id	sid	tid	token	lemma	pos
cet-14469	1	1	doi	doi	NOUN
cet-14469	1	2	:	:	PUNCT
cet-14469	1	3	10.3303	10.3303	NUM
cet-14469	1	4	/	/	SYM
cet-14469	1	5	cet24109046	cet24109046	NOUN
cet-14469	1	6	paper	paper	NOUN
cet-14469	1	7	received	receive	VERB
cet-14469	1	8	:	:	PUNCT
cet-14469	1	9	15	15	NUM
cet-14469	1	10	december	december	PROPN
cet-14469	1	11	2023	2023	NUM
cet-14469	1	12	;	;	PUNCT
cet-14469	1	13	revised	revise	VERB
cet-14469	1	14	:	:	PUNCT
cet-14469	1	15	12	12	NUM
cet-14469	1	16	march	march	NOUN
cet-14469	1	17	2024	2024	NUM
cet-14469	1	18	;	;	PUNCT
cet-14469	1	19	accepted	accept	VERB
cet-14469	1	20	:	:	PUNCT
cet-14469	1	21	6	6	NUM
cet-14469	1	22	april	april	PROPN
cet-14469	1	23	2024	2024	NUM
cet-14469	1	24	please	please	INTJ
cet-14469	1	25	cite	cite	VERB
cet-14469	1	26	this	this	DET
cet-14469	1	27	article	article	NOUN
cet-14469	1	28	as	as	ADP
cet-14469	1	29	:	:	PUNCT
cet-14469	1	30	gilardi	gilardi	PROPN
cet-14469	1	31	m.	m.	NOUN
cet-14469	1	32	,	,	PUNCT
cet-14469	1	33	bisotti	bisotti	PROPN
cet-14469	1	34	f.	f.	PROPN
cet-14469	1	35	,	,	PUNCT
cet-14469	1	36	berglihn	berglihn	VERB
cet-14469	1	37	o.t	o.t	PROPN
cet-14469	1	38	.	.	PROPN
cet-14469	1	39	,	,	PUNCT
cet-14469	1	40	ruecker	ruecker	PROPN
cet-14469	1	41	t.	t.	PROPN
cet-14469	1	42	,	,	PUNCT
cet-14469	1	43	brueck	brueck	PROPN
cet-14469	1	44	t.	t.	PROPN
cet-14469	1	45	,	,	PUNCT
cet-14469	1	46	wittgens	wittgens	PROPN
cet-14469	1	47	b.	b.	PROPN
cet-14469	1	48	,	,	PUNCT
cet-14469	1	49	2024	2024	NUM
cet-14469	1	50	,	,	PUNCT
cet-14469	1	51	modelling	modelling	NOUN
cet-14469	1	52	of	of	ADP
cet-14469	1	53	biomass	biomass	NOUN
cet-14469	1	54	-	-	PUNCT
cet-14469	1	55	to	to	ADP
cet-14469	1	56	-	-	PUNCT
cet-14469	1	57	x	x	NOUN
cet-14469	1	58	:	:	PUNCT
cet-14469	1	59	challenges	challenge	NOUN
cet-14469	1	60	and	and	CCONJ
cet-14469	1	61	strategies	strategy	NOUN
cet-14469	1	62	,	,	PUNCT
cet-14469	1	63	chemical	chemical	NOUN
cet-14469	1	64	engineering	engineering	NOUN
cet-14469	1	65	transactions	transaction	NOUN
cet-14469	1	66	,	,	PUNCT
cet-14469	1	67	109	109	NUM
cet-14469	1	68	,	,	PUNCT
cet-14469	1	69	271	271	NUM
cet-14469	1	70	-	-	SYM
cet-14469	1	71	276	276	NUM
cet-14469	1	72	doi:10.3303	doi:10.3303	NOUN
cet-14469	1	73	/	/	SYM
cet-14469	1	74	cet24109046	cet24109046	NOUN
cet-14469	1	75	chemical	chemical	PROPN
cet-14469	1	76	engineering	engineering	NOUN
cet-14469	1	77	transactions	transaction	NOUN
cet-14469	1	78	vol	vol	NOUN
cet-14469	1	79	.	.	PROPN
cet-14469	2	1	109	109	NUM
cet-14469	2	2	,	,	PUNCT
cet-14469	2	3	2024	2024	NUM
cet-14469	2	4	a	a	DET
cet-14469	2	5	publication	publication	NOUN
cet-14469	2	6	of	of	ADP
cet-14469	2	7	the	the	DET
cet-14469	2	8	italian	italian	ADJ
cet-14469	2	9	association	association	NOUN
cet-14469	2	10	of	of	ADP
cet-14469	2	11	chemical	chemical	PROPN
cet-14469	2	12	engineering	engineering	NOUN
cet-14469	2	13	online	online	ADV
cet-14469	2	14	at	at	ADP
cet-14469	2	15	www.cetjournal.it	www.cetjournal.it	PROPN
cet-14469	2	16	guest	guest	NOUN
cet-14469	2	17	editors	editor	NOUN
cet-14469	2	18	:	:	PUNCT
cet-14469	2	19	leonardo	leonardo	PROPN
cet-14469	2	20	tognotti	tognotti	PROPN
cet-14469	2	21	,	,	PUNCT
cet-14469	2	22	rubens	rubens	PROPN
cet-14469	2	23	maciel	maciel	PROPN
cet-14469	2	24	filho	filho	PROPN
cet-14469	2	25	,	,	PUNCT
cet-14469	2	26	viatcheslav	viatcheslav	PROPN
cet-14469	2	27	kafarov	kafarov	PROPN
cet-14469	2	28	copyright	copyright	NOUN
cet-14469	2	29	©	©	PROPN
cet-14469	2	30	2024	2024	NUM
cet-14469	2	31	,	,	PUNCT
cet-14469	2	32	aidic	aidic	ADJ
cet-14469	2	33	servizi	servizi	PROPN
cet-14469	2	34	s.r.l	s.r.l	NOUN
cet-14469	2	35	.	.	PUNCT
cet-14469	3	1	isbn	isbn	PROPN
cet-14469	3	2	979	979	NUM
cet-14469	3	3	-	-	SYM
cet-14469	3	4	12	12	NUM
cet-14469	3	5	-	-	PUNCT
cet-14469	3	6	81206	81206	NUM
cet-14469	3	7	-	-	PUNCT
cet-14469	3	8	09	09	NUM
cet-14469	3	9	-	-	PUNCT
cet-14469	3	10	0	0	NUM
cet-14469	3	11	;	;	PUNCT
cet-14469	3	12	issn	issn	PROPN
cet-14469	3	13	2283	2283	NUM
cet-14469	3	14	-	-	SYM
cet-14469	3	15	9216	9216	NUM
cet-14469	3	16	modelling	modelling	NOUN
cet-14469	3	17	of	of	ADP
cet-14469	3	18	biomass	biomass	NOUN
cet-14469	3	19	-	-	PUNCT
cet-14469	3	20	to	to	ADP
cet-14469	3	21	-	-	PUNCT
cet-14469	3	22	x	x	NOUN
cet-14469	3	23	:	:	PUNCT
cet-14469	3	24	challenges	challenge	NOUN
cet-14469	3	25	and	and	CCONJ
cet-14469	3	26	strategies	strategy	NOUN
cet-14469	3	27	matteo	matteo	PROPN
cet-14469	3	28	gilardia	gilardia	NOUN
cet-14469	3	29	,	,	PUNCT
cet-14469	3	30	filippo	filippo	PROPN
cet-14469	3	31	bisottia	bisottia	PROPN
cet-14469	3	32	,	,	PUNCT
cet-14469	3	33	olaf	olaf	PROPN
cet-14469	3	34	t.	t.	PROPN
cet-14469	3	35	berglihna	berglihna	PROPN
cet-14469	3	36	,	,	PUNCT
cet-14469	3	37	theresa	theresa	PROPN
cet-14469	3	38	rückera	rückera	PROPN
cet-14469	3	39	,	,	PUNCT
cet-14469	3	40	thomas	thomas	PROPN
cet-14469	3	41	brückb	brückb	PROPN
cet-14469	3	42	,	,	PUNCT
cet-14469	3	43	bernd	bernd	PROPN
cet-14469	3	44	wittgensa	wittgensa	AUX
cet-14469	3	45	,	,	PUNCT
cet-14469	3	46	*	*	PUNCT
cet-14469	3	47	a	a	DET
cet-14469	3	48	sintef	sintef	NOUN
cet-14469	3	49	industry	industry	NOUN
cet-14469	3	50	–	–	PUNCT
cet-14469	3	51	p.o	p.o	PROPN
cet-14469	3	52	.	.	PROPN
cet-14469	3	53	box	box	PROPN
cet-14469	3	54	4760	4760	NUM
cet-14469	3	55	torgarden	torgarden	NOUN
cet-14469	3	56	,	,	PUNCT
cet-14469	3	57	no-7465	no-7465	PROPN
cet-14469	3	58	trondheim	trondheim	PROPN
cet-14469	3	59	,	,	PUNCT
cet-14469	3	60	norway	norway	PROPN
cet-14469	3	61	b	b	PROPN
cet-14469	3	62	technical	technical	PROPN
cet-14469	3	63	university	university	PROPN
cet-14469	3	64	of	of	ADP
cet-14469	3	65	munich	munich	PROPN
cet-14469	3	66	–	–	PUNCT
cet-14469	3	67	lichtenbergstr	lichtenbergstr	NOUN
cet-14469	3	68	.	.	PUNCT
cet-14469	4	1	4	4	NUM
cet-14469	4	2	,	,	PUNCT
cet-14469	4	3	85748	85748	NUM
cet-14469	4	4	garching	garching	NOUN
cet-14469	4	5	,	,	PUNCT
cet-14469	4	6	germany	germany	PROPN
cet-14469	4	7	bernd.wittgens@sintef.no	bernd.wittgens@sintef.no	VERB
cet-14469	4	8	the	the	DET
cet-14469	4	9	progressive	progressive	ADJ
cet-14469	4	10	request	request	NOUN
cet-14469	4	11	for	for	ADP
cet-14469	4	12	replacing	replace	VERB
cet-14469	4	13	fossil	fossil	ADJ
cet-14469	4	14	fuels	fuel	NOUN
cet-14469	4	15	and	and	CCONJ
cet-14469	4	16	net	net	ADJ
cet-14469	4	17	-	-	PUNCT
cet-14469	4	18	zero	zero	NUM
cet-14469	4	19	emissions	emission	NOUN
cet-14469	4	20	by	by	ADP
cet-14469	4	21	2050	2050	NUM
cet-14469	4	22	is	be	AUX
cet-14469	4	23	forcing	force	VERB
cet-14469	4	24	a	a	DET
cet-14469	4	25	change	change	NOUN
cet-14469	4	26	in	in	ADP
cet-14469	4	27	the	the	DET
cet-14469	4	28	current	current	ADJ
cet-14469	4	29	paradigm	paradigm	NOUN
cet-14469	4	30	and	and	CCONJ
cet-14469	4	31	economy	economy	NOUN
cet-14469	4	32	.	.	PUNCT
cet-14469	5	1	bioprocesses	bioprocesse	NOUN
cet-14469	5	2	offer	offer	VERB
cet-14469	5	3	a	a	DET
cet-14469	5	4	significant	significant	ADJ
cet-14469	5	5	alternative	alternative	NOUN
cet-14469	5	6	to	to	ADP
cet-14469	5	7	conventional	conventional	ADJ
cet-14469	5	8	refineries	refinery	NOUN
cet-14469	5	9	,	,	PUNCT
cet-14469	5	10	as	as	SCONJ
cet-14469	5	11	they	they	PRON
cet-14469	5	12	convert	convert	VERB
cet-14469	5	13	biomass	biomass	NOUN
cet-14469	5	14	into	into	ADP
cet-14469	5	15	valuable	valuable	ADJ
cet-14469	5	16	platform	platform	NOUN
cet-14469	5	17	chemicals	chemical	NOUN
cet-14469	5	18	,	,	PUNCT
cet-14469	5	19	fuels	fuel	NOUN
cet-14469	5	20	,	,	PUNCT
cet-14469	5	21	and/or	and/or	CCONJ
cet-14469	5	22	heat	heat	NOUN
cet-14469	5	23	and	and	CCONJ
cet-14469	5	24	energy	energy	NOUN
cet-14469	5	25	.	.	PUNCT
cet-14469	6	1	the	the	DET
cet-14469	6	2	concept	concept	NOUN
cet-14469	6	3	is	be	AUX
cet-14469	6	4	disruptive	disruptive	ADJ
cet-14469	6	5	,	,	PUNCT
cet-14469	6	6	but	but	CCONJ
cet-14469	6	7	the	the	DET
cet-14469	6	8	modelling	modelling	NOUN
cet-14469	6	9	is	be	AUX
cet-14469	6	10	not	not	PART
cet-14469	6	11	straightforward	straightforward	ADJ
cet-14469	6	12	due	due	ADP
cet-14469	6	13	to	to	ADP
cet-14469	6	14	the	the	DET
cet-14469	6	15	intrinsic	intrinsic	ADJ
cet-14469	6	16	complexity	complexity	NOUN
cet-14469	6	17	of	of	ADP
cet-14469	6	18	the	the	DET
cet-14469	6	19	feedstock	feedstock	NOUN
cet-14469	6	20	,	,	PUNCT
cet-14469	6	21	the	the	DET
cet-14469	6	22	unconventional	unconventional	ADJ
cet-14469	6	23	transformation	transformation	NOUN
cet-14469	6	24	(	(	PUNCT
cet-14469	6	25	i.e.	i.e.	X
cet-14469	6	26	,	,	PUNCT
cet-14469	6	27	pre	pre	ADJ
cet-14469	6	28	-	-	ADJ
cet-14469	6	29	treatment	treatment	NOUN
cet-14469	6	30	and	and	CCONJ
cet-14469	6	31	chemical	chemical	NOUN
cet-14469	6	32	/	/	SYM
cet-14469	6	33	thermal	thermal	ADJ
cet-14469	6	34	conversion	conversion	NOUN
cet-14469	6	35	,	,	PUNCT
cet-14469	6	36	and	and	CCONJ
cet-14469	6	37	product	product	NOUN
cet-14469	6	38	purification	purification	NOUN
cet-14469	6	39	)	)	PUNCT
cet-14469	6	40	,	,	PUNCT
cet-14469	6	41	and	and	CCONJ
cet-14469	6	42	the	the	DET
cet-14469	6	43	number	number	NOUN
cet-14469	6	44	of	of	ADP
cet-14469	6	45	species	specie	NOUN
cet-14469	6	46	involved	involve	VERB
cet-14469	6	47	in	in	ADP
cet-14469	6	48	the	the	DET
cet-14469	6	49	system	system	NOUN
cet-14469	6	50	.	.	PUNCT
cet-14469	7	1	these	these	DET
cet-14469	7	2	aspects	aspect	NOUN
cet-14469	7	3	are	be	AUX
cet-14469	7	4	of	of	ADP
cet-14469	7	5	paramount	paramount	ADJ
cet-14469	7	6	importance	importance	NOUN
cet-14469	7	7	and	and	CCONJ
cet-14469	7	8	represent	represent	VERB
cet-14469	7	9	significant	significant	ADJ
cet-14469	7	10	hurdles	hurdle	NOUN
cet-14469	7	11	for	for	ADP
cet-14469	7	12	modelling	modelling	NOUN
cet-14469	7	13	.	.	PUNCT
cet-14469	8	1	in	in	ADP
cet-14469	8	2	the	the	DET
cet-14469	8	3	present	present	ADJ
cet-14469	8	4	work	work	NOUN
cet-14469	8	5	,	,	PUNCT
cet-14469	8	6	we	we	PRON
cet-14469	8	7	review	review	VERB
cet-14469	8	8	the	the	DET
cet-14469	8	9	main	main	ADJ
cet-14469	8	10	strategies	strategy	NOUN
cet-14469	8	11	used	use	VERB
cet-14469	8	12	for	for	ADP
cet-14469	8	13	bioprocesses	bioprocesse	NOUN
cet-14469	8	14	modelling	modelling	NOUN
cet-14469	8	15	by	by	ADP
cet-14469	8	16	highlighting	highlight	VERB
cet-14469	8	17	advantages	advantage	NOUN
cet-14469	8	18	and	and	CCONJ
cet-14469	8	19	drawbacks	drawback	NOUN
cet-14469	8	20	.	.	PUNCT
cet-14469	9	1	finally	finally	ADV
cet-14469	9	2	,	,	PUNCT
cet-14469	9	3	the	the	DET
cet-14469	9	4	work	work	NOUN
cet-14469	9	5	presents	present	VERB
cet-14469	9	6	a	a	DET
cet-14469	9	7	few	few	ADJ
cet-14469	9	8	applications	application	NOUN
cet-14469	9	9	applied	apply	VERB
cet-14469	9	10	in	in	ADP
cet-14469	9	11	process	process	NOUN
cet-14469	9	12	design	design	NOUN
cet-14469	9	13	and	and	CCONJ
cet-14469	9	14	preliminary	preliminary	ADJ
cet-14469	9	15	assessment	assessment	NOUN
cet-14469	9	16	for	for	ADP
cet-14469	9	17	biomass	biomass	NOUN
cet-14469	9	18	-	-	PUNCT
cet-14469	9	19	to	to	ADP
cet-14469	9	20	-	-	PUNCT
cet-14469	9	21	x	x	NOUN
cet-14469	9	22	projects	project	NOUN
cet-14469	9	23	.	.	PUNCT
cet-14469	10	1	1	1	X
cet-14469	10	2	.	.	X
cet-14469	10	3	introduction	introduction	NOUN
cet-14469	10	4	the	the	DET
cet-14469	10	5	urgent	urgent	ADJ
cet-14469	10	6	shift	shift	NOUN
cet-14469	10	7	from	from	ADP
cet-14469	10	8	a	a	DET
cet-14469	10	9	fossilto	fossilto	NOUN
cet-14469	10	10	a	a	DET
cet-14469	10	11	bio	bio	ADV
cet-14469	10	12	-	-	PUNCT
cet-14469	10	13	based	base	VERB
cet-14469	10	14	economy	economy	NOUN
cet-14469	10	15	for	for	ADP
cet-14469	10	16	the	the	DET
cet-14469	10	17	replacement	replacement	NOUN
cet-14469	10	18	of	of	ADP
cet-14469	10	19	fossil	fossil	ADJ
cet-14469	10	20	fuels	fuel	NOUN
cet-14469	10	21	and	and	CCONJ
cet-14469	10	22	fossil	fossil	NOUN
cet-14469	10	23	carbonbased	carbonbase	VERB
cet-14469	10	24	chemicals	chemical	NOUN
cet-14469	10	25	opens	open	VERB
cet-14469	10	26	to	to	ADP
cet-14469	10	27	new	new	ADJ
cet-14469	10	28	solutions	solution	NOUN
cet-14469	10	29	.	.	PUNCT
cet-14469	11	1	biomass	biomass	NOUN
cet-14469	11	2	-	-	PUNCT
cet-14469	11	3	to	to	ADP
cet-14469	11	4	-	-	PUNCT
cet-14469	11	5	x	x	NOUN
cet-14469	11	6	offers	offer	VERB
cet-14469	11	7	a	a	DET
cet-14469	11	8	sustainable	sustainable	ADJ
cet-14469	11	9	route	route	NOUN
cet-14469	11	10	to	to	PART
cet-14469	11	11	produce	produce	VERB
cet-14469	11	12	high	high	ADJ
cet-14469	11	13	-	-	PUNCT
cet-14469	11	14	added	add	VERB
cet-14469	11	15	-	-	PUNCT
cet-14469	11	16	value	value	NOUN
cet-14469	11	17	products	product	NOUN
cet-14469	11	18	,	,	PUNCT
cet-14469	11	19	heat	heat	NOUN
cet-14469	11	20	,	,	PUNCT
cet-14469	11	21	and	and	CCONJ
cet-14469	11	22	energy	energy	NOUN
cet-14469	11	23	.	.	PUNCT
cet-14469	12	1	the	the	DET
cet-14469	12	2	development	development	NOUN
cet-14469	12	3	of	of	ADP
cet-14469	12	4	models	model	NOUN
cet-14469	12	5	for	for	ADP
cet-14469	12	6	bio	bio	NOUN
cet-14469	12	7	-	-	PUNCT
cet-14469	12	8	based	base	VERB
cet-14469	12	9	processes	process	NOUN
cet-14469	12	10	is	be	AUX
cet-14469	12	11	essential	essential	ADJ
cet-14469	12	12	for	for	ADP
cet-14469	12	13	design	design	NOUN
cet-14469	12	14	purposes	purpose	NOUN
cet-14469	12	15	,	,	PUNCT
cet-14469	12	16	energy	energy	NOUN
cet-14469	12	17	assessments	assessment	NOUN
cet-14469	12	18	,	,	PUNCT
cet-14469	12	19	and	and	CCONJ
cet-14469	12	20	cost	cost	NOUN
cet-14469	12	21	estimates	estimate	NOUN
cet-14469	12	22	.	.	PUNCT
cet-14469	13	1	however	however	ADV
cet-14469	13	2	,	,	PUNCT
cet-14469	13	3	modelling	modelling	NOUN
cet-14469	13	4	and	and	CCONJ
cet-14469	13	5	design	design	NOUN
cet-14469	13	6	are	be	AUX
cet-14469	13	7	not	not	PART
cet-14469	13	8	straightforward	straightforward	ADJ
cet-14469	13	9	owing	owe	VERB
cet-14469	13	10	to	to	ADP
cet-14469	13	11	the	the	DET
cet-14469	13	12	intrinsic	intrinsic	ADJ
cet-14469	13	13	complexity	complexity	NOUN
cet-14469	13	14	and	and	CCONJ
cet-14469	13	15	variability	variability	NOUN
cet-14469	13	16	of	of	ADP
cet-14469	13	17	the	the	DET
cet-14469	13	18	feedstocks	feedstock	NOUN
cet-14469	13	19	and	and	CCONJ
cet-14469	13	20	their	their	PRON
cet-14469	13	21	transformation	transformation	NOUN
cet-14469	13	22	.	.	PUNCT
cet-14469	14	1	thus	thus	ADV
cet-14469	14	2	,	,	PUNCT
cet-14469	14	3	it	it	PRON
cet-14469	14	4	requires	require	VERB
cet-14469	14	5	simplified	simplify	VERB
cet-14469	14	6	,	,	PUNCT
cet-14469	14	7	but	but	CCONJ
cet-14469	14	8	still	still	ADV
cet-14469	14	9	accurate	accurate	ADJ
cet-14469	14	10	approaches	approach	NOUN
cet-14469	14	11	to	to	PART
cet-14469	14	12	ensure	ensure	VERB
cet-14469	14	13	good	good	ADJ
cet-14469	14	14	predictions	prediction	NOUN
cet-14469	14	15	,	,	PUNCT
cet-14469	14	16	while	while	SCONJ
cet-14469	14	17	keeping	keep	VERB
cet-14469	14	18	reasonable	reasonable	ADJ
cet-14469	14	19	computational	computational	ADJ
cet-14469	14	20	effort	effort	NOUN
cet-14469	14	21	.	.	PUNCT
cet-14469	15	1	this	this	DET
cet-14469	15	2	work	work	NOUN
cet-14469	15	3	is	be	AUX
cet-14469	15	4	divided	divide	VERB
cet-14469	15	5	into	into	ADP
cet-14469	15	6	two	two	NUM
cet-14469	15	7	main	main	ADJ
cet-14469	15	8	sections	section	NOUN
cet-14469	15	9	.	.	PUNCT
cet-14469	16	1	the	the	DET
cet-14469	16	2	first	first	ADJ
cet-14469	16	3	part	part	NOUN
cet-14469	16	4	reviews	review	VERB
cet-14469	16	5	the	the	DET
cet-14469	16	6	state	state	NOUN
cet-14469	16	7	-	-	PUNCT
cet-14469	16	8	of	of	ADP
cet-14469	16	9	-	-	PUNCT
cet-14469	16	10	the	the	DET
cet-14469	16	11	-	-	PUNCT
cet-14469	16	12	art	art	NOUN
cet-14469	16	13	of	of	ADP
cet-14469	16	14	strategies	strategy	NOUN
cet-14469	16	15	and	and	CCONJ
cet-14469	16	16	approaches	approach	NOUN
cet-14469	16	17	for	for	ADP
cet-14469	16	18	the	the	DET
cet-14469	16	19	modelling	modelling	NOUN
cet-14469	16	20	of	of	ADP
cet-14469	16	21	biomass	biomass	NOUN
cet-14469	16	22	conversion	conversion	NOUN
cet-14469	16	23	processes	process	NOUN
cet-14469	16	24	by	by	ADP
cet-14469	16	25	highlighting	highlight	VERB
cet-14469	16	26	the	the	DET
cet-14469	16	27	benefits	benefit	NOUN
cet-14469	16	28	and	and	CCONJ
cet-14469	16	29	drawbacks	drawback	NOUN
cet-14469	16	30	of	of	ADP
cet-14469	16	31	short	short	NOUN
cet-14469	16	32	-	-	PUNCT
cet-14469	16	33	cut	cut	VERB
cet-14469	16	34	,	,	PUNCT
cet-14469	16	35	data	datum	NOUN
cet-14469	16	36	-	-	PUNCT
cet-14469	16	37	driven	drive	VERB
cet-14469	16	38	,	,	PUNCT
cet-14469	16	39	and	and	CCONJ
cet-14469	16	40	rigorous	rigorous	ADJ
cet-14469	16	41	models	model	NOUN
cet-14469	16	42	(	(	PUNCT
cet-14469	16	43	martin	martin	PROPN
cet-14469	16	44	et	et	PROPN
cet-14469	16	45	al	al	PROPN
cet-14469	16	46	.	.	PROPN
cet-14469	16	47	,	,	PUNCT
cet-14469	16	48	2023	2023	NUM
cet-14469	16	49	)	)	PUNCT
cet-14469	16	50	.	.	PUNCT
cet-14469	17	1	this	this	DET
cet-14469	17	2	section	section	NOUN
cet-14469	17	3	introduces	introduce	VERB
cet-14469	17	4	the	the	DET
cet-14469	17	5	importance	importance	NOUN
cet-14469	17	6	of	of	ADP
cet-14469	17	7	simulations	simulation	NOUN
cet-14469	17	8	for	for	ADP
cet-14469	17	9	designing	design	VERB
cet-14469	17	10	,	,	PUNCT
cet-14469	17	11	upscaling	upscale	VERB
cet-14469	17	12	from	from	ADP
cet-14469	17	13	laboratory	laboratory	NOUN
cet-14469	17	14	scale	scale	NOUN
cet-14469	17	15	(	(	PUNCT
cet-14469	17	16	batch	batch	NOUN
cet-14469	17	17	or	or	CCONJ
cet-14469	17	18	semi	semi	ADJ
cet-14469	17	19	-	-	ADJ
cet-14469	17	20	batch	batch	ADJ
cet-14469	17	21	apparatus	apparatus	NOUN
cet-14469	17	22	)	)	PUNCT
cet-14469	17	23	to	to	PART
cet-14469	17	24	pilot	pilot	VERB
cet-14469	17	25	/	/	SYM
cet-14469	17	26	industrial	industrial	ADJ
cet-14469	17	27	facilities	facility	NOUN
cet-14469	17	28	(	(	PUNCT
cet-14469	17	29	continuous	continuous	ADJ
cet-14469	17	30	operation	operation	NOUN
cet-14469	17	31	)	)	PUNCT
cet-14469	17	32	,	,	PUNCT
cet-14469	17	33	and	and	CCONJ
cet-14469	17	34	the	the	DET
cet-14469	17	35	potential	potential	NOUN
cet-14469	17	36	for	for	ADP
cet-14469	17	37	machine	machine	NOUN
cet-14469	17	38	learning	learn	VERB
cet-14469	17	39	to	to	PART
cet-14469	17	40	generate	generate	VERB
cet-14469	17	41	sub	sub	NOUN
cet-14469	17	42	-	-	NOUN
cet-14469	17	43	models	model	NOUN
cet-14469	17	44	for	for	ADP
cet-14469	17	45	bioprocesses	bioprocesse	NOUN
cet-14469	17	46	(	(	PUNCT
cet-14469	17	47	valedandi	valedandi	PROPN
cet-14469	17	48	et	et	PROPN
cet-14469	17	49	al	al	PROPN
cet-14469	17	50	.	.	PROPN
cet-14469	17	51	,	,	PUNCT
cet-14469	17	52	2023	2023	NUM
cet-14469	17	53	)	)	PUNCT
cet-14469	17	54	.	.	PUNCT
cet-14469	18	1	the	the	DET
cet-14469	18	2	second	second	ADJ
cet-14469	18	3	part	part	NOUN
cet-14469	18	4	deals	deal	VERB
cet-14469	18	5	with	with	ADP
cet-14469	18	6	the	the	DET
cet-14469	18	7	application	application	NOUN
cet-14469	18	8	of	of	ADP
cet-14469	18	9	the	the	DET
cet-14469	18	10	mentioned	mention	VERB
cet-14469	18	11	modelling	modelling	NOUN
cet-14469	18	12	strategies	strategy	NOUN
cet-14469	18	13	for	for	ADP
cet-14469	18	14	the	the	DET
cet-14469	18	15	sake	sake	NOUN
cet-14469	18	16	of	of	ADP
cet-14469	18	17	process	process	NOUN
cet-14469	18	18	design	design	NOUN
cet-14469	18	19	,	,	PUNCT
cet-14469	18	20	upscaling	upscaling	ADJ
cet-14469	18	21	,	,	PUNCT
cet-14469	18	22	unit	unit	NOUN
cet-14469	18	23	operation	operation	NOUN
cet-14469	18	24	sizing	sizing	NOUN
cet-14469	18	25	,	,	PUNCT
cet-14469	18	26	and	and	CCONJ
cet-14469	18	27	techno	techno	NOUN
cet-14469	18	28	-	-	PUNCT
cet-14469	18	29	economic	economic	ADJ
cet-14469	18	30	assessment	assessment	NOUN
cet-14469	18	31	(	(	PUNCT
cet-14469	18	32	tea	tea	NOUN
cet-14469	18	33	)	)	PUNCT
cet-14469	18	34	in	in	ADP
cet-14469	18	35	two	two	NUM
cet-14469	18	36	specific	specific	ADJ
cet-14469	18	37	projects	project	NOUN
cet-14469	18	38	:	:	PUNCT
cet-14469	18	39	valuable	valuable	ADJ
cet-14469	18	40	project	project	NOUN
cet-14469	18	41	,	,	PUNCT
cet-14469	18	42	a	a	DET
cet-14469	18	43	horizon	horizon	NOUN
cet-14469	18	44	europe	europe	PROPN
cet-14469	18	45	research	research	PROPN
cet-14469	18	46	and	and	CCONJ
cet-14469	18	47	innovation	innovation	NOUN
cet-14469	18	48	project	project	NOUN
cet-14469	18	49	(	(	PUNCT
cet-14469	18	50	valuable	valuable	ADJ
cet-14469	18	51	webpage	webpage	NOUN
cet-14469	18	52	)	)	PUNCT
cet-14469	18	53	and	and	CCONJ
cet-14469	18	54	bio4fuels	bio4fuels	PROPN
cet-14469	18	55	,	,	PUNCT
cet-14469	18	56	an	an	DET
cet-14469	18	57	fme	fme	NOUN
cet-14469	18	58	norwegian	norwegian	ADJ
cet-14469	18	59	project	project	NOUN
cet-14469	18	60	(	(	PUNCT
cet-14469	18	61	bio4fuels	bio4fuel	NOUN
cet-14469	18	62	webpage	webpage	NOUN
cet-14469	18	63	)	)	PUNCT
cet-14469	18	64	.	.	PUNCT
cet-14469	19	1	for	for	ADP
cet-14469	19	2	both	both	DET
cet-14469	19	3	projects	project	NOUN
cet-14469	19	4	,	,	PUNCT
cet-14469	19	5	dedicated	dedicated	ADJ
cet-14469	19	6	sub	sub	NOUN
cet-14469	19	7	-	-	NOUN
cet-14469	19	8	models	model	NOUN
cet-14469	19	9	for	for	ADP
cet-14469	19	10	each	each	DET
cet-14469	19	11	main	main	ADJ
cet-14469	19	12	unit	unit	NOUN
cet-14469	19	13	operation	operation	NOUN
cet-14469	19	14	have	have	AUX
cet-14469	19	15	been	be	AUX
cet-14469	19	16	developed	develop	VERB
cet-14469	19	17	as	as	ADP
cet-14469	19	18	plug	plug	NOUN
cet-14469	19	19	-	-	PUNCT
cet-14469	19	20	ins	in	NOUN
cet-14469	19	21	and	and	CCONJ
cet-14469	19	22	then	then	ADV
cet-14469	19	23	inter	inter	ADJ
cet-14469	19	24	-	-	VERB
cet-14469	19	25	connected	connected	ADJ
cet-14469	19	26	to	to	PART
cet-14469	19	27	build	build	VERB
cet-14469	19	28	a	a	DET
cet-14469	19	29	comprehensive	comprehensive	ADJ
cet-14469	19	30	process	process	NOUN
cet-14469	19	31	flow	flow	NOUN
cet-14469	19	32	using	use	VERB
cet-14469	19	33	coco	coco	PROPN
cet-14469	19	34	-	-	PUNCT
cet-14469	19	35	cofe	cofe	PROPN
cet-14469	19	36	v3.6	v3.6	PROPN
cet-14469	19	37	,	,	PUNCT
cet-14469	19	38	a	a	DET
cet-14469	19	39	license	license	NOUN
cet-14469	19	40	-	-	PUNCT
cet-14469	19	41	free	free	ADJ
cet-14469	19	42	cape	cape	NOUN
cet-14469	19	43	-	-	PUNCT
cet-14469	19	44	open	open	ADJ
cet-14469	19	45	simulation	simulation	NOUN
cet-14469	19	46	software	software	NOUN
cet-14469	19	47	developed	develop	VERB
cet-14469	19	48	by	by	ADP
cet-14469	19	49	amsterchem	amsterchem	NOUN
cet-14469	19	50	.	.	PUNCT
cet-14469	20	1	the	the	DET
cet-14469	20	2	developed	develop	VERB
cet-14469	20	3	framework	framework	NOUN
cet-14469	20	4	is	be	AUX
cet-14469	20	5	then	then	ADV
cet-14469	20	6	exploited	exploit	VERB
cet-14469	20	7	to	to	PART
cet-14469	20	8	maximize	maximize	VERB
cet-14469	20	9	the	the	DET
cet-14469	20	10	plant	plant	NOUN
cet-14469	20	11	productivity	productivity	NOUN
cet-14469	20	12	through	through	ADP
cet-14469	20	13	specific	specific	ADJ
cet-14469	20	14	sensitivity	sensitivity	NOUN
cet-14469	20	15	analysis	analysis	NOUN
cet-14469	20	16	,	,	PUNCT
cet-14469	20	17	accounting	account	VERB
cet-14469	20	18	also	also	ADV
cet-14469	20	19	for	for	ADP
cet-14469	20	20	energy	energy	NOUN
cet-14469	20	21	integration	integration	NOUN
cet-14469	20	22	and	and	CCONJ
cet-14469	20	23	by	by	ADP
cet-14469	20	24	-	-	PUNCT
cet-14469	20	25	product	product	NOUN
cet-14469	20	26	stream	stream	NOUN
cet-14469	20	27	recycling	recycling	NOUN
cet-14469	20	28	when	when	SCONJ
cet-14469	20	29	possible	possible	ADJ
cet-14469	20	30	.	.	PUNCT
cet-14469	21	1	mass	mass	NOUN
cet-14469	21	2	and	and	CCONJ
cet-14469	21	3	energy	energy	NOUN
cet-14469	21	4	balances	balance	NOUN
cet-14469	21	5	from	from	ADP
cet-14469	21	6	the	the	DET
cet-14469	21	7	simulations	simulation	NOUN
cet-14469	21	8	are	be	AUX
cet-14469	21	9	used	use	VERB
cet-14469	21	10	as	as	ADP
cet-14469	21	11	a	a	DET
cet-14469	21	12	basis	basis	NOUN
cet-14469	21	13	framework	framework	NOUN
cet-14469	21	14	for	for	ADP
cet-14469	21	15	unit	unit	NOUN
cet-14469	21	16	sizing	sizing	NOUN
cet-14469	21	17	,	,	PUNCT
cet-14469	21	18	investment	investment	NOUN
cet-14469	21	19	,	,	PUNCT
cet-14469	21	20	raw	raw	ADJ
cet-14469	21	21	materials	material	NOUN
cet-14469	21	22	,	,	PUNCT
cet-14469	21	23	and	and	CCONJ
cet-14469	21	24	utility	utility	NOUN
cet-14469	21	25	costs	cost	NOUN
cet-14469	21	26	estimation	estimation	NOUN
cet-14469	21	27	,	,	PUNCT
cet-14469	21	28	as	as	ADV
cet-14469	21	29	well	well	ADV
cet-14469	21	30	as	as	ADP
cet-14469	21	31	for	for	ADP
cet-14469	21	32	the	the	DET
cet-14469	21	33	quantification	quantification	NOUN
cet-14469	21	34	of	of	ADP
cet-14469	21	35	pollutant	pollutant	ADJ
cet-14469	21	36	emissions	emission	NOUN
cet-14469	21	37	and	and	CCONJ
cet-14469	21	38	life	life	NOUN
cet-14469	21	39	cycle	cycle	NOUN
cet-14469	21	40	assessment	assessment	NOUN
cet-14469	21	41	,	,	PUNCT
cet-14469	21	42	which	which	PRON
cet-14469	21	43	are	be	AUX
cet-14469	21	44	not	not	PART
cet-14469	21	45	part	part	NOUN
cet-14469	21	46	of	of	ADP
cet-14469	21	47	the	the	DET
cet-14469	21	48	present	present	ADJ
cet-14469	21	49	work	work	NOUN
cet-14469	21	50	.	.	PUNCT
cet-14469	22	1	2	2	X
cet-14469	22	2	.	.	X
cet-14469	22	3	modelling	model	VERB
cet-14469	22	4	strategies	strategy	NOUN
cet-14469	22	5	and	and	CCONJ
cet-14469	22	6	approaches	approach	NOUN
cet-14469	22	7	process	process	NOUN
cet-14469	22	8	simulation	simulation	NOUN
cet-14469	22	9	is	be	AUX
cet-14469	22	10	a	a	DET
cet-14469	22	11	key	key	ADJ
cet-14469	22	12	step	step	NOUN
cet-14469	22	13	for	for	ADP
cet-14469	22	14	the	the	DET
cet-14469	22	15	design	design	NOUN
cet-14469	22	16	,	,	PUNCT
cet-14469	22	17	scale	scale	NOUN
cet-14469	22	18	-	-	PUNCT
cet-14469	22	19	up	up	NOUN
cet-14469	22	20	,	,	PUNCT
cet-14469	22	21	and	and	CCONJ
cet-14469	22	22	implementation	implementation	NOUN
cet-14469	22	23	of	of	ADP
cet-14469	22	24	bioprocesses	bioprocesse	NOUN
cet-14469	22	25	and	and	CCONJ
cet-14469	22	26	biorefineries	biorefinerie	NOUN
cet-14469	22	27	to	to	PART
cet-14469	22	28	address	address	VERB
cet-14469	22	29	the	the	DET
cet-14469	22	30	energy	energy	NOUN
cet-14469	22	31	demand	demand	NOUN
cet-14469	22	32	and	and	CCONJ
cet-14469	22	33	material	material	NOUN
cet-14469	22	34	balances	balance	NOUN
cet-14469	22	35	of	of	ADP
cet-14469	22	36	the	the	DET
cet-14469	22	37	entire	entire	ADJ
cet-14469	22	38	process	process	NOUN
cet-14469	22	39	.	.	PUNCT
cet-14469	23	1	for	for	ADP
cet-14469	23	2	a	a	DET
cet-14469	23	3	preliminary	preliminary	ADJ
cet-14469	23	4	upscaling	upscaling	NOUN
cet-14469	23	5	,	,	PUNCT
cet-14469	23	6	the	the	DET
cet-14469	23	7	271	271	NUM
cet-14469	23	8	process	process	NOUN
cet-14469	23	9	configuration	configuration	NOUN
cet-14469	23	10	and	and	CCONJ
cet-14469	23	11	residence	residence	NOUN
cet-14469	23	12	times	time	NOUN
cet-14469	23	13	tested	test	VERB
cet-14469	23	14	on	on	ADP
cet-14469	23	15	a	a	DET
cet-14469	23	16	lab	lab	NOUN
cet-14469	23	17	scale	scale	NOUN
cet-14469	23	18	can	can	AUX
cet-14469	23	19	be	be	AUX
cet-14469	23	20	maintained	maintain	VERB
cet-14469	23	21	,	,	PUNCT
cet-14469	23	22	while	while	SCONJ
cet-14469	23	23	consumables	consumable	NOUN
cet-14469	23	24	and	and	CCONJ
cet-14469	23	25	unit	unit	NOUN
cet-14469	23	26	sizes	size	NOUN
cet-14469	23	27	are	be	AUX
cet-14469	23	28	re	re	VERB
cet-14469	23	29	-	-	VERB
cet-14469	23	30	defined	define	VERB
cet-14469	23	31	based	base	VERB
cet-14469	23	32	on	on	ADP
cet-14469	23	33	the	the	DET
cet-14469	23	34	mass	mass	NOUN
cet-14469	23	35	flow	flow	NOUN
cet-14469	23	36	ratio	ratio	NOUN
cet-14469	23	37	between	between	ADP
cet-14469	23	38	the	the	DET
cet-14469	23	39	final	final	ADJ
cet-14469	23	40	and	and	CCONJ
cet-14469	23	41	the	the	DET
cet-14469	23	42	original	original	ADJ
cet-14469	23	43	scale	scale	NOUN
cet-14469	23	44	.	.	PUNCT
cet-14469	24	1	moreover	moreover	ADV
cet-14469	24	2	,	,	PUNCT
cet-14469	24	3	the	the	DET
cet-14469	24	4	simulation	simulation	NOUN
cet-14469	24	5	provides	provide	VERB
cet-14469	24	6	background	background	NOUN
cet-14469	24	7	information	information	NOUN
cet-14469	24	8	for	for	ADP
cet-14469	24	9	the	the	DET
cet-14469	24	10	tea	tea	NOUN
cet-14469	24	11	and	and	CCONJ
cet-14469	24	12	life	life	NOUN
cet-14469	24	13	-	-	PUNCT
cet-14469	24	14	cycle	cycle	NOUN
cet-14469	24	15	assessment	assessment	NOUN
cet-14469	24	16	(	(	PUNCT
cet-14469	24	17	lca	lca	PROPN
cet-14469	24	18	)	)	PUNCT
cet-14469	24	19	,	,	PUNCT
cet-14469	24	20	and	and	CCONJ
cet-14469	24	21	it	it	PRON
cet-14469	24	22	optimizes	optimize	VERB
cet-14469	24	23	or	or	CCONJ
cet-14469	24	24	gets	get	VERB
cet-14469	24	25	energy	energy	NOUN
cet-14469	24	26	-	-	PUNCT
cet-14469	24	27	integrated	integrate	VERB
cet-14469	24	28	plants	plant	NOUN
cet-14469	24	29	to	to	PART
cet-14469	24	30	lower	lower	VERB
cet-14469	24	31	the	the	DET
cet-14469	24	32	demand	demand	NOUN
cet-14469	24	33	for	for	ADP
cet-14469	24	34	external	external	ADJ
cet-14469	24	35	utilities	utility	NOUN
cet-14469	24	36	such	such	ADJ
cet-14469	24	37	as	as	ADP
cet-14469	24	38	cooling	cool	VERB
cet-14469	24	39	water	water	NOUN
cet-14469	24	40	and	and	CCONJ
cet-14469	24	41	natural	natural	ADJ
cet-14469	24	42	gas	gas	NOUN
cet-14469	24	43	.	.	PUNCT
cet-14469	25	1	as	as	SCONJ
cet-14469	25	2	mentioned	mention	VERB
cet-14469	25	3	,	,	PUNCT
cet-14469	25	4	the	the	DET
cet-14469	25	5	complexity	complexity	NOUN
cet-14469	25	6	and	and	CCONJ
cet-14469	25	7	large	large	ADJ
cet-14469	25	8	variety	variety	NOUN
cet-14469	25	9	of	of	ADP
cet-14469	25	10	the	the	DET
cet-14469	25	11	feedstocks	feedstock	NOUN
cet-14469	25	12	are	be	AUX
cet-14469	25	13	reflected	reflect	VERB
cet-14469	25	14	in	in	ADP
cet-14469	25	15	a	a	DET
cet-14469	25	16	wide	wide	ADJ
cet-14469	25	17	plethora	plethora	NOUN
cet-14469	25	18	of	of	ADP
cet-14469	25	19	products	product	NOUN
cet-14469	25	20	generated	generate	VERB
cet-14469	25	21	during	during	ADP
cet-14469	25	22	biomass	biomass	NOUN
cet-14469	25	23	pre	pre	NOUN
cet-14469	25	24	-	-	NOUN
cet-14469	25	25	treatment	treatment	NOUN
cet-14469	25	26	and	and	CCONJ
cet-14469	25	27	conversion	conversion	NOUN
cet-14469	25	28	.	.	PUNCT
cet-14469	26	1	moreover	moreover	ADV
cet-14469	26	2	,	,	PUNCT
cet-14469	26	3	many	many	ADJ
cet-14469	26	4	unconventional	unconventional	ADJ
cet-14469	26	5	units	unit	NOUN
cet-14469	26	6	to	to	PART
cet-14469	26	7	treat	treat	VERB
cet-14469	26	8	the	the	DET
cet-14469	26	9	biomass	biomass	NOUN
cet-14469	26	10	are	be	AUX
cet-14469	26	11	a	a	DET
cet-14469	26	12	further	further	ADJ
cet-14469	26	13	complication	complication	NOUN
cet-14469	26	14	as	as	ADV
cet-14469	26	15	well	well	ADV
cet-14469	26	16	as	as	ADP
cet-14469	26	17	the	the	DET
cet-14469	26	18	presence	presence	NOUN
cet-14469	26	19	of	of	ADP
cet-14469	26	20	complex	complex	ADJ
cet-14469	26	21	reaction	reaction	NOUN
cet-14469	26	22	schemes	scheme	NOUN
cet-14469	26	23	,	,	PUNCT
cet-14469	26	24	mass	mass	ADJ
cet-14469	26	25	transfer	transfer	NOUN
cet-14469	26	26	limitations	limitation	NOUN
cet-14469	26	27	,	,	PUNCT
cet-14469	26	28	and	and	CCONJ
cet-14469	26	29	thermodynamics	thermodynamic	NOUN
cet-14469	26	30	.	.	PUNCT
cet-14469	27	1	for	for	ADP
cet-14469	27	2	the	the	DET
cet-14469	27	3	first	first	ADJ
cet-14469	27	4	hurdle	hurdle	NOUN
cet-14469	27	5	,	,	PUNCT
cet-14469	27	6	it	it	PRON
cet-14469	27	7	is	be	AUX
cet-14469	27	8	possible	possible	ADJ
cet-14469	27	9	to	to	PART
cet-14469	27	10	account	account	VERB
cet-14469	27	11	for	for	ADP
cet-14469	27	12	a	a	DET
cet-14469	27	13	lumping	lump	VERB
cet-14469	27	14	approach	approach	NOUN
cet-14469	27	15	,	,	PUNCT
cet-14469	27	16	where	where	SCONJ
cet-14469	27	17	a	a	DET
cet-14469	27	18	limited	limited	ADJ
cet-14469	27	19	number	number	NOUN
cet-14469	27	20	of	of	ADP
cet-14469	27	21	species	specie	NOUN
cet-14469	27	22	to	to	PART
cet-14469	27	23	track	track	VERB
cet-14469	27	24	the	the	DET
cet-14469	27	25	evolution	evolution	NOUN
cet-14469	27	26	of	of	ADP
cet-14469	27	27	the	the	DET
cet-14469	27	28	biomass	biomass	NOUN
cet-14469	27	29	treatment	treatment	NOUN
cet-14469	27	30	and	and	CCONJ
cet-14469	27	31	cover	cover	VERB
cet-14469	27	32	all	all	DET
cet-14469	27	33	possible	possible	ADJ
cet-14469	27	34	chemical	chemical	ADJ
cet-14469	27	35	classes	class	NOUN
cet-14469	27	36	(	(	PUNCT
cet-14469	27	37	e.g.	e.g.	ADV
cet-14469	27	38	,	,	PUNCT
cet-14469	27	39	phenols	phenol	NOUN
cet-14469	27	40	,	,	PUNCT
cet-14469	27	41	ether	ether	NOUN
cet-14469	27	42	,	,	PUNCT
cet-14469	27	43	ketones	ketone	NOUN
cet-14469	27	44	,	,	PUNCT
cet-14469	27	45	etc	etc	X
cet-14469	27	46	.	.	X
cet-14469	27	47	)	)	PUNCT
cet-14469	27	48	,	,	PUNCT
cet-14469	27	49	is	be	AUX
cet-14469	27	50	considered	consider	VERB
cet-14469	27	51	without	without	ADP
cet-14469	27	52	loss	loss	NOUN
cet-14469	27	53	of	of	ADP
cet-14469	27	54	generality	generality	NOUN
cet-14469	27	55	and	and	CCONJ
cet-14469	27	56	accuracy	accuracy	NOUN
cet-14469	27	57	(	(	PUNCT
cet-14469	27	58	bisotti	bisotti	NOUN
cet-14469	27	59	et	et	PROPN
cet-14469	27	60	al	al	PROPN
cet-14469	27	61	,	,	PUNCT
cet-14469	27	62	2023	2023	NUM
cet-14469	27	63	;	;	PUNCT
cet-14469	27	64	gilardi	gilardi	PROPN
cet-14469	27	65	et	et	PROPN
cet-14469	27	66	al	al	PROPN
cet-14469	27	67	,	,	PUNCT
cet-14469	27	68	2023	2023	NUM
cet-14469	27	69	)	)	PUNCT
cet-14469	27	70	.	.	PUNCT
cet-14469	28	1	since	since	SCONJ
cet-14469	28	2	flowsheets	flowsheet	NOUN
cet-14469	28	3	can	can	AUX
cet-14469	28	4	only	only	ADV
cet-14469	28	5	handle	handle	VERB
cet-14469	28	6	a	a	DET
cet-14469	28	7	limited	limited	ADJ
cet-14469	28	8	complexity	complexity	NOUN
cet-14469	28	9	in	in	ADP
cet-14469	28	10	reactor	reactor	NOUN
cet-14469	28	11	design	design	NOUN
cet-14469	28	12	,	,	PUNCT
cet-14469	28	13	systems	system	NOUN
cet-14469	28	14	can	can	AUX
cet-14469	28	15	be	be	AUX
cet-14469	28	16	simplified	simplify	VERB
cet-14469	28	17	by	by	ADP
cet-14469	28	18	accounting	account	VERB
cet-14469	28	19	only	only	ADV
cet-14469	28	20	for	for	ADP
cet-14469	28	21	those	those	DET
cet-14469	28	22	reactions	reaction	NOUN
cet-14469	28	23	having	have	VERB
cet-14469	28	24	a	a	DET
cet-14469	28	25	higher	high	ADJ
cet-14469	28	26	impact	impact	NOUN
cet-14469	28	27	on	on	ADP
cet-14469	28	28	the	the	DET
cet-14469	28	29	product	product	NOUN
cet-14469	28	30	distribution	distribution	NOUN
cet-14469	28	31	and	and	CCONJ
cet-14469	28	32	overall	overall	ADJ
cet-14469	28	33	reaction	reaction	NOUN
cet-14469	28	34	rate	rate	NOUN
cet-14469	28	35	(	(	PUNCT
cet-14469	28	36	e.g.	e.g.	ADV
cet-14469	28	37	,	,	PUNCT
cet-14469	28	38	definition	definition	NOUN
cet-14469	28	39	of	of	ADP
cet-14469	28	40	the	the	DET
cet-14469	28	41	rate	rate	NOUN
cet-14469	28	42	determining	determine	VERB
cet-14469	28	43	step	step	NOUN
cet-14469	28	44	)	)	PUNCT
cet-14469	28	45	.	.	PUNCT
cet-14469	29	1	moreover	moreover	ADV
cet-14469	29	2	,	,	PUNCT
cet-14469	29	3	we	we	PRON
cet-14469	29	4	adopt	adopt	VERB
cet-14469	29	5	smart	smart	ADJ
cet-14469	29	6	approaches	approach	NOUN
cet-14469	29	7	like	like	ADP
cet-14469	29	8	the	the	DET
cet-14469	29	9	enhancement	enhancement	NOUN
cet-14469	29	10	factor	factor	NOUN
cet-14469	29	11	method	method	NOUN
cet-14469	29	12	to	to	PART
cet-14469	29	13	describe	describe	VERB
cet-14469	29	14	mass	mass	ADJ
cet-14469	29	15	transfer	transfer	NOUN
cet-14469	29	16	effects	effect	NOUN
cet-14469	29	17	within	within	ADP
cet-14469	29	18	a	a	DET
cet-14469	29	19	given	give	VERB
cet-14469	29	20	column	column	NOUN
cet-14469	29	21	or	or	CCONJ
cet-14469	29	22	reactor	reactor	NOUN
cet-14469	29	23	.	.	PUNCT
cet-14469	30	1	in	in	ADP
cet-14469	30	2	our	our	PRON
cet-14469	30	3	perspective	perspective	NOUN
cet-14469	30	4	,	,	PUNCT
cet-14469	30	5	depicted	depict	VERB
cet-14469	30	6	in	in	ADP
cet-14469	30	7	figure	figure	NOUN
cet-14469	30	8	1	1	NUM
cet-14469	30	9	,	,	PUNCT
cet-14469	30	10	each	each	DET
cet-14469	30	11	module	module	NOUN
cet-14469	30	12	/	/	SYM
cet-14469	30	13	unit	unit	NOUN
cet-14469	30	14	operation	operation	NOUN
cet-14469	30	15	is	be	AUX
cet-14469	30	16	defined	define	VERB
cet-14469	30	17	in	in	ADP
cet-14469	30	18	a	a	DET
cet-14469	30	19	sub	sub	NOUN
cet-14469	30	20	-	-	NOUN
cet-14469	30	21	model	model	NOUN
cet-14469	30	22	.	.	PUNCT
cet-14469	31	1	these	these	PRON
cet-14469	31	2	are	be	AUX
cet-14469	31	3	added	add	VERB
cet-14469	31	4	as	as	ADP
cet-14469	31	5	plug	plug	NOUN
cet-14469	31	6	-	-	PUNCT
cet-14469	31	7	ins	in	NOUN
cet-14469	31	8	and	and	CCONJ
cet-14469	31	9	integrated	integrate	VERB
cet-14469	31	10	within	within	ADP
cet-14469	31	11	the	the	DET
cet-14469	31	12	process	process	NOUN
cet-14469	31	13	simulator	simulator	NOUN
cet-14469	31	14	to	to	PART
cet-14469	31	15	provide	provide	VERB
cet-14469	31	16	a	a	DET
cet-14469	31	17	single	single	ADJ
cet-14469	31	18	flowsheet	flowsheet	NOUN
cet-14469	31	19	,	,	PUNCT
cet-14469	31	20	whose	whose	DET
cet-14469	31	21	results	result	NOUN
cet-14469	31	22	are	be	AUX
cet-14469	31	23	finally	finally	ADV
cet-14469	31	24	exploited	exploit	VERB
cet-14469	31	25	for	for	ADP
cet-14469	31	26	tea	tea	NOUN
cet-14469	31	27	and	and	CCONJ
cet-14469	31	28	lca	lca	PROPN
cet-14469	31	29	.	.	PUNCT
cet-14469	32	1	figure	figure	NOUN
cet-14469	32	2	1	1	NUM
cet-14469	32	3	summarizes	summarize	NOUN
cet-14469	32	4	the	the	DET
cet-14469	32	5	tools	tool	NOUN
cet-14469	32	6	adopted	adopt	VERB
cet-14469	32	7	to	to	PART
cet-14469	32	8	perform	perform	VERB
cet-14469	32	9	optimization	optimization	NOUN
cet-14469	32	10	,	,	PUNCT
cet-14469	32	11	lca	lca	PROPN
cet-14469	32	12	,	,	PUNCT
cet-14469	32	13	and	and	CCONJ
cet-14469	32	14	tea	tea	NOUN
cet-14469	32	15	.	.	PUNCT
cet-14469	33	1	the	the	DET
cet-14469	33	2	following	follow	VERB
cet-14469	33	3	sub	sub	ADJ
cet-14469	33	4	-	-	ADJ
cet-14469	33	5	sections	section	NOUN
cet-14469	33	6	deal	deal	VERB
cet-14469	33	7	with	with	ADP
cet-14469	33	8	the	the	DET
cet-14469	33	9	modelling	modelling	NOUN
cet-14469	33	10	and	and	CCONJ
cet-14469	33	11	strategies	strategy	NOUN
cet-14469	33	12	which	which	PRON
cet-14469	33	13	are	be	AUX
cet-14469	33	14	currently	currently	ADV
cet-14469	33	15	applied	apply	VERB
cet-14469	33	16	for	for	ADP
cet-14469	33	17	bioprocess	bioprocess	NOUN
cet-14469	33	18	and	and	CCONJ
cet-14469	33	19	biorefinery	biorefinery	NOUN
cet-14469	33	20	design	design	NOUN
cet-14469	33	21	,	,	PUNCT
cet-14469	33	22	and	and	CCONJ
cet-14469	33	23	we	we	PRON
cet-14469	33	24	provide	provide	VERB
cet-14469	33	25	an	an	DET
cet-14469	33	26	overview	overview	NOUN
cet-14469	33	27	of	of	ADP
cet-14469	33	28	the	the	DET
cet-14469	33	29	most	most	ADV
cet-14469	33	30	promising	promising	ADJ
cet-14469	33	31	options	option	NOUN
cet-14469	33	32	.	.	PUNCT
cet-14469	34	1	figure	figure	NOUN
cet-14469	34	2	1	1	NUM
cet-14469	34	3	:	:	PUNCT
cet-14469	34	4	overview	overview	NOUN
cet-14469	34	5	of	of	ADP
cet-14469	34	6	strategy	strategy	NOUN
cet-14469	34	7	for	for	ADP
cet-14469	34	8	bioprocesses	bioprocesse	NOUN
cet-14469	34	9	modelling	modelling	NOUN
cet-14469	34	10	and	and	CCONJ
cet-14469	34	11	assessment	assessment	NOUN
cet-14469	34	12	.	.	PUNCT
cet-14469	35	1	2.1	2.1	NUM
cet-14469	35	2	shortcut	shortcut	NOUN
cet-14469	35	3	models	model	NOUN
cet-14469	35	4	shortcut	shortcut	NOUN
cet-14469	35	5	models	model	NOUN
cet-14469	35	6	are	be	AUX
cet-14469	35	7	at	at	ADP
cet-14469	35	8	the	the	DET
cet-14469	35	9	highest	high	ADJ
cet-14469	35	10	level	level	NOUN
cet-14469	35	11	of	of	ADP
cet-14469	35	12	simplification	simplification	NOUN
cet-14469	35	13	.	.	PUNCT
cet-14469	36	1	they	they	PRON
cet-14469	36	2	are	be	AUX
cet-14469	36	3	designed	design	VERB
cet-14469	36	4	to	to	PART
cet-14469	36	5	get	get	VERB
cet-14469	36	6	preliminary	preliminary	ADJ
cet-14469	36	7	mass	mass	NOUN
cet-14469	36	8	and	and	CCONJ
cet-14469	36	9	energy	energy	NOUN
cet-14469	36	10	balance	balance	NOUN
cet-14469	36	11	,	,	PUNCT
cet-14469	36	12	using	use	VERB
cet-14469	36	13	basic	basic	ADJ
cet-14469	36	14	thermodynamics	thermodynamic	NOUN
cet-14469	36	15	and	and	CCONJ
cet-14469	36	16	assumptions	assumption	NOUN
cet-14469	36	17	.	.	PUNCT
cet-14469	37	1	this	this	DET
cet-14469	37	2	simplified	simplified	ADJ
cet-14469	37	3	approach	approach	NOUN
cet-14469	37	4	accounts	account	VERB
cet-14469	37	5	for	for	ADP
cet-14469	37	6	fixed	fix	VERB
cet-14469	37	7	parameters	parameter	NOUN
cet-14469	37	8	(	(	PUNCT
cet-14469	37	9	generally	generally	ADV
cet-14469	37	10	conversion	conversion	NOUN
cet-14469	37	11	or	or	CCONJ
cet-14469	37	12	product	product	NOUN
cet-14469	37	13	yield	yield	NOUN
cet-14469	37	14	)	)	PUNCT
cet-14469	37	15	derived	derive	VERB
cet-14469	37	16	from	from	ADP
cet-14469	37	17	experience	experience	NOUN
cet-14469	37	18	,	,	PUNCT
cet-14469	37	19	existing	exist	VERB
cet-14469	37	20	facilities	facility	NOUN
cet-14469	37	21	,	,	PUNCT
cet-14469	37	22	and	and	CCONJ
cet-14469	37	23	literature	literature	NOUN
cet-14469	37	24	.	.	PUNCT
cet-14469	38	1	complex	complex	ADJ
cet-14469	38	2	units	unit	NOUN
cet-14469	38	3	are	be	AUX
cet-14469	38	4	modelled	model	VERB
cet-14469	38	5	as	as	ADP
cet-14469	38	6	a	a	DET
cet-14469	38	7	black	black	ADJ
cet-14469	38	8	box	box	NOUN
cet-14469	38	9	,	,	PUNCT
cet-14469	38	10	whenever	whenever	SCONJ
cet-14469	38	11	there	there	PRON
cet-14469	38	12	is	be	VERB
cet-14469	38	13	neither	neither	CCONJ
cet-14469	38	14	the	the	DET
cet-14469	38	15	need	need	NOUN
cet-14469	38	16	to	to	PART
cet-14469	38	17	provide	provide	VERB
cet-14469	38	18	details	detail	NOUN
cet-14469	38	19	on	on	ADP
cet-14469	38	20	the	the	DET
cet-14469	38	21	process	process	NOUN
cet-14469	38	22	nor	nor	CCONJ
cet-14469	38	23	enough	enough	ADJ
cet-14469	38	24	data	datum	NOUN
cet-14469	38	25	available	available	ADJ
cet-14469	38	26	to	to	PART
cet-14469	38	27	generate	generate	VERB
cet-14469	38	28	comprehensive	comprehensive	ADJ
cet-14469	38	29	/	/	SYM
cet-14469	38	30	detailed	detailed	ADJ
cet-14469	38	31	models	model	NOUN
cet-14469	38	32	.	.	PUNCT
cet-14469	39	1	short	short	ADJ
cet-14469	39	2	-	-	PUNCT
cet-14469	39	3	cut	cut	NOUN
cet-14469	39	4	models	model	NOUN
cet-14469	39	5	aim	aim	VERB
cet-14469	39	6	to	to	PART
cet-14469	39	7	address	address	VERB
cet-14469	39	8	preliminary	preliminary	ADJ
cet-14469	39	9	estimates	estimate	NOUN
cet-14469	39	10	of	of	ADP
cet-14469	39	11	the	the	DET
cet-14469	39	12	process	process	NOUN
cet-14469	39	13	without	without	ADP
cet-14469	39	14	any	any	DET
cet-14469	39	15	need	need	NOUN
cet-14469	39	16	for	for	ADP
cet-14469	39	17	testing	test	VERB
cet-14469	39	18	the	the	DET
cet-14469	39	19	sensitivity	sensitivity	NOUN
cet-14469	39	20	to	to	ADP
cet-14469	39	21	the	the	DET
cet-14469	39	22	operating	operating	NOUN
cet-14469	39	23	condition	condition	NOUN
cet-14469	39	24	and	and	CCONJ
cet-14469	39	25	inputs	input	NOUN
cet-14469	39	26	.	.	PUNCT
cet-14469	40	1	shortcut	shortcut	NOUN
cet-14469	40	2	models	model	NOUN
cet-14469	40	3	are	be	AUX
cet-14469	40	4	not	not	PART
cet-14469	40	5	suitable	suitable	ADJ
cet-14469	40	6	for	for	ADP
cet-14469	40	7	scale	scale	NOUN
cet-14469	40	8	-	-	PUNCT
cet-14469	40	9	up	up	NOUN
cet-14469	40	10	as	as	SCONJ
cet-14469	40	11	they	they	PRON
cet-14469	40	12	generally	generally	ADV
cet-14469	40	13	do	do	AUX
cet-14469	40	14	not	not	PART
cet-14469	40	15	apply	apply	VERB
cet-14469	40	16	to	to	ADP
cet-14469	40	17	a	a	DET
cet-14469	40	18	large	large	ADJ
cet-14469	40	19	domain	domain	NOUN
cet-14469	40	20	.	.	PUNCT
cet-14469	41	1	shortcut	shortcut	NOUN
cet-14469	41	2	models	model	NOUN
cet-14469	41	3	are	be	AUX
cet-14469	41	4	simplified	simplify	VERB
cet-14469	41	5	input	input	NOUN
cet-14469	41	6	-	-	PUNCT
cet-14469	41	7	output	output	NOUN
cet-14469	41	8	models	model	NOUN
cet-14469	41	9	that	that	PRON
cet-14469	41	10	do	do	AUX
cet-14469	41	11	not	not	PART
cet-14469	41	12	include	include	VERB
cet-14469	41	13	a	a	DET
cet-14469	41	14	description	description	NOUN
cet-14469	41	15	of	of	ADP
cet-14469	41	16	the	the	DET
cet-14469	41	17	internal	internal	ADJ
cet-14469	41	18	functionality	functionality	NOUN
cet-14469	41	19	.	.	PUNCT
cet-14469	42	1	2.2	2.2	NUM
cet-14469	42	2	empirical	empirical	ADJ
cet-14469	42	3	and	and	CCONJ
cet-14469	42	4	data	data	NOUN
cet-14469	42	5	-	-	PUNCT
cet-14469	42	6	driven	drive	VERB
cet-14469	42	7	models	model	NOUN
cet-14469	42	8	empirical	empirical	ADJ
cet-14469	42	9	models	model	NOUN
cet-14469	42	10	rely	rely	VERB
cet-14469	42	11	on	on	ADP
cet-14469	42	12	observations	observation	NOUN
cet-14469	42	13	rather	rather	ADV
cet-14469	42	14	than	than	ADP
cet-14469	42	15	on	on	ADP
cet-14469	42	16	physically	physically	ADV
cet-14469	42	17	rigorous	rigorous	ADJ
cet-14469	42	18	relationships	relationship	NOUN
cet-14469	42	19	developed	develop	VERB
cet-14469	42	20	for	for	ADP
cet-14469	42	21	the	the	DET
cet-14469	42	22	assigned	assign	VERB
cet-14469	42	23	system	system	NOUN
cet-14469	42	24	.	.	PUNCT
cet-14469	43	1	these	these	PRON
cet-14469	43	2	are	be	AUX
cet-14469	43	3	often	often	ADV
cet-14469	43	4	yield	yield	NOUN
cet-14469	43	5	or	or	CCONJ
cet-14469	43	6	conversion	conversion	NOUN
cet-14469	43	7	-	-	PUNCT
cet-14469	43	8	based	base	VERB
cet-14469	43	9	models	model	NOUN
cet-14469	43	10	,	,	PUNCT
cet-14469	43	11	where	where	SCONJ
cet-14469	43	12	the	the	DET
cet-14469	43	13	yield	yield	NOUN
cet-14469	43	14	(	(	PUNCT
cet-14469	43	15	or	or	CCONJ
cet-14469	43	16	any	any	DET
cet-14469	43	17	relevant	relevant	ADJ
cet-14469	43	18	key	key	ADJ
cet-14469	43	19	performance	performance	NOUN
cet-14469	43	20	indicator	indicator	NOUN
cet-14469	43	21	)	)	PUNCT
cet-14469	43	22	of	of	ADP
cet-14469	43	23	a	a	DET
cet-14469	43	24	process	process	NOUN
cet-14469	43	25	is	be	AUX
cet-14469	43	26	defined	define	VERB
cet-14469	43	27	as	as	ADP
cet-14469	43	28	a	a	DET
cet-14469	43	29	function	function	NOUN
cet-14469	43	30	of	of	ADP
cet-14469	43	31	key	key	ADJ
cet-14469	43	32	operating	operating	NOUN
cet-14469	43	33	conditions	condition	NOUN
cet-14469	43	34	using	use	VERB
cet-14469	43	35	adjustable	adjustable	ADJ
cet-14469	43	36	parameters	parameter	NOUN
cet-14469	43	37	.	.	PUNCT
cet-14469	44	1	these	these	PRON
cet-14469	44	2	are	be	AUX
cet-14469	44	3	often	often	ADV
cet-14469	44	4	tuned	tune	VERB
cet-14469	44	5	upon	upon	SCONJ
cet-14469	44	6	measurements	measurement	NOUN
cet-14469	44	7	from	from	ADP
cet-14469	44	8	dedicated	dedicated	ADJ
cet-14469	44	9	experimental	experimental	ADJ
cet-14469	44	10	campaigns	campaign	NOUN
cet-14469	44	11	covering	cover	VERB
cet-14469	44	12	the	the	DET
cet-14469	44	13	operating	operating	NOUN
cet-14469	44	14	conditions	condition	NOUN
cet-14469	44	15	domain	domain	NOUN
cet-14469	44	16	of	of	ADP
cet-14469	44	17	interest	interest	NOUN
cet-14469	44	18	.	.	PUNCT
cet-14469	45	1	needless	needless	ADJ
cet-14469	45	2	to	to	PART
cet-14469	45	3	mention	mention	VERB
cet-14469	45	4	,	,	PUNCT
cet-14469	45	5	such	such	ADJ
cet-14469	45	6	models	model	NOUN
cet-14469	45	7	are	be	AUX
cet-14469	45	8	simple	simple	ADJ
cet-14469	45	9	,	,	PUNCT
cet-14469	45	10	flexible	flexible	ADJ
cet-14469	45	11	,	,	PUNCT
cet-14469	45	12	and	and	CCONJ
cet-14469	45	13	easy	easy	ADJ
cet-14469	45	14	to	to	PART
cet-14469	45	15	use	use	VERB
cet-14469	45	16	.	.	PUNCT
cet-14469	46	1	272	272	NUM
cet-14469	46	2	their	their	PRON
cet-14469	46	3	main	main	ADJ
cet-14469	46	4	disadvantage	disadvantage	NOUN
cet-14469	46	5	is	be	AUX
cet-14469	46	6	that	that	SCONJ
cet-14469	46	7	they	they	PRON
cet-14469	46	8	can	can	AUX
cet-14469	46	9	not	not	PART
cet-14469	46	10	be	be	AUX
cet-14469	46	11	extrapolated	extrapolate	VERB
cet-14469	46	12	outside	outside	ADP
cet-14469	46	13	the	the	DET
cet-14469	46	14	tested	test	VERB
cet-14469	46	15	range	range	NOUN
cet-14469	46	16	of	of	ADP
cet-14469	46	17	operating	operating	NOUN
cet-14469	46	18	conditions	condition	NOUN
cet-14469	46	19	and	and	CCONJ
cet-14469	46	20	feedstocks	feedstock	NOUN
cet-14469	46	21	.	.	PUNCT
cet-14469	47	1	data	data	NOUN
cet-14469	47	2	-	-	PUNCT
cet-14469	47	3	driven	drive	VERB
cet-14469	47	4	models	model	NOUN
cet-14469	47	5	are	be	AUX
cet-14469	47	6	a	a	DET
cet-14469	47	7	natural	natural	ADJ
cet-14469	47	8	evolution	evolution	NOUN
cet-14469	47	9	of	of	ADP
cet-14469	47	10	empirical	empirical	ADJ
cet-14469	47	11	models	model	NOUN
cet-14469	47	12	,	,	PUNCT
cet-14469	47	13	where	where	SCONJ
cet-14469	47	14	,	,	PUNCT
cet-14469	47	15	nowadays	nowadays	ADV
cet-14469	47	16	,	,	PUNCT
cet-14469	47	17	machine	machine	NOUN
cet-14469	47	18	learning	learn	VERB
cet-14469	47	19	techniques	technique	NOUN
cet-14469	47	20	find	find	VERB
cet-14469	47	21	more	more	ADJ
cet-14469	47	22	applications	application	NOUN
cet-14469	47	23	such	such	ADJ
cet-14469	47	24	as	as	ADP
cet-14469	47	25	the	the	DET
cet-14469	47	26	design	design	NOUN
cet-14469	47	27	of	of	ADP
cet-14469	47	28	experiments	experiment	NOUN
cet-14469	47	29	(	(	PUNCT
cet-14469	47	30	martin	martin	NOUN
cet-14469	47	31	and	and	CCONJ
cet-14469	47	32	grossmann	grossmann	NOUN
cet-14469	47	33	,	,	PUNCT
cet-14469	47	34	2012	2012	NUM
cet-14469	47	35	;	;	PUNCT
cet-14469	47	36	quirino	quirino	PROPN
cet-14469	47	37	et	et	PROPN
cet-14469	47	38	al	al	PROPN
cet-14469	47	39	,	,	PUNCT
cet-14469	47	40	2022	2022	NUM
cet-14469	47	41	)	)	PUNCT
cet-14469	47	42	,	,	PUNCT
cet-14469	47	43	artificial	artificial	ADJ
cet-14469	47	44	neural	neural	ADJ
cet-14469	47	45	networks	network	NOUN
cet-14469	47	46	(	(	PUNCT
cet-14469	47	47	henao	henao	ADJ
cet-14469	47	48	and	and	CCONJ
cet-14469	47	49	maravelias	maravelia	NOUN
cet-14469	47	50	,	,	PUNCT
cet-14469	47	51	2011	2011	NUM
cet-14469	47	52	,	,	PUNCT
cet-14469	47	53	galeazzi	galeazzi	NOUN
cet-14469	47	54	et	et	PROPN
cet-14469	47	55	al	al	PROPN
cet-14469	47	56	,	,	PUNCT
cet-14469	47	57	2024	2024	NUM
cet-14469	47	58	)	)	PUNCT
cet-14469	47	59	,	,	PUNCT
cet-14469	47	60	or	or	CCONJ
cet-14469	47	61	surrogate	surrogate	NOUN
cet-14469	47	62	models	model	NOUN
cet-14469	47	63	(	(	PUNCT
cet-14469	47	64	caballero	caballero	NOUN
cet-14469	47	65	and	and	CCONJ
cet-14469	47	66	grossmann	grossmann	NOUN
cet-14469	47	67	,	,	PUNCT
cet-14469	47	68	2008	2008	NUM
cet-14469	47	69	;	;	PUNCT
cet-14469	47	70	di	di	X
cet-14469	47	71	pretoro	pretoro	PROPN
cet-14469	47	72	et	et	PROPN
cet-14469	47	73	al	al	PROPN
cet-14469	47	74	,	,	PUNCT
cet-14469	47	75	2021	2021	NUM
cet-14469	47	76	)	)	PUNCT
cet-14469	47	77	.	.	PUNCT
cet-14469	48	1	2.3	2.3	NUM
cet-14469	48	2	rigorous	rigorous	ADJ
cet-14469	48	3	(	(	PUNCT
cet-14469	48	4	first	first	ADJ
cet-14469	48	5	-	-	PUNCT
cet-14469	48	6	principle	principle	NOUN
cet-14469	48	7	)	)	PUNCT
cet-14469	48	8	models	model	NOUN
cet-14469	48	9	first	first	ADJ
cet-14469	48	10	-	-	PUNCT
cet-14469	48	11	principle	principle	NOUN
cet-14469	48	12	models	model	NOUN
cet-14469	48	13	follow	follow	VERB
cet-14469	48	14	a	a	DET
cet-14469	48	15	rigorous	rigorous	ADJ
cet-14469	48	16	theoretical	theoretical	ADJ
cet-14469	48	17	approach	approach	NOUN
cet-14469	48	18	.	.	PUNCT
cet-14469	49	1	this	this	DET
cet-14469	49	2	approach	approach	NOUN
cet-14469	49	3	is	be	AUX
cet-14469	49	4	general	general	ADJ
cet-14469	49	5	and	and	CCONJ
cet-14469	49	6	considers	consider	VERB
cet-14469	49	7	all	all	DET
cet-14469	49	8	possible	possible	ADJ
cet-14469	49	9	events	event	NOUN
cet-14469	49	10	occurring	occur	VERB
cet-14469	49	11	within	within	ADP
cet-14469	49	12	the	the	DET
cet-14469	49	13	system	system	NOUN
cet-14469	49	14	through	through	ADP
cet-14469	49	15	detailed	detailed	ADJ
cet-14469	49	16	kinetic	kinetic	ADJ
cet-14469	49	17	schemes	scheme	NOUN
cet-14469	49	18	,	,	PUNCT
cet-14469	49	19	whenever	whenever	SCONJ
cet-14469	49	20	needed	need	VERB
cet-14469	49	21	,	,	PUNCT
cet-14469	49	22	mass	mass	ADJ
cet-14469	49	23	and	and	CCONJ
cet-14469	49	24	heat	heat	NOUN
cet-14469	49	25	transfer	transfer	NOUN
cet-14469	49	26	,	,	PUNCT
cet-14469	49	27	momentum	momentum	NOUN
cet-14469	49	28	balance	balance	NOUN
cet-14469	49	29	as	as	ADV
cet-14469	49	30	well	well	ADV
cet-14469	49	31	as	as	ADP
cet-14469	49	32	any	any	DET
cet-14469	49	33	chemical	chemical	NOUN
cet-14469	49	34	/	/	SYM
cet-14469	49	35	physical	physical	ADJ
cet-14469	49	36	phenomena	phenomena	NOUN
cet-14469	49	37	relevant	relevant	ADJ
cet-14469	49	38	to	to	PART
cet-14469	49	39	characterize	characterize	VERB
cet-14469	49	40	the	the	DET
cet-14469	49	41	system	system	NOUN
cet-14469	49	42	.	.	PUNCT
cet-14469	50	1	the	the	DET
cet-14469	50	2	development	development	NOUN
cet-14469	50	3	of	of	ADP
cet-14469	50	4	rigorous	rigorous	ADJ
cet-14469	50	5	models	model	NOUN
cet-14469	50	6	is	be	AUX
cet-14469	50	7	time	time	NOUN
cet-14469	50	8	-	-	PUNCT
cet-14469	50	9	consuming	consume	VERB
cet-14469	50	10	and	and	CCONJ
cet-14469	50	11	requires	require	VERB
cet-14469	50	12	large	large	ADJ
cet-14469	50	13	datasets	dataset	NOUN
cet-14469	50	14	for	for	ADP
cet-14469	50	15	validation	validation	NOUN
cet-14469	50	16	.	.	PUNCT
cet-14469	51	1	despite	despite	SCONJ
cet-14469	51	2	the	the	DET
cet-14469	51	3	mentioned	mention	VERB
cet-14469	51	4	drawbacks	drawback	NOUN
cet-14469	51	5	,	,	PUNCT
cet-14469	51	6	their	their	PRON
cet-14469	51	7	validity	validity	NOUN
cet-14469	51	8	is	be	AUX
cet-14469	51	9	general	general	ADJ
cet-14469	51	10	,	,	PUNCT
cet-14469	51	11	and	and	CCONJ
cet-14469	51	12	they	they	PRON
cet-14469	51	13	are	be	AUX
cet-14469	51	14	applied	apply	VERB
cet-14469	51	15	in	in	ADP
cet-14469	51	16	many	many	ADJ
cet-14469	51	17	fields	field	NOUN
cet-14469	51	18	because	because	SCONJ
cet-14469	51	19	they	they	PRON
cet-14469	51	20	are	be	AUX
cet-14469	51	21	not	not	PART
cet-14469	51	22	tailored	tailor	VERB
cet-14469	51	23	to	to	ADP
cet-14469	51	24	a	a	DET
cet-14469	51	25	specific	specific	ADJ
cet-14469	51	26	application	application	NOUN
cet-14469	51	27	(	(	PUNCT
cet-14469	51	28	dente	dente	NOUN
cet-14469	51	29	et	et	PROPN
cet-14469	51	30	al	al	PROPN
cet-14469	51	31	,	,	PUNCT
cet-14469	51	32	2007	2007	NUM
cet-14469	51	33	)	)	PUNCT
cet-14469	51	34	.	.	PUNCT
cet-14469	52	1	3	3	X
cet-14469	52	2	.	.	X
cet-14469	52	3	examples	example	NOUN
cet-14469	52	4	we	we	PRON
cet-14469	52	5	are	be	AUX
cet-14469	52	6	providing	provide	VERB
cet-14469	52	7	some	some	DET
cet-14469	52	8	examples	example	NOUN
cet-14469	52	9	of	of	ADP
cet-14469	52	10	how	how	SCONJ
cet-14469	52	11	the	the	DET
cet-14469	52	12	mentioned	mention	VERB
cet-14469	52	13	approaches	approach	NOUN
cet-14469	52	14	have	have	AUX
cet-14469	52	15	been	be	AUX
cet-14469	52	16	applied	apply	VERB
cet-14469	52	17	to	to	ADP
cet-14469	52	18	different	different	ADJ
cet-14469	52	19	projects	project	NOUN
cet-14469	52	20	.	.	PUNCT
cet-14469	53	1	3.1	3.1	NUM
cet-14469	53	2	valuable	valuable	ADJ
cet-14469	53	3	valuable	valuable	ADJ
cet-14469	53	4	is	be	AUX
cet-14469	53	5	project	project	NOUN
cet-14469	53	6	funded	fund	VERB
cet-14469	53	7	by	by	ADP
cet-14469	53	8	the	the	DET
cet-14469	53	9	european	european	PROPN
cet-14469	53	10	union	union	PROPN
cet-14469	53	11	horizon	horizon	PROPN
cet-14469	53	12	europe	europe	PROPN
cet-14469	53	13	research	research	PROPN
cet-14469	53	14	and	and	CCONJ
cet-14469	53	15	innovation	innovation	NOUN
cet-14469	53	16	action	action	NOUN
cet-14469	53	17	program	program	NOUN
cet-14469	53	18	targeting	target	VERB
cet-14469	53	19	the	the	DET
cet-14469	53	20	valorization	valorization	NOUN
cet-14469	53	21	of	of	ADP
cet-14469	53	22	aspergillus	aspergillus	NOUN
cet-14469	53	23	niger	niger	NOUN
cet-14469	53	24	(	(	PUNCT
cet-14469	53	25	an	an	PRON
cet-14469	53	26	)	)	PUNCT
cet-14469	53	27	fungal	fungal	ADJ
cet-14469	53	28	biomass	biomass	NOUN
cet-14469	53	29	,	,	PUNCT
cet-14469	53	30	a	a	DET
cet-14469	53	31	byproduct	byproduct	NOUN
cet-14469	53	32	from	from	ADP
cet-14469	53	33	citric	citric	ADJ
cet-14469	53	34	acid	acid	NOUN
cet-14469	53	35	production	production	NOUN
cet-14469	53	36	,	,	PUNCT
cet-14469	53	37	for	for	ADP
cet-14469	53	38	the	the	DET
cet-14469	53	39	sustainable	sustainable	ADJ
cet-14469	53	40	production	production	NOUN
cet-14469	53	41	of	of	ADP
cet-14469	53	42	triglyceride	triglyceride	ADJ
cet-14469	53	43	-	-	PUNCT
cet-14469	53	44	rich	rich	ADJ
cet-14469	53	45	yeast	yeast	NOUN
cet-14469	53	46	oils	oil	NOUN
cet-14469	53	47	.	.	PUNCT
cet-14469	54	1	additionally	additionally	ADV
cet-14469	54	2	,	,	PUNCT
cet-14469	54	3	the	the	DET
cet-14469	54	4	focus	focus	NOUN
cet-14469	54	5	is	be	AUX
cet-14469	54	6	on	on	ADP
cet-14469	54	7	the	the	DET
cet-14469	54	8	recovery	recovery	NOUN
cet-14469	54	9	of	of	ADP
cet-14469	54	10	chitin	chitin	NOUN
cet-14469	54	11	-	-	PUNCT
cet-14469	54	12	rich	rich	ADJ
cet-14469	54	13	waste	waste	NOUN
cet-14469	54	14	to	to	PART
cet-14469	54	15	produce	produce	VERB
cet-14469	54	16	non	non	ADJ
cet-14469	54	17	-	-	ADJ
cet-14469	54	18	animal	animal	ADJ
cet-14469	54	19	derived	derive	VERB
cet-14469	54	20	chitosan	chitosan	NOUN
cet-14469	54	21	with	with	ADP
cet-14469	54	22	applications	application	NOUN
cet-14469	54	23	in	in	ADP
cet-14469	54	24	cosmetics	cosmetic	NOUN
cet-14469	54	25	and	and	CCONJ
cet-14469	54	26	bio	bio	NOUN
cet-14469	54	27	-	-	PUNCT
cet-14469	54	28	based	base	VERB
cet-14469	54	29	chemical	chemical	NOUN
cet-14469	54	30	markets	market	NOUN
cet-14469	54	31	(	(	PUNCT
cet-14469	54	32	valuable	valuable	ADJ
cet-14469	54	33	webpage	webpage	NOUN
cet-14469	54	34	,	,	PUNCT
cet-14469	54	35	2022	2022	NUM
cet-14469	54	36	)	)	PUNCT
cet-14469	54	37	.	.	PUNCT
cet-14469	55	1	a	a	DET
cet-14469	55	2	block	block	NOUN
cet-14469	55	3	flow	flow	NOUN
cet-14469	55	4	diagram	diagram	NOUN
cet-14469	55	5	of	of	ADP
cet-14469	55	6	the	the	DET
cet-14469	55	7	process	process	NOUN
cet-14469	55	8	is	be	AUX
cet-14469	55	9	shown	show	VERB
cet-14469	55	10	in	in	ADP
cet-14469	55	11	figure	figure	NOUN
cet-14469	55	12	2	2	NUM
cet-14469	55	13	.	.	PUNCT
cet-14469	56	1	the	the	DET
cet-14469	56	2	enzymatic	enzymatic	ADJ
cet-14469	56	3	solubilization	solubilization	NOUN
cet-14469	56	4	of	of	ADP
cet-14469	56	5	an	an	DET
cet-14469	56	6	results	result	NOUN
cet-14469	56	7	in	in	ADP
cet-14469	56	8	a	a	DET
cet-14469	56	9	sugar	sugar	NOUN
cet-14469	56	10	-	-	PUNCT
cet-14469	56	11	rich	rich	ADJ
cet-14469	56	12	liquor	liquor	NOUN
cet-14469	56	13	and	and	CCONJ
cet-14469	56	14	a	a	DET
cet-14469	56	15	chitin	chitin	NOUN
cet-14469	56	16	-	-	PUNCT
cet-14469	56	17	rich	rich	ADJ
cet-14469	56	18	solid	solid	ADJ
cet-14469	56	19	fraction	fraction	NOUN
cet-14469	56	20	.	.	PUNCT
cet-14469	57	1	chitin	chitin	NOUN
cet-14469	57	2	is	be	AUX
cet-14469	57	3	conveyed	convey	VERB
cet-14469	57	4	to	to	ADP
cet-14469	57	5	a	a	DET
cet-14469	57	6	bioreactor	bioreactor	NOUN
cet-14469	57	7	where	where	SCONJ
cet-14469	57	8	it	it	PRON
cet-14469	57	9	is	be	AUX
cet-14469	57	10	processed	process	VERB
cet-14469	57	11	into	into	ADP
cet-14469	57	12	chitosan	chitosan	NOUN
cet-14469	57	13	,	,	PUNCT
cet-14469	57	14	while	while	SCONJ
cet-14469	57	15	sugar	sugar	NOUN
cet-14469	57	16	is	be	AUX
cet-14469	57	17	added	add	VERB
cet-14469	57	18	as	as	ADP
cet-14469	57	19	a	a	DET
cet-14469	57	20	nutrient	nutrient	NOUN
cet-14469	57	21	in	in	ADP
cet-14469	57	22	a	a	DET
cet-14469	57	23	fermentation	fermentation	NOUN
cet-14469	57	24	chamber	chamber	NOUN
cet-14469	57	25	to	to	PART
cet-14469	57	26	grow	grow	VERB
cet-14469	57	27	oleaginous	oleaginous	ADJ
cet-14469	57	28	yeasts	yeast	NOUN
cet-14469	57	29	cell	cell	NOUN
cet-14469	57	30	mass	mass	NOUN
cet-14469	57	31	and	and	CCONJ
cet-14469	57	32	strain	strain	NOUN
cet-14469	57	33	.	.	PUNCT
cet-14469	58	1	the	the	DET
cet-14469	58	2	grown	grown	ADJ
cet-14469	58	3	biomass	biomass	NOUN
cet-14469	58	4	is	be	AUX
cet-14469	58	5	described	describe	VERB
cet-14469	58	6	as	as	ADP
cet-14469	58	7	triglycerides	triglyceride	NOUN
cet-14469	58	8	and	and	CCONJ
cet-14469	58	9	non	non	ADJ
cet-14469	58	10	-	-	ADJ
cet-14469	58	11	lipid	lipid	ADJ
cet-14469	58	12	biomass	biomass	NOUN
cet-14469	58	13	(	(	PUNCT
cet-14469	58	14	nlb	nlb	PROPN
cet-14469	58	15	)	)	PUNCT
cet-14469	58	16	.	.	PUNCT
cet-14469	59	1	nlb	nlb	PROPN
cet-14469	59	2	is	be	AUX
cet-14469	59	3	hydrolyzed	hydrolyze	VERB
cet-14469	59	4	producing	produce	VERB
cet-14469	59	5	sugars	sugar	NOUN
cet-14469	59	6	and	and	CCONJ
cet-14469	59	7	amino	amino	NOUN
cet-14469	59	8	acids	acid	NOUN
cet-14469	59	9	,	,	PUNCT
cet-14469	59	10	also	also	ADV
cet-14469	59	11	releasing	release	VERB
cet-14469	59	12	some	some	DET
cet-14469	59	13	dead	dead	ADJ
cet-14469	59	14	cell	cell	NOUN
cet-14469	59	15	-	-	PUNCT
cet-14469	59	16	mass	mass	NOUN
cet-14469	59	17	.	.	PUNCT
cet-14469	60	1	the	the	DET
cet-14469	60	2	products	product	NOUN
cet-14469	60	3	are	be	AUX
cet-14469	60	4	finally	finally	ADV
cet-14469	60	5	separated	separate	VERB
cet-14469	60	6	using	use	VERB
cet-14469	60	7	a	a	DET
cet-14469	60	8	gravimetric	gravimetric	ADJ
cet-14469	60	9	force	force	NOUN
cet-14469	60	10	.	.	PUNCT
cet-14469	61	1	figure	figure	VERB
cet-14469	61	2	2	2	NUM
cet-14469	61	3	:	:	PUNCT
cet-14469	61	4	block	block	NOUN
cet-14469	61	5	flow	flow	NOUN
cet-14469	61	6	diagram	diagram	NOUN
cet-14469	61	7	of	of	ADP
cet-14469	61	8	aspergillus	aspergillus	NOUN
cet-14469	61	9	niger	niger	NOUN
cet-14469	61	10	valorization	valorization	NOUN
cet-14469	61	11	process	process	NOUN
cet-14469	61	12	modelled	model	VERB
cet-14469	61	13	in	in	ADP
cet-14469	61	14	valuable	valuable	ADJ
cet-14469	61	15	project	project	NOUN
cet-14469	61	16	.	.	PUNCT
cet-14469	62	1	sintef	sintef	PROPN
cet-14469	62	2	took	take	VERB
cet-14469	62	3	advantage	advantage	NOUN
cet-14469	62	4	of	of	ADP
cet-14469	62	5	laboratory	laboratory	NOUN
cet-14469	62	6	-	-	PUNCT
cet-14469	62	7	scale	scale	NOUN
cet-14469	62	8	experimental	experimental	ADJ
cet-14469	62	9	data	datum	NOUN
cet-14469	62	10	for	for	ADP
cet-14469	62	11	the	the	DET
cet-14469	62	12	single	single	ADJ
cet-14469	62	13	conversion	conversion	NOUN
cet-14469	62	14	steps	step	NOUN
cet-14469	62	15	(	(	PUNCT
cet-14469	62	16	e.g.	e.g.	ADV
cet-14469	62	17	,	,	PUNCT
cet-14469	62	18	enzymatic	enzymatic	ADJ
cet-14469	62	19	solubilization	solubilization	NOUN
cet-14469	62	20	,	,	PUNCT
cet-14469	62	21	fermentation	fermentation	NOUN
cet-14469	62	22	to	to	PART
cet-14469	62	23	grow	grow	VERB
cet-14469	62	24	yeast	yeast	NOUN
cet-14469	62	25	cell	cell	NOUN
cet-14469	62	26	mass	mass	NOUN
cet-14469	62	27	,	,	PUNCT
cet-14469	62	28	hydrolysis	hydrolysis	NOUN
cet-14469	62	29	to	to	PART
cet-14469	62	30	release	release	VERB
cet-14469	62	31	the	the	DET
cet-14469	62	32	triglyceride	triglyceride	ADJ
cet-14469	62	33	-	-	PUNCT
cet-14469	62	34	rich	rich	ADJ
cet-14469	62	35	oil	oil	NOUN
cet-14469	62	36	,	,	PUNCT
cet-14469	62	37	chitin	chitin	NOUN
cet-14469	62	38	conversion	conversion	NOUN
cet-14469	62	39	into	into	ADP
cet-14469	62	40	chitosan	chitosan	NOUN
cet-14469	62	41	)	)	PUNCT
cet-14469	62	42	to	to	PART
cet-14469	62	43	develop	develop	VERB
cet-14469	62	44	a	a	DET
cet-14469	62	45	process	process	NOUN
cet-14469	62	46	flowsheet	flowsheet	NOUN
cet-14469	62	47	for	for	ADP
cet-14469	62	48	upscaling	upscale	VERB
cet-14469	62	49	the	the	DET
cet-14469	62	50	proposed	propose	VERB
cet-14469	62	51	process	process	NOUN
cet-14469	62	52	to	to	ADP
cet-14469	62	53	an	an	DET
cet-14469	62	54	industrial	industrial	ADJ
cet-14469	62	55	scale	scale	NOUN
cet-14469	62	56	.	.	PUNCT
cet-14469	63	1	given	give	VERB
cet-14469	63	2	the	the	DET
cet-14469	63	3	complexity	complexity	NOUN
cet-14469	63	4	of	of	ADP
cet-14469	63	5	the	the	DET
cet-14469	63	6	chemistry	chemistry	NOUN
cet-14469	63	7	involved	involve	VERB
cet-14469	63	8	in	in	ADP
cet-14469	63	9	this	this	DET
cet-14469	63	10	bioprocess	bioprocess	NOUN
cet-14469	63	11	(	(	PUNCT
cet-14469	63	12	e.g.	e.g.	ADV
cet-14469	63	13	,	,	PUNCT
cet-14469	63	14	the	the	DET
cet-14469	63	15	complex	complex	ADJ
cet-14469	63	16	molecular	molecular	ADJ
cet-14469	63	17	structure	structure	NOUN
cet-14469	63	18	of	of	ADP
cet-14469	63	19	enzymes	enzyme	NOUN
cet-14469	63	20	and	and	CCONJ
cet-14469	63	21	several	several	ADJ
cet-14469	63	22	elementary	elementary	ADJ
cet-14469	63	23	steps	step	NOUN
cet-14469	63	24	involved	involve	VERB
cet-14469	63	25	in	in	ADP
cet-14469	63	26	the	the	DET
cet-14469	63	27	enzymatic	enzymatic	ADJ
cet-14469	63	28	processes	process	NOUN
cet-14469	63	29	)	)	PUNCT
cet-14469	63	30	,	,	PUNCT
cet-14469	63	31	data	data	NOUN
cet-14469	63	32	-	-	PUNCT
cet-14469	63	33	driven	drive	VERB
cet-14469	63	34	conversion	conversion	NOUN
cet-14469	63	35	models	model	NOUN
cet-14469	63	36	are	be	AUX
cet-14469	63	37	adopted	adopt	VERB
cet-14469	63	38	to	to	PART
cet-14469	63	39	deal	deal	VERB
cet-14469	63	40	with	with	ADP
cet-14469	63	41	the	the	DET
cet-14469	63	42	sub	sub	NOUN
cet-14469	63	43	-	-	NOUN
cet-14469	63	44	units	unit	NOUN
cet-14469	63	45	.	.	PUNCT
cet-14469	64	1	a	a	DET
cet-14469	64	2	first	first	ADJ
cet-14469	64	3	application	application	NOUN
cet-14469	64	4	of	of	ADP
cet-14469	64	5	data	data	NOUN
cet-14469	64	6	-	-	PUNCT
cet-14469	64	7	driven	drive	VERB
cet-14469	64	8	models	model	NOUN
cet-14469	64	9	in	in	ADP
cet-14469	64	10	valuable	valuable	ADJ
cet-14469	64	11	is	be	AUX
cet-14469	64	12	the	the	DET
cet-14469	64	13	characterization	characterization	NOUN
cet-14469	64	14	of	of	ADP
cet-14469	64	15	aerobic	aerobic	ADJ
cet-14469	64	16	fermentation	fermentation	NOUN
cet-14469	64	17	(	(	PUNCT
cet-14469	64	18	reaction	reaction	NOUN
cet-14469	64	19	(	(	PUNCT
cet-14469	64	20	1	1	NUM
cet-14469	64	21	)	)	PUNCT
cet-14469	64	22	)	)	PUNCT
cet-14469	64	23	.	.	PUNCT
cet-14469	65	1	the	the	DET
cet-14469	65	2	inoculum	inoculum	NOUN
cet-14469	65	3	grows	grow	VERB
cet-14469	65	4	by	by	ADP
cet-14469	65	5	consuming	consume	VERB
cet-14469	65	6	glucose	glucose	NOUN
cet-14469	65	7	and	and	CCONJ
cet-14469	65	8	acetic	acetic	ADJ
cet-14469	65	9	acid	acid	NOUN
cet-14469	65	10	as	as	ADP
cet-14469	65	11	an	an	DET
cet-14469	65	12	additional	additional	ADJ
cet-14469	65	13	carbon	carbon	NOUN
cet-14469	65	14	source	source	NOUN
cet-14469	65	15	.	.	PUNCT
cet-14469	66	1	the	the	DET
cet-14469	66	2	resulting	result	VERB
cet-14469	66	3	grown	grow	VERB
cet-14469	66	4	yeast	yeast	NOUN
cet-14469	66	5	cell	cell	NOUN
cet-14469	66	6	mass	mass	NOUN
cet-14469	66	7	(	(	PUNCT
cet-14469	66	8	cm	cm	NOUN
cet-14469	66	9	)	)	PUNCT
cet-14469	66	10	is	be	AUX
cet-14469	66	11	defined	define	VERB
cet-14469	66	12	as	as	ADP
cet-14469	66	13	lipid	lipid	NOUN
cet-14469	66	14	biomass	biomass	NOUN
cet-14469	66	15	made	make	VERB
cet-14469	66	16	up	up	ADP
cet-14469	66	17	of	of	ADP
cet-14469	66	18	four	four	NUM
cet-14469	66	19	triglyceride	triglyceride	ADJ
cet-14469	66	20	oils	oil	NOUN
cet-14469	66	21	(	(	PUNCT
cet-14469	66	22	triolein	triolein	NOUN
cet-14469	66	23	,	,	PUNCT
cet-14469	66	24	trilinolein	trilinolein	ADJ
cet-14469	66	25	,	,	PUNCT
cet-14469	66	26	tristearin	tristearin	NOUN
cet-14469	66	27	,	,	PUNCT
cet-14469	66	28	and	and	CCONJ
cet-14469	66	29	tripalmitin	tripalmitin	NUM
cet-14469	66	30	)	)	PUNCT
cet-14469	66	31	,	,	PUNCT
cet-14469	66	32	and	and	CCONJ
cet-14469	66	33	nlb	nlb	PROPN
cet-14469	66	34	.	.	PROPN
cet-14469	66	35	cm	cm	PROPN
cet-14469	67	1	+	+	CCONJ
cet-14469	67	2	a	a	DET
cet-14469	67	3	c6h12o6	c6h12o6	NOUN
cet-14469	67	4	+	+	CCONJ
cet-14469	67	5	b	b	X
cet-14469	67	6	c2h4o2	c2h4o2	NOUN
cet-14469	67	7	+	+	CCONJ
cet-14469	67	8	c	c	PROPN
cet-14469	67	9	o2	o2	PROPN
cet-14469	67	10	→	→	SYM
cet-14469	67	11	d	d	NOUN
cet-14469	67	12	c57h104o6	c57h104o6	NOUN
cet-14469	67	13	+	+	CCONJ
cet-14469	67	14	e	e	NOUN
cet-14469	67	15	c57h98o6	c57h98o6	PROPN
cet-14469	67	16	+	+	CCONJ
cet-14469	67	17	f	f	PROPN
cet-14469	67	18	c51h98o6	c51h98o6	PROPN
cet-14469	68	1	+	+	CCONJ
cet-14469	68	2	g	g	NOUN
cet-14469	68	3	c57h110o6	c57h110o6	PROPN
cet-14469	68	4	+	+	NUM
cet-14469	68	5	h	h	NOUN
cet-14469	68	6	nlb	nlb	NOUN
cet-14469	69	1	+	+	CCONJ
cet-14469	69	2	i	i	PRON
cet-14469	69	3	co2	co2	VERB
cet-14469	69	4	+	+	CCONJ
cet-14469	69	5	j	j	PROPN
cet-14469	69	6	h2o	h2o	PROPN
cet-14469	69	7	(	(	PUNCT
cet-14469	69	8	1	1	X
cet-14469	69	9	)	)	PUNCT
cet-14469	69	10	the	the	DET
cet-14469	69	11	optimal	optimal	ADJ
cet-14469	69	12	set	set	NOUN
cet-14469	69	13	of	of	ADP
cet-14469	69	14	stoichiometric	stoichiometric	ADJ
cet-14469	69	15	coefficients	coefficient	NOUN
cet-14469	69	16	(	(	PUNCT
cet-14469	69	17	a	a	PRON
cet-14469	69	18	to	to	ADP
cet-14469	69	19	j	j	NOUN
cet-14469	69	20	)	)	PUNCT
cet-14469	69	21	is	be	AUX
cet-14469	69	22	regressed	regress	VERB
cet-14469	69	23	by	by	ADP
cet-14469	69	24	multivariable	multivariable	ADJ
cet-14469	69	25	optimization	optimization	NOUN
cet-14469	69	26	to	to	PART
cet-14469	69	27	minimize	minimize	VERB
cet-14469	69	28	the	the	DET
cet-14469	69	29	deviations	deviation	NOUN
cet-14469	69	30	in	in	ADP
cet-14469	69	31	the	the	DET
cet-14469	69	32	atomic	atomic	ADJ
cet-14469	69	33	balance	balance	NOUN
cet-14469	69	34	for	for	ADP
cet-14469	69	35	the	the	DET
cet-14469	69	36	single	single	ADJ
cet-14469	69	37	elements	element	NOUN
cet-14469	69	38	under	under	ADP
cet-14469	69	39	the	the	DET
cet-14469	69	40	following	follow	VERB
cet-14469	69	41	constraints	constraint	NOUN
cet-14469	69	42	(	(	PUNCT
cet-14469	69	43	c1	c1	NOUN
cet-14469	69	44	-	-	PUNCT
cet-14469	69	45	3	3	NUM
cet-14469	69	46	)	)	PUNCT
cet-14469	69	47	deriving	derive	VERB
cet-14469	69	48	from	from	ADP
cet-14469	69	49	273	273	NUM
cet-14469	69	50	experimental	experimental	ADJ
cet-14469	69	51	observations	observation	NOUN
cet-14469	69	52	:	:	PUNCT
cet-14469	69	53	(	(	PUNCT
cet-14469	69	54	c1	c1	PROPN
cet-14469	69	55	)	)	PUNCT
cet-14469	69	56	the	the	DET
cet-14469	69	57	co	co	NOUN
cet-14469	69	58	-	-	NOUN
cet-14469	69	59	carbon	carbon	NOUN
cet-14469	69	60	sourcing	sourcing	NOUN
cet-14469	69	61	from	from	ADP
cet-14469	69	62	sugar	sugar	NOUN
cet-14469	69	63	and	and	CCONJ
cet-14469	69	64	acetic	acetic	ADJ
cet-14469	69	65	acid	acid	NOUN
cet-14469	69	66	is	be	AUX
cet-14469	69	67	assigned	assign	VERB
cet-14469	69	68	,	,	PUNCT
cet-14469	69	69	(	(	PUNCT
cet-14469	69	70	c2	c2	PROPN
cet-14469	69	71	)	)	PUNCT
cet-14469	69	72	the	the	DET
cet-14469	69	73	obtained	obtain	VERB
cet-14469	69	74	lipid	lipid	NOUN
cet-14469	69	75	cell	cell	NOUN
cet-14469	69	76	mass	mass	NOUN
cet-14469	69	77	is	be	AUX
cet-14469	69	78	four	four	NUM
cet-14469	69	79	times	time	NOUN
cet-14469	69	80	the	the	DET
cet-14469	69	81	yielded	yielded	ADJ
cet-14469	69	82	nlb	nlb	PROPN
cet-14469	69	83	,	,	PUNCT
cet-14469	69	84	and	and	CCONJ
cet-14469	69	85	(	(	PUNCT
cet-14469	69	86	c3	c3	PROPN
cet-14469	69	87	)	)	PUNCT
cet-14469	69	88	the	the	DET
cet-14469	69	89	relative	relative	ADJ
cet-14469	69	90	composition	composition	NOUN
cet-14469	69	91	of	of	ADP
cet-14469	69	92	lipid	lipid	NOUN
cet-14469	69	93	biomass	biomass	NOUN
cet-14469	69	94	is	be	AUX
cet-14469	69	95	45	45	NUM
cet-14469	69	96	%	%	NOUN
cet-14469	69	97	triolein	triolein	NOUN
cet-14469	69	98	,	,	PUNCT
cet-14469	69	99	28	28	NUM
cet-14469	69	100	%	%	NOUN
cet-14469	69	101	tristearin	tristearin	NOUN
cet-14469	69	102	,	,	PUNCT
cet-14469	69	103	22	22	NUM
cet-14469	69	104	%	%	NOUN
cet-14469	69	105	tripalmitin	tripalmitin	NOUN
cet-14469	69	106	,	,	PUNCT
cet-14469	69	107	and	and	CCONJ
cet-14469	69	108	5	5	NUM
cet-14469	69	109	%	%	NOUN
cet-14469	69	110	trilinolein	trilinolein	ADJ
cet-14469	69	111	.	.	PUNCT
cet-14469	70	1	the	the	DET
cet-14469	70	2	obtained	obtain	VERB
cet-14469	70	3	sub	sub	NOUN
cet-14469	70	4	-	-	NOUN
cet-14469	70	5	model	model	NOUN
cet-14469	70	6	is	be	AUX
cet-14469	70	7	implemented	implement	VERB
cet-14469	70	8	in	in	ADP
cet-14469	70	9	cococofe	cococofe	NOUN
cet-14469	70	10	and	and	CCONJ
cet-14469	70	11	integrated	integrate	VERB
cet-14469	70	12	with	with	ADP
cet-14469	70	13	the	the	DET
cet-14469	70	14	other	other	ADJ
cet-14469	70	15	sub	sub	NOUN
cet-14469	70	16	-	-	NOUN
cet-14469	70	17	models	model	NOUN
cet-14469	70	18	to	to	PART
cet-14469	70	19	simulate	simulate	VERB
cet-14469	70	20	the	the	DET
cet-14469	70	21	entire	entire	ADJ
cet-14469	70	22	process	process	NOUN
cet-14469	70	23	.	.	PUNCT
cet-14469	71	1	the	the	DET
cet-14469	71	2	conversion	conversion	NOUN
cet-14469	71	3	of	of	ADP
cet-14469	71	4	reaction	reaction	NOUN
cet-14469	71	5	(	(	PUNCT
cet-14469	71	6	4	4	NUM
cet-14469	71	7	)	)	PUNCT
cet-14469	71	8	is	be	AUX
cet-14469	71	9	tuned	tune	VERB
cet-14469	71	10	to	to	PART
cet-14469	71	11	achieve	achieve	VERB
cet-14469	71	12	the	the	DET
cet-14469	71	13	desired	desire	VERB
cet-14469	71	14	triglyceride	triglyceride	ADP
cet-14469	71	15	oil	oil	NOUN
cet-14469	71	16	productivity	productivity	NOUN
cet-14469	71	17	for	for	ADP
cet-14469	71	18	the	the	DET
cet-14469	71	19	up	up	ADV
cet-14469	71	20	-	-	PUNCT
cet-14469	71	21	scaled	scale	VERB
cet-14469	71	22	plant	plant	NOUN
cet-14469	71	23	,	,	PUNCT
cet-14469	71	24	equal	equal	ADJ
cet-14469	71	25	to	to	ADP
cet-14469	71	26	0.6	0.6	NUM
cet-14469	71	27	ton	ton	NOUN
cet-14469	71	28	/	/	SYM
cet-14469	71	29	ton	ton	NOUN
cet-14469	71	30	of	of	ADP
cet-14469	71	31	an	an	PRON
cet-14469	71	32	.	.	PUNCT
cet-14469	72	1	another	another	DET
cet-14469	72	2	example	example	NOUN
cet-14469	72	3	is	be	AUX
cet-14469	72	4	the	the	DET
cet-14469	72	5	sub	sub	NOUN
cet-14469	72	6	-	-	NOUN
cet-14469	72	7	model	model	NOUN
cet-14469	72	8	for	for	ADP
cet-14469	72	9	chitin	chitin	NOUN
cet-14469	72	10	conversion	conversion	NOUN
cet-14469	72	11	into	into	ADP
cet-14469	72	12	chitosan	chitosan	NOUN
cet-14469	72	13	through	through	ADP
cet-14469	72	14	a	a	DET
cet-14469	72	15	chemical	chemical	NOUN
cet-14469	72	16	route	route	NOUN
cet-14469	72	17	(	(	PUNCT
cet-14469	72	18	naoh	naoh	NOUN
cet-14469	72	19	treatment	treatment	PROPN
cet-14469	72	20	)	)	PUNCT
cet-14469	72	21	.	.	PUNCT
cet-14469	73	1	a	a	DET
cet-14469	73	2	representative	representative	ADJ
cet-14469	73	3	chemical	chemical	NOUN
cet-14469	73	4	reaction	reaction	NOUN
cet-14469	73	5	is	be	AUX
cet-14469	73	6	considered	consider	VERB
cet-14469	73	7	(	(	PUNCT
cet-14469	73	8	2	2	NUM
cet-14469	73	9	)	)	PUNCT
cet-14469	73	10	,	,	PUNCT
cet-14469	73	11	in	in	ADP
cet-14469	73	12	compliance	compliance	NOUN
cet-14469	73	13	with	with	ADP
cet-14469	73	14	atomic	atomic	ADJ
cet-14469	73	15	mass	mass	ADJ
cet-14469	73	16	-	-	PUNCT
cet-14469	73	17	balance	balance	NOUN
cet-14469	73	18	requirements	requirement	NOUN
cet-14469	73	19	.	.	PUNCT
cet-14469	74	1	c40040h65067n5005o25026	c40040h65067n5005o25026	PROPN
cet-14469	74	2	(	(	PUNCT
cet-14469	74	3	chitin	chitin	NOUN
cet-14469	74	4	)	)	PUNCT
cet-14469	75	1	+	+	SYM
cet-14469	75	2	5005	5005	NUM
cet-14469	75	3	naoh	naoh	NOUN
cet-14469	75	4	→	→	SYM
cet-14469	75	5	2	2	NUM
cet-14469	75	6	c30030h55057n5005o20021	c30030h55057n5005o20021	NOUN
cet-14469	75	7	(	(	PUNCT
cet-14469	75	8	chitosan	chitosan	NOUN
cet-14469	75	9	)	)	PUNCT
cet-14469	76	1	+	+	CCONJ
cet-14469	76	2	5005	5005	NUM
cet-14469	76	3	𝑁𝑎𝐶2𝐻3𝑂2	𝑁𝑎𝐶2𝐻3𝑂2	NOUN
cet-14469	76	4	(	(	PUNCT
cet-14469	76	5	2	2	NUM
cet-14469	76	6	)	)	PUNCT
cet-14469	76	7	for	for	ADP
cet-14469	76	8	simplicity	simplicity	NOUN
cet-14469	76	9	,	,	PUNCT
cet-14469	76	10	a	a	DET
cet-14469	76	11	chemical	chemical	NOUN
cet-14469	76	12	formula	formula	NOUN
cet-14469	76	13	for	for	ADP
cet-14469	76	14	chitin	chitin	NOUN
cet-14469	76	15	is	be	AUX
cet-14469	76	16	defined	define	VERB
cet-14469	76	17	based	base	VERB
cet-14469	76	18	on	on	ADP
cet-14469	76	19	in	in	ADP
cet-14469	76	20	-	-	PUNCT
cet-14469	76	21	house	house	NOUN
cet-14469	76	22	measurements	measurement	NOUN
cet-14469	76	23	of	of	ADP
cet-14469	76	24	the	the	DET
cet-14469	76	25	degree	degree	NOUN
cet-14469	76	26	of	of	ADP
cet-14469	76	27	polymerization	polymerization	NOUN
cet-14469	76	28	of	of	ADP
cet-14469	76	29	the	the	DET
cet-14469	76	30	input	input	NOUN
cet-14469	76	31	to	to	ADP
cet-14469	76	32	the	the	DET
cet-14469	76	33	deacetylation	deacetylation	NOUN
cet-14469	76	34	reactor	reactor	NOUN
cet-14469	76	35	.	.	PUNCT
cet-14469	77	1	the	the	DET
cet-14469	77	2	degree	degree	NOUN
cet-14469	77	3	of	of	ADP
cet-14469	77	4	freedom	freedom	NOUN
cet-14469	77	5	of	of	ADP
cet-14469	77	6	the	the	DET
cet-14469	77	7	system	system	NOUN
cet-14469	77	8	,	,	PUNCT
cet-14469	77	9	namely	namely	ADV
cet-14469	77	10	the	the	DET
cet-14469	77	11	conversion	conversion	NOUN
cet-14469	77	12	,	,	PUNCT
cet-14469	77	13	is	be	AUX
cet-14469	77	14	tailored	tailor	VERB
cet-14469	77	15	to	to	PART
cet-14469	77	16	match	match	VERB
cet-14469	77	17	the	the	DET
cet-14469	77	18	following	follow	VERB
cet-14469	77	19	requirement	requirement	NOUN
cet-14469	77	20	:	:	PUNCT
cet-14469	77	21	the	the	DET
cet-14469	77	22	degree	degree	NOUN
cet-14469	77	23	of	of	ADP
cet-14469	77	24	deacetylation	deacetylation	NOUN
cet-14469	77	25	(	(	PUNCT
cet-14469	77	26	i.e.	i.e.	X
cet-14469	77	27	,	,	PUNCT
cet-14469	77	28	the	the	DET
cet-14469	77	29	fraction	fraction	NOUN
cet-14469	77	30	of	of	ADP
cet-14469	77	31	deacetylated	deacetylate	VERB
cet-14469	77	32	chitosan	chitosan	NOUN
cet-14469	77	33	in	in	ADP
cet-14469	77	34	the	the	DET
cet-14469	77	35	monomeric	monomeric	ADJ
cet-14469	77	36	chitin	chitin	NOUN
cet-14469	77	37	-	-	PUNCT
cet-14469	77	38	chitosan	chitosan	NOUN
cet-14469	77	39	mixture	mixture	NOUN
cet-14469	77	40	resulting	result	VERB
cet-14469	77	41	from	from	ADP
cet-14469	77	42	deacetylation	deacetylation	NOUN
cet-14469	77	43	)	)	PUNCT
cet-14469	77	44	predicted	predict	VERB
cet-14469	77	45	by	by	ADP
cet-14469	77	46	the	the	DET
cet-14469	77	47	model	model	NOUN
cet-14469	77	48	must	must	AUX
cet-14469	77	49	be	be	AUX
cet-14469	77	50	compliant	compliant	ADJ
cet-14469	77	51	with	with	ADP
cet-14469	77	52	minimum	minimum	ADJ
cet-14469	77	53	deacetylation	deacetylation	NOUN
cet-14469	77	54	degree	degree	NOUN
cet-14469	77	55	required	require	VERB
cet-14469	77	56	for	for	ADP
cet-14469	77	57	chitosan	chitosan	NOUN
cet-14469	77	58	production	production	NOUN
cet-14469	77	59	,	,	PUNCT
cet-14469	77	60	which	which	PRON
cet-14469	77	61	is	be	AUX
cet-14469	77	62	equal	equal	ADJ
cet-14469	77	63	to	to	ADP
cet-14469	77	64	50	50	NUM
cet-14469	77	65	%	%	NOUN
cet-14469	77	66	.	.	PUNCT
cet-14469	78	1	3.2	3.2	NUM
cet-14469	78	2	bio4fuels	bio4fuel	NOUN
cet-14469	78	3	bio4fuels	bio4fuels	PROPN
cet-14469	78	4	is	be	AUX
cet-14469	78	5	part	part	NOUN
cet-14469	78	6	of	of	ADP
cet-14469	78	7	the	the	DET
cet-14469	78	8	fme	fme	NOUN
cet-14469	78	9	projects	project	NOUN
cet-14469	78	10	funded	fund	VERB
cet-14469	78	11	by	by	ADP
cet-14469	78	12	the	the	DET
cet-14469	78	13	norwegian	norwegian	ADJ
cet-14469	78	14	research	research	NOUN
cet-14469	78	15	council	council	NOUN
cet-14469	78	16	(	(	PUNCT
cet-14469	78	17	bio4fuel	bio4fuel	PROPN
cet-14469	78	18	webpage	webpage	NOUN
cet-14469	78	19	,	,	PUNCT
cet-14469	78	20	2018	2018	NUM
cet-14469	78	21	)	)	PUNCT
cet-14469	78	22	.	.	PUNCT
cet-14469	79	1	the	the	DET
cet-14469	79	2	project	project	NOUN
cet-14469	79	3	investigates	investigate	VERB
cet-14469	79	4	the	the	DET
cet-14469	79	5	conversion	conversion	NOUN
cet-14469	79	6	of	of	ADP
cet-14469	79	7	spruce	spruce	NOUN
cet-14469	79	8	wood	wood	NOUN
cet-14469	79	9	chips	chip	NOUN
cet-14469	79	10	into	into	ADP
cet-14469	79	11	fermentable	fermentable	ADJ
cet-14469	79	12	sugars	sugar	NOUN
cet-14469	79	13	(	(	PUNCT
cet-14469	79	14	gilardi	gilardi	PROPN
cet-14469	79	15	et	et	PROPN
cet-14469	79	16	al	al	PROPN
cet-14469	79	17	.	.	PROPN
cet-14469	79	18	,	,	PUNCT
cet-14469	79	19	2023	2023	NUM
cet-14469	79	20	)	)	PUNCT
cet-14469	79	21	and	and	CCONJ
cet-14469	79	22	the	the	DET
cet-14469	79	23	valorization	valorization	NOUN
cet-14469	79	24	of	of	ADP
cet-14469	79	25	unconverted	unconverte	VERB
cet-14469	79	26	lignin	lignin	NOUN
cet-14469	79	27	residue	residue	NOUN
cet-14469	79	28	into	into	ADP
cet-14469	79	29	additional	additional	ADJ
cet-14469	79	30	bio	bio	NOUN
cet-14469	79	31	-	-	NOUN
cet-14469	79	32	oil	oil	NOUN
cet-14469	79	33	through	through	ADP
cet-14469	79	34	pyrolysis	pyrolysis	NOUN
cet-14469	79	35	(	(	PUNCT
cet-14469	79	36	bisotti	bisotti	NOUN
cet-14469	79	37	et	et	PROPN
cet-14469	79	38	al	al	PROPN
cet-14469	79	39	.	.	PROPN
cet-14469	79	40	,	,	PUNCT
cet-14469	79	41	2023	2023	NUM
cet-14469	79	42	)	)	PUNCT
cet-14469	79	43	.	.	PUNCT
cet-14469	80	1	sintef	sintef	PROPN
cet-14469	80	2	developed	develop	VERB
cet-14469	80	3	a	a	DET
cet-14469	80	4	plausible	plausible	ADJ
cet-14469	80	5	industrial	industrial	ADJ
cet-14469	80	6	process	process	NOUN
cet-14469	80	7	(	(	PUNCT
cet-14469	80	8	i.e.	i.e.	X
cet-14469	80	9	,	,	PUNCT
cet-14469	80	10	preliminary	preliminary	ADJ
cet-14469	80	11	process	process	NOUN
cet-14469	80	12	flow	flow	NOUN
cet-14469	80	13	diagram	diagram	NOUN
cet-14469	80	14	,	,	PUNCT
cet-14469	80	15	sub	sub	NOUN
cet-14469	80	16	-	-	NOUN
cet-14469	80	17	models	model	NOUN
cet-14469	80	18	,	,	PUNCT
cet-14469	80	19	and	and	CCONJ
cet-14469	80	20	full	full	ADJ
cet-14469	80	21	flowsheet	flowsheet	NOUN
cet-14469	80	22	,	,	PUNCT
cet-14469	80	23	as	as	SCONJ
cet-14469	80	24	shown	show	VERB
cet-14469	80	25	in	in	ADP
cet-14469	80	26	figure	figure	NOUN
cet-14469	80	27	3	3	NUM
cet-14469	80	28	)	)	PUNCT
cet-14469	80	29	based	base	VERB
cet-14469	80	30	on	on	ADP
cet-14469	80	31	experimental	experimental	ADJ
cet-14469	80	32	laboratory	laboratory	NOUN
cet-14469	80	33	scale	scale	NOUN
cet-14469	80	34	data	datum	NOUN
cet-14469	80	35	generated	generate	VERB
cet-14469	80	36	within	within	ADP
cet-14469	80	37	the	the	DET
cet-14469	80	38	project	project	NOUN
cet-14469	80	39	(	(	PUNCT
cet-14469	80	40	hansen	hansen	PROPN
cet-14469	80	41	et	et	PROPN
cet-14469	80	42	al	al	PROPN
cet-14469	80	43	,	,	PUNCT
cet-14469	80	44	2022	2022	NUM
cet-14469	80	45	)	)	PUNCT
cet-14469	80	46	.	.	PUNCT
cet-14469	81	1	the	the	DET
cet-14469	81	2	flowsheet	flowsheet	PROPN
cet-14469	81	3	interlinks	interlink	VERB
cet-14469	81	4	several	several	ADJ
cet-14469	81	5	sub	sub	NOUN
cet-14469	81	6	-	-	NOUN
cet-14469	81	7	models	model	NOUN
cet-14469	81	8	(	(	PUNCT
cet-14469	81	9	e.g.	e.g.	ADV
cet-14469	81	10	,	,	PUNCT
cet-14469	81	11	enzymatic	enzymatic	ADJ
cet-14469	81	12	saccharification	saccharification	NOUN
cet-14469	81	13	,	,	PUNCT
cet-14469	81	14	steam	steam	NOUN
cet-14469	81	15	explosion	explosion	NOUN
cet-14469	81	16	,	,	PUNCT
cet-14469	81	17	fermentation	fermentation	NOUN
cet-14469	81	18	,	,	PUNCT
cet-14469	81	19	etc	etc	X
cet-14469	81	20	.	.	X
cet-14469	81	21	)	)	PUNCT
cet-14469	81	22	developed	develop	VERB
cet-14469	81	23	according	accord	VERB
cet-14469	81	24	to	to	ADP
cet-14469	81	25	different	different	ADJ
cet-14469	81	26	strategies	strategy	NOUN
cet-14469	81	27	,	,	PUNCT
cet-14469	81	28	as	as	SCONJ
cet-14469	81	29	described	describe	VERB
cet-14469	81	30	in	in	ADP
cet-14469	81	31	section	section	NOUN
cet-14469	81	32	2	2	NUM
cet-14469	81	33	.	.	PUNCT
cet-14469	81	34	examples	example	NOUN
cet-14469	81	35	of	of	ADP
cet-14469	81	36	shortcut	shortcut	NOUN
cet-14469	81	37	(	(	PUNCT
cet-14469	81	38	fermentation	fermentation	NOUN
cet-14469	81	39	)	)	PUNCT
cet-14469	81	40	,	,	PUNCT
cet-14469	81	41	data	datum	NOUN
cet-14469	81	42	-	-	PUNCT
cet-14469	81	43	driven	drive	VERB
cet-14469	81	44	(	(	PUNCT
cet-14469	81	45	enzymatic	enzymatic	ADJ
cet-14469	81	46	saccharification	saccharification	NOUN
cet-14469	81	47	)	)	PUNCT
cet-14469	81	48	and	and	CCONJ
cet-14469	81	49	rigorous	rigorous	ADJ
cet-14469	81	50	(	(	PUNCT
cet-14469	81	51	pyrolysis	pyrolysis	NOUN
cet-14469	81	52	)	)	PUNCT
cet-14469	81	53	sub	sub	NOUN
cet-14469	81	54	-	-	NOUN
cet-14469	81	55	models	model	NOUN
cet-14469	81	56	follow	follow	VERB
cet-14469	81	57	.	.	PUNCT
cet-14469	82	1	figure	figure	VERB
cet-14469	82	2	3	3	NUM
cet-14469	82	3	:	:	PUNCT
cet-14469	82	4	bio4fuels	bio4fuels	VERB
cet-14469	82	5	block	block	NOUN
cet-14469	82	6	flow	flow	NOUN
cet-14469	82	7	diagram	diagram	NOUN
cet-14469	82	8	and	and	CCONJ
cet-14469	82	9	implemented	implement	VERB
cet-14469	82	10	sub	sub	NOUN
cet-14469	82	11	-	-	NOUN
cet-14469	82	12	models	model	NOUN
cet-14469	82	13	(	(	PUNCT
cet-14469	82	14	highlighted	highlight	VERB
cet-14469	82	15	processes	process	NOUN
cet-14469	82	16	are	be	AUX
cet-14469	82	17	described	describe	VERB
cet-14469	82	18	in	in	ADP
cet-14469	82	19	the	the	DET
cet-14469	82	20	work	work	NOUN
cet-14469	82	21	)	)	PUNCT
cet-14469	82	22	.	.	PUNCT
cet-14469	83	1	the	the	DET
cet-14469	83	2	fermentation	fermentation	NOUN
cet-14469	83	3	to	to	PART
cet-14469	83	4	convert	convert	VERB
cet-14469	83	5	sugar	sugar	NOUN
cet-14469	83	6	-	-	PUNCT
cet-14469	83	7	rich	rich	ADJ
cet-14469	83	8	hydrolysate	hydrolysate	NOUN
cet-14469	83	9	into	into	ADP
cet-14469	83	10	bioethanol	bioethanol	NOUN
cet-14469	83	11	is	be	AUX
cet-14469	83	12	designed	design	VERB
cet-14469	83	13	as	as	ADP
cet-14469	83	14	a	a	DET
cet-14469	83	15	black	black	ADJ
cet-14469	83	16	box	box	NOUN
cet-14469	83	17	according	accord	VERB
cet-14469	83	18	to	to	ADP
cet-14469	83	19	the	the	DET
cet-14469	83	20	guidelines	guideline	NOUN
cet-14469	83	21	of	of	ADP
cet-14469	83	22	the	the	DET
cet-14469	83	23	national	national	ADJ
cet-14469	83	24	renewable	renewable	ADJ
cet-14469	83	25	energy	energy	NOUN
cet-14469	83	26	laboratory	laboratory	NOUN
cet-14469	83	27	,	,	PUNCT
cet-14469	83	28	nrel	nrel	NOUN
cet-14469	83	29	(	(	PUNCT
cet-14469	83	30	humbird	humbird	ADJ
cet-14469	83	31	,	,	PUNCT
cet-14469	83	32	2011	2011	NUM
cet-14469	83	33	)	)	PUNCT
cet-14469	83	34	.	.	PUNCT
cet-14469	84	1	the	the	DET
cet-14469	84	2	retrieved	retrieve	VERB
cet-14469	84	3	pieces	piece	NOUN
cet-14469	84	4	of	of	ADP
cet-14469	84	5	information	information	NOUN
cet-14469	84	6	include	include	VERB
cet-14469	84	7	the	the	DET
cet-14469	84	8	operating	operate	VERB
cet-14469	84	9	temperature	temperature	NOUN
cet-14469	84	10	and	and	CCONJ
cet-14469	84	11	residence	residence	NOUN
cet-14469	84	12	time	time	NOUN
cet-14469	84	13	,	,	PUNCT
cet-14469	84	14	glucose	glucose	NOUN
cet-14469	84	15	and	and	CCONJ
cet-14469	84	16	xylose	xylose	PROPN
cet-14469	84	17	conversions	conversion	NOUN
cet-14469	84	18	,	,	PUNCT
cet-14469	84	19	as	as	ADV
cet-14469	84	20	well	well	ADV
cet-14469	84	21	as	as	ADP
cet-14469	84	22	the	the	DET
cet-14469	84	23	yeast	yeast	NOUN
cet-14469	84	24	consumption	consumption	NOUN
cet-14469	84	25	and	and	CCONJ
cet-14469	84	26	the	the	DET
cet-14469	84	27	amount	amount	NOUN
cet-14469	84	28	of	of	ADP
cet-14469	84	29	fermentation	fermentation	NOUN
cet-14469	84	30	strain	strain	NOUN
cet-14469	84	31	.	.	PUNCT
cet-14469	85	1	the	the	DET
cet-14469	85	2	simulation	simulation	NOUN
cet-14469	85	3	re	re	VERB
cet-14469	85	4	-	-	AUX
cet-14469	85	5	scales	scale	VERB
cet-14469	85	6	the	the	DET
cet-14469	85	7	fermenter	fermenter	NOUN
cet-14469	85	8	to	to	ADP
cet-14469	85	9	the	the	DET
cet-14469	85	10	size	size	NOUN
cet-14469	85	11	of	of	ADP
cet-14469	85	12	interest	interest	NOUN
cet-14469	85	13	for	for	ADP
cet-14469	85	14	the	the	DET
cet-14469	85	15	actual	actual	ADJ
cet-14469	85	16	bioethanol	bioethanol	NOUN
cet-14469	85	17	productivity	productivity	NOUN
cet-14469	85	18	in	in	ADP
cet-14469	85	19	bio4fuels	bio4fuels	PROPN
cet-14469	85	20	.	.	PUNCT
cet-14469	86	1	in	in	ADP
cet-14469	86	2	other	other	ADJ
cet-14469	86	3	words	word	NOUN
cet-14469	86	4	,	,	PUNCT
cet-14469	86	5	we	we	PRON
cet-14469	86	6	used	use	VERB
cet-14469	86	7	details	detail	NOUN
cet-14469	86	8	(	(	PUNCT
cet-14469	86	9	i.e.	i.e.	X
cet-14469	86	10	,	,	PUNCT
cet-14469	86	11	key	key	ADJ
cet-14469	86	12	performance	performance	NOUN
cet-14469	86	13	indicators	indicator	NOUN
cet-14469	86	14	)	)	PUNCT
cet-14469	86	15	from	from	ADP
cet-14469	86	16	an	an	DET
cet-14469	86	17	existing	exist	VERB
cet-14469	86	18	facility	facility	NOUN
cet-14469	86	19	to	to	PART
cet-14469	86	20	re	re	VERB
cet-14469	86	21	-	-	VERB
cet-14469	86	22	design	design	VERB
cet-14469	86	23	the	the	DET
cet-14469	86	24	same	same	ADJ
cet-14469	86	25	process	process	NOUN
cet-14469	86	26	in	in	ADP
cet-14469	86	27	another	another	DET
cet-14469	86	28	context	context	NOUN
cet-14469	86	29	.	.	PUNCT
cet-14469	87	1	for	for	ADP
cet-14469	87	2	enzymatic	enzymatic	ADJ
cet-14469	87	3	saccharification	saccharification	NOUN
cet-14469	87	4	,	,	PUNCT
cet-14469	87	5	a	a	DET
cet-14469	87	6	data	data	NOUN
cet-14469	87	7	-	-	PUNCT
cet-14469	87	8	driven	drive	VERB
cet-14469	87	9	soft	soft	ADJ
cet-14469	87	10	model	model	NOUN
cet-14469	87	11	is	be	AUX
cet-14469	87	12	tuned	tune	VERB
cet-14469	87	13	to	to	ADP
cet-14469	87	14	experimental	experimental	ADJ
cet-14469	87	15	data	datum	NOUN
cet-14469	87	16	on	on	ADP
cet-14469	87	17	glucose	glucose	NOUN
cet-14469	87	18	yield	yield	NOUN
cet-14469	87	19	(	(	PUNCT
cet-14469	87	20	γ	γ	NOUN
cet-14469	87	21	)	)	PUNCT
cet-14469	87	22	under	under	ADP
cet-14469	87	23	different	different	ADJ
cet-14469	87	24	operating	operating	NOUN
cet-14469	87	25	conditions	condition	NOUN
cet-14469	87	26	published	publish	VERB
cet-14469	87	27	by	by	ADP
cet-14469	87	28	hansen	hansen	PROPN
cet-14469	87	29	(	(	PUNCT
cet-14469	87	30	hansen	hansen	PROPN
cet-14469	87	31	et	et	PROPN
cet-14469	87	32	al	al	PROPN
cet-14469	87	33	.	.	PROPN
cet-14469	87	34	,	,	PUNCT
cet-14469	87	35	2022	2022	NUM
cet-14469	87	36	)	)	PUNCT
cet-14469	87	37	.	.	PUNCT
cet-14469	88	1	the	the	DET
cet-14469	88	2	model	model	NOUN
cet-14469	88	3	accounts	account	VERB
cet-14469	88	4	for	for	ADP
cet-14469	88	5	sugar	sugar	NOUN
cet-14469	88	6	yield	yield	NOUN
cet-14469	88	7	as	as	ADP
cet-14469	88	8	a	a	DET
cet-14469	88	9	function	function	NOUN
cet-14469	88	10	of	of	ADP
cet-14469	88	11	residence	residence	NOUN
cet-14469	88	12	time	time	NOUN
cet-14469	88	13	(	(	PUNCT
cet-14469	88	14	t	t	NOUN
cet-14469	88	15	)	)	PUNCT
cet-14469	88	16	,	,	PUNCT
cet-14469	88	17	enzyme	enzyme	NOUN
cet-14469	88	18	concentration	concentration	NOUN
cet-14469	88	19	(	(	PUNCT
cet-14469	88	20	[	[	X
cet-14469	88	21	e	e	X
cet-14469	88	22	]	]	X
cet-14469	88	23	)	)	PUNCT
cet-14469	88	24	,	,	PUNCT
cet-14469	88	25	and	and	CCONJ
cet-14469	88	26	steam	steam	NOUN
cet-14469	88	27	explosion	explosion	NOUN
cet-14469	88	28	temperature	temperature	NOUN
cet-14469	88	29	(	(	PUNCT
cet-14469	88	30	tse	tse	PROPN
cet-14469	88	31	)	)	PUNCT
cet-14469	88	32	,	,	PUNCT
cet-14469	88	33	as	as	SCONJ
cet-14469	88	34	highlighted	highlight	VERB
cet-14469	88	35	in	in	ADP
cet-14469	88	36	expressions	expression	NOUN
cet-14469	88	37	(	(	PUNCT
cet-14469	88	38	5	5	NUM
cet-14469	88	39	)	)	PUNCT
cet-14469	88	40	to	to	ADP
cet-14469	88	41	(	(	PUNCT
cet-14469	88	42	8)	8)	NUM
cet-14469	88	43	.	.	PUNCT
cet-14469	88	44	γ(t	γ(t	NOUN
cet-14469	88	45	)	)	PUNCT
cet-14469	88	46	=	=	SYM
cet-14469	88	47	γ(0	γ(0	PROPN
cet-14469	88	48	)	)	PUNCT
cet-14469	89	1	+	+	NUM
cet-14469	89	2	h	h	NOUN
cet-14469	90	1	⋅	⋅	PROPN
cet-14469	91	1	[	[	X
cet-14469	91	2	1	1	NUM
cet-14469	91	3	−	−	PROPN
cet-14469	91	4	exp(−kr	exp(−kr	PROPN
cet-14469	91	5	⋅	⋅	PROPN
cet-14469	91	6	t	t	PROPN
cet-14469	91	7	)	)	PUNCT
cet-14469	91	8	]	]	PUNCT
cet-14469	91	9	(	(	PUNCT
cet-14469	91	10	5	5	X
cet-14469	91	11	)	)	PUNCT
cet-14469	91	12	γ(0	γ(0	NOUN
cet-14469	91	13	)	)	PUNCT
cet-14469	91	14	=	=	SYM
cet-14469	91	15	a1	a1	NOUN
cet-14469	91	16	⋅	⋅	X
cet-14469	92	1	[	[	X
cet-14469	92	2	e	e	X
cet-14469	92	3	]	]	X
cet-14469	92	4	+	+	NUM
cet-14469	92	5	a2	a2	PROPN
cet-14469	92	6	(	(	PUNCT
cet-14469	92	7	6	6	NUM
cet-14469	92	8	)	)	PUNCT
cet-14469	92	9	h(tse	h(tse	NOUN
cet-14469	92	10	,	,	PUNCT
cet-14469	92	11	[	[	X
cet-14469	92	12	e	e	NOUN
cet-14469	92	13	]	]	X
cet-14469	92	14	)	)	PUNCT
cet-14469	92	15	=	=	SYM
cet-14469	92	16	(	(	PUNCT
cet-14469	92	17	a3	a3	PROPN
cet-14469	92	18	⋅	⋅	PROPN
cet-14469	92	19	tse	tse	PROPN
cet-14469	92	20	+	+	CCONJ
cet-14469	92	21	a4	a4	NOUN
cet-14469	92	22	)	)	PUNCT
cet-14469	92	23	⋅	⋅	PROPN
cet-14469	93	1	[	[	X
cet-14469	93	2	e	e	X
cet-14469	93	3	]	]	X
cet-14469	93	4	+	+	CCONJ
cet-14469	93	5	(	(	PUNCT
cet-14469	93	6	a5	a5	PROPN
cet-14469	93	7	⋅	⋅	PROPN
cet-14469	93	8	tse	tse	PROPN
cet-14469	93	9	+	+	SYM
cet-14469	93	10	a6	a6	NOUN
cet-14469	93	11	)	)	PUNCT
cet-14469	93	12	(	(	PUNCT
cet-14469	93	13	7	7	X
cet-14469	93	14	)	)	PUNCT
cet-14469	93	15	kr(tse	kr(tse	PROPN
cet-14469	93	16	,	,	PUNCT
cet-14469	93	17	[	[	X
cet-14469	93	18	e	e	NOUN
cet-14469	93	19	]	]	X
cet-14469	93	20	)	)	PUNCT
cet-14469	93	21	=	=	SYM
cet-14469	93	22	(	(	PUNCT
cet-14469	93	23	a7	a7	PROPN
cet-14469	93	24	⋅	⋅	PROPN
cet-14469	93	25	tse	tse	PROPN
cet-14469	93	26	+	+	CCONJ
cet-14469	93	27	a8	a8	PROPN
cet-14469	93	28	)	)	PUNCT
cet-14469	93	29	⋅	⋅	PROPN
cet-14469	94	1	[	[	X
cet-14469	94	2	e	e	X
cet-14469	94	3	]	]	X
cet-14469	94	4	+	+	CCONJ
cet-14469	94	5	(	(	PUNCT
cet-14469	94	6	a9	a9	PROPN
cet-14469	94	7	⋅	⋅	PROPN
cet-14469	94	8	tse	tse	PROPN
cet-14469	94	9	+	+	CCONJ
cet-14469	94	10	a10	a10	NOUN
cet-14469	94	11	)	)	PUNCT
cet-14469	94	12	(	(	PUNCT
cet-14469	94	13	8)	8)	NUM
cet-14469	94	14	274	274	NUM
cet-14469	94	15	coefficients	coefficient	NOUN
cet-14469	94	16	a1	a1	NOUN
cet-14469	94	17	to	to	ADP
cet-14469	94	18	a10	a10	NUM
cet-14469	94	19	are	be	AUX
cet-14469	94	20	obtained	obtain	VERB
cet-14469	94	21	because	because	SCONJ
cet-14469	94	22	of	of	ADP
cet-14469	94	23	a	a	DET
cet-14469	94	24	multi	multi	ADJ
cet-14469	94	25	-	-	ADJ
cet-14469	94	26	variable	variable	ADJ
cet-14469	94	27	optimization	optimization	NOUN
cet-14469	94	28	,	,	PUNCT
cet-14469	94	29	where	where	SCONJ
cet-14469	94	30	the	the	DET
cet-14469	94	31	target	target	NOUN
cet-14469	94	32	is	be	AUX
cet-14469	94	33	the	the	DET
cet-14469	94	34	minimization	minimization	NOUN
cet-14469	94	35	of	of	ADP
cet-14469	94	36	the	the	DET
cet-14469	94	37	discrepancy	discrepancy	NOUN
cet-14469	94	38	between	between	ADP
cet-14469	94	39	the	the	DET
cet-14469	94	40	glucose	glucose	NOUN
cet-14469	94	41	yield	yield	NOUN
cet-14469	94	42	predicted	predict	VERB
cet-14469	94	43	by	by	ADP
cet-14469	94	44	the	the	DET
cet-14469	94	45	model	model	NOUN
cet-14469	94	46	and	and	CCONJ
cet-14469	94	47	the	the	DET
cet-14469	94	48	corresponding	corresponding	ADJ
cet-14469	94	49	experimental	experimental	ADJ
cet-14469	94	50	observations	observation	NOUN
cet-14469	94	51	.	.	PUNCT
cet-14469	95	1	the	the	DET
cet-14469	95	2	charts	chart	NOUN
cet-14469	95	3	(	(	PUNCT
cet-14469	95	4	figure	figure	NOUN
cet-14469	95	5	4	4	NUM
cet-14469	95	6	)	)	PUNCT
cet-14469	95	7	show	show	VERB
cet-14469	95	8	a	a	DET
cet-14469	95	9	graphical	graphical	ADJ
cet-14469	95	10	comparison	comparison	NOUN
cet-14469	95	11	between	between	ADP
cet-14469	95	12	the	the	DET
cet-14469	95	13	data	data	NOUN
cet-14469	95	14	-	-	PUNCT
cet-14469	95	15	driven	drive	VERB
cet-14469	95	16	model	model	NOUN
cet-14469	95	17	and	and	CCONJ
cet-14469	95	18	the	the	DET
cet-14469	95	19	data	datum	NOUN
cet-14469	95	20	exploited	exploit	VERB
cet-14469	95	21	for	for	ADP
cet-14469	95	22	its	its	PRON
cet-14469	95	23	fitting	fitting	NOUN
cet-14469	95	24	in	in	ADP
cet-14469	95	25	terms	term	NOUN
cet-14469	95	26	of	of	ADP
cet-14469	95	27	saccharification	saccharification	NOUN
cet-14469	95	28	yield	yield	NOUN
cet-14469	95	29	as	as	ADP
cet-14469	95	30	a	a	DET
cet-14469	95	31	function	function	NOUN
cet-14469	95	32	of	of	ADP
cet-14469	95	33	the	the	DET
cet-14469	95	34	residence	residence	NOUN
cet-14469	95	35	time	time	NOUN
cet-14469	95	36	at	at	ADP
cet-14469	95	37	different	different	ADJ
cet-14469	95	38	enzyme	enzyme	NOUN
cet-14469	95	39	concentrations	concentration	NOUN
cet-14469	95	40	and	and	CCONJ
cet-14469	95	41	steam	steam	NOUN
cet-14469	95	42	explosion	explosion	NOUN
cet-14469	95	43	temperature	temperature	NOUN
cet-14469	95	44	.	.	PUNCT
cet-14469	96	1	figure	figure	VERB
cet-14469	96	2	4	4	NUM
cet-14469	96	3	:	:	PUNCT
cet-14469	96	4	enzymatic	enzymatic	ADJ
cet-14469	96	5	saccharification	saccharification	NOUN
cet-14469	96	6	yield	yield	NOUN
cet-14469	96	7	as	as	ADP
cet-14469	96	8	a	a	DET
cet-14469	96	9	function	function	NOUN
cet-14469	96	10	of	of	ADP
cet-14469	96	11	residence	residence	NOUN
cet-14469	96	12	time	time	NOUN
cet-14469	96	13	at	at	ADP
cet-14469	96	14	different	different	ADJ
cet-14469	96	15	enzyme	enzyme	NOUN
cet-14469	96	16	concentrations	concentration	NOUN
cet-14469	97	1	[	[	X
cet-14469	97	2	e	e	X
cet-14469	97	3	]	]	X
cet-14469	97	4	and	and	CCONJ
cet-14469	97	5	steam	steam	NOUN
cet-14469	97	6	explosion	explosion	NOUN
cet-14469	97	7	temperature	temperature	NOUN
cet-14469	97	8	(	(	PUNCT
cet-14469	97	9	tse	tse	PROPN
cet-14469	97	10	):	):	PUNCT
cet-14469	97	11	experimental	experimental	ADJ
cet-14469	97	12	data	datum	NOUN
cet-14469	97	13	(	(	PUNCT
cet-14469	97	14	●	●	NOUN
cet-14469	97	15	)	)	PUNCT
cet-14469	97	16	and	and	CCONJ
cet-14469	97	17	model	model	NOUN
cet-14469	97	18	prediction	prediction	NOUN
cet-14469	97	19	(	(	PUNCT
cet-14469	97	20	-	-	PUNCT
cet-14469	97	21	)	)	PUNCT
cet-14469	97	22	.	.	PUNCT
cet-14469	98	1	conversely	conversely	ADV
cet-14469	98	2	,	,	PUNCT
cet-14469	98	3	the	the	DET
cet-14469	98	4	pyrolysis	pyrolysis	NOUN
cet-14469	98	5	chamber	chamber	NOUN
cet-14469	98	6	has	have	AUX
cet-14469	98	7	been	be	AUX
cet-14469	98	8	designed	design	VERB
cet-14469	98	9	based	base	VERB
cet-14469	98	10	on	on	ADP
cet-14469	98	11	rigorous	rigorous	ADJ
cet-14469	98	12	models	model	NOUN
cet-14469	98	13	retrieved	retrieve	VERB
cet-14469	98	14	from	from	ADP
cet-14469	98	15	the	the	DET
cet-14469	98	16	literature	literature	NOUN
cet-14469	98	17	.	.	PUNCT
cet-14469	99	1	indeed	indeed	ADV
cet-14469	99	2	,	,	PUNCT
cet-14469	99	3	the	the	DET
cet-14469	99	4	design	design	NOUN
cet-14469	99	5	of	of	ADP
cet-14469	99	6	the	the	DET
cet-14469	99	7	reactor	reactor	NOUN
cet-14469	99	8	and	and	CCONJ
cet-14469	99	9	the	the	DET
cet-14469	99	10	kinetics	kinetic	NOUN
cet-14469	99	11	of	of	ADP
cet-14469	99	12	conversion	conversion	NOUN
cet-14469	99	13	reactions	reaction	NOUN
cet-14469	99	14	are	be	AUX
cet-14469	99	15	included	include	VERB
cet-14469	99	16	to	to	PART
cet-14469	99	17	characterise	characterise	VERB
cet-14469	99	18	the	the	DET
cet-14469	99	19	evolution	evolution	NOUN
cet-14469	99	20	of	of	ADP
cet-14469	99	21	the	the	DET
cet-14469	99	22	system	system	NOUN
cet-14469	99	23	composition	composition	NOUN
cet-14469	99	24	as	as	ADP
cet-14469	99	25	a	a	DET
cet-14469	99	26	function	function	NOUN
cet-14469	99	27	of	of	ADP
cet-14469	99	28	the	the	DET
cet-14469	99	29	residence	residence	NOUN
cet-14469	99	30	time	time	NOUN
cet-14469	99	31	(	(	PUNCT
cet-14469	99	32	along	along	ADP
cet-14469	99	33	the	the	DET
cet-14469	99	34	reactor	reactor	NOUN
cet-14469	99	35	coordinate	coordinate	NOUN
cet-14469	99	36	)	)	PUNCT
cet-14469	99	37	.	.	PUNCT
cet-14469	100	1	the	the	DET
cet-14469	100	2	chamber	chamber	NOUN
cet-14469	100	3	is	be	AUX
cet-14469	100	4	modelled	model	VERB
cet-14469	100	5	in	in	ADP
cet-14469	100	6	python	python	NOUN
cet-14469	100	7	as	as	ADP
cet-14469	100	8	a	a	DET
cet-14469	100	9	fluidized	fluidize	VERB
cet-14469	100	10	bed	bed	NOUN
cet-14469	100	11	reactor	reactor	NOUN
cet-14469	100	12	operated	operate	VERB
cet-14469	100	13	isothermally	isothermally	ADV
cet-14469	100	14	at	at	ADP
cet-14469	100	15	550	550	NUM
cet-14469	100	16	°	°	NOUN
cet-14469	100	17	c	c	NOUN
cet-14469	100	18	.	.	PUNCT
cet-14469	101	1	given	give	VERB
cet-14469	101	2	the	the	DET
cet-14469	101	3	complexity	complexity	NOUN
cet-14469	101	4	of	of	ADP
cet-14469	101	5	the	the	DET
cet-14469	101	6	system	system	NOUN
cet-14469	101	7	,	,	PUNCT
cet-14469	101	8	a	a	DET
cet-14469	101	9	lumped	lump	VERB
cet-14469	101	10	kinetic	kinetic	NOUN
cet-14469	101	11	is	be	AUX
cet-14469	101	12	adopted	adopt	VERB
cet-14469	101	13	.	.	PUNCT
cet-14469	102	1	the	the	DET
cet-14469	102	2	kinetics	kinetic	NOUN
cet-14469	102	3	for	for	ADP
cet-14469	102	4	cellulose	cellulose	NOUN
cet-14469	102	5	and	and	CCONJ
cet-14469	102	6	hemicellulose	hemicellulose	NOUN
cet-14469	102	7	decomposition	decomposition	NOUN
cet-14469	102	8	are	be	AUX
cet-14469	102	9	retrieved	retrieve	VERB
cet-14469	102	10	from	from	ADP
cet-14469	102	11	ranzi	ranzi	PROPN
cet-14469	102	12	(	(	PUNCT
cet-14469	102	13	2008	2008	NUM
cet-14469	102	14	)	)	PUNCT
cet-14469	102	15	,	,	PUNCT
cet-14469	102	16	while	while	SCONJ
cet-14469	102	17	the	the	DET
cet-14469	102	18	updated	update	VERB
cet-14469	102	19	model	model	NOUN
cet-14469	102	20	by	by	ADP
cet-14469	102	21	dussan	dussan	NOUN
cet-14469	102	22	(	(	PUNCT
cet-14469	102	23	2019	2019	NUM
cet-14469	102	24	)	)	PUNCT
cet-14469	102	25	is	be	AUX
cet-14469	102	26	implemented	implement	VERB
cet-14469	102	27	for	for	ADP
cet-14469	102	28	lignin	lignin	NOUN
cet-14469	102	29	pyrolysis	pyrolysis	NOUN
cet-14469	102	30	.	.	PUNCT
cet-14469	103	1	a	a	DET
cet-14469	103	2	mixed	mixed	ADJ
cet-14469	103	3	model	model	NOUN
cet-14469	103	4	is	be	AUX
cet-14469	103	5	preferred	prefer	VERB
cet-14469	103	6	considering	consider	VERB
cet-14469	103	7	that	that	PRON
cet-14469	103	8	dussan	dussan	NOUN
cet-14469	103	9	’s	’s	PART
cet-14469	103	10	model	model	NOUN
cet-14469	103	11	benefits	benefit	NOUN
cet-14469	103	12	compared	compare	VERB
cet-14469	103	13	to	to	ADP
cet-14469	103	14	ranzi	ranzi	PROPN
cet-14469	103	15	’s	’s	PART
cet-14469	103	16	model	model	NOUN
cet-14469	103	17	for	for	ADP
cet-14469	103	18	lignin	lignin	NOUN
cet-14469	103	19	degradation	degradation	NOUN
cet-14469	103	20	since	since	SCONJ
cet-14469	103	21	it	it	PRON
cet-14469	103	22	can	can	AUX
cet-14469	103	23	better	well	ADV
cet-14469	103	24	predict	predict	VERB
cet-14469	103	25	the	the	DET
cet-14469	103	26	light	light	ADJ
cet-14469	103	27	gas	gas	NOUN
cet-14469	103	28	and	and	CCONJ
cet-14469	103	29	char	char	NOUN
cet-14469	103	30	fractions	fraction	NOUN
cet-14469	103	31	and	and	CCONJ
cet-14469	103	32	more	more	ADJ
cet-14469	103	33	chemical	chemical	ADJ
cet-14469	103	34	classes	class	NOUN
cet-14469	103	35	are	be	AUX
cet-14469	103	36	included	include	VERB
cet-14469	103	37	.	.	PUNCT
cet-14469	104	1	both	both	PRON
cet-14469	104	2	dussan	dussan	VERB
cet-14469	104	3	and	and	CCONJ
cet-14469	104	4	ranzi	ranzi	PROPN
cet-14469	104	5	models	model	NOUN
cet-14469	104	6	have	have	AUX
cet-14469	104	7	been	be	AUX
cet-14469	104	8	validated	validate	VERB
cet-14469	104	9	over	over	ADP
cet-14469	104	10	several	several	ADJ
cet-14469	104	11	thermogravimetric	thermogravimetric	ADJ
cet-14469	104	12	measurements	measurement	NOUN
cet-14469	104	13	for	for	ADP
cet-14469	104	14	different	different	ADJ
cet-14469	104	15	kinds	kind	NOUN
cet-14469	104	16	of	of	ADP
cet-14469	104	17	biomass	biomass	NOUN
cet-14469	104	18	.	.	PUNCT
cet-14469	105	1	the	the	DET
cet-14469	105	2	solid	solid	ADJ
cet-14469	105	3	and	and	CCONJ
cet-14469	105	4	gas	gas	NOUN
cet-14469	105	5	phases	phase	NOUN
cet-14469	105	6	rise	rise	VERB
cet-14469	105	7	along	along	ADP
cet-14469	105	8	the	the	DET
cet-14469	105	9	column	column	NOUN
cet-14469	105	10	while	while	SCONJ
cet-14469	105	11	the	the	DET
cet-14469	105	12	solid	solid	NOUN
cet-14469	105	13	is	be	AUX
cet-14469	105	14	gradually	gradually	ADV
cet-14469	105	15	degraded	degrade	VERB
cet-14469	105	16	to	to	ADP
cet-14469	105	17	lighter	light	ADJ
cet-14469	105	18	chemicals	chemical	NOUN
cet-14469	105	19	.	.	PUNCT
cet-14469	106	1	the	the	DET
cet-14469	106	2	details	detail	NOUN
cet-14469	106	3	on	on	ADP
cet-14469	106	4	the	the	DET
cet-14469	106	5	model	model	NOUN
cet-14469	106	6	and	and	CCONJ
cet-14469	106	7	the	the	DET
cet-14469	106	8	pyrolysis	pyrolysis	NOUN
cet-14469	106	9	reactor	reactor	NOUN
cet-14469	106	10	are	be	AUX
cet-14469	106	11	available	available	ADJ
cet-14469	106	12	in	in	ADP
cet-14469	106	13	bisotti	bisotti	PROPN
cet-14469	106	14	et	et	PROPN
cet-14469	106	15	al	al	PROPN
cet-14469	106	16	.	.	PROPN
cet-14469	107	1	(	(	PUNCT
cet-14469	107	2	2023	2023	NUM
cet-14469	107	3	)	)	PUNCT
cet-14469	107	4	.	.	PUNCT
cet-14469	108	1	the	the	DET
cet-14469	108	2	model	model	NOUN
cet-14469	108	3	is	be	AUX
cet-14469	108	4	exploited	exploit	VERB
cet-14469	108	5	to	to	PART
cet-14469	108	6	define	define	VERB
cet-14469	108	7	the	the	DET
cet-14469	108	8	optimal	optimal	ADJ
cet-14469	108	9	operating	operating	NOUN
cet-14469	108	10	temperature	temperature	NOUN
cet-14469	108	11	to	to	PART
cet-14469	108	12	achieve	achieve	VERB
cet-14469	108	13	a	a	DET
cet-14469	108	14	reasonable	reasonable	ADJ
cet-14469	108	15	lignin	lignin	NOUN
cet-14469	108	16	degree	degree	NOUN
cet-14469	108	17	of	of	ADP
cet-14469	108	18	conversion	conversion	NOUN
cet-14469	108	19	and	and	CCONJ
cet-14469	108	20	to	to	PART
cet-14469	108	21	quantify	quantify	VERB
cet-14469	108	22	char	char	NOUN
cet-14469	108	23	and	and	CCONJ
cet-14469	108	24	light	light	ADJ
cet-14469	108	25	gas	gas	NOUN
cet-14469	108	26	formation	formation	NOUN
cet-14469	108	27	,	,	PUNCT
cet-14469	108	28	as	as	ADV
cet-14469	108	29	well	well	ADV
cet-14469	108	30	as	as	ADP
cet-14469	108	31	how	how	SCONJ
cet-14469	108	32	the	the	DET
cet-14469	108	33	product	product	NOUN
cet-14469	108	34	distribution	distribution	NOUN
cet-14469	108	35	in	in	ADP
cet-14469	108	36	the	the	DET
cet-14469	108	37	bio	bio	ADJ
cet-14469	108	38	-	-	ADJ
cet-14469	108	39	oil	oil	NOUN
cet-14469	108	40	changes	change	NOUN
cet-14469	108	41	at	at	ADP
cet-14469	108	42	different	different	ADJ
cet-14469	108	43	temperatures	temperature	NOUN
cet-14469	108	44	.	.	PUNCT
cet-14469	109	1	results	result	NOUN
cet-14469	109	2	are	be	AUX
cet-14469	109	3	shown	show	VERB
cet-14469	109	4	in	in	ADP
cet-14469	109	5	figure	figure	NOUN
cet-14469	109	6	5	5	NUM
cet-14469	109	7	.	.	PUNCT
cet-14469	109	8	figure	figure	VERB
cet-14469	109	9	5	5	NUM
cet-14469	109	10	:	:	PUNCT
cet-14469	109	11	sensitivity	sensitivity	NOUN
cet-14469	109	12	analysis	analysis	NOUN
cet-14469	109	13	on	on	ADP
cet-14469	109	14	pyrolysis	pyrolysis	NOUN
cet-14469	109	15	operating	operating	NOUN
cet-14469	109	16	temperature	temperature	NOUN
cet-14469	109	17	and	and	CCONJ
cet-14469	109	18	product	product	NOUN
cet-14469	109	19	distribution	distribution	NOUN
cet-14469	109	20	as	as	SCONJ
cet-14469	109	21	predicted	predict	VERB
cet-14469	109	22	by	by	ADP
cet-14469	109	23	the	the	DET
cet-14469	109	24	lumped	lump	VERB
cet-14469	109	25	kinetic	kinetic	ADJ
cet-14469	109	26	model	model	NOUN
cet-14469	109	27	exploited	exploit	VERB
cet-14469	109	28	in	in	ADP
cet-14469	109	29	bio4fuels	bio4fuels	PROPN
cet-14469	109	30	.	.	PUNCT
cet-14469	110	1	the	the	DET
cet-14469	110	2	minimum	minimum	ADJ
cet-14469	110	3	required	require	VERB
cet-14469	110	4	temperature	temperature	NOUN
cet-14469	110	5	to	to	PART
cet-14469	110	6	convert	convert	VERB
cet-14469	110	7	at	at	ADV
cet-14469	110	8	least	least	ADV
cet-14469	110	9	90	90	NUM
cet-14469	110	10	%	%	NOUN
cet-14469	110	11	of	of	ADP
cet-14469	110	12	lignin	lignin	NOUN
cet-14469	110	13	is	be	AUX
cet-14469	110	14	600	600	NUM
cet-14469	110	15	°	°	NOUN
cet-14469	110	16	c	c	NOUN
cet-14469	110	17	.	.	PUNCT
cet-14469	111	1	moreover	moreover	ADV
cet-14469	111	2	,	,	PUNCT
cet-14469	111	3	phenols	phenol	NOUN
cet-14469	111	4	and	and	CCONJ
cet-14469	111	5	ether	ether	NOUN
cet-14469	111	6	formation	formation	NOUN
cet-14469	111	7	considerably	considerably	ADV
cet-14469	111	8	increase	increase	VERB
cet-14469	111	9	at	at	ADP
cet-14469	111	10	higher	high	ADJ
cet-14469	111	11	temperatures	temperature	NOUN
cet-14469	111	12	,	,	PUNCT
cet-14469	111	13	while	while	SCONJ
cet-14469	111	14	the	the	DET
cet-14469	111	15	alcohol	alcohol	NOUN
cet-14469	111	16	fraction	fraction	NOUN
cet-14469	111	17	drops	drop	VERB
cet-14469	111	18	in	in	ADP
cet-14469	111	19	line	line	NOUN
cet-14469	111	20	with	with	ADP
cet-14469	111	21	thermodynamic	thermodynamic	ADJ
cet-14469	111	22	stability	stability	NOUN
cet-14469	111	23	considerations	consideration	NOUN
cet-14469	111	24	.	.	PUNCT
cet-14469	112	1	the	the	DET
cet-14469	112	2	aforementioned	aforementioned	ADJ
cet-14469	112	3	sub	sub	NOUN
cet-14469	112	4	-	-	NOUN
cet-14469	112	5	models	model	NOUN
cet-14469	112	6	have	have	AUX
cet-14469	112	7	been	be	AUX
cet-14469	112	8	integrated	integrate	VERB
cet-14469	112	9	into	into	ADP
cet-14469	112	10	a	a	DET
cet-14469	112	11	single	single	ADJ
cet-14469	112	12	flowsheet	flowsheet	NOUN
cet-14469	112	13	,	,	PUNCT
cet-14469	112	14	whose	whose	DET
cet-14469	112	15	results	result	NOUN
cet-14469	112	16	will	will	AUX
cet-14469	112	17	be	be	AUX
cet-14469	112	18	discussed	discuss	VERB
cet-14469	112	19	in	in	ADP
cet-14469	112	20	other	other	ADJ
cet-14469	112	21	works	work	NOUN
cet-14469	112	22	.	.	PUNCT
cet-14469	113	1	275	275	NUM
cet-14469	113	2	4	4	NUM
cet-14469	113	3	.	.	PUNCT
cet-14469	113	4	conclusions	conclusion	NOUN
cet-14469	113	5	a	a	DET
cet-14469	113	6	review	review	NOUN
cet-14469	113	7	of	of	ADP
cet-14469	113	8	the	the	DET
cet-14469	113	9	main	main	ADJ
cet-14469	113	10	strategies	strategy	NOUN
cet-14469	113	11	and	and	CCONJ
cet-14469	113	12	approaches	approach	NOUN
cet-14469	113	13	for	for	ADP
cet-14469	113	14	modelling	modelling	NOUN
cet-14469	113	15	,	,	PUNCT
cet-14469	113	16	scale	scale	NOUN
cet-14469	113	17	-	-	PUNCT
cet-14469	113	18	up	up	NOUN
cet-14469	113	19	,	,	PUNCT
cet-14469	113	20	optimization	optimization	NOUN
cet-14469	113	21	,	,	PUNCT
cet-14469	113	22	and	and	CCONJ
cet-14469	113	23	techno	techno	NOUN
cet-14469	113	24	-	-	PUNCT
cet-14469	113	25	economic	economic	ADJ
cet-14469	113	26	assessment	assessment	NOUN
cet-14469	113	27	of	of	ADP
cet-14469	113	28	bioprocesses	bioprocesse	NOUN
cet-14469	113	29	is	be	AUX
cet-14469	113	30	proposed	propose	VERB
cet-14469	113	31	,	,	PUNCT
cet-14469	113	32	and	and	CCONJ
cet-14469	113	33	we	we	PRON
cet-14469	113	34	highlighted	highlight	VERB
cet-14469	113	35	the	the	DET
cet-14469	113	36	main	main	ADJ
cet-14469	113	37	challenges	challenge	NOUN
cet-14469	113	38	related	relate	VERB
cet-14469	113	39	to	to	ADP
cet-14469	113	40	the	the	DET
cet-14469	113	41	complex	complex	ADJ
cet-14469	113	42	nature	nature	NOUN
cet-14469	113	43	of	of	ADP
cet-14469	113	44	feedstocks	feedstock	NOUN
cet-14469	113	45	and	and	CCONJ
cet-14469	113	46	products	product	NOUN
cet-14469	113	47	as	as	ADV
cet-14469	113	48	well	well	ADV
cet-14469	113	49	as	as	ADP
cet-14469	113	50	unconventional	unconventional	ADJ
cet-14469	113	51	units	unit	NOUN
cet-14469	113	52	involved	involve	VERB
cet-14469	113	53	in	in	ADP
cet-14469	113	54	the	the	DET
cet-14469	113	55	biomass	biomass	NOUN
cet-14469	113	56	treatment	treatment	NOUN
cet-14469	113	57	.	.	PUNCT
cet-14469	114	1	this	this	DET
cet-14469	114	2	contribution	contribution	NOUN
cet-14469	114	3	showed	show	VERB
cet-14469	114	4	how	how	SCONJ
cet-14469	114	5	simplified	simplified	ADJ
cet-14469	114	6	(	(	PUNCT
cet-14469	114	7	i.e.	i.e.	X
cet-14469	114	8	,	,	PUNCT
cet-14469	114	9	shortcut	shortcut	NOUN
cet-14469	114	10	and	and	CCONJ
cet-14469	114	11	data	datum	NOUN
cet-14469	114	12	-	-	PUNCT
cet-14469	114	13	driven	drive	VERB
cet-14469	114	14	)	)	PUNCT
cet-14469	114	15	and	and	CCONJ
cet-14469	114	16	rigorous	rigorous	ADJ
cet-14469	114	17	models	model	NOUN
cet-14469	114	18	are	be	AUX
cet-14469	114	19	exploited	exploit	VERB
cet-14469	114	20	for	for	ADP
cet-14469	114	21	the	the	DET
cet-14469	114	22	characterisation	characterisation	NOUN
cet-14469	114	23	of	of	ADP
cet-14469	114	24	single	single	ADJ
cet-14469	114	25	-	-	PUNCT
cet-14469	114	26	unit	unit	NOUN
cet-14469	114	27	operation	operation	NOUN
cet-14469	114	28	and	and	CCONJ
cet-14469	114	29	then	then	ADV
cet-14469	114	30	effectively	effectively	ADV
cet-14469	114	31	combined	combine	VERB
cet-14469	114	32	into	into	ADP
cet-14469	114	33	an	an	DET
cet-14469	114	34	integrated	integrate	VERB
cet-14469	114	35	process	process	NOUN
cet-14469	114	36	simulation	simulation	NOUN
cet-14469	114	37	.	.	PUNCT
cet-14469	115	1	modelling	model	VERB
cet-14469	115	2	strategies	strategy	NOUN
cet-14469	115	3	must	must	AUX
cet-14469	115	4	be	be	AUX
cet-14469	115	5	tuned	tune	VERB
cet-14469	115	6	to	to	PART
cet-14469	115	7	reach	reach	VERB
cet-14469	115	8	the	the	DET
cet-14469	115	9	characterization	characterization	NOUN
cet-14469	115	10	level	level	NOUN
cet-14469	115	11	of	of	ADP
cet-14469	115	12	detail	detail	NOUN
cet-14469	115	13	required	require	VERB
cet-14469	115	14	for	for	ADP
cet-14469	115	15	a	a	DET
cet-14469	115	16	specific	specific	ADJ
cet-14469	115	17	process	process	NOUN
cet-14469	115	18	while	while	SCONJ
cet-14469	115	19	maintaining	maintain	VERB
cet-14469	115	20	a	a	DET
cet-14469	115	21	reasonable	reasonable	ADJ
cet-14469	115	22	computational	computational	ADJ
cet-14469	115	23	effort	effort	NOUN
cet-14469	115	24	.	.	PUNCT
cet-14469	116	1	this	this	DET
cet-14469	116	2	work	work	NOUN
cet-14469	116	3	describes	describe	VERB
cet-14469	116	4	how	how	SCONJ
cet-14469	116	5	the	the	DET
cet-14469	116	6	mentioned	mention	VERB
cet-14469	116	7	approaches	approach	NOUN
cet-14469	116	8	are	be	AUX
cet-14469	116	9	applied	apply	VERB
cet-14469	116	10	and	and	CCONJ
cet-14469	116	11	integrated	integrate	VERB
cet-14469	116	12	into	into	ADP
cet-14469	116	13	the	the	DET
cet-14469	116	14	specific	specific	ADJ
cet-14469	116	15	context	context	NOUN
cet-14469	116	16	of	of	ADP
cet-14469	116	17	two	two	NUM
cet-14469	116	18	projects	project	NOUN
cet-14469	116	19	(	(	PUNCT
cet-14469	116	20	i.e.	i.e.	X
cet-14469	116	21	,	,	PUNCT
cet-14469	116	22	valuable	valuable	ADJ
cet-14469	116	23	and	and	CCONJ
cet-14469	116	24	bio4fuels	bio4fuel	NOUN
cet-14469	116	25	)	)	PUNCT
cet-14469	116	26	where	where	SCONJ
cet-14469	116	27	the	the	DET
cet-14469	116	28	focus	focus	NOUN
cet-14469	116	29	is	be	AUX
cet-14469	116	30	on	on	ADP
cet-14469	116	31	biomass	biomass	NOUN
cet-14469	116	32	valorisation	valorisation	NOUN
cet-14469	116	33	.	.	PUNCT
cet-14469	117	1	in	in	ADP
cet-14469	117	2	both	both	DET
cet-14469	117	3	projects	project	NOUN
cet-14469	117	4	,	,	PUNCT
cet-14469	117	5	sintef	sintef	PROPN
cet-14469	117	6	handled	handle	VERB
cet-14469	117	7	the	the	DET
cet-14469	117	8	process	process	NOUN
cet-14469	117	9	design	design	NOUN
cet-14469	117	10	starting	start	VERB
cet-14469	117	11	from	from	ADP
cet-14469	117	12	lab	lab	NOUN
cet-14469	117	13	-	-	PUNCT
cet-14469	117	14	scale	scale	NOUN
cet-14469	117	15	data	datum	NOUN
cet-14469	117	16	(	(	PUNCT
cet-14469	117	17	from	from	ADP
cet-14469	117	18	batch	batch	NOUN
cet-14469	117	19	to	to	ADP
cet-14469	117	20	continuous	continuous	ADJ
cet-14469	117	21	scale	scale	NOUN
cet-14469	117	22	)	)	PUNCT
cet-14469	117	23	and	and	CCONJ
cet-14469	117	24	it	it	PRON
cet-14469	117	25	carried	carry	VERB
cet-14469	117	26	out	out	ADP
cet-14469	117	27	sub	sub	NOUN
cet-14469	117	28	-	-	NOUN
cet-14469	117	29	models	model	NOUN
cet-14469	117	30	'	'	PART
cet-14469	117	31	generation	generation	NOUN
cet-14469	117	32	,	,	PUNCT
cet-14469	117	33	integration	integration	NOUN
cet-14469	117	34	into	into	ADP
cet-14469	117	35	a	a	DET
cet-14469	117	36	single	single	ADJ
cet-14469	117	37	flowsheet	flowsheet	NOUN
cet-14469	117	38	,	,	PUNCT
cet-14469	117	39	up	up	ADJ
cet-14469	117	40	-	-	PUNCT
cet-14469	117	41	scale	scale	NOUN
cet-14469	117	42	,	,	PUNCT
cet-14469	117	43	and	and	CCONJ
cet-14469	117	44	optimization	optimization	NOUN
cet-14469	117	45	.	.	PUNCT
cet-14469	118	1	acknowledgements	acknowledgement	NOUN
cet-14469	118	2	the	the	DET
cet-14469	118	3	authors	author	NOUN
cet-14469	118	4	are	be	AUX
cet-14469	118	5	grateful	grateful	ADJ
cet-14469	118	6	to	to	PART
cet-14469	118	7	valuable	valuable	ADJ
cet-14469	118	8	(	(	PUNCT
cet-14469	118	9	grant	grant	NOUN
cet-14469	118	10	agreement	agreement	NOUN
cet-14469	118	11	no	no	DET
cet-14469	118	12	101059786	101059786	NUM
cet-14469	118	13	)	)	PUNCT
cet-14469	118	14	and	and	CCONJ
cet-14469	118	15	bio4fuel	bio4fuel	PROPN
cet-14469	118	16	(	(	PUNCT
cet-14469	118	17	grant	grant	VERB
cet-14469	118	18	no	no	DET
cet-14469	118	19	257622	257622	NUM
cet-14469	118	20	)	)	PUNCT
cet-14469	118	21	.	.	PUNCT
cet-14469	119	1	references	reference	NOUN
cet-14469	119	2	bio4fuels	bio4fuels	PROPN
cet-14469	119	3	,	,	PUNCT
cet-14469	119	4	https://www.nmbu.no/en/research/projects/bio4fuels	https://www.nmbu.no/en/research/projects/bio4fuel	NOUN
cet-14469	119	5	(	(	PUNCT
cet-14469	119	6	accessed	access	VERB
cet-14469	119	7	october	october	PROPN
cet-14469	119	8	7	7	NUM
cet-14469	119	9	,	,	PUNCT
cet-14469	119	10	2023	2023	NUM
cet-14469	119	11	)	)	PUNCT
cet-14469	119	12	.	.	PUNCT
cet-14469	120	1	bisotti	bisotti	PROPN
cet-14469	120	2	f.	f.	PROPN
cet-14469	120	3	,	,	PUNCT
cet-14469	120	4	gilardi	gilardi	NOUN
cet-14469	120	5	m.	m.	NOUN
cet-14469	120	6	,	,	PUNCT
cet-14469	120	7	berglihn	berglihn	VERB
cet-14469	120	8	o.t	o.t	PROPN
cet-14469	120	9	.	.	PROPN
cet-14469	120	10	,	,	PUNCT
cet-14469	120	11	tschentscher	tschentscher	PROPN
cet-14469	120	12	r.	r.	PROPN
cet-14469	120	13	,	,	PUNCT
cet-14469	120	14	eijsink	eijsink	VERB
cet-14469	120	15	v.g.h	v.g.h	PROPN
cet-14469	120	16	.	.	PUNCT
cet-14469	120	17	,	,	PUNCT
cet-14469	120	18	várnai	várnai	ADJ
cet-14469	120	19	a.	a.	NOUN
cet-14469	120	20	,	,	PUNCT
cet-14469	120	21	wittgens	wittgens	PROPN
cet-14469	120	22	b.	b.	PROPN
cet-14469	120	23	,	,	PUNCT
cet-14469	120	24	2023	2023	NUM
cet-14469	120	25	,	,	PUNCT
cet-14469	120	26	soft	soft	ADJ
cet-14469	120	27	modelling	modelling	NOUN
cet-14469	120	28	of	of	ADP
cet-14469	120	29	spruce	spruce	NOUN
cet-14469	120	30	conversion	conversion	NOUN
cet-14469	120	31	into	into	ADP
cet-14469	120	32	bio	bio	NOUN
cet-14469	120	33	-	-	NOUN
cet-14469	120	34	oil	oil	NOUN
cet-14469	120	35	through	through	ADP
cet-14469	120	36	pyrolysis	pyrolysis	NOUN
cet-14469	120	37	–	–	PUNCT
cet-14469	120	38	note	note	NOUN
cet-14469	120	39	ii	ii	NOUN
cet-14469	120	40	:	:	PUNCT
cet-14469	120	41	pyrolysis	pyrolysis	NOUN
cet-14469	120	42	,	,	PUNCT
cet-14469	120	43	in	in	ADP
cet-14469	120	44	:	:	PUNCT
cet-14469	120	45	a.c	a.c	PROPN
cet-14469	120	46	.	.	PROPN
cet-14469	120	47	kokossis	kokossis	PROPN
cet-14469	120	48	,	,	PUNCT
cet-14469	120	49	m.c	m.c	PROPN
cet-14469	120	50	.	.	PROPN
cet-14469	120	51	georgiadis	georgiadis	PROPN
cet-14469	120	52	,	,	PUNCT
cet-14469	120	53	e.	e.	PROPN
cet-14469	120	54	pistikopoulos	pistikopoulos	PROPN
cet-14469	120	55	(	(	PUNCT
cet-14469	120	56	eds	ed	NOUN
cet-14469	120	57	.	.	PUNCT
cet-14469	120	58	)	)	PUNCT
cet-14469	120	59	,	,	PUNCT
cet-14469	120	60	computer	computer	NOUN
cet-14469	120	61	aided	aid	VERB
cet-14469	120	62	chemical	chemical	NOUN
cet-14469	120	63	engineering	engineering	NOUN
cet-14469	120	64	,	,	PUNCT
cet-14469	120	65	elsevier	elsevier	NOUN
cet-14469	120	66	,	,	PUNCT
cet-14469	120	67	2023	2023	NUM
cet-14469	120	68	:	:	PUNCT
cet-14469	121	1	pp	pp	ADJ
cet-14469	121	2	.	.	PUNCT
cet-14469	122	1	769–774	769–774	NUM
cet-14469	122	2	.	.	PUNCT
cet-14469	123	1	caballero	caballero	PROPN
cet-14469	123	2	j.a	j.a	PROPN
cet-14469	123	3	.	.	PROPN
cet-14469	123	4	,	,	PUNCT
cet-14469	123	5	grossmann	grossmann	NOUN
cet-14469	123	6	i.e.	i.e.	X
cet-14469	123	7	,	,	PUNCT
cet-14469	123	8	2008	2008	NUM
cet-14469	123	9	,	,	PUNCT
cet-14469	123	10	an	an	DET
cet-14469	123	11	algorithm	algorithm	NOUN
cet-14469	123	12	for	for	ADP
cet-14469	123	13	the	the	DET
cet-14469	123	14	use	use	NOUN
cet-14469	123	15	of	of	ADP
cet-14469	123	16	surrogate	surrogate	ADJ
cet-14469	123	17	models	model	NOUN
cet-14469	123	18	in	in	ADP
cet-14469	123	19	modular	modular	ADJ
cet-14469	123	20	flowsheet	flowsheet	ADJ
cet-14469	123	21	optimization	optimization	NOUN
cet-14469	123	22	,	,	PUNCT
cet-14469	123	23	aiche	aiche	PROPN
cet-14469	123	24	journal	journal	PROPN
cet-14469	123	25	,	,	PUNCT
cet-14469	123	26	54	54	NUM
cet-14469	123	27	,	,	PUNCT
cet-14469	123	28	2633–2650	2633–2650	NUM
cet-14469	123	29	.	.	PUNCT
cet-14469	124	1	di	di	PROPN
cet-14469	124	2	pretoro	pretoro	PROPN
cet-14469	124	3	a.	a.	PROPN
cet-14469	124	4	,	,	PUNCT
cet-14469	124	5	d’iglio	d’iglio	PROPN
cet-14469	125	1	f.	f.	PROPN
cet-14469	125	2	,	,	PUNCT
cet-14469	125	3	manenti	manenti	PROPN
cet-14469	125	4	f.	f.	PROPN
cet-14469	125	5	,	,	PUNCT
cet-14469	125	6	2021	2021	NUM
cet-14469	125	7	,	,	PUNCT
cet-14469	125	8	optimal	optimal	ADJ
cet-14469	125	9	cleaning	cleaning	NOUN
cet-14469	125	10	cycle	cycle	NOUN
cet-14469	125	11	scheduling	scheduling	NOUN
cet-14469	125	12	under	under	ADP
cet-14469	125	13	uncertain	uncertain	ADJ
cet-14469	125	14	conditions	condition	NOUN
cet-14469	125	15	:	:	PUNCT
cet-14469	125	16	a	a	DET
cet-14469	125	17	flexibility	flexibility	NOUN
cet-14469	125	18	analysis	analysis	NOUN
cet-14469	125	19	on	on	ADP
cet-14469	125	20	heat	heat	NOUN
cet-14469	125	21	exchanger	exchanger	NOUN
cet-14469	125	22	fouling	fouling	NOUN
cet-14469	125	23	,	,	PUNCT
cet-14469	125	24	processes	process	NOUN
cet-14469	125	25	,	,	PUNCT
cet-14469	125	26	9	9	NUM
cet-14469	125	27	,	,	PUNCT
cet-14469	125	28	issue	issue	NOUN
cet-14469	125	29	1	1	NUM
cet-14469	125	30	,	,	PUNCT
cet-14469	125	31	1	1	NUM
cet-14469	125	32	-	-	SYM
cet-14469	125	33	18	18	NUM
cet-14469	125	34	.	.	PUNCT
cet-14469	125	35	dente	dente	NOUN
cet-14469	125	36	m.	m.	NOUN
cet-14469	125	37	,	,	PUNCT
cet-14469	125	38	bozzano	bozzano	PROPN
cet-14469	125	39	g.	g.	PROPN
cet-14469	125	40	,	,	PUNCT
cet-14469	125	41	faravelli	faravelli	PROPN
cet-14469	125	42	t.	t.	PROPN
cet-14469	125	43	,	,	PUNCT
cet-14469	125	44	marongiu	marongiu	PROPN
cet-14469	125	45	a.	a.	PROPN
cet-14469	125	46	,	,	PUNCT
cet-14469	125	47	pierucci	pierucci	PROPN
cet-14469	125	48	s.	s.	PROPN
cet-14469	125	49	,	,	PUNCT
cet-14469	125	50	ranzi	ranzi	PROPN
cet-14469	125	51	e.	e.	PROPN
cet-14469	125	52	,	,	PUNCT
cet-14469	125	53	2007	2007	NUM
cet-14469	125	54	,	,	PUNCT
cet-14469	125	55	kinetic	kinetic	ADJ
cet-14469	125	56	modelling	modelling	NOUN
cet-14469	125	57	of	of	ADP
cet-14469	125	58	pyrolysis	pyrolysis	NOUN
cet-14469	125	59	processes	process	NOUN
cet-14469	125	60	in	in	ADP
cet-14469	125	61	gas	gas	NOUN
cet-14469	125	62	and	and	CCONJ
cet-14469	125	63	condensed	condense	VERB
cet-14469	125	64	phase	phase	NOUN
cet-14469	125	65	,	,	PUNCT
cet-14469	125	66	in	in	ADP
cet-14469	125	67	:	:	PUNCT
cet-14469	125	68	g.b	g.b	PROPN
cet-14469	125	69	.	.	PROPN
cet-14469	125	70	marin	marin	PROPN
cet-14469	125	71	(	(	PUNCT
cet-14469	125	72	ed	ed	NOUN
cet-14469	125	73	.	.	PUNCT
cet-14469	125	74	)	)	PUNCT
cet-14469	125	75	,	,	PUNCT
cet-14469	125	76	advances	advance	NOUN
cet-14469	125	77	in	in	ADP
cet-14469	125	78	chemical	chemical	ADJ
cet-14469	125	79	engineering	engineering	NOUN
cet-14469	125	80	,	,	PUNCT
cet-14469	125	81	academic	academic	ADJ
cet-14469	125	82	press	press	NOUN
cet-14469	125	83	,	,	PUNCT
cet-14469	125	84	pp	pp	ADJ
cet-14469	125	85	.	.	PUNCT
cet-14469	126	1	51	51	NUM
cet-14469	126	2	–	–	SYM
cet-14469	126	3	166	166	NUM
cet-14469	126	4	.	.	PUNCT
cet-14469	127	1	dussan	dussan	PROPN
cet-14469	127	2	k.	k.	PROPN
cet-14469	127	3	,	,	PUNCT
cet-14469	127	4	dooley	dooley	PROPN
cet-14469	127	5	s.	s.	PROPN
cet-14469	127	6	,	,	PUNCT
cet-14469	127	7	monaghan	monaghan	PROPN
cet-14469	127	8	r.f.d	r.f.d	PROPN
cet-14469	127	9	.	.	PROPN
cet-14469	127	10	,	,	PUNCT
cet-14469	127	11	2019	2019	NUM
cet-14469	127	12	.	.	PUNCT
cet-14469	128	1	a	a	DET
cet-14469	128	2	model	model	NOUN
cet-14469	128	3	of	of	ADP
cet-14469	128	4	the	the	DET
cet-14469	128	5	chemical	chemical	NOUN
cet-14469	128	6	decomposition	decomposition	NOUN
cet-14469	128	7	and	and	CCONJ
cet-14469	128	8	pyrolysis	pyrolysis	NOUN
cet-14469	128	9	kinetics	kinetic	NOUN
cet-14469	128	10	of	of	ADP
cet-14469	128	11	lignin	lignin	NOUN
cet-14469	128	12	.	.	PUNCT
cet-14469	129	1	proceedings	proceeding	NOUN
cet-14469	129	2	of	of	ADP
cet-14469	129	3	the	the	DET
cet-14469	129	4	combustion	combustion	NOUN
cet-14469	129	5	institute	institute	NOUN
cet-14469	129	6	,	,	PUNCT
cet-14469	129	7	37(3	37(3	PROPN
cet-14469	129	8	)	)	PUNCT
cet-14469	129	9	,	,	PUNCT
cet-14469	129	10	2697	2697	NUM
cet-14469	129	11	-	-	SYM
cet-14469	129	12	2704	2704	NUM
cet-14469	129	13	.	.	PUNCT
cet-14469	130	1	galeazzi	galeazzi	ADJ
cet-14469	130	2	a.	a.	NOUN
cet-14469	130	3	,	,	PUNCT
cet-14469	130	4	de	de	PROPN
cet-14469	130	5	fusco	fusco	PROPN
cet-14469	130	6	f.	f.	PROPN
cet-14469	130	7	,	,	PUNCT
cet-14469	130	8	prifti	prifti	PROPN
cet-14469	130	9	k.	k.	PROPN
cet-14469	130	10	,	,	PUNCT
cet-14469	130	11	gallo	gallo	PROPN
cet-14469	130	12	f.	f.	PROPN
cet-14469	130	13	,	,	PUNCT
cet-14469	130	14	biegler	biegler	PROPN
cet-14469	130	15	l.	l.	PROPN
cet-14469	130	16	,	,	PUNCT
cet-14469	130	17	manenti	manenti	PROPN
cet-14469	130	18	f.	f.	PROPN
cet-14469	130	19	,	,	PUNCT
cet-14469	130	20	2024	2024	NUM
cet-14469	130	21	,	,	PUNCT
cet-14469	130	22	predicting	predict	VERB
cet-14469	130	23	the	the	DET
cet-14469	130	24	performance	performance	NOUN
cet-14469	130	25	of	of	ADP
cet-14469	130	26	an	an	DET
cet-14469	130	27	industrial	industrial	ADJ
cet-14469	130	28	furnace	furnace	NOUN
cet-14469	130	29	using	use	VERB
cet-14469	130	30	gaussian	gaussian	ADJ
cet-14469	130	31	process	process	NOUN
cet-14469	130	32	and	and	CCONJ
cet-14469	130	33	linear	linear	PROPN
cet-14469	130	34	regression	regression	NOUN
cet-14469	130	35	:	:	PUNCT
cet-14469	130	36	a	a	DET
cet-14469	130	37	comparison	comparison	NOUN
cet-14469	130	38	,	,	PUNCT
cet-14469	130	39	computer	computer	NOUN
cet-14469	130	40	and	and	CCONJ
cet-14469	130	41	chemical	chemical	PROPN
cet-14469	130	42	engineering	engineering	NOUN
cet-14469	130	43	,	,	PUNCT
cet-14469	130	44	181	181	NUM
cet-14469	130	45	,	,	PUNCT
cet-14469	130	46	108513	108513	NUM
cet-14469	130	47	.	.	PUNCT
cet-14469	131	1	gilardi	gilardi	PROPN
cet-14469	131	2	m.	m.	PROPN
cet-14469	131	3	,	,	PUNCT
cet-14469	131	4	bisotti	bisotti	PROPN
cet-14469	131	5	f.	f.	PROPN
cet-14469	131	6	,	,	PUNCT
cet-14469	131	7	berglihn	berglihn	VERB
cet-14469	131	8	o.t	o.t	PROPN
cet-14469	131	9	.	.	PROPN
cet-14469	131	10	,	,	PUNCT
cet-14469	131	11	tschentscher	tschentscher	PROPN
cet-14469	131	12	r.	r.	PROPN
cet-14469	131	13	,	,	PUNCT
cet-14469	131	14	eijsink	eijsink	VERB
cet-14469	131	15	v.g.h	v.g.h	PROPN
cet-14469	131	16	.	.	PUNCT
cet-14469	131	17	,	,	PUNCT
cet-14469	131	18	várnai	várnai	ADJ
cet-14469	131	19	a.	a.	NOUN
cet-14469	131	20	,	,	PUNCT
cet-14469	131	21	wittgens	wittgens	PROPN
cet-14469	131	22	b.	b.	PROPN
cet-14469	131	23	,	,	PUNCT
cet-14469	131	24	2023	2023	NUM
cet-14469	131	25	,	,	PUNCT
cet-14469	131	26	soft	soft	ADJ
cet-14469	131	27	modelling	modelling	NOUN
cet-14469	131	28	of	of	ADP
cet-14469	131	29	spruce	spruce	NOUN
cet-14469	131	30	conversion	conversion	NOUN
cet-14469	131	31	into	into	ADP
cet-14469	131	32	bio	bio	NOUN
cet-14469	131	33	-	-	NOUN
cet-14469	131	34	oil	oil	NOUN
cet-14469	131	35	through	through	ADP
cet-14469	131	36	pyrolysis	pyrolysis	NOUN
cet-14469	131	37	–	–	PUNCT
cet-14469	131	38	note	note	VERB
cet-14469	131	39	i	i	PRON
cet-14469	131	40	:	:	PUNCT
cet-14469	131	41	steam	steam	NOUN
cet-14469	131	42	explosion	explosion	NOUN
cet-14469	131	43	and	and	CCONJ
cet-14469	131	44	lpmo	lpmo	NOUN
cet-14469	131	45	-	-	PUNCT
cet-14469	131	46	activated	activate	VERB
cet-14469	131	47	enzymatic	enzymatic	ADJ
cet-14469	131	48	saccharification	saccharification	NOUN
cet-14469	131	49	,	,	PUNCT
cet-14469	131	50	in	in	ADP
cet-14469	131	51	:	:	PUNCT
cet-14469	131	52	a.c	a.c	PROPN
cet-14469	131	53	.	.	PROPN
cet-14469	131	54	kokossis	kokossis	PROPN
cet-14469	131	55	,	,	PUNCT
cet-14469	131	56	m.c	m.c	PROPN
cet-14469	131	57	.	.	PROPN
cet-14469	131	58	georgiadis	georgiadis	PROPN
cet-14469	131	59	,	,	PUNCT
cet-14469	131	60	e.	e.	PROPN
cet-14469	131	61	pistikopoulos	pistikopoulos	PROPN
cet-14469	131	62	(	(	PUNCT
cet-14469	131	63	eds	ed	NOUN
cet-14469	131	64	.	.	PUNCT
cet-14469	131	65	)	)	PUNCT
cet-14469	131	66	,	,	PUNCT
cet-14469	131	67	computer	computer	NOUN
cet-14469	131	68	aided	aid	VERB
cet-14469	131	69	chemical	chemical	NOUN
cet-14469	131	70	engineering	engineering	NOUN
cet-14469	131	71	,	,	PUNCT
cet-14469	131	72	elsevier	elsevier	NOUN
cet-14469	131	73	,	,	PUNCT
cet-14469	131	74	2023	2023	NUM
cet-14469	131	75	:	:	PUNCT
cet-14469	132	1	pp	pp	ADP
cet-14469	132	2	.	.	PUNCT
cet-14469	133	1	757–762	757–762	NUM
cet-14469	133	2	.	.	PUNCT
cet-14469	134	1	humbird	humbird	PROPN
cet-14469	134	2	d.	d.	PROPN
cet-14469	134	3	,	,	PUNCT
cet-14469	134	4	davis	davis	PROPN
cet-14469	134	5	r.	r.	PROPN
cet-14469	134	6	,	,	PUNCT
cet-14469	134	7	tao	tao	PROPN
cet-14469	134	8	l.	l.	PROPN
cet-14469	134	9	,	,	PUNCT
cet-14469	134	10	kinchin	kinchin	PROPN
cet-14469	134	11	c.	c.	PROPN
cet-14469	134	12	,	,	PUNCT
cet-14469	134	13	hsu	hsu	PROPN
cet-14469	134	14	d.	d.	PROPN
cet-14469	134	15	,	,	PUNCT
cet-14469	134	16	aden	aden	PROPN
cet-14469	134	17	a.	a.	PROPN
cet-14469	134	18	,	,	PUNCT
cet-14469	134	19	schoen	schoen	PROPN
cet-14469	134	20	p.	p.	NOUN
cet-14469	134	21	,	,	PUNCT
cet-14469	134	22	lukas	lukas	PROPN
cet-14469	134	23	j.	j.	PROPN
cet-14469	134	24	,	,	PUNCT
cet-14469	134	25	olthof	olthof	PROPN
cet-14469	134	26	b.	b.	PROPN
cet-14469	134	27	,	,	PUNCT
cet-14469	134	28	worley	worley	PROPN
cet-14469	134	29	m.	m.	PROPN
cet-14469	134	30	,	,	PUNCT
cet-14469	134	31	sexton	sexton	PROPN
cet-14469	134	32	d.	d.	PROPN
cet-14469	134	33	,	,	PUNCT
cet-14469	134	34	dudgeon	dudgeon	PROPN
cet-14469	134	35	d.	d.	PROPN
cet-14469	134	36	,	,	PUNCT
cet-14469	134	37	2011	2011	NUM
cet-14469	134	38	,	,	PUNCT
cet-14469	134	39	process	process	NOUN
cet-14469	134	40	design	design	NOUN
cet-14469	134	41	and	and	CCONJ
cet-14469	134	42	economics	economic	NOUN
cet-14469	134	43	for	for	ADP
cet-14469	134	44	biochemical	biochemical	ADJ
cet-14469	134	45	conversion	conversion	NOUN
cet-14469	134	46	of	of	ADP
cet-14469	134	47	lignocellulosic	lignocellulosic	ADJ
cet-14469	134	48	biomass	biomass	NOUN
cet-14469	134	49	to	to	ADP
cet-14469	134	50	ethanol	ethanol	NOUN
cet-14469	134	51	:	:	PUNCT
cet-14469	134	52	dilute	dilute	NOUN
cet-14469	134	53	-	-	PUNCT
cet-14469	134	54	acid	acid	NOUN
cet-14469	134	55	pretreatment	pretreatment	NOUN
cet-14469	134	56	and	and	CCONJ
cet-14469	134	57	enzymatic	enzymatic	ADJ
cet-14469	134	58	hydrolysis	hydrolysis	NOUN
cet-14469	134	59	of	of	ADP
cet-14469	134	60	corn	corn	NOUN
cet-14469	134	61	stover	stover	NOUN
cet-14469	134	62	.	.	PUNCT
cet-14469	135	1	nrel	nrel	NOUN
cet-14469	135	2	technical	technical	ADJ
cet-14469	135	3	report	report	NOUN
cet-14469	135	4	nrel	nrel	NOUN
cet-14469	135	5	/	/	SYM
cet-14469	135	6	tp-510047764	tp-510047764	NOUN
cet-14469	135	7	.	.	PUNCT
cet-14469	136	1	hansen	hansen	PROPN
cet-14469	136	2	l.d	l.d	PROPN
cet-14469	136	3	.	.	PROPN
cet-14469	136	4	,	,	PUNCT
cet-14469	136	5	østensen	østensen	NOUN
cet-14469	136	6	m.	m.	NOUN
cet-14469	136	7	,	,	PUNCT
cet-14469	136	8	arstad	arstad	PROPN
cet-14469	136	9	b.	b.	PROPN
cet-14469	136	10	,	,	PUNCT
cet-14469	136	11	tschentscher	tschentscher	PROPN
cet-14469	136	12	r.	r.	PROPN
cet-14469	136	13	,	,	PUNCT
cet-14469	136	14	eijsink	eijsink	VERB
cet-14469	136	15	v.g.h	v.g.h	PROPN
cet-14469	136	16	.	.	PUNCT
cet-14469	136	17	,	,	PUNCT
cet-14469	136	18	horn	horn	PROPN
cet-14469	136	19	s.j	s.j	PROPN
cet-14469	136	20	.	.	PROPN
cet-14469	136	21	,	,	PUNCT
cet-14469	136	22	várnai	várnai	ADJ
cet-14469	136	23	a.	a.	NOUN
cet-14469	136	24	,	,	PUNCT
cet-14469	136	25	2022	2022	NUM
cet-14469	136	26	,	,	PUNCT
cet-14469	136	27	2	2	NUM
cet-14469	136	28	-	-	PUNCT
cet-14469	136	29	naphthol	naphthol	NOUN
cet-14469	136	30	impregnation	impregnation	NOUN
cet-14469	136	31	prior	prior	ADV
cet-14469	136	32	to	to	ADP
cet-14469	136	33	steam	steam	NOUN
cet-14469	136	34	explosion	explosion	NOUN
cet-14469	136	35	promotes	promote	VERB
cet-14469	136	36	lpmo	lpmo	NOUN
cet-14469	136	37	-	-	PUNCT
cet-14469	136	38	assisted	assist	VERB
cet-14469	136	39	enzymatic	enzymatic	ADJ
cet-14469	136	40	saccharification	saccharification	NOUN
cet-14469	136	41	of	of	ADP
cet-14469	136	42	spruce	spruce	NOUN
cet-14469	136	43	and	and	CCONJ
cet-14469	136	44	yields	yield	NOUN
cet-14469	136	45	high	high	ADJ
cet-14469	136	46	-	-	PUNCT
cet-14469	136	47	purity	purity	NOUN
cet-14469	136	48	lignin	lignin	NOUN
cet-14469	136	49	.	.	PUNCT
cet-14469	137	1	acs	acs	PROPN
cet-14469	137	2	sustainable	sustainable	ADJ
cet-14469	137	3	chemistry	chemistry	NOUN
cet-14469	137	4	&	&	CCONJ
cet-14469	137	5	engineering	engineering	PROPN
cet-14469	137	6	,	,	PUNCT
cet-14469	137	7	10	10	NUM
cet-14469	137	8	,	,	PUNCT
cet-14469	137	9	issue	issue	NOUN
cet-14469	137	10	16	16	NUM
cet-14469	137	11	,	,	PUNCT
cet-14469	137	12	5233	5233	NUM
cet-14469	137	13	-	-	SYM
cet-14469	137	14	5242	5242	NUM
cet-14469	137	15	.	.	PUNCT
cet-14469	138	1	henao	henao	PROPN
cet-14469	138	2	c.a	c.a	PROPN
cet-14469	138	3	.	.	PROPN
cet-14469	138	4	,	,	PUNCT
cet-14469	138	5	maravelias	maravelias	PROPN
cet-14469	138	6	c.t	c.t	PROPN
cet-14469	138	7	.	.	PROPN
cet-14469	138	8	,	,	PUNCT
cet-14469	138	9	2011	2011	NUM
cet-14469	138	10	,	,	PUNCT
cet-14469	138	11	surrogate	surrogate	NOUN
cet-14469	138	12	-	-	PUNCT
cet-14469	138	13	based	base	VERB
cet-14469	138	14	superstructure	superstructure	NOUN
cet-14469	138	15	optimization	optimization	NOUN
cet-14469	138	16	framework	framework	NOUN
cet-14469	138	17	.	.	PUNCT
cet-14469	139	1	aiche	aiche	PROPN
cet-14469	139	2	journal	journal	PROPN
cet-14469	139	3	,	,	PUNCT
cet-14469	139	4	57	57	NUM
cet-14469	139	5	,	,	PUNCT
cet-14469	139	6	1216–1232	1216–1232	NUM
cet-14469	139	7	.	.	PUNCT
cet-14469	140	1	martín	martín	PROPN
cet-14469	140	2	m.	m.	PROPN
cet-14469	140	3	,	,	PUNCT
cet-14469	140	4	taifouris	taifouris	PROPN
cet-14469	140	5	m.	m.	NOUN
cet-14469	140	6	,	,	PUNCT
cet-14469	140	7	galán	galán	PROPN
cet-14469	140	8	g.	g.	PROPN
cet-14469	140	9	,	,	PUNCT
cet-14469	140	10	2023	2023	NUM
cet-14469	140	11	,	,	PUNCT
cet-14469	140	12	lignocellulosic	lignocellulosic	ADJ
cet-14469	140	13	biorefineries	biorefinerie	NOUN
cet-14469	140	14	:	:	PUNCT
cet-14469	140	15	a	a	DET
cet-14469	140	16	multiscale	multiscale	ADJ
cet-14469	140	17	approach	approach	NOUN
cet-14469	140	18	for	for	ADP
cet-14469	140	19	resource	resource	NOUN
cet-14469	140	20	exploitation	exploitation	NOUN
cet-14469	140	21	.	.	PUNCT
cet-14469	141	1	bioresources	bioresource	NOUN
cet-14469	141	2	technology	technology	PROPN
cet-14469	141	3	,	,	PUNCT
cet-14469	141	4	385	385	NUM
cet-14469	141	5	,	,	PUNCT
cet-14469	141	6	129397	129397	NUM
cet-14469	141	7	martín	martín	NOUN
cet-14469	141	8	m.	m.	NOUN
cet-14469	141	9	,	,	PUNCT
cet-14469	141	10	grossmann	grossmann	NOUN
cet-14469	141	11	i.e.	i.e.	ADV
cet-14469	141	12	,	,	PUNCT
cet-14469	141	13	2012	2012	NUM
cet-14469	141	14	,	,	PUNCT
cet-14469	141	15	simultaneous	simultaneous	ADJ
cet-14469	141	16	optimization	optimization	NOUN
cet-14469	141	17	and	and	CCONJ
cet-14469	141	18	heat	heat	NOUN
cet-14469	141	19	integration	integration	NOUN
cet-14469	141	20	for	for	ADP
cet-14469	141	21	biodiesel	biodiesel	NOUN
cet-14469	141	22	production	production	NOUN
cet-14469	141	23	from	from	ADP
cet-14469	141	24	cooking	cook	VERB
cet-14469	141	25	oil	oil	NOUN
cet-14469	141	26	and	and	CCONJ
cet-14469	141	27	algae	algae	NOUN
cet-14469	141	28	.	.	PUNCT
cet-14469	142	1	industrial	industrial	PROPN
cet-14469	142	2	&	&	CCONJ
cet-14469	142	3	engineering	engineer	VERB
cet-14469	142	4	chemistry	chemistry	NOUN
cet-14469	142	5	research	research	NOUN
cet-14469	142	6	,	,	PUNCT
cet-14469	142	7	51	51	NUM
cet-14469	142	8	,	,	PUNCT
cet-14469	142	9	7998–8014	7998–8014	NUM
cet-14469	142	10	.	.	PUNCT
cet-14469	143	1	quirino	quirino	PROPN
cet-14469	143	2	p.p.s	p.p.s	PROPN
cet-14469	143	3	.	.	PROPN
cet-14469	143	4	,	,	PUNCT
cet-14469	143	5	amaral	amaral	PROPN
cet-14469	143	6	a.f	a.f	PROPN
cet-14469	143	7	.	.	PROPN
cet-14469	143	8	,	,	PUNCT
cet-14469	143	9	manenti	manenti	PROPN
cet-14469	143	10	f.	f.	PROPN
cet-14469	143	11	,	,	PUNCT
cet-14469	143	12	pontes	pontes	PROPN
cet-14469	143	13	k.v	k.v	PROPN
cet-14469	143	14	.	.	PROPN
cet-14469	143	15	,	,	PUNCT
cet-14469	143	16	2022	2022	NUM
cet-14469	143	17	,	,	PUNCT
cet-14469	143	18	mapping	mapping	NOUN
cet-14469	143	19	and	and	CCONJ
cet-14469	143	20	optimization	optimization	NOUN
cet-14469	143	21	of	of	ADP
cet-14469	143	22	an	an	DET
cet-14469	143	23	industrial	industrial	ADJ
cet-14469	143	24	steam	steam	NOUN
cet-14469	143	25	methane	methane	NOUN
cet-14469	143	26	reformer	reformer	NOUN
cet-14469	143	27	by	by	ADP
cet-14469	143	28	the	the	DET
cet-14469	143	29	design	design	NOUN
cet-14469	143	30	of	of	ADP
cet-14469	143	31	experiments	experiment	NOUN
cet-14469	143	32	(	(	PUNCT
cet-14469	143	33	doe	doe	NOUN
cet-14469	143	34	)	)	PUNCT
cet-14469	143	35	,	,	PUNCT
cet-14469	143	36	chemical	chemical	NOUN
cet-14469	143	37	engineering	engineering	NOUN
cet-14469	143	38	research	research	NOUN
cet-14469	143	39	and	and	CCONJ
cet-14469	143	40	design	design	NOUN
cet-14469	143	41	,	,	PUNCT
cet-14469	143	42	184	184	NUM
cet-14469	143	43	,	,	PUNCT
cet-14469	143	44	349	349	NUM
cet-14469	143	45	-	-	SYM
cet-14469	143	46	365	365	NUM
cet-14469	143	47	.	.	PUNCT
cet-14469	144	1	ranzi	ranzi	PROPN
cet-14469	144	2	e.	e.	PROPN
cet-14469	144	3	,	,	PUNCT
cet-14469	144	4	cuoci	cuoci	PROPN
cet-14469	144	5	a.	a.	PROPN
cet-14469	144	6	,	,	PUNCT
cet-14469	144	7	faravelli	faravelli	PROPN
cet-14469	144	8	t.	t.	PROPN
cet-14469	144	9	,	,	PUNCT
cet-14469	144	10	frassoldati	frassoldati	PROPN
cet-14469	144	11	a.	a.	PROPN
cet-14469	144	12	,	,	PUNCT
cet-14469	144	13	migliavacca	migliavacca	PROPN
cet-14469	144	14	g.	g.	PROPN
cet-14469	144	15	,	,	PUNCT
cet-14469	144	16	pierucci	pierucci	PROPN
cet-14469	144	17	s.	s.	PROPN
cet-14469	144	18	,	,	PUNCT
cet-14469	144	19	sommariva	sommariva	PROPN
cet-14469	144	20	s.	s.	PROPN
cet-14469	144	21	,	,	PUNCT
cet-14469	144	22	2008	2008	NUM
cet-14469	144	23	.	.	PUNCT
cet-14469	145	1	chemical	chemical	ADJ
cet-14469	145	2	kinetics	kinetic	NOUN
cet-14469	145	3	of	of	ADP
cet-14469	145	4	biomass	biomass	NOUN
cet-14469	145	5	pyrolysis	pyrolysis	NOUN
cet-14469	145	6	.	.	PUNCT
cet-14469	146	1	energy	energy	NOUN
cet-14469	146	2	&	&	CCONJ
cet-14469	146	3	fuel	fuel	PROPN
cet-14469	146	4	,	,	PUNCT
cet-14469	146	5	22(6	22(6	NUM
cet-14469	146	6	)	)	PUNCT
cet-14469	146	7	,	,	PUNCT
cet-14469	146	8	4292	4292	NUM
cet-14469	146	9	-	-	SYM
cet-14469	146	10	4300	4300	NUM
cet-14469	146	11	.	.	PUNCT
cet-14469	147	1	valuable	valuable	ADJ
cet-14469	147	2	,	,	PUNCT
cet-14469	147	3	https://valuable-project.eu/	https://valuable-project.eu/	PROPN
cet-14469	147	4	(	(	PUNCT
cet-14469	147	5	accessed	access	VERB
cet-14469	147	6	october	october	PROPN
cet-14469	147	7	7	7	NUM
cet-14469	147	8	,	,	PUNCT
cet-14469	147	9	2023	2023	NUM
cet-14469	147	10	)	)	PUNCT
cet-14469	147	11	velidandi	velidandi	VERB
cet-14469	147	12	a.	a.	NOUN
cet-14469	147	13	,	,	PUNCT
cet-14469	147	14	gandam	gandam	PROPN
cet-14469	147	15	p.k	p.k	PROPN
cet-14469	147	16	.	.	PROPN
cet-14469	147	17	,	,	PUNCT
cet-14469	147	18	chinta	chinta	VERB
cet-14469	147	19	m.l	m.l	PROPN
cet-14469	147	20	.	.	PROPN
cet-14469	147	21	,	,	PUNCT
cet-14469	147	22	konakanchi	konakanchi	PROPN
cet-14469	147	23	s.	s.	PROPN
cet-14469	147	24	,	,	PUNCT
cet-14469	147	25	bhavanam	bhavanam	PROPN
cet-14469	147	26	a.r	a.r	PROPN
cet-14469	147	27	.	.	PROPN
cet-14469	147	28	,	,	PUNCT
cet-14469	147	29	baadhe	baadhe	PROPN
cet-14469	147	30	r.r	r.r	PROPN
cet-14469	147	31	.	.	PROPN
cet-14469	147	32	,	,	PUNCT
cet-14469	147	33	sharma	sharma	PROPN
cet-14469	147	34	m.	m.	PROPN
cet-14469	147	35	,	,	PUNCT
cet-14469	147	36	gaffey	gaffey	PROPN
cet-14469	147	37	j.	j.	PROPN
cet-14469	147	38	,	,	PUNCT
cet-14469	147	39	nguyen	nguyen	PROPN
cet-14469	147	40	q.d	q.d	PROPN
cet-14469	147	41	.	.	PROPN
cet-14469	147	42	,	,	PUNCT
cet-14469	147	43	gupta	gupta	PROPN
cet-14469	147	44	v.k	v.k	PROPN
cet-14469	147	45	.	.	PROPN
cet-14469	147	46	,	,	PUNCT
cet-14469	147	47	2023	2023	NUM
cet-14469	147	48	,	,	PUNCT
cet-14469	147	49	state	state	NOUN
cet-14469	147	50	-	-	PUNCT
cet-14469	147	51	of	of	ADP
cet-14469	147	52	-	-	PUNCT
cet-14469	147	53	the	the	DET
cet-14469	147	54	-	-	PUNCT
cet-14469	147	55	art	art	NOUN
cet-14469	147	56	and	and	CCONJ
cet-14469	147	57	future	future	ADJ
cet-14469	147	58	directions	direction	NOUN
cet-14469	147	59	of	of	ADP
cet-14469	147	60	machine	machine	NOUN
cet-14469	147	61	learning	learn	VERB
cet-14469	147	62	for	for	ADP
cet-14469	147	63	biomass	biomass	NOUN
cet-14469	147	64	characterization	characterization	NOUN
cet-14469	147	65	and	and	CCONJ
cet-14469	147	66	for	for	ADP
cet-14469	147	67	sustainable	sustainable	ADJ
cet-14469	147	68	biorefinery	biorefinery	NOUN
cet-14469	147	69	,	,	PUNCT
cet-14469	147	70	journal	journal	NOUN
cet-14469	147	71	of	of	ADP
cet-14469	147	72	energy	energy	NOUN
cet-14469	147	73	chemistry	chemistry	NOUN
cet-14469	147	74	,	,	PUNCT
cet-14469	147	75	81	81	NUM
cet-14469	147	76	,	,	PUNCT
cet-14469	147	77	42–63	42–63	NUM
cet-14469	147	78	.	.	NOUN
cet-14469	147	79	276	276	NUM
cet-14469	147	80	90gilardi.pdf	90gilardi.pdf	NUM
cet-14469	147	81	modelling	modelling	NOUN
cet-14469	147	82	of	of	ADP
cet-14469	147	83	biomass	biomass	NOUN
cet-14469	147	84	-	-	PUNCT
cet-14469	147	85	to	to	ADP
cet-14469	147	86	-	-	PUNCT
cet-14469	147	87	x	x	NOUN
cet-14469	147	88	:	:	PUNCT
cet-14469	147	89	challenges	challenge	NOUN
cet-14469	147	90	and	and	CCONJ
cet-14469	147	91	strategies	strategy	NOUN