX
cet-15615	16	39	help	help	VERB
cet-15615	16	40	address	address	VERB
cet-15615	16	41	future	future	ADJ
cet-15615	16	42	energy	energy	NOUN
cet-15615	16	43	challenges	challenge	NOUN
cet-15615	16	44	,	,	PUNCT
cet-15615	16	45	but	but	CCONJ
cet-15615	16	46	large	large	ADJ
cet-15615	16	47	-	-	PUNCT
cet-15615	16	48	scale	scale	NOUN
cet-15615	16	49	deployment	deployment	NOUN
cet-15615	16	50	introduces	introduce	NOUN
cet-15615	16	51	uncertainties	uncertainty	NOUN
cet-15615	16	52	,	,	PUNCT
cet-15615	16	53	related	relate	VERB
cet-15615	16	54	to	to	ADP
cet-15615	16	55	lack	lack	NOUN
cet-15615	16	56	of	of	ADP
cet-15615	16	57	predictability	predictability	NOUN
cet-15615	16	58	and	and	CCONJ
cet-15615	16	59	dispatchability	dispatchability	NOUN
cet-15615	16	60	,	,	PUNCT
cet-15615	16	61	that	that	PRON
cet-15615	16	62	may	may	AUX
cet-15615	16	63	affect	affect	VERB
cet-15615	16	64	system	system	NOUN
cet-15615	16	65	stability	stability	NOUN
cet-15615	16	66	and	and	CCONJ
cet-15615	16	67	robustness	robustness	NOUN
cet-15615	16	68	.	.	PUNCT
cet-15615	17	1	the	the	DET
cet-15615	17	2	availability	availability	NOUN
cet-15615	17	3	of	of	ADP
cet-15615	17	4	reliable	reliable	ADJ
cet-15615	17	5	tools	tool	NOUN
cet-15615	17	6	for	for	ADP
cet-15615	17	7	energy	energy	NOUN
cet-15615	17	8	production	production	NOUN
cet-15615	17	9	forecasting	forecasting	NOUN
cet-15615	17	10	may	may	AUX
cet-15615	17	11	mitigate	mitigate	VERB
cet-15615	17	12	these	these	DET
cet-15615	17	13	uncertainties	uncertainty	NOUN
cet-15615	17	14	.	.	PUNCT
cet-15615	18	1	data	data	NOUN
cet-15615	18	2	-	-	PUNCT
cet-15615	18	3	driven	drive	VERB
cet-15615	18	4	techniques	technique	NOUN
cet-15615	18	5	are	be	AUX
cet-15615	18	6	particularly	particularly	ADV
cet-15615	18	7	effective	effective	ADJ
cet-15615	18	8	,	,	PUNCT
cet-15615	18	9	as	as	SCONJ
cet-15615	18	10	they	they	PRON
cet-15615	18	11	allow	allow	VERB
cet-15615	18	12	the	the	DET
cet-15615	18	13	identification	identification	NOUN
cet-15615	18	14	of	of	ADP
cet-15615	18	15	complex	complex	ADJ
cet-15615	18	16	relationships	relationship	NOUN
cet-15615	18	17	between	between	ADP
cet-15615	18	18	variables	variable	NOUN
cet-15615	18	19	without	without	ADP
cet-15615	18	20	requiring	require	VERB
cet-15615	18	21	the	the	DET
cet-15615	18	22	development	development	NOUN
cet-15615	18	23	of	of	ADP
cet-15615	18	24	complex	complex	ADJ
cet-15615	18	25	,	,	PUNCT
cet-15615	18	26	sometimes	sometimes	ADV
cet-15615	18	27	unmanageable	unmanageable	ADJ
cet-15615	18	28	,	,	PUNCT
cet-15615	18	29	mathematical	mathematical	ADJ
cet-15615	18	30	models	model	NOUN
cet-15615	18	31	.	.	PUNCT
cet-15615	19	1	ai	ai	VERB
cet-15615	19	2	is	be	AUX
cet-15615	19	3	revolutionizing	revolutionize	VERB
cet-15615	19	4	many	many	ADJ
cet-15615	19	5	industries	industry	NOUN
cet-15615	19	6	,	,	PUNCT
cet-15615	19	7	and	and	CCONJ
cet-15615	19	8	machine	machine	NOUN
cet-15615	19	9	learning	learning	NOUN
cet-15615	19	10	(	(	PUNCT
cet-15615	19	11	ml	ml	NOUN
cet-15615	19	12	)	)	PUNCT
cet-15615	19	13	–	–	PUNCT
cet-15615	19	14	a	a	DET
cet-15615	19	15	branch	branch	NOUN
cet-15615	19	16	of	of	ADP
cet-15615	19	17	ai	ai	PROPN
cet-15615	19	18	–	–	PUNCT
cet-15615	19	19	is	be	AUX
cet-15615	19	20	emerging	emerge	VERB
cet-15615	19	21	as	as	ADP
cet-15615	19	22	a	a	DET
cet-15615	19	23	promising	promising	ADJ
cet-15615	19	24	tool	tool	NOUN
cet-15615	19	25	to	to	PART
cet-15615	19	26	manage	manage	VERB
cet-15615	19	27	uncertainties	uncertainty	NOUN
cet-15615	19	28	in	in	ADP
cet-15615	19	29	the	the	DET
cet-15615	19	30	renewable	renewable	ADJ
cet-15615	19	31	energy	energy	NOUN
cet-15615	19	32	sector	sector	NOUN
cet-15615	19	33	.	.	PUNCT
cet-15615	20	1	ml	ml	AUX
cet-15615	20	2	utilizes	utilizes	ADJ
cet-15615	20	3	mathematical	mathematical	ADJ
cet-15615	20	4	models	model	NOUN
cet-15615	20	5	and	and	CCONJ
cet-15615	20	6	algorithms	algorithm	NOUN
cet-15615	20	7	to	to	PART
cet-15615	20	8	extract	extract	VERB
cet-15615	20	9	information	information	NOUN
cet-15615	20	10	,	,	PUNCT
cet-15615	20	11	recognize	recognize	VERB
cet-15615	20	12	patterns	pattern	NOUN
cet-15615	20	13	,	,	PUNCT
cet-15615	20	14	and	and	CCONJ
cet-15615	20	15	predict	predict	VERB
cet-15615	20	16	complex	complex	ADJ
cet-15615	20	17	outcomes	outcome	NOUN
cet-15615	20	18	(	(	PUNCT
cet-15615	20	19	world	world	PROPN
cet-15615	20	20	economic	economic	PROPN
cet-15615	20	21	forum	forum	PROPN
cet-15615	20	22	,	,	PUNCT
cet-15615	20	23	2021	2021	NUM
cet-15615	20	24	)	)	PUNCT
cet-15615	20	25	.	.	PUNCT
cet-15615	21	1	these	these	DET
cet-15615	21	2	techniques	technique	NOUN
cet-15615	21	3	are	be	AUX
cet-15615	21	4	being	be	AUX
cet-15615	21	5	applied	apply	VERB
cet-15615	21	6	to	to	ADP
cet-15615	21	7	various	various	ADJ
cet-15615	21	8	aspects	aspect	NOUN
cet-15615	21	9	of	of	ADP
cet-15615	21	10	renewable	renewable	ADJ
cet-15615	21	11	energy	energy	NOUN
cet-15615	21	12	,	,	PUNCT
cet-15615	21	13	including	include	VERB
cet-15615	21	14	design	design	NOUN
cet-15615	21	15	,	,	PUNCT
cet-15615	21	16	optimization	optimization	NOUN
cet-15615	21	17	,	,	PUNCT
cet-15615	21	18	management	management	NOUN
cet-15615	21	19	,	,	PUNCT
cet-15615	21	20	distribution	distribution	NOUN
cet-15615	21	21	,	,	PUNCT
cet-15615	21	22	and	and	CCONJ
cet-15615	21	23	policymaking	policymaking	NOUN
cet-15615	21	24	(	(	PUNCT
cet-15615	21	25	jha	jha	PROPN
cet-15615	21	26	et	et	PROPN
cet-15615	21	27	al	al	PROPN
cet-15615	21	28	.	.	PROPN
cet-15615	21	29	,	,	PUNCT
cet-15615	21	30	2017	2017	NUM
cet-15615	21	31	)	)	PUNCT
cet-15615	21	32	.	.	PUNCT
cet-15615	22	1	however	however	ADV
cet-15615	22	2	,	,	PUNCT
cet-15615	22	3	their	their	PRON
cet-15615	22	4	use	use	NOUN
cet-15615	22	5	is	be	AUX
cet-15615	22	6	still	still	ADV
cet-15615	22	7	limited	limit	VERB
cet-15615	22	8	to	to	ADP
cet-15615	22	9	specific	specific	ADJ
cet-15615	22	10	fields	field	NOUN
cet-15615	22	11	,	,	PUNCT
cet-15615	22	12	and	and	CCONJ
cet-15615	22	13	most	most	ADJ
cet-15615	22	14	research	research	NOUN
cet-15615	22	15	focuses	focus	VERB
cet-15615	22	16	on	on	ADP
cet-15615	22	17	forecasting	forecast	VERB
cet-15615	22	18	solar	solar	ADJ
cet-15615	22	19	and	and	CCONJ
cet-15615	22	20	wind	wind	NOUN
cet-15615	22	21	energy	energy	NOUN
cet-15615	22	22	production	production	NOUN
cet-15615	22	23	,	,	PUNCT
cet-15615	22	24	leaving	leave	VERB
cet-15615	22	25	significant	significant	ADJ
cet-15615	22	26	potential	potential	NOUN
cet-15615	22	27	for	for	ADP
cet-15615	22	28	other	other	ADJ
cet-15615	22	29	energy	energy	NOUN
cet-15615	22	30	sources	source	NOUN
cet-15615	22	31	(	(	PUNCT
cet-15615	22	32	lai	lai	PROPN
cet-15615	22	33	et	et	PROPN
cet-15615	22	34	al	al	PROPN
cet-15615	22	35	.	.	PROPN
cet-15615	22	36	,	,	PUNCT
cet-15615	22	37	2020	2020	NUM
cet-15615	22	38	)	)	PUNCT
cet-15615	22	39	.	.	PUNCT
cet-15615	23	1	499	499	NUM
cet-15615	23	2	mailto:antonio.coppola@stems.cnr.it	mailto:antonio.coppola@stems.cnr.it	PROPN
cet-15615	23	3	among	among	ADP
cet-15615	23	4	renewables	renewable	NOUN
cet-15615	23	5	,	,	PUNCT
cet-15615	23	6	bioenergy	bioenergy	NOUN
cet-15615	23	7	has	have	AUX
cet-15615	23	8	steadily	steadily	ADV
cet-15615	23	9	kept	keep	VERB
cet-15615	23	10	a	a	DET
cet-15615	23	11	central	central	ADJ
cet-15615	23	12	role	role	NOUN
cet-15615	23	13	due	due	ADP
cet-15615	23	14	to	to	ADP
cet-15615	23	15	its	its	PRON
cet-15615	23	16	dispatchability	dispatchability	NOUN
cet-15615	23	17	and	and	CCONJ
cet-15615	23	18	associated	associated	ADJ
cet-15615	23	19	environmental	environmental	ADJ
cet-15615	23	20	benefits	benefit	NOUN
cet-15615	23	21	,	,	PUNCT
cet-15615	23	22	especially	especially	ADV
cet-15615	23	23	when	when	SCONJ
cet-15615	23	24	implemented	implement	VERB
cet-15615	23	25	in	in	ADP
cet-15615	23	26	waste	waste	NOUN
cet-15615	23	27	-	-	PUNCT
cet-15615	23	28	to	to	ADP
cet-15615	23	29	-	-	PUNCT
cet-15615	23	30	energy	energy	NOUN
cet-15615	23	31	schemes	scheme	NOUN
cet-15615	23	32	(	(	PUNCT
cet-15615	23	33	wang	wang	PROPN
cet-15615	23	34	et	et	PROPN
cet-15615	23	35	al	al	PROPN
cet-15615	23	36	.	.	PROPN
cet-15615	23	37	,	,	PUNCT
cet-15615	23	38	2017	2017	NUM
cet-15615	23	39	)	)	PUNCT
cet-15615	23	40	.	.	PUNCT
cet-15615	24	1	moreover	moreover	ADV
cet-15615	24	2	,	,	PUNCT
cet-15615	24	3	bioenergy	bioenergy	NOUN
cet-15615	24	4	is	be	AUX
cet-15615	24	5	comparatively	comparatively	ADV
cet-15615	24	6	less	less	ADV
cet-15615	24	7	dependent	dependent	ADJ
cet-15615	24	8	on	on	ADP
cet-15615	24	9	availability	availability	NOUN
cet-15615	24	10	and	and	CCONJ
cet-15615	24	11	use	use	NOUN
cet-15615	24	12	of	of	ADP
cet-15615	24	13	critical	critical	ADJ
cet-15615	24	14	raw	raw	ADJ
cet-15615	24	15	materials	material	NOUN
cet-15615	24	16	(	(	PUNCT
cet-15615	24	17	iea	iea	NOUN
cet-15615	24	18	)	)	PUNCT
cet-15615	24	19	.	.	PUNCT
cet-15615	25	1	thermochemical	thermochemical	ADJ
cet-15615	25	2	conversion	conversion	NOUN
cet-15615	25	3	provides	provide	VERB
cet-15615	25	4	efficient	efficient	ADJ
cet-15615	25	5	,	,	PUNCT
cet-15615	25	6	cost	cost	NOUN
cet-15615	25	7	-	-	PUNCT
cet-15615	25	8	effective	effective	ADJ
cet-15615	25	9	and	and	CCONJ
cet-15615	25	10	fairly	fairly	ADV
cet-15615	25	11	feedstock	feedstock	NOUN
cet-15615	25	12	-	-	PUNCT
cet-15615	25	13	agnostic	agnostic	ADJ
cet-15615	25	14	transformation	transformation	NOUN
cet-15615	25	15	paths	path	NOUN
cet-15615	25	16	of	of	ADP
cet-15615	25	17	biomass	biomass	NOUN
cet-15615	25	18	into	into	ADP
cet-15615	25	19	biofuels	biofuel	NOUN
cet-15615	25	20	(	(	PUNCT
cet-15615	25	21	kang	kang	PROPN
cet-15615	25	22	et	et	PROPN
cet-15615	25	23	al	al	PROPN
cet-15615	25	24	.	.	PROPN
cet-15615	25	25	,	,	PUNCT
cet-15615	25	26	2021	2021	NUM
cet-15615	25	27	)	)	PUNCT
cet-15615	25	28	.	.	PUNCT
cet-15615	26	1	pyrolysis	pyrolysis	NOUN
cet-15615	26	2	,	,	PUNCT
cet-15615	26	3	conducted	conduct	VERB
cet-15615	26	4	in	in	ADP
cet-15615	26	5	an	an	DET
cet-15615	26	6	oxygen	oxygen	NOUN
cet-15615	26	7	-	-	PUNCT
cet-15615	26	8	free	free	ADJ
cet-15615	26	9	or	or	CCONJ
cet-15615	26	10	oxygen	oxygen	NOUN
cet-15615	26	11	-	-	PUNCT
cet-15615	26	12	limited	limit	VERB
cet-15615	26	13	environment	environment	NOUN
cet-15615	26	14	,	,	PUNCT
cet-15615	26	15	produces	produce	VERB
cet-15615	26	16	bio	bio	NOUN
cet-15615	26	17	-	-	ADJ
cet-15615	26	18	oil	oil	NOUN
cet-15615	26	19	,	,	PUNCT
cet-15615	26	20	biochar	biochar	NOUN
cet-15615	26	21	,	,	PUNCT
cet-15615	26	22	and	and	CCONJ
cet-15615	26	23	non	non	ADJ
cet-15615	26	24	-	-	ADJ
cet-15615	26	25	condensable	condensable	ADJ
cet-15615	26	26	gases	gas	NOUN
cet-15615	26	27	.	.	PUNCT
cet-15615	27	1	if	if	SCONJ
cet-15615	27	2	properly	properly	ADV
cet-15615	27	3	upgraded	upgrade	VERB
cet-15615	27	4	,	,	PUNCT
cet-15615	27	5	bio	bio	NOUN
cet-15615	27	6	-	-	NOUN
cet-15615	27	7	oil	oil	NOUN
cet-15615	27	8	could	could	AUX
cet-15615	27	9	serve	serve	VERB
cet-15615	27	10	as	as	ADP
cet-15615	27	11	an	an	DET
cet-15615	27	12	alternative	alternative	NOUN
cet-15615	27	13	to	to	ADP
cet-15615	27	14	fossil	fossil	ADJ
cet-15615	27	15	fuels	fuel	NOUN
cet-15615	27	16	.	.	PUNCT
cet-15615	28	1	bio	bio	ADJ
cet-15615	28	2	-	-	ADJ
cet-15615	28	3	oil	oil	NOUN
cet-15615	28	4	properties	property	NOUN
cet-15615	28	5	depend	depend	VERB
cet-15615	28	6	on	on	ADP
cet-15615	28	7	both	both	CCONJ
cet-15615	28	8	the	the	DET
cet-15615	28	9	biomass	biomass	NOUN
cet-15615	28	10	type	type	NOUN
cet-15615	28	11	and	and	CCONJ
cet-15615	28	12	pyrolysis	pyrolysis	NOUN
cet-15615	28	13	conditions	condition	NOUN
cet-15615	28	14	.	.	PUNCT
cet-15615	29	1	in	in	ADP
cet-15615	29	2	this	this	DET
cet-15615	29	3	study	study	NOUN
cet-15615	29	4	,	,	PUNCT
cet-15615	29	5	the	the	DET
cet-15615	29	6	potential	potential	NOUN
cet-15615	29	7	of	of	ADP
cet-15615	29	8	machine	machine	NOUN
cet-15615	29	9	learning	learn	VERB
cet-15615	29	10	to	to	PART
cet-15615	29	11	predict	predict	VERB
cet-15615	29	12	the	the	DET
cet-15615	29	13	characteristics	characteristic	NOUN
cet-15615	29	14	of	of	ADP
cet-15615	29	15	final	final	ADJ
cet-15615	29	16	products	product	NOUN
cet-15615	29	17	and	and	CCONJ
cet-15615	29	18	to	to	PART
cet-15615	29	19	optimize	optimize	VERB
cet-15615	29	20	plant	plant	NOUN
cet-15615	29	21	operations	operation	NOUN
cet-15615	29	22	is	be	AUX
cet-15615	29	23	investigated	investigate	VERB
cet-15615	29	24	.	.	PUNCT
cet-15615	30	1	artificial	artificial	ADJ
cet-15615	30	2	neural	neural	ADJ
cet-15615	30	3	networks	network	NOUN
cet-15615	30	4	have	have	AUX
cet-15615	30	5	been	be	AUX
cet-15615	30	6	applied	apply	VERB
cet-15615	30	7	to	to	PART
cet-15615	30	8	simplify	simplify	VERB
cet-15615	30	9	complex	complex	ADJ
cet-15615	30	10	kinetic	kinetic	ADJ
cet-15615	30	11	models	model	NOUN
cet-15615	30	12	of	of	ADP
cet-15615	30	13	pyrolysis	pyrolysis	NOUN
cet-15615	30	14	,	,	PUNCT
cet-15615	30	15	significantly	significantly	ADV
cet-15615	30	16	reducing	reduce	VERB
cet-15615	30	17	computational	computational	ADJ
cet-15615	30	18	costs	cost	NOUN
cet-15615	30	19	while	while	SCONJ
cet-15615	30	20	maintaining	maintain	VERB
cet-15615	30	21	prediction	prediction	NOUN
cet-15615	30	22	accuracy	accuracy	NOUN
cet-15615	30	23	.	.	PUNCT
cet-15615	31	1	this	this	PRON
cet-15615	31	2	facilitates	facilitate	VERB
cet-15615	31	3	the	the	DET
cet-15615	31	4	integration	integration	NOUN
cet-15615	31	5	of	of	ADP
cet-15615	31	6	detailed	detailed	ADJ
cet-15615	31	7	kinetic	kinetic	ADJ
cet-15615	31	8	models	model	NOUN
cet-15615	31	9	into	into	ADP
cet-15615	31	10	broader	broad	ADJ
cet-15615	31	11	simulations	simulation	NOUN
cet-15615	31	12	,	,	PUNCT
cet-15615	31	13	optimizing	optimize	VERB
cet-15615	31	14	the	the	DET
cet-15615	31	15	pyrolysis	pyrolysis	NOUN
cet-15615	31	16	process	process	NOUN
cet-15615	31	17	on	on	ADP
cet-15615	31	18	an	an	DET
cet-15615	31	19	industrial	industrial	ADJ
cet-15615	31	20	scale	scale	NOUN
cet-15615	31	21	.	.	PUNCT
cet-15615	32	1	additionally	additionally	ADV
cet-15615	32	2	,	,	PUNCT
cet-15615	32	3	ml	ml	PROPN
cet-15615	32	4	has	have	AUX
cet-15615	32	5	been	be	AUX
cet-15615	32	6	used	use	VERB
cet-15615	32	7	alongside	alongside	ADP
cet-15615	32	8	experimental	experimental	ADJ
cet-15615	32	9	data	datum	NOUN
cet-15615	32	10	to	to	PART
cet-15615	32	11	enhance	enhance	VERB
cet-15615	32	12	the	the	DET
cet-15615	32	13	pyrolysis	pyrolysis	NOUN
cet-15615	32	14	parameters	parameter	NOUN
cet-15615	32	15	of	of	ADP
cet-15615	32	16	sewage	sewage	NOUN
cet-15615	32	17	sludge	sludge	NOUN
cet-15615	32	18	and	and	CCONJ
cet-15615	32	19	to	to	PART
cet-15615	32	20	model	model	VERB
cet-15615	32	21	other	other	ADJ
cet-15615	32	22	thermochemical	thermochemical	ADJ
cet-15615	32	23	processes	process	NOUN
cet-15615	32	24	,	,	PUNCT
cet-15615	32	25	such	such	ADJ
cet-15615	32	26	as	as	ADP
cet-15615	32	27	gasification	gasification	NOUN
cet-15615	32	28	.	.	PUNCT
cet-15615	33	1	research	research	NOUN
cet-15615	33	2	on	on	ADP
cet-15615	33	3	ml	ml	NOUN
cet-15615	33	4	applications	application	NOUN
cet-15615	33	5	in	in	ADP
cet-15615	33	6	pyrolysis	pyrolysis	NOUN
cet-15615	33	7	mainly	mainly	ADV
cet-15615	33	8	focuses	focus	VERB
cet-15615	33	9	on	on	ADP
cet-15615	33	10	predicting	predict	VERB
cet-15615	33	11	product	product	NOUN
cet-15615	33	12	yields	yield	NOUN
cet-15615	33	13	,	,	PUNCT
cet-15615	33	14	particularly	particularly	ADV
cet-15615	33	15	bio	bio	NOUN
cet-15615	33	16	-	-	NOUN
cet-15615	33	17	oil	oil	NOUN
cet-15615	33	18	,	,	PUNCT
cet-15615	33	19	followed	follow	VERB
cet-15615	33	20	by	by	ADP
cet-15615	33	21	biochar	biochar	NOUN
cet-15615	33	22	and	and	CCONJ
cet-15615	33	23	,	,	PUNCT
cet-15615	33	24	less	less	ADV
cet-15615	33	25	frequently	frequently	ADV
cet-15615	33	26	,	,	PUNCT
cet-15615	33	27	biogas	biogas	NOUN
cet-15615	33	28	.	.	PUNCT
cet-15615	34	1	data	datum	NOUN
cet-15615	34	2	are	be	AUX
cet-15615	34	3	primarily	primarily	ADV
cet-15615	34	4	obtained	obtain	VERB
cet-15615	34	5	from	from	ADP
cet-15615	34	6	fixed	fix	VERB
cet-15615	34	7	-	-	PUNCT
cet-15615	34	8	bed	bed	NOUN
cet-15615	34	9	pyrolyzers	pyrolyzer	NOUN
cet-15615	34	10	,	,	PUNCT
cet-15615	34	11	although	although	SCONJ
cet-15615	34	12	there	there	PRON
cet-15615	34	13	is	be	VERB
cet-15615	34	14	increasing	increase	VERB
cet-15615	34	15	interest	interest	NOUN
cet-15615	34	16	in	in	ADP
cet-15615	34	17	fluidized	fluidize	VERB
cet-15615	34	18	-	-	PUNCT
cet-15615	34	19	bed	bed	NOUN
cet-15615	34	20	systems	system	NOUN
cet-15615	34	21	.	.	PUNCT
cet-15615	35	1	most	most	ADJ
cet-15615	35	2	of	of	ADP
cet-15615	35	3	the	the	DET
cet-15615	35	4	studied	study	VERB
cet-15615	35	5	biomass	biomass	NOUN
cet-15615	35	6	is	be	AUX
cet-15615	35	7	lignocellulosic	lignocellulosic	ADJ
cet-15615	35	8	,	,	PUNCT
cet-15615	35	9	and	and	CCONJ
cet-15615	35	10	the	the	DET
cet-15615	35	11	parameters	parameter	NOUN
cet-15615	35	12	used	use	VERB
cet-15615	35	13	for	for	ADP
cet-15615	35	14	predictions	prediction	NOUN
cet-15615	35	15	include	include	VERB
cet-15615	35	16	ultimate	ultimate	ADJ
cet-15615	35	17	and	and	CCONJ
cet-15615	35	18	proximate	proximate	VERB
cet-15615	35	19	analyses	analysis	NOUN
cet-15615	35	20	,	,	PUNCT
cet-15615	35	21	pyrolysis	pyrolysis	NOUN
cet-15615	35	22	temperature	temperature	NOUN
cet-15615	35	23	,	,	PUNCT
cet-15615	35	24	heating	heating	NOUN
cet-15615	35	25	rate	rate	NOUN
cet-15615	35	26	,	,	PUNCT
cet-15615	35	27	and	and	CCONJ
cet-15615	35	28	biomass	biomass	NOUN
cet-15615	35	29	particle	particle	NOUN
cet-15615	35	30	size	size	NOUN
cet-15615	35	31	.	.	PUNCT
cet-15615	36	1	the	the	DET
cet-15615	36	2	aim	aim	NOUN
cet-15615	36	3	of	of	ADP
cet-15615	36	4	this	this	DET
cet-15615	36	5	work	work	NOUN
cet-15615	36	6	is	be	AUX
cet-15615	36	7	to	to	PART
cet-15615	36	8	apply	apply	VERB
cet-15615	36	9	machine	machine	NOUN
cet-15615	36	10	learning	learn	VERB
cet-15615	36	11	techniques	technique	NOUN
cet-15615	36	12	to	to	ADP
cet-15615	36	13	the	the	DET
cet-15615	36	14	pyrolysis	pyrolysis	NOUN
cet-15615	36	15	process	process	NOUN
cet-15615	36	16	,	,	PUNCT
cet-15615	36	17	for	for	ADP
cet-15615	36	18	the	the	DET
cet-15615	36	19	evaluation	evaluation	NOUN
cet-15615	36	20	of	of	ADP
cet-15615	36	21	the	the	DET
cet-15615	36	22	bioliquid	bioliquid	ADJ
cet-15615	36	23	yield	yield	NOUN
cet-15615	36	24	,	,	PUNCT
cet-15615	36	25	using	use	VERB
cet-15615	36	26	a	a	DET
cet-15615	36	27	larger	large	ADJ
cet-15615	36	28	dataset	dataset	NOUN
cet-15615	36	29	than	than	ADP
cet-15615	36	30	that	that	PRON
cet-15615	36	31	made	make	VERB
cet-15615	36	32	by	by	ADP
cet-15615	36	33	other	other	ADJ
cet-15615	36	34	research	research	NOUN
cet-15615	36	35	groups	group	NOUN
cet-15615	36	36	.	.	PUNCT
cet-15615	37	1	furthermore	furthermore	ADV
cet-15615	37	2	,	,	PUNCT
cet-15615	37	3	in	in	ADP
cet-15615	37	4	addition	addition	NOUN
cet-15615	37	5	to	to	ADP
cet-15615	37	6	evaluating	evaluate	VERB
cet-15615	37	7	the	the	DET
cet-15615	37	8	prediction	prediction	NOUN
cet-15615	37	9	performances	performance	NOUN
cet-15615	37	10	of	of	ADP
cet-15615	37	11	different	different	ADJ
cet-15615	37	12	ml	ml	NOUN
cet-15615	37	13	techniques	technique	NOUN
cet-15615	37	14	,	,	PUNCT
cet-15615	37	15	particular	particular	ADJ
cet-15615	37	16	attention	attention	NOUN
cet-15615	37	17	was	be	AUX
cet-15615	37	18	paid	pay	VERB
cet-15615	37	19	to	to	ADP
cet-15615	37	20	any	any	DET
cet-15615	37	21	inconsistencies	inconsistency	NOUN
cet-15615	37	22	of	of	ADP
cet-15615	37	23	these	these	DET
cet-15615	37	24	techniques	technique	NOUN
cet-15615	37	25	between	between	ADP
cet-15615	37	26	the	the	DET
cet-15615	37	27	influence	influence	NOUN
cet-15615	37	28	of	of	ADP
cet-15615	37	29	the	the	DET
cet-15615	37	30	different	different	ADJ
cet-15615	37	31	variables	variable	NOUN
cet-15615	37	32	on	on	ADP
cet-15615	37	33	the	the	DET
cet-15615	37	34	bioliquid	bioliquid	ADJ
cet-15615	37	35	yield	yield	NOUN
cet-15615	37	36	and	and	CCONJ
cet-15615	37	37	on	on	ADP
cet-15615	37	38	the	the	DET
cet-15615	37	39	chemical	chemical	NOUN
cet-15615	37	40	-	-	PUNCT
cet-15615	37	41	physical	physical	ADJ
cet-15615	37	42	mechanisms	mechanism	NOUN
cet-15615	37	43	relevant	relevant	ADJ
cet-15615	37	44	for	for	ADP
cet-15615	37	45	pyrolysis	pyrolysis	NOUN
cet-15615	37	46	.	.	PUNCT
cet-15615	38	1	2	2	X
cet-15615	38	2	.	.	X
cet-15615	38	3	methods	method	NOUN
cet-15615	38	4	2.1	2.1	NUM
cet-15615	38	5	data	datum	NOUN
cet-15615	38	6	collection	collection	NOUN
cet-15615	38	7	table	table	NOUN
cet-15615	38	8	1	1	NUM
cet-15615	38	9	:	:	PUNCT
cet-15615	38	10	mean	mean	ADJ
cet-15615	38	11	,	,	PUNCT
cet-15615	38	12	standard	standard	ADJ
cet-15615	38	13	deviation	deviation	NOUN
cet-15615	38	14	,	,	PUNCT
cet-15615	38	15	min	min	NOUN
cet-15615	38	16	and	and	CCONJ
cet-15615	38	17	max	max	PROPN
cet-15615	38	18	values	value	NOUN
cet-15615	38	19	and	and	CCONJ
cet-15615	38	20	quartiles	quartile	NOUN
cet-15615	38	21	of	of	ADP
cet-15615	38	22	the	the	DET
cet-15615	38	23	collected	collect	VERB
cet-15615	38	24	data	datum	NOUN
cet-15615	38	25	.	.	PUNCT
cet-15615	39	1	mean	mean	VERB
cet-15615	39	2	minimum	minimum	NOUN
cet-15615	39	3	value	value	NOUN
cet-15615	39	4	first	first	ADV
cet-15615	39	5	quartile	quartile	ADV
cet-15615	39	6	second	second	ADJ
cet-15615	39	7	quartile	quartile	NOUN
cet-15615	39	8	(	(	PUNCT
cet-15615	39	9	median	median	ADJ
cet-15615	39	10	)	)	PUNCT
cet-15615	39	11	third	third	ADJ
cet-15615	39	12	quartile	quartile	ADJ
cet-15615	39	13	maximum	maximum	ADJ
cet-15615	39	14	value	value	NOUN
cet-15615	39	15	standard	standard	ADJ
cet-15615	39	16	deviation	deviation	NOUN
cet-15615	39	17	ash(wt%	ash(wt%	PART
cet-15615	39	18	)	)	PUNCT
cet-15615	39	19	5.60	5.60	NUM
cet-15615	39	20	0.11	0.11	NUM
cet-15615	39	21	2.33	2.33	NUM
cet-15615	39	22	5.68	5.68	NUM
cet-15615	39	23	7.29	7.29	NUM
cet-15615	39	24	40.08	40.08	NUM
cet-15615	39	25	3.82	3.82	NUM
cet-15615	39	26	fixedcarbon(wt%	fixedcarbon(wt%	NOUN
cet-15615	39	27	)	)	PUNCT
cet-15615	39	28	15.86	15.86	NUM
cet-15615	39	29	0.11	0.11	NUM
cet-15615	39	30	11.98	11.98	NUM
cet-15615	39	31	14.88	14.88	NUM
cet-15615	39	32	17.11	17.11	NUM
cet-15615	39	33	78.55	78.55	NUM
cet-15615	39	34	8.04	8.04	NUM
cet-15615	39	35	volatiles(wt%	volatiles(wt%	PROPN
cet-15615	39	36	)	)	PUNCT
cet-15615	39	37	78.54	78.54	NUM
cet-15615	39	38	10.86	10.86	NUM
cet-15615	39	39	75.79	75.79	NUM
cet-15615	39	40	78.85	78.85	NUM
cet-15615	39	41	83.00	83.00	NUM
cet-15615	39	42	95.98	95.98	NUM
cet-15615	39	43	9.36	9.36	NUM
cet-15615	39	44	c(wt%	c(wt%	ADV
cet-15615	39	45	)	)	PUNCT
cet-15615	40	1	49.21	49.21	NUM
cet-15615	40	2	19.49	19.49	NUM
cet-15615	40	3	44.82	44.82	NUM
cet-15615	40	4	48.50	48.50	NUM
cet-15615	40	5	52.70	52.70	NUM
cet-15615	40	6	79.77	79.77	NUM
cet-15615	40	7	6.51	6.51	NUM
cet-15615	40	8	h(wt%	h(wt%	NOUN
cet-15615	40	9	)	)	PUNCT
cet-15615	40	10	6.50	6.50	NUM
cet-15615	40	11	2.41	2.41	NUM
cet-15615	40	12	5.89	5.89	NUM
cet-15615	40	13	6.23	6.23	NUM
cet-15615	40	14	6.74	6.74	NUM
cet-15615	40	15	10.59	10.59	NUM
cet-15615	40	16	1.14	1.14	NUM
cet-15615	40	17	o(wt%	o(wt%	NOUN
cet-15615	40	18	)	)	PUNCT
cet-15615	40	19	40.78	40.78	NUM
cet-15615	41	1	10.49	10.49	NUM
cet-15615	41	2	34.53	34.53	NUM
cet-15615	41	3	41.63	41.63	NUM
cet-15615	41	4	48.03	48.03	NUM
cet-15615	41	5	54.12	54.12	NUM
cet-15615	41	6	8.42	8.42	NUM
cet-15615	41	7	n(wt%	n(wt%	NOUN
cet-15615	41	8	)	)	PUNCT
cet-15615	41	9	2.89	2.89	NUM
cet-15615	41	10	0.17	0.17	NUM
cet-15615	41	11	0.87	0.87	NUM
cet-15615	41	12	1.87	1.87	NUM
cet-15615	41	13	4.40	4.40	NUM
cet-15615	41	14	22.50	22.50	NUM
cet-15615	41	15	2.66	2.66	NUM
cet-15615	41	16	cellulose(wt%	cellulose(wt%	NOUN
cet-15615	41	17	)	)	PUNCT
cet-15615	41	18	34.45	34.45	NUM
cet-15615	41	19	5.75	5.75	NUM
cet-15615	41	20	27.20	27.20	NUM
cet-15615	41	21	32.49	32.49	NUM
cet-15615	41	22	43.00	43.00	NUM
cet-15615	41	23	60.62	60.62	NUM
cet-15615	41	24	11.47	11.47	NUM
cet-15615	41	25	hemicellulose(wt%	hemicellulose(wt%	NOUN
cet-15615	41	26	)	)	PUNCT
cet-15615	41	27	27.81	27.81	NUM
cet-15615	41	28	3.40	3.40	NUM
cet-15615	41	29	19.40	19.40	NUM
cet-15615	41	30	25.52	25.52	NUM
cet-15615	41	31	36.55	36.55	NUM
cet-15615	41	32	51.34	51.34	NUM
cet-15615	41	33	10.82	10.82	NUM
cet-15615	41	34	lignin(wt%	lignin(wt%	NOUN
cet-15615	41	35	)	)	PUNCT
cet-15615	41	36	22.80	22.80	NUM
cet-15615	41	37	0.80	0.80	NUM
cet-15615	41	38	15.00	15.00	NUM
cet-15615	41	39	26.11	26.11	NUM
cet-15615	41	40	30.10	30.10	NUM
cet-15615	41	41	50.40	50.40	NUM
cet-15615	41	42	11.18	11.18	NUM
cet-15615	41	43	t(	t(	NUM
cet-15615	41	44	°	°	NOUN
cet-15615	41	45	c	c	NOUN
cet-15615	41	46	)	)	PUNCT
cet-15615	41	47	513.70	513.70	NUM
cet-15615	41	48	300.00	300.00	NUM
cet-15615	41	49	450.00	450.00	NUM
cet-15615	41	50	500.00	500.00	NUM
cet-15615	41	51	550.00	550.00	NUM
cet-15615	41	52	900.00	900.00	NUM
cet-15615	41	53	89.64	89.64	NUM
cet-15615	41	54	heatingrate(	heatingrate(	NOUN
cet-15615	41	55	°	°	ADP
cet-15615	41	56	c	c	NOUN
cet-15615	41	57	/	/	SYM
cet-15615	41	58	min	min	NOUN
cet-15615	41	59	)	)	PUNCT
cet-15615	41	60	66.60	66.60	NUM
cet-15615	41	61	5.00	5.00	NUM
cet-15615	41	62	7.00	7.00	NUM
cet-15615	41	63	20.00	20.00	NUM
cet-15615	41	64	50.00	50.00	NUM
cet-15615	41	65	800.00	800.00	NUM
cet-15615	41	66	116.10	116.10	NUM
cet-15615	41	67	particlesize(mm	particlesize(mm	NOUN
cet-15615	41	68	)	)	PUNCT
cet-15615	41	69	0.80	0.80	NUM
cet-15615	41	70	0.10	0.10	NUM
cet-15615	41	71	0.45	0.45	NUM
cet-15615	41	72	0.64	0.64	NUM
cet-15615	41	73	1.00	1.00	NUM
cet-15615	41	74	10.00	10.00	NUM
cet-15615	41	75	0.58	0.58	NUM
cet-15615	41	76	flowrate	flowrate	ADJ
cet-15615	41	77	-	-	PUNCT
cet-15615	41	78	nitrogen	nitrogen	NOUN
cet-15615	41	79	(	(	PUNCT
cet-15615	41	80	ml	ml	NOUN
cet-15615	41	81	/	/	SYM
cet-15615	41	82	min	min	NOUN
cet-15615	41	83	)	)	PUNCT
cet-15615	41	84	117.95	117.95	NUM
cet-15615	41	85	0.00	0.00	NUM
cet-15615	41	86	0.00	0.00	NUM
cet-15615	41	87	100.00	100.00	NUM
cet-15615	41	88	100.00	100.00	NUM
cet-15615	41	89	2000.00	2000.00	NUM
cet-15615	41	90	216.35	216.35	NUM
cet-15615	41	91	bio	bio	NOUN
cet-15615	41	92	liquid	liquid	ADJ
cet-15615	41	93	yield	yield	NOUN
cet-15615	41	94	(	(	PUNCT
cet-15615	41	95	wt%	wt%	NUM
cet-15615	41	96	)	)	PUNCT
cet-15615	41	97	40.63	40.63	NUM
cet-15615	41	98	11.00	11.00	NUM
cet-15615	41	99	33.40	33.40	NUM
cet-15615	41	100	40.75	40.75	NUM
cet-15615	41	101	47.83	47.83	NUM
cet-15615	41	102	80.70	80.70	NUM
cet-15615	41	103	9.88	9.88	NUM
cet-15615	41	104	o	o	NOUN
cet-15615	41	105	-	-	NOUN
cet-15615	41	106	biooil	biooil	ADJ
cet-15615	41	107	(	(	PUNCT
cet-15615	41	108	wt%	wt%	PROPN
cet-15615	41	109	)	)	PUNCT
cet-15615	41	110	25.29	25.29	NUM
cet-15615	41	111	8.50	8.50	NUM
cet-15615	41	112	19.65	19.65	NUM
cet-15615	41	113	25.21	25.21	NUM
cet-15615	41	114	29.35	29.35	NUM
cet-15615	41	115	49.28	49.28	NUM
cet-15615	41	116	8.01	8.01	NUM
cet-15615	41	117	h	h	NOUN
cet-15615	41	118	-	-	PUNCT
cet-15615	41	119	biooil	biooil	NOUN
cet-15615	41	120	(	(	PUNCT
cet-15615	41	121	wt%	wt%	PROPN
cet-15615	41	122	)	)	PUNCT
cet-15615	41	123	8.37	8.37	NUM
cet-15615	41	124	1.85	1.85	NUM
cet-15615	41	125	7.30	7.30	NUM
cet-15615	41	126	8.24	8.24	NUM
cet-15615	41	127	9.03	9.03	NUM
cet-15615	41	128	12.10	12.10	NUM
cet-15615	41	129	1.49	1.49	NUM
cet-15615	41	130	aqueous	aqueous	ADJ
cet-15615	41	131	phase	phase	NOUN
cet-15615	41	132	(	(	PUNCT
cet-15615	41	133	wt%	wt%	NUM
cet-15615	41	134	)	)	PUNCT
cet-15615	41	135	17.11	17.11	NUM
cet-15615	41	136	3.89	3.89	NUM
cet-15615	41	137	11.60	11.60	NUM
cet-15615	41	138	14.44	14.44	NUM
cet-15615	41	139	23.02	23.02	NUM
cet-15615	41	140	40.01	40.01	NUM
cet-15615	41	141	7.37	7.37	NUM
cet-15615	41	142	the	the	DET
cet-15615	41	143	dataset	dataset	NOUN
cet-15615	41	144	used	use	VERB
cet-15615	41	145	was	be	AUX
cet-15615	41	146	composed	compose	VERB
cet-15615	41	147	from	from	ADP
cet-15615	41	148	the	the	DET
cet-15615	41	149	combination	combination	NOUN
cet-15615	41	150	of	of	ADP
cet-15615	41	151	4	4	NUM
cet-15615	41	152	different	different	ADJ
cet-15615	41	153	datasets	dataset	NOUN
cet-15615	41	154	already	already	ADV
cet-15615	41	155	available	available	ADJ
cet-15615	41	156	in	in	ADP
cet-15615	41	157	the	the	DET
cet-15615	41	158	literature	literature	NOUN
cet-15615	41	159	from	from	ADP
cet-15615	41	160	different	different	ADJ
cet-15615	41	161	research	research	NOUN
cet-15615	41	162	groups	group	NOUN
cet-15615	41	163	(	(	PUNCT
cet-15615	41	164	marianela	marianela	PROPN
cet-15615	41	165	ortiz	ortiz	PROPN
cet-15615	41	166	,	,	PUNCT
cet-15615	41	167	2021	2021	NUM
cet-15615	41	168	;	;	PUNCT
cet-15615	41	169	tang	tang	PROPN
cet-15615	41	170	et	et	PROPN
cet-15615	41	171	al	al	PROPN
cet-15615	41	172	.	.	PROPN
cet-15615	41	173	,	,	PUNCT
cet-15615	41	174	2020	2020	NUM
cet-15615	41	175	;	;	PUNCT
cet-15615	41	176	ullah	ullah	PROPN
cet-15615	41	177	et	et	PROPN
cet-15615	41	178	al	al	PROPN
cet-15615	41	179	.	.	PROPN
cet-15615	41	180	,	,	PUNCT
cet-15615	41	181	2021	2021	NUM
cet-15615	41	182	;	;	PUNCT
cet-15615	41	183	zhang	zhang	PROPN
cet-15615	41	184	et	et	PROPN
cet-15615	41	185	al	al	PROPN
cet-15615	41	186	.	.	PROPN
cet-15615	41	187	,	,	PUNCT
cet-15615	41	188	2022	2022	NUM
cet-15615	41	189	)	)	PUNCT
cet-15615	41	190	plus	plus	CCONJ
cet-15615	41	191	an	an	DET
cet-15615	41	192	additional	additional	ADJ
cet-15615	41	193	extension	extension	NOUN
cet-15615	41	194	carried	carry	VERB
cet-15615	41	195	out	out	ADP
cet-15615	41	196	by	by	ADP
cet-15615	41	197	the	the	DET
cet-15615	41	198	authors	author	NOUN
cet-15615	41	199	for	for	ADP
cet-15615	41	200	a	a	DET
cet-15615	41	201	total	total	NOUN
cet-15615	41	202	of	of	ADP
cet-15615	41	203	more	more	ADJ
cet-15615	41	204	than	than	ADP
cet-15615	41	205	1000	1000	NUM
cet-15615	41	206	observations	observation	NOUN
cet-15615	41	207	for	for	ADP
cet-15615	41	208	tests	test	NOUN
cet-15615	41	209	regarding	regard	VERB
cet-15615	41	210	biomass	biomass	NOUN
cet-15615	41	211	pyrolysis	pyrolysis	NOUN
cet-15615	41	212	in	in	ADP
cet-15615	41	213	fixed	fix	VERB
cet-15615	41	214	bed	bed	NOUN
cet-15615	41	215	reactors	reactor	NOUN
cet-15615	41	216	.	.	PUNCT
cet-15615	42	1	18	18	NUM
cet-15615	42	2	different	different	ADJ
cet-15615	42	3	features	feature	NOUN
cet-15615	42	4	have	have	AUX
cet-15615	42	5	been	be	AUX
cet-15615	42	6	collected	collect	VERB
cet-15615	42	7	for	for	ADP
cet-15615	42	8	each	each	DET
cet-15615	42	9	observation	observation	NOUN
cet-15615	42	10	which	which	PRON
cet-15615	42	11	can	can	AUX
cet-15615	42	12	be	be	AUX
cet-15615	42	13	categorized	categorize	VERB
cet-15615	42	14	in	in	ADP
cet-15615	42	15	:	:	PUNCT
cet-15615	42	16	1	1	X
cet-15615	42	17	.	.	PUNCT
cet-15615	42	18	biomass	biomass	NOUN
cet-15615	42	19	properties	property	NOUN
cet-15615	42	20	:	:	PUNCT
cet-15615	42	21	such	such	ADJ
cet-15615	42	22	as	as	ADP
cet-15615	42	23	proximate	proximate	NOUN
cet-15615	42	24	analysis	analysis	NOUN
cet-15615	42	25	(	(	PUNCT
cet-15615	42	26	ash	ash	NOUN
cet-15615	42	27	,	,	PUNCT
cet-15615	42	28	volatile	volatile	ADJ
cet-15615	42	29	matter	matter	NOUN
cet-15615	42	30	and	and	CCONJ
cet-15615	42	31	fixed	fix	VERB
cet-15615	42	32	carbon	carbon	NOUN
cet-15615	42	33	on	on	ADP
cet-15615	42	34	dry	dry	ADJ
cet-15615	42	35	basis	basis	NOUN
cet-15615	42	36	)	)	PUNCT
cet-15615	42	37	,	,	PUNCT
cet-15615	42	38	ultimate	ultimate	ADJ
cet-15615	42	39	analysis	analysis	NOUN
cet-15615	42	40	(	(	PUNCT
cet-15615	42	41	carbon	carbon	NOUN
cet-15615	42	42	,	,	PUNCT
cet-15615	42	43	hydrogen	hydrogen	NOUN
cet-15615	42	44	,	,	PUNCT
cet-15615	42	45	nitrogen	nitrogen	NOUN
cet-15615	42	46	,	,	PUNCT
cet-15615	42	47	and	and	CCONJ
cet-15615	42	48	oxygen	oxygen	NOUN
cet-15615	42	49	by	by	ADP
cet-15615	42	50	difference	difference	NOUN
cet-15615	42	51	)	)	PUNCT
cet-15615	42	52	,	,	PUNCT
cet-15615	42	53	and	and	CCONJ
cet-15615	42	54	macro	macro	NOUN
cet-15615	42	55	-	-	NOUN
cet-15615	42	56	components	component	NOUN
cet-15615	42	57	(	(	PUNCT
cet-15615	42	58	cellulose	cellulose	NOUN
cet-15615	42	59	,	,	PUNCT
cet-15615	42	60	hemicellulose	hemicellulose	NOUN
cet-15615	42	61	,	,	PUNCT
cet-15615	42	62	and	and	CCONJ
cet-15615	42	63	lignin	lignin	NOUN
cet-15615	42	64	)	)	PUNCT
cet-15615	42	65	all	all	PRON
cet-15615	42	66	expressed	express	VERB
cet-15615	42	67	as	as	ADP
cet-15615	42	68	mass	mass	ADJ
cet-15615	42	69	percentages	percentage	NOUN
cet-15615	42	70	;	;	PUNCT
cet-15615	42	71	500	500	NUM
cet-15615	42	72	2	2	NUM
cet-15615	42	73	.	.	PUNCT
cet-15615	42	74	pyrolysis	pyrolysis	NOUN
cet-15615	42	75	conditions	condition	NOUN
cet-15615	42	76	:	:	PUNCT
cet-15615	42	77	temperature	temperature	NOUN
cet-15615	42	78	(	(	PUNCT
cet-15615	42	79	°	°	ADP
cet-15615	42	80	c	c	NOUN
cet-15615	42	81	)	)	PUNCT
cet-15615	42	82	,	,	PUNCT
cet-15615	42	83	heating	heating	NOUN
cet-15615	42	84	rate	rate	NOUN
cet-15615	42	85	(	(	PUNCT
cet-15615	42	86	°	°	ADP
cet-15615	42	87	c	c	NOUN
cet-15615	42	88	/	/	SYM
cet-15615	42	89	min	min	NOUN
cet-15615	42	90	)	)	PUNCT
cet-15615	42	91	and	and	CCONJ
cet-15615	42	92	flow	flow	NOUN
cet-15615	42	93	rate	rate	NOUN
cet-15615	42	94	-	-	PUNCT
cet-15615	42	95	nitrogen	nitrogen	NOUN
cet-15615	42	96	(	(	PUNCT
cet-15615	42	97	ml	ml	NOUN
cet-15615	42	98	/	/	SYM
cet-15615	42	99	min	min	NOUN
cet-15615	42	100	)	)	PUNCT
cet-15615	42	101	;	;	PUNCT
cet-15615	42	102	3	3	X
cet-15615	42	103	.	.	X
cet-15615	42	104	pyrolysis	pyrolysis	NOUN
cet-15615	42	105	performance	performance	NOUN
cet-15615	42	106	:	:	PUNCT
cet-15615	42	107	bio	bio	NOUN
cet-15615	42	108	liquid	liquid	ADJ
cet-15615	42	109	yield	yield	NOUN
cet-15615	42	110	,	,	PUNCT
cet-15615	42	111	calculated	calculate	VERB
cet-15615	42	112	as	as	ADP
cet-15615	42	113	total	total	ADJ
cet-15615	42	114	condensed	condense	VERB
cet-15615	42	115	product	product	NOUN
cet-15615	42	116	(	(	PUNCT
cet-15615	42	117	organic	organic	ADJ
cet-15615	42	118	+	+	CCONJ
cet-15615	42	119	aqueous	aqueous	ADJ
cet-15615	42	120	phases	phase	NOUN
cet-15615	42	121	)	)	PUNCT
cet-15615	42	122	and	and	CCONJ
cet-15615	42	123	expressed	express	VERB
cet-15615	42	124	as	as	ADP
cet-15615	42	125	weight	weight	NOUN
cet-15615	42	126	percentage	percentage	NOUN
cet-15615	42	127	respect	respect	NOUN
cet-15615	42	128	to	to	ADP
cet-15615	42	129	the	the	DET
cet-15615	42	130	initial	initial	ADJ
cet-15615	42	131	mass	mass	NOUN
cet-15615	42	132	of	of	ADP
cet-15615	42	133	biomass	biomass	NOUN
cet-15615	42	134	.	.	PUNCT
cet-15615	43	1	the	the	DET
cet-15615	43	2	set	set	NOUN
cet-15615	43	3	of	of	ADP
cet-15615	43	4	variables	variable	NOUN
cet-15615	43	5	chosen	choose	VERB
cet-15615	43	6	between	between	ADP
cet-15615	43	7	proximate	proximate	NOUN
cet-15615	43	8	,	,	PUNCT
cet-15615	43	9	ultimate	ultimate	ADJ
cet-15615	43	10	,	,	PUNCT
cet-15615	43	11	macro	macro	NOUN
cet-15615	43	12	-	-	NOUN
cet-15615	43	13	components	component	NOUN
cet-15615	43	14	and	and	CCONJ
cet-15615	43	15	operating	operating	NOUN
cet-15615	43	16	conditions	condition	NOUN
cet-15615	43	17	is	be	AUX
cet-15615	43	18	such	such	ADJ
cet-15615	43	19	that	that	SCONJ
cet-15615	43	20	the	the	DET
cet-15615	43	21	correlations	correlation	NOUN
cet-15615	43	22	between	between	ADP
cet-15615	43	23	the	the	DET
cet-15615	43	24	variables	variable	NOUN
cet-15615	43	25	are	be	AUX
cet-15615	43	26	negligible	negligible	ADJ
cet-15615	43	27	,	,	PUNCT
cet-15615	43	28	that	that	PRON
cet-15615	43	29	is	be	AUX
cet-15615	43	30	below	below	ADP
cet-15615	43	31	the	the	DET
cet-15615	43	32	threshold	threshold	NOUN
cet-15615	43	33	of	of	ADP
cet-15615	43	34	0.3	0.3	NUM
cet-15615	43	35	in	in	ADP
cet-15615	43	36	absolute	absolute	ADJ
cet-15615	43	37	values	value	NOUN
cet-15615	43	38	(	(	PUNCT
cet-15615	43	39	shazeer	shazeer	NOUN
cet-15615	43	40	et	et	PROPN
cet-15615	43	41	al	al	PROPN
cet-15615	43	42	.	.	PROPN
cet-15615	43	43	,	,	PUNCT
cet-15615	43	44	2017	2017	NUM
cet-15615	43	45	):	):	PUNCT
cet-15615	43	46	ash	ash	NOUN
cet-15615	43	47	,	,	PUNCT
cet-15615	43	48	h	h	NOUN
cet-15615	43	49	/	/	SYM
cet-15615	43	50	ceff	ceff	PROPN
cet-15615	43	51	,	,	PUNCT
cet-15615	43	52	cellulose	cellulose	NOUN
cet-15615	43	53	,	,	PUNCT
cet-15615	43	54	lignin	lignin	NOUN
cet-15615	43	55	,	,	PUNCT
cet-15615	43	56	pyrolysis	pyrolysis	NOUN
cet-15615	43	57	temperature	temperature	NOUN
cet-15615	43	58	,	,	PUNCT
cet-15615	43	59	heating	heating	NOUN
cet-15615	43	60	rate	rate	NOUN
cet-15615	43	61	,	,	PUNCT
cet-15615	43	62	particle	particle	NOUN
cet-15615	43	63	size	size	NOUN
cet-15615	43	64	,	,	PUNCT
cet-15615	43	65	were	be	AUX
cet-15615	43	66	selected	select	VERB
cet-15615	43	67	for	for	ADP
cet-15615	43	68	this	this	DET
cet-15615	43	69	analysis	analysis	NOUN
cet-15615	43	70	.	.	PUNCT
cet-15615	44	1	the	the	DET
cet-15615	44	2	bio	bio	ADJ
cet-15615	44	3	-	-	ADJ
cet-15615	44	4	liquid	liquid	ADJ
cet-15615	44	5	yield	yield	NOUN
cet-15615	44	6	,	,	PUNCT
cet-15615	44	7	calculated	calculate	VERB
cet-15615	44	8	as	as	ADP
cet-15615	44	9	total	total	ADJ
cet-15615	44	10	condensed	condense	VERB
cet-15615	44	11	product	product	NOUN
cet-15615	44	12	(	(	PUNCT
cet-15615	44	13	organic	organic	ADJ
cet-15615	44	14	+	+	CCONJ
cet-15615	44	15	aqueous	aqueous	ADJ
cet-15615	44	16	phases	phase	NOUN
cet-15615	44	17	)	)	PUNCT
cet-15615	44	18	and	and	CCONJ
cet-15615	44	19	expressed	express	VERB
cet-15615	44	20	as	as	ADP
cet-15615	44	21	weight	weight	NOUN
cet-15615	44	22	percentage	percentage	NOUN
cet-15615	44	23	respect	respect	NOUN
cet-15615	44	24	to	to	ADP
cet-15615	44	25	the	the	DET
cet-15615	44	26	initial	initial	ADJ
cet-15615	44	27	mass	mass	NOUN
cet-15615	44	28	of	of	ADP
cet-15615	44	29	biomass	biomass	NOUN
cet-15615	44	30	,	,	PUNCT
cet-15615	44	31	has	have	AUX
cet-15615	44	32	been	be	AUX
cet-15615	44	33	considered	consider	VERB
cet-15615	44	34	as	as	ADP
cet-15615	44	35	main	main	ADJ
cet-15615	44	36	feature	feature	NOUN
cet-15615	44	37	for	for	ADP
cet-15615	44	38	the	the	DET
cet-15615	44	39	characterization	characterization	NOUN
cet-15615	44	40	of	of	ADP
cet-15615	44	41	pyrolysis	pyrolysis	NOUN
cet-15615	44	42	in	in	ADP
cet-15615	44	43	a	a	DET
cet-15615	44	44	fixed	fix	VERB
cet-15615	44	45	bed	bed	NOUN
cet-15615	44	46	reactor	reactor	NOUN
cet-15615	44	47	.	.	PUNCT
cet-15615	45	1	2.2	2.2	NUM
cet-15615	45	2	experimental	experimental	ADJ
cet-15615	45	3	setup	setup	NOUN
cet-15615	45	4	the	the	DET
cet-15615	45	5	experiments	experiment	NOUN
cet-15615	45	6	were	be	AUX
cet-15615	45	7	conducted	conduct	VERB
cet-15615	45	8	on	on	ADP
cet-15615	45	9	a	a	DET
cet-15615	45	10	subsample	subsample	NOUN
cet-15615	45	11	of	of	ADP
cet-15615	45	12	the	the	DET
cet-15615	45	13	original	original	ADJ
cet-15615	45	14	dataset	dataset	NOUN
cet-15615	45	15	obtained	obtain	VERB
cet-15615	45	16	by	by	ADP
cet-15615	45	17	all	all	DET
cet-15615	45	18	the	the	DET
cet-15615	45	19	observations	observation	NOUN
cet-15615	45	20	without	without	ADP
cet-15615	45	21	missing	miss	VERB
cet-15615	45	22	values	value	NOUN
cet-15615	45	23	,	,	PUNCT
cet-15615	45	24	resulting	result	VERB
cet-15615	45	25	in	in	ADP
cet-15615	45	26	468	468	NUM
cet-15615	45	27	observations	observation	NOUN
cet-15615	45	28	.	.	PUNCT
cet-15615	46	1	among	among	ADP
cet-15615	46	2	the	the	DET
cet-15615	46	3	regression	regression	NOUN
cet-15615	46	4	models	model	NOUN
cet-15615	46	5	used	use	VERB
cet-15615	46	6	to	to	PART
cet-15615	46	7	establish	establish	VERB
cet-15615	46	8	a	a	DET
cet-15615	46	9	benchmark	benchmark	NOUN
cet-15615	46	10	on	on	ADP
cet-15615	46	11	bio	bio	ADJ
cet-15615	46	12	-	-	ADJ
cet-15615	46	13	liquid	liquid	ADJ
cet-15615	46	14	yield	yield	NOUN
cet-15615	46	15	are	be	AUX
cet-15615	46	16	xgboost	xgboost	X
cet-15615	46	17	(	(	PUNCT
cet-15615	46	18	xgb	xgb	PROPN
cet-15615	46	19	)	)	PUNCT
cet-15615	46	20	,	,	PUNCT
cet-15615	46	21	multilayer	multilayer	PROPN
cet-15615	46	22	perceptron	perceptron	PROPN
cet-15615	46	23	(	(	PUNCT
cet-15615	46	24	mlp	mlp	PROPN
cet-15615	46	25	)	)	PUNCT
cet-15615	46	26	,	,	PUNCT
cet-15615	46	27	support	support	NOUN
cet-15615	46	28	vector	vector	NOUN
cet-15615	46	29	regressor	regressor	NOUN
cet-15615	46	30	(	(	PUNCT
cet-15615	46	31	svr	svr	PROPN
cet-15615	46	32	)	)	PUNCT
cet-15615	46	33	,	,	PUNCT
cet-15615	46	34	and	and	CCONJ
cet-15615	46	35	mixture	mixture	NOUN
cet-15615	46	36	of	of	ADP
cet-15615	46	37	experts	expert	NOUN
cet-15615	46	38	(	(	PUNCT
cet-15615	46	39	moe	moe	NOUN
cet-15615	46	40	)	)	PUNCT
cet-15615	46	41	and	and	CCONJ
cet-15615	46	42	implemented	implement	VERB
cet-15615	46	43	respectively	respectively	ADV
cet-15615	46	44	using	use	VERB
cet-15615	46	45	the	the	DET
cet-15615	46	46	libraries	library	NOUN
cet-15615	46	47	xgboost	xgboost	ADV
cet-15615	46	48	for	for	ADP
cet-15615	46	49	xgb	xgb	NUM
cet-15615	46	50	,	,	PUNCT
cet-15615	46	51	scikit	scikit	NOUN
cet-15615	46	52	-	-	PUNCT
cet-15615	46	53	learn	learn	VERB
cet-15615	46	54	for	for	ADP
cet-15615	46	55	rf	rf	NOUN
cet-15615	46	56	,	,	PUNCT
cet-15615	46	57	svr	svr	PROPN
cet-15615	46	58	,	,	PUNCT
cet-15615	46	59	and	and	CCONJ
cet-15615	46	60	mlp	mlp	NOUN
cet-15615	46	61	and	and	CCONJ
cet-15615	46	62	pytorch	pytorch	NOUN
cet-15615	46	63	for	for	ADP
cet-15615	46	64	moe	moe	NOUN
cet-15615	46	65	in	in	ADP
cet-15615	46	66	python	python	PROPN
cet-15615	46	67	.	.	PUNCT
cet-15615	47	1	the	the	DET
cet-15615	47	2	experimental	experimental	ADJ
cet-15615	47	3	setup	setup	NOUN
cet-15615	47	4	was	be	AUX
cet-15615	47	5	designed	design	VERB
cet-15615	47	6	to	to	PART
cet-15615	47	7	evaluate	evaluate	VERB
cet-15615	47	8	the	the	DET
cet-15615	47	9	performance	performance	NOUN
cet-15615	47	10	of	of	ADP
cet-15615	47	11	different	different	ADJ
cet-15615	47	12	machine	machine	NOUN
cet-15615	47	13	learning	learning	NOUN
cet-15615	47	14	models	model	NOUN
cet-15615	47	15	on	on	ADP
cet-15615	47	16	the	the	DET
cet-15615	47	17	dataset	dataset	NOUN
cet-15615	47	18	using	use	VERB
cet-15615	47	19	10	10	NUM
cet-15615	47	20	-	-	ADJ
cet-15615	47	21	fold	fold	ADJ
cet-15615	47	22	cross	cross	NOUN
cet-15615	47	23	-	-	NOUN
cet-15615	47	24	validation	validation	ADJ
cet-15615	47	25	(	(	PUNCT
cet-15615	47	26	cv	cv	PROPN
cet-15615	47	27	)	)	PUNCT
cet-15615	47	28	.	.	PUNCT
cet-15615	48	1	the	the	DET
cet-15615	48	2	test	test	NOUN
cet-15615	48	3	set	set	NOUN
cet-15615	48	4	was	be	AUX
cet-15615	48	5	not	not	PART
cet-15615	48	6	utilized	utilize	VERB
cet-15615	48	7	during	during	ADP
cet-15615	48	8	the	the	DET
cet-15615	48	9	hyperparameter	hyperparameter	NOUN
cet-15615	48	10	optimization	optimization	NOUN
cet-15615	48	11	process	process	NOUN
cet-15615	48	12	in	in	ADP
cet-15615	48	13	each	each	DET
cet-15615	48	14	cv	cv	ADJ
cet-15615	48	15	step	step	NOUN
cet-15615	48	16	to	to	PART
cet-15615	48	17	avoid	avoid	VERB
cet-15615	48	18	data	datum	NOUN
cet-15615	48	19	leakage	leakage	NOUN
cet-15615	48	20	.	.	PUNCT
cet-15615	49	1	it	it	PRON
cet-15615	49	2	was	be	AUX
cet-15615	49	3	only	only	ADV
cet-15615	49	4	used	use	VERB
cet-15615	49	5	once	once	ADV
cet-15615	49	6	to	to	PART
cet-15615	49	7	estimate	estimate	VERB
cet-15615	49	8	the	the	DET
cet-15615	49	9	model	model	NOUN
cet-15615	49	10	’s	’s	PART
cet-15615	49	11	generalization	generalization	NOUN
cet-15615	49	12	error	error	NOUN
cet-15615	49	13	.	.	PUNCT
cet-15615	50	1	hyperparameters	hyperparameter	NOUN
cet-15615	50	2	for	for	ADP
cet-15615	50	3	each	each	DET
cet-15615	50	4	machine	machine	NOUN
cet-15615	50	5	learning	learning	NOUN
cet-15615	50	6	model	model	NOUN
cet-15615	50	7	were	be	AUX
cet-15615	50	8	optimized	optimize	VERB
cet-15615	50	9	using	use	VERB
cet-15615	50	10	genetic	genetic	ADJ
cet-15615	50	11	algorithms	algorithm	NOUN
cet-15615	50	12	to	to	PART
cet-15615	50	13	ensure	ensure	VERB
cet-15615	50	14	optimal	optimal	ADJ
cet-15615	50	15	performance	performance	NOUN
cet-15615	50	16	;	;	PUNCT
cet-15615	50	17	unlike	unlike	ADP
cet-15615	50	18	(	(	PUNCT
cet-15615	50	19	ullah	ullah	PROPN
cet-15615	50	20	et	et	PROPN
cet-15615	50	21	al	al	PROPN
cet-15615	50	22	.	.	PROPN
cet-15615	50	23	,	,	PUNCT
cet-15615	50	24	2021	2021	NUM
cet-15615	50	25	)	)	PUNCT
cet-15615	50	26	,	,	PUNCT
cet-15615	50	27	genetic	genetic	ADJ
cet-15615	50	28	algorithms	algorithm	NOUN
cet-15615	50	29	were	be	AUX
cet-15615	50	30	used	use	VERB
cet-15615	50	31	to	to	PART
cet-15615	50	32	optimize	optimize	VERB
cet-15615	50	33	hyperparameters	hyperparameter	NOUN
cet-15615	50	34	and	and	CCONJ
cet-15615	50	35	not	not	PART
cet-15615	50	36	for	for	ADP
cet-15615	50	37	feature	feature	NOUN
cet-15615	50	38	selection	selection	NOUN
cet-15615	50	39	.	.	PUNCT
cet-15615	51	1	the	the	DET
cet-15615	51	2	genetic	genetic	ADJ
cet-15615	51	3	algorithm	algorithm	NOUN
cet-15615	51	4	was	be	AUX
cet-15615	51	5	implemented	implement	VERB
cet-15615	51	6	using	use	VERB
cet-15615	51	7	the	the	DET
cet-15615	51	8	“	"	PUNCT
cet-15615	51	9	continuousgenalgsolver	continuousgenalgsolver	NOUN
cet-15615	51	10	”	"	PUNCT
cet-15615	51	11	class	class	NOUN
cet-15615	51	12	from	from	ADP
cet-15615	51	13	the	the	DET
cet-15615	51	14	general	general	ADJ
cet-15615	51	15	library	library	NOUN
cet-15615	51	16	.	.	PUNCT
cet-15615	52	1	the	the	DET
cet-15615	52	2	hyperparameters	hyperparameter	NOUN
cet-15615	52	3	optimized	optimize	VERB
cet-15615	52	4	for	for	ADP
cet-15615	52	5	each	each	DET
cet-15615	52	6	model	model	NOUN
cet-15615	52	7	were	be	AUX
cet-15615	52	8	as	as	SCONJ
cet-15615	52	9	follows	follow	VERB
cet-15615	52	10	:	:	PUNCT
cet-15615	52	11	•	•	NOUN
cet-15615	52	12	xgboost	xgboost	ADV
cet-15615	52	13	:	:	PUNCT
cet-15615	52	14	depth	depth	NOUN
cet-15615	52	15	,	,	PUNCT
cet-15615	52	16	learning	learn	VERB
cet-15615	52	17	rate	rate	NOUN
cet-15615	52	18	,	,	PUNCT
cet-15615	52	19	and	and	CCONJ
cet-15615	52	20	the	the	DET
cet-15615	52	21	number	number	NOUN
cet-15615	52	22	of	of	ADP
cet-15615	52	23	trees	tree	NOUN
cet-15615	52	24	;	;	PUNCT
cet-15615	52	25	•	•	NUM
cet-15615	52	26	random	random	ADJ
cet-15615	52	27	forest	forest	NOUN
cet-15615	52	28	:	:	PUNCT
cet-15615	52	29	depth	depth	NOUN
cet-15615	52	30	and	and	CCONJ
cet-15615	52	31	number	number	NOUN
cet-15615	52	32	of	of	ADP
cet-15615	52	33	trees	tree	NOUN
cet-15615	52	34	;	;	PUNCT
cet-15615	52	35	•	•	NUM
cet-15615	52	36	support	support	NOUN
cet-15615	52	37	vector	vector	NOUN
cet-15615	52	38	regressor	regressor	NOUN
cet-15615	52	39	:	:	PUNCT
cet-15615	52	40	epsilon	epsilon	PROPN
cet-15615	52	41	and	and	CCONJ
cet-15615	52	42	regularization	regularization	NOUN
cet-15615	52	43	parameter	parameter	NOUN
cet-15615	52	44	;	;	PUNCT
cet-15615	52	45	•	•	NUM
cet-15615	52	46	multilayer	multilayer	NOUN
cet-15615	52	47	perceptron	perceptron	PROPN
cet-15615	52	48	:	:	PUNCT
cet-15615	52	49	number	number	NOUN
cet-15615	52	50	of	of	ADP
cet-15615	52	51	layers	layer	NOUN
cet-15615	52	52	,	,	PUNCT
cet-15615	52	53	number	number	NOUN
cet-15615	52	54	of	of	ADP
cet-15615	52	55	neurons	neuron	NOUN
cet-15615	52	56	per	per	ADP
cet-15615	52	57	layer	layer	NOUN
cet-15615	52	58	,	,	PUNCT
cet-15615	52	59	learning	learn	VERB
cet-15615	52	60	rate	rate	NOUN
cet-15615	52	61	,	,	PUNCT
cet-15615	52	62	and	and	CCONJ
cet-15615	52	63	epochs	epoch	NOUN
cet-15615	52	64	;	;	PUNCT
cet-15615	53	1	•	•	NUM
cet-15615	53	2	mixture	mixture	NOUN
cet-15615	53	3	of	of	ADP
cet-15615	53	4	experts	expert	NOUN
cet-15615	53	5	:	:	PUNCT
cet-15615	53	6	number	number	NOUN
cet-15615	53	7	of	of	ADP
cet-15615	53	8	layers	layer	NOUN
cet-15615	53	9	,	,	PUNCT
cet-15615	53	10	number	number	NOUN
cet-15615	53	11	of	of	ADP
cet-15615	53	12	neurons	neuron	NOUN
cet-15615	53	13	per	per	ADP
cet-15615	53	14	layer	layer	NOUN
cet-15615	53	15	,	,	PUNCT
cet-15615	53	16	learning	learn	VERB
cet-15615	53	17	rate	rate	NOUN
cet-15615	53	18	,	,	PUNCT
cet-15615	53	19	epochs	epoch	NOUN
cet-15615	53	20	and	and	CCONJ
cet-15615	53	21	number	number	NOUN
cet-15615	53	22	of	of	ADP
cet-15615	53	23	experts	expert	NOUN
cet-15615	53	24	.	.	PUNCT
cet-15615	54	1	3	3	X
cet-15615	54	2	.	.	NOUN
cet-15615	54	3	results	result	NOUN
cet-15615	54	4	table	table	NOUN
cet-15615	54	5	2	2	NUM
cet-15615	54	6	shows	show	VERB
cet-15615	54	7	the	the	DET
cet-15615	54	8	best	good	ADJ
cet-15615	54	9	performances	performance	NOUN
cet-15615	54	10	as	as	ADP
cet-15615	54	11	mean	mean	VERB
cet-15615	54	12	squared	square	VERB
cet-15615	54	13	error	error	NOUN
cet-15615	54	14	,	,	PUNCT
cet-15615	54	15	root	root	NOUN
cet-15615	54	16	mean	mean	VERB
cet-15615	54	17	squared	square	VERB
cet-15615	54	18	error	error	NOUN
cet-15615	54	19	,	,	PUNCT
cet-15615	54	20	mean	mean	ADJ
cet-15615	54	21	absolute	absolute	ADJ
cet-15615	54	22	error	error	NOUN
cet-15615	54	23	and	and	CCONJ
cet-15615	54	24	r	r	NOUN
cet-15615	54	25	-	-	PUNCT
cet-15615	54	26	squared	square	VERB
cet-15615	54	27	respectively	respectively	ADV
cet-15615	54	28	of	of	ADP
cet-15615	54	29	the	the	DET
cet-15615	54	30	5	5	NUM
cet-15615	54	31	techniques	technique	NOUN
cet-15615	54	32	used	use	VERB
cet-15615	54	33	;	;	PUNCT
cet-15615	54	34	xgb	xgb	PROPN
cet-15615	54	35	performed	perform	VERB
cet-15615	54	36	better	well	ADV
cet-15615	54	37	with	with	ADP
cet-15615	54	38	17.80±11.54	17.80±11.54	NUM
cet-15615	54	39	,	,	PUNCT
cet-15615	54	40	4.21±1.21	4.21±1.21	PROPN
cet-15615	54	41	,	,	PUNCT
cet-15615	54	42	2.28±0.58	2.28±0.58	NOUN
cet-15615	54	43	and	and	CCONJ
cet-15615	54	44	0.80±0.12	0.80±0.12	NOUN
cet-15615	54	45	for	for	ADP
cet-15615	54	46	the	the	DET
cet-15615	54	47	bio	bio	ADJ
cet-15615	54	48	-	-	ADJ
cet-15615	54	49	liquid	liquid	ADJ
cet-15615	54	50	yield	yield	NOUN
cet-15615	54	51	.	.	PUNCT
cet-15615	55	1	figure	figure	NOUN
cet-15615	55	2	1	1	NUM
cet-15615	55	3	reports	report	NOUN
cet-15615	55	4	the	the	DET
cet-15615	55	5	parity	parity	NOUN
cet-15615	55	6	plot	plot	NOUN
cet-15615	55	7	of	of	ADP
cet-15615	55	8	predicted	predict	VERB
cet-15615	55	9	values	value	NOUN
cet-15615	55	10	of	of	ADP
cet-15615	55	11	the	the	DET
cet-15615	55	12	bioliquid	bioliquid	ADJ
cet-15615	55	13	yield	yield	NOUN
cet-15615	55	14	versus	versus	ADP
cet-15615	55	15	actual	actual	ADJ
cet-15615	55	16	observed	observed	ADJ
cet-15615	55	17	values	value	NOUN
cet-15615	55	18	for	for	ADP
cet-15615	55	19	the	the	DET
cet-15615	55	20	xgb	xgb	PROPN
cet-15615	55	21	regression	regression	PROPN
cet-15615	55	22	model	model	NOUN
cet-15615	55	23	.	.	PUNCT
cet-15615	56	1	it	it	PRON
cet-15615	56	2	should	should	AUX
cet-15615	56	3	be	be	AUX
cet-15615	56	4	noted	note	VERB
cet-15615	56	5	that	that	SCONJ
cet-15615	56	6	in	in	ADP
cet-15615	56	7	this	this	DET
cet-15615	56	8	context	context	NOUN
cet-15615	56	9	of	of	ADP
cet-15615	56	10	tabular	tabular	NOUN
cet-15615	56	11	data	datum	NOUN
cet-15615	56	12	with	with	ADP
cet-15615	56	13	about	about	ADV
cet-15615	56	14	500	500	NUM
cet-15615	56	15	samples	sample	NOUN
cet-15615	56	16	,	,	PUNCT
cet-15615	56	17	although	although	SCONJ
cet-15615	56	18	not	not	PART
cet-15615	56	19	in	in	ADP
cet-15615	56	20	a	a	DET
cet-15615	56	21	proper	proper	ADJ
cet-15615	56	22	big	big	ADJ
cet-15615	56	23	data	datum	NOUN
cet-15615	56	24	context	context	NOUN
cet-15615	56	25	,	,	PUNCT
cet-15615	56	26	the	the	DET
cet-15615	56	27	most	most	ADV
cet-15615	56	28	successful	successful	ADJ
cet-15615	56	29	methodologies	methodology	NOUN
cet-15615	56	30	have	have	AUX
cet-15615	56	31	not	not	PART
cet-15615	56	32	been	be	AUX
cet-15615	56	33	those	those	PRON
cet-15615	56	34	involving	involve	VERB
cet-15615	56	35	the	the	DET
cet-15615	56	36	use	use	NOUN
cet-15615	56	37	of	of	ADP
cet-15615	56	38	deep	deep	ADJ
cet-15615	56	39	models	model	NOUN
cet-15615	56	40	,	,	PUNCT
cet-15615	56	41	such	such	ADJ
cet-15615	56	42	as	as	ADP
cet-15615	56	43	the	the	DET
cet-15615	56	44	use	use	NOUN
cet-15615	56	45	of	of	ADP
cet-15615	56	46	mixture	mixture	NOUN
cet-15615	56	47	of	of	ADP
cet-15615	56	48	experts	expert	NOUN
cet-15615	56	49	as	as	ADP
cet-15615	56	50	a	a	DET
cet-15615	56	51	predictive	predictive	ADJ
cet-15615	56	52	model	model	NOUN
cet-15615	56	53	,	,	PUNCT
cet-15615	56	54	which	which	PRON
cet-15615	56	55	could	could	AUX
cet-15615	56	56	require	require	VERB
cet-15615	56	57	even	even	ADV
cet-15615	56	58	hundreds	hundred	NOUN
cet-15615	56	59	of	of	ADP
cet-15615	56	60	thousands	thousand	NOUN
cet-15615	56	61	of	of	ADP
cet-15615	56	62	instances	instance	NOUN
cet-15615	56	63	in	in	ADP
cet-15615	56	64	a	a	DET
cet-15615	56	65	dataset	dataset	NOUN
cet-15615	56	66	to	to	PART
cet-15615	56	67	achieve	achieve	VERB
cet-15615	56	68	optimum	optimum	ADJ
cet-15615	56	69	performance	performance	NOUN
cet-15615	56	70	.	.	PUNCT
cet-15615	57	1	results	result	NOUN
cet-15615	57	2	indicate	indicate	VERB
cet-15615	57	3	that	that	SCONJ
cet-15615	57	4	a	a	DET
cet-15615	57	5	system	system	NOUN
cet-15615	57	6	based	base	VERB
cet-15615	57	7	on	on	ADP
cet-15615	57	8	machine	machine	NOUN
cet-15615	57	9	learning	learning	NOUN
cet-15615	57	10	can	can	AUX
cet-15615	57	11	reliably	reliably	ADV
cet-15615	57	12	estimate	estimate	VERB
cet-15615	57	13	the	the	DET
cet-15615	57	14	bioliquid	bioliquid	NOUN
cet-15615	57	15	yields	yield	NOUN
cet-15615	57	16	produced	produce	VERB
cet-15615	57	17	by	by	ADP
cet-15615	57	18	fixed	fix	VERB
cet-15615	57	19	-	-	PUNCT
cet-15615	57	20	bed	bed	NOUN
cet-15615	57	21	pyrolysis	pyrolysis	NOUN
cet-15615	57	22	,	,	PUNCT
cet-15615	57	23	with	with	ADP
cet-15615	57	24	fairly	fairly	ADV
cet-15615	57	25	good	good	ADJ
cet-15615	57	26	performance	performance	NOUN
cet-15615	57	27	metrics	metric	NOUN
cet-15615	57	28	even	even	ADV
cet-15615	57	29	in	in	ADP
cet-15615	57	30	such	such	DET
cet-15615	57	31	a	a	DET
cet-15615	57	32	context	context	NOUN
cet-15615	57	33	of	of	ADP
cet-15615	57	34	a	a	DET
cet-15615	57	35	large	large	ADJ
cet-15615	57	36	and	and	CCONJ
cet-15615	57	37	heterogeneous	heterogeneous	ADJ
cet-15615	57	38	dataset	dataset	NOUN
cet-15615	57	39	,	,	PUNCT
cet-15615	57	40	helping	help	VERB
cet-15615	57	41	to	to	PART
cet-15615	57	42	deal	deal	VERB
cet-15615	57	43	with	with	ADP
cet-15615	57	44	the	the	DET
cet-15615	57	45	inherent	inherent	ADJ
cet-15615	57	46	uncertainties	uncertainty	NOUN
cet-15615	57	47	present	present	ADJ
cet-15615	57	48	in	in	ADP
cet-15615	57	49	the	the	DET
cet-15615	57	50	process	process	NOUN
cet-15615	57	51	,	,	PUNCT
cet-15615	57	52	due	due	ADP
cet-15615	57	53	to	to	ADP
cet-15615	57	54	variable	variable	ADJ
cet-15615	57	55	properties	property	NOUN
cet-15615	57	56	of	of	ADP
cet-15615	57	57	the	the	DET
cet-15615	57	58	biomasses	biomass	NOUN
cet-15615	57	59	and	and	CCONJ
cet-15615	57	60	different	different	ADJ
cet-15615	57	61	operating	operating	NOUN
cet-15615	57	62	conditions	condition	NOUN
cet-15615	57	63	.	.	PUNCT
cet-15615	58	1	the	the	DET
cet-15615	58	2	pdp	pdp	PROPN
cet-15615	58	3	plots	plot	VERB
cet-15615	58	4	for	for	ADP
cet-15615	58	5	the	the	DET
cet-15615	58	6	different	different	ADJ
cet-15615	58	7	features	feature	NOUN
cet-15615	58	8	that	that	PRON
cet-15615	58	9	predict	predict	VERB
cet-15615	58	10	the	the	DET
cet-15615	58	11	bio	bio	ADJ
cet-15615	58	12	-	-	ADJ
cet-15615	58	13	liquid	liquid	ADJ
cet-15615	58	14	yield	yield	NOUN
cet-15615	58	15	are	be	AUX
cet-15615	58	16	reported	report	VERB
cet-15615	58	17	in	in	ADP
cet-15615	58	18	figure	figure	NOUN
cet-15615	58	19	2	2	NUM
cet-15615	58	20	.	.	PUNCT
cet-15615	59	1	the	the	DET
cet-15615	59	2	pdp	pdp	PROPN
cet-15615	59	3	plot	plot	NOUN
cet-15615	59	4	reveals	reveal	VERB
cet-15615	59	5	a	a	DET
cet-15615	59	6	negative	negative	ADJ
cet-15615	59	7	effect	effect	NOUN
cet-15615	59	8	on	on	ADP
cet-15615	59	9	bio	bio	ADJ
cet-15615	59	10	-	-	ADJ
cet-15615	59	11	liquid	liquid	ADJ
cet-15615	59	12	yield	yield	NOUN
cet-15615	59	13	with	with	ADP
cet-15615	59	14	increasing	increase	VERB
cet-15615	59	15	ash	ash	NOUN
cet-15615	59	16	content	content	NOUN
cet-15615	59	17	in	in	ADP
cet-15615	59	18	the	the	DET
cet-15615	59	19	biomass	biomass	NOUN
cet-15615	59	20	.	.	PUNCT
cet-15615	60	1	table	table	NOUN
cet-15615	60	2	2	2	NUM
cet-15615	60	3	.	.	PUNCT
cet-15615	60	4	bio	bio	ADJ
cet-15615	60	5	-	-	ADJ
cet-15615	60	6	liquid	liquid	ADJ
cet-15615	60	7	yield	yield	NOUN
cet-15615	60	8	benchmark	benchmark	NOUN
cet-15615	60	9	on	on	ADP
cet-15615	60	10	the	the	DET
cet-15615	60	11	reduced	reduce	VERB
cet-15615	60	12	dataset	dataset	NOUN
cet-15615	60	13	without	without	ADP
cet-15615	60	14	missing	miss	VERB
cet-15615	60	15	data	datum	NOUN
cet-15615	60	16	.	.	PUNCT
cet-15615	61	1	model	model	NOUN
cet-15615	61	2	mean	mean	VERB
cet-15615	61	3	squared	square	VERB
cet-15615	61	4	error	error	NOUN
cet-15615	61	5	root	root	NOUN
cet-15615	61	6	mean	mean	VERB
cet-15615	61	7	squared	square	VERB
cet-15615	61	8	error	error	NOUN
cet-15615	61	9	mean	mean	VERB
cet-15615	61	10	absolute	absolute	ADJ
cet-15615	61	11	error	error	NOUN
cet-15615	61	12	r2	r2	NOUN
cet-15615	61	13	moe	moe	NOUN
cet-15615	61	14	169.93±40.14	169.93±40.14	NUM
cet-15615	61	15	13.03±1.46	13.03±1.46	NUM
cet-15615	62	1	10.63±1.61	10.63±1.61	NUM
cet-15615	62	2	0.00±0.41	0.00±0.41	NOUN
cet-15615	62	3	xgb	xgb	NOUN
cet-15615	63	1	17.80±11.54	17.80±11.54	NUM
cet-15615	63	2	4.21±1.21	4.21±1.21	PROPN
cet-15615	63	3	2.28±0.58	2.28±0.58	NUM
cet-15615	63	4	0.80±0.12	0.80±0.12	NOUN
cet-15615	63	5	mlp	mlp	NOUN
cet-15615	63	6	47.49±13.64	47.49±13.64	NUM
cet-15615	64	1	6.82±0.97	6.82±0.97	NUM
cet-15615	64	2	5.01±0.88	5.01±0.88	NUM
cet-15615	64	3	0.48±0.14	0.48±0.14	NOUN
cet-15615	64	4	svr	svr	PROPN
cet-15615	64	5	44.33±17.83	44.33±17.83	VERB
cet-15615	64	6	6.50±1.42	6.50±1.42	NUM
cet-15615	64	7	3.86±0.76	3.86±0.76	NUM
cet-15615	64	8	0.52±0.17	0.52±0.17	NOUN
cet-15615	64	9	rf	rf	NOUN
cet-15615	64	10	23.10±14.09	23.10±14.09	NUM
cet-15615	65	1	4.61±1.34	4.61±1.34	NUM
cet-15615	65	2	3.07±0.64	3.07±0.64	NUM
cet-15615	65	3	0.75±0.15	0.75±0.15	NOUN
cet-15615	65	4	this	this	DET
cet-15615	65	5	trend	trend	NOUN
cet-15615	65	6	,	,	PUNCT
cet-15615	65	7	also	also	ADV
cet-15615	65	8	observed	observe	VERB
cet-15615	65	9	by	by	ADP
cet-15615	65	10	others	other	NOUN
cet-15615	65	11	(	(	PUNCT
cet-15615	65	12	leng	leng	PROPN
cet-15615	65	13	et	et	PROPN
cet-15615	65	14	al	al	PROPN
cet-15615	65	15	.	.	PROPN
cet-15615	65	16	,	,	PUNCT
cet-15615	65	17	2023	2023	NUM
cet-15615	65	18	;	;	PUNCT
cet-15615	65	19	yang	yang	PROPN
cet-15615	65	20	et	et	PROPN
cet-15615	65	21	al	al	PROPN
cet-15615	65	22	.	.	PROPN
cet-15615	65	23	,	,	PUNCT
cet-15615	65	24	2022	2022	NUM
cet-15615	65	25	)	)	PUNCT
cet-15615	65	26	,	,	PUNCT
cet-15615	65	27	is	be	AUX
cet-15615	65	28	consistent	consistent	ADJ
cet-15615	65	29	with	with	ADP
cet-15615	65	30	the	the	DET
cet-15615	65	31	role	role	NOUN
cet-15615	65	32	of	of	ADP
cet-15615	65	33	ash	ash	NOUN
cet-15615	65	34	as	as	ADP
cet-15615	65	35	catalyst	catalyst	NOUN
cet-15615	65	36	promoting	promote	VERB
cet-15615	65	37	secondary	secondary	ADJ
cet-15615	65	38	cracking	cracking	NOUN
cet-15615	65	39	of	of	ADP
cet-15615	65	40	pyrolysis	pyrolysis	NOUN
cet-15615	65	41	vapors	vapor	NOUN
cet-15615	65	42	reducing	reduce	VERB
cet-15615	65	43	liquid	liquid	ADJ
cet-15615	65	44	yield	yield	NOUN
cet-15615	65	45	and	and	CCONJ
cet-15615	65	46	quality	quality	NOUN
cet-15615	65	47	(	(	PUNCT
cet-15615	65	48	bridgwater	bridgwater	NOUN
cet-15615	65	49	,	,	PUNCT
cet-15615	65	50	2012	2012	NUM
cet-15615	65	51	)	)	PUNCT
cet-15615	65	52	.	.	PUNCT
cet-15615	66	1	conversely	conversely	ADV
cet-15615	66	2	,	,	PUNCT
cet-15615	66	3	h	h	NOUN
cet-15615	66	4	/	/	SYM
cet-15615	66	5	ceff	ceff	NOUN
cet-15615	66	6	,	,	PUNCT
cet-15615	66	7	as	as	SCONJ
cet-15615	66	8	documented	document	VERB
cet-15615	66	9	in	in	ADP
cet-15615	66	10	the	the	DET
cet-15615	66	11	pertinent	pertinent	ADJ
cet-15615	66	12	literature	literature	NOUN
cet-15615	66	13	(	(	PUNCT
cet-15615	66	14	cheng	cheng	PROPN
cet-15615	66	15	&	&	CCONJ
cet-15615	66	16	huber	huber	PROPN
cet-15615	66	17	,	,	PUNCT
cet-15615	66	18	2012	2012	NUM
cet-15615	66	19	;	;	PUNCT
cet-15615	66	20	degnan	degnan	PROPN
cet-15615	66	21	jr	jr	PROPN
cet-15615	66	22	,	,	PUNCT
cet-15615	66	23	1986	1986	NUM
cet-15615	66	24	)	)	PUNCT
cet-15615	66	25	,	,	PUNCT
cet-15615	66	26	has	have	VERB
cet-15615	66	27	a	a	DET
cet-15615	66	28	positive	positive	ADJ
cet-15615	66	29	effect	effect	NOUN
cet-15615	66	30	on	on	ADP
cet-15615	66	31	the	the	DET
cet-15615	66	32	production	production	NOUN
cet-15615	66	33	of	of	ADP
cet-15615	66	34	bio	bio	NOUN
cet-15615	66	35	-	-	NOUN
cet-15615	66	36	liquids	liquid	NOUN
cet-15615	66	37	,	,	PUNCT
cet-15615	66	38	conversely	conversely	ADV
cet-15615	66	39	limiting	limit	VERB
cet-15615	66	40	the	the	DET
cet-15615	66	41	production	production	NOUN
cet-15615	66	42	of	of	ADP
cet-15615	66	43	coke	coke	PROPN
cet-15615	66	44	.	.	PUNCT
cet-15615	67	1	as	as	SCONJ
cet-15615	67	2	concerned	concerned	ADJ
cet-15615	67	3	cellulose	cellulose	NOUN
cet-15615	67	4	501	501	NUM
cet-15615	67	5	and	and	CCONJ
cet-15615	67	6	lignin	lignin	NOUN
cet-15615	67	7	,	,	PUNCT
cet-15615	67	8	these	these	DET
cet-15615	67	9	two	two	NUM
cet-15615	67	10	features	feature	NOUN
cet-15615	67	11	have	have	VERB
cet-15615	67	12	both	both	CCONJ
cet-15615	67	13	a	a	DET
cet-15615	67	14	negative	negative	ADJ
cet-15615	67	15	effect	effect	NOUN
cet-15615	67	16	on	on	ADP
cet-15615	67	17	the	the	DET
cet-15615	67	18	production	production	NOUN
cet-15615	67	19	of	of	ADP
cet-15615	67	20	bio	bio	NOUN
cet-15615	67	21	-	-	NOUN
cet-15615	67	22	liquid	liquid	ADJ
cet-15615	67	23	,	,	PUNCT
cet-15615	67	24	with	with	ADP
cet-15615	67	25	a	a	DET
cet-15615	67	26	greater	great	ADJ
cet-15615	67	27	impact	impact	NOUN
cet-15615	67	28	of	of	ADP
cet-15615	67	29	cellulose	cellulose	NOUN
cet-15615	67	30	.	.	PUNCT
cet-15615	68	1	the	the	DET
cet-15615	68	2	fate	fate	NOUN
cet-15615	68	3	of	of	ADP
cet-15615	68	4	cellulose	cellulose	NOUN
cet-15615	68	5	and	and	CCONJ
cet-15615	68	6	lignin	lignin	NOUN
cet-15615	68	7	during	during	ADP
cet-15615	68	8	pyrolysis	pyrolysis	NOUN
cet-15615	68	9	results	result	NOUN
cet-15615	68	10	from	from	ADP
cet-15615	68	11	the	the	DET
cet-15615	68	12	competition	competition	NOUN
cet-15615	68	13	between	between	ADP
cet-15615	68	14	primary	primary	ADJ
cet-15615	68	15	decomposition	decomposition	NOUN
cet-15615	68	16	reactions	reaction	NOUN
cet-15615	68	17	,	,	PUNCT
cet-15615	68	18	leading	lead	VERB
cet-15615	68	19	to	to	ADP
cet-15615	68	20	bio	bio	NOUN
cet-15615	68	21	-	-	NOUN
cet-15615	68	22	liquid	liquid	ADJ
cet-15615	68	23	,	,	PUNCT
cet-15615	68	24	and	and	CCONJ
cet-15615	68	25	secondary	secondary	ADJ
cet-15615	68	26	polymerization	polymerization	NOUN
cet-15615	68	27	of	of	ADP
cet-15615	68	28	vapors	vapor	NOUN
cet-15615	68	29	,	,	PUNCT
cet-15615	68	30	leading	lead	VERB
cet-15615	68	31	to	to	ADP
cet-15615	68	32	biochar	biochar	NOUN
cet-15615	68	33	formation	formation	NOUN
cet-15615	68	34	and	and	CCONJ
cet-15615	68	35	this	this	DET
cet-15615	68	36	negative	negative	ADJ
cet-15615	68	37	effect	effect	NOUN
cet-15615	68	38	in	in	ADP
cet-15615	68	39	this	this	DET
cet-15615	68	40	case	case	NOUN
cet-15615	68	41	could	could	AUX
cet-15615	68	42	be	be	AUX
cet-15615	68	43	explained	explain	VERB
cet-15615	68	44	in	in	ADP
cet-15615	68	45	the	the	DET
cet-15615	68	46	light	light	NOUN
cet-15615	68	47	of	of	ADP
cet-15615	68	48	the	the	DET
cet-15615	68	49	prevailingly	prevailingly	ADV
cet-15615	68	50	slow	slow	ADJ
cet-15615	68	51	pyrolysis	pyrolysis	NOUN
cet-15615	68	52	conditions	condition	NOUN
cet-15615	68	53	typical	typical	ADJ
cet-15615	68	54	of	of	ADP
cet-15615	68	55	fixed	fix	VERB
cet-15615	68	56	beds	bed	NOUN
cet-15615	68	57	,	,	PUNCT
cet-15615	68	58	and	and	CCONJ
cet-15615	68	59	by	by	ADP
cet-15615	68	60	the	the	DET
cet-15615	68	61	accumulation	accumulation	NOUN
cet-15615	68	62	of	of	ADP
cet-15615	68	63	biochar	biochar	NOUN
cet-15615	68	64	(	(	PUNCT
cet-15615	68	65	troiano	troiano	NOUN
cet-15615	68	66	et	et	PROPN
cet-15615	68	67	al	al	PROPN
cet-15615	68	68	.	.	PROPN
cet-15615	68	69	,	,	PUNCT
cet-15615	68	70	2022	2022	NUM
cet-15615	68	71	)	)	PUNCT
cet-15615	68	72	with	with	ADP
cet-15615	68	73	fairly	fairly	ADV
cet-15615	68	74	small	small	ADJ
cet-15615	68	75	h	h	NOUN
cet-15615	68	76	/	/	SYM
cet-15615	68	77	ceff	ceff	PROPN
cet-15615	68	78	ratio	ratio	NOUN
cet-15615	68	79	(	(	PUNCT
cet-15615	68	80	li	li	PROPN
cet-15615	68	81	et	et	PROPN
cet-15615	68	82	al	al	PROPN
cet-15615	68	83	.	.	PROPN
cet-15615	68	84	,	,	PUNCT
cet-15615	68	85	2023	2023	NUM
cet-15615	68	86	)	)	PUNCT
cet-15615	68	87	that	that	PRON
cet-15615	68	88	may	may	AUX
cet-15615	68	89	favor	favor	VERB
cet-15615	68	90	the	the	DET
cet-15615	68	91	production	production	NOUN
cet-15615	68	92	of	of	ADP
cet-15615	68	93	further	further	ADJ
cet-15615	68	94	bio	bio	NOUN
cet-15615	68	95	-	-	NOUN
cet-15615	68	96	char	char	NOUN
cet-15615	68	97	at	at	ADP
cet-15615	68	98	the	the	DET
cet-15615	68	99	expense	expense	NOUN
cet-15615	68	100	of	of	ADP
cet-15615	68	101	bio	bio	NOUN
cet-15615	68	102	-	-	NOUN
cet-15615	68	103	liquid	liquid	ADJ
cet-15615	68	104	.	.	PUNCT
cet-15615	69	1	the	the	DET
cet-15615	69	2	effect	effect	NOUN
cet-15615	69	3	of	of	ADP
cet-15615	69	4	the	the	DET
cet-15615	69	5	pyrolysis	pyrolysis	NOUN
cet-15615	69	6	temperature	temperature	NOUN
cet-15615	69	7	is	be	AUX
cet-15615	69	8	among	among	ADP
cet-15615	69	9	the	the	DET
cet-15615	69	10	most	most	ADV
cet-15615	69	11	studied	study	VERB
cet-15615	69	12	in	in	ADP
cet-15615	69	13	literature	literature	NOUN
cet-15615	69	14	,	,	PUNCT
cet-15615	69	15	with	with	ADP
cet-15615	69	16	observations	observation	NOUN
cet-15615	69	17	typically	typically	ADV
cet-15615	69	18	converging	converge	VERB
cet-15615	69	19	toward	toward	ADP
cet-15615	69	20	an	an	DET
cet-15615	69	21	indication	indication	NOUN
cet-15615	69	22	of	of	ADP
cet-15615	69	23	500	500	NUM
cet-15615	69	24	-	-	SYM
cet-15615	69	25	550	550	NUM
cet-15615	69	26	°	°	NUM
cet-15615	69	27	c	c	NOUN
cet-15615	69	28	as	as	SCONJ
cet-15615	69	29	the	the	DET
cet-15615	69	30	temperature	temperature	NOUN
cet-15615	69	31	range	range	NOUN
cet-15615	69	32	to	to	PART
cet-15615	69	33	maximize	maximize	VERB
cet-15615	69	34	the	the	DET
cet-15615	69	35	bio	bio	ADJ
cet-15615	69	36	-	-	ADJ
cet-15615	69	37	liquid	liquid	ADJ
cet-15615	69	38	yield	yield	NOUN
cet-15615	69	39	.	.	PUNCT
cet-15615	70	1	like	like	ADP
cet-15615	70	2	t	t	PROPN
cet-15615	70	3	,	,	PUNCT
cet-15615	70	4	also	also	ADV
cet-15615	70	5	the	the	DET
cet-15615	70	6	heating	heating	NOUN
cet-15615	70	7	rate	rate	NOUN
cet-15615	70	8	is	be	AUX
cet-15615	70	9	considered	consider	VERB
cet-15615	70	10	one	one	NUM
cet-15615	70	11	of	of	ADP
cet-15615	70	12	the	the	DET
cet-15615	70	13	key	key	ADJ
cet-15615	70	14	parameters	parameter	NOUN
cet-15615	70	15	to	to	PART
cet-15615	70	16	switch	switch	VERB
cet-15615	70	17	from	from	ADP
cet-15615	70	18	slow	slow	ADJ
cet-15615	70	19	to	to	ADP
cet-15615	70	20	fast	fast	ADJ
cet-15615	70	21	pyrolysis	pyrolysis	NOUN
cet-15615	70	22	,	,	PUNCT
cet-15615	70	23	which	which	PRON
cet-15615	70	24	involves	involve	VERB
cet-15615	70	25	a	a	DET
cet-15615	70	26	greater	great	ADJ
cet-15615	70	27	yield	yield	NOUN
cet-15615	70	28	of	of	ADP
cet-15615	70	29	bio	bio	NOUN
cet-15615	70	30	-	-	NOUN
cet-15615	70	31	liquid	liquid	ADJ
cet-15615	70	32	as	as	ADP
cet-15615	70	33	its	its	PRON
cet-15615	70	34	value	value	NOUN
cet-15615	70	35	increases	increase	NOUN
cet-15615	70	36	.	.	PUNCT
cet-15615	71	1	for	for	SCONJ
cet-15615	71	2	both	both	PRON
cet-15615	71	3	these	these	PRON
cet-15615	71	4	features	feature	VERB
cet-15615	71	5	the	the	DET
cet-15615	71	6	pdp	pdp	PROPN
cet-15615	71	7	graphs	graph	NOUN
cet-15615	71	8	are	be	AUX
cet-15615	71	9	fully	fully	ADV
cet-15615	71	10	consistent	consistent	ADJ
cet-15615	71	11	with	with	ADP
cet-15615	71	12	these	these	DET
cet-15615	71	13	observations	observation	NOUN
cet-15615	71	14	.	.	PUNCT
cet-15615	72	1	figure	figure	NOUN
cet-15615	72	2	1	1	NUM
cet-15615	72	3	:	:	PUNCT
cet-15615	72	4	predicted	predict	VERB
cet-15615	72	5	versus	versus	ADP
cet-15615	72	6	observed	observe	VERB
cet-15615	72	7	bio	bio	ADJ
cet-15615	72	8	-	-	ADJ
cet-15615	72	9	liquid	liquid	ADJ
cet-15615	72	10	yield	yield	NOUN
cet-15615	72	11	.	.	PUNCT
cet-15615	73	1	the	the	DET
cet-15615	73	2	pdp	pdp	PROPN
cet-15615	73	3	graph	graph	NOUN
cet-15615	73	4	is	be	AUX
cet-15615	73	5	fully	fully	ADV
cet-15615	73	6	consistent	consistent	ADJ
cet-15615	73	7	with	with	ADP
cet-15615	73	8	this	this	DET
cet-15615	73	9	observation	observation	NOUN
cet-15615	73	10	.	.	PUNCT
cet-15615	74	1	this	this	PRON
cet-15615	74	2	is	be	AUX
cet-15615	74	3	consistent	consistent	ADJ
cet-15615	74	4	with	with	ADP
cet-15615	74	5	indications	indication	NOUN
cet-15615	74	6	of	of	ADP
cet-15615	74	7	the	the	DET
cet-15615	74	8	model	model	NOUN
cet-15615	74	9	reported	report	VERB
cet-15615	74	10	in	in	ADP
cet-15615	74	11	the	the	DET
cet-15615	74	12	pdp	pdp	PROPN
cet-15615	74	13	graph	graph	NOUN
cet-15615	74	14	.	.	PUNCT
cet-15615	75	1	on	on	ADP
cet-15615	75	2	the	the	DET
cet-15615	75	3	contrary	contrary	NOUN
cet-15615	75	4	,	,	PUNCT
cet-15615	75	5	the	the	DET
cet-15615	75	6	effect	effect	NOUN
cet-15615	75	7	of	of	ADP
cet-15615	75	8	particle	particle	NOUN
cet-15615	75	9	size	size	NOUN
cet-15615	75	10	reported	report	VERB
cet-15615	75	11	by	by	ADP
cet-15615	75	12	pdp	pdp	PROPN
cet-15615	75	13	graph	graph	NOUN
cet-15615	75	14	discords	discord	NOUN
cet-15615	75	15	with	with	ADP
cet-15615	75	16	respect	respect	NOUN
cet-15615	75	17	to	to	ADP
cet-15615	75	18	the	the	DET
cet-15615	75	19	real	real	ADJ
cet-15615	75	20	effect	effect	NOUN
cet-15615	75	21	,	,	PUNCT
cet-15615	75	22	detecting	detect	VERB
cet-15615	75	23	a	a	DET
cet-15615	75	24	positive	positive	ADJ
cet-15615	75	25	effect	effect	NOUN
cet-15615	75	26	on	on	ADP
cet-15615	75	27	the	the	DET
cet-15615	75	28	bio	bio	ADJ
cet-15615	75	29	-	-	ADJ
cet-15615	75	30	liquid	liquid	ADJ
cet-15615	75	31	yield	yield	NOUN
cet-15615	75	32	with	with	ADP
cet-15615	75	33	the	the	DET
cet-15615	75	34	increase	increase	NOUN
cet-15615	75	35	of	of	ADP
cet-15615	75	36	the	the	DET
cet-15615	75	37	variable	variable	NOUN
cet-15615	75	38	;	;	PUNCT
cet-15615	75	39	instead	instead	ADV
cet-15615	75	40	,	,	PUNCT
cet-15615	75	41	the	the	DET
cet-15615	75	42	increase	increase	NOUN
cet-15615	75	43	of	of	ADP
cet-15615	75	44	the	the	DET
cet-15615	75	45	particle	particle	NOUN
cet-15615	75	46	size	size	NOUN
cet-15615	75	47	can	can	AUX
cet-15615	75	48	determine	determine	VERB
cet-15615	75	49	a	a	DET
cet-15615	75	50	slow	slow	ADJ
cet-15615	75	51	heating	heating	NOUN
cet-15615	75	52	rate	rate	NOUN
cet-15615	75	53	of	of	ADP
cet-15615	75	54	the	the	DET
cet-15615	75	55	particles	particle	NOUN
cet-15615	75	56	with	with	ADP
cet-15615	75	57	the	the	DET
cet-15615	75	58	consequent	consequent	ADJ
cet-15615	75	59	lowering	lowering	NOUN
cet-15615	75	60	of	of	ADP
cet-15615	75	61	the	the	DET
cet-15615	75	62	bio	bio	ADJ
cet-15615	75	63	-	-	ADJ
cet-15615	75	64	oil	oil	NOUN
cet-15615	75	65	yield	yield	NOUN
cet-15615	75	66	.	.	PUNCT
cet-15615	76	1	this	this	DET
cet-15615	76	2	erratic	erratic	ADJ
cet-15615	76	3	trend	trend	NOUN
cet-15615	76	4	is	be	AUX
cet-15615	76	5	also	also	ADV
cet-15615	76	6	detected	detect	VERB
cet-15615	76	7	by	by	ADP
cet-15615	76	8	other	other	ADJ
cet-15615	76	9	research	research	NOUN
cet-15615	76	10	groups	group	NOUN
cet-15615	76	11	(	(	PUNCT
cet-15615	76	12	tang	tang	X
cet-15615	76	13	et	et	PROPN
cet-15615	76	14	al	al	PROPN
cet-15615	76	15	.	.	PROPN
cet-15615	76	16	,	,	PUNCT
cet-15615	76	17	2020	2020	NUM
cet-15615	76	18	;	;	PUNCT
cet-15615	76	19	ullah	ullah	PROPN
cet-15615	76	20	et	et	PROPN
cet-15615	76	21	al	al	PROPN
cet-15615	76	22	.	.	PROPN
cet-15615	76	23	,	,	PUNCT
cet-15615	76	24	2021	2021	NUM
cet-15615	76	25	;	;	PUNCT
cet-15615	76	26	yang	yang	PROPN
cet-15615	76	27	et	et	PROPN
cet-15615	76	28	al	al	PROPN
cet-15615	76	29	.	.	PROPN
cet-15615	76	30	,	,	PUNCT
cet-15615	76	31	2022	2022	NUM
cet-15615	76	32	;	;	PUNCT
cet-15615	76	33	zhang	zhang	PROPN
cet-15615	76	34	et	et	PROPN
cet-15615	76	35	al	al	PROPN
cet-15615	76	36	.	.	PROPN
cet-15615	76	37	,	,	PUNCT
cet-15615	76	38	2022	2022	NUM
cet-15615	76	39	)	)	PUNCT
cet-15615	76	40	.	.	PUNCT
cet-15615	77	1	4	4	X
cet-15615	77	2	.	.	X
cet-15615	77	3	conclusions	conclusion	NOUN
cet-15615	77	4	in	in	ADP
cet-15615	77	5	the	the	DET
cet-15615	77	6	present	present	ADJ
cet-15615	77	7	study	study	NOUN
cet-15615	77	8	,	,	PUNCT
cet-15615	77	9	five	five	NUM
cet-15615	77	10	different	different	ADJ
cet-15615	77	11	ml	ml	NOUN
cet-15615	77	12	techniques	technique	NOUN
cet-15615	77	13	have	have	AUX
cet-15615	77	14	been	be	AUX
cet-15615	77	15	used	use	VERB
cet-15615	77	16	for	for	ADP
cet-15615	77	17	the	the	DET
cet-15615	77	18	forecasting	forecasting	NOUN
cet-15615	77	19	of	of	ADP
cet-15615	77	20	bio	bio	ADJ
cet-15615	77	21	-	-	ADJ
cet-15615	77	22	liquid	liquid	ADJ
cet-15615	77	23	yield	yield	NOUN
cet-15615	77	24	produced	produce	VERB
cet-15615	77	25	by	by	ADP
cet-15615	77	26	the	the	DET
cet-15615	77	27	pyrolysis	pyrolysis	NOUN
cet-15615	77	28	of	of	ADP
cet-15615	77	29	residual	residual	ADJ
cet-15615	77	30	biomass	biomass	NOUN
cet-15615	77	31	.	.	PUNCT
cet-15615	78	1	the	the	DET
cet-15615	78	2	training	training	NOUN
cet-15615	78	3	was	be	AUX
cet-15615	78	4	conducted	conduct	VERB
cet-15615	78	5	on	on	ADP
cet-15615	78	6	a	a	DET
cet-15615	78	7	dataset	dataset	NOUN
cet-15615	78	8	of	of	ADP
cet-15615	78	9	about	about	ADV
cet-15615	78	10	500	500	NUM
cet-15615	78	11	observations	observation	NOUN
cet-15615	78	12	without	without	ADP
cet-15615	78	13	missing	miss	VERB
cet-15615	78	14	data	datum	NOUN
cet-15615	78	15	,	,	PUNCT
cet-15615	78	16	which	which	PRON
cet-15615	78	17	is	be	AUX
cet-15615	78	18	a	a	DET
cet-15615	78	19	subset	subset	NOUN
cet-15615	78	20	of	of	ADP
cet-15615	78	21	a	a	DET
cet-15615	78	22	more	more	ADV
cet-15615	78	23	extended	extended	ADJ
cet-15615	78	24	database	database	NOUN
cet-15615	78	25	of	of	ADP
cet-15615	78	26	nearly	nearly	ADV
cet-15615	78	27	1000	1000	NUM
cet-15615	78	28	observations	observation	NOUN
cet-15615	78	29	.	.	PUNCT
cet-15615	79	1	ash	ash	NOUN
cet-15615	79	2	content	content	PROPN
cet-15615	79	3	,	,	PUNCT
cet-15615	79	4	h	h	NOUN
cet-15615	79	5	/	/	SYM
cet-15615	79	6	ceff	ceff	NOUN
cet-15615	79	7	,	,	PUNCT
cet-15615	79	8	cellulose	cellulose	NOUN
cet-15615	79	9	and	and	CCONJ
cet-15615	79	10	lignin	lignin	NOUN
cet-15615	79	11	contents	content	NOUN
cet-15615	79	12	,	,	PUNCT
cet-15615	79	13	pyrolysis	pyrolysis	NOUN
cet-15615	79	14	temperature	temperature	NOUN
cet-15615	79	15	,	,	PUNCT
cet-15615	79	16	heating	heating	NOUN
cet-15615	79	17	rate	rate	NOUN
cet-15615	79	18	,	,	PUNCT
cet-15615	79	19	particle	particle	NOUN
cet-15615	79	20	size	size	NOUN
cet-15615	79	21	,	,	PUNCT
cet-15615	79	22	were	be	AUX
cet-15615	79	23	selected	select	VERB
cet-15615	79	24	for	for	ADP
cet-15615	79	25	this	this	DET
cet-15615	79	26	analysis	analysis	NOUN
cet-15615	79	27	and	and	CCONJ
cet-15615	79	28	the	the	DET
cet-15615	79	29	best	good	ADJ
cet-15615	79	30	regression	regression	NOUN
cet-15615	79	31	model	model	NOUN
cet-15615	79	32	was	be	AUX
cet-15615	79	33	xgboost	xgboost	ADV
cet-15615	79	34	,	,	PUNCT
cet-15615	79	35	yielding	yield	VERB
cet-15615	79	36	a	a	DET
cet-15615	79	37	mae	mae	PROPN
cet-15615	79	38	of	of	ADP
cet-15615	79	39	2.28	2.28	NUM
cet-15615	79	40	and	and	CCONJ
cet-15615	79	41	an	an	DET
cet-15615	79	42	r2	r2	NOUN
cet-15615	79	43	of	of	ADP
cet-15615	79	44	0.80	0.80	NUM
cet-15615	79	45	.	.	PUNCT
cet-15615	80	1	the	the	DET
cet-15615	80	2	analysis	analysis	NOUN
cet-15615	80	3	of	of	ADP
cet-15615	80	4	the	the	DET
cet-15615	80	5	pdp	pdp	PROPN
cet-15615	80	6	plots	plot	NOUN
cet-15615	80	7	highlighted	highlight	VERB
cet-15615	80	8	a	a	DET
cet-15615	80	9	partial	partial	ADJ
cet-15615	80	10	congruence	congruence	NOUN
cet-15615	80	11	among	among	ADP
cet-15615	80	12	the	the	DET
cet-15615	80	13	influence	influence	NOUN
cet-15615	80	14	of	of	ADP
cet-15615	80	15	the	the	DET
cet-15615	80	16	different	different	ADJ
cet-15615	80	17	variables	variable	NOUN
cet-15615	80	18	on	on	ADP
cet-15615	80	19	the	the	DET
cet-15615	80	20	investigated	investigate	VERB
cet-15615	80	21	bio	bio	ADJ
cet-15615	80	22	-	-	ADJ
cet-15615	80	23	liquid	liquid	ADJ
cet-15615	80	24	yield	yield	NOUN
cet-15615	80	25	and	and	CCONJ
cet-15615	80	26	chemical	chemical	NOUN
cet-15615	80	27	-	-	PUNCT
cet-15615	80	28	physical	physical	ADJ
cet-15615	80	29	mechanisms	mechanism	NOUN
cet-15615	80	30	relevant	relevant	ADJ
cet-15615	80	31	to	to	ADP
cet-15615	80	32	pyrolysis	pyrolysis	NOUN
cet-15615	80	33	.	.	PUNCT
cet-15615	81	1	also	also	ADV
cet-15615	81	2	,	,	PUNCT
cet-15615	81	3	the	the	DET
cet-15615	81	4	comparison	comparison	NOUN
cet-15615	81	5	of	of	ADP
cet-15615	81	6	results	result	NOUN
cet-15615	81	7	generated	generate	VERB
cet-15615	81	8	by	by	ADP
cet-15615	81	9	the	the	DET
cet-15615	81	10	various	various	ADJ
cet-15615	81	11	research	research	NOUN
cet-15615	81	12	groups	group	NOUN
cet-15615	81	13	highlighted	highlight	VERB
cet-15615	81	14	remarkable	remarkable	ADJ
cet-15615	81	15	discrepancies	discrepancy	NOUN
cet-15615	81	16	in	in	ADP
cet-15615	81	17	directional	directional	ADJ
cet-15615	81	18	trends	trend	NOUN
cet-15615	81	19	.	.	PUNCT
cet-15615	82	1	this	this	DET
cet-15615	82	2	criticality	criticality	NOUN
cet-15615	82	3	reflects	reflect	VERB
cet-15615	82	4	a	a	DET
cet-15615	82	5	more	more	ADV
cet-15615	82	6	general	general	ADJ
cet-15615	82	7	caution	caution	NOUN
cet-15615	82	8	about	about	ADP
cet-15615	82	9	using	use	VERB
cet-15615	82	10	purely	purely	ADV
cet-15615	82	11	data	data	NOUN
cet-15615	82	12	-	-	PUNCT
cet-15615	82	13	driven	drive	VERB
cet-15615	82	14	ml	ml	NOUN
cet-15615	82	15	for	for	ADP
cet-15615	82	16	interpretative	interpretative	ADJ
cet-15615	82	17	analysis	analysis	NOUN
cet-15615	82	18	,	,	PUNCT
cet-15615	82	19	and	and	CCONJ
cet-15615	82	20	the	the	DET
cet-15615	82	21	possibility	possibility	NOUN
cet-15615	82	22	that	that	SCONJ
cet-15615	82	23	ml	ml	NOUN
cet-15615	82	24	models	model	NOUN
cet-15615	82	25	lead	lead	VERB
cet-15615	82	26	to	to	ADP
cet-15615	82	27	predicted	predict	VERB
cet-15615	82	28	trends	trend	NOUN
cet-15615	82	29	that	that	PRON
cet-15615	82	30	are	be	AUX
cet-15615	82	31	inconsistent	inconsistent	ADJ
cet-15615	82	32	with	with	ADP
cet-15615	82	33	the	the	DET
cet-15615	82	34	physical	physical	ADJ
cet-15615	82	35	constraints	constraint	NOUN
cet-15615	82	36	.	.	PUNCT
cet-15615	83	1	this	this	DET
cet-15615	83	2	finding	finding	NOUN
cet-15615	83	3	stimulates	stimulate	VERB
cet-15615	83	4	further	further	ADJ
cet-15615	83	5	research	research	NOUN
cet-15615	83	6	on	on	ADP
cet-15615	83	7	the	the	DET
cet-15615	83	8	development	development	NOUN
cet-15615	83	9	of	of	ADP
cet-15615	83	10	physics	physics	NOUN
cet-15615	83	11	-	-	PUNCT
cet-15615	83	12	informed	inform	VERB
cet-15615	83	13	machine	machine	NOUN
cet-15615	83	14	learning	learning	NOUN
cet-15615	83	15	tools	tool	NOUN
cet-15615	83	16	that	that	PRON
cet-15615	83	17	embodies	embody	VERB
cet-15615	83	18	physico	physico	NOUN
cet-15615	83	19	-	-	PUNCT
cet-15615	83	20	chemical	chemical	NOUN
cet-15615	83	21	relationships	relationship	NOUN
cet-15615	83	22	and	and	CCONJ
cet-15615	83	23	constraints	constraint	NOUN
cet-15615	83	24	pertinent	pertinent	ADJ
cet-15615	83	25	of	of	ADP
cet-15615	83	26	the	the	DET
cet-15615	83	27	specific	specific	ADJ
cet-15615	83	28	domain	domain	NOUN
cet-15615	83	29	.	.	PUNCT
cet-15615	84	1	502	502	NUM
cet-15615	84	2	figure	figure	NOUN
cet-15615	84	3	2	2	NUM
cet-15615	84	4	.	.	PUNCT
cet-15615	84	5	partial	partial	ADJ
cet-15615	84	6	dependency	dependency	NOUN
cet-15615	84	7	plots	plot	NOUN
cet-15615	84	8	(	(	PUNCT
cet-15615	84	9	pdp	pdp	PROPN
cet-15615	84	10	)	)	PUNCT
cet-15615	84	11	for	for	ADP
cet-15615	84	12	bio	bio	ADJ
cet-15615	84	13	-	-	ADJ
cet-15615	84	14	liquid	liquid	ADJ
cet-15615	84	15	yield	yield	NOUN
cet-15615	84	16	with	with	ADP
cet-15615	84	17	respect	respect	NOUN
cet-15615	84	18	to	to	ADP
cet-15615	84	19	biomass	biomass	NOUN
cet-15615	84	20	properties	property	NOUN
cet-15615	84	21	and	and	CCONJ
cet-15615	84	22	operating	operating	NOUN
cet-15615	84	23	conditions	condition	NOUN
cet-15615	84	24	.	.	PUNCT
cet-15615	85	1	503	503	NUM
cet-15615	85	2	acknowledgments	acknowledgment	NOUN
cet-15615	85	3	project	project	NOUN
cet-15615	85	4	funded	fund	VERB
cet-15615	85	5	under	under	ADP
cet-15615	85	6	the	the	DET
cet-15615	85	7	national	national	ADJ
cet-15615	85	8	recovery	recovery	NOUN
cet-15615	85	9	and	and	CCONJ
cet-15615	85	10	resilience	resilience	NOUN
cet-15615	85	11	plan	plan	NOUN
cet-15615	85	12	(	(	PUNCT
cet-15615	85	13	nrrp	nrrp	PROPN
cet-15615	85	14	)	)	PUNCT
cet-15615	85	15	,	,	PUNCT
cet-15615	85	16	mission	mission	NOUN
cet-15615	85	17	4	4	NUM
cet-15615	85	18	component	component	NOUN
cet-15615	85	19	2	2	NUM
cet-15615	85	20	investment	investment	NOUN
cet-15615	85	21	1.3	1.3	NUM
cet-15615	85	22	call	call	NOUN
cet-15615	85	23	for	for	ADP
cet-15615	85	24	tender	tender	ADJ
cet-15615	85	25	no	no	NOUN
cet-15615	85	26	.	.	PUNCT
cet-15615	86	1	341	341	NUM
cet-15615	86	2	of	of	ADP
cet-15615	86	3	15.03.2022	15.03.2022	NUM
cet-15615	86	4	of	of	ADP
cet-15615	86	5	ministero	ministero	PROPN
cet-15615	86	6	dell’università	dell’università	PROPN
cet-15615	86	7	e	e	PROPN
cet-15615	86	8	della	della	PROPN
cet-15615	86	9	ricerca	ricerca	PROPN
cet-15615	86	10	(	(	PUNCT
cet-15615	86	11	mur	mur	PROPN
cet-15615	86	12	)	)	PUNCT
cet-15615	86	13	;	;	PUNCT
cet-15615	86	14	funded	fund	VERB
cet-15615	86	15	by	by	ADP
cet-15615	86	16	the	the	DET
cet-15615	86	17	european	european	PROPN
cet-15615	86	18	union	union	PROPN
cet-15615	86	19	–	–	PUNCT
cet-15615	86	20	nextgenerationeu	nextgenerationeu	NOUN
cet-15615	86	21	;	;	PUNCT
cet-15615	86	22	project	project	NOUN
cet-15615	86	23	code	code	NOUN
cet-15615	86	24	pe0000021	pe0000021	NOUN
cet-15615	86	25	,	,	PUNCT
cet-15615	86	26	concession	concession	NOUN
cet-15615	86	27	decree	decree	NOUN
cet-15615	87	1	no	no	INTJ
cet-15615	87	2	.	.	PUNCT
cet-15615	88	1	1561	1561	NUM
cet-15615	88	2	of	of	ADP
cet-15615	88	3	11.10.2022	11.10.2022	NUM
cet-15615	88	4	adopted	adopt	VERB
cet-15615	88	5	by	by	ADP
cet-15615	88	6	ministero	ministero	PROPN
cet-15615	88	7	dell’universita	dell’universita	PROPN
cet-15615	88	8	`	`	PUNCT
cet-15615	88	9	e	e	PROPN
cet-15615	88	10	della	della	PROPN
cet-15615	88	11	ricerca	ricerca	PROPN
cet-15615	88	12	(	(	PUNCT
cet-15615	88	13	mur	mur	PROPN
cet-15615	88	14	)	)	PUNCT
cet-15615	88	15	,	,	PUNCT
cet-15615	88	16	cup	cup	NOUN
cet-15615	88	17	e63c22002160007	e63c22002160007	NOUN
cet-15615	88	18	and	and	CCONJ
cet-15615	88	19	b53c22004060006	b53c22004060006	ADJ
cet-15615	88	20	,	,	PUNCT
cet-15615	88	21	project	project	NOUN
cet-15615	88	22	title	title	NOUN
cet-15615	88	23	“	"	PUNCT
cet-15615	88	24	network	network	NOUN
cet-15615	88	25	4	4	NUM
cet-15615	88	26	energy	energy	NOUN
cet-15615	88	27	sustainable	sustainable	ADJ
cet-15615	88	28	transition	transition	NOUN
cet-15615	88	29	–	–	PUNCT
cet-15615	88	30	nest	nest	NOUN
cet-15615	88	31	”	"	PUNCT
cet-15615	88	32	.	.	PUNCT
cet-15615	89	1	references	reference	NOUN
cet-15615	89	2	bridgwater	bridgwater	PROPN
cet-15615	89	3	,	,	PUNCT
cet-15615	89	4	a.	a.	PROPN
cet-15615	89	5	v.	v.	PROPN
cet-15615	89	6	(	(	PUNCT
cet-15615	89	7	2012	2012	NUM
cet-15615	89	8	)	)	PUNCT
cet-15615	89	9	.	.	PUNCT
cet-15615	90	1	review	review	NOUN
cet-15615	90	2	of	of	ADP
cet-15615	90	3	fast	fast	ADJ
cet-15615	90	4	pyrolysis	pyrolysis	NOUN
cet-15615	90	5	of	of	ADP
cet-15615	90	6	biomass	biomass	NOUN
cet-15615	90	7	and	and	CCONJ
cet-15615	90	8	product	product	NOUN
cet-15615	90	9	upgrading	upgrading	NOUN
cet-15615	90	10	.	.	PUNCT
cet-15615	91	1	biomass	biomass	NOUN
cet-15615	91	2	and	and	CCONJ
cet-15615	91	3	bioenergy	bioenergy	NOUN
cet-15615	91	4	,	,	PUNCT
cet-15615	91	5	38	38	NUM
cet-15615	91	6	,	,	PUNCT
cet-15615	91	7	68–94	68–94	NUM
cet-15615	91	8	.	.	PUNCT
cet-15615	92	1	https://doi.org/10.1016/j.biombioe.2011.01.048	https://doi.org/10.1016/j.biombioe.2011.01.048	NOUN
cet-15615	92	2	cheng	cheng	PROPN
cet-15615	92	3	,	,	PUNCT
cet-15615	92	4	y.	y.	PROPN
cet-15615	92	5	t.	t.	PROPN
cet-15615	92	6	,	,	PUNCT
cet-15615	92	7	&	&	CCONJ
cet-15615	92	8	huber	huber	PROPN
cet-15615	92	9	,	,	PUNCT
cet-15615	92	10	g.	g.	PROPN
cet-15615	92	11	w.	w.	PROPN
cet-15615	92	12	(	(	PUNCT
cet-15615	92	13	2012	2012	NUM
cet-15615	92	14	)	)	PUNCT
cet-15615	92	15	.	.	PUNCT
cet-15615	93	1	production	production	NOUN
cet-15615	93	2	of	of	ADP
cet-15615	93	3	targeted	target	VERB
cet-15615	93	4	aromatics	aromatic	NOUN
cet-15615	93	5	by	by	ADP
cet-15615	93	6	using	use	VERB
cet-15615	93	7	diels	diel	NOUN
cet-15615	93	8	-	-	PUNCT
cet-15615	93	9	alder	alder	NOUN
cet-15615	93	10	classes	class	NOUN
cet-15615	93	11	of	of	ADP
cet-15615	93	12	reactions	reaction	NOUN
cet-15615	93	13	with	with	ADP
cet-15615	93	14	furans	furan	NOUN
cet-15615	93	15	and	and	CCONJ
cet-15615	93	16	olefins	olefin	NOUN
cet-15615	93	17	over	over	ADP
cet-15615	93	18	zsm-5	zsm-5	NUM
cet-15615	93	19	.	.	PUNCT
cet-15615	94	1	green	green	ADJ
cet-15615	94	2	chemistry	chemistry	NOUN
cet-15615	94	3	,	,	PUNCT
cet-15615	94	4	14(11	14(11	NUM
cet-15615	94	5	)	)	PUNCT
cet-15615	94	6	,	,	PUNCT
cet-15615	94	7	3114–3125	3114–3125	NUM
cet-15615	94	8	.	.	PUNCT
cet-15615	94	9	https://doi.org/10.1039/c2gc35767d	https://doi.org/10.1039/c2gc35767d	NOUN
cet-15615	94	10	.	.	PUNCT
cet-15615	95	1	degnan	degnan	PROPN
cet-15615	95	2	jr	jr	PROPN
cet-15615	95	3	,	,	PUNCT
cet-15615	95	4	t.	t.	PROPN
cet-15615	95	5	f.	f.	PROPN
cet-15615	95	6	(	(	PUNCT
cet-15615	95	7	1986	1986	NUM
cet-15615	95	8	)	)	PUNCT
cet-15615	95	9	.	.	PUNCT
cet-15615	96	1	liquid	liquid	ADJ
cet-15615	96	2	fuel	fuel	NOUN
cet-15615	96	3	from	from	ADP
cet-15615	96	4	carbohydrates	carbohydrate	NOUN
cet-15615	96	5	.	.	PUNCT
cet-15615	97	1	chemtech	chemtech	PROPN
cet-15615	97	2	,	,	PUNCT
cet-15615	97	3	506–511	506–511	NUM
cet-15615	97	4	.	.	PUNCT
cet-15615	98	1	jha	jha	PROPN
cet-15615	98	2	,	,	PUNCT
cet-15615	98	3	s.	s.	PROPN
cet-15615	98	4	k.	k.	PROPN
cet-15615	98	5	,	,	PUNCT
cet-15615	98	6	bilalovic	bilalovic	PROPN
cet-15615	98	7	,	,	PUNCT
cet-15615	98	8	j.	j.	PROPN
cet-15615	98	9	,	,	PUNCT
cet-15615	98	10	jha	jha	PROPN
cet-15615	98	11	,	,	PUNCT
cet-15615	98	12	a.	a.	PROPN
cet-15615	98	13	,	,	PUNCT
cet-15615	98	14	patel	patel	PROPN
cet-15615	98	15	,	,	PUNCT
cet-15615	98	16	n.	n.	NOUN
cet-15615	98	17	,	,	PUNCT
cet-15615	98	18	&	&	CCONJ
cet-15615	98	19	zhang	zhang	PROPN
cet-15615	98	20	,	,	PUNCT
cet-15615	98	21	h.	h.	PROPN
cet-15615	98	22	(	(	PUNCT
cet-15615	98	23	2017	2017	NUM
cet-15615	98	24	)	)	PUNCT
cet-15615	98	25	.	.	PUNCT
cet-15615	99	1	renewable	renewable	ADJ
cet-15615	99	2	energy	energy	NOUN
cet-15615	99	3	:	:	PUNCT
cet-15615	99	4	present	present	ADJ
cet-15615	99	5	research	research	NOUN
cet-15615	99	6	and	and	CCONJ
cet-15615	99	7	future	future	ADJ
cet-15615	99	8	scope	scope	NOUN
cet-15615	99	9	of	of	ADP
cet-15615	99	10	artificial	artificial	ADJ
cet-15615	99	11	intelligence	intelligence	NOUN
cet-15615	99	12	.	.	PUNCT
cet-15615	100	1	renewable	renewable	ADJ
cet-15615	100	2	and	and	CCONJ
cet-15615	100	3	sustainable	sustainable	ADJ
cet-15615	100	4	energy	energy	NOUN
cet-15615	100	5	reviews	review	NOUN
cet-15615	100	6	,	,	PUNCT
cet-15615	100	7	77(april	77(april	NUM
cet-15615	100	8	)	)	PUNCT
cet-15615	100	9	,	,	PUNCT
cet-15615	100	10	297–317	297–317	NUM
cet-15615	100	11	.	.	PUNCT
cet-15615	101	1	https://doi.org/10.1016/j.rser.2017.04.018	https://doi.org/10.1016/j.rser.2017.04.018	PROPN
cet-15615	101	2	kang	kang	PROPN
cet-15615	101	3	,	,	PUNCT
cet-15615	101	4	k.	k.	PROPN
cet-15615	101	5	,	,	PUNCT
cet-15615	101	6	klinghoffer	klinghoffer	PROPN
cet-15615	101	7	,	,	PUNCT
cet-15615	101	8	n.	n.	PROPN
cet-15615	101	9	b.	b.	PROPN
cet-15615	101	10	,	,	PUNCT
cet-15615	101	11	elghamrawy	elghamrawy	PROPN
cet-15615	101	12	,	,	PUNCT
cet-15615	101	13	i.	i.	PROPN
cet-15615	101	14	,	,	PUNCT
cet-15615	101	15	&	&	CCONJ
cet-15615	101	16	berruti	berruti	PROPN
cet-15615	101	17	,	,	PUNCT
cet-15615	101	18	f.	f.	PROPN
cet-15615	101	19	(	(	PUNCT
cet-15615	101	20	2021	2021	NUM
cet-15615	101	21	)	)	PUNCT
cet-15615	101	22	.	.	PUNCT
cet-15615	102	1	thermochemical	thermochemical	ADJ
cet-15615	102	2	conversion	conversion	NOUN
cet-15615	102	3	of	of	ADP
cet-15615	102	4	agroforestry	agroforestry	NOUN
cet-15615	102	5	biomass	biomass	NOUN
cet-15615	102	6	and	and	CCONJ
cet-15615	102	7	solid	solid	ADJ
cet-15615	102	8	waste	waste	NOUN
cet-15615	102	9	using	use	VERB
cet-15615	102	10	decentralized	decentralize	VERB
cet-15615	102	11	and	and	CCONJ
cet-15615	102	12	mobile	mobile	NOUN
cet-15615	102	13	systems	system	NOUN
cet-15615	102	14	for	for	ADP
cet-15615	102	15	renewable	renewable	ADJ
cet-15615	102	16	energy	energy	NOUN
cet-15615	102	17	and	and	CCONJ
cet-15615	102	18	products	product	NOUN
cet-15615	102	19	.	.	PUNCT
cet-15615	103	1	renewable	renewable	ADJ
cet-15615	103	2	and	and	CCONJ
cet-15615	103	3	sustainable	sustainable	ADJ
cet-15615	103	4	energy	energy	NOUN
cet-15615	103	5	reviews	review	NOUN
cet-15615	103	6	,	,	PUNCT
cet-15615	103	7	149(june	149(june	NUM
cet-15615	103	8	)	)	PUNCT
cet-15615	103	9	,	,	PUNCT
cet-15615	103	10	111372	111372	NUM
cet-15615	103	11	.	.	PUNCT
cet-15615	104	1	https://doi.org/10.1016/j.rser.2021.111372	https://doi.org/10.1016/j.rser.2021.111372	PROPN
cet-15615	104	2	lai	lai	PROPN
cet-15615	104	3	,	,	PUNCT
cet-15615	104	4	j.	j.	PROPN
cet-15615	104	5	p.	p.	PROPN
cet-15615	104	6	,	,	PUNCT
cet-15615	104	7	chang	chang	PROPN
cet-15615	104	8	,	,	PUNCT
cet-15615	104	9	y.	y.	PROPN
cet-15615	104	10	m.	m.	PROPN
cet-15615	104	11	,	,	PUNCT
cet-15615	104	12	chen	chen	PROPN
cet-15615	104	13	,	,	PUNCT
cet-15615	104	14	c.	c.	PROPN
cet-15615	104	15	h.	h.	PROPN
cet-15615	104	16	,	,	PUNCT
cet-15615	104	17	&	&	CCONJ
cet-15615	104	18	pai	pai	PROPN
cet-15615	104	19	,	,	PUNCT
cet-15615	104	20	p.	p.	PROPN
cet-15615	104	21	f.	f.	PROPN
cet-15615	104	22	(	(	PUNCT
cet-15615	104	23	2020	2020	NUM
cet-15615	104	24	)	)	PUNCT
cet-15615	104	25	.	.	PUNCT
cet-15615	105	1	a	a	DET
cet-15615	105	2	survey	survey	NOUN
cet-15615	105	3	of	of	ADP
cet-15615	105	4	machine	machine	NOUN
cet-15615	105	5	learning	learning	NOUN
cet-15615	105	6	models	model	NOUN
cet-15615	105	7	in	in	ADP
cet-15615	105	8	renewable	renewable	ADJ
cet-15615	105	9	energy	energy	NOUN
cet-15615	105	10	predictions	prediction	NOUN
cet-15615	105	11	.	.	PUNCT
cet-15615	106	1	applied	apply	VERB
cet-15615	106	2	sciences	sciences	PROPN
cet-15615	106	3	(	(	PUNCT
cet-15615	106	4	switzerland	switzerland	PROPN
cet-15615	106	5	)	)	PUNCT
cet-15615	106	6	,	,	PUNCT
cet-15615	106	7	10(17	10(17	NUM
cet-15615	106	8	)	)	PUNCT
cet-15615	106	9	.	.	PUNCT
cet-15615	107	1	https://doi.org/10.3390/app10175975	https://doi.org/10.3390/app10175975	PROPN
cet-15615	107	2	leng	leng	PROPN
cet-15615	107	3	,	,	PUNCT
cet-15615	107	4	l.	l.	PROPN
cet-15615	107	5	,	,	PUNCT
cet-15615	107	6	li	li	PROPN
cet-15615	107	7	,	,	PUNCT
cet-15615	107	8	t.	t.	PROPN
cet-15615	107	9	,	,	PUNCT
cet-15615	107	10	zhan	zhan	PROPN
cet-15615	107	11	,	,	PUNCT
cet-15615	107	12	h.	h.	PROPN
cet-15615	107	13	,	,	PUNCT
cet-15615	107	14	rizwan	rizwan	PROPN
cet-15615	107	15	,	,	PUNCT
cet-15615	107	16	m.	m.	NOUN
cet-15615	107	17	,	,	PUNCT
cet-15615	107	18	zhang	zhang	PROPN
cet-15615	107	19	,	,	PUNCT
cet-15615	107	20	w.	w.	PROPN
cet-15615	107	21	,	,	PUNCT
cet-15615	107	22	peng	peng	PROPN
cet-15615	107	23	,	,	PUNCT
cet-15615	107	24	h.	h.	PROPN
cet-15615	107	25	,	,	PUNCT
cet-15615	107	26	yang	yang	PROPN
cet-15615	107	27	,	,	PUNCT
cet-15615	107	28	z.	z.	PROPN
cet-15615	107	29	,	,	PUNCT
cet-15615	107	30	&	&	CCONJ
cet-15615	107	31	li	li	PROPN
cet-15615	107	32	,	,	PUNCT
cet-15615	107	33	h.	h.	PROPN
cet-15615	107	34	(	(	PUNCT
cet-15615	107	35	2023	2023	NUM
cet-15615	107	36	)	)	PUNCT
cet-15615	107	37	.	.	PUNCT
cet-15615	108	1	machine	machine	NOUN
cet-15615	108	2	learning	learn	VERB
cet-15615	108	3	prediction	prediction	NOUN
cet-15615	108	4	of	of	ADP
cet-15615	108	5	the	the	DET
cet-15615	108	6	yield	yield	NOUN
cet-15615	108	7	and	and	CCONJ
cet-15615	108	8	oxygen	oxygen	NOUN
cet-15615	108	9	content	content	NOUN
cet-15615	108	10	of	of	ADP
cet-15615	108	11	bio	bio	NOUN
cet-15615	108	12	-	-	NOUN
cet-15615	108	13	oil	oil	NOUN
cet-15615	108	14	via	via	ADP
cet-15615	108	15	biomass	biomass	NOUN
cet-15615	108	16	characteristics	characteristic	NOUN
cet-15615	108	17	and	and	CCONJ
cet-15615	108	18	pyrolysis	pyrolysis	NOUN
cet-15615	108	19	conditions	condition	NOUN
cet-15615	108	20	.	.	PUNCT
cet-15615	109	1	energy	energy	NOUN
cet-15615	109	2	,	,	PUNCT
cet-15615	109	3	278(pb	278(pb	NUM
cet-15615	109	4	)	)	PUNCT
cet-15615	109	5	,	,	PUNCT
cet-15615	109	6	127967	127967	NUM
cet-15615	109	7	.	.	PUNCT
cet-15615	110	1	https://doi.org/10.1016/j.energy.2023.127967	https://doi.org/10.1016/j.energy.2023.127967	PROPN
cet-15615	110	2	li	li	PROPN
cet-15615	110	3	,	,	PUNCT
cet-15615	110	4	y.	y.	PROPN
cet-15615	110	5	,	,	PUNCT
cet-15615	110	6	gupta	gupta	PROPN
cet-15615	110	7	,	,	PUNCT
cet-15615	110	8	r.	r.	PROPN
cet-15615	110	9	,	,	PUNCT
cet-15615	110	10	zhang	zhang	PROPN
cet-15615	110	11	,	,	PUNCT
cet-15615	110	12	q.	q.	PROPN
cet-15615	110	13	,	,	PUNCT
cet-15615	110	14	&	&	CCONJ
cet-15615	110	15	you	you	PRON
cet-15615	110	16	,	,	PUNCT
cet-15615	110	17	s.	s.	PROPN
cet-15615	110	18	(	(	PUNCT
cet-15615	110	19	2023	2023	NUM
cet-15615	110	20	)	)	PUNCT
cet-15615	110	21	.	.	PUNCT
cet-15615	111	1	review	review	NOUN
cet-15615	111	2	of	of	ADP
cet-15615	111	3	biochar	biochar	NOUN
cet-15615	111	4	production	production	NOUN
cet-15615	111	5	via	via	ADP
cet-15615	111	6	crop	crop	NOUN
cet-15615	111	7	residue	residue	NOUN
cet-15615	111	8	pyrolysis	pyrolysis	NOUN
cet-15615	111	9	:	:	PUNCT
cet-15615	111	10	development	development	NOUN
cet-15615	111	11	and	and	CCONJ
cet-15615	111	12	perspectives	perspective	NOUN
cet-15615	111	13	.	.	PUNCT
cet-15615	112	1	bioresource	bioresource	ADJ
cet-15615	112	2	technology	technology	NOUN
cet-15615	112	3	,	,	PUNCT
cet-15615	112	4	369(september	369(september	NOUN
cet-15615	112	5	2022	2022	NUM
cet-15615	112	6	)	)	PUNCT
cet-15615	112	7	,	,	PUNCT
cet-15615	112	8	128423	128423	NUM
cet-15615	112	9	.	.	PUNCT
cet-15615	113	1	https://doi.org/10.1016/j.biortech.2022.128423	https://doi.org/10.1016/j.biortech.2022.128423	PROPN
cet-15615	113	2	marianela	marianela	PROPN
cet-15615	113	3	ortiz	ortiz	PROPN
cet-15615	113	4	.	.	PUNCT
cet-15615	114	1	(	(	PUNCT
cet-15615	114	2	2021	2021	NUM
cet-15615	114	3	)	)	PUNCT
cet-15615	114	4	.	.	PUNCT
cet-15615	115	1	biomass	biomass	NOUN
cet-15615	115	2	pyrolysis	pyrolysis	NOUN
cet-15615	115	3	dataset	dataset	NOUN
cet-15615	115	4	.	.	PUNCT
cet-15615	116	1	mendeley	mendeley	PROPN
cet-15615	116	2	.	.	PUNCT
cet-15615	117	1	https://doi.org/10.17632/bx88ymgbbv.1	https://doi.org/10.17632/bx88ymgbbv.1	PROPN
cet-15615	117	2	shazeer	shazeer	NOUN
cet-15615	117	3	,	,	PUNCT
cet-15615	117	4	n.	n.	NOUN
cet-15615	117	5	,	,	PUNCT
cet-15615	117	6	mirhoseini	mirhoseini	PROPN
cet-15615	117	7	,	,	PUNCT
cet-15615	117	8	a.	a.	PROPN
cet-15615	117	9	,	,	PUNCT
cet-15615	117	10	maziarz	maziarz	PROPN
cet-15615	117	11	,	,	PUNCT
cet-15615	117	12	k.	k.	PROPN
cet-15615	117	13	,	,	PUNCT
cet-15615	117	14	davis	davis	PROPN
cet-15615	117	15	,	,	PUNCT
cet-15615	117	16	a.	a.	PROPN
cet-15615	117	17	,	,	PUNCT
cet-15615	117	18	le	le	X
cet-15615	117	19	,	,	PUNCT
cet-15615	117	20	q.	q.	PROPN
cet-15615	117	21	,	,	PUNCT
cet-15615	117	22	hinton	hinton	PROPN
cet-15615	117	23	,	,	PUNCT
cet-15615	117	24	g.	g.	PROPN
cet-15615	117	25	,	,	PUNCT
cet-15615	117	26	&	&	CCONJ
cet-15615	117	27	dean	dean	PROPN
cet-15615	117	28	,	,	PUNCT
cet-15615	117	29	j.	j.	PROPN
cet-15615	117	30	(	(	PUNCT
cet-15615	117	31	2017	2017	NUM
cet-15615	117	32	)	)	PUNCT
cet-15615	117	33	.	.	PUNCT
cet-15615	118	1	outrageously	outrageously	ADV
cet-15615	118	2	large	large	ADJ
cet-15615	118	3	neural	neural	ADJ
cet-15615	118	4	networks	network	NOUN
cet-15615	118	5	:	:	PUNCT
cet-15615	118	6	the	the	DET
cet-15615	118	7	sparsely	sparsely	ADV
cet-15615	118	8	-	-	PUNCT
cet-15615	118	9	gated	gate	VERB
cet-15615	118	10	mixture	mixture	NOUN
cet-15615	118	11	-	-	PUNCT
cet-15615	118	12	of	of	ADP
cet-15615	118	13	-	-	PUNCT
cet-15615	118	14	experts	expert	NOUN
cet-15615	118	15	layer	layer	NOUN
cet-15615	118	16	.	.	PUNCT
cet-15615	119	1	5th	5th	ADJ
cet-15615	119	2	international	international	ADJ
cet-15615	119	3	conference	conference	NOUN
cet-15615	119	4	on	on	ADP
cet-15615	119	5	learning	learn	VERB
cet-15615	119	6	representations	representation	NOUN
cet-15615	119	7	,	,	PUNCT
cet-15615	119	8	iclr	iclr	NOUN
cet-15615	119	9	2017	2017	NUM
cet-15615	119	10	conference	conference	NOUN
cet-15615	119	11	track	track	NOUN
cet-15615	119	12	proceedings	proceeding	NOUN
cet-15615	119	13	,	,	PUNCT
cet-15615	119	14	1–19	1–19	PROPN
cet-15615	119	15	.	.	PUNCT
cet-15615	119	16	tang	tang	PROPN
cet-15615	119	17	,	,	PUNCT
cet-15615	119	18	q.	q.	PROPN
cet-15615	119	19	,	,	PUNCT
cet-15615	119	20	chen	chen	PROPN
cet-15615	119	21	,	,	PUNCT
cet-15615	119	22	y.	y.	PROPN
cet-15615	119	23	,	,	PUNCT
cet-15615	119	24	yang	yang	PROPN
cet-15615	119	25	,	,	PUNCT
cet-15615	119	26	h.	h.	PROPN
cet-15615	119	27	,	,	PUNCT
cet-15615	119	28	liu	liu	PROPN
cet-15615	119	29	,	,	PUNCT
cet-15615	119	30	m.	m.	NOUN
cet-15615	119	31	,	,	PUNCT
cet-15615	119	32	xiao	xiao	PROPN
cet-15615	119	33	,	,	PUNCT
cet-15615	119	34	h.	h.	PROPN
cet-15615	119	35	,	,	PUNCT
cet-15615	119	36	wu	wu	PROPN
cet-15615	119	37	,	,	PUNCT
cet-15615	119	38	z.	z.	PROPN
cet-15615	119	39	,	,	PUNCT
cet-15615	119	40	chen	chen	PROPN
cet-15615	119	41	,	,	PUNCT
cet-15615	119	42	h.	h.	PROPN
cet-15615	119	43	,	,	PUNCT
cet-15615	119	44	&	&	CCONJ
cet-15615	119	45	naqvi	naqvi	PROPN
cet-15615	119	46	,	,	PUNCT
cet-15615	119	47	s.	s.	PROPN
cet-15615	119	48	r.	r.	PROPN
cet-15615	119	49	(	(	PUNCT
cet-15615	119	50	2020	2020	NUM
cet-15615	119	51	)	)	PUNCT
cet-15615	119	52	.	.	PUNCT
cet-15615	120	1	prediction	prediction	NOUN
cet-15615	120	2	of	of	ADP
cet-15615	120	3	bio	bio	ADJ
cet-15615	120	4	-	-	ADJ
cet-15615	120	5	oil	oil	NOUN
cet-15615	120	6	yield	yield	NOUN
cet-15615	120	7	and	and	CCONJ
cet-15615	120	8	hydrogen	hydrogen	NOUN
cet-15615	120	9	contents	content	NOUN
cet-15615	120	10	based	base	VERB
cet-15615	120	11	on	on	ADP
cet-15615	120	12	machine	machine	NOUN
cet-15615	120	13	learning	learning	NOUN
cet-15615	120	14	method	method	NOUN
cet-15615	120	15	:	:	PUNCT
cet-15615	120	16	effect	effect	NOUN
cet-15615	120	17	of	of	ADP
cet-15615	120	18	biomass	biomass	NOUN
cet-15615	120	19	compositions	composition	NOUN
cet-15615	120	20	and	and	CCONJ
cet-15615	120	21	pyrolysis	pyrolysis	NOUN
cet-15615	120	22	conditions	condition	NOUN
cet-15615	120	23	.	.	PUNCT
cet-15615	121	1	energy	energy	NOUN
cet-15615	121	2	and	and	CCONJ
cet-15615	121	3	fuels	fuel	NOUN
cet-15615	121	4	,	,	PUNCT
cet-15615	121	5	34(9	34(9	NUM
cet-15615	121	6	)	)	PUNCT
cet-15615	121	7	,	,	PUNCT
cet-15615	121	8	11050–11060	11050–11060	NUM
cet-15615	121	9	.	.	PUNCT
cet-15615	122	1	https://doi.org/10.1021/acs.energyfuels.0c01893	https://doi.org/10.1021/acs.energyfuels.0c01893	PRON
cet-15615	122	2	troiano	troiano	NOUN
cet-15615	122	3	,	,	PUNCT
cet-15615	122	4	m.	m.	NOUN
cet-15615	122	5	,	,	PUNCT
cet-15615	122	6	ianzito	ianzito	PROPN
cet-15615	122	7	,	,	PUNCT
cet-15615	122	8	v.	v.	NOUN
cet-15615	122	9	,	,	PUNCT
cet-15615	122	10	solimene	solimene	NOUN
cet-15615	122	11	,	,	PUNCT
cet-15615	122	12	r.	r.	PROPN
cet-15615	122	13	,	,	PUNCT
cet-15615	122	14	ganda	ganda	PROPN
cet-15615	122	15	,	,	PUNCT
cet-15615	122	16	e.	e.	PROPN
cet-15615	122	17	t.	t.	PROPN
cet-15615	122	18	,	,	PUNCT
cet-15615	122	19	&	&	CCONJ
cet-15615	122	20	salatino	salatino	PROPN
cet-15615	122	21	,	,	PUNCT
cet-15615	122	22	p.	p.	NOUN
cet-15615	122	23	(	(	PUNCT
cet-15615	122	24	2022	2022	NUM
cet-15615	122	25	)	)	PUNCT
cet-15615	122	26	.	.	PUNCT
cet-15615	123	1	fluidized	fluidize	VERB
cet-15615	123	2	bed	bed	NOUN
cet-15615	123	3	pyrolysis	pyrolysis	NOUN
cet-15615	123	4	of	of	ADP
cet-15615	123	5	biomass	biomass	NOUN
cet-15615	123	6	:	:	PUNCT
cet-15615	123	7	a	a	DET
cet-15615	123	8	model	model	NOUN
cet-15615	123	9	-	-	PUNCT
cet-15615	123	10	based	base	VERB
cet-15615	123	11	assessment	assessment	NOUN
cet-15615	123	12	of	of	ADP
cet-15615	123	13	the	the	DET
cet-15615	123	14	relevance	relevance	NOUN
cet-15615	123	15	of	of	ADP
cet-15615	123	16	heterogeneous	heterogeneous	ADJ
cet-15615	123	17	secondary	secondary	ADJ
cet-15615	123	18	reactions	reaction	NOUN
cet-15615	123	19	and	and	CCONJ
cet-15615	123	20	char	char	NOUN
cet-15615	123	21	loading	loading	NOUN
cet-15615	123	22	.	.	PUNCT
cet-15615	124	1	energy	energy	NOUN
cet-15615	124	2	and	and	CCONJ
cet-15615	124	3	fuels	fuel	NOUN
cet-15615	124	4	,	,	PUNCT
cet-15615	124	5	36	36	NUM
cet-15615	124	6	,	,	PUNCT
cet-15615	124	7	9660−9671	9660−9671	NUM
cet-15615	124	8	.	.	PUNCT
cet-15615	125	1	https://doi.org/10.1021/acs.energyfuels.2c01483	https://doi.org/10.1021/acs.energyfuels.2c01483	PROPN
cet-15615	125	2	ullah	ullah	PROPN
cet-15615	125	3	,	,	PUNCT
cet-15615	125	4	z.	z.	PROPN
cet-15615	125	5	,	,	PUNCT
cet-15615	125	6	khan	khan	PROPN
cet-15615	125	7	,	,	PUNCT
cet-15615	125	8	m.	m.	NOUN
cet-15615	125	9	,	,	PUNCT
cet-15615	125	10	raza	raza	PROPN
cet-15615	125	11	naqvi	naqvi	NOUN
cet-15615	125	12	,	,	PUNCT
cet-15615	125	13	s.	s.	PROPN
cet-15615	125	14	,	,	PUNCT
cet-15615	125	15	farooq	farooq	PROPN
cet-15615	125	16	,	,	PUNCT
cet-15615	125	17	w.	w.	PROPN
cet-15615	125	18	,	,	PUNCT
cet-15615	125	19	yang	yang	PROPN
cet-15615	125	20	,	,	PUNCT
cet-15615	125	21	h.	h.	PROPN
cet-15615	125	22	,	,	PUNCT
cet-15615	125	23	wang	wang	PROPN
cet-15615	125	24	,	,	PUNCT
cet-15615	125	25	s.	s.	PROPN
cet-15615	125	26	,	,	PUNCT
cet-15615	125	27	&	&	CCONJ
cet-15615	125	28	vo	vo	PROPN
cet-15615	125	29	,	,	PUNCT
cet-15615	125	30	d.	d.	PROPN
cet-15615	125	31	v.	v.	PROPN
cet-15615	125	32	n.	n.	PROPN
cet-15615	125	33	(	(	PUNCT
cet-15615	125	34	2021	2021	NUM
cet-15615	125	35	)	)	PUNCT
cet-15615	125	36	.	.	PUNCT
cet-15615	126	1	a	a	DET
cet-15615	126	2	comparative	comparative	ADJ
cet-15615	126	3	study	study	NOUN
cet-15615	126	4	of	of	ADP
cet-15615	126	5	machine	machine	NOUN
cet-15615	126	6	learning	learning	NOUN
cet-15615	126	7	methods	method	NOUN
cet-15615	126	8	for	for	ADP
cet-15615	126	9	bio	bio	ADJ
cet-15615	126	10	-	-	ADJ
cet-15615	126	11	oil	oil	NOUN
cet-15615	126	12	yield	yield	NOUN
cet-15615	126	13	prediction	prediction	NOUN
cet-15615	126	14	–	–	PUNCT
cet-15615	126	15	a	a	DET
cet-15615	126	16	genetic	genetic	ADJ
cet-15615	126	17	algorithm	algorithm	NOUN
cet-15615	126	18	-	-	PUNCT
cet-15615	126	19	based	base	VERB
cet-15615	126	20	features	feature	NOUN
cet-15615	126	21	selection	selection	NOUN
cet-15615	126	22	.	.	PUNCT
cet-15615	127	1	bioresource	bioresource	ADJ
cet-15615	127	2	technology	technology	NOUN
cet-15615	127	3	,	,	PUNCT
cet-15615	127	4	335(april	335(april	NUM
cet-15615	127	5	)	)	PUNCT
cet-15615	127	6	,	,	PUNCT
cet-15615	127	7	125292	125292	NUM
cet-15615	127	8	.	.	PUNCT
cet-15615	128	1	https://doi.org/10.1016/j.biortech.2021.125292	https://doi.org/10.1016/j.biortech.2021.125292	ADJ
cet-15615	128	2	wang	wang	PROPN
cet-15615	128	3	,	,	PUNCT
cet-15615	128	4	s.	s.	PROPN
cet-15615	128	5	,	,	PUNCT
cet-15615	128	6	dai	dai	PROPN
cet-15615	128	7	,	,	PUNCT
cet-15615	128	8	g.	g.	PROPN
cet-15615	128	9	,	,	PUNCT
cet-15615	128	10	yang	yang	PROPN
cet-15615	128	11	,	,	PUNCT
cet-15615	128	12	h.	h.	PROPN
cet-15615	128	13	,	,	PUNCT
cet-15615	128	14	&	&	CCONJ
cet-15615	128	15	luo	luo	PROPN
cet-15615	128	16	,	,	PUNCT
cet-15615	128	17	z.	z.	PROPN
cet-15615	128	18	(	(	PUNCT
cet-15615	128	19	2017	2017	NUM
cet-15615	128	20	)	)	PUNCT
cet-15615	128	21	.	.	PUNCT
cet-15615	129	1	lignocellulosic	lignocellulosic	ADJ
cet-15615	129	2	biomass	biomass	NOUN
cet-15615	129	3	pyrolysis	pyrolysis	NOUN
cet-15615	129	4	mechanism	mechanism	NOUN
cet-15615	129	5	:	:	PUNCT
cet-15615	129	6	a	a	DET
cet-15615	129	7	state	state	NOUN
cet-15615	129	8	-	-	PUNCT
cet-15615	129	9	of	of	ADP
cet-15615	129	10	-	-	PUNCT
cet-15615	129	11	the	the	DET
cet-15615	129	12	-	-	PUNCT
cet-15615	129	13	art	art	NOUN
cet-15615	129	14	review	review	NOUN
cet-15615	129	15	.	.	PUNCT
cet-15615	130	1	progress	progress	NOUN
cet-15615	130	2	in	in	ADP
cet-15615	130	3	energy	energy	NOUN
cet-15615	130	4	and	and	CCONJ
cet-15615	130	5	combustion	combustion	NOUN
cet-15615	130	6	science	science	NOUN
cet-15615	130	7	,	,	PUNCT
cet-15615	130	8	62	62	NUM
cet-15615	130	9	,	,	PUNCT
cet-15615	130	10	33–86	33–86	NUM
cet-15615	130	11	.	.	PUNCT
cet-15615	131	1	https://doi.org/10.1016/j.pecs.2017.05.004	https://doi.org/10.1016/j.pecs.2017.05.004	PROPN
cet-15615	131	2	world	world	NOUN
cet-15615	131	3	economic	economic	PROPN
cet-15615	131	4	forum	forum	PROPN
cet-15615	131	5	.	.	PUNCT
cet-15615	132	1	(	(	PUNCT
cet-15615	132	2	2021	2021	NUM
cet-15615	132	3	)	)	PUNCT
cet-15615	132	4	.	.	PUNCT
cet-15615	133	1	harnessing	harness	VERB
cet-15615	133	2	artificial	artificial	ADJ
cet-15615	133	3	intelligence	intelligence	NOUN
cet-15615	133	4	to	to	PART
cet-15615	133	5	accelerate	accelerate	VERB
cet-15615	133	6	the	the	DET
cet-15615	133	7	energy	energy	NOUN
cet-15615	133	8	transition	transition	NOUN
cet-15615	133	9	.	.	PUNCT
cet-15615	134	1	white	white	ADJ
cet-15615	134	2	paper	paper	PROPN
cet-15615	134	3	,	,	PUNCT
cet-15615	134	4	september	september	PROPN
cet-15615	134	5	,	,	PUNCT
cet-15615	134	6	25	25	NUM
cet-15615	134	7	.	.	PUNCT
cet-15615	134	8	yang	yang	PROPN
cet-15615	134	9	,	,	PUNCT
cet-15615	134	10	k.	k.	PROPN
cet-15615	134	11	,	,	PUNCT
cet-15615	134	12	wu	wu	PROPN
cet-15615	134	13	,	,	PUNCT
cet-15615	134	14	k.	k.	PROPN
cet-15615	134	15	,	,	PUNCT
cet-15615	134	16	&	&	CCONJ
cet-15615	134	17	zhang	zhang	PROPN
cet-15615	134	18	,	,	PUNCT
cet-15615	134	19	h.	h.	PROPN
cet-15615	134	20	(	(	PUNCT
cet-15615	134	21	2022	2022	NUM
cet-15615	134	22	)	)	PUNCT
cet-15615	134	23	.	.	PUNCT
cet-15615	135	1	machine	machine	NOUN
cet-15615	135	2	learning	learn	VERB
cet-15615	135	3	prediction	prediction	NOUN
cet-15615	135	4	of	of	ADP
cet-15615	135	5	the	the	DET
cet-15615	135	6	yield	yield	NOUN
cet-15615	135	7	and	and	CCONJ
cet-15615	135	8	oxygen	oxygen	NOUN
cet-15615	135	9	content	content	NOUN
cet-15615	135	10	of	of	ADP
cet-15615	135	11	bio	bio	NOUN
cet-15615	135	12	-	-	NOUN
cet-15615	135	13	oil	oil	NOUN
cet-15615	135	14	via	via	ADP
cet-15615	135	15	biomass	biomass	NOUN
cet-15615	135	16	characteristics	characteristic	NOUN
cet-15615	135	17	and	and	CCONJ
cet-15615	135	18	pyrolysis	pyrolysis	NOUN
cet-15615	135	19	conditions	condition	NOUN
cet-15615	135	20	.	.	PUNCT
cet-15615	136	1	energy	energy	NOUN
cet-15615	136	2	,	,	PUNCT
cet-15615	136	3	254	254	NUM
cet-15615	136	4	,	,	PUNCT
cet-15615	136	5	124320	124320	NUM
cet-15615	136	6	.	.	PUNCT
cet-15615	137	1	https://doi.org/10.1016/j.energy.2022.124320	https://doi.org/10.1016/j.energy.2022.124320	PROPN
cet-15615	137	2	zhang	zhang	PROPN
cet-15615	137	3	,	,	PUNCT
cet-15615	137	4	t.	t.	PROPN
cet-15615	137	5	,	,	PUNCT
cet-15615	137	6	cao	cao	PROPN
cet-15615	137	7	,	,	PUNCT
cet-15615	137	8	d.	d.	PROPN
cet-15615	137	9	,	,	PUNCT
cet-15615	137	10	feng	feng	PROPN
cet-15615	137	11	,	,	PUNCT
cet-15615	137	12	x.	x.	PROPN
cet-15615	137	13	,	,	PUNCT
cet-15615	137	14	zhu	zhu	PROPN
cet-15615	137	15	,	,	PUNCT
cet-15615	137	16	j.	j.	PROPN
cet-15615	137	17	,	,	PUNCT
cet-15615	137	18	lu	lu	PROPN
cet-15615	137	19	,	,	PUNCT
cet-15615	137	20	x.	x.	PROPN
cet-15615	137	21	,	,	PUNCT
cet-15615	137	22	mu	mu	PROPN
cet-15615	137	23	,	,	PUNCT
cet-15615	137	24	l.	l.	PROPN
cet-15615	137	25	,	,	PUNCT
cet-15615	137	26	&	&	CCONJ
cet-15615	137	27	qian	qian	PROPN
cet-15615	137	28	,	,	PUNCT
cet-15615	137	29	h.	h.	PROPN
cet-15615	137	30	(	(	PUNCT
cet-15615	137	31	2022	2022	NUM
cet-15615	137	32	)	)	PUNCT
cet-15615	137	33	.	.	PUNCT
cet-15615	138	1	machine	machine	NOUN
cet-15615	138	2	learning	learn	VERB
cet-15615	138	3	prediction	prediction	NOUN
cet-15615	138	4	of	of	ADP
cet-15615	138	5	bio	bio	ADJ
cet-15615	138	6	-	-	ADJ
cet-15615	138	7	oil	oil	NOUN
cet-15615	138	8	characteristics	characteristic	NOUN
cet-15615	138	9	quantitatively	quantitatively	ADV
cet-15615	138	10	relating	relate	VERB
cet-15615	138	11	to	to	ADP
cet-15615	138	12	biomass	biomass	NOUN
cet-15615	138	13	compositions	composition	NOUN
cet-15615	138	14	and	and	CCONJ
cet-15615	138	15	pyrolysis	pyrolysis	NOUN
cet-15615	138	16	conditions	condition	NOUN
cet-15615	138	17	.	.	PUNCT
cet-15615	139	1	fuel	fuel	NOUN
cet-15615	139	2	,	,	PUNCT
cet-15615	139	3	312(september	312(september	NUM
cet-15615	139	4	2021	2021	NUM
cet-15615	139	5	)	)	PUNCT
cet-15615	139	6	,	,	PUNCT
cet-15615	139	7	122812	122812	NUM
cet-15615	139	8	.	.	PUNCT
cet-15615	140	1	https://doi.org/10.1016/j.fuel.2021.122812	https://doi.org/10.1016/j.fuel.2021.122812	ADJ
cet-15615	140	2	504	504	NUM
cet-15615	140	3	https://doi.org/10.1021/acs.energyfuels.0c01893	https://doi.org/10.1021/acs.energyfuels.0c01893	VERB
cet-15615	140	4	https://doi.org/10.1021/acs.energyfuels.2c01483	https://doi.org/10.1021/acs.energyfuels.2c01483	PROPN
cet-15615	140	5	https://doi.org/10.1016/j.energy.2022.124320	https://doi.org/10.1016/j.energy.2022.124320	NOUN
cet-15615	140	6	51coppola.pdf	51coppola.pdf	NUM
cet-15615	140	7	predicting	predict	VERB
cet-15615	140	8	bio	bio	ADJ
cet-15615	140	9	-	-	ADJ
cet-15615	140	10	oil	oil	NOUN
cet-15615	140	11	yield	yield	NOUN
cet-15615	140	12	from	from	ADP
cet-15615	140	13	biomass	biomass	NOUN
cet-15615	140	14	pyrolysis	pyrolysis	NOUN
cet-15615	140	15	using	use	VERB
cet-15615	140	16	machine	machine	NOUN
cet-15615	140	17	learning	learning	NOUN
cet-15615	140	18	-	-	PUNCT
cet-15615	140	19	based	base	VERB
cet-15615	140	20	tools	tool	NOUN