id	sid	tid	token	lemma	pos
cet-13174	1	1	cet	cet	PROPN
cet-13174	1	2	vol	vol	NOUN
cet-13174	1	3	99	99	NUM
cet-13174	1	4	doi	doi	NOUN
cet-13174	1	5	:	:	PUNCT
cet-13174	1	6	10.3303	10.3303	NUM
cet-13174	1	7	/	/	SYM
cet-13174	1	8	cet2399096	cet2399096	ADJ
cet-13174	1	9	paper	paper	NOUN
cet-13174	1	10	received	receive	VERB
cet-13174	1	11	:	:	PUNCT
cet-13174	1	12	26	26	NUM
cet-13174	1	13	january	january	PROPN
cet-13174	1	14	2023	2023	NUM
cet-13174	1	15	;	;	PUNCT
cet-13174	1	16	revised	revise	VERB
cet-13174	1	17	:	:	PUNCT
cet-13174	1	18	15	15	NUM
cet-13174	1	19	march	march	NOUN
cet-13174	1	20	2023	2023	NUM
cet-13174	1	21	;	;	PUNCT
cet-13174	1	22	accepted	accept	VERB
cet-13174	1	23	:	:	PUNCT
cet-13174	1	24	3	3	NUM
cet-13174	1	25	may	may	AUX
cet-13174	1	26	2023	2023	NUM
cet-13174	1	27	please	please	INTJ
cet-13174	1	28	cite	cite	VERB
cet-13174	1	29	this	this	DET
cet-13174	1	30	article	article	NOUN
cet-13174	1	31	as	as	ADP
cet-13174	1	32	:	:	PUNCT
cet-13174	1	33	lisci	lisci	PROPN
cet-13174	1	34	s.	s.	PROPN
cet-13174	1	35	,	,	PUNCT
cet-13174	1	36	mais	mais	PROPN
cet-13174	1	37	l.	l.	PROPN
cet-13174	1	38	,	,	PUNCT
cet-13174	1	39	corda	corda	PROPN
cet-13174	1	40	a.	a.	PROPN
cet-13174	1	41	,	,	PUNCT
cet-13174	1	42	tronci	tronci	PROPN
cet-13174	1	43	s.	s.	PROPN
cet-13174	1	44	,	,	PUNCT
cet-13174	1	45	errico	errico	PROPN
cet-13174	1	46	m.	m.	PROPN
cet-13174	1	47	,	,	PUNCT
cet-13174	1	48	grosso	grosso	PROPN
cet-13174	1	49	m.	m.	NOUN
cet-13174	1	50	,	,	PUNCT
cet-13174	1	51	2023	2023	NUM
cet-13174	1	52	,	,	PUNCT
cet-13174	1	53	chemometric	chemometric	ADJ
cet-13174	1	54	models	model	NOUN
cet-13174	1	55	applied	apply	VERB
cet-13174	1	56	to	to	ADP
cet-13174	1	57	raman	raman	NOUN
cet-13174	1	58	spectroscopy	spectroscopy	NOUN
cet-13174	1	59	for	for	ADP
cet-13174	1	60	bioprocess	bioprocess	NOUN
cet-13174	1	61	monitoring	monitoring	NOUN
cet-13174	1	62	,	,	PUNCT
cet-13174	1	63	chemical	chemical	NOUN
cet-13174	1	64	engineering	engineering	NOUN
cet-13174	1	65	transactions	transaction	NOUN
cet-13174	1	66	,	,	PUNCT
cet-13174	1	67	99	99	NUM
cet-13174	1	68	,	,	PUNCT
cet-13174	1	69	571	571	NUM
cet-13174	1	70	-	-	SYM
cet-13174	1	71	576	576	NUM
cet-13174	1	72	doi:10.3303	doi:10.3303	NOUN
cet-13174	1	73	/	/	SYM
cet-13174	1	74	cet2399096	cet2399096	ADJ
cet-13174	1	75	chemical	chemical	NOUN
cet-13174	1	76	engineering	engineering	NOUN
cet-13174	1	77	transactions	transaction	NOUN
cet-13174	1	78	vol	vol	NOUN
cet-13174	1	79	.	.	PROPN
cet-13174	2	1	99	99	NUM
cet-13174	2	2	,	,	PUNCT
cet-13174	2	3	2023	2023	NUM
cet-13174	2	4	a	a	DET
cet-13174	2	5	publication	publication	NOUN
cet-13174	2	6	of	of	ADP
cet-13174	2	7	the	the	DET
cet-13174	2	8	italian	italian	ADJ
cet-13174	2	9	association	association	NOUN
cet-13174	2	10	of	of	ADP
cet-13174	2	11	chemical	chemical	PROPN
cet-13174	2	12	engineering	engineering	NOUN
cet-13174	2	13	online	online	ADV
cet-13174	2	14	at	at	ADP
cet-13174	2	15	www.cetjournal.it	www.cetjournal.it	PROPN
cet-13174	2	16	guest	guest	NOUN
cet-13174	2	17	editors	editor	NOUN
cet-13174	2	18	:	:	PUNCT
cet-13174	2	19	sauro	sauro	PROPN
cet-13174	2	20	pierucci	pierucci	PROPN
cet-13174	2	21	,	,	PUNCT
cet-13174	2	22	flavio	flavio	PROPN
cet-13174	2	23	manenti	manenti	VERB
cet-13174	2	24	copyright	copyright	NOUN
cet-13174	2	25	©	©	PROPN
cet-13174	2	26	2023	2023	NUM
cet-13174	2	27	,	,	PUNCT
cet-13174	2	28	aidic	aidic	ADJ
cet-13174	2	29	servizi	servizi	PROPN
cet-13174	2	30	s.r.l	s.r.l	PROPN
cet-13174	2	31	.	.	PUNCT
cet-13174	3	1	isbn	isbn	ADJ
cet-13174	3	2	978	978	NUM
cet-13174	3	3	-	-	SYM
cet-13174	3	4	88	88	NUM
cet-13174	3	5	-	-	PUNCT
cet-13174	3	6	95608	95608	NUM
cet-13174	3	7	-	-	PUNCT
cet-13174	3	8	98	98	NUM
cet-13174	3	9	-	-	SYM
cet-13174	3	10	3	3	NUM
cet-13174	3	11	;	;	PUNCT
cet-13174	3	12	issn	issn	PROPN
cet-13174	3	13	2283	2283	NUM
cet-13174	3	14	-	-	SYM
cet-13174	3	15	9216	9216	NUM
cet-13174	3	16	chemometric	chemometric	ADJ
cet-13174	3	17	models	model	NOUN
cet-13174	3	18	applied	apply	VERB
cet-13174	3	19	to	to	ADP
cet-13174	3	20	raman	raman	NOUN
cet-13174	3	21	spectroscopy	spectroscopy	NOUN
cet-13174	3	22	for	for	ADP
cet-13174	3	23	bioprocess	bioprocess	NOUN
cet-13174	3	24	monitoring	monitor	VERB
cet-13174	3	25	silvia	silvia	ADJ
cet-13174	3	26	liscia	liscia	NOUN
cet-13174	3	27	,	,	PUNCT
cet-13174	3	28	laura	laura	NOUN
cet-13174	3	29	maisa	maisa	PROPN
cet-13174	3	30	,	,	PUNCT
cet-13174	3	31	alice	alice	PROPN
cet-13174	3	32	cordaa	cordaa	PROPN
cet-13174	3	33	,	,	PUNCT
cet-13174	3	34	stefania	stefania	PROPN
cet-13174	3	35	troncia	troncia	PROPN
cet-13174	3	36	*	*	PUNCT
cet-13174	3	37	,	,	PUNCT
cet-13174	3	38	massimiliano	massimiliano	PROPN
cet-13174	3	39	erricob	erricob	PROPN
cet-13174	3	40	,	,	PUNCT
cet-13174	3	41	massimiliano	massimiliano	PROPN
cet-13174	3	42	grossoa	grossoa	PROPN
cet-13174	3	43	adipartimento	adipartimento	PROPN
cet-13174	3	44	di	di	X
cet-13174	3	45	ingegneria	ingegneria	PROPN
cet-13174	3	46	meccanica	meccanica	PROPN
cet-13174	3	47	,	,	PUNCT
cet-13174	3	48	chimica	chimica	PROPN
cet-13174	3	49	e	e	PROPN
cet-13174	3	50	dei	dei	PROPN
cet-13174	3	51	materiali	materiali	PROPN
cet-13174	3	52	,	,	PUNCT
cet-13174	3	53	università	università	PROPN
cet-13174	3	54	degli	degli	PROPN
cet-13174	3	55	studi	studi	PROPN
cet-13174	3	56	di	di	X
cet-13174	3	57	cagliari	cagliari	PROPN
cet-13174	3	58	,	,	PUNCT
cet-13174	3	59	cagliari	cagliari	PROPN
cet-13174	3	60	i-09123	i-09123	PROPN
cet-13174	3	61	,	,	PUNCT
cet-13174	3	62	italy	italy	PROPN
cet-13174	3	63	buniversity	buniversity	NOUN
cet-13174	3	64	of	of	ADP
cet-13174	3	65	southern	southern	ADJ
cet-13174	3	66	denmark	denmark	NOUN
cet-13174	3	67	,	,	PUNCT
cet-13174	3	68	faculty	faculty	NOUN
cet-13174	3	69	of	of	ADP
cet-13174	3	70	engineering	engineering	NOUN
cet-13174	3	71	,	,	PUNCT
cet-13174	3	72	department	department	NOUN
cet-13174	3	73	of	of	ADP
cet-13174	3	74	green	green	PROPN
cet-13174	3	75	technology	technology	PROPN
cet-13174	3	76	,	,	PUNCT
cet-13174	3	77	dk-5230	dk-5230	PROPN
cet-13174	3	78	odense	odense	PROPN
cet-13174	3	79	m	m	PROPN
cet-13174	3	80	,	,	PUNCT
cet-13174	3	81	denmark	denmark	PROPN
cet-13174	3	82	stefania.tronci@unica.it	stefania.tronci@unica.it	NOUN
cet-13174	3	83	this	this	DET
cet-13174	3	84	work	work	NOUN
cet-13174	3	85	investigates	investigate	VERB
cet-13174	3	86	the	the	DET
cet-13174	3	87	development	development	NOUN
cet-13174	3	88	of	of	ADP
cet-13174	3	89	a	a	DET
cet-13174	3	90	raman	raman	NOUN
cet-13174	3	91	spectroscopy	spectroscopy	NOUN
cet-13174	3	92	-	-	PUNCT
cet-13174	3	93	based	base	VERB
cet-13174	3	94	sensor	sensor	NOUN
cet-13174	3	95	for	for	ADP
cet-13174	3	96	the	the	DET
cet-13174	3	97	quantitative	quantitative	ADJ
cet-13174	3	98	analysis	analysis	NOUN
cet-13174	3	99	of	of	ADP
cet-13174	3	100	products	product	NOUN
cet-13174	3	101	obtained	obtain	VERB
cet-13174	3	102	from	from	ADP
cet-13174	3	103	the	the	DET
cet-13174	3	104	fermentation	fermentation	NOUN
cet-13174	3	105	to	to	ADP
cet-13174	3	106	ethanol	ethanol	NOUN
cet-13174	3	107	of	of	ADP
cet-13174	3	108	the	the	DET
cet-13174	3	109	hydrolyzed	hydrolyzed	ADJ
cet-13174	3	110	product	product	NOUN
cet-13174	3	111	of	of	ADP
cet-13174	3	112	brewer	brewer	NOUN
cet-13174	3	113	’s	’s	PART
cet-13174	3	114	spent	spend	VERB
cet-13174	3	115	grain	grain	NOUN
cet-13174	3	116	.	.	PUNCT
cet-13174	4	1	partial	partial	ADJ
cet-13174	4	2	least	least	ADJ
cet-13174	4	3	squares	square	NOUN
cet-13174	4	4	(	(	PUNCT
cet-13174	4	5	pls	pls	INTJ
cet-13174	4	6	)	)	PUNCT
cet-13174	4	7	and	and	CCONJ
cet-13174	4	8	variable	variable	ADJ
cet-13174	4	9	importance	importance	NOUN
cet-13174	4	10	in	in	ADP
cet-13174	4	11	projection	projection	NOUN
cet-13174	4	12	(	(	PUNCT
cet-13174	4	13	vip	vip	NOUN
cet-13174	4	14	)	)	PUNCT
cet-13174	4	15	methods	method	NOUN
cet-13174	4	16	were	be	AUX
cet-13174	4	17	applied	apply	VERB
cet-13174	4	18	in	in	ADP
cet-13174	4	19	order	order	NOUN
cet-13174	4	20	to	to	PART
cet-13174	4	21	correlate	correlate	VERB
cet-13174	4	22	the	the	DET
cet-13174	4	23	information	information	NOUN
cet-13174	4	24	contained	contain	VERB
cet-13174	4	25	in	in	ADP
cet-13174	4	26	the	the	DET
cet-13174	4	27	raman	raman	NOUN
cet-13174	4	28	spectra	spectra	NOUN
cet-13174	4	29	to	to	ADP
cet-13174	4	30	the	the	DET
cet-13174	4	31	concentration	concentration	NOUN
cet-13174	4	32	of	of	ADP
cet-13174	4	33	the	the	DET
cet-13174	4	34	compounds	compound	NOUN
cet-13174	4	35	investigated	investigate	VERB
cet-13174	4	36	.	.	PUNCT
cet-13174	5	1	results	result	NOUN
cet-13174	5	2	showed	show	VERB
cet-13174	5	3	good	good	ADJ
cet-13174	5	4	prediction	prediction	NOUN
cet-13174	5	5	capabilities	capability	NOUN
cet-13174	5	6	of	of	ADP
cet-13174	5	7	the	the	DET
cet-13174	5	8	developed	develop	VERB
cet-13174	5	9	models	model	NOUN
cet-13174	5	10	when	when	SCONJ
cet-13174	5	11	analyzing	analyze	VERB
cet-13174	5	12	standard	standard	ADJ
cet-13174	5	13	solutions	solution	NOUN
cet-13174	5	14	containing	contain	VERB
cet-13174	5	15	ethanol	ethanol	NOUN
cet-13174	5	16	and	and	CCONJ
cet-13174	5	17	glucose	glucose	NOUN
cet-13174	5	18	.	.	PUNCT
cet-13174	6	1	on	on	ADP
cet-13174	6	2	the	the	DET
cet-13174	6	3	other	other	ADJ
cet-13174	6	4	hand	hand	NOUN
cet-13174	6	5	,	,	PUNCT
cet-13174	6	6	when	when	SCONJ
cet-13174	6	7	analyzing	analyze	VERB
cet-13174	6	8	samples	sample	NOUN
cet-13174	6	9	obtained	obtain	VERB
cet-13174	6	10	from	from	ADP
cet-13174	6	11	the	the	DET
cet-13174	6	12	fermentation	fermentation	NOUN
cet-13174	6	13	process	process	NOUN
cet-13174	6	14	,	,	PUNCT
cet-13174	6	15	turbidity	turbidity	NOUN
cet-13174	6	16	,	,	PUNCT
cet-13174	6	17	caused	cause	VERB
cet-13174	6	18	by	by	ADP
cet-13174	6	19	suspended	suspend	VERB
cet-13174	6	20	particles	particle	NOUN
cet-13174	6	21	in	in	ADP
cet-13174	6	22	the	the	DET
cet-13174	6	23	solution	solution	NOUN
cet-13174	6	24	,	,	PUNCT
cet-13174	6	25	made	make	VERB
cet-13174	6	26	analyzing	analyze	VERB
cet-13174	6	27	spectra	spectra	NOUN
cet-13174	6	28	more	more	ADV
cet-13174	6	29	difficult	difficult	ADJ
cet-13174	6	30	,	,	PUNCT
cet-13174	6	31	leading	lead	VERB
cet-13174	6	32	to	to	ADP
cet-13174	6	33	a	a	DET
cet-13174	6	34	decrease	decrease	NOUN
cet-13174	6	35	of	of	ADP
cet-13174	6	36	the	the	DET
cet-13174	6	37	validation	validation	NOUN
cet-13174	6	38	determination	determination	NOUN
cet-13174	6	39	coefficient	coefficient	NOUN
cet-13174	6	40	from	from	ADP
cet-13174	6	41	0.9374	0.9374	NUM
cet-13174	6	42	to	to	ADP
cet-13174	6	43	0.7913	0.7913	NUM
cet-13174	6	44	for	for	ADP
cet-13174	6	45	ethanol	ethanol	NOUN
cet-13174	6	46	and	and	CCONJ
cet-13174	6	47	from	from	ADP
cet-13174	6	48	0.6237	0.6237	NUM
cet-13174	6	49	to	to	ADP
cet-13174	6	50	0.4783	0.4783	NUM
cet-13174	6	51	for	for	ADP
cet-13174	6	52	glucose	glucose	NOUN
cet-13174	6	53	.	.	PUNCT
cet-13174	7	1	1	1	X
cet-13174	7	2	.	.	X
cet-13174	7	3	introduction	introduction	NOUN
cet-13174	7	4	as	as	ADP
cet-13174	7	5	of	of	ADP
cet-13174	7	6	today	today	NOUN
cet-13174	7	7	,	,	PUNCT
cet-13174	7	8	routine	routine	ADJ
cet-13174	7	9	monitoring	monitoring	NOUN
cet-13174	7	10	and	and	CCONJ
cet-13174	7	11	control	control	NOUN
cet-13174	7	12	of	of	ADP
cet-13174	7	13	fermentation	fermentation	NOUN
cet-13174	7	14	bioreactors	bioreactor	NOUN
cet-13174	7	15	is	be	AUX
cet-13174	7	16	limited	limit	VERB
cet-13174	7	17	to	to	ADP
cet-13174	7	18	basic	basic	ADJ
cet-13174	7	19	parameters	parameter	NOUN
cet-13174	7	20	,	,	PUNCT
cet-13174	7	21	such	such	ADJ
cet-13174	7	22	as	as	ADP
cet-13174	7	23	temperature	temperature	NOUN
cet-13174	7	24	,	,	PUNCT
cet-13174	7	25	pressure	pressure	NOUN
cet-13174	7	26	,	,	PUNCT
cet-13174	7	27	ph	ph	ADJ
cet-13174	7	28	,	,	PUNCT
cet-13174	7	29	and	and	CCONJ
cet-13174	7	30	do	do	VERB
cet-13174	7	31	,	,	PUNCT
cet-13174	7	32	for	for	ADP
cet-13174	7	33	which	which	PRON
cet-13174	7	34	there	there	PRON
cet-13174	7	35	are	be	VERB
cet-13174	7	36	established	establish	VERB
cet-13174	7	37	in	in	ADP
cet-13174	7	38	situ	situ	ADJ
cet-13174	7	39	sensor	sensor	NOUN
cet-13174	7	40	technologies	technology	NOUN
cet-13174	7	41	(	(	PUNCT
cet-13174	7	42	mei	mei	PROPN
cet-13174	7	43	et	et	PROPN
cet-13174	7	44	al	al	PROPN
cet-13174	7	45	.	.	PROPN
cet-13174	7	46	,	,	PUNCT
cet-13174	7	47	2017	2017	NUM
cet-13174	7	48	)	)	PUNCT
cet-13174	7	49	.	.	PUNCT
cet-13174	8	1	however	however	ADV
cet-13174	8	2	,	,	PUNCT
cet-13174	8	3	most	most	ADJ
cet-13174	8	4	chemical	chemical	ADJ
cet-13174	8	5	and	and	CCONJ
cet-13174	8	6	biochemical	biochemical	ADJ
cet-13174	8	7	properties	property	NOUN
cet-13174	8	8	are	be	AUX
cet-13174	8	9	measured	measure	VERB
cet-13174	8	10	off	off	ADP
cet-13174	8	11	-	-	PUNCT
cet-13174	8	12	line	line	NOUN
cet-13174	8	13	,	,	PUNCT
cet-13174	8	14	resulting	result	VERB
cet-13174	8	15	in	in	ADP
cet-13174	8	16	measurements	measurement	NOUN
cet-13174	8	17	unsuitable	unsuitable	ADJ
cet-13174	8	18	for	for	ADP
cet-13174	8	19	process	process	NOUN
cet-13174	8	20	control	control	NOUN
cet-13174	8	21	due	due	ADP
cet-13174	8	22	to	to	ADP
cet-13174	8	23	the	the	DET
cet-13174	8	24	delay	delay	NOUN
cet-13174	8	25	between	between	ADP
cet-13174	8	26	sampling	sampling	NOUN
cet-13174	8	27	and	and	CCONJ
cet-13174	8	28	analysis	analysis	NOUN
cet-13174	8	29	time	time	NOUN
cet-13174	8	30	(	(	PUNCT
cet-13174	8	31	lisci	lisci	NOUN
cet-13174	8	32	et	et	PROPN
cet-13174	8	33	al	al	PROPN
cet-13174	8	34	,	,	PUNCT
cet-13174	8	35	2020	2020	NUM
cet-13174	8	36	)	)	PUNCT
cet-13174	8	37	.	.	PUNCT
cet-13174	9	1	in	in	ADP
cet-13174	9	2	order	order	NOUN
cet-13174	9	3	to	to	PART
cet-13174	9	4	overcome	overcome	VERB
cet-13174	9	5	this	this	DET
cet-13174	9	6	challenge	challenge	NOUN
cet-13174	9	7	,	,	PUNCT
cet-13174	9	8	extensive	extensive	ADJ
cet-13174	9	9	research	research	NOUN
cet-13174	9	10	has	have	AUX
cet-13174	9	11	been	be	AUX
cet-13174	9	12	conducted	conduct	VERB
cet-13174	9	13	over	over	ADP
cet-13174	9	14	the	the	DET
cet-13174	9	15	past	past	ADJ
cet-13174	9	16	decade	decade	NOUN
cet-13174	9	17	to	to	PART
cet-13174	9	18	develop	develop	VERB
cet-13174	9	19	sensors	sensor	NOUN
cet-13174	9	20	for	for	ADP
cet-13174	9	21	monitoring	monitoring	NOUN
cet-13174	9	22	bioprocesses	bioprocesse	NOUN
cet-13174	9	23	in	in	ADP
cet-13174	9	24	real	real	ADJ
cet-13174	9	25	time	time	NOUN
cet-13174	9	26	,	,	PUNCT
cet-13174	9	27	primarily	primarily	ADV
cet-13174	9	28	based	base	VERB
cet-13174	9	29	on	on	ADP
cet-13174	9	30	optical	optical	ADJ
cet-13174	9	31	methods	method	NOUN
cet-13174	9	32	.	.	PUNCT
cet-13174	10	1	among	among	ADP
cet-13174	10	2	the	the	DET
cet-13174	10	3	emerging	emerge	VERB
cet-13174	10	4	techniques	technique	NOUN
cet-13174	10	5	,	,	PUNCT
cet-13174	10	6	raman	raman	NOUN
cet-13174	10	7	spectroscopy	spectroscopy	NOUN
cet-13174	10	8	represents	represent	VERB
cet-13174	10	9	a	a	DET
cet-13174	10	10	promising	promising	ADJ
cet-13174	10	11	methodology	methodology	NOUN
cet-13174	10	12	for	for	ADP
cet-13174	10	13	monitoring	monitor	VERB
cet-13174	10	14	biotechnological	biotechnological	ADJ
cet-13174	10	15	systems	system	NOUN
cet-13174	10	16	due	due	ADJ
cet-13174	10	17	to	to	ADP
cet-13174	10	18	important	important	ADJ
cet-13174	10	19	features	feature	NOUN
cet-13174	10	20	such	such	ADJ
cet-13174	10	21	as	as	ADP
cet-13174	10	22	speed	speed	NOUN
cet-13174	10	23	,	,	PUNCT
cet-13174	10	24	high	high	ADJ
cet-13174	10	25	signal	signal	NOUN
cet-13174	10	26	-	-	PUNCT
cet-13174	10	27	to	to	ADP
cet-13174	10	28	-	-	PUNCT
cet-13174	10	29	noise	noise	NOUN
cet-13174	10	30	ratio	ratio	NOUN
cet-13174	10	31	,	,	PUNCT
cet-13174	10	32	good	good	ADJ
cet-13174	10	33	resolution	resolution	NOUN
cet-13174	10	34	,	,	PUNCT
cet-13174	10	35	ability	ability	NOUN
cet-13174	10	36	to	to	PART
cet-13174	10	37	provide	provide	VERB
cet-13174	10	38	a	a	DET
cet-13174	10	39	stable	stable	ADJ
cet-13174	10	40	signal	signal	NOUN
cet-13174	10	41	,	,	PUNCT
cet-13174	10	42	and	and	CCONJ
cet-13174	10	43	low	low	ADJ
cet-13174	10	44	water	water	NOUN
cet-13174	10	45	interference	interference	NOUN
cet-13174	10	46	(	(	PUNCT
cet-13174	10	47	ávila	ávila	INTJ
cet-13174	10	48	et	et	PROPN
cet-13174	10	49	al	al	PROPN
cet-13174	10	50	.	.	PROPN
cet-13174	10	51	,	,	PUNCT
cet-13174	10	52	2012	2012	NUM
cet-13174	10	53	;	;	PUNCT
cet-13174	10	54	claßen	claßen	NOUN
cet-13174	10	55	et	et	PROPN
cet-13174	10	56	al	al	PROPN
cet-13174	10	57	.	.	PROPN
cet-13174	10	58	,	,	PUNCT
cet-13174	10	59	2017	2017	NUM
cet-13174	10	60	)	)	PUNCT
cet-13174	10	61	.	.	PUNCT
cet-13174	11	1	moreover	moreover	ADV
cet-13174	11	2	,	,	PUNCT
cet-13174	11	3	it	it	PRON
cet-13174	11	4	is	be	AUX
cet-13174	11	5	non	non	ADJ
cet-13174	11	6	-	-	ADJ
cet-13174	11	7	destructive	destructive	ADJ
cet-13174	11	8	and	and	CCONJ
cet-13174	11	9	does	do	AUX
cet-13174	11	10	not	not	PART
cet-13174	11	11	require	require	VERB
cet-13174	11	12	sample	sample	NOUN
cet-13174	11	13	pre	pre	NOUN
cet-13174	11	14	-	-	NOUN
cet-13174	11	15	treatment	treatment	ADJ
cet-13174	11	16	(	(	PUNCT
cet-13174	11	17	esmonde	esmonde	VERB
cet-13174	11	18	-	-	PUNCT
cet-13174	11	19	white	white	NOUN
cet-13174	11	20	et	et	PROPN
cet-13174	11	21	al	al	PROPN
cet-13174	11	22	.	.	PROPN
cet-13174	11	23	,	,	PUNCT
cet-13174	11	24	2017	2017	NUM
cet-13174	11	25	;	;	PUNCT
cet-13174	11	26	s.	s.	PROPN
cet-13174	11	27	k.	k.	PROPN
cet-13174	12	1	oh	oh	INTJ
cet-13174	12	2	et	et	VERB
cet-13174	12	3	al	al	PROPN
cet-13174	12	4	.	.	PROPN
cet-13174	12	5	,	,	PUNCT
cet-13174	12	6	2013	2013	NUM
cet-13174	12	7	)	)	PUNCT
cet-13174	12	8	.	.	PUNCT
cet-13174	13	1	in	in	ADP
cet-13174	13	2	this	this	DET
cet-13174	13	3	study	study	NOUN
cet-13174	13	4	,	,	PUNCT
cet-13174	13	5	raman	raman	NOUN
cet-13174	13	6	spectroscopy	spectroscopy	NOUN
cet-13174	13	7	was	be	AUX
cet-13174	13	8	employed	employ	VERB
cet-13174	13	9	to	to	PART
cet-13174	13	10	monitor	monitor	VERB
cet-13174	13	11	ethanol	ethanol	NOUN
cet-13174	13	12	and	and	CCONJ
cet-13174	13	13	glucose	glucose	NOUN
cet-13174	13	14	concentrations	concentration	NOUN
cet-13174	13	15	during	during	ADP
cet-13174	13	16	the	the	DET
cet-13174	13	17	fermentation	fermentation	NOUN
cet-13174	13	18	of	of	ADP
cet-13174	13	19	the	the	DET
cet-13174	13	20	glucose	glucose	NOUN
cet-13174	13	21	obtained	obtain	VERB
cet-13174	13	22	from	from	ADP
cet-13174	13	23	the	the	DET
cet-13174	13	24	acid	acid	NOUN
cet-13174	13	25	hydrolysis	hydrolysis	NOUN
cet-13174	13	26	of	of	ADP
cet-13174	13	27	brewer	brewer	NOUN
cet-13174	13	28	’s	’s	PART
cet-13174	13	29	spent	spend	VERB
cet-13174	13	30	grain	grain	NOUN
cet-13174	13	31	(	(	PUNCT
cet-13174	13	32	lisci	lisci	NOUN
cet-13174	13	33	et	et	PROPN
cet-13174	13	34	al	al	PROPN
cet-13174	13	35	.	.	PROPN
cet-13174	13	36	,	,	PUNCT
cet-13174	13	37	2022	2022	NUM
cet-13174	13	38	)	)	PUNCT
cet-13174	13	39	.	.	PUNCT
cet-13174	14	1	the	the	DET
cet-13174	14	2	partial	partial	ADJ
cet-13174	14	3	least	least	ADJ
cet-13174	14	4	squares	square	NOUN
cet-13174	14	5	(	(	PUNCT
cet-13174	14	6	pls	pls	INTJ
cet-13174	14	7	)	)	PUNCT
cet-13174	14	8	algorithm	algorithm	NOUN
cet-13174	14	9	was	be	AUX
cet-13174	14	10	used	use	VERB
cet-13174	14	11	to	to	PART
cet-13174	14	12	relate	relate	VERB
cet-13174	14	13	raman	raman	ADJ
cet-13174	14	14	spectra	spectra	NOUN
cet-13174	14	15	and	and	CCONJ
cet-13174	14	16	concentration	concentration	NOUN
cet-13174	14	17	,	,	PUNCT
cet-13174	14	18	while	while	SCONJ
cet-13174	14	19	the	the	DET
cet-13174	14	20	variable	variable	ADJ
cet-13174	14	21	importance	importance	NOUN
cet-13174	14	22	in	in	ADP
cet-13174	14	23	projection	projection	NOUN
cet-13174	14	24	(	(	PUNCT
cet-13174	14	25	vip	vip	NOUN
cet-13174	14	26	)	)	PUNCT
cet-13174	14	27	was	be	AUX
cet-13174	14	28	applied	apply	VERB
cet-13174	14	29	to	to	PART
cet-13174	14	30	reduce	reduce	VERB
cet-13174	14	31	the	the	DET
cet-13174	14	32	number	number	NOUN
cet-13174	14	33	of	of	ADP
cet-13174	14	34	regressor	regressor	NOUN
cet-13174	14	35	variables	variable	NOUN
cet-13174	14	36	and	and	CCONJ
cet-13174	14	37	improve	improve	VERB
cet-13174	14	38	model	model	NOUN
cet-13174	14	39	performance	performance	NOUN
cet-13174	14	40	.	.	PUNCT
cet-13174	15	1	the	the	DET
cet-13174	15	2	study	study	NOUN
cet-13174	15	3	was	be	AUX
cet-13174	15	4	first	first	ADV
cet-13174	15	5	carried	carry	VERB
cet-13174	15	6	out	out	ADP
cet-13174	15	7	by	by	ADP
cet-13174	15	8	considering	consider	VERB
cet-13174	15	9	standard	standard	ADJ
cet-13174	15	10	solutions	solution	NOUN
cet-13174	15	11	,	,	PUNCT
cet-13174	15	12	and	and	CCONJ
cet-13174	15	13	then	then	ADV
cet-13174	15	14	samples	sample	NOUN
cet-13174	15	15	obtained	obtain	VERB
cet-13174	15	16	from	from	ADP
cet-13174	15	17	the	the	DET
cet-13174	15	18	fermentation	fermentation	NOUN
cet-13174	15	19	reactor	reactor	NOUN
cet-13174	15	20	were	be	AUX
cet-13174	15	21	analyzed	analyze	VERB
cet-13174	15	22	to	to	PART
cet-13174	15	23	assess	assess	VERB
cet-13174	15	24	the	the	DET
cet-13174	15	25	capability	capability	NOUN
cet-13174	15	26	of	of	ADP
cet-13174	15	27	the	the	DET
cet-13174	15	28	proposed	propose	VERB
cet-13174	15	29	approach	approach	NOUN
cet-13174	15	30	to	to	PART
cet-13174	15	31	monitor	monitor	VERB
cet-13174	15	32	a	a	DET
cet-13174	15	33	real	real	ADJ
cet-13174	15	34	bioprocess	bioprocess	NOUN
cet-13174	15	35	.	.	PUNCT
cet-13174	16	1	2	2	X
cet-13174	16	2	.	.	X
cet-13174	16	3	raman	raman	NOUN
cet-13174	16	4	spectroscopy	spectroscopy	NOUN
cet-13174	16	5	raman	raman	NOUN
cet-13174	16	6	spectroscopy	spectroscopy	NOUN
cet-13174	16	7	is	be	AUX
cet-13174	16	8	a	a	DET
cet-13174	16	9	valuable	valuable	ADJ
cet-13174	16	10	technique	technique	NOUN
cet-13174	16	11	for	for	ADP
cet-13174	16	12	the	the	DET
cet-13174	16	13	analysis	analysis	NOUN
cet-13174	16	14	of	of	ADP
cet-13174	16	15	solid	solid	ADJ
cet-13174	16	16	and	and	CCONJ
cet-13174	16	17	liquid	liquid	ADJ
cet-13174	16	18	materials	material	NOUN
cet-13174	16	19	because	because	SCONJ
cet-13174	16	20	of	of	ADP
cet-13174	16	21	the	the	DET
cet-13174	16	22	high	high	ADJ
cet-13174	16	23	information	information	NOUN
cet-13174	16	24	content	content	NOUN
cet-13174	16	25	in	in	ADP
cet-13174	16	26	the	the	DET
cet-13174	16	27	spectra	spectra	NOUN
cet-13174	16	28	and	and	CCONJ
cet-13174	16	29	because	because	SCONJ
cet-13174	16	30	it	it	PRON
cet-13174	16	31	is	be	AUX
cet-13174	16	32	a	a	DET
cet-13174	16	33	non	non	ADJ
cet-13174	16	34	-	-	NOUN
cet-13174	16	35	contact	contact	ADJ
cet-13174	16	36	and	and	CCONJ
cet-13174	16	37	non	non	ADJ
cet-13174	16	38	-	-	ADJ
cet-13174	16	39	destructive	destructive	ADJ
cet-13174	16	40	measurement	measurement	NOUN
cet-13174	16	41	methodology	methodology	NOUN
cet-13174	16	42	.	.	PUNCT
cet-13174	17	1	raman	raman	NOUN
cet-13174	17	2	spectra	spectra	PROPN
cet-13174	17	3	processed	process	VERB
cet-13174	17	4	with	with	ADP
cet-13174	17	5	chemometric	chemometric	ADJ
cet-13174	17	6	data	datum	NOUN
cet-13174	17	7	analysis	analysis	NOUN
cet-13174	17	8	can	can	AUX
cet-13174	17	9	lead	lead	VERB
cet-13174	17	10	to	to	ADP
cet-13174	17	11	an	an	DET
cet-13174	17	12	accurate	accurate	ADJ
cet-13174	17	13	quantitative	quantitative	ADJ
cet-13174	17	14	assessment	assessment	NOUN
cet-13174	17	15	of	of	ADP
cet-13174	17	16	the	the	DET
cet-13174	17	17	chemical	chemical	NOUN
cet-13174	17	18	composition	composition	NOUN
cet-13174	17	19	of	of	ADP
cet-13174	17	20	complex	complex	ADJ
cet-13174	17	21	mixtures	mixture	NOUN
cet-13174	17	22	.	.	PUNCT
cet-13174	18	1	571	571	NUM
cet-13174	18	2	the	the	DET
cet-13174	18	3	principle	principle	NOUN
cet-13174	18	4	behind	behind	ADP
cet-13174	18	5	this	this	DET
cet-13174	18	6	analytical	analytical	ADJ
cet-13174	18	7	technique	technique	NOUN
cet-13174	18	8	is	be	AUX
cet-13174	18	9	here	here	ADV
cet-13174	18	10	briefly	briefly	ADV
cet-13174	18	11	summarized	summarize	VERB
cet-13174	18	12	.	.	PUNCT
cet-13174	19	1	raman	raman	NOUN
cet-13174	19	2	spectroscopy	spectroscopy	NOUN
cet-13174	19	3	works	work	VERB
cet-13174	19	4	by	by	ADP
cet-13174	19	5	shining	shine	VERB
cet-13174	19	6	a	a	DET
cet-13174	19	7	monochromatic	monochromatic	ADJ
cet-13174	19	8	light	light	ADJ
cet-13174	19	9	source	source	NOUN
cet-13174	19	10	onto	onto	ADP
cet-13174	19	11	a	a	DET
cet-13174	19	12	sample	sample	NOUN
cet-13174	19	13	and	and	CCONJ
cet-13174	19	14	detecting	detect	VERB
cet-13174	19	15	the	the	DET
cet-13174	19	16	scattered	scatter	VERB
cet-13174	19	17	light	light	NOUN
cet-13174	19	18	.	.	PUNCT
cet-13174	20	1	when	when	SCONJ
cet-13174	20	2	monochromatic	monochromatic	ADJ
cet-13174	20	3	light	light	NOUN
cet-13174	20	4	is	be	AUX
cet-13174	20	5	incident	incident	NOUN
cet-13174	20	6	on	on	ADP
cet-13174	20	7	a	a	DET
cet-13174	20	8	molecule	molecule	NOUN
cet-13174	20	9	,	,	PUNCT
cet-13174	20	10	most	most	ADJ
cet-13174	20	11	photons	photon	NOUN
cet-13174	20	12	that	that	PRON
cet-13174	20	13	undergo	undergo	VERB
cet-13174	20	14	scattering	scattering	NOUN
cet-13174	20	15	are	be	AUX
cet-13174	20	16	scattered	scatter	VERB
cet-13174	20	17	elastically	elastically	ADV
cet-13174	20	18	(	(	PUNCT
cet-13174	20	19	rayleigh	rayleigh	NOUN
cet-13174	20	20	scattering	scattering	NOUN
cet-13174	20	21	)	)	PUNCT
cet-13174	20	22	.	.	PUNCT
cet-13174	21	1	a	a	DET
cet-13174	21	2	small	small	ADJ
cet-13174	21	3	amount	amount	NOUN
cet-13174	21	4	of	of	ADP
cet-13174	21	5	the	the	DET
cet-13174	21	6	scattered	scatter	VERB
cet-13174	21	7	light	light	ADJ
cet-13174	21	8	shifts	shift	NOUN
cet-13174	21	9	in	in	ADP
cet-13174	21	10	energy	energy	NOUN
cet-13174	21	11	from	from	ADP
cet-13174	21	12	the	the	DET
cet-13174	21	13	laser	laser	NOUN
cet-13174	21	14	frequency	frequency	NOUN
cet-13174	21	15	because	because	SCONJ
cet-13174	21	16	of	of	ADP
cet-13174	21	17	interactions	interaction	NOUN
cet-13174	21	18	between	between	ADP
cet-13174	21	19	the	the	DET
cet-13174	21	20	incident	incident	NOUN
cet-13174	21	21	electromagnetic	electromagnetic	ADJ
cet-13174	21	22	waves	wave	NOUN
cet-13174	21	23	and	and	CCONJ
cet-13174	21	24	the	the	DET
cet-13174	21	25	vibrational	vibrational	ADJ
cet-13174	21	26	energy	energy	NOUN
cet-13174	21	27	levels	level	NOUN
cet-13174	21	28	of	of	ADP
cet-13174	21	29	the	the	DET
cet-13174	21	30	molecules	molecule	NOUN
cet-13174	21	31	in	in	ADP
cet-13174	21	32	the	the	DET
cet-13174	21	33	sample	sample	NOUN
cet-13174	21	34	.	.	PUNCT
cet-13174	22	1	plotting	plot	VERB
cet-13174	22	2	the	the	DET
cet-13174	22	3	intensity	intensity	NOUN
cet-13174	22	4	of	of	ADP
cet-13174	22	5	the	the	DET
cet-13174	22	6	shifted	shift	VERB
cet-13174	22	7	light	light	NOUN
cet-13174	22	8	against	against	ADP
cet-13174	22	9	the	the	DET
cet-13174	22	10	frequency	frequency	NOUN
cet-13174	22	11	produces	produce	VERB
cet-13174	22	12	the	the	DET
cet-13174	22	13	raman	raman	NOUN
cet-13174	22	14	spectrum	spectrum	NOUN
cet-13174	22	15	of	of	ADP
cet-13174	22	16	the	the	DET
cet-13174	22	17	sample	sample	NOUN
cet-13174	22	18	.	.	PUNCT
cet-13174	23	1	the	the	DET
cet-13174	23	2	raman	raman	ADJ
cet-13174	23	3	scattered	scatter	VERB
cet-13174	23	4	photons	photon	NOUN
cet-13174	23	5	carry	carry	VERB
cet-13174	23	6	information	information	NOUN
cet-13174	23	7	about	about	ADP
cet-13174	23	8	the	the	DET
cet-13174	23	9	chemical	chemical	NOUN
cet-13174	23	10	structure	structure	NOUN
cet-13174	23	11	and	and	CCONJ
cet-13174	23	12	identity	identity	NOUN
cet-13174	23	13	of	of	ADP
cet-13174	23	14	the	the	DET
cet-13174	23	15	material	material	NOUN
cet-13174	23	16	.	.	PUNCT
cet-13174	24	1	raman	raman	NOUN
cet-13174	24	2	spectroscopy	spectroscopy	NOUN
cet-13174	24	3	can	can	AUX
cet-13174	24	4	also	also	ADV
cet-13174	24	5	be	be	AUX
cet-13174	24	6	employed	employ	VERB
cet-13174	24	7	for	for	ADP
cet-13174	24	8	both	both	CCONJ
cet-13174	24	9	qualitative	qualitative	ADJ
cet-13174	24	10	and	and	CCONJ
cet-13174	24	11	quantitative	quantitative	ADJ
cet-13174	24	12	applications	application	NOUN
cet-13174	24	13	.	.	PUNCT
cet-13174	25	1	band	band	NOUN
cet-13174	25	2	areas	area	NOUN
cet-13174	25	3	are	be	AUX
cet-13174	25	4	proportional	proportional	ADJ
cet-13174	25	5	to	to	ADP
cet-13174	25	6	concentration	concentration	NOUN
cet-13174	25	7	,	,	PUNCT
cet-13174	25	8	meaning	mean	VERB
cet-13174	25	9	raman	raman	NOUN
cet-13174	25	10	spectroscopy	spectroscopy	NOUN
cet-13174	25	11	is	be	AUX
cet-13174	25	12	amenable	amenable	ADJ
cet-13174	25	13	to	to	PART
cet-13174	25	14	straightforward	straightforward	VERB
cet-13174	25	15	quantitative	quantitative	ADJ
cet-13174	25	16	analysis	analysis	NOUN
cet-13174	25	17	.	.	PUNCT
cet-13174	26	1	the	the	DET
cet-13174	26	2	application	application	NOUN
cet-13174	26	3	of	of	ADP
cet-13174	26	4	raman	raman	NOUN
cet-13174	26	5	spectroscopy	spectroscopy	NOUN
cet-13174	26	6	is	be	AUX
cet-13174	26	7	emerging	emerge	VERB
cet-13174	26	8	in	in	ADP
cet-13174	26	9	the	the	DET
cet-13174	26	10	biotechnological	biotechnological	ADJ
cet-13174	26	11	field	field	NOUN
cet-13174	26	12	since	since	SCONJ
cet-13174	26	13	the	the	DET
cet-13174	26	14	production	production	NOUN
cet-13174	26	15	and	and	CCONJ
cet-13174	26	16	purification	purification	NOUN
cet-13174	26	17	of	of	ADP
cet-13174	26	18	metabolites	metabolite	NOUN
cet-13174	26	19	are	be	AUX
cet-13174	26	20	essential	essential	ADJ
cet-13174	26	21	for	for	ADP
cet-13174	26	22	industrial	industrial	ADJ
cet-13174	26	23	production	production	NOUN
cet-13174	26	24	that	that	PRON
cet-13174	26	25	covers	cover	VERB
cet-13174	26	26	chemicals	chemical	NOUN
cet-13174	26	27	,	,	PUNCT
cet-13174	26	28	fuels	fuel	NOUN
cet-13174	26	29	or	or	CCONJ
cet-13174	26	30	other	other	ADJ
cet-13174	26	31	ingredients	ingredient	NOUN
cet-13174	26	32	(	(	PUNCT
cet-13174	26	33	lin	lin	PROPN
cet-13174	26	34	,	,	PUNCT
cet-13174	26	35	2021	2021	NUM
cet-13174	26	36	)	)	PUNCT
cet-13174	26	37	.	.	PUNCT
cet-13174	27	1	for	for	ADP
cet-13174	27	2	further	further	ADJ
cet-13174	27	3	details	detail	NOUN
cet-13174	27	4	,	,	PUNCT
cet-13174	27	5	the	the	DET
cet-13174	27	6	reader	reader	NOUN
cet-13174	27	7	can	can	AUX
cet-13174	27	8	refer	refer	VERB
cet-13174	27	9	,	,	PUNCT
cet-13174	27	10	e.g.	e.g.	ADV
cet-13174	27	11	to	to	ADP
cet-13174	27	12	notingher	notingher	ADV
cet-13174	27	13	et	et	PROPN
cet-13174	27	14	al	al	PROPN
cet-13174	27	15	.	.	PROPN
cet-13174	28	1	(	(	PUNCT
cet-13174	28	2	2017	2017	NUM
cet-13174	28	3	)	)	PUNCT
cet-13174	28	4	.	.	PUNCT
cet-13174	29	1	3	3	X
cet-13174	29	2	.	.	X
cet-13174	29	3	materials	material	NOUN
cet-13174	29	4	and	and	CCONJ
cet-13174	29	5	methods	method	NOUN
cet-13174	29	6	3.1	3.1	NUM
cet-13174	29	7	samples	sample	NOUN
cet-13174	29	8	standard	standard	ADJ
cet-13174	29	9	solutions	solution	NOUN
cet-13174	29	10	contained	contain	VERB
cet-13174	29	11	:	:	PUNCT
cet-13174	29	12	ethanol	ethanol	NOUN
cet-13174	29	13	(	(	PUNCT
cet-13174	29	14	absolute	absolute	ADJ
cet-13174	29	15	for	for	ADP
cet-13174	29	16	analysis	analysis	NOUN
cet-13174	29	17	,	,	PUNCT
cet-13174	29	18	carlo	carlo	NOUN
cet-13174	29	19	erba	erba	NOUN
cet-13174	29	20	reagents	reagent	NOUN
cet-13174	29	21	)	)	PUNCT
cet-13174	29	22	,	,	PUNCT
cet-13174	29	23	and	and	CCONJ
cet-13174	29	24	glucose	glucose	NOUN
cet-13174	29	25	(	(	PUNCT
cet-13174	29	26	highly	highly	ADV
cet-13174	29	27	pure	pure	ADJ
cet-13174	29	28	,	,	PUNCT
cet-13174	29	29	microbial	microbial	ADJ
cet-13174	29	30	diagnostic	diagnostic	NOUN
cet-13174	29	31	)	)	PUNCT
cet-13174	29	32	.	.	PUNCT
cet-13174	30	1	real	real	ADJ
cet-13174	30	2	samples	sample	NOUN
cet-13174	30	3	were	be	AUX
cet-13174	30	4	obtained	obtain	VERB
cet-13174	30	5	from	from	ADP
cet-13174	30	6	the	the	DET
cet-13174	30	7	fermentation	fermentation	NOUN
cet-13174	30	8	process	process	NOUN
cet-13174	30	9	performed	perform	VERB
cet-13174	30	10	in	in	ADP
cet-13174	30	11	duplicate	duplicate	NOUN
cet-13174	30	12	in	in	ADP
cet-13174	30	13	2	2	NUM
cet-13174	30	14	l	l	NOUN
cet-13174	30	15	reactors	reactor	NOUN
cet-13174	30	16	(	(	PUNCT
cet-13174	30	17	applikon	applikon	PROPN
cet-13174	30	18	biotechnology	biotechnology	PROPN
cet-13174	30	19	bv	bv	PROPN
cet-13174	30	20	,	,	PUNCT
cet-13174	30	21	nieuwpoortweg	nieuwpoortweg	INTJ
cet-13174	30	22	,	,	PUNCT
cet-13174	30	23	the	the	DET
cet-13174	30	24	netherlands	netherlands	PROPN
cet-13174	30	25	)	)	PUNCT
cet-13174	30	26	operating	operate	VERB
cet-13174	30	27	anaerobically	anaerobically	ADV
cet-13174	30	28	at	at	ADP
cet-13174	30	29	50	50	NUM
cet-13174	30	30	rpm	rpm	NOUN
cet-13174	30	31	,	,	PUNCT
cet-13174	30	32	t=33.6	t=33.6	PROPN
cet-13174	30	33	°	°	PROPN
cet-13174	30	34	c	c	PROPN
cet-13174	30	35	,	,	PUNCT
cet-13174	30	36	ph=5.3	ph=5.3	NOUN
cet-13174	30	37	,	,	PUNCT
cet-13174	30	38	for	for	ADP
cet-13174	30	39	9	9	NUM
cet-13174	30	40	h.	h.	NOUN
cet-13174	30	41	the	the	DET
cet-13174	30	42	working	work	VERB
cet-13174	30	43	volume	volume	NOUN
cet-13174	30	44	of	of	ADP
cet-13174	30	45	the	the	DET
cet-13174	30	46	acid	acid	NOUN
cet-13174	30	47	hydrolysate	hydrolysate	NOUN
cet-13174	30	48	for	for	ADP
cet-13174	30	49	each	each	DET
cet-13174	30	50	reactor	reactor	NOUN
cet-13174	30	51	was	be	AUX
cet-13174	30	52	about	about	ADV
cet-13174	30	53	1.7	1.7	NUM
cet-13174	30	54	l.	l.	NOUN
cet-13174	30	55	before	before	ADP
cet-13174	30	56	being	be	AUX
cet-13174	30	57	inoculated	inoculate	VERB
cet-13174	30	58	,	,	PUNCT
cet-13174	30	59	the	the	DET
cet-13174	30	60	fermentation	fermentation	NOUN
cet-13174	30	61	medium	medium	NOUN
cet-13174	30	62	was	be	AUX
cet-13174	30	63	neutralized	neutralize	VERB
cet-13174	30	64	using	use	VERB
cet-13174	30	65	0.1	0.1	NUM
cet-13174	30	66	m	m	NOUN
cet-13174	30	67	naoh	naoh	NOUN
cet-13174	30	68	until	until	SCONJ
cet-13174	30	69	a	a	DET
cet-13174	30	70	ph	ph	NOUN
cet-13174	30	71	of	of	ADP
cet-13174	30	72	5.3	5.3	NUM
cet-13174	30	73	was	be	AUX
cet-13174	30	74	reached	reach	VERB
cet-13174	30	75	,	,	PUNCT
cet-13174	30	76	and	and	CCONJ
cet-13174	30	77	then	then	ADV
cet-13174	30	78	12.25	12.25	NUM
cet-13174	30	79	%	%	NOUN
cet-13174	30	80	(	(	PUNCT
cet-13174	30	81	v	v	NOUN
cet-13174	30	82	/	/	SYM
cet-13174	30	83	v	v	NOUN
cet-13174	30	84	)	)	PUNCT
cet-13174	30	85	of	of	ADP
cet-13174	30	86	inoculum	inoculum	NOUN
cet-13174	30	87	was	be	AUX
cet-13174	30	88	added	add	VERB
cet-13174	30	89	.	.	PUNCT
cet-13174	31	1	during	during	ADP
cet-13174	31	2	the	the	DET
cet-13174	31	3	experimental	experimental	ADJ
cet-13174	31	4	run	run	NOUN
cet-13174	31	5	,	,	PUNCT
cet-13174	31	6	samples	sample	NOUN
cet-13174	31	7	were	be	AUX
cet-13174	31	8	taken	take	VERB
cet-13174	31	9	at	at	ADP
cet-13174	31	10	different	different	ADJ
cet-13174	31	11	times	time	NOUN
cet-13174	31	12	,	,	PUNCT
cet-13174	31	13	filtered	filter	VERB
cet-13174	31	14	and	and	CCONJ
cet-13174	31	15	stored	store	VERB
cet-13174	31	16	at	at	ADP
cet-13174	31	17	4	4	NUM
cet-13174	31	18	°	°	ADP
cet-13174	31	19	c	c	NOUN
cet-13174	31	20	for	for	ADP
cet-13174	31	21	determination	determination	NOUN
cet-13174	31	22	of	of	ADP
cet-13174	31	23	ethanol	ethanol	NOUN
cet-13174	31	24	and	and	CCONJ
cet-13174	31	25	sugars	sugar	NOUN
cet-13174	31	26	by	by	ADP
cet-13174	31	27	hplc	hplc	NOUN
cet-13174	31	28	and	and	CCONJ
cet-13174	31	29	raman	raman	NOUN
cet-13174	31	30	spectroscopy	spectroscopy	NOUN
cet-13174	31	31	analysis	analysis	NOUN
cet-13174	31	32	.	.	PUNCT
cet-13174	32	1	3.2	3.2	NUM
cet-13174	32	2	raman	raman	NOUN
cet-13174	32	3	spectra	spectra	NOUN
cet-13174	32	4	a	a	DET
cet-13174	32	5	cora	cora	PROPN
cet-13174	32	6	5500	5500	NUM
cet-13174	32	7	raman	raman	NOUN
cet-13174	32	8	spectrometer	spectrometer	NOUN
cet-13174	32	9	(	(	PUNCT
cet-13174	32	10	anton	anton	NOUN
cet-13174	32	11	paar	paar	NOUN
cet-13174	32	12	)	)	PUNCT
cet-13174	32	13	,	,	PUNCT
cet-13174	32	14	with	with	ADP
cet-13174	32	15	a	a	DET
cet-13174	32	16	532	532	NUM
cet-13174	32	17	nm	nm	ADJ
cet-13174	32	18	laser	laser	NOUN
cet-13174	32	19	wavelength	wavelength	NOUN
cet-13174	32	20	,	,	PUNCT
cet-13174	32	21	was	be	AUX
cet-13174	32	22	employed	employ	VERB
cet-13174	32	23	in	in	ADP
cet-13174	32	24	this	this	DET
cet-13174	32	25	study	study	NOUN
cet-13174	32	26	.	.	PUNCT
cet-13174	33	1	the	the	DET
cet-13174	33	2	raman	raman	NOUN
cet-13174	33	3	equipment	equipment	NOUN
cet-13174	33	4	covers	cover	VERB
cet-13174	33	5	wavelengths	wavelength	NOUN
cet-13174	33	6	between	between	ADP
cet-13174	33	7	197.7	197.7	NUM
cet-13174	33	8	cm-1	cm-1	NOUN
cet-13174	33	9	and	and	CCONJ
cet-13174	33	10	3500	3500	NUM
cet-13174	33	11	cm-1	cm-1	NOUN
cet-13174	33	12	.	.	PUNCT
cet-13174	34	1	figure	figure	NOUN
cet-13174	34	2	1	1	NUM
cet-13174	34	3	.	.	PUNCT
cet-13174	34	4	spectra	spectra	NOUN
cet-13174	34	5	of	of	ADP
cet-13174	34	6	samples	sample	NOUN
cet-13174	34	7	with	with	ADP
cet-13174	34	8	different	different	ADJ
cet-13174	34	9	ethanol	ethanol	NOUN
cet-13174	34	10	concentrations	concentration	NOUN
cet-13174	34	11	:	:	PUNCT
cet-13174	34	12	5	5	NUM
cet-13174	34	13	%	%	NOUN
cet-13174	34	14	blue	blue	ADJ
cet-13174	34	15	line	line	NOUN
cet-13174	34	16	,	,	PUNCT
cet-13174	34	17	10	10	NUM
cet-13174	34	18	%	%	NOUN
cet-13174	34	19	black	black	ADJ
cet-13174	34	20	line	line	NOUN
cet-13174	34	21	,	,	PUNCT
cet-13174	34	22	15	15	NUM
cet-13174	34	23	%	%	NOUN
cet-13174	34	24	red	red	ADJ
cet-13174	34	25	line	line	NOUN
cet-13174	34	26	.	.	PUNCT
cet-13174	35	1	table	table	NOUN
cet-13174	35	2	1	1	NUM
cet-13174	35	3	:	:	PUNCT
cet-13174	35	4	values	value	NOUN
cet-13174	35	5	of	of	ADP
cet-13174	35	6	measurement	measurement	NOUN
cet-13174	35	7	parameters	parameter	NOUN
cet-13174	35	8	parameter	parameter	PROPN
cet-13174	35	9	values	value	NOUN
cet-13174	35	10	laser	laser	NOUN
cet-13174	35	11	power	power	NOUN
cet-13174	35	12	50	50	NUM
cet-13174	35	13	mw	mw	ADJ
cet-13174	35	14	integration	integration	NOUN
cet-13174	35	15	time	time	NOUN
cet-13174	35	16	3000	3000	NUM
cet-13174	35	17	ms	ms	NOUN
cet-13174	35	18	average	average	ADJ
cet-13174	35	19	spectra	spectra	NOUN
cet-13174	35	20	30	30	NUM
cet-13174	35	21	the	the	DET
cet-13174	35	22	wavelengths	wavelength	NOUN
cet-13174	35	23	investigated	investigate	VERB
cet-13174	35	24	here	here	ADV
cet-13174	35	25	were	be	AUX
cet-13174	35	26	included	include	VERB
cet-13174	35	27	in	in	ADP
cet-13174	35	28	the	the	DET
cet-13174	35	29	interval	interval	NOUN
cet-13174	35	30	[	[	X
cet-13174	35	31	764.6	764.6	NUM
cet-13174	35	32	cm-1	cm-1	X
cet-13174	35	33	÷	÷	NUM
cet-13174	35	34	2091	2091	NUM
cet-13174	35	35	cm-1	cm-1	NOUN
cet-13174	35	36	]	]	PUNCT
cet-13174	35	37	.	.	PUNCT
cet-13174	36	1	indeed	indeed	ADV
cet-13174	36	2	,	,	PUNCT
cet-13174	36	3	experimental	experimental	ADJ
cet-13174	36	4	noise	noise	NOUN
cet-13174	36	5	significantly	significantly	ADV
cet-13174	36	6	affects	affect	VERB
cet-13174	36	7	lower	low	ADJ
cet-13174	36	8	wavelengths	wavelength	NOUN
cet-13174	36	9	,	,	PUNCT
cet-13174	36	10	and	and	CCONJ
cet-13174	36	11	no	no	DET
cet-13174	36	12	information	information	NOUN
cet-13174	36	13	about	about	ADP
cet-13174	36	14	the	the	DET
cet-13174	36	15	species	specie	NOUN
cet-13174	36	16	under	under	ADP
cet-13174	36	17	investigation	investigation	NOUN
cet-13174	36	18	is	be	AUX
cet-13174	36	19	appreciated	appreciate	VERB
cet-13174	36	20	at	at	ADP
cet-13174	36	21	higher	high	ADJ
cet-13174	36	22	wavelengths	wavelength	NOUN
cet-13174	36	23	.	.	PUNCT
cet-13174	37	1	since	since	SCONJ
cet-13174	37	2	raman	raman	NOUN
cet-13174	37	3	spectroscopy	spectroscopy	NOUN
cet-13174	37	4	is	be	AUX
cet-13174	37	5	light	light	ADJ
cet-13174	37	6	-	-	PUNCT
cet-13174	37	7	sensitive	sensitive	ADJ
cet-13174	37	8	,	,	PUNCT
cet-13174	37	9	each	each	DET
cet-13174	37	10	measurement	measurement	NOUN
cet-13174	37	11	was	be	AUX
cet-13174	37	12	made	make	VERB
cet-13174	37	13	in	in	ADP
cet-13174	37	14	a	a	DET
cet-13174	37	15	dark	dark	ADJ
cet-13174	37	16	environment	environment	NOUN
cet-13174	37	17	.	.	PUNCT
cet-13174	38	1	measurement	measurement	NOUN
cet-13174	38	2	parameters	parameter	NOUN
cet-13174	38	3	are	be	AUX
cet-13174	38	4	reported	report	VERB
cet-13174	38	5	in	in	ADP
cet-13174	38	6	table	table	NOUN
cet-13174	38	7	1	1	NUM
cet-13174	38	8	.	.	PUNCT
cet-13174	38	9	baseline	baseline	PROPN
cet-13174	38	10	correction	correction	NOUN
cet-13174	38	11	was	be	AUX
cet-13174	38	12	carried	carry	VERB
cet-13174	38	13	out	out	ADP
cet-13174	38	14	,	,	PUNCT
cet-13174	38	15	and	and	CCONJ
cet-13174	38	16	data	datum	NOUN
cet-13174	38	17	were	be	AUX
cet-13174	38	18	further	far	ADV
cet-13174	38	19	post	post	ADJ
cet-13174	38	20	-	-	ADJ
cet-13174	38	21	processed	processed	ADJ
cet-13174	38	22	using	use	VERB
cet-13174	38	23	a	a	DET
cet-13174	38	24	noise	noise	NOUN
cet-13174	38	25	-	-	PUNCT
cet-13174	38	26	filtering	filter	VERB
cet-13174	38	27	technique	technique	NOUN
cet-13174	38	28	.	.	PUNCT
cet-13174	39	1	500100015002000250030003500	500100015002000250030003500	NUM
cet-13174	39	2	raman	raman	NOUN
cet-13174	39	3	shift	shift	NOUN
cet-13174	40	1	[	[	X
cet-13174	40	2	cm	cm	NOUN
cet-13174	40	3	1	1	NUM
cet-13174	40	4	]	]	PUNCT
cet-13174	40	5	0	0	NUM
cet-13174	40	6	1000	1000	NUM
cet-13174	40	7	2000	2000	NUM
cet-13174	40	8	3000	3000	NUM
cet-13174	40	9	4000	4000	NUM
cet-13174	41	1	5000	5000	NUM
cet-13174	41	2	6000	6000	NUM
cet-13174	41	3	7000	7000	NUM
cet-13174	41	4	r	r	NOUN
cet-13174	41	5	a	a	DET
cet-13174	41	6	m	m	NOUN
cet-13174	41	7	a	a	DET
cet-13174	41	8	n	n	NOUN
cet-13174	42	1	i	i	PRON
cet-13174	42	2	n	n	VERB
cet-13174	42	3	te	te	VERB
cet-13174	42	4	n	n	PROPN
cet-13174	42	5	s	s	VERB
cet-13174	42	6	it	it	PRON
cet-13174	42	7	y	y	PROPN
cet-13174	42	8	[	[	PUNCT
cet-13174	42	9	a	a	DET
cet-13174	42	10	.u	.u	NOUN
cet-13174	42	11	.	.	PUNCT
cet-13174	42	12	]	]	PUNCT
cet-13174	43	1	572	572	NUM
cet-13174	43	2	spectra	spectra	NOUN
cet-13174	43	3	obtained	obtain	VERB
cet-13174	43	4	for	for	ADP
cet-13174	43	5	some	some	PRON
cet-13174	43	6	of	of	ADP
cet-13174	43	7	the	the	DET
cet-13174	43	8	analyzed	analyze	VERB
cet-13174	43	9	standard	standard	ADJ
cet-13174	43	10	samples	sample	NOUN
cet-13174	43	11	are	be	AUX
cet-13174	43	12	reported	report	VERB
cet-13174	43	13	in	in	ADP
cet-13174	43	14	figures	figure	NOUN
cet-13174	43	15	1	1	NUM
cet-13174	43	16	-	-	SYM
cet-13174	43	17	2	2	NUM
cet-13174	43	18	.	.	PUNCT
cet-13174	44	1	dependence	dependence	NOUN
cet-13174	44	2	of	of	ADP
cet-13174	44	3	the	the	DET
cet-13174	44	4	intensity	intensity	NOUN
cet-13174	44	5	from	from	ADP
cet-13174	44	6	the	the	DET
cet-13174	44	7	concentration	concentration	NOUN
cet-13174	44	8	of	of	ADP
cet-13174	44	9	ethanol	ethanol	NOUN
cet-13174	44	10	can	can	AUX
cet-13174	44	11	be	be	AUX
cet-13174	44	12	visually	visually	ADV
cet-13174	44	13	appreciated	appreciate	VERB
cet-13174	44	14	in	in	ADP
cet-13174	44	15	figure	figure	NOUN
cet-13174	44	16	1	1	NUM
cet-13174	44	17	,	,	PUNCT
cet-13174	44	18	and	and	CCONJ
cet-13174	44	19	the	the	DET
cet-13174	44	20	following	follow	VERB
cet-13174	44	21	characteristic	characteristic	ADJ
cet-13174	44	22	peaks	peak	NOUN
cet-13174	44	23	are	be	AUX
cet-13174	44	24	clearly	clearly	ADV
cet-13174	44	25	detected	detect	VERB
cet-13174	44	26	:	:	PUNCT
cet-13174	44	27	i	i	NOUN
cet-13174	44	28	)	)	PUNCT
cet-13174	44	29	stretching	stretch	VERB
cet-13174	44	30	vibrations	vibration	NOUN
cet-13174	44	31	c	c	NOUN
cet-13174	44	32	-	-	PUNCT
cet-13174	44	33	c	c	NOUN
cet-13174	44	34	at	at	ADP
cet-13174	44	35	886	886	NUM
cet-13174	44	36	cm-1	cm-1	NOUN
cet-13174	44	37	;	;	PUNCT
cet-13174	44	38	ii	ii	NUM
cet-13174	44	39	)	)	PUNCT
cet-13174	44	40	vibrations	vibration	NOUN
cet-13174	44	41	of	of	ADP
cet-13174	44	42	the	the	DET
cet-13174	44	43	ch3	ch3	PROPN
cet-13174	44	44	groups	group	NOUN
cet-13174	44	45	at	at	ADP
cet-13174	44	46	1100	1100	NUM
cet-13174	44	47	-	-	SYM
cet-13174	44	48	1116	1116	NUM
cet-13174	44	49	cm1	cm1	PROPN
cet-13174	44	50	;	;	PUNCT
cet-13174	44	51	iii	iii	X
cet-13174	44	52	)	)	PUNCT
cet-13174	44	53	torsion	torsion	NOUN
cet-13174	44	54	and	and	CCONJ
cet-13174	44	55	rotational	rotational	ADJ
cet-13174	44	56	vibrations	vibration	NOUN
cet-13174	44	57	of	of	ADP
cet-13174	44	58	the	the	DET
cet-13174	44	59	ch2	ch2	NOUN
cet-13174	44	60	groups	group	NOUN
cet-13174	44	61	at	at	ADP
cet-13174	44	62	1280	1280	NUM
cet-13174	44	63	cm-1	cm-1	NUM
cet-13174	44	64	;	;	PUNCT
cet-13174	44	65	iv	iv	X
cet-13174	44	66	)	)	PUNCT
cet-13174	44	67	bending	bend	VERB
cet-13174	44	68	vibrations	vibration	NOUN
cet-13174	44	69	of	of	ADP
cet-13174	44	70	ch3	ch3	PROPN
cet-13174	44	71	and	and	CCONJ
cet-13174	44	72	ch2	ch2	PROPN
cet-13174	44	73	groups	group	NOUN
cet-13174	44	74	at	at	ADP
cet-13174	44	75	1456	1456	NUM
cet-13174	44	76	cm-1	cm-1	NOUN
cet-13174	44	77	;	;	PUNCT
cet-13174	44	78	v	v	X
cet-13174	44	79	)	)	PUNCT
cet-13174	44	80	stretching	stretch	VERB
cet-13174	44	81	symmetric	symmetric	ADJ
cet-13174	44	82	and	and	CCONJ
cet-13174	44	83	asymmetric	asymmetric	ADJ
cet-13174	44	84	vibrations	vibration	NOUN
cet-13174	44	85	of	of	ADP
cet-13174	44	86	the	the	DET
cet-13174	44	87	ch3	ch3	PROPN
cet-13174	44	88	groups	group	NOUN
cet-13174	44	89	at	at	ADP
cet-13174	44	90	3000	3000	NUM
cet-13174	44	91	cm-1	cm-1	VERB
cet-13174	45	1	approximately	approximately	ADV
cet-13174	45	2	(	(	PUNCT
cet-13174	45	3	burikov	burikov	PROPN
cet-13174	45	4	et	et	PROPN
cet-13174	45	5	al	al	PROPN
cet-13174	45	6	.	.	PROPN
cet-13174	45	7	,	,	PUNCT
cet-13174	45	8	2010	2010	NUM
cet-13174	45	9	)	)	PUNCT
cet-13174	45	10	.	.	PUNCT
cet-13174	46	1	as	as	SCONJ
cet-13174	46	2	many	many	ADJ
cet-13174	46	3	of	of	ADP
cet-13174	46	4	the	the	DET
cet-13174	46	5	characteristic	characteristic	ADJ
cet-13174	46	6	peaks	peak	NOUN
cet-13174	46	7	of	of	ADP
cet-13174	46	8	both	both	DET
cet-13174	46	9	species	specie	NOUN
cet-13174	46	10	overlap	overlap	VERB
cet-13174	46	11	when	when	SCONJ
cet-13174	46	12	glucose	glucose	NOUN
cet-13174	46	13	is	be	AUX
cet-13174	46	14	present	present	ADJ
cet-13174	46	15	,	,	PUNCT
cet-13174	46	16	it	it	PRON
cet-13174	46	17	is	be	AUX
cet-13174	46	18	difficult	difficult	ADJ
cet-13174	46	19	to	to	PART
cet-13174	46	20	evaluate	evaluate	VERB
cet-13174	46	21	the	the	DET
cet-13174	46	22	data	datum	NOUN
cet-13174	46	23	(	(	PUNCT
cet-13174	46	24	figure	figure	NOUN
cet-13174	46	25	2	2	NUM
cet-13174	46	26	)	)	PUNCT
cet-13174	46	27	.	.	PUNCT
cet-13174	47	1	this	this	DET
cet-13174	47	2	scenario	scenario	NOUN
cet-13174	47	3	has	have	AUX
cet-13174	47	4	motivated	motivate	VERB
cet-13174	47	5	the	the	DET
cet-13174	47	6	use	use	NOUN
cet-13174	47	7	of	of	ADP
cet-13174	47	8	chemometric	chemometric	ADJ
cet-13174	47	9	tools	tool	NOUN
cet-13174	47	10	in	in	ADP
cet-13174	47	11	order	order	NOUN
cet-13174	47	12	to	to	PART
cet-13174	47	13	discriminate	discriminate	VERB
cet-13174	47	14	the	the	DET
cet-13174	47	15	different	different	ADJ
cet-13174	47	16	contributions	contribution	NOUN
cet-13174	47	17	.	.	PUNCT
cet-13174	48	1	figure	figure	NOUN
cet-13174	48	2	2	2	NUM
cet-13174	48	3	.	.	PUNCT
cet-13174	48	4	spectra	spectra	NOUN
cet-13174	48	5	of	of	ADP
cet-13174	48	6	samples	sample	NOUN
cet-13174	48	7	with	with	ADP
cet-13174	48	8	different	different	ADJ
cet-13174	48	9	glucose	glucose	NOUN
cet-13174	48	10	and	and	CCONJ
cet-13174	48	11	ethanol	ethanol	NOUN
cet-13174	48	12	concentration	concentration	NOUN
cet-13174	48	13	:	:	PUNCT
cet-13174	48	14	30	30	NUM
cet-13174	48	15	g	g	NOUN
cet-13174	48	16	/	/	SYM
cet-13174	48	17	l	l	NOUN
cet-13174	48	18	of	of	ADP
cet-13174	48	19	glucose	glucose	NOUN
cet-13174	48	20	and	and	CCONJ
cet-13174	48	21	15	15	NUM
cet-13174	48	22	%	%	NOUN
cet-13174	48	23	v	v	ADP
cet-13174	48	24	/	/	SYM
cet-13174	48	25	v	v	NOUN
cet-13174	48	26	ethanol	ethanol	NOUN
cet-13174	48	27	blue	blue	ADJ
cet-13174	48	28	line	line	NOUN
cet-13174	48	29	,	,	PUNCT
cet-13174	48	30	15	15	NUM
cet-13174	48	31	g	g	NOUN
cet-13174	48	32	/	/	SYM
cet-13174	48	33	l	l	NOUN
cet-13174	48	34	of	of	ADP
cet-13174	48	35	glucose	glucose	NOUN
cet-13174	48	36	and	and	CCONJ
cet-13174	48	37	15	15	NUM
cet-13174	48	38	%	%	NOUN
cet-13174	48	39	v	v	ADP
cet-13174	48	40	/	/	SYM
cet-13174	48	41	v	v	NOUN
cet-13174	48	42	ethanol	ethanol	NOUN
cet-13174	48	43	red	red	ADJ
cet-13174	48	44	line	line	NOUN
cet-13174	48	45	,	,	PUNCT
cet-13174	48	46	22.5	22.5	NUM
cet-13174	48	47	g	g	NOUN
cet-13174	48	48	/	/	SYM
cet-13174	48	49	l	l	NOUN
cet-13174	48	50	of	of	ADP
cet-13174	48	51	glucose	glucose	NOUN
cet-13174	48	52	and	and	CCONJ
cet-13174	48	53	11.2	11.2	NUM
cet-13174	48	54	%	%	NOUN
cet-13174	48	55	v	v	ADP
cet-13174	48	56	/	/	SYM
cet-13174	48	57	v	v	NOUN
cet-13174	48	58	ethanol	ethanol	NOUN
cet-13174	48	59	green	green	ADJ
cet-13174	48	60	line	line	NOUN
cet-13174	48	61	.	.	PUNCT
cet-13174	49	1	4	4	X
cet-13174	49	2	.	.	X
cet-13174	49	3	statistical	statistical	ADJ
cet-13174	49	4	analysis	analysis	NOUN
cet-13174	49	5	in	in	ADP
cet-13174	49	6	raman	raman	NOUN
cet-13174	49	7	spectroscopy	spectroscopy	NOUN
cet-13174	49	8	,	,	PUNCT
cet-13174	49	9	sample	sample	NOUN
cet-13174	49	10	complexity	complexity	NOUN
cet-13174	49	11	leads	lead	VERB
cet-13174	49	12	to	to	ADP
cet-13174	49	13	spectral	spectral	ADJ
cet-13174	49	14	complexity	complexity	NOUN
cet-13174	49	15	,	,	PUNCT
cet-13174	49	16	and	and	CCONJ
cet-13174	49	17	in	in	ADP
cet-13174	49	18	a	a	DET
cet-13174	49	19	fermentation	fermentation	NOUN
cet-13174	49	20	system	system	NOUN
cet-13174	49	21	,	,	PUNCT
cet-13174	49	22	it	it	PRON
cet-13174	49	23	is	be	AUX
cet-13174	49	24	often	often	ADV
cet-13174	49	25	challenging	challenge	VERB
cet-13174	49	26	to	to	PART
cet-13174	49	27	obtain	obtain	VERB
cet-13174	49	28	unambiguous	unambiguous	ADJ
cet-13174	49	29	assignments	assignment	NOUN
cet-13174	49	30	of	of	ADP
cet-13174	49	31	bands	band	NOUN
cet-13174	49	32	to	to	ADP
cet-13174	49	33	specific	specific	ADJ
cet-13174	49	34	analytes	analyte	NOUN
cet-13174	49	35	.	.	PUNCT
cet-13174	50	1	assignments	assignment	NOUN
cet-13174	50	2	are	be	AUX
cet-13174	50	3	further	far	ADV
cet-13174	50	4	complicated	complicated	ADJ
cet-13174	50	5	because	because	SCONJ
cet-13174	50	6	many	many	ADJ
cet-13174	50	7	compounds	compound	NOUN
cet-13174	50	8	of	of	ADP
cet-13174	50	9	interest	interest	NOUN
cet-13174	50	10	in	in	ADP
cet-13174	50	11	solution	solution	NOUN
cet-13174	50	12	are	be	AUX
cet-13174	50	13	present	present	ADJ
cet-13174	50	14	at	at	ADP
cet-13174	50	15	low	low	ADJ
cet-13174	50	16	concentrations	concentration	NOUN
cet-13174	50	17	,	,	PUNCT
cet-13174	50	18	and	and	CCONJ
cet-13174	50	19	their	their	PRON
cet-13174	50	20	signal	signal	NOUN
cet-13174	50	21	is	be	AUX
cet-13174	50	22	overwhelmed	overwhelm	VERB
cet-13174	50	23	by	by	ADP
cet-13174	50	24	other	other	ADJ
cet-13174	50	25	high	high	ADJ
cet-13174	50	26	-	-	PUNCT
cet-13174	50	27	concentration	concentration	NOUN
cet-13174	50	28	compounds	compound	NOUN
cet-13174	50	29	,	,	PUNCT
cet-13174	50	30	like	like	ADP
cet-13174	50	31	water	water	NOUN
cet-13174	50	32	and	and	CCONJ
cet-13174	50	33	the	the	DET
cet-13174	50	34	substrate	substrate	NOUN
cet-13174	50	35	.	.	PUNCT
cet-13174	51	1	these	these	DET
cet-13174	51	2	difficulties	difficulty	NOUN
cet-13174	51	3	imply	imply	VERB
cet-13174	51	4	that	that	SCONJ
cet-13174	51	5	using	use	VERB
cet-13174	51	6	statistical	statistical	ADJ
cet-13174	51	7	tools	tool	NOUN
cet-13174	51	8	(	(	PUNCT
cet-13174	51	9	chemometrics	chemometric	NOUN
cet-13174	51	10	)	)	PUNCT
cet-13174	51	11	to	to	PART
cet-13174	51	12	perform	perform	VERB
cet-13174	51	13	accurate	accurate	ADJ
cet-13174	51	14	and	and	CCONJ
cet-13174	51	15	robust	robust	ADJ
cet-13174	51	16	analyses	analysis	NOUN
cet-13174	51	17	is	be	AUX
cet-13174	51	18	necessary	necessary	ADJ
cet-13174	51	19	.	.	PUNCT
cet-13174	52	1	the	the	DET
cet-13174	52	2	spectral	spectral	ADJ
cet-13174	52	3	data	datum	NOUN
cet-13174	52	4	can	can	AUX
cet-13174	52	5	be	be	AUX
cet-13174	52	6	related	relate	VERB
cet-13174	52	7	to	to	ADP
cet-13174	52	8	the	the	DET
cet-13174	52	9	concentration	concentration	NOUN
cet-13174	52	10	of	of	ADP
cet-13174	52	11	the	the	DET
cet-13174	52	12	components	component	NOUN
cet-13174	52	13	in	in	ADP
cet-13174	52	14	the	the	DET
cet-13174	52	15	samples	sample	NOUN
cet-13174	52	16	by	by	ADP
cet-13174	52	17	means	mean	NOUN
cet-13174	52	18	of	of	ADP
cet-13174	52	19	a	a	DET
cet-13174	52	20	pls	pls	NOUN
cet-13174	52	21	model	model	NOUN
cet-13174	52	22	(	(	PUNCT
cet-13174	52	23	geladi	geladi	NOUN
cet-13174	52	24	and	and	CCONJ
cet-13174	52	25	kowalski	kowalski	PROPN
cet-13174	52	26	,	,	PUNCT
cet-13174	52	27	1986	1986	NUM
cet-13174	52	28	)	)	PUNCT
cet-13174	52	29	,	,	PUNCT
cet-13174	52	30	which	which	PRON
cet-13174	52	31	links	link	VERB
cet-13174	52	32	the	the	DET
cet-13174	52	33	dependence	dependence	NOUN
cet-13174	52	34	of	of	ADP
cet-13174	52	35	the	the	DET
cet-13174	52	36	multivariate	multivariate	NOUN
cet-13174	52	37	data	datum	NOUN
cet-13174	52	38	matrix	matrix	NOUN
cet-13174	52	39	x	x	INTJ
cet-13174	53	1	(	(	PUNCT
cet-13174	53	2	for	for	ADP
cet-13174	53	3	the	the	DET
cet-13174	53	4	case	case	NOUN
cet-13174	53	5	at	at	ADP
cet-13174	53	6	hand	hand	NOUN
cet-13174	53	7	,	,	PUNCT
cet-13174	53	8	the	the	DET
cet-13174	53	9	raman	raman	NOUN
cet-13174	53	10	spectra	spectra	NOUN
cet-13174	53	11	)	)	PUNCT
cet-13174	53	12	to	to	ADP
cet-13174	53	13	the	the	DET
cet-13174	53	14	composition	composition	NOUN
cet-13174	53	15	of	of	ADP
cet-13174	53	16	the	the	DET
cet-13174	53	17	same	same	ADJ
cet-13174	53	18	samples	sample	NOUN
cet-13174	53	19	.	.	PUNCT
cet-13174	54	1	the	the	DET
cet-13174	54	2	pls	pls	PROPN
cet-13174	54	3	model	model	NOUN
cet-13174	54	4	is	be	AUX
cet-13174	54	5	obtained	obtain	VERB
cet-13174	54	6	from	from	ADP
cet-13174	54	7	a	a	DET
cet-13174	54	8	training	training	NOUN
cet-13174	54	9	set	set	NOUN
cet-13174	54	10	of	of	ADP
cet-13174	54	11	n	n	NOUN
cet-13174	54	12	observations	observation	NOUN
cet-13174	54	13	with	with	ADP
cet-13174	54	14	l	l	NOUN
cet-13174	54	15	x	x	NOUN
cet-13174	54	16	-	-	NOUN
cet-13174	54	17	variables	variable	NOUN
cet-13174	54	18	,	,	PUNCT
cet-13174	54	19	denoted	denote	VERB
cet-13174	54	20	by	by	ADP
cet-13174	54	21	𝑥𝑙	𝑥𝑙	NOUN
cet-13174	54	22	(	(	PUNCT
cet-13174	54	23	𝑙	𝑙	NOUN
cet-13174	54	24	=	=	SYM
cet-13174	54	25	1	1	NUM
cet-13174	54	26	,	,	PUNCT
cet-13174	54	27	…	…	PUNCT
cet-13174	54	28	,	,	PUNCT
cet-13174	54	29	𝐿	𝐿	PROPN
cet-13174	54	30	)	)	PUNCT
cet-13174	54	31	and	and	CCONJ
cet-13174	54	32	m	m	PROPN
cet-13174	54	33	y	y	NOUN
cet-13174	54	34	-	-	PUNCT
cet-13174	54	35	variables	variable	NOUN
cet-13174	54	36	,	,	PUNCT
cet-13174	54	37	denoted	denote	VERB
cet-13174	54	38	by	by	ADP
cet-13174	54	39	𝑦𝑚	𝑦𝑚	NOUN
cet-13174	54	40	(	(	PUNCT
cet-13174	54	41	𝑚	𝑚	NOUN
cet-13174	54	42	=	=	SYM
cet-13174	54	43	1	1	NUM
cet-13174	54	44	,	,	PUNCT
cet-13174	54	45	…	…	PUNCT
cet-13174	54	46	,	,	PUNCT
cet-13174	54	47	𝑀	𝑀	PROPN
cet-13174	54	48	)	)	PUNCT
cet-13174	54	49	.	.	PUNCT
cet-13174	55	1	the	the	DET
cet-13174	55	2	training	training	NOUN
cet-13174	55	3	data	datum	NOUN
cet-13174	55	4	forms	form	VERB
cet-13174	55	5	two	two	NUM
cet-13174	55	6	matrices	matrix	NOUN
cet-13174	55	7	x	x	PUNCT
cet-13174	55	8	and	and	CCONJ
cet-13174	55	9	y	y	PROPN
cet-13174	55	10	of	of	ADP
cet-13174	55	11	dimension	dimension	NOUN
cet-13174	55	12	(	(	PUNCT
cet-13174	55	13	𝑁	𝑁	PROPN
cet-13174	55	14	×	×	PROPN
cet-13174	55	15	𝐿	𝐿	PROPN
cet-13174	55	16	)	)	PUNCT
cet-13174	55	17	and	and	CCONJ
cet-13174	55	18	(	(	PUNCT
cet-13174	55	19	𝑁	𝑁	PROPN
cet-13174	55	20	×𝑀	×𝑀	NOUN
cet-13174	55	21	)	)	PUNCT
cet-13174	55	22	.	.	PUNCT
cet-13174	56	1	the	the	DET
cet-13174	56	2	pls	pls	PROPN
cet-13174	56	3	model	model	NOUN
cet-13174	56	4	is	be	AUX
cet-13174	56	5	reported	report	VERB
cet-13174	56	6	in	in	ADP
cet-13174	56	7	eq	eq	NOUN
cet-13174	56	8	.	.	PROPN
cet-13174	56	9	1	1	NUM
cet-13174	56	10	,	,	PUNCT
cet-13174	56	11	where	where	SCONJ
cet-13174	56	12	the	the	DET
cet-13174	56	13	reference	reference	NOUN
cet-13174	56	14	values	value	VERB
cet-13174	56	15	𝐘	𝐘	PROPN
cet-13174	56	16	are	be	AUX
cet-13174	56	17	the	the	DET
cet-13174	56	18	concentrations	concentration	NOUN
cet-13174	56	19	of	of	ADP
cet-13174	56	20	ethanol	ethanol	NOUN
cet-13174	56	21	and	and	CCONJ
cet-13174	56	22	glucose	glucose	NOUN
cet-13174	56	23	𝐗	𝐗	NOUN
cet-13174	56	24	=	=	SYM
cet-13174	57	1	𝐓𝐏𝐓	𝐓𝐏𝐓	PROPN
cet-13174	57	2	+	+	CCONJ
cet-13174	57	3	𝐄	𝐄	NOUN
cet-13174	57	4	=	=	PUNCT
cet-13174	57	5	∑	∑	PUNCT
cet-13174	57	6	𝐭i𝐩i	𝐭i𝐩i	ADV
cet-13174	57	7	t𝐀	t𝐀	VERB
cet-13174	57	8	𝐢=𝟏	𝐢=𝟏	ADP
cet-13174	57	9	+	+	CCONJ
cet-13174	57	10	𝐄	𝐄	NOUN
cet-13174	57	11	𝐘	𝐘	NOUN
cet-13174	57	12	=	=	SYM
cet-13174	57	13	𝐓𝐐𝐓	𝐓𝐐𝐓	NOUN
cet-13174	58	1	+	+	CCONJ
cet-13174	58	2	𝐟	𝐟	NOUN
cet-13174	58	3	=	=	SYM
cet-13174	58	4	∑	∑	PROPN
cet-13174	58	5	𝐭i𝐪i	𝐭i𝐪i	PROPN
cet-13174	58	6	t𝐀	t𝐀	NOUN
cet-13174	58	7	𝐢=𝟏	𝐢=𝟏	X
cet-13174	59	1	+	+	CCONJ
cet-13174	59	2	𝐅	𝐅	PROPN
cet-13174	59	3	𝐓	𝐓	NOUN
cet-13174	59	4	=	=	PUNCT
cet-13174	59	5	𝐗𝐖(𝐏𝐓𝐖)−1	𝐗𝐖(𝐏𝐓𝐖)−1	NOUN
cet-13174	59	6	(	(	PUNCT
cet-13174	59	7	1	1	NUM
cet-13174	59	8	)	)	PUNCT
cet-13174	59	9	in	in	ADP
cet-13174	59	10	eq	eq	ADP
cet-13174	59	11	.	.	PUNCT
cet-13174	60	1	(	(	PUNCT
cet-13174	60	2	1	1	NUM
cet-13174	60	3	)	)	PUNCT
cet-13174	60	4	,	,	PUNCT
cet-13174	60	5	e	e	X
cet-13174	60	6	(	(	PUNCT
cet-13174	60	7	n	n	CCONJ
cet-13174	60	8	×	×	PROPN
cet-13174	60	9	l	l	NOUN
cet-13174	60	10	)	)	PUNCT
cet-13174	60	11	and	and	CCONJ
cet-13174	60	12	f	f	PROPN
cet-13174	60	13	(	(	PUNCT
cet-13174	60	14	n	n	CCONJ
cet-13174	60	15	×	×	PROPN
cet-13174	60	16	m	m	NOUN
cet-13174	60	17	)	)	PUNCT
cet-13174	60	18	are	be	AUX
cet-13174	60	19	error	error	NOUN
cet-13174	60	20	matrices	matrix	NOUN
cet-13174	60	21	containing	contain	VERB
cet-13174	60	22	the	the	DET
cet-13174	60	23	part	part	NOUN
cet-13174	60	24	of	of	ADP
cet-13174	60	25	x	x	X
cet-13174	60	26	(	(	PUNCT
cet-13174	60	27	n	n	CCONJ
cet-13174	60	28	×	×	PROPN
cet-13174	60	29	l	l	NOUN
cet-13174	60	30	)	)	PUNCT
cet-13174	60	31	and	and	CCONJ
cet-13174	60	32	y	y	PROPN
cet-13174	60	33	(	(	PUNCT
cet-13174	60	34	n	n	CCONJ
cet-13174	60	35	×	×	PROPN
cet-13174	60	36	m	m	PROPN
cet-13174	60	37	)	)	PUNCT
cet-13174	60	38	,	,	PUNCT
cet-13174	60	39	respectively	respectively	ADV
cet-13174	60	40	,	,	PUNCT
cet-13174	60	41	which	which	PRON
cet-13174	60	42	the	the	DET
cet-13174	60	43	model	model	NOUN
cet-13174	60	44	does	do	AUX
cet-13174	60	45	not	not	PART
cet-13174	60	46	explain	explain	VERB
cet-13174	60	47	,	,	PUNCT
cet-13174	60	48	n	n	PRON
cet-13174	60	49	and	and	CCONJ
cet-13174	60	50	m	m	PROPN
cet-13174	60	51	are	be	AUX
cet-13174	60	52	the	the	DET
cet-13174	60	53	number	number	NOUN
cet-13174	60	54	of	of	ADP
cet-13174	60	55	samples	sample	NOUN
cet-13174	60	56	(	(	PUNCT
cet-13174	60	57	rows	row	NOUN
cet-13174	60	58	)	)	PUNCT
cet-13174	60	59	and	and	CCONJ
cet-13174	60	60	variables	variable	NOUN
cet-13174	60	61	(	(	PUNCT
cet-13174	60	62	columns	column	NOUN
cet-13174	60	63	)	)	PUNCT
cet-13174	60	64	,	,	PUNCT
cet-13174	60	65	respectively	respectively	ADV
cet-13174	60	66	.	.	PUNCT
cet-13174	61	1	in	in	ADP
cet-13174	61	2	the	the	DET
cet-13174	61	3	present	present	ADJ
cet-13174	61	4	study	study	NOUN
cet-13174	61	5	,	,	PUNCT
cet-13174	61	6	n	n	NOUN
cet-13174	61	7	=	=	SYM
cet-13174	61	8	25	25	NUM
cet-13174	61	9	,	,	PUNCT
cet-13174	61	10	and	and	CCONJ
cet-13174	61	11	m	m	PROPN
cet-13174	61	12	=	=	ADJ
cet-13174	61	13	400	400	NUM
cet-13174	61	14	.	.	PUNCT
cet-13174	62	1	the	the	DET
cet-13174	62	2	vector	vector	NOUN
cet-13174	62	3	ti	ti	NOUN
cet-13174	62	4	is	be	AUX
cet-13174	62	5	the	the	DET
cet-13174	62	6	i	i	PROPN
cet-13174	62	7	-	-	PUNCT
cet-13174	62	8	th	th	VERB
cet-13174	62	9	column	column	NOUN
cet-13174	62	10	vector	vector	NOUN
cet-13174	62	11	that	that	PRON
cet-13174	62	12	composes	compose	VERB
cet-13174	62	13	the	the	DET
cet-13174	62	14	score	score	NOUN
cet-13174	62	15	matrix	matrix	NOUN
cet-13174	62	16	t	t	NOUN
cet-13174	62	17	(	(	PUNCT
cet-13174	62	18	n	n	CCONJ
cet-13174	62	19	×	×	NOUN
cet-13174	62	20	a	a	NOUN
cet-13174	62	21	)	)	PUNCT
cet-13174	62	22	,	,	PUNCT
cet-13174	62	23	pi	pi	NOUN
cet-13174	62	24	and	and	CCONJ
cet-13174	62	25	qi	qi	PROPN
cet-13174	62	26	are	be	AUX
cet-13174	62	27	the	the	DET
cet-13174	62	28	loadings	loading	NOUN
cet-13174	62	29	that	that	PRON
cet-13174	62	30	compose	compose	VERB
cet-13174	62	31	the	the	DET
cet-13174	62	32	loading	loading	NOUN
cet-13174	62	33	matrices	matrix	NOUN
cet-13174	62	34	p	p	NOUN
cet-13174	62	35	(	(	PUNCT
cet-13174	62	36	l	l	PROPN
cet-13174	62	37	×	×	PROPN
cet-13174	62	38	a	a	NOUN
cet-13174	62	39	)	)	PUNCT
cet-13174	62	40	and	and	CCONJ
cet-13174	62	41	q	q	X
cet-13174	62	42	(	(	PUNCT
cet-13174	62	43	m	m	VERB
cet-13174	62	44	×	×	PROPN
cet-13174	62	45	a	a	NOUN
cet-13174	62	46	)	)	PUNCT
cet-13174	62	47	,	,	PUNCT
cet-13174	62	48	where	where	SCONJ
cet-13174	62	49	a	a	PRON
cet-13174	62	50	is	be	AUX
cet-13174	62	51	the	the	DET
cet-13174	62	52	number	number	NOUN
cet-13174	62	53	of	of	ADP
cet-13174	62	54	latent	latent	NOUN
cet-13174	62	55	variables	variable	NOUN
cet-13174	62	56	chosen	choose	VERB
cet-13174	62	57	to	to	PART
cet-13174	62	58	explain	explain	VERB
cet-13174	62	59	the	the	DET
cet-13174	62	60	significative	significative	ADJ
cet-13174	62	61	variance	variance	NOUN
cet-13174	62	62	of	of	ADP
cet-13174	62	63	the	the	DET
cet-13174	62	64	data	datum	NOUN
cet-13174	62	65	.	.	PUNCT
cet-13174	63	1	the	the	DET
cet-13174	63	2	matrix	matrix	NOUN
cet-13174	63	3	w	w	NOUN
cet-13174	63	4	(	(	PUNCT
cet-13174	63	5	l	l	NOUN
cet-13174	63	6	×	×	PROPN
cet-13174	63	7	a	a	NOUN
cet-13174	63	8	)	)	PUNCT
cet-13174	63	9	is	be	AUX
cet-13174	63	10	the	the	DET
cet-13174	63	11	weight	weight	NOUN
cet-13174	63	12	matrix	matrix	NOUN
cet-13174	63	13	obtained	obtain	VERB
cet-13174	63	14	by	by	ADP
cet-13174	63	15	the	the	DET
cet-13174	63	16	pls	pls	PROPN
cet-13174	63	17	regression	regression	NOUN
cet-13174	63	18	.	.	PUNCT
cet-13174	64	1	after	after	SCONJ
cet-13174	64	2	pls	pls	PROPN
cet-13174	64	3	regression	regression	NOUN
cet-13174	64	4	had	have	AUX
cet-13174	64	5	been	be	AUX
cet-13174	64	6	accomplished	accomplish	VERB
cet-13174	64	7	,	,	PUNCT
cet-13174	64	8	the	the	DET
cet-13174	64	9	interest	interest	NOUN
cet-13174	64	10	was	be	AUX
cet-13174	64	11	focused	focus	VERB
cet-13174	64	12	on	on	ADP
cet-13174	64	13	discriminating	discriminate	VERB
cet-13174	64	14	wavelengths	wavelength	NOUN
cet-13174	64	15	in	in	ADP
cet-13174	64	16	correspondence	correspondence	NOUN
cet-13174	64	17	of	of	ADP
cet-13174	64	18	which	which	PRON
cet-13174	64	19	the	the	DET
cet-13174	64	20	absorption	absorption	NOUN
cet-13174	64	21	signal	signal	NOUN
cet-13174	64	22	is	be	AUX
cet-13174	64	23	the	the	DET
cet-13174	64	24	most	most	ADV
cet-13174	64	25	influential	influential	ADJ
cet-13174	64	26	on	on	ADP
cet-13174	64	27	the	the	DET
cet-13174	64	28	changes	change	NOUN
cet-13174	64	29	in	in	ADP
cet-13174	64	30	y	y	PROPN
cet-13174	64	31	(	(	PUNCT
cet-13174	64	32	i.e.	i.e.	X
cet-13174	64	33	,	,	PUNCT
cet-13174	64	34	the	the	DET
cet-13174	64	35	concentrations	concentration	NOUN
cet-13174	64	36	)	)	PUNCT
cet-13174	64	37	from	from	ADP
cet-13174	64	38	those	those	PRON
cet-13174	64	39	with	with	ADP
cet-13174	64	40	no	no	DET
cet-13174	64	41	discrimination	discrimination	NOUN
cet-13174	64	42	power	power	NOUN
cet-13174	64	43	.	.	PUNCT
cet-13174	65	1	many	many	ADJ
cet-13174	65	2	approaches	approach	NOUN
cet-13174	65	3	have	have	AUX
cet-13174	65	4	been	be	AUX
cet-13174	65	5	proposed	propose	VERB
cet-13174	65	6	as	as	ADP
cet-13174	65	7	variable	variable	ADJ
cet-13174	65	8	selection	selection	NOUN
cet-13174	65	9	methods	method	NOUN
cet-13174	65	10	.	.	PUNCT
cet-13174	66	1	one	one	NUM
cet-13174	66	2	of	of	ADP
cet-13174	66	3	the	the	DET
cet-13174	66	4	most	most	ADV
cet-13174	66	5	popular	popular	ADJ
cet-13174	66	6	variable	variable	ADJ
cet-13174	66	7	selection	selection	NOUN
cet-13174	66	8	methods	method	NOUN
cet-13174	66	9	is	be	AUX
cet-13174	66	10	the	the	DET
cet-13174	66	11	variable	variable	ADJ
cet-13174	66	12	importance	importance	NOUN
cet-13174	66	13	in	in	ADP
cet-13174	66	14	projection	projection	NOUN
cet-13174	66	15	method	method	NOUN
cet-13174	66	16	(	(	PUNCT
cet-13174	66	17	vip	vip	NOUN
cet-13174	66	18	)	)	PUNCT
cet-13174	66	19	,	,	PUNCT
cet-13174	66	20	introduced	introduce	VERB
cet-13174	66	21	by	by	ADP
cet-13174	66	22	wold	wold	PROPN
cet-13174	66	23	et	et	PROPN
cet-13174	66	24	al	al	PROPN
cet-13174	66	25	.	.	PROPN
cet-13174	67	1	(	(	PUNCT
cet-13174	67	2	1993	1993	NUM
cet-13174	67	3	)	)	PUNCT
cet-13174	67	4	,	,	PUNCT
cet-13174	67	5	leading	lead	VERB
cet-13174	67	6	to	to	ADP
cet-13174	67	7	the	the	DET
cet-13174	67	8	estimation	estimation	NOUN
cet-13174	67	9	of	of	ADP
cet-13174	67	10	a	a	DET
cet-13174	67	11	so	so	ADV
cet-13174	67	12	-	-	PUNCT
cet-13174	67	13	called	call	VERB
cet-13174	67	14	score	score	NOUN
cet-13174	67	15	for	for	ADP
cet-13174	67	16	each	each	DET
cet-13174	67	17	regressor	regressor	NOUN
cet-13174	67	18	variable	variable	NOUN
cet-13174	67	19	.	.	PUNCT
cet-13174	68	1	vip	vip	NOUN
cet-13174	68	2	scores	score	NOUN
cet-13174	68	3	are	be	AUX
cet-13174	68	4	useful	useful	ADJ
cet-13174	68	5	in	in	ADP
cet-13174	68	6	understanding	understand	VERB
cet-13174	68	7	the	the	DET
cet-13174	68	8	x	x	PROPN
cet-13174	68	9	space	space	NOUN
cet-13174	68	10	predictor	predictor	NOUN
cet-13174	68	11	variables	variable	VERB
cet-13174	68	12	that	that	PRON
cet-13174	68	13	best	good	ADJ
cet-13174	68	14	explain	explain	VERB
cet-13174	68	15	y	y	PROPN
cet-13174	68	16	variance	variance	NOUN
cet-13174	68	17	.	.	PUNCT
cet-13174	69	1	500100015002000250030003500	500100015002000250030003500	NUM
cet-13174	69	2	raman	raman	NOUN
cet-13174	69	3	shift	shift	NOUN
cet-13174	70	1	[	[	X
cet-13174	70	2	cm	cm	NOUN
cet-13174	70	3	1	1	NUM
cet-13174	70	4	]	]	PUNCT
cet-13174	70	5	0	0	NUM
cet-13174	70	6	1000	1000	NUM
cet-13174	70	7	2000	2000	NUM
cet-13174	70	8	3000	3000	NUM
cet-13174	71	1	4000	4000	NUM
cet-13174	71	2	r	r	NOUN
cet-13174	71	3	a	a	DET
cet-13174	71	4	m	m	NOUN
cet-13174	71	5	a	a	DET
cet-13174	71	6	n	n	NOUN
cet-13174	72	1	i	i	PRON
cet-13174	72	2	n	n	VERB
cet-13174	72	3	te	te	VERB
cet-13174	72	4	n	n	PROPN
cet-13174	72	5	s	s	VERB
cet-13174	72	6	it	it	PRON
cet-13174	72	7	y	y	PROPN
cet-13174	72	8	[	[	PUNCT
cet-13174	72	9	a	a	DET
cet-13174	72	10	.u	.u	NOUN
cet-13174	72	11	]	]	PUNCT
cet-13174	72	12	573	573	NUM
cet-13174	72	13	for	for	ADP
cet-13174	72	14	the	the	DET
cet-13174	72	15	j	j	PROPN
cet-13174	72	16	-	-	PUNCT
cet-13174	72	17	th	th	VERB
cet-13174	72	18	variable	variable	NOUN
cet-13174	72	19	,	,	PUNCT
cet-13174	72	20	the	the	DET
cet-13174	72	21	corresponding	correspond	VERB
cet-13174	72	22	vip	vip	NOUN
cet-13174	72	23	score	score	NOUN
cet-13174	72	24	in	in	ADP
cet-13174	72	25	a	a	DET
cet-13174	72	26	pls	pls	NOUN
cet-13174	72	27	model	model	NOUN
cet-13174	72	28	with	with	ADP
cet-13174	72	29	a	a	DET
cet-13174	72	30	principal	principal	ADJ
cet-13174	72	31	components	component	NOUN
cet-13174	72	32	can	can	AUX
cet-13174	72	33	be	be	AUX
cet-13174	72	34	calculated	calculate	VERB
cet-13174	72	35	as	as	ADP
cet-13174	72	36	:	:	PUNCT
cet-13174	72	37	𝑉𝐼𝑃𝑗	𝑉𝐼𝑃𝑗	X
cet-13174	72	38	=	=	SYM
cet-13174	72	39	√𝐿	√𝐿	NOUN
cet-13174	72	40	∑	∑	PUNCT
cet-13174	72	41	(	(	PUNCT
cet-13174	72	42	𝑞𝑎	𝑞𝑎	PRON
cet-13174	72	43	2𝑡𝑎	2𝑡𝑎	ADJ
cet-13174	72	44	𝑇𝑡𝑎	𝑇𝑡𝑎	PROPN
cet-13174	72	45	(	(	PUNCT
cet-13174	72	46	𝑤𝑗𝑎	𝑤𝑗𝑎	NOUN
cet-13174	72	47	‖𝑤𝑎‖	‖𝑤𝑎‖	PROPN
cet-13174	72	48	)	)	PUNCT
cet-13174	72	49	2	2	NUM
cet-13174	72	50	)	)	PUNCT
cet-13174	72	51	𝐴	𝐴	PROPN
cet-13174	72	52	𝑎=1	𝑎=1	NOUN
cet-13174	72	53	∑	∑	ADP
cet-13174	72	54	𝑞𝑎	𝑞𝑎	ADP
cet-13174	72	55	2𝑡𝑎	2𝑡𝑎	ADJ
cet-13174	72	56	𝑇𝑡𝑎	𝑇𝑡𝑎	PROPN
cet-13174	72	57	𝐴	𝐴	PROPN
cet-13174	72	58	𝑎=1	𝑎=1	NOUN
cet-13174	72	59	(	(	PUNCT
cet-13174	72	60	2	2	NUM
cet-13174	72	61	)	)	PUNCT
cet-13174	72	62	where	where	SCONJ
cet-13174	72	63	𝑡𝑎	𝑡𝑎	PRON
cet-13174	72	64	is	be	AUX
cet-13174	72	65	the	the	DET
cet-13174	72	66	a	a	PRON
cet-13174	72	67	-	-	PUNCT
cet-13174	72	68	th	th	VERB
cet-13174	72	69	column	column	NOUN
cet-13174	72	70	vector	vector	NOUN
cet-13174	72	71	of	of	ADP
cet-13174	72	72	the	the	DET
cet-13174	72	73	score	score	NOUN
cet-13174	72	74	matrix	matrix	NOUN
cet-13174	72	75	t	t	PROPN
cet-13174	72	76	,	,	PUNCT
cet-13174	72	77	𝑞𝑎	𝑞𝑎	X
cet-13174	72	78	is	be	AUX
cet-13174	72	79	the	the	DET
cet-13174	72	80	a	a	PRON
cet-13174	72	81	-	-	PUNCT
cet-13174	72	82	th	th	VERB
cet-13174	72	83	element	element	NOUN
cet-13174	72	84	of	of	ADP
cet-13174	72	85	the	the	DET
cet-13174	72	86	regression	regression	NOUN
cet-13174	72	87	coefficient	coefficient	NOUN
cet-13174	72	88	vector	vector	NOUN
cet-13174	72	89	q	q	PROPN
cet-13174	72	90	of	of	ADP
cet-13174	72	91	t	t	PROPN
cet-13174	72	92	,	,	PUNCT
cet-13174	72	93	𝑤𝑎	𝑤𝑎	PROPN
cet-13174	72	94	is	be	AUX
cet-13174	72	95	the	the	DET
cet-13174	72	96	a	a	PRON
cet-13174	72	97	-	-	PUNCT
cet-13174	72	98	th	th	VERB
cet-13174	72	99	column	column	NOUN
cet-13174	72	100	vector	vector	NOUN
cet-13174	72	101	of	of	ADP
cet-13174	72	102	the	the	DET
cet-13174	72	103	weighting	weighting	NOUN
cet-13174	72	104	matrix	matrix	NOUN
cet-13174	72	105	w.	w.	NOUN
cet-13174	72	106	variables	variable	NOUN
cet-13174	72	107	at	at	ADP
cet-13174	72	108	which	which	PRON
cet-13174	72	109	the	the	DET
cet-13174	72	110	vip	vip	NOUN
cet-13174	72	111	scores	score	NOUN
cet-13174	72	112	were	be	AUX
cet-13174	72	113	above	above	ADP
cet-13174	72	114	1.0	1.0	NUM
cet-13174	72	115	were	be	AUX
cet-13174	72	116	considered	consider	VERB
cet-13174	72	117	significant	significant	ADJ
cet-13174	72	118	(	(	PUNCT
cet-13174	72	119	eriksson	eriksson	PROPN
cet-13174	72	120	et	et	PROPN
cet-13174	72	121	al	al	PROPN
cet-13174	72	122	.	.	PROPN
cet-13174	72	123	,	,	PUNCT
cet-13174	72	124	2006	2006	NUM
cet-13174	72	125	)	)	PUNCT
cet-13174	72	126	.	.	PUNCT
cet-13174	73	1	the	the	DET
cet-13174	73	2	unity	unity	NOUN
cet-13174	73	3	threshold	threshold	NOUN
cet-13174	73	4	value	value	NOUN
cet-13174	73	5	has	have	AUX
cet-13174	73	6	been	be	AUX
cet-13174	73	7	demonstrated	demonstrate	VERB
cet-13174	73	8	to	to	PART
cet-13174	73	9	be	be	AUX
cet-13174	73	10	a	a	DET
cet-13174	73	11	reasonable	reasonable	ADJ
cet-13174	73	12	choice	choice	NOUN
cet-13174	73	13	even	even	ADV
cet-13174	73	14	when	when	SCONJ
cet-13174	73	15	the	the	DET
cet-13174	73	16	x	x	PROPN
cet-13174	73	17	variables	variable	NOUN
cet-13174	73	18	are	be	AUX
cet-13174	73	19	spectral	spectral	ADJ
cet-13174	73	20	data	datum	NOUN
cet-13174	73	21	.	.	PUNCT
cet-13174	74	1	the	the	DET
cet-13174	74	2	schematic	schematic	ADJ
cet-13174	74	3	representation	representation	NOUN
cet-13174	74	4	of	of	ADP
cet-13174	74	5	the	the	DET
cet-13174	74	6	proposed	propose	VERB
cet-13174	74	7	procedure	procedure	NOUN
cet-13174	74	8	is	be	AUX
cet-13174	74	9	reported	report	VERB
cet-13174	74	10	in	in	ADP
cet-13174	74	11	figure	figure	NOUN
cet-13174	74	12	3	3	NUM
cet-13174	74	13	.	.	PUNCT
cet-13174	74	14	figure	figure	VERB
cet-13174	74	15	3	3	NUM
cet-13174	74	16	.	.	PUNCT
cet-13174	74	17	schematic	schematic	ADJ
cet-13174	74	18	representation	representation	NOUN
cet-13174	74	19	of	of	ADP
cet-13174	74	20	the	the	DET
cet-13174	74	21	procedure	procedure	NOUN
cet-13174	74	22	for	for	ADP
cet-13174	74	23	fermentation	fermentation	NOUN
cet-13174	74	24	monitoring	monitoring	NOUN
cet-13174	74	25	by	by	ADP
cet-13174	74	26	raman	raman	NOUN
cet-13174	74	27	spectroscopy	spectroscopy	NOUN
cet-13174	74	28	.	.	PUNCT
cet-13174	75	1	5	5	X
cet-13174	75	2	.	.	NOUN
cet-13174	75	3	results	result	NOUN
cet-13174	75	4	and	and	CCONJ
cet-13174	75	5	discussion	discussion	NOUN
cet-13174	75	6	pls1d	pls1d	NOUN
cet-13174	75	7	models	model	NOUN
cet-13174	75	8	have	have	AUX
cet-13174	75	9	been	be	AUX
cet-13174	75	10	developed	develop	VERB
cet-13174	75	11	for	for	ADP
cet-13174	75	12	both	both	DET
cet-13174	75	13	ethanol	ethanol	NOUN
cet-13174	75	14	and	and	CCONJ
cet-13174	75	15	glucose	glucose	NOUN
cet-13174	75	16	by	by	ADP
cet-13174	75	17	considering	consider	VERB
cet-13174	75	18	different	different	ADJ
cet-13174	75	19	aqueous	aqueous	ADJ
cet-13174	75	20	solutions	solution	NOUN
cet-13174	75	21	.	.	PUNCT
cet-13174	76	1	it	it	PRON
cet-13174	76	2	was	be	AUX
cet-13174	76	3	found	find	VERB
cet-13174	76	4	that	that	SCONJ
cet-13174	76	5	3	3	NUM
cet-13174	76	6	latent	latent	NOUN
cet-13174	76	7	variables	variable	NOUN
cet-13174	76	8	were	be	AUX
cet-13174	76	9	satisfactory	satisfactory	ADJ
cet-13174	76	10	to	to	PART
cet-13174	76	11	describe	describe	VERB
cet-13174	76	12	the	the	DET
cet-13174	76	13	dependence	dependence	NOUN
cet-13174	76	14	on	on	ADP
cet-13174	76	15	the	the	DET
cet-13174	76	16	ethanol	ethanol	NOUN
cet-13174	76	17	,	,	PUNCT
cet-13174	76	18	whereas	whereas	SCONJ
cet-13174	76	19	,	,	PUNCT
cet-13174	76	20	regarding	regard	VERB
cet-13174	76	21	the	the	DET
cet-13174	76	22	glucose	glucose	NOUN
cet-13174	76	23	dependence	dependence	NOUN
cet-13174	76	24	estimation	estimation	NOUN
cet-13174	76	25	,	,	PUNCT
cet-13174	76	26	4	4	NUM
cet-13174	76	27	latent	latent	NOUN
cet-13174	76	28	variables	variable	NOUN
cet-13174	76	29	were	be	AUX
cet-13174	76	30	required	require	VERB
cet-13174	76	31	.	.	PUNCT
cet-13174	77	1	in	in	ADP
cet-13174	77	2	figure	figure	NOUN
cet-13174	77	3	4	4	NUM
cet-13174	77	4	,	,	PUNCT
cet-13174	77	5	vip	vip	NOUN
cet-13174	77	6	scores	score	NOUN
cet-13174	77	7	above	above	ADP
cet-13174	77	8	a	a	DET
cet-13174	77	9	threshold	threshold	NOUN
cet-13174	77	10	of	of	ADP
cet-13174	77	11	1.0	1.0	NUM
cet-13174	77	12	are	be	AUX
cet-13174	77	13	highlighted	highlight	VERB
cet-13174	77	14	for	for	ADP
cet-13174	77	15	ethanol	ethanol	NOUN
cet-13174	77	16	and	and	CCONJ
cet-13174	77	17	glucose	glucose	NOUN
cet-13174	77	18	.	.	PUNCT
cet-13174	78	1	figure	figure	NOUN
cet-13174	78	2	4	4	NUM
cet-13174	78	3	.	.	PUNCT
cet-13174	79	1	vip	vip	NOUN
cet-13174	79	2	scores	score	NOUN
cet-13174	79	3	,	,	PUNCT
cet-13174	79	4	with	with	ADP
cet-13174	79	5	the	the	DET
cet-13174	79	6	indication	indication	NOUN
cet-13174	79	7	of	of	ADP
cet-13174	79	8	the	the	DET
cet-13174	79	9	wavelengths	wavelength	NOUN
cet-13174	79	10	with	with	ADP
cet-13174	79	11	information	information	NOUN
cet-13174	79	12	on	on	ADP
cet-13174	79	13	ethanol	ethanol	NOUN
cet-13174	79	14	(	(	PUNCT
cet-13174	79	15	red	red	ADJ
cet-13174	79	16	line	line	NOUN
cet-13174	79	17	)	)	PUNCT
cet-13174	79	18	and	and	CCONJ
cet-13174	79	19	glucose	glucose	NOUN
cet-13174	79	20	(	(	PUNCT
cet-13174	79	21	blue	blue	ADJ
cet-13174	79	22	line	line	NOUN
cet-13174	79	23	)	)	PUNCT
cet-13174	79	24	.	.	PUNCT
cet-13174	80	1	there	there	PRON
cet-13174	80	2	is	be	VERB
cet-13174	80	3	a	a	DET
cet-13174	80	4	significant	significant	ADJ
cet-13174	80	5	overlap	overlap	NOUN
cet-13174	80	6	between	between	ADP
cet-13174	80	7	the	the	DET
cet-13174	80	8	wavelengths	wavelength	NOUN
cet-13174	80	9	informative	informative	ADJ
cet-13174	80	10	for	for	ADP
cet-13174	80	11	ethanol	ethanol	NOUN
cet-13174	80	12	and	and	CCONJ
cet-13174	80	13	glucose	glucose	NOUN
cet-13174	80	14	in	in	ADP
cet-13174	80	15	most	most	ADJ
cet-13174	80	16	cases	case	NOUN
cet-13174	80	17	.	.	PUNCT
cet-13174	81	1	vips	vip	NOUN
cet-13174	81	2	result	result	VERB
cet-13174	81	3	greater	great	ADJ
cet-13174	81	4	than	than	ADP
cet-13174	81	5	one	one	NUM
cet-13174	81	6	for	for	ADP
cet-13174	81	7	both	both	CCONJ
cet-13174	81	8	the	the	DET
cet-13174	81	9	species	specie	NOUN
cet-13174	81	10	in	in	ADP
cet-13174	81	11	wavelengths	wavelength	NOUN
cet-13174	81	12	intervals	interval	NOUN
cet-13174	81	13	located	locate	VERB
cet-13174	81	14	circa	circa	NOUN
cet-13174	81	15	at	at	ADP
cet-13174	81	16	880	880	NUM
cet-13174	81	17	cm-1	cm-1	X
cet-13174	81	18	(	(	PUNCT
cet-13174	81	19	corresponding	correspond	VERB
cet-13174	81	20	to	to	ADP
cet-13174	81	21	the	the	DET
cet-13174	81	22	stretching	stretch	VERB
cet-13174	81	23	vibrations	vibration	NOUN
cet-13174	81	24	of	of	ADP
cet-13174	81	25	c	c	NOUN
cet-13174	81	26	-	-	PUNCT
cet-13174	81	27	c	c	NOUN
cet-13174	81	28	)	)	PUNCT
cet-13174	81	29	,	,	PUNCT
cet-13174	81	30	at	at	ADP
cet-13174	81	31	1050	1050	NUM
cet-13174	81	32	cm-1	cm-1	NOUN
cet-13174	81	33	(	(	PUNCT
cet-13174	81	34	corresponding	correspond	VERB
cet-13174	81	35	to	to	ADP
cet-13174	81	36	the	the	DET
cet-13174	81	37	ch3	ch3	PROPN
cet-13174	81	38	vibrations	vibration	NOUN
cet-13174	81	39	)	)	PUNCT
cet-13174	81	40	,	,	PUNCT
cet-13174	81	41	at	at	ADP
cet-13174	81	42	1450	1450	NUM
cet-13174	81	43	cm-1	cm-1	X
cet-13174	81	44	(	(	PUNCT
cet-13174	81	45	related	relate	VERB
cet-13174	81	46	to	to	ADP
cet-13174	81	47	the	the	DET
cet-13174	81	48	bending	bend	VERB
cet-13174	81	49	vibrations	vibration	NOUN
cet-13174	81	50	of	of	ADP
cet-13174	81	51	ch3	ch3	PROPN
cet-13174	81	52	and	and	CCONJ
cet-13174	81	53	ch2	ch2	PROPN
cet-13174	81	54	)	)	PUNCT
cet-13174	81	55	leading	lead	VERB
cet-13174	81	56	to	to	ADP
cet-13174	81	57	some	some	DET
cet-13174	81	58	difficulties	difficulty	NOUN
cet-13174	81	59	in	in	ADP
cet-13174	81	60	discriminating	discriminate	VERB
cet-13174	81	61	the	the	DET
cet-13174	81	62	two	two	NUM
cet-13174	81	63	components	component	NOUN
cet-13174	81	64	.	.	PUNCT
cet-13174	82	1	in	in	ADP
cet-13174	82	2	addition	addition	NOUN
cet-13174	82	3	,	,	PUNCT
cet-13174	82	4	the	the	DET
cet-13174	82	5	glucose	glucose	NOUN
cet-13174	82	6	shows	show	VERB
cet-13174	82	7	vips	vip	NOUN
cet-13174	82	8	statistically	statistically	ADV
cet-13174	82	9	significant	significant	ADJ
cet-13174	82	10	also	also	ADV
cet-13174	82	11	at	at	ADP
cet-13174	82	12	1100	1100	NUM
cet-13174	82	13	cm-1	cm-1	NOUN
cet-13174	83	1	(	(	PUNCT
cet-13174	83	2	corresponding	correspond	VERB
cet-13174	83	3	to	to	ADP
cet-13174	83	4	coh	coh	NOUN
cet-13174	83	5	vibrations	vibration	NOUN
cet-13174	83	6	,	,	PUNCT
cet-13174	83	7	(	(	PUNCT
cet-13174	83	8	see	see	VERB
cet-13174	83	9	,	,	PUNCT
cet-13174	83	10	e.g.	e.g.	ADV
cet-13174	83	11	mathlouthi	mathlouthi	NOUN
cet-13174	83	12	and	and	CCONJ
cet-13174	83	13	luu	luu	PROPN
cet-13174	83	14	,	,	PUNCT
cet-13174	83	15	1980	1980	NUM
cet-13174	83	16	)	)	PUNCT
cet-13174	83	17	and	and	CCONJ
cet-13174	83	18	1600	1600	NUM
cet-13174	83	19	-	-	SYM
cet-13174	83	20	1700	1700	NUM
cet-13174	83	21	cm-1	cm-1	NOUN
cet-13174	83	22	.	.	PUNCT
cet-13174	84	1	this	this	DET
cet-13174	84	2	latter	latter	ADJ
cet-13174	84	3	region	region	NOUN
cet-13174	84	4	should	should	AUX
cet-13174	84	5	be	be	AUX
cet-13174	84	6	related	relate	VERB
cet-13174	84	7	to	to	ADP
cet-13174	84	8	water	water	NOUN
cet-13174	84	9	oh	oh	INTJ
cet-13174	84	10	bending	bend	VERB
cet-13174	84	11	.	.	PUNCT
cet-13174	85	1	therefore	therefore	ADV
cet-13174	85	2	,	,	PUNCT
cet-13174	85	3	the	the	DET
cet-13174	85	4	statistical	statistical	ADJ
cet-13174	85	5	models	model	NOUN
cet-13174	85	6	relating	relate	VERB
cet-13174	85	7	spectra	spectra	NOUN
cet-13174	85	8	and	and	CCONJ
cet-13174	85	9	concentrations	concentration	NOUN
cet-13174	85	10	for	for	ADP
cet-13174	85	11	the	the	DET
cet-13174	85	12	two	two	NUM
cet-13174	85	13	compounds	compound	NOUN
cet-13174	85	14	have	have	AUX
cet-13174	85	15	been	be	AUX
cet-13174	85	16	constructed	construct	VERB
cet-13174	85	17	using	use	VERB
cet-13174	85	18	only	only	ADV
cet-13174	85	19	the	the	DET
cet-13174	85	20	interval	interval	NOUN
cet-13174	85	21	of	of	ADP
cet-13174	85	22	wavelengths	wavelength	NOUN
cet-13174	85	23	suggested	suggest	VERB
cet-13174	85	24	by	by	ADP
cet-13174	85	25	the	the	DET
cet-13174	85	26	vip	vip	NOUN
cet-13174	85	27	scores	score	NOUN
cet-13174	85	28	.	.	PUNCT
cet-13174	86	1	800100012001400160018002000	800100012001400160018002000	NUM
cet-13174	86	2	raman	raman	NOUN
cet-13174	86	3	shift	shift	NOUN
cet-13174	86	4	[	[	X
cet-13174	86	5	cm	cm	X
cet-13174	86	6	-1	-1	NOUN
cet-13174	86	7	]	]	PUNCT
cet-13174	86	8	0	0	NUM
cet-13174	86	9	1	1	NUM
cet-13174	86	10	2	2	NUM
cet-13174	86	11	3	3	NUM
cet-13174	86	12	4	4	NUM
cet-13174	86	13	5	5	NUM
cet-13174	86	14	6	6	NUM
cet-13174	86	15	7	7	NUM
cet-13174	86	16	v	v	NOUN
cet-13174	86	17	ip	ip	NOUN
cet-13174	86	18	s	s	NOUN
cet-13174	86	19	c	c	NOUN
cet-13174	86	20	o	o	X
cet-13174	86	21	re	re	X
cet-13174	86	22	s	s	PROPN
cet-13174	86	23	574	574	NUM
cet-13174	86	24	the	the	DET
cet-13174	86	25	comparison	comparison	NOUN
cet-13174	86	26	between	between	ADP
cet-13174	86	27	the	the	DET
cet-13174	86	28	ethanol	ethanol	NOUN
cet-13174	86	29	concentration	concentration	NOUN
cet-13174	86	30	estimated	estimate	VERB
cet-13174	86	31	with	with	ADP
cet-13174	86	32	the	the	DET
cet-13174	86	33	pls	pls	PROPN
cet-13174	86	34	model	model	NOUN
cet-13174	86	35	with	with	ADP
cet-13174	86	36	3	3	NUM
cet-13174	86	37	latent	latent	NOUN
cet-13174	86	38	variables	variable	NOUN
cet-13174	86	39	and	and	CCONJ
cet-13174	86	40	the	the	DET
cet-13174	86	41	experimental	experimental	ADJ
cet-13174	86	42	data	datum	NOUN
cet-13174	86	43	is	be	AUX
cet-13174	86	44	reported	report	VERB
cet-13174	86	45	in	in	ADP
cet-13174	86	46	figure	figure	NOUN
cet-13174	86	47	5	5	NUM
cet-13174	86	48	(	(	PUNCT
cet-13174	86	49	left	leave	VERB
cet-13174	86	50	panel	panel	NOUN
cet-13174	86	51	)	)	PUNCT
cet-13174	86	52	.	.	PUNCT
cet-13174	87	1	the	the	DET
cet-13174	87	2	results	result	NOUN
cet-13174	87	3	are	be	AUX
cet-13174	87	4	quite	quite	ADV
cet-13174	87	5	satisfactory	satisfactory	ADJ
cet-13174	87	6	,	,	PUNCT
cet-13174	87	7	as	as	SCONJ
cet-13174	87	8	indicated	indicate	VERB
cet-13174	87	9	by	by	ADP
cet-13174	87	10	the	the	DET
cet-13174	87	11	coefficient	coefficient	NOUN
cet-13174	87	12	of	of	ADP
cet-13174	87	13	determination	determination	NOUN
cet-13174	87	14	.	.	PUNCT
cet-13174	88	1	indeed	indeed	ADV
cet-13174	88	2	,	,	PUNCT
cet-13174	88	3	r2	r2	PROPN
cet-13174	88	4	is	be	AUX
cet-13174	88	5	equal	equal	ADJ
cet-13174	88	6	to	to	ADP
cet-13174	88	7	0.9927	0.9927	NUM
cet-13174	88	8	for	for	ADP
cet-13174	88	9	calibration	calibration	NOUN
cet-13174	88	10	and	and	CCONJ
cet-13174	88	11	0.9374	0.9374	NUM
cet-13174	88	12	for	for	ADP
cet-13174	88	13	validation	validation	NOUN
cet-13174	88	14	.	.	PUNCT
cet-13174	89	1	the	the	DET
cet-13174	89	2	glucose	glucose	NOUN
cet-13174	89	3	concentration	concentration	NOUN
cet-13174	89	4	values	value	NOUN
cet-13174	89	5	predicted	predict	VERB
cet-13174	89	6	by	by	ADP
cet-13174	89	7	the	the	DET
cet-13174	89	8	pls	pls	PROPN
cet-13174	89	9	model	model	NOUN
cet-13174	89	10	with	with	ADP
cet-13174	89	11	4	4	NUM
cet-13174	89	12	latent	latent	NOUN
cet-13174	89	13	variables	variable	NOUN
cet-13174	89	14	are	be	AUX
cet-13174	89	15	reported	report	VERB
cet-13174	89	16	in	in	ADP
cet-13174	89	17	figure	figure	NOUN
cet-13174	89	18	5	5	NUM
cet-13174	89	19	(	(	PUNCT
cet-13174	89	20	right	right	ADJ
cet-13174	89	21	panel	panel	NOUN
cet-13174	89	22	)	)	PUNCT
cet-13174	89	23	as	as	ADP
cet-13174	89	24	a	a	DET
cet-13174	89	25	function	function	NOUN
cet-13174	89	26	of	of	ADP
cet-13174	89	27	the	the	DET
cet-13174	89	28	measured	measure	VERB
cet-13174	89	29	ones	one	NOUN
cet-13174	89	30	.	.	PUNCT
cet-13174	90	1	in	in	ADP
cet-13174	90	2	this	this	DET
cet-13174	90	3	case	case	NOUN
cet-13174	90	4	,	,	PUNCT
cet-13174	90	5	the	the	DET
cet-13174	90	6	coefficient	coefficient	NOUN
cet-13174	90	7	of	of	ADP
cet-13174	90	8	determination	determination	NOUN
cet-13174	90	9	is	be	AUX
cet-13174	90	10	equal	equal	ADJ
cet-13174	90	11	to	to	ADP
cet-13174	90	12	0.9087	0.9087	NUM
cet-13174	90	13	for	for	ADP
cet-13174	90	14	calibration	calibration	NOUN
cet-13174	90	15	and	and	CCONJ
cet-13174	90	16	0.6237	0.6237	NUM
cet-13174	90	17	for	for	ADP
cet-13174	90	18	validation	validation	NOUN
cet-13174	90	19	,	,	PUNCT
cet-13174	90	20	indicating	indicate	VERB
cet-13174	90	21	that	that	SCONJ
cet-13174	90	22	glucose	glucose	NOUN
cet-13174	90	23	detection	detection	NOUN
cet-13174	90	24	and	and	CCONJ
cet-13174	90	25	quantification	quantification	NOUN
cet-13174	90	26	using	use	VERB
cet-13174	90	27	the	the	DET
cet-13174	90	28	proposed	propose	VERB
cet-13174	90	29	approach	approach	NOUN
cet-13174	90	30	are	be	AUX
cet-13174	90	31	more	more	ADV
cet-13174	90	32	challenging	challenging	ADJ
cet-13174	90	33	compared	compare	VERB
cet-13174	90	34	to	to	ADP
cet-13174	90	35	alcohol	alcohol	NOUN
cet-13174	90	36	.	.	PUNCT
cet-13174	91	1	figure	figure	NOUN
cet-13174	91	2	5	5	NUM
cet-13174	91	3	.	.	PUNCT
cet-13174	91	4	predicted	predict	VERB
cet-13174	91	5	vs	vs	ADP
cet-13174	91	6	measured	measure	VERB
cet-13174	91	7	ethanol	ethanol	NOUN
cet-13174	91	8	concentrations	concentration	NOUN
cet-13174	91	9	(	(	PUNCT
cet-13174	91	10	left	leave	VERB
cet-13174	91	11	panel	panel	NOUN
cet-13174	91	12	)	)	PUNCT
cet-13174	91	13	and	and	CCONJ
cet-13174	91	14	predicted	predict	VERB
cet-13174	91	15	vs	vs	ADP
cet-13174	91	16	measured	measure	VERB
cet-13174	91	17	glucose	glucose	NOUN
cet-13174	91	18	concentration	concentration	NOUN
cet-13174	91	19	(	(	PUNCT
cet-13174	91	20	right	right	ADJ
cet-13174	91	21	panel	panel	NOUN
cet-13174	91	22	)	)	PUNCT
cet-13174	91	23	for	for	ADP
cet-13174	91	24	the	the	DET
cet-13174	91	25	standard	standard	ADJ
cet-13174	91	26	solutions	solution	NOUN
cet-13174	91	27	.	.	PUNCT
cet-13174	92	1	the	the	DET
cet-13174	92	2	red	red	ADJ
cet-13174	92	3	circles	circle	NOUN
cet-13174	92	4	represent	represent	VERB
cet-13174	92	5	validation	validation	NOUN
cet-13174	92	6	data	datum	NOUN
cet-13174	92	7	.	.	PUNCT
cet-13174	93	1	pls	pls	PROPN
cet-13174	93	2	models	model	NOUN
cet-13174	93	3	were	be	AUX
cet-13174	93	4	also	also	ADV
cet-13174	93	5	obtained	obtain	VERB
cet-13174	93	6	considering	consider	VERB
cet-13174	93	7	samples	sample	NOUN
cet-13174	93	8	from	from	ADP
cet-13174	93	9	the	the	DET
cet-13174	93	10	fermentation	fermentation	NOUN
cet-13174	93	11	of	of	ADP
cet-13174	93	12	hydrolyzed	hydrolyzed	ADJ
cet-13174	93	13	spent	spend	VERB
cet-13174	93	14	grain	grain	NOUN
cet-13174	93	15	.	.	PUNCT
cet-13174	94	1	the	the	DET
cet-13174	94	2	determination	determination	NOUN
cet-13174	94	3	coefficients	coefficient	NOUN
cet-13174	94	4	estimated	estimate	VERB
cet-13174	94	5	in	in	ADP
cet-13174	94	6	validation	validation	NOUN
cet-13174	94	7	were	be	AUX
cet-13174	94	8	equal	equal	ADJ
cet-13174	94	9	to	to	ADP
cet-13174	94	10	0.7913	0.7913	NUM
cet-13174	94	11	and	and	CCONJ
cet-13174	94	12	0.4783	0.4783	NUM
cet-13174	94	13	for	for	ADP
cet-13174	94	14	ethanol	ethanol	NOUN
cet-13174	94	15	and	and	CCONJ
cet-13174	94	16	glucose	glucose	NOUN
cet-13174	94	17	,	,	PUNCT
cet-13174	94	18	respectively	respectively	ADV
cet-13174	94	19	.	.	PUNCT
cet-13174	95	1	thus	thus	ADV
cet-13174	95	2	,	,	PUNCT
cet-13174	95	3	the	the	DET
cet-13174	95	4	performance	performance	NOUN
cet-13174	95	5	of	of	ADP
cet-13174	95	6	the	the	DET
cet-13174	95	7	pls	pls	NOUN
cet-13174	95	8	models	model	NOUN
cet-13174	95	9	significantly	significantly	ADV
cet-13174	95	10	deteriorated	deteriorate	VERB
cet-13174	95	11	in	in	ADP
cet-13174	95	12	this	this	DET
cet-13174	95	13	case	case	NOUN
cet-13174	95	14	.	.	PUNCT
cet-13174	96	1	in	in	ADP
cet-13174	96	2	fact	fact	NOUN
cet-13174	96	3	,	,	PUNCT
cet-13174	96	4	there	there	PRON
cet-13174	96	5	is	be	VERB
cet-13174	96	6	a	a	DET
cet-13174	96	7	possibility	possibility	NOUN
cet-13174	96	8	that	that	SCONJ
cet-13174	96	9	the	the	DET
cet-13174	96	10	signal	signal	NOUN
cet-13174	96	11	associated	associate	VERB
cet-13174	96	12	with	with	ADP
cet-13174	96	13	suspended	suspend	VERB
cet-13174	96	14	particles	particle	NOUN
cet-13174	96	15	interfered	interfere	VERB
cet-13174	96	16	with	with	ADP
cet-13174	96	17	glucose	glucose	NOUN
cet-13174	96	18	quantification	quantification	NOUN
cet-13174	96	19	(	(	PUNCT
cet-13174	96	20	shih	shih	NOUN
cet-13174	96	21	and	and	CCONJ
cet-13174	96	22	smith	smith	PROPN
cet-13174	96	23	,	,	PUNCT
cet-13174	96	24	2009	2009	NUM
cet-13174	96	25	)	)	PUNCT
cet-13174	96	26	,	,	PUNCT
cet-13174	96	27	indicating	indicate	VERB
cet-13174	96	28	that	that	SCONJ
cet-13174	96	29	samples	sample	NOUN
cet-13174	96	30	filtering	filtering	NOUN
cet-13174	96	31	was	be	AUX
cet-13174	96	32	not	not	PART
cet-13174	96	33	sufficient	sufficient	ADJ
cet-13174	96	34	for	for	ADP
cet-13174	96	35	obtaining	obtain	VERB
cet-13174	96	36	acceptable	acceptable	ADJ
cet-13174	96	37	results	result	NOUN
cet-13174	96	38	.	.	PUNCT
cet-13174	97	1	figure	figure	VERB
cet-13174	97	2	6	6	NUM
cet-13174	97	3	.	.	PUNCT
cet-13174	98	1	predicted	predict	VERB
cet-13174	98	2	vs	vs	ADP
cet-13174	98	3	measured	measure	VERB
cet-13174	98	4	ethanol	ethanol	NOUN
cet-13174	98	5	concentrations	concentration	NOUN
cet-13174	98	6	(	(	PUNCT
cet-13174	98	7	left	leave	VERB
cet-13174	98	8	panel	panel	NOUN
cet-13174	98	9	)	)	PUNCT
cet-13174	98	10	and	and	CCONJ
cet-13174	98	11	predicted	predict	VERB
cet-13174	98	12	vs	vs	ADP
cet-13174	98	13	measured	measure	VERB
cet-13174	98	14	glucose	glucose	NOUN
cet-13174	98	15	concentration	concentration	NOUN
cet-13174	98	16	(	(	PUNCT
cet-13174	98	17	right	right	ADJ
cet-13174	98	18	panel	panel	NOUN
cet-13174	98	19	)	)	PUNCT
cet-13174	98	20	for	for	ADP
cet-13174	98	21	the	the	DET
cet-13174	98	22	fermentation	fermentation	NOUN
cet-13174	98	23	samples	sample	NOUN
cet-13174	98	24	.	.	PUNCT
cet-13174	99	1	the	the	DET
cet-13174	99	2	red	red	ADJ
cet-13174	99	3	circles	circle	NOUN
cet-13174	99	4	represent	represent	VERB
cet-13174	99	5	validation	validation	NOUN
cet-13174	99	6	data	datum	NOUN
cet-13174	99	7	.	.	PUNCT
cet-13174	100	1	6	6	X
cet-13174	100	2	.	.	PUNCT
cet-13174	100	3	conclusions	conclusion	NOUN
cet-13174	100	4	this	this	DET
cet-13174	100	5	study	study	NOUN
cet-13174	100	6	investigated	investigate	VERB
cet-13174	100	7	and	and	CCONJ
cet-13174	100	8	discussed	discuss	VERB
cet-13174	100	9	the	the	DET
cet-13174	100	10	use	use	NOUN
cet-13174	100	11	of	of	ADP
cet-13174	100	12	raman	raman	NOUN
cet-13174	100	13	spectroscopy	spectroscopy	NOUN
cet-13174	100	14	as	as	ADP
cet-13174	100	15	a	a	DET
cet-13174	100	16	monitoring	monitoring	NOUN
cet-13174	100	17	tool	tool	NOUN
cet-13174	100	18	for	for	ADP
cet-13174	100	19	bioethanol	bioethanol	NOUN
cet-13174	100	20	production	production	NOUN
cet-13174	100	21	in	in	ADP
cet-13174	100	22	fermentation	fermentation	NOUN
cet-13174	100	23	bioreactors	bioreactor	NOUN
cet-13174	100	24	.	.	PUNCT
cet-13174	101	1	the	the	DET
cet-13174	101	2	aim	aim	NOUN
cet-13174	101	3	was	be	AUX
cet-13174	101	4	to	to	PART
cet-13174	101	5	develop	develop	VERB
cet-13174	101	6	an	an	DET
cet-13174	101	7	automated	automate	VERB
cet-13174	101	8	sensor	sensor	NOUN
cet-13174	101	9	that	that	PRON
cet-13174	101	10	could	could	AUX
cet-13174	101	11	measure	measure	VERB
cet-13174	101	12	the	the	DET
cet-13174	101	13	composition	composition	NOUN
cet-13174	101	14	of	of	ADP
cet-13174	101	15	ethanol	ethanol	NOUN
cet-13174	101	16	and	and	CCONJ
cet-13174	101	17	glucose	glucose	NOUN
cet-13174	101	18	with	with	ADP
cet-13174	101	19	minimal	minimal	ADJ
cet-13174	101	20	sample	sample	NOUN
cet-13174	101	21	preparation	preparation	NOUN
cet-13174	101	22	and	and	CCONJ
cet-13174	101	23	analysis	analysis	NOUN
cet-13174	101	24	time	time	NOUN
cet-13174	101	25	.	.	PUNCT
cet-13174	102	1	initially	initially	ADV
cet-13174	102	2	,	,	PUNCT
cet-13174	102	3	the	the	DET
cet-13174	102	4	vip	vip	NOUN
cet-13174	102	5	variable	variable	ADJ
cet-13174	102	6	selection	selection	NOUN
cet-13174	102	7	method	method	NOUN
cet-13174	102	8	was	be	AUX
cet-13174	102	9	employed	employ	VERB
cet-13174	102	10	to	to	PART
cet-13174	102	11	identify	identify	VERB
cet-13174	102	12	the	the	DET
cet-13174	102	13	most	most	ADV
cet-13174	102	14	informative	informative	ADJ
cet-13174	102	15	region	region	NOUN
cet-13174	102	16	of	of	ADP
cet-13174	102	17	the	the	DET
cet-13174	102	18	spectra	spectra	NOUN
cet-13174	102	19	for	for	ADP
cet-13174	102	20	the	the	DET
cet-13174	102	21	target	target	NOUN
cet-13174	102	22	compounds	compound	NOUN
cet-13174	102	23	.	.	PUNCT
cet-13174	103	1	subsequently	subsequently	ADV
cet-13174	103	2	,	,	PUNCT
cet-13174	103	3	pls	pls	PROPN
cet-13174	103	4	models	model	NOUN
cet-13174	103	5	were	be	AUX
cet-13174	103	6	developed	develop	VERB
cet-13174	103	7	to	to	PART
cet-13174	103	8	establish	establish	VERB
cet-13174	103	9	a	a	DET
cet-13174	103	10	correlation	correlation	NOUN
cet-13174	103	11	between	between	ADP
cet-13174	103	12	raman	raman	NOUN
cet-13174	103	13	spectra	spectra	NOUN
cet-13174	103	14	and	and	CCONJ
cet-13174	103	15	the	the	DET
cet-13174	103	16	concentration	concentration	NOUN
cet-13174	103	17	of	of	ADP
cet-13174	103	18	ethanol	ethanol	NOUN
cet-13174	103	19	and	and	CCONJ
cet-13174	103	20	glucose	glucose	NOUN
cet-13174	103	21	.	.	PUNCT
cet-13174	104	1	the	the	DET
cet-13174	104	2	results	result	NOUN
cet-13174	104	3	obtained	obtain	VERB
cet-13174	104	4	from	from	ADP
cet-13174	104	5	analyzing	analyze	VERB
cet-13174	104	6	standard	standard	ADJ
cet-13174	104	7	solutions	solution	NOUN
cet-13174	104	8	of	of	ADP
cet-13174	104	9	ethanol	ethanol	NOUN
cet-13174	104	10	and	and	CCONJ
cet-13174	104	11	0	0	NUM
cet-13174	104	12	1	1	NUM
cet-13174	104	13	2	2	NUM
cet-13174	104	14	3	3	NUM
cet-13174	104	15	4	4	NUM
cet-13174	104	16	5	5	NUM
cet-13174	104	17	6	6	NUM
cet-13174	104	18	measured	measure	VERB
cet-13174	104	19	ethanol	ethanol	NOUN
cet-13174	104	20	[	[	X
cet-13174	104	21	g	g	NOUN
cet-13174	104	22	/	/	SYM
cet-13174	104	23	l	l	NOUN
cet-13174	104	24	]	]	X
cet-13174	104	25	0	0	NUM
cet-13174	104	26	1	1	NUM
cet-13174	104	27	2	2	NUM
cet-13174	104	28	3	3	NUM
cet-13174	104	29	4	4	NUM
cet-13174	104	30	5	5	NUM
cet-13174	104	31	6	6	NUM
cet-13174	104	32	p	p	NOUN
cet-13174	104	33	re	re	ADP
cet-13174	104	34	d	d	NOUN
cet-13174	104	35	ic	ic	X
cet-13174	104	36	te	te	PROPN
cet-13174	104	37	d	d	PROPN
cet-13174	104	38	e	e	X
cet-13174	104	39	th	th	X
cet-13174	104	40	a	a	PRON
cet-13174	104	41	n	n	NOUN
cet-13174	104	42	o	o	NOUN
cet-13174	104	43	l	l	NOUN
cet-13174	105	1	[	[	X
cet-13174	105	2	g	g	X
cet-13174	105	3	/l	/l	PUNCT
cet-13174	105	4	]	]	PUNCT
cet-13174	105	5	0	0	NUM
cet-13174	105	6	2	2	NUM
cet-13174	105	7	4	4	NUM
cet-13174	105	8	6	6	NUM
cet-13174	105	9	8	8	NUM
cet-13174	105	10	10	10	NUM
cet-13174	105	11	12	12	NUM
cet-13174	105	12	measured	measure	VERB
cet-13174	105	13	glucose	glucose	NOUN
cet-13174	105	14	[	[	X
cet-13174	105	15	g	g	NOUN
cet-13174	105	16	/	/	SYM
cet-13174	105	17	l	l	NOUN
cet-13174	105	18	]	]	X
cet-13174	105	19	0	0	NUM
cet-13174	105	20	2	2	NUM
cet-13174	105	21	4	4	NUM
cet-13174	105	22	6	6	NUM
cet-13174	105	23	8	8	NUM
cet-13174	105	24	10	10	NUM
cet-13174	105	25	12	12	NUM
cet-13174	105	26	p	p	NOUN
cet-13174	105	27	re	re	ADP
cet-13174	105	28	d	d	NOUN
cet-13174	105	29	ic	ic	X
cet-13174	105	30	te	te	PROPN
cet-13174	106	1	d	d	X
cet-13174	106	2	g	g	PROPN
cet-13174	107	1	lu	lu	NOUN
cet-13174	108	1	c	c	NOUN
cet-13174	108	2	o	o	NOUN
cet-13174	108	3	s	s	X
cet-13174	108	4	e	e	X
cet-13174	108	5	[	[	PUNCT
cet-13174	108	6	g	g	PROPN
cet-13174	108	7	/l	/l	PUNCT
cet-13174	108	8	]	]	PUNCT
cet-13174	108	9	575	575	NUM
cet-13174	108	10	glucose	glucose	NOUN
cet-13174	108	11	were	be	AUX
cet-13174	108	12	satisfactory	satisfactory	ADJ
cet-13174	108	13	,	,	PUNCT
cet-13174	108	14	as	as	SCONJ
cet-13174	108	15	reported	report	VERB
cet-13174	108	16	in	in	ADP
cet-13174	108	17	previous	previous	ADJ
cet-13174	108	18	investigations	investigation	NOUN
cet-13174	108	19	.	.	PUNCT
cet-13174	109	1	however	however	ADV
cet-13174	109	2	,	,	PUNCT
cet-13174	109	3	analyzing	analyze	VERB
cet-13174	109	4	fermentation	fermentation	NOUN
cet-13174	109	5	solutions	solution	NOUN
cet-13174	109	6	posed	pose	VERB
cet-13174	109	7	a	a	DET
cet-13174	109	8	considerable	considerable	ADJ
cet-13174	109	9	challenge	challenge	NOUN
cet-13174	109	10	due	due	ADP
cet-13174	109	11	to	to	ADP
cet-13174	109	12	the	the	DET
cet-13174	109	13	presence	presence	NOUN
cet-13174	109	14	of	of	ADP
cet-13174	109	15	suspended	suspend	VERB
cet-13174	109	16	particles	particle	NOUN
cet-13174	109	17	.	.	PUNCT
cet-13174	110	1	acknowledgments	acknowledgment	NOUN
cet-13174	110	2	this	this	DET
cet-13174	110	3	project	project	NOUN
cet-13174	110	4	has	have	AUX
cet-13174	110	5	received	receive	VERB
cet-13174	110	6	funding	funding	NOUN
cet-13174	110	7	from	from	ADP
cet-13174	110	8	the	the	DET
cet-13174	110	9	european	european	PROPN
cet-13174	110	10	union	union	PROPN
cet-13174	110	11	’s	’s	PART
cet-13174	110	12	horizon	horizon	NOUN
cet-13174	110	13	2020	2020	NUM
cet-13174	110	14	research	research	NOUN
cet-13174	110	15	and	and	CCONJ
cet-13174	110	16	innovation	innovation	NOUN
cet-13174	110	17	programme	programme	NOUN
cet-13174	110	18	under	under	ADP
cet-13174	110	19	the	the	DET
cet-13174	110	20	marie	marie	PROPN
cet-13174	110	21	sklodowska	sklodowska	PROPN
cet-13174	110	22	-	-	PUNCT
cet-13174	110	23	curie	curie	PROPN
cet-13174	110	24	grant	grant	NOUN
cet-13174	110	25	agreement	agreement	NOUN
cet-13174	110	26	no	no	DET
cet-13174	110	27	778168	778168	NUM
cet-13174	110	28	.	.	PUNCT
cet-13174	111	1	references	reference	NOUN
cet-13174	111	2	avila	avila	PROPN
cet-13174	111	3	t.c	t.c	PROPN
cet-13174	111	4	.	.	PROPN
cet-13174	111	5	,	,	PUNCT
cet-13174	111	6	poppi	poppi	PROPN
cet-13174	111	7	r.j	r.j	PROPN
cet-13174	111	8	.	.	PROPN
cet-13174	111	9	,	,	PUNCT
cet-13174	111	10	lunardi	lunardi	PROPN
cet-13174	111	11	i.	i.	PROPN
cet-13174	111	12	,	,	PUNCT
cet-13174	111	13	tizei	tizei	PROPN
cet-13174	111	14	p.a	p.a	PROPN
cet-13174	111	15	.	.	PROPN
cet-13174	111	16	,	,	PUNCT
cet-13174	111	17	pereira	pereira	PROPN
cet-13174	111	18	g.a	g.a	PROPN
cet-13174	111	19	.	.	PROPN
cet-13174	111	20	,	,	PUNCT
cet-13174	111	21	2012	2012	NUM
cet-13174	111	22	,	,	PUNCT
cet-13174	111	23	raman	raman	NOUN
cet-13174	111	24	spectroscopy	spectroscopy	NOUN
cet-13174	111	25	and	and	CCONJ
cet-13174	111	26	chemometrics	chemometric	NOUN
cet-13174	111	27	for	for	ADP
cet-13174	111	28	on‐line	on‐line	NOUN
cet-13174	111	29	control	control	NOUN
cet-13174	111	30	of	of	ADP
cet-13174	111	31	glucose	glucose	NOUN
cet-13174	111	32	fermentation	fermentation	NOUN
cet-13174	111	33	by	by	ADP
cet-13174	111	34	saccharomyces	saccharomyce	NOUN
cet-13174	111	35	cerevisiae	cerevisiae	NOUN
cet-13174	111	36	,	,	PUNCT
cet-13174	111	37	biotechnology	biotechnology	NOUN
cet-13174	111	38	progress	progress	NOUN
cet-13174	111	39	,	,	PUNCT
cet-13174	111	40	28(6	28(6	NOUN
cet-13174	111	41	)	)	PUNCT
cet-13174	111	42	,	,	PUNCT
cet-13174	111	43	15981604	15981604	NUM
cet-13174	111	44	.	.	PUNCT
cet-13174	112	1	burikov	burikov	PROPN
cet-13174	112	2	s.	s.	PROPN
cet-13174	112	3	,	,	PUNCT
cet-13174	112	4	dolenko	dolenko	ADJ
cet-13174	112	5	t.	t.	PROPN
cet-13174	112	6	,	,	PUNCT
cet-13174	112	7	patsaeva	patsaeva	PROPN
cet-13174	112	8	s.	s.	PROPN
cet-13174	112	9	,	,	PUNCT
cet-13174	112	10	starokurov	starokurov	PROPN
cet-13174	112	11	y.	y.	PROPN
cet-13174	112	12	,	,	PUNCT
cet-13174	112	13	yuzhakov	yuzhakov	PROPN
cet-13174	112	14	v.	v.	PROPN
cet-13174	112	15	,	,	PUNCT
cet-13174	112	16	2010	2010	NUM
cet-13174	112	17	,	,	PUNCT
cet-13174	112	18	raman	raman	NOUN
cet-13174	112	19	and	and	CCONJ
cet-13174	112	20	ir	ir	PROPN
cet-13174	112	21	spectroscopy	spectroscopy	NOUN
cet-13174	112	22	research	research	NOUN
cet-13174	112	23	on	on	ADP
cet-13174	112	24	hydrogen	hydrogen	NOUN
cet-13174	112	25	bonding	bonding	NOUN
cet-13174	112	26	in	in	ADP
cet-13174	112	27	water	water	NOUN
cet-13174	112	28	-	-	PUNCT
cet-13174	112	29	ethanol	ethanol	NOUN
cet-13174	112	30	systems	system	NOUN
cet-13174	112	31	,	,	PUNCT
cet-13174	112	32	molecular	molecular	ADJ
cet-13174	112	33	physics	physics	NOUN
cet-13174	112	34	,	,	PUNCT
cet-13174	112	35	108(18	108(18	NUM
cet-13174	112	36	)	)	PUNCT
cet-13174	112	37	,	,	PUNCT
cet-13174	112	38	2427	2427	NUM
cet-13174	112	39	-	-	SYM
cet-13174	112	40	2436	2436	NUM
cet-13174	112	41	.	.	PUNCT
cet-13174	113	1	claßen	claßen	PROPN
cet-13174	113	2	j.	j.	PROPN
cet-13174	113	3	,	,	PUNCT
cet-13174	113	4	aupert	aupert	PROPN
cet-13174	113	5	f.	f.	PROPN
cet-13174	113	6	,	,	PUNCT
cet-13174	113	7	reardon	reardon	PROPN
cet-13174	113	8	k.f	k.f	PROPN
cet-13174	113	9	.	.	PROPN
cet-13174	113	10	,	,	PUNCT
cet-13174	113	11	solle	solle	PROPN
cet-13174	113	12	d.	d.	PROPN
cet-13174	113	13	,	,	PUNCT
cet-13174	113	14	scheper	scheper	NOUN
cet-13174	113	15	t.	t.	PROPN
cet-13174	113	16	,	,	PUNCT
cet-13174	113	17	2017	2017	NUM
cet-13174	113	18	,	,	PUNCT
cet-13174	113	19	spectroscopic	spectroscopic	ADJ
cet-13174	113	20	sensors	sensor	NOUN
cet-13174	113	21	for	for	ADP
cet-13174	113	22	in	in	ADP
cet-13174	113	23	-	-	PUNCT
cet-13174	113	24	line	line	NOUN
cet-13174	113	25	bioprocess	bioprocess	NOUN
cet-13174	113	26	monitoring	monitoring	NOUN
cet-13174	113	27	in	in	ADP
cet-13174	113	28	research	research	NOUN
cet-13174	113	29	and	and	CCONJ
cet-13174	113	30	pharmaceutical	pharmaceutical	NOUN
cet-13174	113	31	industrial	industrial	ADJ
cet-13174	113	32	application	application	NOUN
cet-13174	113	33	,	,	PUNCT
cet-13174	113	34	analytical	analytical	ADJ
cet-13174	113	35	and	and	CCONJ
cet-13174	113	36	bioanalytical	bioanalytical	ADJ
cet-13174	113	37	chemistry	chemistry	NOUN
cet-13174	113	38	,	,	PUNCT
cet-13174	113	39	409	409	NUM
cet-13174	113	40	,	,	PUNCT
cet-13174	113	41	651	651	NUM
cet-13174	113	42	-	-	SYM
cet-13174	113	43	666	666	NUM
cet-13174	113	44	.	.	PUNCT
cet-13174	114	1	eriksson	eriksson	PROPN
cet-13174	114	2	l.	l.	PROPN
cet-13174	114	3	,	,	PUNCT
cet-13174	114	4	kettaneh	kettaneh	PROPN
cet-13174	114	5	-	-	PUNCT
cet-13174	114	6	wold	wold	VERB
cet-13174	114	7	n.	n.	NOUN
cet-13174	114	8	,	,	PUNCT
cet-13174	114	9	trygg	trygg	PROPN
cet-13174	114	10	j.	j.	PROPN
cet-13174	114	11	,	,	PUNCT
cet-13174	114	12	wikström	wikström	PROPN
cet-13174	114	13	c.	c.	PROPN
cet-13174	114	14	,	,	PUNCT
cet-13174	114	15	wold	wold	ADJ
cet-13174	114	16	s.	s.	PROPN
cet-13174	114	17	,	,	PUNCT
cet-13174	114	18	2006	2006	NUM
cet-13174	114	19	,	,	PUNCT
cet-13174	114	20	multi	multi	ADJ
cet-13174	114	21	-	-	ADJ
cet-13174	114	22	and	and	CCONJ
cet-13174	114	23	megavariate	megavariate	ADJ
cet-13174	114	24	data	datum	NOUN
cet-13174	114	25	analysis	analysis	NOUN
cet-13174	114	26	:	:	PUNCT
cet-13174	114	27	part	part	NOUN
cet-13174	114	28	i	i	NOUN
cet-13174	114	29	:	:	PUNCT
cet-13174	114	30	basic	basic	ADJ
cet-13174	114	31	principles	principle	NOUN
cet-13174	114	32	and	and	CCONJ
cet-13174	114	33	applications	application	NOUN
cet-13174	114	34	.	.	PUNCT
cet-13174	115	1	in	in	ADP
cet-13174	115	2	computer	computer	NOUN
cet-13174	115	3	and	and	CCONJ
cet-13174	115	4	information	information	NOUN
cet-13174	115	5	science	science	NOUN
cet-13174	115	6	(	(	PUNCT
cet-13174	115	7	vol	vol	NOUN
cet-13174	115	8	.	.	NOUN
cet-13174	115	9	1	1	NUM
cet-13174	115	10	)	)	PUNCT
cet-13174	115	11	.	.	PUNCT
cet-13174	116	1	umetrics	umetrics	PROPN
cet-13174	116	2	academy	academy	PROPN
cet-13174	116	3	,	,	PUNCT
cet-13174	116	4	malmö	malmö	PROPN
cet-13174	116	5	,	,	PUNCT
cet-13174	116	6	sweden	sweden	PROPN
cet-13174	116	7	.	.	PUNCT
cet-13174	117	1	esmonde	esmonde	PROPN
cet-13174	117	2	-	-	PUNCT
cet-13174	117	3	white	white	PROPN
cet-13174	117	4	k.a	k.a	PROPN
cet-13174	117	5	.	.	PROPN
cet-13174	117	6	,	,	PUNCT
cet-13174	117	7	cuellar	cuellar	ADJ
cet-13174	117	8	m.	m.	NOUN
cet-13174	117	9	,	,	PUNCT
cet-13174	117	10	uerpmann	uerpmann	PROPN
cet-13174	117	11	c.	c.	PROPN
cet-13174	117	12	,	,	PUNCT
cet-13174	117	13	lenain	lenain	PROPN
cet-13174	117	14	b.	b.	PROPN
cet-13174	117	15	,	,	PUNCT
cet-13174	117	16	lewis	lewis	PROPN
cet-13174	117	17	i.r	i.r	PROPN
cet-13174	117	18	.	.	PROPN
cet-13174	117	19	,	,	PUNCT
cet-13174	117	20	2017	2017	NUM
cet-13174	117	21	,	,	PUNCT
cet-13174	117	22	raman	raman	NOUN
cet-13174	117	23	spectroscopy	spectroscopy	NOUN
cet-13174	117	24	as	as	ADP
cet-13174	117	25	a	a	DET
cet-13174	117	26	process	process	NOUN
cet-13174	117	27	analytical	analytical	ADJ
cet-13174	117	28	technology	technology	NOUN
cet-13174	117	29	for	for	ADP
cet-13174	117	30	pharmaceutical	pharmaceutical	NOUN
cet-13174	117	31	manufacturing	manufacturing	NOUN
cet-13174	117	32	and	and	CCONJ
cet-13174	117	33	bioprocessing	bioprocessing	NOUN
cet-13174	117	34	,	,	PUNCT
cet-13174	117	35	analytical	analytical	ADJ
cet-13174	117	36	and	and	CCONJ
cet-13174	117	37	bioanalytical	bioanalytical	ADJ
cet-13174	117	38	chemistry	chemistry	NOUN
cet-13174	117	39	,	,	PUNCT
cet-13174	117	40	409(3	409(3	NUM
cet-13174	117	41	)	)	PUNCT
cet-13174	117	42	,	,	PUNCT
cet-13174	117	43	637	637	NUM
cet-13174	117	44	-	-	SYM
cet-13174	117	45	649	649	NUM
cet-13174	117	46	.	.	PUNCT
cet-13174	118	1	geladi	geladi	PROPN
cet-13174	118	2	p.	p.	PROPN
cet-13174	118	3	,	,	PUNCT
cet-13174	118	4	kowalski	kowalski	PROPN
cet-13174	118	5	b.r	b.r	PROPN
cet-13174	118	6	.	.	PROPN
cet-13174	118	7	,	,	PUNCT
cet-13174	118	8	1986	1986	NUM
cet-13174	118	9	,	,	PUNCT
cet-13174	118	10	partial	partial	ADJ
cet-13174	118	11	least	least	ADJ
cet-13174	118	12	-	-	PUNCT
cet-13174	118	13	squares	square	NOUN
cet-13174	118	14	regression	regression	NOUN
cet-13174	118	15	:	:	PUNCT
cet-13174	118	16	a	a	DET
cet-13174	118	17	tutorial	tutorial	NOUN
cet-13174	118	18	.	.	PUNCT
cet-13174	119	1	analytica	analytica	PROPN
cet-13174	119	2	chimica	chimica	PROPN
cet-13174	119	3	acta	acta	PROPN
cet-13174	119	4	,	,	PUNCT
cet-13174	119	5	185(c	185(c	PROPN
cet-13174	119	6	)	)	PUNCT
cet-13174	119	7	,	,	PUNCT
cet-13174	119	8	1	1	NUM
cet-13174	119	9	–	–	PUNCT
cet-13174	119	10	17	17	NUM
cet-13174	119	11	.	.	PUNCT
cet-13174	120	1	https://doi.org/10.1016/0003-2670(86)80028-9	https://doi.org/10.1016/0003-2670(86)80028-9	PROPN
cet-13174	120	2	.	.	PUNCT
cet-13174	121	1	lin	lin	PROPN
cet-13174	121	2	y.k	y.k	PROPN
cet-13174	121	3	.	.	PROPN
cet-13174	121	4	,	,	PUNCT
cet-13174	121	5	leong	leong	PROPN
cet-13174	121	6	h.y	h.y	PROPN
cet-13174	121	7	.	.	PROPN
cet-13174	121	8	,	,	PUNCT
cet-13174	121	9	ling	ling	PROPN
cet-13174	121	10	t.c	t.c	PROPN
cet-13174	121	11	.	.	PROPN
cet-13174	121	12	,	,	PUNCT
cet-13174	121	13	lin	lin	PROPN
cet-13174	121	14	d.q	d.q	PROPN
cet-13174	121	15	.	.	PROPN
cet-13174	121	16	,	,	PUNCT
cet-13174	121	17	yao	yao	PROPN
cet-13174	121	18	s.j	s.j	PROPN
cet-13174	121	19	.	.	PROPN
cet-13174	121	20	,	,	PUNCT
cet-13174	121	21	2021	2021	NUM
cet-13174	121	22	,	,	PUNCT
cet-13174	121	23	raman	raman	NOUN
cet-13174	121	24	spectroscopy	spectroscopy	NOUN
cet-13174	121	25	as	as	ADP
cet-13174	121	26	process	process	NOUN
cet-13174	121	27	analytical	analytical	ADJ
cet-13174	121	28	tool	tool	NOUN
cet-13174	121	29	in	in	ADP
cet-13174	121	30	downstream	downstream	ADJ
cet-13174	121	31	processing	processing	NOUN
cet-13174	121	32	of	of	ADP
cet-13174	121	33	biotechnology	biotechnology	NOUN
cet-13174	121	34	,	,	PUNCT
cet-13174	121	35	chinese	chinese	ADJ
cet-13174	121	36	journal	journal	NOUN
cet-13174	121	37	of	of	ADP
cet-13174	121	38	biotechnology	biotechnology	NOUN
cet-13174	121	39	,	,	PUNCT
cet-13174	121	40	29(2	29(2	NUM
cet-13174	121	41	)	)	PUNCT
cet-13174	121	42	,	,	PUNCT
cet-13174	121	43	204	204	NUM
cet-13174	121	44	-	-	SYM
cet-13174	121	45	211	211	NUM
cet-13174	121	46	.	.	PUNCT
cet-13174	122	1	lisci	lisci	PROPN
cet-13174	122	2	s.	s.	PROPN
cet-13174	122	3	,	,	PUNCT
cet-13174	122	4	grosso	grosso	PROPN
cet-13174	122	5	m.	m.	NOUN
cet-13174	122	6	,	,	PUNCT
cet-13174	122	7	tronci	tronci	PROPN
cet-13174	122	8	s.	s.	PROPN
cet-13174	122	9	,	,	PUNCT
cet-13174	122	10	2020	2020	NUM
cet-13174	122	11	,	,	PUNCT
cet-13174	122	12	a	a	DET
cet-13174	122	13	geometric	geometric	ADJ
cet-13174	122	14	observer	observer	NOUN
cet-13174	122	15	-	-	PUNCT
cet-13174	122	16	assisted	assist	VERB
cet-13174	122	17	approach	approach	NOUN
cet-13174	122	18	to	to	PART
cet-13174	122	19	tailor	tailor	VERB
cet-13174	122	20	state	state	NOUN
cet-13174	122	21	estimation	estimation	NOUN
cet-13174	122	22	in	in	ADP
cet-13174	122	23	a	a	DET
cet-13174	122	24	bioreactor	bioreactor	NOUN
cet-13174	122	25	for	for	ADP
cet-13174	122	26	ethanol	ethanol	NOUN
cet-13174	122	27	production	production	NOUN
cet-13174	122	28	,	,	PUNCT
cet-13174	122	29	processes	process	NOUN
cet-13174	122	30	8(4	8(4	NOUN
cet-13174	122	31	)	)	PUNCT
cet-13174	122	32	,	,	PUNCT
cet-13174	122	33	480	480	NUM
cet-13174	122	34	.	.	PUNCT
cet-13174	123	1	lisci	lisci	PROPN
cet-13174	123	2	s.	s.	PROPN
cet-13174	123	3	,	,	PUNCT
cet-13174	123	4	tronci	tronci	PROPN
cet-13174	123	5	s.	s.	PROPN
cet-13174	123	6	,	,	PUNCT
cet-13174	123	7	grosso	grosso	PROPN
cet-13174	123	8	m.	m.	NOUN
cet-13174	123	9	,	,	PUNCT
cet-13174	123	10	karring	karring	PROPN
cet-13174	123	11	h.	h.	PROPN
cet-13174	123	12	,	,	PUNCT
cet-13174	123	13	hajrizaj	hajrizaj	PROPN
cet-13174	123	14	r.	r.	PROPN
cet-13174	123	15	,	,	PUNCT
cet-13174	123	16	errico	errico	PROPN
cet-13174	123	17	m.	m.	NOUN
cet-13174	123	18	,	,	PUNCT
cet-13174	123	19	2022	2022	NUM
cet-13174	123	20	,	,	PUNCT
cet-13174	123	21	brewer	brewer	PROPN
cet-13174	123	22	's	's	PART
cet-13174	123	23	spent	spend	VERB
cet-13174	123	24	grain	grain	NOUN
cet-13174	123	25	:	:	PUNCT
cet-13174	123	26	its	its	PRON
cet-13174	123	27	value	value	NOUN
cet-13174	123	28	as	as	ADP
cet-13174	123	29	renewable	renewable	ADJ
cet-13174	123	30	biomass	biomass	NOUN
cet-13174	123	31	and	and	CCONJ
cet-13174	123	32	its	its	PRON
cet-13174	123	33	possible	possible	ADJ
cet-13174	123	34	applications	application	NOUN
cet-13174	123	35	,	,	PUNCT
cet-13174	123	36	chemical	chemical	NOUN
cet-13174	123	37	engineering	engineering	NOUN
cet-13174	123	38	transactions	transaction	NOUN
cet-13174	123	39	,	,	PUNCT
cet-13174	123	40	92	92	NUM
cet-13174	123	41	,	,	PUNCT
cet-13174	123	42	259	259	NUM
cet-13174	123	43	-	-	SYM
cet-13174	123	44	264	264	NUM
cet-13174	123	45	.	.	PUNCT
cet-13174	124	1	mathlouthi	mathlouthi	PROPN
cet-13174	124	2	m.	m.	PROPN
cet-13174	124	3	,	,	PUNCT
cet-13174	124	4	luu	luu	PROPN
cet-13174	124	5	d.v	d.v	PROPN
cet-13174	124	6	.	.	PROPN
cet-13174	124	7	,	,	PUNCT
cet-13174	124	8	1980	1980	NUM
cet-13174	124	9	laser	laser	NOUN
cet-13174	124	10	-	-	PUNCT
cet-13174	124	11	raman	raman	NOUN
cet-13174	124	12	spectra	spectra	NOUN
cet-13174	124	13	of	of	ADP
cet-13174	124	14	d	d	NOUN
cet-13174	124	15	-	-	NOUN
cet-13174	124	16	glucose	glucose	NOUN
cet-13174	124	17	and	and	CCONJ
cet-13174	124	18	sucrose	sucrose	VERB
cet-13174	124	19	in	in	ADP
cet-13174	124	20	aqueous	aqueous	ADJ
cet-13174	124	21	solution	solution	NOUN
cet-13174	124	22	,	,	PUNCT
cet-13174	124	23	carbohydrate	carbohydrate	NOUN
cet-13174	124	24	research	research	NOUN
cet-13174	124	25	,	,	PUNCT
cet-13174	124	26	81	81	NUM
cet-13174	124	27	,	,	PUNCT
cet-13174	124	28	203	203	NUM
cet-13174	124	29	-	-	SYM
cet-13174	124	30	212	212	NUM
cet-13174	124	31	.	.	PUNCT
cet-13174	125	1	mei	mei	PROPN
cet-13174	125	2	c.	c.	PROPN
cet-13174	125	3	,	,	PUNCT
cet-13174	125	4	chen	chen	PROPN
cet-13174	125	5	y.	y.	PROPN
cet-13174	125	6	,	,	PUNCT
cet-13174	125	7	zhang	zhang	PROPN
cet-13174	125	8	h.	h.	PROPN
cet-13174	125	9	,	,	PUNCT
cet-13174	125	10	chen	chen	PROPN
cet-13174	125	11	x.	x.	PROPN
cet-13174	125	12	,	,	PUNCT
cet-13174	125	13	liu	liu	PROPN
cet-13174	125	14	,	,	PUNCT
cet-13174	125	15	g.	g.	PROPN
cet-13174	125	16	,	,	PUNCT
cet-13174	125	17	2017	2017	NUM
cet-13174	125	18	,	,	PUNCT
cet-13174	125	19	development	development	NOUN
cet-13174	125	20	of	of	ADP
cet-13174	125	21	a	a	DET
cet-13174	125	22	multi	multi	ADJ
cet-13174	125	23	-	-	ADJ
cet-13174	125	24	model	model	ADJ
cet-13174	125	25	strategy	strategy	NOUN
cet-13174	125	26	based	base	VERB
cet-13174	125	27	soft	soft	ADJ
cet-13174	125	28	sensor	sensor	NOUN
cet-13174	125	29	using	use	VERB
cet-13174	125	30	gaussian	gaussian	ADJ
cet-13174	125	31	process	process	NOUN
cet-13174	125	32	regression	regression	NOUN
cet-13174	125	33	and	and	CCONJ
cet-13174	125	34	principal	principal	ADJ
cet-13174	125	35	component	component	NOUN
cet-13174	125	36	analysis	analysis	NOUN
cet-13174	125	37	in	in	ADP
cet-13174	125	38	fermentation	fermentation	NOUN
cet-13174	125	39	processes	process	NOUN
cet-13174	125	40	,	,	PUNCT
cet-13174	125	41	chemical	chemical	ADJ
cet-13174	125	42	engineering	engineering	NOUN
cet-13174	125	43	transactions	transaction	NOUN
cet-13174	125	44	,	,	PUNCT
cet-13174	125	45	61	61	NUM
cet-13174	125	46	,	,	PUNCT
cet-13174	125	47	385	385	NUM
cet-13174	125	48	-	-	SYM
cet-13174	125	49	390	390	NUM
cet-13174	125	50	.	.	PUNCT
cet-13174	126	1	notingher	notingher	PROPN
cet-13174	126	2	i.	i.	PROPN
cet-13174	126	3	,	,	PUNCT
cet-13174	126	4	sinjab	sinjab	PROPN
cet-13174	126	5	f.	f.	PROPN
cet-13174	126	6	,	,	PUNCT
cet-13174	126	7	shipp	shipp	NOUN
cet-13174	126	8	d.w	d.w	NOUN
cet-13174	126	9	.	.	PROPN
cet-13174	126	10	,	,	PUNCT
cet-13174	126	11	2017	2017	NUM
cet-13174	126	12	,	,	PUNCT
cet-13174	126	13	raman	raman	NOUN
cet-13174	126	14	spectroscopy	spectroscopy	NOUN
cet-13174	126	15	:	:	PUNCT
cet-13174	126	16	techniques	technique	NOUN
cet-13174	126	17	and	and	CCONJ
cet-13174	126	18	applications	application	NOUN
cet-13174	126	19	in	in	ADP
cet-13174	126	20	the	the	DET
cet-13174	126	21	life	life	NOUN
cet-13174	126	22	sciences	science	NOUN
cet-13174	126	23	,	,	PUNCT
cet-13174	126	24	advances	advance	NOUN
cet-13174	126	25	in	in	ADP
cet-13174	126	26	optics	optic	NOUN
cet-13174	126	27	and	and	CCONJ
cet-13174	126	28	photonics	photonic	NOUN
cet-13174	126	29	,	,	PUNCT
cet-13174	126	30	9(2	9(2	NUM
cet-13174	126	31	)	)	PUNCT
cet-13174	126	32	,	,	PUNCT
cet-13174	126	33	315	315	NUM
cet-13174	126	34	-	-	SYM
cet-13174	126	35	428	428	NUM
cet-13174	126	36	.	.	PUNCT
cet-13174	127	1	oh	oh	INTJ
cet-13174	127	2	s.	s.	PROPN
cet-13174	127	3	k.	k.	PROPN
cet-13174	127	4	,	,	PUNCT
cet-13174	127	5	yoo	yoo	PROPN
cet-13174	127	6	s.	s.	PROPN
cet-13174	127	7	j.	j.	PROPN
cet-13174	127	8	,	,	PUNCT
cet-13174	127	9	lee	lee	PROPN
cet-13174	127	10	j.m	j.m	PROPN
cet-13174	127	11	.	.	PROPN
cet-13174	127	12	,	,	PUNCT
cet-13174	127	13	2012	2012	NUM
cet-13174	127	14	,	,	PUNCT
cet-13174	127	15	predicting	predict	VERB
cet-13174	127	16	concentrations	concentration	NOUN
cet-13174	127	17	of	of	ADP
cet-13174	127	18	a	a	DET
cet-13174	127	19	mixture	mixture	NOUN
cet-13174	127	20	in	in	ADP
cet-13174	127	21	bioreactor	bioreactor	NOUN
cet-13174	127	22	for	for	ADP
cet-13174	127	23	on	on	ADP
cet-13174	127	24	-	-	PUNCT
cet-13174	127	25	line	line	NOUN
cet-13174	127	26	monitoring	monitoring	NOUN
cet-13174	127	27	using	use	VERB
cet-13174	127	28	raman	raman	NOUN
cet-13174	127	29	spectroscopy	spectroscopy	NOUN
cet-13174	127	30	,	,	PUNCT
cet-13174	127	31	ifac	ifac	NOUN
cet-13174	127	32	proceedings	proceeding	NOUN
cet-13174	127	33	volumes	volume	NOUN
cet-13174	127	34	,	,	PUNCT
cet-13174	127	35	45(15	45(15	PROPN
cet-13174	127	36	)	)	PUNCT
cet-13174	127	37	,	,	PUNCT
cet-13174	127	38	822	822	NUM
cet-13174	127	39	-	-	SYM
cet-13174	127	40	827	827	NUM
cet-13174	127	41	.	.	PUNCT
cet-13174	128	1	shih	shih	PROPN
cet-13174	128	2	c.	c.	PROPN
cet-13174	128	3	j.	j.	PROPN
cet-13174	128	4	,	,	PUNCT
cet-13174	128	5	smith	smith	PROPN
cet-13174	128	6	e.a	e.a	PROPN
cet-13174	128	7	.	.	PROPN
cet-13174	128	8	,	,	PUNCT
cet-13174	128	9	2009	2009	NUM
cet-13174	128	10	,	,	PUNCT
cet-13174	128	11	determination	determination	NOUN
cet-13174	128	12	of	of	ADP
cet-13174	128	13	glucose	glucose	NOUN
cet-13174	128	14	and	and	CCONJ
cet-13174	128	15	ethanol	ethanol	NOUN
cet-13174	128	16	after	after	ADP
cet-13174	128	17	enzymatic	enzymatic	ADJ
cet-13174	128	18	hydrolysis	hydrolysis	NOUN
cet-13174	128	19	and	and	CCONJ
cet-13174	128	20	fermentation	fermentation	NOUN
cet-13174	128	21	of	of	ADP
cet-13174	128	22	biomass	biomass	NOUN
cet-13174	128	23	using	use	VERB
cet-13174	128	24	raman	raman	NOUN
cet-13174	128	25	spectroscopy	spectroscopy	NOUN
cet-13174	128	26	,	,	PUNCT
cet-13174	128	27	analytica	analytica	PROPN
cet-13174	128	28	chimica	chimica	PROPN
cet-13174	128	29	acta	acta	PROPN
cet-13174	128	30	,	,	PUNCT
cet-13174	128	31	653(2	653(2	NUM
cet-13174	128	32	)	)	PUNCT
cet-13174	128	33	,	,	PUNCT
cet-13174	128	34	200	200	NUM
cet-13174	128	35	-	-	SYM
cet-13174	128	36	206	206	NUM
cet-13174	128	37	.	.	PUNCT
cet-13174	129	1	wold	wold	PROPN
cet-13174	129	2	s.	s.	PROPN
cet-13174	129	3	,	,	PUNCT
cet-13174	129	4	johansson	johansson	PROPN
cet-13174	129	5	a.	a.	PROPN
cet-13174	129	6	,	,	PUNCT
cet-13174	129	7	cochi	cochi	PROPN
cet-13174	129	8	m.	m.	PROPN
cet-13174	129	9	,1993	,1993	PUNCT
cet-13174	129	10	,	,	PUNCT
cet-13174	129	11	pls	pls	ADJ
cet-13174	129	12	-	-	PUNCT
cet-13174	129	13	partial	partial	ADJ
cet-13174	129	14	least	least	ADJ
cet-13174	129	15	squares	square	NOUN
cet-13174	129	16	projections	projection	NOUN
cet-13174	129	17	to	to	ADP
cet-13174	129	18	latent	latent	NOUN
cet-13174	129	19	structures	structure	NOUN
cet-13174	129	20	,	,	PUNCT
cet-13174	129	21	chapter	chapter	NOUN
cet-13174	129	22	in	in	ADP
cet-13174	129	23	:	:	PUNCT
cet-13174	129	24	3d	3d	NUM
cet-13174	129	25	qsar	qsar	NOUN
cet-13174	129	26	in	in	ADP
cet-13174	129	27	drug	drug	NOUN
cet-13174	129	28	design	design	NOUN
cet-13174	129	29	:	:	PUNCT
cet-13174	129	30	theory	theory	NOUN
cet-13174	129	31	,	,	PUNCT
cet-13174	129	32	methods	method	NOUN
cet-13174	129	33	and	and	CCONJ
cet-13174	129	34	applications	application	NOUN
cet-13174	129	35	,	,	PUNCT
cet-13174	129	36	escom	escom	NOUN
cet-13174	129	37	science	science	NOUN
cet-13174	129	38	publishers	publisher	NOUN
cet-13174	129	39	,	,	PUNCT
cet-13174	129	40	germany	germany	PROPN
cet-13174	129	41	,	,	PUNCT
cet-13174	129	42	523550	523550	NUM
cet-13174	129	43	.	.	PUNCT
cet-13174	130	1	576	576	NUM
cet-13174	130	2	53lisci.pdf	53lisci.pdf	NUM
cet-13174	130	3	chemometric	chemometric	ADJ
cet-13174	130	4	models	model	NOUN
cet-13174	130	5	applied	apply	VERB
cet-13174	130	6	to	to	ADP
cet-13174	130	7	raman	raman	NOUN
cet-13174	130	8	spectroscopy	spectroscopy	NOUN
cet-13174	130	9	for	for	ADP
cet-13174	130	10	bioprocess	bioprocess	NOUN
cet-13174	130	11	monitoring	monitoring	NOUN