id	sid	tid	token	lemma	pos
brj-22736	1	1	peer	peer	NOUN
brj-22736	1	2	-	-	PUNCT
brj-22736	1	3	review	review	NOUN
brj-22736	1	4	article	article	NOUN
brj-22736	1	5	peer	peer	NOUN
brj-22736	1	6	-	-	PUNCT
brj-22736	1	7	reviewed	review	VERB
brj-22736	1	8	article	article	NOUN
brj-22736	1	9	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	1	10	wang	wang	PROPN
brj-22736	1	11	et	et	PROPN
brj-22736	1	12	al	al	PROPN
brj-22736	1	13	.	.	PROPN
brj-22736	2	1	(	(	PUNCT
brj-22736	2	2	2024	2024	NUM
brj-22736	2	3	)	)	PUNCT
brj-22736	2	4	.	.	PUNCT
brj-22736	3	1	“	"	PUNCT
brj-22736	3	2	straw	straw	NOUN
brj-22736	3	3	pretreatment	pretreatment	NOUN
brj-22736	3	4	modeling	modeling	NOUN
brj-22736	3	5	,	,	PUNCT
brj-22736	3	6	”	"	PUNCT
brj-22736	3	7	bioresources	bioresource	NOUN
brj-22736	3	8	19(1	19(1	NUM
brj-22736	3	9	)	)	PUNCT
brj-22736	3	10	,	,	PUNCT
brj-22736	3	11	288	288	NUM
brj-22736	3	12	-	-	SYM
brj-22736	3	13	305	305	NUM
brj-22736	3	14	.	.	PUNCT
brj-22736	3	15	288	288	NUM
brj-22736	3	16	artificial	artificial	ADJ
brj-22736	3	17	neural	neural	ADJ
brj-22736	3	18	network	network	NOUN
brj-22736	3	19	modeling	modeling	NOUN
brj-22736	3	20	to	to	PART
brj-22736	3	21	predict	predict	VERB
brj-22736	3	22	the	the	DET
brj-22736	3	23	efficiency	efficiency	NOUN
brj-22736	3	24	of	of	ADP
brj-22736	3	25	phosphoric	phosphoric	ADJ
brj-22736	3	26	acid	acid	NOUN
brj-22736	3	27	-	-	PUNCT
brj-22736	3	28	hydrogen	hydrogen	NOUN
brj-22736	3	29	peroxide	peroxide	NOUN
brj-22736	3	30	pretreatment	pretreatment	NOUN
brj-22736	3	31	of	of	ADP
brj-22736	3	32	wheat	wheat	NOUN
brj-22736	3	33	straw	straw	NOUN
brj-22736	3	34	qing	qing	PROPN
brj-22736	3	35	wang	wang	PROPN
brj-22736	3	36	,	,	PUNCT
brj-22736	3	37	a	a	DET
brj-22736	3	38	,	,	PUNCT
brj-22736	3	39	b	b	NOUN
brj-22736	3	40	,	,	PUNCT
brj-22736	3	41	c	c	PROPN
brj-22736	3	42	jinxiang	jinxiang	PROPN
brj-22736	3	43	hua	hua	PROPN
brj-22736	3	44	,	,	PUNCT
brj-22736	3	45	b	b	PROPN
brj-22736	3	46	jinguang	jinguang	PROPN
brj-22736	3	47	hu	hu	PROPN
brj-22736	3	48	,	,	PUNCT
brj-22736	3	49	c	c	PROPN
brj-22736	3	50	li	li	PROPN
brj-22736	3	51	zhao	zhao	PROPN
brj-22736	3	52	,	,	PUNCT
brj-22736	3	53	b	b	PROPN
brj-22736	3	54	mei	mei	PROPN
brj-22736	3	55	huang	huang	PROPN
brj-22736	3	56	,	,	PUNCT
brj-22736	3	57	b	b	PROPN
brj-22736	3	58	dong	dong	PROPN
brj-22736	3	59	tian	tian	PROPN
brj-22736	3	60	,	,	PUNCT
brj-22736	3	61	b	b	PROPN
brj-22736	3	62	yongmei	yongmei	PROPN
brj-22736	3	63	zeng	zeng	PROPN
brj-22736	3	64	,	,	PUNCT
brj-22736	3	65	b	b	PROPN
brj-22736	3	66	shihuai	shihuai	PROPN
brj-22736	3	67	deng	deng	PROPN
brj-22736	3	68	,	,	PUNCT
brj-22736	3	69	b	b	PROPN
brj-22736	3	70	fei	fei	PROPN
brj-22736	3	71	shen	shen	PROPN
brj-22736	3	72	,	,	PUNCT
brj-22736	3	73	b	b	PROPN
brj-22736	3	74	,	,	PUNCT
brj-22736	3	75	*	*	PUNCT
brj-22736	3	76	and	and	CCONJ
brj-22736	3	77	xinquan	xinquan	PROPN
brj-22736	3	78	zhang	zhang	PROPN
brj-22736	4	1	a	a	PRON
brj-22736	4	2	,	,	PUNCT
brj-22736	4	3	*	*	PUNCT
brj-22736	4	4	phosphoric	phosphoric	ADJ
brj-22736	4	5	acid	acid	NOUN
brj-22736	4	6	-	-	PUNCT
brj-22736	4	7	hydrogen	hydrogen	NOUN
brj-22736	4	8	peroxide	peroxide	NOUN
brj-22736	4	9	(	(	PUNCT
brj-22736	4	10	php	php	NOUN
brj-22736	4	11	)	)	PUNCT
brj-22736	4	12	pretreatment	pretreatment	NOUN
brj-22736	4	13	is	be	AUX
brj-22736	4	14	an	an	DET
brj-22736	4	15	effective	effective	ADJ
brj-22736	4	16	method	method	NOUN
brj-22736	4	17	to	to	PART
brj-22736	4	18	obtain	obtain	VERB
brj-22736	4	19	a	a	DET
brj-22736	4	20	cellulose	cellulose	NOUN
brj-22736	4	21	-	-	PUNCT
brj-22736	4	22	enriched	enrich	VERB
brj-22736	4	23	fraction	fraction	NOUN
brj-22736	4	24	from	from	ADP
brj-22736	4	25	biomass	biomass	NOUN
brj-22736	4	26	.	.	PUNCT
brj-22736	5	1	in	in	ADP
brj-22736	5	2	this	this	DET
brj-22736	5	3	study	study	NOUN
brj-22736	5	4	,	,	PUNCT
brj-22736	5	5	artificial	artificial	ADJ
brj-22736	5	6	neural	neural	ADJ
brj-22736	5	7	network	network	NOUN
brj-22736	5	8	(	(	PUNCT
brj-22736	5	9	ann	ann	PROPN
brj-22736	5	10	)	)	PUNCT
brj-22736	5	11	was	be	AUX
brj-22736	5	12	used	use	VERB
brj-22736	5	13	to	to	PART
brj-22736	5	14	predict	predict	VERB
brj-22736	5	15	php	php	PROPN
brj-22736	5	16	pretreatment	pretreatment	NOUN
brj-22736	5	17	efficiency	efficiency	NOUN
brj-22736	5	18	of	of	ADP
brj-22736	5	19	cellulose	cellulose	NOUN
brj-22736	5	20	content	content	NOUN
brj-22736	5	21	(	(	PUNCT
brj-22736	5	22	c	c	NOUN
brj-22736	5	23	-	-	PUNCT
brj-22736	5	24	c	c	NOUN
brj-22736	5	25	)	)	PUNCT
brj-22736	5	26	,	,	PUNCT
brj-22736	5	27	cellulose	cellulose	NOUN
brj-22736	5	28	recovery	recovery	NOUN
brj-22736	5	29	(	(	PUNCT
brj-22736	5	30	c	c	NOUN
brj-22736	5	31	-	-	PUNCT
brj-22736	5	32	ry	ry	NOUN
brj-22736	5	33	)	)	PUNCT
brj-22736	5	34	,	,	PUNCT
brj-22736	5	35	hemicellulose	hemicellulose	NOUN
brj-22736	5	36	removal	removal	NOUN
brj-22736	5	37	(	(	PUNCT
brj-22736	5	38	h	h	NOUN
brj-22736	5	39	-	-	PUNCT
brj-22736	5	40	rl	rl	NOUN
brj-22736	5	41	)	)	PUNCT
brj-22736	5	42	,	,	PUNCT
brj-22736	5	43	and	and	CCONJ
brj-22736	5	44	lignin	lignin	NOUN
brj-22736	5	45	removal	removal	NOUN
brj-22736	5	46	(	(	PUNCT
brj-22736	5	47	l	l	NOUN
brj-22736	5	48	-	-	PUNCT
brj-22736	5	49	rl	rl	NOUN
brj-22736	5	50	)	)	PUNCT
brj-22736	5	51	under	under	ADP
brj-22736	5	52	various	various	ADJ
brj-22736	5	53	conditions	condition	NOUN
brj-22736	5	54	of	of	ADP
brj-22736	5	55	pretreatment	pretreatment	NOUN
brj-22736	5	56	time	time	NOUN
brj-22736	5	57	(	(	PUNCT
brj-22736	5	58	t	t	NOUN
brj-22736	5	59	)	)	PUNCT
brj-22736	5	60	,	,	PUNCT
brj-22736	5	61	temperature	temperature	NOUN
brj-22736	5	62	(	(	PUNCT
brj-22736	5	63	t	t	NOUN
brj-22736	5	64	)	)	PUNCT
brj-22736	5	65	,	,	PUNCT
brj-22736	5	66	h3po4	h3po4	ADJ
brj-22736	5	67	concentration	concentration	NOUN
brj-22736	5	68	(	(	PUNCT
brj-22736	5	69	cp	cp	NOUN
brj-22736	5	70	)	)	PUNCT
brj-22736	5	71	,	,	PUNCT
brj-22736	5	72	and	and	CCONJ
brj-22736	5	73	h2o2	h2o2	NOUN
brj-22736	5	74	concentration	concentration	NOUN
brj-22736	5	75	(	(	PUNCT
brj-22736	5	76	ch	ch	NOUN
brj-22736	5	77	)	)	PUNCT
brj-22736	5	78	.	.	PUNCT
brj-22736	6	1	the	the	DET
brj-22736	6	2	final	final	ADJ
brj-22736	6	3	optimized	optimize	VERB
brj-22736	6	4	topology	topology	NOUN
brj-22736	6	5	structure	structure	NOUN
brj-22736	6	6	of	of	ADP
brj-22736	6	7	the	the	DET
brj-22736	6	8	ann	ann	PROPN
brj-22736	6	9	models	model	NOUN
brj-22736	6	10	had	have	VERB
brj-22736	6	11	1	1	NUM
brj-22736	6	12	hidden	hidden	ADJ
brj-22736	6	13	layers	layer	NOUN
brj-22736	6	14	with	with	ADP
brj-22736	6	15	9	9	NUM
brj-22736	6	16	neurons	neuron	NOUN
brj-22736	6	17	for	for	ADP
brj-22736	6	18	c	c	NOUN
brj-22736	6	19	-	-	PUNCT
brj-22736	6	20	c	c	NOUN
brj-22736	6	21	and	and	CCONJ
brj-22736	6	22	10	10	NUM
brj-22736	6	23	neurons	neuron	NOUN
brj-22736	6	24	for	for	ADP
brj-22736	6	25	c	c	NOUN
brj-22736	6	26	-	-	PUNCT
brj-22736	6	27	ry	ry	NOUN
brj-22736	6	28	,	,	PUNCT
brj-22736	6	29	10	10	NUM
brj-22736	6	30	neurons	neuron	NOUN
brj-22736	6	31	for	for	ADP
brj-22736	6	32	h	h	NOUN
brj-22736	6	33	-	-	PUNCT
brj-22736	6	34	rl	rl	NOUN
brj-22736	6	35	,	,	PUNCT
brj-22736	6	36	and	and	CCONJ
brj-22736	6	37	12	12	NUM
brj-22736	6	38	neurons	neuron	NOUN
brj-22736	6	39	for	for	ADP
brj-22736	6	40	l	l	NOUN
brj-22736	6	41	-	-	PUNCT
brj-22736	6	42	rl	rl	X
brj-22736	6	43	.	.	PUNCT
brj-22736	7	1	the	the	DET
brj-22736	7	2	actual	actual	ADJ
brj-22736	7	3	testing	testing	NOUN
brj-22736	7	4	data	datum	NOUN
brj-22736	7	5	fit	fit	VERB
brj-22736	7	6	the	the	DET
brj-22736	7	7	predicted	predict	VERB
brj-22736	7	8	data	datum	NOUN
brj-22736	7	9	with	with	ADP
brj-22736	7	10	r2	r2	PROPN
brj-22736	7	11	values	value	NOUN
brj-22736	7	12	ranging	range	VERB
brj-22736	7	13	from	from	ADP
brj-22736	7	14	0.8070	0.8070	NUM
brj-22736	7	15	to	to	ADP
brj-22736	7	16	0.9989	0.9989	NUM
brj-22736	7	17	.	.	PUNCT
brj-22736	8	1	the	the	DET
brj-22736	8	2	relative	relative	ADJ
brj-22736	8	3	importance	importance	NOUN
brj-22736	8	4	(	(	PUNCT
brj-22736	8	5	ri	ri	NOUN
brj-22736	8	6	)	)	PUNCT
brj-22736	8	7	revealed	reveal	VERB
brj-22736	8	8	that	that	SCONJ
brj-22736	8	9	cp	cp	PROPN
brj-22736	8	10	and	and	CCONJ
brj-22736	8	11	ch	ch	NOUN
brj-22736	8	12	were	be	AUX
brj-22736	8	13	significant	significant	ADJ
brj-22736	8	14	factors	factor	NOUN
brj-22736	8	15	influencing	influence	VERB
brj-22736	8	16	the	the	DET
brj-22736	8	17	efficiency	efficiency	NOUN
brj-22736	8	18	of	of	ADP
brj-22736	8	19	php	php	PROPN
brj-22736	8	20	pretreatment	pretreatment	NOUN
brj-22736	8	21	with	with	ADP
brj-22736	8	22	total	total	ADJ
brj-22736	8	23	ri	ri	PROPN
brj-22736	8	24	values	value	NOUN
brj-22736	8	25	ranging	range	VERB
brj-22736	8	26	from	from	ADP
brj-22736	8	27	12	12	NUM
brj-22736	8	28	%	%	NOUN
brj-22736	8	29	to	to	ADP
brj-22736	8	30	62.6	62.6	NUM
brj-22736	8	31	%	%	NOUN
brj-22736	8	32	.	.	PUNCT
brj-22736	9	1	however	however	ADV
brj-22736	9	2	,	,	PUNCT
brj-22736	9	3	their	their	PRON
brj-22736	9	4	weights	weight	NOUN
brj-22736	9	5	for	for	ADP
brj-22736	9	6	the	the	DET
brj-22736	9	7	three	three	NUM
brj-22736	9	8	components	component	NOUN
brj-22736	9	9	of	of	ADP
brj-22736	9	10	biomass	biomass	NOUN
brj-22736	9	11	were	be	AUX
brj-22736	9	12	different	different	ADJ
brj-22736	9	13	.	.	PUNCT
brj-22736	10	1	the	the	DET
brj-22736	10	2	value	value	NOUN
brj-22736	10	3	of	of	ADP
brj-22736	10	4	t	t	PROPN
brj-22736	10	5	dominated	dominate	VERB
brj-22736	10	6	hemicellulose	hemicellulose	NOUN
brj-22736	10	7	removal	removal	NOUN
brj-22736	10	8	effectiveness	effectiveness	NOUN
brj-22736	10	9	with	with	ADP
brj-22736	10	10	an	an	DET
brj-22736	10	11	ri	ri	NOUN
brj-22736	10	12	value	value	NOUN
brj-22736	10	13	of	of	ADP
brj-22736	10	14	78.6	78.6	NUM
brj-22736	10	15	%	%	NOUN
brj-22736	10	16	,	,	PUNCT
brj-22736	10	17	while	while	SCONJ
brj-22736	10	18	t	t	PROPN
brj-22736	10	19	did	do	AUX
brj-22736	10	20	not	not	PART
brj-22736	10	21	seem	seem	VERB
brj-22736	10	22	to	to	PART
brj-22736	10	23	be	be	AUX
brj-22736	10	24	a	a	DET
brj-22736	10	25	main	main	ADJ
brj-22736	10	26	factor	factor	NOUN
brj-22736	10	27	dominating	dominate	VERB
brj-22736	10	28	php	php	ADJ
brj-22736	10	29	pretreatment	pretreatment	NOUN
brj-22736	10	30	efficiency	efficiency	NOUN
brj-22736	10	31	.	.	PUNCT
brj-22736	11	1	the	the	DET
brj-22736	11	2	results	result	NOUN
brj-22736	11	3	of	of	ADP
brj-22736	11	4	this	this	DET
brj-22736	11	5	study	study	NOUN
brj-22736	11	6	provide	provide	VERB
brj-22736	11	7	insights	insight	NOUN
brj-22736	11	8	into	into	ADP
brj-22736	11	9	the	the	DET
brj-22736	11	10	convenient	convenient	ADJ
brj-22736	11	11	development	development	NOUN
brj-22736	11	12	and	and	CCONJ
brj-22736	11	13	optimization	optimization	NOUN
brj-22736	11	14	of	of	ADP
brj-22736	11	15	biomass	biomass	NOUN
brj-22736	11	16	pretreatment	pretreatment	NOUN
brj-22736	11	17	from	from	ADP
brj-22736	11	18	ann	ann	PROPN
brj-22736	11	19	modeling	modeling	NOUN
brj-22736	11	20	perspectives	perspective	NOUN
brj-22736	11	21	.	.	PUNCT
brj-22736	12	1	doi	doi	NOUN
brj-22736	12	2	:	:	PUNCT
brj-22736	12	3	10.15376	10.15376	NUM
brj-22736	12	4	/	/	SYM
brj-22736	12	5	biores.19.1.288	biores.19.1.288	NOUN
brj-22736	12	6	-	-	SYM
brj-22736	12	7	305	305	NUM
brj-22736	12	8	keywords	keyword	NOUN
brj-22736	12	9	:	:	PUNCT
brj-22736	12	10	lignocellulosic	lignocellulosic	ADJ
brj-22736	12	11	biomass	biomass	NOUN
brj-22736	12	12	;	;	PUNCT
brj-22736	12	13	ann	ann	PROPN
brj-22736	12	14	model	model	NOUN
brj-22736	12	15	;	;	PUNCT
brj-22736	12	16	pretreatment	pretreatment	NOUN
brj-22736	12	17	efficiency	efficiency	NOUN
brj-22736	12	18	;	;	PUNCT
brj-22736	12	19	prediction	prediction	NOUN
brj-22736	12	20	;	;	PUNCT
brj-22736	12	21	relative	relative	ADJ
brj-22736	12	22	importance	importance	NOUN
brj-22736	12	23	contact	contact	NOUN
brj-22736	12	24	information	information	NOUN
brj-22736	12	25	:	:	PUNCT
brj-22736	12	26	a	a	X
brj-22736	12	27	:	:	PUNCT
brj-22736	12	28	college	college	NOUN
brj-22736	12	29	of	of	ADP
brj-22736	12	30	grassland	grassland	NOUN
brj-22736	12	31	science	science	NOUN
brj-22736	12	32	and	and	CCONJ
brj-22736	12	33	technology	technology	NOUN
brj-22736	12	34	,	,	PUNCT
brj-22736	12	35	sichuan	sichuan	PROPN
brj-22736	12	36	agricultural	agricultural	PROPN
brj-22736	12	37	university	university	PROPN
brj-22736	12	38	,	,	PUNCT
brj-22736	12	39	chengdu	chengdu	PROPN
brj-22736	12	40	,	,	PUNCT
brj-22736	12	41	sichuan	sichuan	PROPN
brj-22736	12	42	611130	611130	NUM
brj-22736	12	43	,	,	PUNCT
brj-22736	12	44	p.	p.	PROPN
brj-22736	12	45	r.	r.	PROPN
brj-22736	12	46	china	china	PROPN
brj-22736	12	47	;	;	PUNCT
brj-22736	12	48	b	b	X
brj-22736	12	49	:	:	PUNCT
brj-22736	12	50	institute	institute	NOUN
brj-22736	12	51	of	of	ADP
brj-22736	12	52	ecological	ecological	ADJ
brj-22736	12	53	and	and	CCONJ
brj-22736	12	54	environmental	environmental	ADJ
brj-22736	12	55	sciences	science	NOUN
brj-22736	12	56	,	,	PUNCT
brj-22736	12	57	sichuan	sichuan	PROPN
brj-22736	12	58	agricultural	agricultural	PROPN
brj-22736	12	59	university	university	PROPN
brj-22736	12	60	,	,	PUNCT
brj-22736	12	61	chengdu	chengdu	PROPN
brj-22736	12	62	,	,	PUNCT
brj-22736	12	63	sichuan	sichuan	PROPN
brj-22736	12	64	611130	611130	NUM
brj-22736	12	65	,	,	PUNCT
brj-22736	12	66	p.	p.	PROPN
brj-22736	12	67	r.	r.	PROPN
brj-22736	12	68	china	china	PROPN
brj-22736	12	69	;	;	PUNCT
brj-22736	12	70	c	c	X
brj-22736	12	71	:	:	PUNCT
brj-22736	12	72	department	department	NOUN
brj-22736	12	73	of	of	ADP
brj-22736	12	74	chemical	chemical	PROPN
brj-22736	12	75	and	and	CCONJ
brj-22736	12	76	petroleum	petroleum	NOUN
brj-22736	12	77	engineering	engineering	NOUN
brj-22736	12	78	,	,	PUNCT
brj-22736	12	79	schulich	schulich	NOUN
brj-22736	12	80	school	school	NOUN
brj-22736	12	81	of	of	ADP
brj-22736	12	82	engineering	engineering	NOUN
brj-22736	12	83	,	,	PUNCT
brj-22736	12	84	the	the	DET
brj-22736	12	85	university	university	NOUN
brj-22736	12	86	of	of	ADP
brj-22736	12	87	calgary	calgary	PROPN
brj-22736	12	88	,	,	PUNCT
brj-22736	12	89	calgary	calgary	PROPN
brj-22736	12	90	t2n	t2n	PROPN
brj-22736	12	91	4h9	4h9	NUM
brj-22736	12	92	,	,	PUNCT
brj-22736	12	93	canada	canada	PROPN
brj-22736	12	94	;	;	PUNCT
brj-22736	12	95	*	*	PUNCT
brj-22736	12	96	corresponding	correspond	VERB
brj-22736	12	97	authors	author	NOUN
brj-22736	12	98	:	:	PUNCT
brj-22736	12	99	fishen@sicau.edu.cn	fishen@sicau.edu.cn	NOUN
brj-22736	12	100	;	;	PUNCT
brj-22736	12	101	zhangxq@sicau.edu.cn	zhangxq@sicau.edu.cn	NOUN
brj-22736	12	102	introduction	introduction	NOUN
brj-22736	12	103	the	the	DET
brj-22736	12	104	rapid	rapid	ADJ
brj-22736	12	105	expansion	expansion	NOUN
brj-22736	12	106	of	of	ADP
brj-22736	12	107	human	human	ADJ
brj-22736	12	108	society	society	NOUN
brj-22736	12	109	relies	rely	VERB
brj-22736	12	110	on	on	ADP
brj-22736	12	111	the	the	DET
brj-22736	12	112	consumption	consumption	NOUN
brj-22736	12	113	of	of	ADP
brj-22736	12	114	fossil	fossil	ADJ
brj-22736	12	115	resources	resource	NOUN
brj-22736	12	116	,	,	PUNCT
brj-22736	12	117	such	such	ADJ
brj-22736	12	118	as	as	ADP
brj-22736	12	119	petroleum	petroleum	NOUN
brj-22736	12	120	,	,	PUNCT
brj-22736	12	121	coal	coal	NOUN
brj-22736	12	122	,	,	PUNCT
brj-22736	12	123	and	and	CCONJ
brj-22736	12	124	natural	natural	ADJ
brj-22736	12	125	gas	gas	NOUN
brj-22736	12	126	,	,	PUNCT
brj-22736	12	127	which	which	PRON
brj-22736	12	128	cause	cause	VERB
brj-22736	12	129	severe	severe	ADJ
brj-22736	12	130	problems	problem	NOUN
brj-22736	12	131	,	,	PUNCT
brj-22736	12	132	including	include	VERB
brj-22736	12	133	environmental	environmental	ADJ
brj-22736	12	134	contamination	contamination	NOUN
brj-22736	12	135	and	and	CCONJ
brj-22736	12	136	climate	climate	NOUN
brj-22736	12	137	change	change	NOUN
brj-22736	12	138	(	(	PUNCT
brj-22736	12	139	rashid	rashid	PROPN
brj-22736	12	140	et	et	PROPN
brj-22736	12	141	al	al	PROPN
brj-22736	12	142	.	.	PROPN
brj-22736	12	143	2021	2021	NUM
brj-22736	12	144	)	)	PUNCT
brj-22736	12	145	.	.	PUNCT
brj-22736	13	1	this	this	DET
brj-22736	13	2	situation	situation	NOUN
brj-22736	13	3	has	have	AUX
brj-22736	13	4	led	lead	VERB
brj-22736	13	5	to	to	ADP
brj-22736	13	6	an	an	DET
brj-22736	13	7	increased	increase	VERB
brj-22736	13	8	interest	interest	NOUN
brj-22736	13	9	in	in	ADP
brj-22736	13	10	alternative	alternative	ADJ
brj-22736	13	11	and	and	CCONJ
brj-22736	13	12	renewable	renewable	ADJ
brj-22736	13	13	energy	energy	NOUN
brj-22736	13	14	sources	source	NOUN
brj-22736	13	15	(	(	PUNCT
brj-22736	13	16	hosseini	hosseini	PROPN
brj-22736	13	17	et	et	PROPN
brj-22736	13	18	al	al	PROPN
brj-22736	13	19	.	.	PROPN
brj-22736	13	20	2019	2019	NUM
brj-22736	13	21	)	)	PUNCT
brj-22736	13	22	.	.	PUNCT
brj-22736	14	1	lignocellulosic	lignocellulosic	ADJ
brj-22736	14	2	biomass	biomass	NOUN
brj-22736	14	3	is	be	AUX
brj-22736	14	4	the	the	DET
brj-22736	14	5	world	world	NOUN
brj-22736	14	6	’s	’s	PART
brj-22736	14	7	most	most	ADV
brj-22736	14	8	abundant	abundant	ADJ
brj-22736	14	9	renewable	renewable	ADJ
brj-22736	14	10	organic	organic	ADJ
brj-22736	14	11	carbonbased	carbonbase	VERB
brj-22736	14	12	resource	resource	NOUN
brj-22736	14	13	,	,	PUNCT
brj-22736	14	14	and	and	CCONJ
brj-22736	14	15	it	it	PRON
brj-22736	14	16	is	be	AUX
brj-22736	14	17	considered	consider	VERB
brj-22736	14	18	the	the	DET
brj-22736	14	19	most	most	ADV
brj-22736	14	20	promising	promising	ADJ
brj-22736	14	21	alternative	alternative	NOUN
brj-22736	14	22	to	to	ADP
brj-22736	14	23	fossil	fossil	ADJ
brj-22736	14	24	resources	resource	NOUN
brj-22736	14	25	(	(	PUNCT
brj-22736	14	26	luterbacher	luterbacher	VERB
brj-22736	14	27	et	et	PROPN
brj-22736	14	28	al	al	PROPN
brj-22736	14	29	.	.	PROPN
brj-22736	14	30	2014	2014	NUM
brj-22736	14	31	)	)	PUNCT
brj-22736	14	32	.	.	PUNCT
brj-22736	15	1	lignocellulosic	lignocellulosic	ADJ
brj-22736	15	2	biomass	biomass	NOUN
brj-22736	15	3	consists	consist	VERB
brj-22736	15	4	mainly	mainly	ADV
brj-22736	15	5	of	of	ADP
brj-22736	15	6	cellulose	cellulose	NOUN
brj-22736	15	7	,	,	PUNCT
brj-22736	15	8	hemicellulose	hemicellulose	NOUN
brj-22736	15	9	,	,	PUNCT
brj-22736	15	10	and	and	CCONJ
brj-22736	15	11	lignin	lignin	NOUN
brj-22736	15	12	.	.	PUNCT
brj-22736	16	1	these	these	DET
brj-22736	16	2	three	three	NUM
brj-22736	16	3	components	component	NOUN
brj-22736	16	4	are	be	AUX
brj-22736	16	5	closely	closely	ADV
brj-22736	16	6	coupled	couple	VERB
brj-22736	16	7	with	with	ADP
brj-22736	16	8	physical	physical	ADJ
brj-22736	16	9	forces	force	NOUN
brj-22736	16	10	and	and	CCONJ
brj-22736	16	11	chemical	chemical	NOUN
brj-22736	16	12	bonds	bond	NOUN
brj-22736	16	13	to	to	PART
brj-22736	16	14	form	form	VERB
brj-22736	16	15	a	a	DET
brj-22736	16	16	3d	3d	NUM
brj-22736	16	17	cross	cross	ADJ
brj-22736	16	18	-	-	ADJ
brj-22736	16	19	linked	link	VERB
brj-22736	16	20	structure	structure	NOUN
brj-22736	16	21	,	,	PUNCT
brj-22736	16	22	making	make	VERB
brj-22736	16	23	it	it	PRON
brj-22736	16	24	challenging	challenge	VERB
brj-22736	16	25	to	to	PART
brj-22736	16	26	separate	separate	VERB
brj-22736	16	27	the	the	DET
brj-22736	16	28	three	three	NUM
brj-22736	16	29	components	component	NOUN
brj-22736	16	30	effectively	effectively	ADV
brj-22736	16	31	(	(	PUNCT
brj-22736	16	32	tocco	tocco	PROPN
brj-22736	16	33	et	et	PROPN
brj-22736	16	34	al	al	PROPN
brj-22736	16	35	.	.	PROPN
brj-22736	16	36	2021	2021	NUM
brj-22736	16	37	)	)	PUNCT
brj-22736	16	38	.	.	PUNCT
brj-22736	17	1	peer	peer	NOUN
brj-22736	17	2	-	-	PUNCT
brj-22736	17	3	reviewed	review	VERB
brj-22736	17	4	article	article	NOUN
brj-22736	17	5	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	17	6	wang	wang	PROPN
brj-22736	17	7	et	et	PROPN
brj-22736	17	8	al	al	PROPN
brj-22736	17	9	.	.	PROPN
brj-22736	18	1	(	(	PUNCT
brj-22736	18	2	2024	2024	NUM
brj-22736	18	3	)	)	PUNCT
brj-22736	18	4	.	.	PUNCT
brj-22736	19	1	“	"	PUNCT
brj-22736	19	2	straw	straw	NOUN
brj-22736	19	3	pretreatment	pretreatment	NOUN
brj-22736	19	4	modeling	modeling	NOUN
brj-22736	19	5	,	,	PUNCT
brj-22736	19	6	”	"	PUNCT
brj-22736	19	7	bioresources	bioresource	NOUN
brj-22736	19	8	19(1	19(1	NUM
brj-22736	19	9	)	)	PUNCT
brj-22736	19	10	,	,	PUNCT
brj-22736	19	11	288	288	NUM
brj-22736	19	12	-	-	SYM
brj-22736	19	13	305	305	NUM
brj-22736	19	14	.	.	PUNCT
brj-22736	19	15	289	289	NUM
brj-22736	19	16	the	the	DET
brj-22736	19	17	authors	author	NOUN
brj-22736	19	18	’	'	PUNCT
brj-22736	19	19	previous	previous	ADJ
brj-22736	19	20	study	study	NOUN
brj-22736	19	21	proposed	propose	VERB
brj-22736	19	22	an	an	DET
brj-22736	19	23	efficient	efficient	ADJ
brj-22736	19	24	biomass	biomass	NOUN
brj-22736	19	25	pretreatment	pretreatment	NOUN
brj-22736	19	26	method	method	NOUN
brj-22736	19	27	named	name	VERB
brj-22736	19	28	phosphoric	phosphoric	ADJ
brj-22736	19	29	acid	acid	NOUN
brj-22736	19	30	-	-	PUNCT
brj-22736	19	31	hydrogen	hydrogen	NOUN
brj-22736	19	32	peroxide	peroxide	NOUN
brj-22736	19	33	(	(	PUNCT
brj-22736	19	34	php	php	NOUN
brj-22736	19	35	)	)	PUNCT
brj-22736	19	36	pretreatment	pretreatment	NOUN
brj-22736	19	37	(	(	PUNCT
brj-22736	19	38	wang	wang	PROPN
brj-22736	19	39	et	et	PROPN
brj-22736	19	40	al	al	PROPN
brj-22736	19	41	.	.	PROPN
brj-22736	19	42	2014	2014	NUM
brj-22736	19	43	)	)	PUNCT
brj-22736	19	44	.	.	PUNCT
brj-22736	20	1	the	the	DET
brj-22736	20	2	systematic	systematic	ADJ
brj-22736	20	3	research	research	NOUN
brj-22736	20	4	established	establish	VERB
brj-22736	20	5	that	that	SCONJ
brj-22736	20	6	php	php	PROPN
brj-22736	20	7	pretreatment	pretreatment	NOUN
brj-22736	20	8	could	could	AUX
brj-22736	20	9	treat	treat	VERB
brj-22736	20	10	various	various	ADJ
brj-22736	20	11	softwoods	softwood	NOUN
brj-22736	20	12	,	,	PUNCT
brj-22736	20	13	hardwoods	hardwood	NOUN
brj-22736	20	14	,	,	PUNCT
brj-22736	20	15	straws	straw	NOUN
brj-22736	20	16	,	,	PUNCT
brj-22736	20	17	and	and	CCONJ
brj-22736	20	18	herbs	herb	NOUN
brj-22736	20	19	with	with	ADP
brj-22736	20	20	mild	mild	ADJ
brj-22736	20	21	conditions	condition	NOUN
brj-22736	20	22	and	and	CCONJ
brj-22736	20	23	low	low	ADJ
brj-22736	20	24	grinding	grind	VERB
brj-22736	20	25	requirements	requirement	NOUN
brj-22736	20	26	to	to	PART
brj-22736	20	27	achieve	achieve	VERB
brj-22736	20	28	a	a	DET
brj-22736	20	29	sufficient	sufficient	ADJ
brj-22736	20	30	lignocellulose	lignocellulose	NOUN
brj-22736	20	31	deconstruction	deconstruction	NOUN
brj-22736	20	32	.	.	PUNCT
brj-22736	21	1	under	under	ADP
brj-22736	21	2	typical	typical	ADJ
brj-22736	21	3	pretreatment	pretreatment	NOUN
brj-22736	21	4	conditions	condition	NOUN
brj-22736	21	5	,	,	PUNCT
brj-22736	21	6	the	the	DET
brj-22736	21	7	final	final	ADJ
brj-22736	21	8	recovered	recover	VERB
brj-22736	21	9	cellulose	cellulose	NOUN
brj-22736	21	10	-	-	PUNCT
brj-22736	21	11	enriched	enrich	VERB
brj-22736	21	12	fraction	fraction	NOUN
brj-22736	21	13	(	(	PUNCT
brj-22736	21	14	cef	cef	PROPN
brj-22736	21	15	)	)	PUNCT
brj-22736	21	16	achieved	achieve	VERB
brj-22736	21	17	a	a	DET
brj-22736	21	18	cellulose	cellulose	NOUN
brj-22736	21	19	recovery	recovery	NOUN
brj-22736	21	20	of	of	ADP
brj-22736	21	21	92	92	NUM
brj-22736	21	22	%	%	NOUN
brj-22736	21	23	,	,	PUNCT
brj-22736	21	24	while	while	SCONJ
brj-22736	21	25	83.7	83.7	NUM
brj-22736	21	26	%	%	NOUN
brj-22736	21	27	of	of	ADP
brj-22736	21	28	the	the	DET
brj-22736	21	29	lignin	lignin	NOUN
brj-22736	21	30	and	and	CCONJ
brj-22736	21	31	100	100	NUM
brj-22736	21	32	%	%	NOUN
brj-22736	21	33	of	of	ADP
brj-22736	21	34	the	the	DET
brj-22736	21	35	hemicellulose	hemicellulose	NOUN
brj-22736	21	36	were	be	AUX
brj-22736	21	37	removed	remove	VERB
brj-22736	21	38	.	.	PUNCT
brj-22736	22	1	after	after	ADP
brj-22736	22	2	pretreatment	pretreatment	NOUN
brj-22736	22	3	,	,	PUNCT
brj-22736	22	4	29.1	29.1	NUM
brj-22736	22	5	to	to	ADP
brj-22736	22	6	32.6	32.6	NUM
brj-22736	22	7	g	g	NOUN
brj-22736	22	8	glucose	glucose	NOUN
brj-22736	22	9	can	can	AUX
brj-22736	22	10	be	be	AUX
brj-22736	22	11	harvested	harvest	VERB
brj-22736	22	12	from	from	ADP
brj-22736	22	13	100	100	NUM
brj-22736	22	14	g	g	NOUN
brj-22736	22	15	wheat	wheat	NOUN
brj-22736	22	16	straw	straw	NOUN
brj-22736	22	17	via	via	ADP
brj-22736	22	18	enzyme	enzyme	NOUN
brj-22736	22	19	hydrolysis	hydrolysis	NOUN
brj-22736	22	20	(	(	PUNCT
brj-22736	22	21	wang	wang	PROPN
brj-22736	22	22	et	et	PROPN
brj-22736	22	23	al	al	PROPN
brj-22736	22	24	.	.	PROPN
brj-22736	22	25	2016	2016	NUM
brj-22736	22	26	)	)	PUNCT
brj-22736	22	27	.	.	PUNCT
brj-22736	23	1	through	through	ADP
brj-22736	23	2	the	the	DET
brj-22736	23	3	simultaneous	simultaneous	ADJ
brj-22736	23	4	saccharification	saccharification	NOUN
brj-22736	23	5	and	and	CCONJ
brj-22736	23	6	fermentation	fermentation	NOUN
brj-22736	23	7	(	(	PUNCT
brj-22736	23	8	ssf	ssf	NOUN
brj-22736	23	9	)	)	PUNCT
brj-22736	23	10	process	process	NOUN
brj-22736	23	11	at	at	ADP
brj-22736	23	12	15.3	15.3	NUM
brj-22736	23	13	%	%	NOUN
brj-22736	23	14	solid	solid	ADJ
brj-22736	23	15	loading	loading	NOUN
brj-22736	23	16	for	for	ADP
brj-22736	23	17	120	120	NUM
brj-22736	23	18	h	h	NOUN
brj-22736	23	19	,	,	PUNCT
brj-22736	23	20	it	it	PRON
brj-22736	23	21	could	could	AUX
brj-22736	23	22	harvest	harvest	VERB
brj-22736	23	23	15.5	15.5	NUM
brj-22736	23	24	 	 	SPACE
brj-22736	23	25	g	g	NOUN
brj-22736	23	26	ethanol	ethanol	NOUN
brj-22736	23	27	from	from	ADP
brj-22736	23	28	100	100	NUM
brj-22736	23	29	 	 	SPACE
brj-22736	23	30	g	g	NOUN
brj-22736	23	31	wheat	wheat	NOUN
brj-22736	23	32	straw	straw	NOUN
brj-22736	23	33	(	(	PUNCT
brj-22736	23	34	qiu	qiu	PROPN
brj-22736	23	35	et	et	PROPN
brj-22736	23	36	al	al	PROPN
brj-22736	23	37	.	.	PROPN
brj-22736	23	38	2018	2018	NUM
brj-22736	23	39	)	)	PUNCT
brj-22736	23	40	.	.	PUNCT
brj-22736	24	1	the	the	DET
brj-22736	24	2	php	php	PROPN
brj-22736	24	3	pretreatment	pretreatment	NOUN
brj-22736	24	4	can	can	AUX
brj-22736	24	5	also	also	ADV
brj-22736	24	6	separate	separate	VERB
brj-22736	24	7	the	the	DET
brj-22736	24	8	hemicellulose	hemicellulose	NOUN
brj-22736	24	9	and	and	CCONJ
brj-22736	24	10	lignin	lignin	NOUN
brj-22736	24	11	from	from	ADP
brj-22736	24	12	biomass	biomass	NOUN
brj-22736	24	13	to	to	PART
brj-22736	24	14	prepare	prepare	VERB
brj-22736	24	15	high	high	ADJ
brj-22736	24	16	-	-	PUNCT
brj-22736	24	17	value	value	NOUN
brj-22736	24	18	products	product	NOUN
brj-22736	24	19	,	,	PUNCT
brj-22736	24	20	such	such	ADJ
brj-22736	24	21	as	as	ADP
brj-22736	24	22	oligosaccharides	oligosaccharide	NOUN
brj-22736	24	23	and	and	CCONJ
brj-22736	24	24	supercapacitors	supercapacitor	NOUN
brj-22736	24	25	(	(	PUNCT
brj-22736	24	26	wan	wan	PROPN
brj-22736	24	27	et	et	PROPN
brj-22736	24	28	al	al	PROPN
brj-22736	24	29	.	.	PROPN
brj-22736	24	30	2019	2019	NUM
brj-22736	24	31	;	;	PUNCT
brj-22736	24	32	liu	liu	PROPN
brj-22736	24	33	et	et	PROPN
brj-22736	24	34	al	al	PROPN
brj-22736	24	35	.	.	PROPN
brj-22736	24	36	2021	2021	NUM
brj-22736	24	37	)	)	PUNCT
brj-22736	24	38	.	.	PUNCT
brj-22736	25	1	the	the	DET
brj-22736	25	2	oxidative	oxidative	ADJ
brj-22736	25	3	tail	tail	NOUN
brj-22736	25	4	gas	gas	NOUN
brj-22736	25	5	from	from	ADP
brj-22736	25	6	php	php	PROPN
brj-22736	25	7	pretreatment	pretreatment	NOUN
brj-22736	25	8	could	could	AUX
brj-22736	25	9	be	be	AUX
brj-22736	25	10	employed	employ	VERB
brj-22736	25	11	to	to	PART
brj-22736	25	12	achieve	achieve	VERB
brj-22736	25	13	68	68	NUM
brj-22736	25	14	%	%	NOUN
brj-22736	25	15	to	to	ADP
brj-22736	25	16	98.3	98.3	NUM
brj-22736	25	17	%	%	NOUN
brj-22736	25	18	methyl	methyl	NOUN
brj-22736	25	19	blue	blue	ADJ
brj-22736	25	20	degradation	degradation	NOUN
brj-22736	25	21	(	(	PUNCT
brj-22736	25	22	lei	lei	X
brj-22736	25	23	et	et	PROPN
brj-22736	25	24	al	al	PROPN
brj-22736	25	25	.	.	PROPN
brj-22736	25	26	2022	2022	NUM
brj-22736	25	27	)	)	PUNCT
brj-22736	25	28	.	.	PUNCT
brj-22736	26	1	a	a	DET
brj-22736	26	2	recycle	recycle	NOUN
brj-22736	26	3	experiment	experiment	NOUN
brj-22736	26	4	confirmed	confirm	VERB
brj-22736	26	5	that	that	SCONJ
brj-22736	26	6	86.0	86.0	NUM
brj-22736	26	7	%	%	NOUN
brj-22736	26	8	phosphoric	phosphoric	NOUN
brj-22736	26	9	acid	acid	NOUN
brj-22736	26	10	could	could	AUX
brj-22736	26	11	be	be	AUX
brj-22736	26	12	recovered	recover	VERB
brj-22736	26	13	after	after	ADP
brj-22736	26	14	≥	≥	NOUN
brj-22736	26	15	11	11	NUM
brj-22736	26	16	runs	run	NOUN
brj-22736	26	17	of	of	ADP
brj-22736	26	18	pretreatment	pretreatment	NOUN
brj-22736	26	19	(	(	PUNCT
brj-22736	26	20	yao	yao	NOUN
brj-22736	26	21	et	et	PROPN
brj-22736	26	22	al	al	PROPN
brj-22736	26	23	.	.	PROPN
brj-22736	26	24	2019	2019	NUM
brj-22736	26	25	)	)	PUNCT
brj-22736	26	26	.	.	PUNCT
brj-22736	27	1	previous	previous	ADJ
brj-22736	27	2	studies	study	NOUN
brj-22736	27	3	clarified	clarify	VERB
brj-22736	27	4	the	the	DET
brj-22736	27	5	transformation	transformation	NOUN
brj-22736	27	6	mechanism	mechanism	NOUN
brj-22736	27	7	of	of	ADP
brj-22736	27	8	principal	principal	ADJ
brj-22736	27	9	components	component	NOUN
brj-22736	27	10	and	and	CCONJ
brj-22736	27	11	the	the	DET
brj-22736	27	12	formation	formation	NOUN
brj-22736	27	13	of	of	ADP
brj-22736	27	14	multiple	multiple	ADJ
brj-22736	27	15	oxidation	oxidation	NOUN
brj-22736	27	16	systems	system	NOUN
brj-22736	27	17	within	within	ADP
brj-22736	27	18	php	php	PROPN
brj-22736	27	19	pretreatment	pretreatment	NOUN
brj-22736	27	20	,	,	PUNCT
brj-22736	27	21	which	which	PRON
brj-22736	27	22	is	be	AUX
brj-22736	27	23	of	of	ADP
brj-22736	27	24	great	great	ADJ
brj-22736	27	25	significance	significance	NOUN
brj-22736	27	26	for	for	ADP
brj-22736	27	27	the	the	DET
brj-22736	27	28	in	in	ADP
brj-22736	27	29	-	-	PUNCT
brj-22736	27	30	depth	depth	NOUN
brj-22736	27	31	development	development	NOUN
brj-22736	27	32	of	of	ADP
brj-22736	27	33	the	the	DET
brj-22736	27	34	php	php	NOUN
brj-22736	27	35	method	method	NOUN
brj-22736	27	36	(	(	PUNCT
brj-22736	27	37	wang	wang	PROPN
brj-22736	27	38	et	et	PROPN
brj-22736	27	39	al	al	PROPN
brj-22736	27	40	.	.	PROPN
brj-22736	27	41	2018	2018	NUM
brj-22736	27	42	;	;	PUNCT
brj-22736	27	43	tian	tian	PROPN
brj-22736	27	44	et	et	PROPN
brj-22736	27	45	al	al	PROPN
brj-22736	27	46	.	.	PROPN
brj-22736	27	47	2021	2021	NUM
brj-22736	27	48	)	)	PUNCT
brj-22736	27	49	.	.	PUNCT
brj-22736	28	1	however	however	ADV
brj-22736	28	2	,	,	PUNCT
brj-22736	28	3	component	component	NOUN
brj-22736	28	4	separation	separation	NOUN
brj-22736	28	5	is	be	AUX
brj-22736	28	6	vital	vital	ADJ
brj-22736	28	7	in	in	ADP
brj-22736	28	8	most	most	ADJ
brj-22736	28	9	application	application	NOUN
brj-22736	28	10	scenarios	scenario	NOUN
brj-22736	28	11	,	,	PUNCT
brj-22736	28	12	which	which	PRON
brj-22736	28	13	demonstrates	demonstrate	VERB
brj-22736	28	14	the	the	DET
brj-22736	28	15	urgency	urgency	NOUN
brj-22736	28	16	to	to	PART
brj-22736	28	17	carry	carry	VERB
brj-22736	28	18	out	out	ADP
brj-22736	28	19	optimization	optimization	NOUN
brj-22736	28	20	experiments	experiment	NOUN
brj-22736	28	21	to	to	PART
brj-22736	28	22	increase	increase	VERB
brj-22736	28	23	the	the	DET
brj-22736	28	24	component	component	NOUN
brj-22736	28	25	separation	separation	NOUN
brj-22736	28	26	efficiency	efficiency	NOUN
brj-22736	28	27	,	,	PUNCT
brj-22736	28	28	especially	especially	ADV
brj-22736	28	29	the	the	DET
brj-22736	28	30	separation	separation	NOUN
brj-22736	28	31	of	of	ADP
brj-22736	28	32	cellulose	cellulose	NOUN
brj-22736	28	33	.	.	PUNCT
brj-22736	29	1	response	response	NOUN
brj-22736	29	2	surface	surface	NOUN
brj-22736	29	3	methodology	methodology	NOUN
brj-22736	29	4	(	(	PUNCT
brj-22736	29	5	rsm	rsm	NOUN
brj-22736	29	6	)	)	PUNCT
brj-22736	29	7	is	be	AUX
brj-22736	29	8	a	a	DET
brj-22736	29	9	commonly	commonly	ADV
brj-22736	29	10	used	use	VERB
brj-22736	29	11	approach	approach	NOUN
brj-22736	29	12	for	for	ADP
brj-22736	29	13	response	response	NOUN
brj-22736	29	14	surface	surface	NOUN
brj-22736	29	15	mapping	mapping	NOUN
brj-22736	29	16	to	to	ADP
brj-22736	29	17	the	the	DET
brj-22736	29	18	region	region	NOUN
brj-22736	29	19	of	of	ADP
brj-22736	29	20	interest	interest	NOUN
brj-22736	29	21	,	,	PUNCT
brj-22736	29	22	response	response	NOUN
brj-22736	29	23	optimization	optimization	NOUN
brj-22736	29	24	,	,	PUNCT
brj-22736	29	25	and	and	CCONJ
brj-22736	29	26	operation	operation	NOUN
brj-22736	29	27	conditions	condition	NOUN
brj-22736	29	28	selection	selection	NOUN
brj-22736	29	29	(	(	PUNCT
brj-22736	29	30	pereira	pereira	PROPN
brj-22736	29	31	et	et	PROPN
brj-22736	29	32	al	al	PROPN
brj-22736	29	33	.	.	PROPN
brj-22736	29	34	2021	2021	NUM
brj-22736	29	35	)	)	PUNCT
brj-22736	29	36	.	.	PUNCT
brj-22736	30	1	rsm	rsm	PROPN
brj-22736	30	2	with	with	ADP
brj-22736	30	3	box	box	NOUN
brj-22736	30	4	-	-	PUNCT
brj-22736	30	5	behnken	behnken	VERB
brj-22736	30	6	design	design	NOUN
brj-22736	30	7	was	be	AUX
brj-22736	30	8	employed	employ	VERB
brj-22736	30	9	to	to	PART
brj-22736	30	10	select	select	VERB
brj-22736	30	11	php	php	ADJ
brj-22736	30	12	pretreatment	pretreatment	NOUN
brj-22736	30	13	conditions	condition	NOUN
brj-22736	30	14	,	,	PUNCT
brj-22736	30	15	and	and	CCONJ
brj-22736	30	16	significant	significant	ADJ
brj-22736	30	17	improvement	improvement	NOUN
brj-22736	30	18	was	be	AUX
brj-22736	30	19	achieved	achieve	VERB
brj-22736	30	20	.	.	PUNCT
brj-22736	31	1	for	for	ADP
brj-22736	31	2	example	example	NOUN
brj-22736	31	3	,	,	PUNCT
brj-22736	31	4	cellulose	cellulose	NOUN
brj-22736	31	5	yield	yield	NOUN
brj-22736	31	6	maximally	maximally	ADV
brj-22736	31	7	achieved	achieve	VERB
brj-22736	31	8	946.2	946.2	NUM
brj-22736	31	9	mg	mg	NOUN
brj-22736	31	10	/	/	SYM
brj-22736	31	11	g	g	NOUN
brj-22736	31	12	after	after	ADP
brj-22736	31	13	72	72	NUM
brj-22736	31	14	h	h	NOUN
brj-22736	31	15	enzymatic	enzymatic	ADJ
brj-22736	31	16	hydrolysis	hydrolysis	NOUN
brj-22736	31	17	,	,	PUNCT
brj-22736	31	18	under	under	ADP
brj-22736	31	19	the	the	DET
brj-22736	31	20	optimized	optimize	VERB
brj-22736	31	21	conditions	condition	NOUN
brj-22736	31	22	of	of	ADP
brj-22736	31	23	40	40	NUM
brj-22736	31	24	°	°	NOUN
brj-22736	31	25	c	c	NOUN
brj-22736	31	26	,	,	PUNCT
brj-22736	31	27	2.0	2.0	NUM
brj-22736	31	28	h	h	NOUN
brj-22736	31	29	,	,	PUNCT
brj-22736	31	30	and	and	CCONJ
brj-22736	31	31	70.2	70.2	NUM
brj-22736	31	32	%	%	NOUN
brj-22736	31	33	h3po4	h3po4	NOUN
brj-22736	31	34	(	(	PUNCT
brj-22736	31	35	qiu	qiu	PROPN
brj-22736	31	36	et	et	PROPN
brj-22736	31	37	al	al	PROPN
brj-22736	31	38	.	.	PROPN
brj-22736	31	39	2017	2017	NUM
brj-22736	31	40	)	)	PUNCT
brj-22736	31	41	.	.	PUNCT
brj-22736	32	1	however	however	ADV
brj-22736	32	2	,	,	PUNCT
brj-22736	32	3	both	both	PRON
brj-22736	32	4	lignocellulose	lignocellulose	VERB
brj-22736	32	5	deconstruction	deconstruction	NOUN
brj-22736	32	6	and	and	CCONJ
brj-22736	32	7	lignin	lignin	NOUN
brj-22736	32	8	/	/	SYM
brj-22736	32	9	hemicellulose	hemicellulose	NOUN
brj-22736	32	10	degradation	degradation	NOUN
brj-22736	32	11	processes	process	NOUN
brj-22736	32	12	are	be	AUX
brj-22736	32	13	complex	complex	ADJ
brj-22736	32	14	and	and	CCONJ
brj-22736	32	15	non	non	ADJ
brj-22736	32	16	-	-	NOUN
brj-22736	32	17	linear	linear	ADJ
brj-22736	32	18	.	.	PUNCT
brj-22736	33	1	they	they	PRON
brj-22736	33	2	pose	pose	VERB
brj-22736	33	3	a	a	DET
brj-22736	33	4	challenge	challenge	NOUN
brj-22736	33	5	for	for	ADP
brj-22736	33	6	prediction	prediction	NOUN
brj-22736	33	7	with	with	ADP
brj-22736	33	8	rsm	rsm	PROPN
brj-22736	33	9	,	,	PUNCT
brj-22736	33	10	especially	especially	ADV
brj-22736	33	11	with	with	ADP
brj-22736	33	12	limited	limited	ADJ
brj-22736	33	13	experimental	experimental	ADJ
brj-22736	33	14	groups	group	NOUN
brj-22736	33	15	.	.	PUNCT
brj-22736	34	1	rsm	rsm	PROPN
brj-22736	34	2	can	can	AUX
brj-22736	34	3	only	only	ADV
brj-22736	34	4	achieve	achieve	VERB
brj-22736	34	5	good	good	ADJ
brj-22736	34	6	prediction	prediction	NOUN
brj-22736	34	7	accuracy	accuracy	NOUN
brj-22736	34	8	within	within	ADP
brj-22736	34	9	a	a	DET
brj-22736	34	10	limited	limited	ADJ
brj-22736	34	11	range	range	NOUN
brj-22736	34	12	of	of	ADP
brj-22736	34	13	pretreatment	pretreatment	NOUN
brj-22736	34	14	conditions	condition	NOUN
brj-22736	34	15	.	.	PUNCT
brj-22736	35	1	when	when	SCONJ
brj-22736	35	2	the	the	DET
brj-22736	35	3	range	range	NOUN
brj-22736	35	4	of	of	ADP
brj-22736	35	5	pretreatment	pretreatment	NOUN
brj-22736	35	6	conditions	condition	NOUN
brj-22736	35	7	is	be	AUX
brj-22736	35	8	large	large	ADJ
brj-22736	35	9	,	,	PUNCT
brj-22736	35	10	the	the	DET
brj-22736	35	11	prediction	prediction	NOUN
brj-22736	35	12	results	result	NOUN
brj-22736	35	13	are	be	AUX
brj-22736	35	14	often	often	ADV
brj-22736	35	15	unsatisfactory	unsatisfactory	ADJ
brj-22736	35	16	.	.	PUNCT
brj-22736	36	1	nowadays	nowadays	ADV
brj-22736	36	2	,	,	PUNCT
brj-22736	36	3	a	a	DET
brj-22736	36	4	powerful	powerful	ADJ
brj-22736	36	5	predictive	predictive	ADJ
brj-22736	36	6	tool	tool	NOUN
brj-22736	36	7	named	name	VERB
brj-22736	36	8	artificial	artificial	ADJ
brj-22736	36	9	neural	neural	ADJ
brj-22736	36	10	network	network	NOUN
brj-22736	36	11	(	(	PUNCT
brj-22736	36	12	ann	ann	PROPN
brj-22736	36	13	)	)	PUNCT
brj-22736	36	14	is	be	AUX
brj-22736	36	15	employed	employ	VERB
brj-22736	36	16	in	in	ADP
brj-22736	36	17	various	various	ADJ
brj-22736	36	18	research	research	NOUN
brj-22736	36	19	areas	area	NOUN
brj-22736	36	20	because	because	SCONJ
brj-22736	36	21	of	of	ADP
brj-22736	36	22	its	its	PRON
brj-22736	36	23	modeling	modeling	NOUN
brj-22736	36	24	ability	ability	NOUN
brj-22736	36	25	,	,	PUNCT
brj-22736	36	26	even	even	ADV
brj-22736	36	27	if	if	SCONJ
brj-22736	36	28	limited	limited	ADJ
brj-22736	36	29	experimental	experimental	ADJ
brj-22736	36	30	data	datum	NOUN
brj-22736	36	31	are	be	AUX
brj-22736	36	32	provided	provide	VERB
brj-22736	36	33	(	(	PUNCT
brj-22736	36	34	rashid	rashid	PROPN
brj-22736	36	35	et	et	PROPN
brj-22736	36	36	al	al	PROPN
brj-22736	36	37	.	.	PROPN
brj-22736	36	38	2021	2021	NUM
brj-22736	36	39	)	)	PUNCT
brj-22736	36	40	.	.	PUNCT
brj-22736	37	1	the	the	DET
brj-22736	37	2	ann	ann	PROPN
brj-22736	37	3	technology	technology	NOUN
brj-22736	37	4	is	be	AUX
brj-22736	37	5	enlightened	enlighten	VERB
brj-22736	37	6	by	by	ADP
brj-22736	37	7	the	the	DET
brj-22736	37	8	operational	operational	ADJ
brj-22736	37	9	mode	mode	NOUN
brj-22736	37	10	of	of	ADP
brj-22736	37	11	the	the	DET
brj-22736	37	12	human	human	ADJ
brj-22736	37	13	brain	brain	NOUN
brj-22736	37	14	and	and	CCONJ
brj-22736	37	15	nervous	nervous	ADJ
brj-22736	37	16	system	system	NOUN
brj-22736	37	17	,	,	PUNCT
brj-22736	37	18	which	which	PRON
brj-22736	37	19	contains	contain	VERB
brj-22736	37	20	numerous	numerous	ADJ
brj-22736	37	21	neurons	neuron	NOUN
brj-22736	37	22	(	(	PUNCT
brj-22736	37	23	also	also	ADV
brj-22736	37	24	known	know	VERB
brj-22736	37	25	as	as	ADP
brj-22736	37	26	processing	processing	NOUN
brj-22736	37	27	elements	element	NOUN
brj-22736	37	28	or	or	CCONJ
brj-22736	37	29	perceptron	perceptron	PROPN
brj-22736	37	30	)	)	PUNCT
brj-22736	37	31	in	in	ADP
brj-22736	37	32	multiple	multiple	ADJ
brj-22736	37	33	layers	layer	NOUN
brj-22736	37	34	.	.	PUNCT
brj-22736	38	1	a	a	DET
brj-22736	38	2	neuron	neuron	NOUN
brj-22736	38	3	may	may	AUX
brj-22736	38	4	connect	connect	VERB
brj-22736	38	5	to	to	ADP
brj-22736	38	6	all	all	PRON
brj-22736	38	7	or	or	CCONJ
brj-22736	38	8	a	a	DET
brj-22736	38	9	subset	subset	NOUN
brj-22736	38	10	of	of	ADP
brj-22736	38	11	the	the	DET
brj-22736	38	12	neurons	neuron	NOUN
brj-22736	38	13	in	in	ADP
brj-22736	38	14	the	the	DET
brj-22736	38	15	subsequent	subsequent	ADJ
brj-22736	38	16	layer	layer	NOUN
brj-22736	38	17	,	,	PUNCT
brj-22736	38	18	with	with	ADP
brj-22736	38	19	these	these	DET
brj-22736	38	20	connections	connection	NOUN
brj-22736	38	21	simulating	simulate	VERB
brj-22736	38	22	the	the	DET
brj-22736	38	23	brain	brain	NOUN
brj-22736	38	24	's	's	PART
brj-22736	38	25	synaptic	synaptic	ADJ
brj-22736	38	26	connections	connection	NOUN
brj-22736	38	27	(	(	PUNCT
brj-22736	38	28	walczak	walczak	NOUN
brj-22736	38	29	and	and	CCONJ
brj-22736	38	30	cerpa	cerpa	ADJ
brj-22736	38	31	2001	2001	NUM
brj-22736	38	32	)	)	PUNCT
brj-22736	38	33	.	.	PUNCT
brj-22736	39	1	for	for	ADP
brj-22736	39	2	this	this	DET
brj-22736	39	3	reason	reason	NOUN
brj-22736	39	4	,	,	PUNCT
brj-22736	39	5	ann	ann	PROPN
brj-22736	39	6	can	can	AUX
brj-22736	39	7	learn	learn	VERB
brj-22736	39	8	from	from	ADP
brj-22736	39	9	complex	complex	ADJ
brj-22736	39	10	,	,	PUNCT
brj-22736	39	11	linear	linear	ADJ
brj-22736	39	12	,	,	PUNCT
brj-22736	39	13	and	and	CCONJ
brj-22736	39	14	non	non	ADJ
brj-22736	39	15	-	-	ADJ
brj-22736	39	16	linear	linear	ADJ
brj-22736	39	17	systems	system	NOUN
brj-22736	39	18	without	without	ADP
brj-22736	39	19	any	any	DET
brj-22736	39	20	prior	prior	ADJ
brj-22736	39	21	fitting	fitting	ADJ
brj-22736	39	22	function	function	NOUN
brj-22736	39	23	specified	specify	VERB
brj-22736	39	24	(	(	PUNCT
brj-22736	39	25	rashid	rashid	PROPN
brj-22736	39	26	et	et	PROPN
brj-22736	39	27	al	al	PROPN
brj-22736	39	28	.	.	PROPN
brj-22736	39	29	2021	2021	NUM
brj-22736	39	30	)	)	PUNCT
brj-22736	39	31	.	.	PUNCT
brj-22736	40	1	a	a	DET
brj-22736	40	2	recent	recent	ADJ
brj-22736	40	3	study	study	NOUN
brj-22736	40	4	collected	collect	VERB
brj-22736	40	5	a	a	DET
brj-22736	40	6	total	total	NOUN
brj-22736	40	7	of	of	ADP
brj-22736	40	8	482	482	NUM
brj-22736	40	9	samples	sample	NOUN
brj-22736	40	10	,	,	PUNCT
brj-22736	40	11	and	and	CCONJ
brj-22736	40	12	it	it	PRON
brj-22736	40	13	evaluated	evaluate	VERB
brj-22736	40	14	the	the	DET
brj-22736	40	15	primary	primary	ADJ
brj-22736	40	16	pyrolysis	pyrolysis	NOUN
brj-22736	40	17	products	product	NOUN
brj-22736	40	18	of	of	ADP
brj-22736	40	19	lignocellulosic	lignocellulosic	ADJ
brj-22736	40	20	biomass	biomass	NOUN
brj-22736	40	21	via	via	ADP
brj-22736	40	22	ann	ann	PROPN
brj-22736	40	23	modeling	modeling	PROPN
brj-22736	40	24	;	;	PUNCT
brj-22736	40	25	this	this	DET
brj-22736	40	26	approach	approach	NOUN
brj-22736	40	27	successfully	successfully	ADV
brj-22736	40	28	achieved	achieve	VERB
brj-22736	40	29	the	the	DET
brj-22736	40	30	best	good	ADJ
brj-22736	40	31	possible	possible	ADJ
brj-22736	40	32	results	result	NOUN
brj-22736	40	33	over	over	ADP
brj-22736	40	34	different	different	ADJ
brj-22736	40	35	reactor	reactor	NOUN
brj-22736	40	36	systems	system	NOUN
brj-22736	40	37	,	,	PUNCT
brj-22736	40	38	conditions	condition	NOUN
brj-22736	40	39	,	,	PUNCT
brj-22736	40	40	and	and	CCONJ
brj-22736	40	41	biomass	biomass	NOUN
brj-22736	40	42	for	for	ADP
brj-22736	40	43	the	the	DET
brj-22736	40	44	solid	solid	ADJ
brj-22736	40	45	,	,	PUNCT
brj-22736	40	46	liquid	liquid	ADJ
brj-22736	40	47	,	,	PUNCT
brj-22736	40	48	and	and	CCONJ
brj-22736	40	49	gaseous	gaseous	ADJ
brj-22736	40	50	pyrolysis	pyrolysis	NOUN
brj-22736	40	51	product	product	NOUN
brj-22736	40	52	yields	yield	NOUN
brj-22736	40	53	(	(	PUNCT
brj-22736	40	54	tsekos	tsekos	NOUN
brj-22736	40	55	et	et	PROPN
brj-22736	40	56	al	al	PROPN
brj-22736	40	57	.	.	PROPN
brj-22736	40	58	2021	2021	NUM
brj-22736	40	59	)	)	PUNCT
brj-22736	40	60	.	.	PUNCT
brj-22736	41	1	a	a	DET
brj-22736	41	2	prediction	prediction	NOUN
brj-22736	41	3	of	of	ADP
brj-22736	41	4	phenolic	phenolic	ADJ
brj-22736	41	5	compounds	compound	NOUN
brj-22736	41	6	/	/	SYM
brj-22736	41	7	glucose	glucose	NOUN
brj-22736	41	8	content	content	NOUN
brj-22736	41	9	from	from	ADP
brj-22736	41	10	dilute	dilute	NOUN
brj-22736	41	11	inorganic	inorganic	ADJ
brj-22736	41	12	acid	acid	NOUN
brj-22736	41	13	pretreatment	pretreatment	NOUN
brj-22736	41	14	of	of	ADP
brj-22736	41	15	biomass	biomass	NOUN
brj-22736	41	16	was	be	AUX
brj-22736	41	17	proposed	propose	VERB
brj-22736	41	18	,	,	PUNCT
brj-22736	41	19	which	which	PRON
brj-22736	41	20	suggests	suggest	VERB
brj-22736	41	21	that	that	SCONJ
brj-22736	41	22	the	the	DET
brj-22736	41	23	ann	ann	PROPN
brj-22736	41	24	model	model	NOUN
brj-22736	41	25	could	could	AUX
brj-22736	41	26	predict	predict	VERB
brj-22736	41	27	the	the	DET
brj-22736	41	28	pretreatment	pretreatment	NOUN
brj-22736	41	29	efficiency	efficiency	NOUN
brj-22736	41	30	with	with	ADP
brj-22736	41	31	limited	limited	ADJ
brj-22736	41	32	conditions	condition	NOUN
brj-22736	41	33	and	and	CCONJ
brj-22736	41	34	groups	group	NOUN
brj-22736	41	35	of	of	ADP
brj-22736	41	36	pretreatments	pretreatment	NOUN
brj-22736	41	37	peer	peer	NOUN
brj-22736	41	38	-	-	PUNCT
brj-22736	41	39	reviewed	review	VERB
brj-22736	41	40	article	article	NOUN
brj-22736	41	41	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	41	42	wang	wang	PROPN
brj-22736	41	43	et	et	PROPN
brj-22736	41	44	al	al	PROPN
brj-22736	41	45	.	.	PROPN
brj-22736	42	1	(	(	PUNCT
brj-22736	42	2	2024	2024	NUM
brj-22736	42	3	)	)	PUNCT
brj-22736	42	4	.	.	PUNCT
brj-22736	43	1	“	"	PUNCT
brj-22736	43	2	straw	straw	NOUN
brj-22736	43	3	pretreatment	pretreatment	NOUN
brj-22736	43	4	modeling	modeling	NOUN
brj-22736	43	5	,	,	PUNCT
brj-22736	43	6	”	"	PUNCT
brj-22736	43	7	bioresources	bioresource	NOUN
brj-22736	43	8	19(1	19(1	NUM
brj-22736	43	9	)	)	PUNCT
brj-22736	43	10	,	,	PUNCT
brj-22736	43	11	288	288	NUM
brj-22736	43	12	-	-	SYM
brj-22736	43	13	305	305	NUM
brj-22736	43	14	.	.	PUNCT
brj-22736	43	15	290	290	NUM
brj-22736	43	16	(	(	PUNCT
brj-22736	43	17	luo	luo	PROPN
brj-22736	43	18	et	et	PROPN
brj-22736	43	19	al	al	PROPN
brj-22736	43	20	.	.	PROPN
brj-22736	43	21	2021	2021	NUM
brj-22736	43	22	)	)	PUNCT
brj-22736	43	23	.	.	PUNCT
brj-22736	44	1	moreover	moreover	ADV
brj-22736	44	2	,	,	PUNCT
brj-22736	44	3	the	the	DET
brj-22736	44	4	applications	application	NOUN
brj-22736	44	5	of	of	ADP
brj-22736	44	6	the	the	DET
brj-22736	44	7	ann	ann	PROPN
brj-22736	44	8	model	model	NOUN
brj-22736	44	9	in	in	ADP
brj-22736	44	10	biomass	biomass	NOUN
brj-22736	44	11	components	component	NOUN
brj-22736	44	12	estimation	estimation	NOUN
brj-22736	44	13	(	(	PUNCT
brj-22736	44	14	kartal	kartal	NOUN
brj-22736	44	15	and	and	CCONJ
brj-22736	44	16	özveren	özveren	PROPN
brj-22736	44	17	2021	2021	NUM
brj-22736	44	18	)	)	PUNCT
brj-22736	44	19	,	,	PUNCT
brj-22736	44	20	kinetic	kinetic	ADJ
brj-22736	44	21	parameters	parameter	NOUN
brj-22736	44	22	prediction	prediction	NOUN
brj-22736	44	23	of	of	ADP
brj-22736	44	24	biomass	biomass	NOUN
brj-22736	44	25	oxidation	oxidation	NOUN
brj-22736	44	26	(	(	PUNCT
brj-22736	44	27	sunphorka	sunphorka	NOUN
brj-22736	44	28	et	et	PROPN
brj-22736	44	29	al	al	PROPN
brj-22736	44	30	.	.	PROPN
brj-22736	44	31	2017	2017	NUM
brj-22736	44	32	)	)	PUNCT
brj-22736	44	33	,	,	PUNCT
brj-22736	44	34	and	and	CCONJ
brj-22736	44	35	pretreatment	pretreatment	NOUN
brj-22736	44	36	for	for	ADP
brj-22736	44	37	lignocellulose	lignocellulose	VERB
brj-22736	44	38	degradation	degradation	NOUN
brj-22736	44	39	(	(	PUNCT
brj-22736	44	40	bhange	bhange	NOUN
brj-22736	44	41	et	et	PROPN
brj-22736	44	42	al	al	PROPN
brj-22736	44	43	.	.	PROPN
brj-22736	44	44	2017	2017	NUM
brj-22736	44	45	)	)	PUNCT
brj-22736	44	46	were	be	AUX
brj-22736	44	47	studied	study	VERB
brj-22736	44	48	.	.	PUNCT
brj-22736	45	1	and	and	CCONJ
brj-22736	45	2	these	these	DET
brj-22736	45	3	applications	application	NOUN
brj-22736	45	4	fully	fully	ADV
brj-22736	45	5	demonstrate	demonstrate	VERB
brj-22736	45	6	the	the	DET
brj-22736	45	7	potential	potential	NOUN
brj-22736	45	8	of	of	ADP
brj-22736	45	9	the	the	DET
brj-22736	45	10	ann	ann	PROPN
brj-22736	45	11	model	model	NOUN
brj-22736	45	12	in	in	ADP
brj-22736	45	13	biomass	biomass	NOUN
brj-22736	45	14	valorization	valorization	NOUN
brj-22736	45	15	.	.	PUNCT
brj-22736	46	1	this	this	DET
brj-22736	46	2	study	study	NOUN
brj-22736	46	3	aimed	aim	VERB
brj-22736	46	4	to	to	PART
brj-22736	46	5	develop	develop	VERB
brj-22736	46	6	an	an	DET
brj-22736	46	7	ann	ann	PROPN
brj-22736	46	8	model	model	NOUN
brj-22736	46	9	to	to	PART
brj-22736	46	10	estimate	estimate	VERB
brj-22736	46	11	the	the	DET
brj-22736	46	12	efficiency	efficiency	NOUN
brj-22736	46	13	of	of	ADP
brj-22736	46	14	php	php	PROPN
brj-22736	46	15	pretreatment	pretreatment	NOUN
brj-22736	46	16	.	.	PUNCT
brj-22736	47	1	four	four	NUM
brj-22736	47	2	significant	significant	ADJ
brj-22736	47	3	factors	factor	NOUN
brj-22736	47	4	,	,	PUNCT
brj-22736	47	5	time	time	NOUN
brj-22736	47	6	,	,	PUNCT
brj-22736	47	7	temperature	temperature	NOUN
brj-22736	47	8	,	,	PUNCT
brj-22736	47	9	h3po4	h3po4	NOUN
brj-22736	47	10	concentration	concentration	NOUN
brj-22736	47	11	,	,	PUNCT
brj-22736	47	12	and	and	CCONJ
brj-22736	47	13	h2o2	h2o2	NOUN
brj-22736	47	14	concentration	concentration	NOUN
brj-22736	47	15	,	,	PUNCT
brj-22736	47	16	were	be	AUX
brj-22736	47	17	used	use	VERB
brj-22736	47	18	as	as	ADP
brj-22736	47	19	input	input	NOUN
brj-22736	47	20	variables	variable	NOUN
brj-22736	47	21	.	.	PUNCT
brj-22736	48	1	the	the	DET
brj-22736	48	2	output	output	NOUN
brj-22736	48	3	variables	variable	NOUN
brj-22736	48	4	included	include	VERB
brj-22736	48	5	cellulose	cellulose	NOUN
brj-22736	48	6	content	content	NOUN
brj-22736	48	7	and	and	CCONJ
brj-22736	48	8	recovery	recovery	NOUN
brj-22736	48	9	,	,	PUNCT
brj-22736	48	10	hemicellulose	hemicellulose	NOUN
brj-22736	48	11	removal	removal	NOUN
brj-22736	48	12	,	,	PUNCT
brj-22736	48	13	and	and	CCONJ
brj-22736	48	14	lignin	lignin	NOUN
brj-22736	48	15	removal	removal	NOUN
brj-22736	48	16	.	.	PUNCT
brj-22736	49	1	the	the	DET
brj-22736	49	2	relative	relative	ADJ
brj-22736	49	3	importance	importance	NOUN
brj-22736	49	4	of	of	ADP
brj-22736	49	5	these	these	DET
brj-22736	49	6	pretreatment	pretreatment	NOUN
brj-22736	49	7	conditions	condition	NOUN
brj-22736	49	8	was	be	AUX
brj-22736	49	9	evaluated	evaluate	VERB
brj-22736	49	10	by	by	ADP
brj-22736	49	11	analyzing	analyze	VERB
brj-22736	49	12	the	the	DET
brj-22736	49	13	neural	neural	ADJ
brj-22736	49	14	net	net	ADJ
brj-22736	49	15	weights	weight	NOUN
brj-22736	49	16	in	in	ADP
brj-22736	49	17	the	the	DET
brj-22736	49	18	developed	developed	ADJ
brj-22736	49	19	ann	ann	PROPN
brj-22736	49	20	model	model	NOUN
brj-22736	49	21	.	.	PUNCT
brj-22736	50	1	experimental	experimental	ADJ
brj-22736	50	2	materials	material	NOUN
brj-22736	50	3	and	and	CCONJ
brj-22736	50	4	methods	method	NOUN
brj-22736	50	5	materials	material	NOUN
brj-22736	50	6	wheat	wheat	NOUN
brj-22736	50	7	straw	straw	NOUN
brj-22736	50	8	(	(	PUNCT
brj-22736	50	9	ws	ws	NOUN
brj-22736	50	10	)	)	PUNCT
brj-22736	50	11	was	be	AUX
brj-22736	50	12	collected	collect	VERB
brj-22736	50	13	from	from	ADP
brj-22736	50	14	a	a	DET
brj-22736	50	15	farm	farm	NOUN
brj-22736	50	16	at	at	ADP
brj-22736	50	17	sichuan	sichuan	PROPN
brj-22736	50	18	agricultural	agricultural	PROPN
brj-22736	50	19	university	university	PROPN
brj-22736	50	20	(	(	PUNCT
brj-22736	50	21	chengdu	chengdu	PROPN
brj-22736	50	22	,	,	PUNCT
brj-22736	50	23	china	china	PROPN
brj-22736	50	24	)	)	PUNCT
brj-22736	50	25	.	.	PUNCT
brj-22736	51	1	the	the	DET
brj-22736	51	2	ws	ws	PROPN
brj-22736	51	3	was	be	AUX
brj-22736	51	4	air	air	NOUN
brj-22736	51	5	-	-	PUNCT
brj-22736	51	6	dried	dry	VERB
brj-22736	51	7	and	and	CCONJ
brj-22736	51	8	milled	mill	VERB
brj-22736	51	9	to	to	PART
brj-22736	51	10	pass	pass	VERB
brj-22736	51	11	through	through	ADP
brj-22736	51	12	a	a	DET
brj-22736	51	13	40	40	NUM
brj-22736	51	14	-	-	PUNCT
brj-22736	51	15	mesh	mesh	NOUN
brj-22736	51	16	sieve	sieve	NOUN
brj-22736	51	17	(	(	PUNCT
brj-22736	51	18			NUM
brj-22736	51	19	0.45	0.45	NUM
brj-22736	51	20	mm	mm	NOUN
brj-22736	51	21	)	)	PUNCT
brj-22736	51	22	before	before	ADP
brj-22736	51	23	undergoing	undergo	VERB
brj-22736	51	24	php	php	PROPN
brj-22736	51	25	pretreatment	pretreatment	NOUN
brj-22736	51	26	.	.	PUNCT
brj-22736	52	1	all	all	DET
brj-22736	52	2	reagents	reagent	NOUN
brj-22736	52	3	used	use	VERB
brj-22736	52	4	were	be	AUX
brj-22736	52	5	of	of	ADP
brj-22736	52	6	analytical	analytical	ADJ
brj-22736	52	7	grade	grade	NOUN
brj-22736	52	8	and	and	CCONJ
brj-22736	52	9	were	be	AUX
brj-22736	52	10	obtained	obtain	VERB
brj-22736	52	11	from	from	ADP
brj-22736	52	12	sigma	sigma	PROPN
brj-22736	52	13	-	-	PUNCT
brj-22736	52	14	aldrich	aldrich	PROPN
brj-22736	52	15	(	(	PUNCT
brj-22736	52	16	shanghai	shanghai	PROPN
brj-22736	52	17	,	,	PUNCT
brj-22736	52	18	china	china	PROPN
brj-22736	52	19	)	)	PUNCT
brj-22736	52	20	unless	unless	SCONJ
brj-22736	52	21	stated	state	VERB
brj-22736	52	22	otherwise	otherwise	ADV
brj-22736	52	23	.	.	PUNCT
brj-22736	53	1	methods	method	NOUN
brj-22736	53	2	php	php	VERB
brj-22736	53	3	pretreatment	pretreatment	NOUN
brj-22736	53	4	to	to	PART
brj-22736	53	5	carry	carry	VERB
brj-22736	53	6	out	out	ADP
brj-22736	53	7	the	the	DET
brj-22736	53	8	php	php	PROPN
brj-22736	53	9	pretreatment	pretreatment	NOUN
brj-22736	53	10	,	,	PUNCT
brj-22736	53	11	a	a	DET
brj-22736	53	12	php	php	NOUN
brj-22736	53	13	solution	solution	NOUN
brj-22736	53	14	was	be	AUX
brj-22736	53	15	prepared	prepare	VERB
brj-22736	53	16	by	by	ADP
brj-22736	53	17	diluting	dilute	VERB
brj-22736	53	18	85	85	NUM
brj-22736	53	19	%	%	NOUN
brj-22736	53	20	h3po4	h3po4	NOUN
brj-22736	53	21	with	with	ADP
brj-22736	53	22	30	30	NUM
brj-22736	53	23	%	%	NOUN
brj-22736	53	24	h2o2	h2o2	NOUN
brj-22736	53	25	.	.	PROPN
brj-22736	53	26	wheat	wheat	NOUN
brj-22736	53	27	straw	straw	NOUN
brj-22736	53	28	was	be	AUX
brj-22736	53	29	then	then	ADV
brj-22736	53	30	added	add	VERB
brj-22736	53	31	to	to	ADP
brj-22736	53	32	the	the	DET
brj-22736	53	33	solution	solution	NOUN
brj-22736	53	34	at	at	ADP
brj-22736	53	35	a	a	DET
brj-22736	53	36	solid	solid	ADJ
brj-22736	53	37	/	/	SYM
brj-22736	53	38	liquid	liquid	ADJ
brj-22736	53	39	ratio	ratio	NOUN
brj-22736	53	40	of	of	ADP
brj-22736	53	41	1:10	1:10	NUM
brj-22736	53	42	(	(	PUNCT
brj-22736	53	43	w	w	PROPN
brj-22736	53	44	/	/	SYM
brj-22736	53	45	w	w	NOUN
brj-22736	53	46	)	)	PUNCT
brj-22736	53	47	in	in	ADP
brj-22736	53	48	a	a	DET
brj-22736	53	49	250	250	NUM
brj-22736	53	50	ml	ml	NOUN
brj-22736	53	51	screw	screw	ADJ
brj-22736	53	52	-	-	PUNCT
brj-22736	53	53	cap	cap	NOUN
brj-22736	53	54	bottle	bottle	NOUN
brj-22736	53	55	and	and	CCONJ
brj-22736	53	56	mixed	mixed	ADJ
brj-22736	53	57	thoroughly	thoroughly	ADV
brj-22736	53	58	.	.	PUNCT
brj-22736	54	1	the	the	DET
brj-22736	54	2	mixture	mixture	NOUN
brj-22736	54	3	was	be	AUX
brj-22736	54	4	shaken	shake	VERB
brj-22736	54	5	at	at	ADP
brj-22736	54	6	the	the	DET
brj-22736	54	7	designed	design	VERB
brj-22736	54	8	pretreatment	pretreatment	NOUN
brj-22736	54	9	temperature	temperature	NOUN
brj-22736	54	10	and	and	CCONJ
brj-22736	54	11	reaction	reaction	NOUN
brj-22736	54	12	time	time	NOUN
brj-22736	54	13	under	under	ADP
brj-22736	54	14	a	a	DET
brj-22736	54	15	rotation	rotation	NOUN
brj-22736	54	16	speed	speed	NOUN
brj-22736	54	17	of	of	ADP
brj-22736	54	18	160	160	NUM
brj-22736	54	19	r	r	NOUN
brj-22736	54	20	/	/	SYM
brj-22736	54	21	min	min	NOUN
brj-22736	54	22	.	.	NOUN
brj-22736	54	23	after	after	ADP
brj-22736	54	24	reaching	reach	VERB
brj-22736	54	25	the	the	DET
brj-22736	54	26	set	set	NOUN
brj-22736	54	27	time	time	NOUN
brj-22736	54	28	,	,	PUNCT
brj-22736	54	29	1.0	1.0	NUM
brj-22736	54	30	l	l	NOUN
brj-22736	54	31	of	of	ADP
brj-22736	54	32	deionized	deionize	VERB
brj-22736	54	33	water	water	NOUN
brj-22736	54	34	was	be	AUX
brj-22736	54	35	added	add	VERB
brj-22736	54	36	to	to	PART
brj-22736	54	37	stop	stop	VERB
brj-22736	54	38	the	the	DET
brj-22736	54	39	pretreatment	pretreatment	NOUN
brj-22736	54	40	.	.	PUNCT
brj-22736	55	1	the	the	DET
brj-22736	55	2	treated	treat	VERB
brj-22736	55	3	ws	ws	NOUN
brj-22736	55	4	was	be	AUX
brj-22736	55	5	then	then	ADV
brj-22736	55	6	filtered	filter	VERB
brj-22736	55	7	and	and	CCONJ
brj-22736	55	8	washed	wash	VERB
brj-22736	55	9	to	to	ADP
brj-22736	55	10	a	a	DET
brj-22736	55	11	neutral	neutral	ADJ
brj-22736	55	12	ph	ph	NOUN
brj-22736	55	13	to	to	PART
brj-22736	55	14	obtain	obtain	VERB
brj-22736	55	15	the	the	DET
brj-22736	55	16	cellulose	cellulose	NOUN
brj-22736	55	17	-	-	PUNCT
brj-22736	55	18	enriched	enrich	VERB
brj-22736	55	19	fraction	fraction	NOUN
brj-22736	55	20	(	(	PUNCT
brj-22736	55	21	cef	cef	PROPN
brj-22736	55	22	)	)	PUNCT
brj-22736	55	23	,	,	PUNCT
brj-22736	55	24	which	which	PRON
brj-22736	55	25	was	be	AUX
brj-22736	55	26	frozen	freeze	VERB
brj-22736	55	27	at	at	ADP
brj-22736	55	28	−20	−20	NOUN
brj-22736	55	29	°	°	ADP
brj-22736	55	30	c	c	NOUN
brj-22736	55	31	until	until	ADP
brj-22736	55	32	further	further	ADJ
brj-22736	55	33	use	use	NOUN
brj-22736	55	34	.	.	PUNCT
brj-22736	56	1	it	it	PRON
brj-22736	56	2	should	should	AUX
brj-22736	56	3	be	be	AUX
brj-22736	56	4	noted	note	VERB
brj-22736	56	5	that	that	SCONJ
brj-22736	56	6	the	the	DET
brj-22736	56	7	data	datum	NOUN
brj-22736	56	8	for	for	ADP
brj-22736	56	9	modeling	modeling	NOUN
brj-22736	56	10	(	(	PUNCT
brj-22736	56	11	training	training	NOUN
brj-22736	56	12	and	and	CCONJ
brj-22736	56	13	validation	validation	NOUN
brj-22736	56	14	of	of	ADP
brj-22736	56	15	the	the	DET
brj-22736	56	16	ann	ann	PROPN
brj-22736	56	17	model	model	NOUN
brj-22736	56	18	)	)	PUNCT
brj-22736	56	19	were	be	AUX
brj-22736	56	20	derived	derive	VERB
brj-22736	56	21	from	from	ADP
brj-22736	56	22	previous	previous	ADJ
brj-22736	56	23	experimental	experimental	ADJ
brj-22736	56	24	results	result	NOUN
brj-22736	56	25	,	,	PUNCT
brj-22736	56	26	while	while	SCONJ
brj-22736	56	27	the	the	DET
brj-22736	56	28	data	datum	NOUN
brj-22736	56	29	for	for	ADP
brj-22736	56	30	model	model	NOUN
brj-22736	56	31	testing	testing	NOUN
brj-22736	56	32	were	be	AUX
brj-22736	56	33	newly	newly	ADV
brj-22736	56	34	collected	collect	VERB
brj-22736	56	35	in	in	ADP
brj-22736	56	36	this	this	DET
brj-22736	56	37	study	study	NOUN
brj-22736	56	38	under	under	ADP
brj-22736	56	39	different	different	ADJ
brj-22736	56	40	pretreatment	pretreatment	NOUN
brj-22736	56	41	conditions	condition	NOUN
brj-22736	56	42	from	from	ADP
brj-22736	56	43	the	the	DET
brj-22736	56	44	previous	previous	ADJ
brj-22736	56	45	ones	one	NOUN
brj-22736	56	46	.	.	PUNCT
brj-22736	57	1	furthermore	furthermore	ADV
brj-22736	57	2	,	,	PUNCT
brj-22736	57	3	this	this	DET
brj-22736	57	4	study	study	NOUN
brj-22736	57	5	will	will	AUX
brj-22736	57	6	keep	keep	VERB
brj-22736	57	7	collecting	collect	VERB
brj-22736	57	8	more	more	ADJ
brj-22736	57	9	data	datum	NOUN
brj-22736	57	10	on	on	ADP
brj-22736	57	11	php	php	PROPN
brj-22736	57	12	pretreatment	pretreatment	NOUN
brj-22736	57	13	and	and	CCONJ
brj-22736	57	14	enhancing	enhance	VERB
brj-22736	57	15	the	the	DET
brj-22736	57	16	ann	ann	PROPN
brj-22736	57	17	model	model	NOUN
brj-22736	57	18	proposed	propose	VERB
brj-22736	57	19	herein	herein	NOUN
brj-22736	57	20	to	to	PART
brj-22736	57	21	obtain	obtain	VERB
brj-22736	57	22	better	well	ADJ
brj-22736	57	23	prediction	prediction	NOUN
brj-22736	57	24	outcomes	outcome	NOUN
brj-22736	57	25	.	.	PUNCT
brj-22736	58	1	the	the	DET
brj-22736	58	2	php	php	PROPN
brj-22736	58	3	pretreatment	pretreatment	NOUN
brj-22736	58	4	conditions	condition	NOUN
brj-22736	58	5	is	be	AUX
brj-22736	58	6	listed	list	VERB
brj-22736	58	7	in	in	ADP
brj-22736	58	8	table	table	NOUN
brj-22736	58	9	1	1	NUM
brj-22736	58	10	.	.	PUNCT
brj-22736	58	11	table	table	NOUN
brj-22736	58	12	1	1	NUM
brj-22736	58	13	.	.	PUNCT
brj-22736	59	1	php	php	PROPN
brj-22736	59	2	pretreatment	pretreatment	NOUN
brj-22736	59	3	conditions	condition	NOUN
brj-22736	59	4	purpose	purpose	NOUN
brj-22736	59	5	t	t	PROPN
brj-22736	59	6	(	(	PUNCT
brj-22736	59	7	h	h	NOUN
brj-22736	59	8	)	)	PUNCT
brj-22736	59	9	t	t	PROPN
brj-22736	59	10	(	(	PUNCT
brj-22736	59	11	°	°	ADP
brj-22736	59	12	c	c	NOUN
brj-22736	59	13	)	)	PUNCT
brj-22736	59	14	cp	cp	PROPN
brj-22736	59	15	(	(	PUNCT
brj-22736	59	16	%	%	NOUN
brj-22736	59	17	)	)	PUNCT
brj-22736	60	1	ch	ch	NOUN
brj-22736	60	2	(	(	PUNCT
brj-22736	60	3	%	%	NOUN
brj-22736	60	4	)	)	PUNCT
brj-22736	60	5	ann	ann	PROPN
brj-22736	60	6	training	training	NOUN
brj-22736	60	7	and	and	CCONJ
brj-22736	60	8	validation	validation	NOUN
brj-22736	60	9	2	2	NUM
brj-22736	60	10	–	–	PUNCT
brj-22736	60	11	4	4	NUM
brj-22736	60	12	30	30	NUM
brj-22736	60	13	–	–	PUNCT
brj-22736	60	14	50	50	NUM
brj-22736	60	15	65	65	NUM
brj-22736	60	16	–	–	PUNCT
brj-22736	60	17	85	85	NUM
brj-22736	60	18	0	0	NUM
brj-22736	60	19	–	–	PUNCT
brj-22736	60	20	7.06	7.06	NUM
brj-22736	60	21	ann	ann	PROPN
brj-22736	60	22	testing	testing	NOUN
brj-22736	60	23	2	2	NUM
brj-22736	60	24	45	45	NUM
brj-22736	60	25	65	65	NUM
brj-22736	60	26	–	–	PUNCT
brj-22736	60	27	85	85	NUM
brj-22736	60	28	0	0	NUM
brj-22736	60	29	–	–	PUNCT
brj-22736	60	30	7.06	7.06	NUM
brj-22736	60	31	note	note	NOUN
brj-22736	60	32	:	:	PUNCT
brj-22736	60	33	the	the	DET
brj-22736	60	34	raw	raw	ADJ
brj-22736	60	35	data	datum	NOUN
brj-22736	60	36	obtained	obtain	VERB
brj-22736	60	37	for	for	ADP
brj-22736	60	38	ann	ann	PROPN
brj-22736	60	39	training	training	NOUN
brj-22736	60	40	,	,	PUNCT
brj-22736	60	41	validation	validation	NOUN
brj-22736	60	42	,	,	PUNCT
brj-22736	60	43	and	and	CCONJ
brj-22736	60	44	testing	testing	NOUN
brj-22736	60	45	are	be	AUX
brj-22736	60	46	listed	list	VERB
brj-22736	60	47	in	in	ADP
brj-22736	60	48	tables	table	NOUN
brj-22736	60	49	s1	s1	NOUN
brj-22736	60	50	and	and	CCONJ
brj-22736	60	51	s2	s2	PROPN
brj-22736	60	52	,	,	PUNCT
brj-22736	60	53	respectively	respectively	ADV
brj-22736	60	54	.	.	PUNCT
brj-22736	61	1	analytical	analytical	ADJ
brj-22736	61	2	methods	method	NOUN
brj-22736	61	3	the	the	DET
brj-22736	61	4	main	main	ADJ
brj-22736	61	5	components	component	NOUN
brj-22736	61	6	of	of	ADP
brj-22736	61	7	ws	ws	NOUN
brj-22736	61	8	material	material	NOUN
brj-22736	61	9	and	and	CCONJ
brj-22736	61	10	cef	cef	PROPN
brj-22736	61	11	,	,	PUNCT
brj-22736	61	12	including	include	VERB
brj-22736	61	13	cellulose	cellulose	NOUN
brj-22736	61	14	,	,	PUNCT
brj-22736	61	15	hemicellulose	hemicellulose	NOUN
brj-22736	61	16	,	,	PUNCT
brj-22736	61	17	and	and	CCONJ
brj-22736	61	18	lignin	lignin	NOUN
brj-22736	61	19	were	be	AUX
brj-22736	61	20	analyzed	analyze	VERB
brj-22736	61	21	according	accord	VERB
brj-22736	61	22	to	to	ADP
brj-22736	61	23	the	the	DET
brj-22736	61	24	nrel	nrel	NOUN
brj-22736	61	25	method	method	NOUN
brj-22736	61	26	(	(	PUNCT
brj-22736	61	27	national	national	ADJ
brj-22736	61	28	renewable	renewable	ADJ
brj-22736	61	29	energy	energy	NOUN
brj-22736	61	30	laboratory	laboratory	NOUN
brj-22736	61	31	of	of	ADP
brj-22736	61	32	the	the	DET
brj-22736	61	33	us	us	PROPN
brj-22736	61	34	)	)	PUNCT
brj-22736	61	35	(	(	PUNCT
brj-22736	61	36	sluiter	sluiter	NOUN
brj-22736	61	37	et	et	PROPN
brj-22736	61	38	al	al	PROPN
brj-22736	61	39	.	.	PROPN
brj-22736	61	40	2010	2010	NUM
brj-22736	61	41	)	)	PUNCT
brj-22736	61	42	.	.	PUNCT
brj-22736	62	1	the	the	DET
brj-22736	62	2	hydrolysate	hydrolysate	NOUN
brj-22736	62	3	sugars	sugar	NOUN
brj-22736	62	4	were	be	AUX
brj-22736	62	5	separated	separate	VERB
brj-22736	62	6	using	use	VERB
brj-22736	62	7	a	a	DET
brj-22736	62	8	peer	peer	NOUN
brj-22736	62	9	-	-	PUNCT
brj-22736	62	10	reviewed	review	VERB
brj-22736	62	11	article	article	NOUN
brj-22736	62	12	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	62	13	wang	wang	PROPN
brj-22736	62	14	et	et	PROPN
brj-22736	62	15	al	al	PROPN
brj-22736	62	16	.	.	PROPN
brj-22736	63	1	(	(	PUNCT
brj-22736	63	2	2024	2024	NUM
brj-22736	63	3	)	)	PUNCT
brj-22736	63	4	.	.	PUNCT
brj-22736	64	1	“	"	PUNCT
brj-22736	64	2	straw	straw	NOUN
brj-22736	64	3	pretreatment	pretreatment	NOUN
brj-22736	64	4	modeling	modeling	NOUN
brj-22736	64	5	,	,	PUNCT
brj-22736	64	6	”	"	PUNCT
brj-22736	64	7	bioresources	bioresource	NOUN
brj-22736	64	8	19(1	19(1	NUM
brj-22736	64	9	)	)	PUNCT
brj-22736	64	10	,	,	PUNCT
brj-22736	64	11	288	288	NUM
brj-22736	64	12	-	-	SYM
brj-22736	64	13	305	305	NUM
brj-22736	64	14	.	.	PUNCT
brj-22736	64	15	291	291	NUM
brj-22736	64	16	shodex	shodex	PROPN
brj-22736	64	17	sh1011	sh1011	PROPN
brj-22736	64	18	column	column	NOUN
brj-22736	64	19	at	at	ADP
brj-22736	64	20	60	60	NUM
brj-22736	64	21	°	°	ADP
brj-22736	64	22	c	c	NOUN
brj-22736	64	23	with	with	ADP
brj-22736	64	24	a	a	DET
brj-22736	64	25	0.05	0.05	NUM
brj-22736	64	26	mol	mol	NOUN
brj-22736	64	27	/	/	SYM
brj-22736	64	28	l	l	NOUN
brj-22736	64	29	h2so4	h2so4	NOUN
brj-22736	64	30	mobile	mobile	ADJ
brj-22736	64	31	phase	phase	NOUN
brj-22736	64	32	at	at	ADP
brj-22736	64	33	a	a	DET
brj-22736	64	34	flow	flow	NOUN
brj-22736	64	35	rate	rate	NOUN
brj-22736	64	36	of	of	ADP
brj-22736	64	37	0.8	0.8	NUM
brj-22736	64	38	ml	ml	NOUN
brj-22736	64	39	/	/	SYM
brj-22736	64	40	min	min	NOUN
brj-22736	64	41	.	.	PUNCT
brj-22736	65	1	the	the	DET
brj-22736	65	2	separated	separate	VERB
brj-22736	65	3	sugars	sugar	NOUN
brj-22736	65	4	were	be	AUX
brj-22736	65	5	then	then	ADV
brj-22736	65	6	quantified	quantify	VERB
brj-22736	65	7	using	use	VERB
brj-22736	65	8	an	an	DET
brj-22736	65	9	agilent	agilent	PROPN
brj-22736	65	10	1260	1260	NUM
brj-22736	65	11	infinity	infinity	NOUN
brj-22736	65	12	ⅱ	ⅱ	PROPN
brj-22736	65	13	hplc	hplc	NOUN
brj-22736	65	14	system	system	NOUN
brj-22736	65	15	with	with	ADP
brj-22736	65	16	a	a	DET
brj-22736	65	17	g7162a	g7162a	PROPN
brj-22736	65	18	differential	differential	ADJ
brj-22736	65	19	refractive	refractive	ADJ
brj-22736	65	20	index	index	NOUN
brj-22736	65	21	detector	detector	NOUN
brj-22736	65	22	(	(	PUNCT
brj-22736	65	23	agilent	agilent	PROPN
brj-22736	65	24	technologies	technologies	PROPN
brj-22736	65	25	,	,	PUNCT
brj-22736	65	26	santa	santa	PROPN
brj-22736	65	27	clara	clara	PROPN
brj-22736	65	28	,	,	PUNCT
brj-22736	65	29	ca	ca	PROPN
brj-22736	65	30	,	,	PUNCT
brj-22736	65	31	usa	usa	PROPN
brj-22736	65	32	)	)	PUNCT
brj-22736	65	33	.	.	PUNCT
brj-22736	66	1	the	the	DET
brj-22736	66	2	solid	solid	ADJ
brj-22736	66	3	recovery	recovery	NOUN
brj-22736	66	4	(	(	PUNCT
brj-22736	66	5	sr	sr	PROPN
brj-22736	66	6	)	)	PUNCT
brj-22736	66	7	of	of	ADP
brj-22736	66	8	ws	ws	NOUN
brj-22736	66	9	after	after	ADP
brj-22736	66	10	pretreatment	pretreatment	NOUN
brj-22736	66	11	was	be	AUX
brj-22736	66	12	calculated	calculate	VERB
brj-22736	66	13	using	use	VERB
brj-22736	66	14	the	the	DET
brj-22736	66	15	eq	eq	NOUN
brj-22736	66	16	.	.	PROPN
brj-22736	66	17	1	1	NUM
brj-22736	66	18	,	,	PUNCT
brj-22736	66	19	sr	sr	PROPN
brj-22736	66	20	(	(	PUNCT
brj-22736	66	21	%	%	INTJ
brj-22736	66	22	)	)	PUNCT
brj-22736	66	23	=	=	SYM
brj-22736	66	24	m1	m1	NOUN
brj-22736	66	25	/	/	SYM
brj-22736	66	26	m0	m0	PROPN
brj-22736	66	27	×	×	NOUN
brj-22736	66	28	100	100	NUM
brj-22736	66	29	%	%	NOUN
brj-22736	66	30	(	(	PUNCT
brj-22736	66	31	1	1	NUM
brj-22736	66	32	)	)	PUNCT
brj-22736	66	33	where	where	SCONJ
brj-22736	66	34	m0	m0	NOUN
brj-22736	66	35	represents	represent	VERB
brj-22736	66	36	the	the	DET
brj-22736	66	37	dry	dry	ADJ
brj-22736	66	38	weight	weight	NOUN
brj-22736	66	39	of	of	ADP
brj-22736	66	40	ws	ws	NOUN
brj-22736	66	41	(	(	PUNCT
brj-22736	66	42	in	in	ADP
brj-22736	66	43	this	this	DET
brj-22736	66	44	case	case	NOUN
brj-22736	66	45	,	,	PUNCT
brj-22736	66	46	m0	m0	NOUN
brj-22736	66	47	=	=	PUNCT
brj-22736	66	48	5.00	5.00	NUM
brj-22736	66	49	g	g	NOUN
brj-22736	66	50	)	)	PUNCT
brj-22736	66	51	,	,	PUNCT
brj-22736	66	52	and	and	CCONJ
brj-22736	66	53	m1	m1	PROPN
brj-22736	66	54	represents	represent	VERB
brj-22736	66	55	the	the	DET
brj-22736	66	56	dry	dry	ADJ
brj-22736	66	57	weight	weight	NOUN
brj-22736	66	58	of	of	ADP
brj-22736	66	59	cef	cef	PROPN
brj-22736	66	60	(	(	PUNCT
brj-22736	66	61	g	g	NOUN
brj-22736	66	62	)	)	PUNCT
brj-22736	66	63	.	.	PUNCT
brj-22736	67	1	the	the	DET
brj-22736	67	2	cellulose	cellulose	NOUN
brj-22736	67	3	recovery	recovery	NOUN
brj-22736	67	4	(	(	PUNCT
brj-22736	67	5	ry	ry	NOUN
brj-22736	67	6	)	)	PUNCT
brj-22736	67	7	and	and	CCONJ
brj-22736	67	8	removal	removal	NOUN
brj-22736	67	9	of	of	ADP
brj-22736	67	10	hemicellulose	hemicellulose	NOUN
brj-22736	67	11	or	or	CCONJ
brj-22736	67	12	lignin	lignin	NOUN
brj-22736	67	13	(	(	PUNCT
brj-22736	67	14	rl	rl	NOUN
brj-22736	67	15	)	)	PUNCT
brj-22736	67	16	after	after	SCONJ
brj-22736	67	17	php	php	NOUN
brj-22736	67	18	pretreatment	pretreatment	NOUN
brj-22736	67	19	were	be	AUX
brj-22736	67	20	calculated	calculate	VERB
brj-22736	67	21	using	use	VERB
brj-22736	67	22	the	the	DET
brj-22736	67	23	following	follow	VERB
brj-22736	67	24	equations	equation	NOUN
brj-22736	67	25	:	:	PUNCT
brj-22736	67	26	ry	ry	PROPN
brj-22736	67	27	(	(	PUNCT
brj-22736	67	28	%	%	INTJ
brj-22736	67	29	)	)	PUNCT
brj-22736	67	30	=	=	SYM
brj-22736	67	31	sr	sr	PROPN
brj-22736	67	32	×	×	PROPN
brj-22736	67	33	(	(	PUNCT
brj-22736	67	34	c1	c1	PROPN
brj-22736	67	35	/	/	SYM
brj-22736	67	36	c0	c0	PROPN
brj-22736	67	37	)	)	PUNCT
brj-22736	67	38	×	×	NOUN
brj-22736	67	39	100	100	NUM
brj-22736	67	40	%	%	NOUN
brj-22736	67	41	(	(	PUNCT
brj-22736	67	42	2	2	NUM
brj-22736	67	43	)	)	PUNCT
brj-22736	67	44	rl	rl	PROPN
brj-22736	67	45	(	(	PUNCT
brj-22736	67	46	%	%	INTJ
brj-22736	67	47	)	)	PUNCT
brj-22736	67	48	=	=	SYM
brj-22736	67	49	100	100	NUM
brj-22736	67	50	%	%	NOUN
brj-22736	67	51	−	−	NOUN
brj-22736	67	52	ry	ry	INTJ
brj-22736	67	53	(	(	PUNCT
brj-22736	67	54	3	3	NUM
brj-22736	67	55	)	)	PUNCT
brj-22736	67	56	where	where	SCONJ
brj-22736	67	57	c0	c0	PROPN
brj-22736	67	58	and	and	CCONJ
brj-22736	67	59	c1	c1	PROPN
brj-22736	67	60	represent	represent	VERB
brj-22736	67	61	the	the	DET
brj-22736	67	62	contents	content	NOUN
brj-22736	67	63	of	of	ADP
brj-22736	67	64	the	the	DET
brj-22736	67	65	related	relate	VERB
brj-22736	67	66	components	component	NOUN
brj-22736	67	67	in	in	ADP
brj-22736	67	68	ws	ws	PROPN
brj-22736	67	69	and	and	CCONJ
brj-22736	67	70	cef	cef	PROPN
brj-22736	67	71	,	,	PUNCT
brj-22736	67	72	respectively	respectively	ADV
brj-22736	67	73	.	.	PUNCT
brj-22736	68	1	ann	ann	PROPN
brj-22736	68	2	modeling	modeling	NOUN
brj-22736	68	3	figure	figure	NOUN
brj-22736	68	4	1a	1a	PROPN
brj-22736	68	5	shows	show	VERB
brj-22736	68	6	the	the	DET
brj-22736	68	7	flow	flow	NOUN
brj-22736	68	8	diagram	diagram	NOUN
brj-22736	68	9	of	of	ADP
brj-22736	68	10	php	php	PROPN
brj-22736	68	11	pretreatment	pretreatment	NOUN
brj-22736	68	12	.	.	PUNCT
brj-22736	69	1	the	the	DET
brj-22736	69	2	primary	primary	ADJ
brj-22736	69	3	parameters	parameter	NOUN
brj-22736	69	4	that	that	PRON
brj-22736	69	5	affect	affect	VERB
brj-22736	69	6	the	the	DET
brj-22736	69	7	efficiency	efficiency	NOUN
brj-22736	69	8	of	of	ADP
brj-22736	69	9	php	php	PROPN
brj-22736	69	10	pretreatment	pretreatment	NOUN
brj-22736	69	11	are	be	AUX
brj-22736	69	12	time	time	NOUN
brj-22736	69	13	(	(	PUNCT
brj-22736	69	14	t	t	NOUN
brj-22736	69	15	)	)	PUNCT
brj-22736	69	16	,	,	PUNCT
brj-22736	69	17	temperature	temperature	NOUN
brj-22736	69	18	(	(	PUNCT
brj-22736	69	19	t	t	NOUN
brj-22736	69	20	)	)	PUNCT
brj-22736	69	21	,	,	PUNCT
brj-22736	69	22	concentration	concentration	NOUN
brj-22736	69	23	of	of	ADP
brj-22736	69	24	phosphoric	phosphoric	ADJ
brj-22736	69	25	acid	acid	NOUN
brj-22736	69	26	(	(	PUNCT
brj-22736	69	27	cp	cp	NOUN
brj-22736	69	28	)	)	PUNCT
brj-22736	69	29	,	,	PUNCT
brj-22736	69	30	and	and	CCONJ
brj-22736	69	31	concentration	concentration	NOUN
brj-22736	69	32	of	of	ADP
brj-22736	69	33	hydrogen	hydrogen	NOUN
brj-22736	69	34	peroxide	peroxide	NOUN
brj-22736	69	35	(	(	PUNCT
brj-22736	69	36	ch	ch	NOUN
brj-22736	69	37	)	)	PUNCT
brj-22736	69	38	.	.	PUNCT
brj-22736	70	1	after	after	ADP
brj-22736	70	2	pretreatment	pretreatment	NOUN
brj-22736	70	3	,	,	PUNCT
brj-22736	70	4	the	the	DET
brj-22736	70	5	main	main	ADJ
brj-22736	70	6	components	component	NOUN
brj-22736	70	7	of	of	ADP
brj-22736	70	8	the	the	DET
brj-22736	70	9	obtained	obtain	VERB
brj-22736	70	10	cef	cef	PROPN
brj-22736	70	11	,	,	PUNCT
brj-22736	70	12	including	include	VERB
brj-22736	70	13	solid	solid	ADJ
brj-22736	70	14	recovery	recovery	NOUN
brj-22736	70	15	,	,	PUNCT
brj-22736	70	16	the	the	DET
brj-22736	70	17	content	content	NOUN
brj-22736	70	18	of	of	ADP
brj-22736	70	19	cellulose	cellulose	NOUN
brj-22736	70	20	/	/	SYM
brj-22736	70	21	hemicellulose	hemicellulose	NOUN
brj-22736	70	22	/	/	SYM
brj-22736	70	23	lignin	lignin	NOUN
brj-22736	70	24	as	as	ADV
brj-22736	70	25	well	well	ADV
brj-22736	70	26	as	as	ADP
brj-22736	70	27	their	their	PRON
brj-22736	70	28	corresponding	corresponding	ADJ
brj-22736	70	29	recovery	recovery	NOUN
brj-22736	70	30	and	and	CCONJ
brj-22736	70	31	removal	removal	NOUN
brj-22736	70	32	percentages	percentage	NOUN
brj-22736	70	33	,	,	PUNCT
brj-22736	70	34	were	be	AUX
brj-22736	70	35	analyzed	analyze	VERB
brj-22736	70	36	simultaneously	simultaneously	ADV
brj-22736	70	37	(	(	PUNCT
brj-22736	70	38	see	see	VERB
brj-22736	70	39	table	table	NOUN
brj-22736	70	40	s1	s1	NOUN
brj-22736	70	41	for	for	ADP
brj-22736	70	42	the	the	DET
brj-22736	70	43	results	result	NOUN
brj-22736	70	44	)	)	PUNCT
brj-22736	70	45	.	.	PUNCT
brj-22736	71	1	fig	fig	NOUN
brj-22736	71	2	.	.	PUNCT
brj-22736	72	1	1	1	X
brj-22736	72	2	.	.	X
brj-22736	72	3	the	the	DET
brj-22736	72	4	flowchart	flowchart	NOUN
brj-22736	72	5	of	of	ADP
brj-22736	72	6	php	php	PROPN
brj-22736	72	7	pretreatment	pretreatment	NOUN
brj-22736	72	8	and	and	CCONJ
brj-22736	72	9	the	the	DET
brj-22736	72	10	development	development	NOUN
brj-22736	72	11	of	of	ADP
brj-22736	72	12	the	the	DET
brj-22736	72	13	ann	ann	PROPN
brj-22736	72	14	model	model	NOUN
brj-22736	72	15	:	:	PUNCT
brj-22736	72	16	(	(	PUNCT
brj-22736	72	17	a	a	X
brj-22736	72	18	)	)	PUNCT
brj-22736	72	19	experimental	experimental	ADJ
brj-22736	72	20	work	work	NOUN
brj-22736	72	21	illustrates	illustrate	VERB
brj-22736	72	22	the	the	DET
brj-22736	72	23	procedure	procedure	NOUN
brj-22736	72	24	and	and	CCONJ
brj-22736	72	25	data	datum	NOUN
brj-22736	72	26	acquisition	acquisition	NOUN
brj-22736	72	27	for	for	ADP
brj-22736	72	28	php	php	PROPN
brj-22736	72	29	pretreatment	pretreatment	NOUN
brj-22736	72	30	;	;	PUNCT
brj-22736	72	31	(	(	PUNCT
brj-22736	72	32	b	b	X
brj-22736	72	33	)	)	PUNCT
brj-22736	72	34	the	the	DET
brj-22736	72	35	topology	topology	NOUN
brj-22736	72	36	of	of	ADP
brj-22736	72	37	a	a	DET
brj-22736	72	38	three	three	NUM
brj-22736	72	39	-	-	PUNCT
brj-22736	72	40	layer	layer	NOUN
brj-22736	72	41	ann	ann	PROPN
brj-22736	72	42	model	model	NOUN
brj-22736	72	43	for	for	ADP
brj-22736	72	44	predicting	predict	VERB
brj-22736	72	45	cellulose	cellulose	NOUN
brj-22736	72	46	content	content	NOUN
brj-22736	72	47	and	and	CCONJ
brj-22736	72	48	recovery	recovery	NOUN
brj-22736	72	49	of	of	ADP
brj-22736	72	50	cef	cef	PROPN
brj-22736	72	51	.	.	PUNCT
brj-22736	72	52	b1	b1	PROPN
brj-22736	72	53	,	,	PUNCT
brj-22736	72	54	j	j	PROPN
brj-22736	72	55	represents	represent	VERB
brj-22736	72	56	the	the	DET
brj-22736	72	57	bias	bias	NOUN
brj-22736	72	58	of	of	ADP
brj-22736	72	59	inputs	input	NOUN
brj-22736	72	60	;	;	PUNCT
brj-22736	72	61	b2	b2	NOUN
brj-22736	72	62	,	,	PUNCT
brj-22736	72	63	k	k	PROPN
brj-22736	72	64	represents	represent	VERB
brj-22736	72	65	the	the	DET
brj-22736	72	66	bias	bias	NOUN
brj-22736	72	67	of	of	ADP
brj-22736	72	68	outputs	output	NOUN
brj-22736	72	69	;	;	PUNCT
brj-22736	72	70	iwj	iwj	NOUN
brj-22736	72	71	,	,	PUNCT
brj-22736	72	72	i	i	PRON
brj-22736	72	73	represents	represent	VERB
brj-22736	72	74	weights	weight	NOUN
brj-22736	72	75	from	from	ADP
brj-22736	72	76	inputs	input	NOUN
brj-22736	72	77	to	to	ADP
brj-22736	72	78	hidden	hidden	ADJ
brj-22736	72	79	layers	layer	NOUN
brj-22736	72	80	;	;	PUNCT
brj-22736	72	81	lwk	lwk	VERB
brj-22736	72	82	,	,	PUNCT
brj-22736	72	83	j	j	PROPN
brj-22736	72	84	represents	represent	VERB
brj-22736	72	85	weights	weight	NOUN
brj-22736	72	86	from	from	ADP
brj-22736	72	87	neurons	neuron	NOUN
brj-22736	72	88	in	in	ADP
brj-22736	72	89	hidden	hidden	ADJ
brj-22736	72	90	layers	layer	NOUN
brj-22736	72	91	to	to	PART
brj-22736	72	92	output	output	VERB
brj-22736	72	93	layers	layer	NOUN
brj-22736	72	94	.	.	PUNCT
brj-22736	73	1	peer	peer	NOUN
brj-22736	73	2	-	-	PUNCT
brj-22736	73	3	reviewed	review	VERB
brj-22736	73	4	article	article	NOUN
brj-22736	73	5	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	73	6	wang	wang	PROPN
brj-22736	73	7	et	et	PROPN
brj-22736	73	8	al	al	PROPN
brj-22736	73	9	.	.	PROPN
brj-22736	74	1	(	(	PUNCT
brj-22736	74	2	2024	2024	NUM
brj-22736	74	3	)	)	PUNCT
brj-22736	74	4	.	.	PUNCT
brj-22736	75	1	“	"	PUNCT
brj-22736	75	2	straw	straw	NOUN
brj-22736	75	3	pretreatment	pretreatment	NOUN
brj-22736	75	4	modeling	modeling	NOUN
brj-22736	75	5	,	,	PUNCT
brj-22736	75	6	”	"	PUNCT
brj-22736	75	7	bioresources	bioresource	NOUN
brj-22736	75	8	19(1	19(1	NUM
brj-22736	75	9	)	)	PUNCT
brj-22736	75	10	,	,	PUNCT
brj-22736	75	11	288	288	NUM
brj-22736	75	12	-	-	SYM
brj-22736	75	13	305	305	NUM
brj-22736	75	14	.	.	PUNCT
brj-22736	75	15	292	292	NUM
brj-22736	75	16	the	the	DET
brj-22736	75	17	ann	ann	PROPN
brj-22736	75	18	model	model	NOUN
brj-22736	75	19	was	be	AUX
brj-22736	75	20	developed	develop	VERB
brj-22736	75	21	using	use	VERB
brj-22736	75	22	the	the	DET
brj-22736	75	23	neural	neural	ADJ
brj-22736	75	24	network	network	NOUN
brj-22736	75	25	fitting	fitting	ADJ
brj-22736	75	26	app	app	NOUN
brj-22736	75	27	(	(	PUNCT
brj-22736	75	28	version	version	NOUN
brj-22736	75	29	1.33	1.33	NUM
brj-22736	75	30	)	)	PUNCT
brj-22736	75	31	based	base	VERB
brj-22736	75	32	on	on	ADP
brj-22736	75	33	the	the	DET
brj-22736	75	34	neural	neural	ADJ
brj-22736	75	35	net	net	ADJ
brj-22736	75	36	library	library	NOUN
brj-22736	75	37	in	in	ADP
brj-22736	75	38	r	r	NOUN
brj-22736	75	39	software	software	NOUN
brj-22736	75	40	and	and	CCONJ
brj-22736	75	41	implemented	implement	VERB
brj-22736	75	42	in	in	ADP
brj-22736	75	43	originpro	originpro	ADJ
brj-22736	75	44	2022	2022	NUM
brj-22736	75	45	(	(	PUNCT
brj-22736	75	46	originlab	originlab	PROPN
brj-22736	75	47	corp	corp	PROPN
brj-22736	75	48	.	.	PROPN
brj-22736	75	49	,	,	PUNCT
brj-22736	75	50	northampton	northampton	PROPN
brj-22736	75	51	,	,	PUNCT
brj-22736	75	52	ma	ma	PROPN
brj-22736	75	53	,	,	PUNCT
brj-22736	75	54	usa	usa	PROPN
brj-22736	75	55	)	)	PUNCT
brj-22736	75	56	.	.	PUNCT
brj-22736	76	1	as	as	SCONJ
brj-22736	76	2	shown	show	VERB
brj-22736	76	3	in	in	ADP
brj-22736	76	4	fig	fig	NOUN
brj-22736	76	5	.	.	PUNCT
brj-22736	77	1	1b	1b	NUM
brj-22736	77	2	,	,	PUNCT
brj-22736	77	3	the	the	DET
brj-22736	77	4	ann	ann	PROPN
brj-22736	77	5	model	model	NOUN
brj-22736	77	6	proposed	propose	VERB
brj-22736	77	7	in	in	ADP
brj-22736	77	8	this	this	DET
brj-22736	77	9	study	study	NOUN
brj-22736	77	10	is	be	AUX
brj-22736	77	11	a	a	DET
brj-22736	77	12	multilayer	multilayer	ADJ
brj-22736	77	13	perceptron	perceptron	NOUN
brj-22736	77	14	(	(	PUNCT
brj-22736	77	15	mlp	mlp	NOUN
brj-22736	77	16	)	)	PUNCT
brj-22736	77	17	network	network	NOUN
brj-22736	77	18	.	.	PUNCT
brj-22736	78	1	the	the	DET
brj-22736	78	2	mlp	mlp	NOUN
brj-22736	78	3	is	be	AUX
brj-22736	78	4	a	a	DET
brj-22736	78	5	class	class	NOUN
brj-22736	78	6	of	of	ADP
brj-22736	78	7	feedforward	feedforward	ADJ
brj-22736	78	8	artificial	artificial	ADJ
brj-22736	78	9	neural	neural	ADJ
brj-22736	78	10	network	network	NOUN
brj-22736	78	11	,	,	PUNCT
brj-22736	78	12	that	that	PRON
brj-22736	78	13	consists	consist	VERB
brj-22736	78	14	of	of	ADP
brj-22736	78	15	an	an	DET
brj-22736	78	16	input	input	NOUN
brj-22736	78	17	layer	layer	NOUN
brj-22736	78	18	with	with	ADP
brj-22736	78	19	four	four	NUM
brj-22736	78	20	input	input	NOUN
brj-22736	78	21	variables	variable	NOUN
brj-22736	78	22	,	,	PUNCT
brj-22736	78	23	a	a	DET
brj-22736	78	24	hidden	hidden	ADJ
brj-22736	78	25	layer	layer	NOUN
brj-22736	78	26	,	,	PUNCT
brj-22736	78	27	and	and	CCONJ
brj-22736	78	28	an	an	DET
brj-22736	78	29	output	output	NOUN
brj-22736	78	30	layer	layer	NOUN
brj-22736	78	31	with	with	ADP
brj-22736	78	32	one	one	NUM
brj-22736	78	33	output	output	NOUN
brj-22736	78	34	variable	variable	NOUN
brj-22736	78	35	.	.	PUNCT
brj-22736	79	1	the	the	DET
brj-22736	79	2	neurons	neuron	NOUN
brj-22736	79	3	in	in	ADP
brj-22736	79	4	each	each	DET
brj-22736	79	5	layer	layer	NOUN
brj-22736	79	6	are	be	AUX
brj-22736	79	7	fully	fully	ADV
brj-22736	79	8	connected	connect	VERB
brj-22736	79	9	to	to	ADP
brj-22736	79	10	the	the	DET
brj-22736	79	11	neurons	neuron	NOUN
brj-22736	79	12	in	in	ADP
brj-22736	79	13	the	the	DET
brj-22736	79	14	following	follow	VERB
brj-22736	79	15	layer	layer	NOUN
brj-22736	79	16	.	.	PUNCT
brj-22736	80	1	the	the	DET
brj-22736	80	2	number	number	NOUN
brj-22736	80	3	of	of	ADP
brj-22736	80	4	neurons	neuron	NOUN
brj-22736	80	5	(	(	PUNCT
brj-22736	80	6	n	n	CCONJ
brj-22736	80	7	)	)	PUNCT
brj-22736	80	8	in	in	ADP
brj-22736	80	9	the	the	DET
brj-22736	80	10	hidden	hide	VERB
brj-22736	80	11	layer	layer	NOUN
brj-22736	80	12	was	be	AUX
brj-22736	80	13	determined	determine	VERB
brj-22736	80	14	using	use	VERB
brj-22736	80	15	an	an	DET
brj-22736	80	16	empirical	empirical	ADJ
brj-22736	80	17	equation	equation	NOUN
brj-22736	80	18	(	(	PUNCT
brj-22736	80	19	yang	yang	PROPN
brj-22736	80	20	et	et	PROPN
brj-22736	80	21	al	al	PROPN
brj-22736	80	22	.	.	PROPN
brj-22736	80	23	2020	2020	NUM
brj-22736	80	24	)	)	PUNCT
brj-22736	80	25	as	as	SCONJ
brj-22736	80	26	follows	follow	VERB
brj-22736	80	27	,	,	PUNCT
brj-22736	80	28	𝑛	𝑛	PRON
brj-22736	80	29	≤	≤	ADJ
brj-22736	80	30	√𝑖	√𝑖	NOUN
brj-22736	80	31	+	+	X
brj-22736	80	32	𝑘	𝑘	PRON
brj-22736	80	33	+	+	NOUN
brj-22736	80	34	𝛼	𝛼	X
brj-22736	80	35	(	(	PUNCT
brj-22736	80	36	4	4	NUM
brj-22736	80	37	)	)	PUNCT
brj-22736	80	38	where	where	SCONJ
brj-22736	80	39	n	n	PRON
brj-22736	80	40	represents	represent	VERB
brj-22736	80	41	the	the	DET
brj-22736	80	42	number	number	NOUN
brj-22736	80	43	of	of	ADP
brj-22736	80	44	neurons	neuron	NOUN
brj-22736	80	45	in	in	ADP
brj-22736	80	46	the	the	DET
brj-22736	80	47	hidden	hide	VERB
brj-22736	80	48	layer	layer	NOUN
brj-22736	80	49	,	,	PUNCT
brj-22736	80	50	i	i	PRON
brj-22736	80	51	represents	represent	VERB
brj-22736	80	52	the	the	DET
brj-22736	80	53	number	number	NOUN
brj-22736	80	54	of	of	ADP
brj-22736	80	55	input	input	NOUN
brj-22736	80	56	variables	variable	NOUN
brj-22736	80	57	,	,	PUNCT
brj-22736	80	58	k	k	PROPN
brj-22736	80	59	represents	represent	VERB
brj-22736	80	60	the	the	DET
brj-22736	80	61	number	number	NOUN
brj-22736	80	62	of	of	ADP
brj-22736	80	63	output	output	NOUN
brj-22736	80	64	variables	variable	NOUN
brj-22736	80	65	,	,	PUNCT
brj-22736	80	66	and	and	CCONJ
brj-22736	80	67	α	α	PRON
brj-22736	80	68	is	be	AUX
brj-22736	80	69	a	a	DET
brj-22736	80	70	constant	constant	ADJ
brj-22736	80	71	ranging	ranging	NOUN
brj-22736	80	72	from	from	ADP
brj-22736	80	73	1	1	NUM
brj-22736	80	74	to	to	PART
brj-22736	80	75	10	10	NUM
brj-22736	80	76	.	.	PUNCT
brj-22736	81	1	the	the	DET
brj-22736	81	2	accuracy	accuracy	NOUN
brj-22736	81	3	of	of	ADP
brj-22736	81	4	the	the	DET
brj-22736	81	5	ann	ann	PROPN
brj-22736	81	6	modeling	modeling	NOUN
brj-22736	81	7	and	and	CCONJ
brj-22736	81	8	predictions	prediction	NOUN
brj-22736	81	9	was	be	AUX
brj-22736	81	10	assessed	assess	VERB
brj-22736	81	11	using	use	VERB
brj-22736	81	12	the	the	DET
brj-22736	81	13	root	root	NOUN
brj-22736	81	14	means	mean	VERB
brj-22736	81	15	square	square	ADJ
brj-22736	81	16	error	error	NOUN
brj-22736	81	17	(	(	PUNCT
brj-22736	81	18	rmse	rmse	NOUN
brj-22736	81	19	)	)	PUNCT
brj-22736	81	20	,	,	PUNCT
brj-22736	81	21	which	which	PRON
brj-22736	81	22	was	be	AUX
brj-22736	81	23	calculated	calculate	VERB
brj-22736	81	24	using	use	VERB
brj-22736	81	25	the	the	DET
brj-22736	81	26	following	follow	VERB
brj-22736	81	27	equation	equation	NOUN
brj-22736	81	28	,	,	PUNCT
brj-22736	81	29	𝑅𝑀𝑆𝐸	𝑅𝑀𝑆𝐸	NOUN
brj-22736	81	30	=	=	NOUN
brj-22736	82	1	√	√	ADP
brj-22736	82	2	1	1	NUM
brj-22736	82	3	𝑚	𝑚	X
brj-22736	82	4	∑	∑	PUNCT
brj-22736	82	5	(	(	PUNCT
brj-22736	82	6	𝑦𝑝𝑟𝑒	𝑦𝑝𝑟𝑒	NOUN
brj-22736	82	7	(	(	PUNCT
brj-22736	82	8	ℎ	ℎ	PROPN
brj-22736	82	9	)	)	PUNCT
brj-22736	82	10	−	−	PROPN
brj-22736	82	11	𝑦′𝑒𝑥𝑝	𝑦′𝑒𝑥𝑝	PROPN
brj-22736	82	12	(	(	PUNCT
brj-22736	82	13	ℎ	ℎ	PROPN
brj-22736	82	14	)	)	PUNCT
brj-22736	82	15	)	)	PUNCT
brj-22736	82	16	𝑚	𝑚	X
brj-22736	82	17	ℎ=1	ℎ=1	PROPN
brj-22736	82	18	(	(	PUNCT
brj-22736	82	19	5	5	NUM
brj-22736	82	20	)	)	PUNCT
brj-22736	82	21	where	where	SCONJ
brj-22736	82	22	𝑦𝑝𝑟𝑒	𝑦𝑝𝑟𝑒	NOUN
brj-22736	82	23	(	(	PUNCT
brj-22736	82	24	ℎ	ℎ	PROPN
brj-22736	82	25	)	)	PUNCT
brj-22736	82	26	represents	represent	VERB
brj-22736	82	27	the	the	DET
brj-22736	82	28	predicted	predict	VERB
brj-22736	82	29	value	value	NOUN
brj-22736	82	30	obtained	obtain	VERB
brj-22736	82	31	from	from	ADP
brj-22736	82	32	the	the	DET
brj-22736	82	33	ann	ann	PROPN
brj-22736	82	34	model	model	NOUN
brj-22736	82	35	and	and	CCONJ
brj-22736	82	36	𝑦′𝑒𝑥𝑝	𝑦′𝑒𝑥𝑝	PROPN
brj-22736	82	37	(	(	PUNCT
brj-22736	82	38	ℎ	ℎ	PROPN
brj-22736	82	39	)	)	PUNCT
brj-22736	82	40	represents	represent	VERB
brj-22736	82	41	the	the	DET
brj-22736	82	42	experimental	experimental	ADJ
brj-22736	82	43	value	value	NOUN
brj-22736	82	44	;	;	PUNCT
brj-22736	82	45	m	m	VERB
brj-22736	82	46	is	be	AUX
brj-22736	82	47	the	the	DET
brj-22736	82	48	number	number	NOUN
brj-22736	82	49	of	of	ADP
brj-22736	82	50	samples	sample	NOUN
brj-22736	82	51	used	use	VERB
brj-22736	82	52	for	for	ADP
brj-22736	82	53	ann	ann	PROPN
brj-22736	82	54	modeling	modeling	PROPN
brj-22736	82	55	.	.	PUNCT
brj-22736	83	1	the	the	DET
brj-22736	83	2	relative	relative	ADJ
brj-22736	83	3	importance	importance	NOUN
brj-22736	83	4	of	of	ADP
brj-22736	83	5	the	the	DET
brj-22736	83	6	four	four	NUM
brj-22736	83	7	input	input	NOUN
brj-22736	83	8	variables	variable	NOUN
brj-22736	83	9	on	on	ADP
brj-22736	83	10	each	each	DET
brj-22736	83	11	output	output	NOUN
brj-22736	83	12	variable	variable	NOUN
brj-22736	83	13	was	be	AUX
brj-22736	83	14	evaluated	evaluate	VERB
brj-22736	83	15	using	use	VERB
brj-22736	83	16	the	the	DET
brj-22736	83	17	garson	garson	NOUN
brj-22736	83	18	’s	’s	PART
brj-22736	83	19	equation	equation	NOUN
brj-22736	83	20	,	,	PUNCT
brj-22736	83	21	𝐼𝑖	𝐼𝑖	PROPN
brj-22736	83	22	=	=	SYM
brj-22736	83	23	∑	∑	PROPN
brj-22736	83	24	(	(	PUNCT
brj-22736	83	25	|𝐿𝑊𝑗,𝑖|	|𝐿𝑊𝑗,𝑖|	PUNCT
brj-22736	83	26	∑	∑	INTJ
brj-22736	83	27	|𝐿𝑊𝑗,𝑖|	|𝐿𝑊𝑗,𝑖|	X
brj-22736	83	28	𝑖=4	𝑖=4	PUNCT
brj-22736	83	29	𝑖=1	𝑖=1	PUNCT
brj-22736	83	30	×|𝐿𝑊𝑘,𝑗|	×|𝐿𝑊𝑘,𝑗|	NOUN
brj-22736	83	31	)	)	PUNCT
brj-22736	83	32	𝑛	𝑛	PRON
brj-22736	83	33	𝑗=1	𝑗=1	PROPN
brj-22736	83	34	∑	∑	PUNCT
brj-22736	83	35	{	{	PUNCT
brj-22736	83	36	∑	∑	PROPN
brj-22736	83	37	(	(	PUNCT
brj-22736	83	38	|𝐿𝑊𝑗,𝑖|	|𝐿𝑊𝑗,𝑖|	PUNCT
brj-22736	83	39	∑	∑	INTJ
brj-22736	83	40	|𝐿𝑊𝑗,𝑖|	|𝐿𝑊𝑗,𝑖|	X
brj-22736	83	41	𝑖=4	𝑖=4	PUNCT
brj-22736	83	42	𝑖=1	𝑖=1	PUNCT
brj-22736	83	43	×|𝐿𝑊𝑘,𝑗|	×|𝐿𝑊𝑘,𝑗|	NOUN
brj-22736	83	44	)	)	PUNCT
brj-22736	83	45	𝑛	𝑛	PRON
brj-22736	83	46	𝑗=1	𝑗=1	NOUN
brj-22736	83	47	}	}	PUNCT
brj-22736	83	48	𝑖=4	𝑖=4	PUNCT
brj-22736	83	49	𝑖=1	𝑖=1	PUNCT
brj-22736	83	50	×	×	NOUN
brj-22736	83	51	100	100	NUM
brj-22736	83	52	%	%	NOUN
brj-22736	83	53	(	(	PUNCT
brj-22736	83	54	6	6	NUM
brj-22736	83	55	)	)	PUNCT
brj-22736	83	56	where	where	SCONJ
brj-22736	83	57	ii	ii	NOUN
brj-22736	83	58	represents	represent	VERB
brj-22736	83	59	the	the	DET
brj-22736	83	60	relative	relative	ADJ
brj-22736	83	61	importance	importance	NOUN
brj-22736	83	62	of	of	ADP
brj-22736	83	63	the	the	DET
brj-22736	83	64	ith	ith	PROPN
brj-22736	83	65	input	input	NOUN
brj-22736	83	66	variable	variable	NOUN
brj-22736	83	67	on	on	ADP
brj-22736	83	68	the	the	DET
brj-22736	83	69	output	output	NOUN
brj-22736	83	70	variable	variable	NOUN
brj-22736	83	71	;	;	PUNCT
brj-22736	83	72	iwj	iwj	PROPN
brj-22736	83	73	,	,	PUNCT
brj-22736	83	74	i	i	PRON
brj-22736	83	75	represents	represent	VERB
brj-22736	83	76	the	the	DET
brj-22736	83	77	net	net	ADJ
brj-22736	83	78	weight	weight	NOUN
brj-22736	83	79	from	from	ADP
brj-22736	83	80	ith	ith	PROPN
brj-22736	83	81	input	input	NOUN
brj-22736	83	82	variable	variable	NOUN
brj-22736	83	83	to	to	ADP
brj-22736	83	84	jth	jth	PROPN
brj-22736	83	85	neuron	neuron	PROPN
brj-22736	83	86	in	in	ADP
brj-22736	83	87	the	the	DET
brj-22736	83	88	hidden	hide	VERB
brj-22736	83	89	layer	layer	NOUN
brj-22736	83	90	;	;	PUNCT
brj-22736	83	91	and	and	CCONJ
brj-22736	83	92	lwk	lwk	VERB
brj-22736	83	93	,	,	PUNCT
brj-22736	83	94	j	j	PROPN
brj-22736	83	95	represents	represent	VERB
brj-22736	83	96	the	the	DET
brj-22736	83	97	net	net	ADJ
brj-22736	83	98	weight	weight	NOUN
brj-22736	83	99	from	from	ADP
brj-22736	83	100	the	the	DET
brj-22736	83	101	jth	jth	PROPN
brj-22736	83	102	neuron	neuron	PROPN
brj-22736	83	103	in	in	ADP
brj-22736	83	104	the	the	DET
brj-22736	83	105	hidden	hide	VERB
brj-22736	83	106	layer	layer	NOUN
brj-22736	83	107	to	to	ADP
brj-22736	83	108	the	the	DET
brj-22736	83	109	kth	kth	PROPN
brj-22736	83	110	output	output	NOUN
brj-22736	83	111	variable	variable	NOUN
brj-22736	83	112	.	.	PUNCT
brj-22736	84	1	table	table	NOUN
brj-22736	84	2	2	2	NUM
brj-22736	84	3	.	.	PUNCT
brj-22736	84	4	selection	selection	NOUN
brj-22736	84	5	of	of	ADP
brj-22736	84	6	modeling	model	VERB
brj-22736	84	7	parameters	parameter	NOUN
brj-22736	84	8	model	model	NOUN
brj-22736	84	9	parameters	parameter	NOUN
brj-22736	84	10	specifications	specification	VERB
brj-22736	84	11	number	number	NOUN
brj-22736	84	12	of	of	ADP
brj-22736	84	13	input	input	NOUN
brj-22736	84	14	variables	variable	NOUN
brj-22736	84	15	4	4	NUM
brj-22736	84	16	(	(	PUNCT
brj-22736	84	17	t	t	PROPN
brj-22736	84	18	,	,	PUNCT
brj-22736	84	19	t	t	PROPN
brj-22736	84	20	,	,	PUNCT
brj-22736	84	21	cp	cp	PROPN
brj-22736	84	22	,	,	PUNCT
brj-22736	84	23	ch	ch	NOUN
brj-22736	84	24	)	)	PUNCT
brj-22736	84	25	number	number	NOUN
brj-22736	84	26	of	of	ADP
brj-22736	84	27	output	output	NOUN
brj-22736	84	28	variables	variable	NOUN
brj-22736	84	29	1	1	NUM
brj-22736	84	30	(	(	PUNCT
brj-22736	84	31	c	c	X
brj-22736	84	32	,	,	PUNCT
brj-22736	84	33	ry	ry	NOUN
brj-22736	84	34	,	,	PUNCT
brj-22736	84	35	or	or	CCONJ
brj-22736	84	36	rl	rl	NOUN
brj-22736	84	37	)	)	PUNCT
brj-22736	84	38	network	network	NOUN
brj-22736	84	39	algorithm	algorithm	NOUN
brj-22736	84	40	resilient	resilient	ADJ
brj-22736	84	41	backpropagation	backpropagation	NOUN
brj-22736	84	42	with	with	ADP
brj-22736	84	43	backtracking	backtrack	VERB
brj-22736	84	44	activation	activation	NOUN
brj-22736	84	45	functions	function	NOUN
brj-22736	84	46	logistic	logistic	ADJ
brj-22736	84	47	,	,	PUNCT
brj-22736	84	48	relu	relu	NOUN
brj-22736	84	49	,	,	PUNCT
brj-22736	84	50	or	or	CCONJ
brj-22736	84	51	tanh	tanh	NOUN
brj-22736	84	52	number	number	NOUN
brj-22736	84	53	of	of	ADP
brj-22736	84	54	iterations	iteration	NOUN
brj-22736	84	55	5	5	NUM
brj-22736	84	56	to	to	PART
brj-22736	84	57	1000	1000	NUM
brj-22736	84	58	number	number	NOUN
brj-22736	84	59	of	of	ADP
brj-22736	84	60	hidden	hidden	ADJ
brj-22736	84	61	layers	layer	NOUN
brj-22736	84	62	1	1	NUM
brj-22736	84	63	number	number	NOUN
brj-22736	84	64	of	of	ADP
brj-22736	84	65	neurons	neuron	NOUN
brj-22736	84	66	in	in	ADP
brj-22736	84	67	hidden	hidden	ADJ
brj-22736	84	68	layers	layer	NOUN
brj-22736	84	69	1	1	NUM
brj-22736	84	70	to	to	PART
brj-22736	84	71	13	13	NUM
brj-22736	84	72	error	error	NOUN
brj-22736	84	73	function	function	NOUN
brj-22736	84	74	rmse	rmse	NOUN
brj-22736	84	75	threshold	threshold	NOUN
brj-22736	84	76	of	of	ADP
brj-22736	84	77	the	the	DET
brj-22736	84	78	error	error	NOUN
brj-22736	84	79	function	function	NOUN
brj-22736	84	80	0.02	0.02	NUM
brj-22736	84	81	table	table	NOUN
brj-22736	84	82	2	2	NUM
brj-22736	84	83	lists	list	VERB
brj-22736	84	84	the	the	DET
brj-22736	84	85	key	key	ADJ
brj-22736	84	86	parameters	parameter	NOUN
brj-22736	84	87	of	of	ADP
brj-22736	84	88	an	an	DET
brj-22736	84	89	ann	ann	PROPN
brj-22736	84	90	model	model	NOUN
brj-22736	84	91	.	.	PUNCT
brj-22736	85	1	the	the	DET
brj-22736	85	2	activation	activation	NOUN
brj-22736	85	3	functions	function	NOUN
brj-22736	85	4	,	,	PUNCT
brj-22736	85	5	number	number	NOUN
brj-22736	85	6	of	of	ADP
brj-22736	85	7	iterations	iteration	NOUN
brj-22736	85	8	,	,	PUNCT
brj-22736	85	9	and	and	CCONJ
brj-22736	85	10	number	number	NOUN
brj-22736	85	11	of	of	ADP
brj-22736	85	12	neurons	neuron	NOUN
brj-22736	85	13	in	in	ADP
brj-22736	85	14	hidden	hidden	ADJ
brj-22736	85	15	layers	layer	NOUN
brj-22736	85	16	still	still	ADV
brj-22736	85	17	need	need	VERB
brj-22736	85	18	to	to	PART
brj-22736	85	19	be	be	AUX
brj-22736	85	20	determined	determine	VERB
brj-22736	85	21	within	within	ADP
brj-22736	85	22	a	a	DET
brj-22736	85	23	given	give	VERB
brj-22736	85	24	range	range	NOUN
brj-22736	85	25	.	.	PUNCT
brj-22736	86	1	as	as	SCONJ
brj-22736	86	2	fig	fig	NOUN
brj-22736	86	3	.	.	PUNCT
brj-22736	86	4	2	2	NUM
brj-22736	86	5	illustrates	illustrate	VERB
brj-22736	86	6	,	,	PUNCT
brj-22736	86	7	the	the	DET
brj-22736	86	8	entire	entire	ADJ
brj-22736	86	9	dataset	dataset	NOUN
brj-22736	86	10	derived	derive	VERB
brj-22736	86	11	from	from	ADP
brj-22736	86	12	previous	previous	ADJ
brj-22736	86	13	peer	peer	NOUN
brj-22736	86	14	-	-	PUNCT
brj-22736	86	15	reviewed	review	VERB
brj-22736	86	16	article	article	NOUN
brj-22736	86	17	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	86	18	wang	wang	PROPN
brj-22736	86	19	et	et	PROPN
brj-22736	86	20	al	al	PROPN
brj-22736	86	21	.	.	PROPN
brj-22736	87	1	(	(	PUNCT
brj-22736	87	2	2024	2024	NUM
brj-22736	87	3	)	)	PUNCT
brj-22736	87	4	.	.	PUNCT
brj-22736	88	1	“	"	PUNCT
brj-22736	88	2	straw	straw	NOUN
brj-22736	88	3	pretreatment	pretreatment	NOUN
brj-22736	88	4	modeling	modeling	NOUN
brj-22736	88	5	,	,	PUNCT
brj-22736	88	6	”	"	PUNCT
brj-22736	88	7	bioresources	bioresource	NOUN
brj-22736	88	8	19(1	19(1	NUM
brj-22736	88	9	)	)	PUNCT
brj-22736	88	10	,	,	PUNCT
brj-22736	88	11	288	288	NUM
brj-22736	88	12	-	-	SYM
brj-22736	88	13	305	305	NUM
brj-22736	88	14	.	.	PUNCT
brj-22736	88	15	293	293	NUM
brj-22736	88	16	experimental	experimental	ADJ
brj-22736	88	17	results	result	NOUN
brj-22736	88	18	(	(	PUNCT
brj-22736	88	19	see	see	VERB
brj-22736	88	20	table	table	NOUN
brj-22736	88	21	s1	s1	NOUN
brj-22736	88	22	)	)	PUNCT
brj-22736	88	23	was	be	AUX
brj-22736	88	24	split	split	VERB
brj-22736	88	25	into	into	ADP
brj-22736	88	26	a	a	DET
brj-22736	88	27	7:3	7:3	NUM
brj-22736	88	28	ratio	ratio	NOUN
brj-22736	88	29	for	for	ADP
brj-22736	88	30	ann	ann	PROPN
brj-22736	88	31	training	training	NOUN
brj-22736	88	32	and	and	CCONJ
brj-22736	88	33	validation	validation	NOUN
brj-22736	88	34	.	.	PUNCT
brj-22736	89	1	the	the	DET
brj-22736	89	2	ann	ann	PROPN
brj-22736	89	3	model	model	NOUN
brj-22736	89	4	was	be	AUX
brj-22736	89	5	constructed	construct	VERB
brj-22736	89	6	by	by	ADP
brj-22736	89	7	selecting	select	VERB
brj-22736	89	8	an	an	DET
brj-22736	89	9	activation	activation	NOUN
brj-22736	89	10	function	function	NOUN
brj-22736	89	11	,	,	PUNCT
brj-22736	89	12	choosing	choose	VERB
brj-22736	89	13	the	the	DET
brj-22736	89	14	number	number	NOUN
brj-22736	89	15	of	of	ADP
brj-22736	89	16	iterations	iteration	NOUN
brj-22736	89	17	,	,	PUNCT
brj-22736	89	18	and	and	CCONJ
brj-22736	89	19	selecting	select	VERB
brj-22736	89	20	the	the	DET
brj-22736	89	21	number	number	NOUN
brj-22736	89	22	of	of	ADP
brj-22736	89	23	neurons	neuron	NOUN
brj-22736	89	24	in	in	ADP
brj-22736	89	25	the	the	DET
brj-22736	89	26	hidden	hide	VERB
brj-22736	89	27	layer	layer	NOUN
brj-22736	89	28	.	.	PUNCT
brj-22736	90	1	the	the	DET
brj-22736	90	2	rmse	rmse	NOUN
brj-22736	90	3	served	serve	VERB
brj-22736	90	4	as	as	ADP
brj-22736	90	5	the	the	DET
brj-22736	90	6	main	main	ADJ
brj-22736	90	7	indicator	indicator	NOUN
brj-22736	90	8	for	for	ADP
brj-22736	90	9	comparing	compare	VERB
brj-22736	90	10	np	np	INTJ
brj-22736	90	11	and	and	CCONJ
brj-22736	90	12	tp	tp	NOUN
brj-22736	90	13	.	.	PUNCT
brj-22736	91	1	the	the	DET
brj-22736	91	2	trained	train	VERB
brj-22736	91	3	ann	ann	PROPN
brj-22736	91	4	model	model	NOUN
brj-22736	91	5	was	be	AUX
brj-22736	91	6	then	then	ADV
brj-22736	91	7	tested	test	VERB
brj-22736	91	8	with	with	ADP
brj-22736	91	9	a	a	DET
brj-22736	91	10	new	new	ADJ
brj-22736	91	11	dataset	dataset	NOUN
brj-22736	91	12	(	(	PUNCT
brj-22736	91	13	see	see	VERB
brj-22736	91	14	table	table	NOUN
brj-22736	91	15	s2	s2	PROPN
brj-22736	91	16	)	)	PUNCT
brj-22736	91	17	that	that	PRON
brj-22736	91	18	had	have	VERB
brj-22736	91	19	different	different	ADJ
brj-22736	91	20	pretreatment	pretreatment	NOUN
brj-22736	91	21	conditions	condition	NOUN
brj-22736	91	22	from	from	ADP
brj-22736	91	23	the	the	DET
brj-22736	91	24	previous	previous	ADJ
brj-22736	91	25	ones	one	NOUN
brj-22736	91	26	to	to	PART
brj-22736	91	27	assess	assess	VERB
brj-22736	91	28	its	its	PRON
brj-22736	91	29	accuracy	accuracy	NOUN
brj-22736	91	30	in	in	ADP
brj-22736	91	31	real	real	ADJ
brj-22736	91	32	applications	application	NOUN
brj-22736	91	33	.	.	PUNCT
brj-22736	92	1	the	the	DET
brj-22736	92	2	ri	ri	PROPN
brj-22736	92	3	values	value	NOUN
brj-22736	92	4	were	be	AUX
brj-22736	92	5	also	also	ADV
brj-22736	92	6	calculated	calculate	VERB
brj-22736	92	7	using	use	VERB
brj-22736	92	8	the	the	DET
brj-22736	92	9	final	final	ADJ
brj-22736	92	10	proposed	propose	VERB
brj-22736	92	11	ann	ann	PROPN
brj-22736	92	12	model	model	NOUN
brj-22736	92	13	to	to	PART
brj-22736	92	14	better	well	ADV
brj-22736	92	15	understand	understand	VERB
brj-22736	92	16	each	each	DET
brj-22736	92	17	parameter	parameter	NOUN
brj-22736	92	18	’s	’s	PART
brj-22736	92	19	role	role	NOUN
brj-22736	92	20	in	in	ADP
brj-22736	92	21	php	php	PROPN
brj-22736	92	22	pretreatment	pretreatment	NOUN
brj-22736	92	23	.	.	PUNCT
brj-22736	93	1	fig	fig	NOUN
brj-22736	93	2	.	.	PUNCT
brj-22736	94	1	2	2	X
brj-22736	94	2	.	.	X
brj-22736	94	3	flowchart	flowchart	NOUN
brj-22736	94	4	of	of	ADP
brj-22736	94	5	the	the	DET
brj-22736	94	6	ann	ann	PROPN
brj-22736	94	7	modeling	modeling	NOUN
brj-22736	94	8	;	;	PUNCT
brj-22736	94	9	np	np	X
brj-22736	94	10	,	,	PUNCT
brj-22736	94	11	network	network	NOUN
brj-22736	94	12	performance	performance	NOUN
brj-22736	94	13	;	;	PUNCT
brj-22736	94	14	tp	tp	NOUN
brj-22736	94	15	,	,	PUNCT
brj-22736	94	16	target	target	NOUN
brj-22736	94	17	network	network	NOUN
brj-22736	94	18	performance	performance	NOUN
brj-22736	94	19	;	;	PUNCT
brj-22736	94	20	c	c	X
brj-22736	94	21	,	,	PUNCT
brj-22736	94	22	component	component	NOUN
brj-22736	94	23	content	content	NOUN
brj-22736	94	24	;	;	PUNCT
brj-22736	94	25	ry	ry	NOUN
brj-22736	94	26	,	,	PUNCT
brj-22736	94	27	component	component	NOUN
brj-22736	94	28	recovery	recovery	NOUN
brj-22736	94	29	rate	rate	NOUN
brj-22736	94	30	;	;	PUNCT
brj-22736	94	31	rl	rl	X
brj-22736	94	32	,	,	PUNCT
brj-22736	94	33	component	component	NOUN
brj-22736	94	34	removal	removal	NOUN
brj-22736	94	35	rate	rate	NOUN
brj-22736	94	36	statistical	statistical	ADJ
brj-22736	94	37	analysis	analysis	NOUN
brj-22736	94	38	the	the	DET
brj-22736	94	39	raw	raw	ADJ
brj-22736	94	40	data	datum	NOUN
brj-22736	94	41	was	be	AUX
brj-22736	94	42	digitized	digitize	VERB
brj-22736	94	43	and	and	CCONJ
brj-22736	94	44	preprocessed	preprocesse	VERB
brj-22736	94	45	in	in	ADP
brj-22736	94	46	excel	excel	PROPN
brj-22736	94	47	(	(	PUNCT
brj-22736	94	48	microsoft	microsoft	PROPN
brj-22736	94	49	corp	corp	PROPN
brj-22736	94	50	.	.	PROPN
brj-22736	94	51	,	,	PUNCT
brj-22736	94	52	redmond	redmond	PROPN
brj-22736	94	53	,	,	PUNCT
brj-22736	94	54	wa	wa	PROPN
brj-22736	94	55	,	,	PUNCT
brj-22736	94	56	usa	usa	PROPN
brj-22736	94	57	)	)	PUNCT
brj-22736	94	58	,	,	PUNCT
brj-22736	94	59	where	where	SCONJ
brj-22736	94	60	formula	formula	NOUN
brj-22736	94	61	calculations	calculation	NOUN
brj-22736	94	62	,	,	PUNCT
brj-22736	94	63	such	such	ADJ
brj-22736	94	64	as	as	ADP
brj-22736	94	65	component	component	NOUN
brj-22736	94	66	recovery	recovery	NOUN
brj-22736	94	67	/	/	SYM
brj-22736	94	68	removal	removal	NOUN
brj-22736	94	69	and	and	CCONJ
brj-22736	94	70	rmse	rmse	ADJ
brj-22736	94	71	values	value	NOUN
brj-22736	94	72	,	,	PUNCT
brj-22736	94	73	were	be	AUX
brj-22736	94	74	performed	perform	VERB
brj-22736	94	75	.	.	PUNCT
brj-22736	95	1	one	one	NUM
brj-22736	95	2	-	-	PUNCT
brj-22736	95	3	way	way	NOUN
brj-22736	95	4	analysis	analysis	NOUN
brj-22736	95	5	of	of	ADP
brj-22736	95	6	variance	variance	NOUN
brj-22736	95	7	(	(	PUNCT
brj-22736	95	8	anova	anova	PROPN
brj-22736	95	9	)	)	PUNCT
brj-22736	95	10	was	be	AUX
brj-22736	95	11	carried	carry	VERB
brj-22736	95	12	out	out	ADP
brj-22736	95	13	using	use	VERB
brj-22736	95	14	originpro	originpro	PROPN
brj-22736	95	15	(	(	PUNCT
brj-22736	95	16	originlab	originlab	PROPN
brj-22736	95	17	corp	corp	PROPN
brj-22736	95	18	.	.	PROPN
brj-22736	95	19	,	,	PUNCT
brj-22736	95	20	northampton	northampton	PROPN
brj-22736	95	21	,	,	PUNCT
brj-22736	95	22	ma	ma	PROPN
brj-22736	95	23	,	,	PUNCT
brj-22736	95	24	usa	usa	PROPN
brj-22736	95	25	)	)	PUNCT
brj-22736	95	26	software	software	NOUN
brj-22736	95	27	.	.	PUNCT
brj-22736	96	1	data	datum	NOUN
brj-22736	96	2	are	be	AUX
brj-22736	96	3	displayed	display	VERB
brj-22736	96	4	as	as	SCONJ
brj-22736	96	5	means	mean	VERB
brj-22736	96	6	±	±	NUM
brj-22736	96	7	standard	standard	ADJ
brj-22736	96	8	deviation	deviation	NOUN
brj-22736	96	9	(	(	PUNCT
brj-22736	96	10	sd	sd	NOUN
brj-22736	96	11	)	)	PUNCT
brj-22736	96	12	and	and	CCONJ
brj-22736	96	13	differences	difference	NOUN
brj-22736	96	14	among	among	ADP
brj-22736	96	15	means	mean	NOUN
brj-22736	96	16	were	be	AUX
brj-22736	96	17	compared	compare	VERB
brj-22736	96	18	using	use	VERB
brj-22736	96	19	fisher	fisher	PROPN
brj-22736	96	20	’s	’s	PART
brj-22736	96	21	least	least	ADJ
brj-22736	96	22	significant	significant	ADJ
brj-22736	96	23	difference	difference	NOUN
brj-22736	96	24	(	(	PUNCT
brj-22736	96	25	lsd	lsd	NOUN
brj-22736	96	26	)	)	PUNCT
brj-22736	96	27	method	method	NOUN
brj-22736	96	28	at	at	ADP
brj-22736	96	29	the	the	DET
brj-22736	96	30	significance	significance	NOUN
brj-22736	96	31	level	level	NOUN
brj-22736	96	32	of	of	ADP
brj-22736	96	33	"	"	PUNCT
brj-22736	96	34	ns	ns	PROPN
brj-22736	96	35	"	"	PUNCT
brj-22736	96	36	p	p	NOUN
brj-22736	96	37	>	>	X
brj-22736	96	38	0.05	0.05	NUM
brj-22736	96	39	,	,	PUNCT
brj-22736	96	40	*	*	PUNCT
brj-22736	97	1	p	p	X
brj-22736	97	2	<	<	X
brj-22736	97	3	0.05	0.05	NUM
brj-22736	97	4	,	,	PUNCT
brj-22736	97	5	*	*	PUNCT
brj-22736	97	6	*	*	PUNCT
brj-22736	98	1	p	p	X
brj-22736	98	2	<	<	X
brj-22736	98	3	0.01	0.01	NUM
brj-22736	98	4	,	,	PUNCT
brj-22736	98	5	and	and	CCONJ
brj-22736	98	6	*	*	PUNCT
brj-22736	99	1	*	*	PUNCT
brj-22736	99	2	*	*	PUNCT
brj-22736	99	3	p	p	X
brj-22736	99	4	<	<	X
brj-22736	99	5	0.001	0.001	NUM
brj-22736	99	6	.	.	PUNCT
brj-22736	99	7	results	result	NOUN
brj-22736	99	8	and	and	CCONJ
brj-22736	99	9	discussion	discussion	NOUN
brj-22736	99	10	pretreatment	pretreatment	NOUN
brj-22736	99	11	of	of	ADP
brj-22736	99	12	ws	ws	NOUN
brj-22736	99	13	under	under	ADP
brj-22736	99	14	various	various	ADJ
brj-22736	99	15	conditions	condition	NOUN
brj-22736	99	16	php	php	NOUN
brj-22736	99	17	pretreatment	pretreatment	NOUN
brj-22736	99	18	was	be	AUX
brj-22736	99	19	performed	perform	VERB
brj-22736	99	20	for	for	ADP
brj-22736	99	21	ws	ws	NOUN
brj-22736	99	22	based	base	VERB
brj-22736	99	23	on	on	ADP
brj-22736	99	24	a	a	DET
brj-22736	99	25	single	single	ADJ
brj-22736	99	26	-	-	PUNCT
brj-22736	99	27	factor	factor	NOUN
brj-22736	99	28	experiment	experiment	NOUN
brj-22736	99	29	design	design	NOUN
brj-22736	99	30	within	within	ADP
brj-22736	99	31	a	a	DET
brj-22736	99	32	predefined	predefine	VERB
brj-22736	99	33	parameter	parameter	NOUN
brj-22736	99	34	range	range	NOUN
brj-22736	99	35	.	.	PUNCT
brj-22736	100	1	the	the	DET
brj-22736	100	2	contents	content	NOUN
brj-22736	100	3	of	of	ADP
brj-22736	100	4	cellulose	cellulose	NOUN
brj-22736	100	5	,	,	PUNCT
brj-22736	100	6	hemicellulose	hemicellulose	NOUN
brj-22736	100	7	,	,	PUNCT
brj-22736	100	8	and	and	CCONJ
brj-22736	100	9	lignin	lignin	NOUN
brj-22736	100	10	were	be	AUX
brj-22736	100	11	analyzed	analyze	VERB
brj-22736	100	12	in	in	ADP
brj-22736	100	13	the	the	DET
brj-22736	100	14	recovered	recover	VERB
brj-22736	100	15	cef	cef	PROPN
brj-22736	100	16	according	accord	VERB
brj-22736	100	17	to	to	ADP
brj-22736	100	18	well	well	ADV
brj-22736	100	19	-	-	PUNCT
brj-22736	100	20	established	establish	VERB
brj-22736	100	21	procedures	procedure	NOUN
brj-22736	100	22	(	(	PUNCT
brj-22736	100	23	wang	wang	PROPN
brj-22736	100	24	et	et	PROPN
brj-22736	100	25	al	al	PROPN
brj-22736	100	26	.	.	PROPN
brj-22736	100	27	2016	2016	NUM
brj-22736	100	28	)	)	PUNCT
brj-22736	100	29	.	.	PUNCT
brj-22736	101	1	the	the	DET
brj-22736	101	2	removal	removal	NOUN
brj-22736	101	3	of	of	ADP
brj-22736	101	4	lignin	lignin	NOUN
brj-22736	101	5	and	and	CCONJ
brj-22736	101	6	hemicellulose	hemicellulose	NOUN
brj-22736	101	7	is	be	AUX
brj-22736	101	8	a	a	DET
brj-22736	101	9	critical	critical	ADJ
brj-22736	101	10	evaluation	evaluation	NOUN
brj-22736	101	11	index	index	NOUN
brj-22736	101	12	of	of	ADP
brj-22736	101	13	pretreatment	pretreatment	NOUN
brj-22736	101	14	efficiency	efficiency	NOUN
brj-22736	101	15	because	because	SCONJ
brj-22736	101	16	they	they	PRON
brj-22736	101	17	form	form	VERB
brj-22736	101	18	a	a	DET
brj-22736	101	19	protective	protective	ADJ
brj-22736	101	20	physical	physical	ADJ
brj-22736	101	21	barrier	barrier	NOUN
brj-22736	101	22	to	to	ADP
brj-22736	101	23	general	general	ADJ
brj-22736	101	24	valorization	valorization	NOUN
brj-22736	101	25	applications	application	NOUN
brj-22736	101	26	(	(	PUNCT
brj-22736	101	27	ohgren	ohgren	PROPN
brj-22736	101	28	et	et	PROPN
brj-22736	101	29	al	al	PROPN
brj-22736	101	30	.	.	PROPN
brj-22736	101	31	2007	2007	NUM
brj-22736	101	32	)	)	PUNCT
brj-22736	101	33	.	.	PUNCT
brj-22736	102	1	figure	figure	NOUN
brj-22736	102	2	3a	3a	PROPN
brj-22736	102	3	shows	show	VERB
brj-22736	102	4	how	how	SCONJ
brj-22736	102	5	l	l	NOUN
brj-22736	102	6	-	-	PUNCT
brj-22736	102	7	rl	rl	VERB
brj-22736	102	8	varied	varied	ADJ
brj-22736	102	9	with	with	ADP
brj-22736	102	10	the	the	DET
brj-22736	102	11	changes	change	NOUN
brj-22736	102	12	of	of	ADP
brj-22736	102	13	t	t	PROPN
brj-22736	102	14	and	and	CCONJ
brj-22736	102	15	cp	cp	INTJ
brj-22736	102	16	(	(	PUNCT
brj-22736	102	17	ch	ch	NOUN
brj-22736	102	18	)	)	PUNCT
brj-22736	102	19	.	.	PUNCT
brj-22736	103	1	the	the	DET
brj-22736	103	2	authors	author	NOUN
brj-22736	103	3	observed	observe	VERB
brj-22736	103	4	that	that	SCONJ
brj-22736	103	5	high	high	ADJ
brj-22736	103	6	t	t	PROPN
brj-22736	103	7	and	and	CCONJ
brj-22736	103	8	ch	ch	NOUN
brj-22736	103	9	led	lead	VERB
brj-22736	103	10	to	to	ADP
brj-22736	103	11	strong	strong	ADJ
brj-22736	103	12	delignification	delignification	NOUN
brj-22736	103	13	.	.	PUNCT
brj-22736	104	1	peer	peer	NOUN
brj-22736	104	2	-	-	PUNCT
brj-22736	104	3	reviewed	review	VERB
brj-22736	104	4	article	article	NOUN
brj-22736	104	5	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	104	6	wang	wang	PROPN
brj-22736	104	7	et	et	PROPN
brj-22736	104	8	al	al	PROPN
brj-22736	104	9	.	.	PROPN
brj-22736	105	1	(	(	PUNCT
brj-22736	105	2	2024	2024	NUM
brj-22736	105	3	)	)	PUNCT
brj-22736	105	4	.	.	PUNCT
brj-22736	106	1	“	"	PUNCT
brj-22736	106	2	straw	straw	NOUN
brj-22736	106	3	pretreatment	pretreatment	NOUN
brj-22736	106	4	modeling	modeling	NOUN
brj-22736	106	5	,	,	PUNCT
brj-22736	106	6	”	"	PUNCT
brj-22736	106	7	bioresources	bioresource	NOUN
brj-22736	106	8	19(1	19(1	NUM
brj-22736	106	9	)	)	PUNCT
brj-22736	106	10	,	,	PUNCT
brj-22736	106	11	288	288	NUM
brj-22736	106	12	-	-	SYM
brj-22736	106	13	305	305	NUM
brj-22736	106	14	.	.	PUNCT
brj-22736	106	15	294	294	NUM
brj-22736	106	16	fig	fig	NOUN
brj-22736	106	17	.	.	PUNCT
brj-22736	107	1	3	3	X
brj-22736	107	2	.	.	X
brj-22736	107	3	effect	effect	NOUN
brj-22736	107	4	of	of	ADP
brj-22736	107	5	php	php	ADJ
brj-22736	107	6	pretreatment	pretreatment	NOUN
brj-22736	107	7	conditions	condition	NOUN
brj-22736	107	8	on	on	ADP
brj-22736	107	9	cef	cef	PROPN
brj-22736	107	10	components	component	NOUN
brj-22736	107	11	:	:	PUNCT
brj-22736	107	12	(	(	PUNCT
brj-22736	107	13	a	a	X
brj-22736	107	14	)	)	PUNCT
brj-22736	107	15	l	l	NOUN
brj-22736	107	16	-	-	PUNCT
brj-22736	107	17	rl	rl	ADJ
brj-22736	107	18	,	,	PUNCT
brj-22736	107	19	lignin	lignin	NOUN
brj-22736	107	20	removal	removal	NOUN
brj-22736	107	21	;	;	PUNCT
brj-22736	107	22	(	(	PUNCT
brj-22736	107	23	b	b	X
brj-22736	107	24	)	)	PUNCT
brj-22736	107	25	hrl	hrl	PROPN
brj-22736	107	26	,	,	PUNCT
brj-22736	107	27	hemicellulose	hemicellulose	NOUN
brj-22736	107	28	removal	removal	NOUN
brj-22736	107	29	;	;	PUNCT
brj-22736	107	30	(	(	PUNCT
brj-22736	107	31	c	c	X
brj-22736	107	32	)	)	PUNCT
brj-22736	107	33	c	c	NOUN
brj-22736	107	34	-	-	SYM
brj-22736	107	35	c	c	NOUN
brj-22736	107	36	,	,	PUNCT
brj-22736	107	37	cellulose	cellulose	NOUN
brj-22736	107	38	content	content	NOUN
brj-22736	107	39	;	;	PUNCT
brj-22736	107	40	(	(	PUNCT
brj-22736	107	41	d	d	X
brj-22736	107	42	)	)	PUNCT
brj-22736	107	43	c	c	NOUN
brj-22736	107	44	-	-	PUNCT
brj-22736	107	45	ry	ry	NOUN
brj-22736	107	46	,	,	PUNCT
brj-22736	107	47	cellulose	cellulose	NOUN
brj-22736	107	48	recovery	recovery	NOUN
brj-22736	107	49	.	.	PUNCT
brj-22736	108	1	the	the	DET
brj-22736	108	2	parameters	parameter	NOUN
brj-22736	108	3	of	of	ADP
brj-22736	108	4	each	each	DET
brj-22736	108	5	php	php	NOUN
brj-22736	108	6	condition	condition	NOUN
brj-22736	108	7	are	be	AUX
brj-22736	108	8	normalized	normalize	VERB
brj-22736	108	9	in	in	ADP
brj-22736	108	10	[	[	X
brj-22736	108	11	0	0	NUM
brj-22736	108	12	,	,	PUNCT
brj-22736	108	13	1	1	NUM
brj-22736	108	14	]	]	PUNCT
brj-22736	108	15	to	to	PART
brj-22736	108	16	draw	draw	VERB
brj-22736	108	17	a	a	DET
brj-22736	108	18	ternary	ternary	ADJ
brj-22736	108	19	contour	contour	NOUN
brj-22736	108	20	plot	plot	NOUN
brj-22736	108	21	.	.	PUNCT
brj-22736	109	1	the	the	DET
brj-22736	109	2	color	color	NOUN
brj-22736	109	3	mapping	mapping	NOUN
brj-22736	109	4	refers	refer	VERB
brj-22736	109	5	to	to	ADP
brj-22736	109	6	an	an	DET
brj-22736	109	7	actual	actual	ADJ
brj-22736	109	8	percentage	percentage	NOUN
brj-22736	109	9	of	of	ADP
brj-22736	109	10	component	component	NOUN
brj-22736	109	11	content	content	NOUN
brj-22736	109	12	,	,	PUNCT
brj-22736	109	13	recovery	recovery	NOUN
brj-22736	109	14	,	,	PUNCT
brj-22736	109	15	or	or	CCONJ
brj-22736	109	16	removal	removal	NOUN
brj-22736	109	17	.	.	PUNCT
brj-22736	110	1	each	each	DET
brj-22736	110	2	evaluation	evaluation	NOUN
brj-22736	110	3	index	index	NOUN
brj-22736	110	4	is	be	AUX
brj-22736	110	5	exhibited	exhibit	VERB
brj-22736	110	6	by	by	ADP
brj-22736	110	7	two	two	NUM
brj-22736	110	8	ternary	ternary	ADJ
brj-22736	110	9	contour	contour	NOUN
brj-22736	110	10	plots	plot	NOUN
brj-22736	110	11	,	,	PUNCT
brj-22736	110	12	with	with	ADP
brj-22736	110	13	the	the	DET
brj-22736	110	14	abscissa	abscissa	NOUN
brj-22736	110	15	being	be	AUX
brj-22736	110	16	either	either	CCONJ
brj-22736	110	17	h3po4	h3po4	ADJ
brj-22736	110	18	concentration	concentration	NOUN
brj-22736	110	19	or	or	CCONJ
brj-22736	110	20	h2o2	h2o2	NOUN
brj-22736	110	21	concentration	concentration	NOUN
brj-22736	110	22	.	.	PUNCT
brj-22736	111	1	peer	peer	NOUN
brj-22736	111	2	-	-	PUNCT
brj-22736	111	3	reviewed	review	VERB
brj-22736	111	4	article	article	NOUN
brj-22736	111	5	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	111	6	wang	wang	PROPN
brj-22736	111	7	et	et	PROPN
brj-22736	111	8	al	al	PROPN
brj-22736	111	9	.	.	PROPN
brj-22736	112	1	(	(	PUNCT
brj-22736	112	2	2024	2024	NUM
brj-22736	112	3	)	)	PUNCT
brj-22736	112	4	.	.	PUNCT
brj-22736	113	1	“	"	PUNCT
brj-22736	113	2	straw	straw	NOUN
brj-22736	113	3	pretreatment	pretreatment	NOUN
brj-22736	113	4	modeling	modeling	NOUN
brj-22736	113	5	,	,	PUNCT
brj-22736	113	6	”	"	PUNCT
brj-22736	113	7	bioresources	bioresource	NOUN
brj-22736	113	8	19(1	19(1	NUM
brj-22736	113	9	)	)	PUNCT
brj-22736	113	10	,	,	PUNCT
brj-22736	113	11	288	288	NUM
brj-22736	113	12	-	-	SYM
brj-22736	113	13	305	305	NUM
brj-22736	113	14	.	.	PUNCT
brj-22736	113	15	295	295	NUM
brj-22736	113	16	however	however	ADV
brj-22736	113	17	,	,	PUNCT
brj-22736	113	18	when	when	SCONJ
brj-22736	113	19	ch	ch	PROPN
brj-22736	113	20	was	be	AUX
brj-22736	113	21	close	close	ADJ
brj-22736	113	22	to	to	PART
brj-22736	113	23	100	100	NUM
brj-22736	113	24	%	%	NOUN
brj-22736	113	25	,	,	PUNCT
brj-22736	113	26	lignin	lignin	PROPN
brj-22736	113	27	removal	removal	NOUN
brj-22736	113	28	decreased	decrease	VERB
brj-22736	113	29	significantly	significantly	ADV
brj-22736	113	30	.	.	PUNCT
brj-22736	114	1	moreover	moreover	ADV
brj-22736	114	2	,	,	PUNCT
brj-22736	114	3	l	l	NOUN
brj-22736	114	4	-	-	PUNCT
brj-22736	114	5	rl	rl	PROPN
brj-22736	114	6	did	do	AUX
brj-22736	114	7	not	not	PART
brj-22736	114	8	change	change	VERB
brj-22736	114	9	much	much	ADV
brj-22736	114	10	as	as	SCONJ
brj-22736	114	11	t	t	PROPN
brj-22736	114	12	increased	increase	VERB
brj-22736	114	13	.	.	PUNCT
brj-22736	115	1	these	these	DET
brj-22736	115	2	results	result	NOUN
brj-22736	115	3	indicate	indicate	VERB
brj-22736	115	4	that	that	SCONJ
brj-22736	115	5	t	t	PROPN
brj-22736	115	6	,	,	PUNCT
brj-22736	115	7	cp	cp	NOUN
brj-22736	115	8	,	,	PUNCT
brj-22736	115	9	and	and	CCONJ
brj-22736	115	10	ch	ch	NOUN
brj-22736	115	11	may	may	AUX
brj-22736	115	12	dominate	dominate	VERB
brj-22736	115	13	lignin	lignin	NOUN
brj-22736	115	14	removal	removal	NOUN
brj-22736	115	15	in	in	ADP
brj-22736	115	16	php	php	PROPN
brj-22736	115	17	pretreatment	pretreatment	NOUN
brj-22736	115	18	.	.	PUNCT
brj-22736	116	1	figure	figure	NOUN
brj-22736	116	2	3b	3b	NOUN
brj-22736	116	3	shows	show	VERB
brj-22736	116	4	the	the	DET
brj-22736	116	5	distribution	distribution	NOUN
brj-22736	116	6	of	of	ADP
brj-22736	116	7	h	h	NOUN
brj-22736	116	8	-	-	PUNCT
brj-22736	116	9	rl	rl	NOUN
brj-22736	116	10	under	under	ADP
brj-22736	116	11	various	various	ADJ
brj-22736	116	12	php	php	NOUN
brj-22736	116	13	conditions	condition	NOUN
brj-22736	116	14	.	.	PUNCT
brj-22736	117	1	hemicellulose	hemicellulose	NOUN
brj-22736	117	2	removal	removal	NOUN
brj-22736	117	3	sharply	sharply	ADV
brj-22736	117	4	increased	increase	VERB
brj-22736	117	5	to	to	ADP
brj-22736	117	6	100	100	NUM
brj-22736	117	7	%	%	NOUN
brj-22736	117	8	when	when	SCONJ
brj-22736	117	9	t	t	PROPN
brj-22736	117	10	and	and	CCONJ
brj-22736	117	11	t	t	PROPN
brj-22736	117	12	increased	increase	VERB
brj-22736	117	13	,	,	PUNCT
brj-22736	117	14	suggesting	suggest	VERB
brj-22736	117	15	its	its	PRON
brj-22736	117	16	sensitivity	sensitivity	NOUN
brj-22736	117	17	to	to	ADP
brj-22736	117	18	t	t	PROPN
brj-22736	117	19	and	and	CCONJ
brj-22736	117	20	t	t	PROPN
brj-22736	117	21	in	in	ADP
brj-22736	117	22	php	php	PROPN
brj-22736	117	23	pretreatment	pretreatment	NOUN
brj-22736	117	24	.	.	PUNCT
brj-22736	118	1	the	the	DET
brj-22736	118	2	purpose	purpose	NOUN
brj-22736	118	3	of	of	ADP
brj-22736	118	4	pretreatment	pretreatment	NOUN
brj-22736	118	5	is	be	AUX
brj-22736	118	6	to	to	PART
brj-22736	118	7	separate	separate	VERB
brj-22736	118	8	cellulose	cellulose	NOUN
brj-22736	118	9	for	for	ADP
brj-22736	118	10	more	more	ADV
brj-22736	118	11	straightforward	straightforward	ADJ
brj-22736	118	12	utilization	utilization	NOUN
brj-22736	118	13	.	.	PUNCT
brj-22736	119	1	thus	thus	ADV
brj-22736	119	2	,	,	PUNCT
brj-22736	119	3	cellulose	cellulose	NOUN
brj-22736	119	4	purity	purity	NOUN
brj-22736	119	5	and	and	CCONJ
brj-22736	119	6	yield	yield	NOUN
brj-22736	119	7	are	be	AUX
brj-22736	119	8	the	the	DET
brj-22736	119	9	primary	primary	ADJ
brj-22736	119	10	evaluation	evaluation	NOUN
brj-22736	119	11	indicators	indicator	NOUN
brj-22736	119	12	that	that	PRON
brj-22736	119	13	should	should	AUX
brj-22736	119	14	be	be	AUX
brj-22736	119	15	considered	consider	VERB
brj-22736	119	16	carefully	carefully	ADV
brj-22736	119	17	(	(	PUNCT
brj-22736	119	18	tang	tang	X
brj-22736	119	19	et	et	PROPN
brj-22736	119	20	al	al	PROPN
brj-22736	119	21	.	.	PROPN
brj-22736	119	22	2019	2019	NUM
brj-22736	119	23	)	)	PUNCT
brj-22736	119	24	.	.	PUNCT
brj-22736	120	1	in	in	ADP
brj-22736	120	2	this	this	DET
brj-22736	120	3	study	study	NOUN
brj-22736	120	4	,	,	PUNCT
brj-22736	120	5	the	the	DET
brj-22736	120	6	authors	author	NOUN
brj-22736	120	7	determined	determine	VERB
brj-22736	120	8	two	two	NUM
brj-22736	120	9	related	related	ADJ
brj-22736	120	10	indicators	indicator	NOUN
brj-22736	120	11	:	:	PUNCT
brj-22736	120	12	c	c	X
brj-22736	120	13	-	-	PUNCT
brj-22736	120	14	c	c	NOUN
brj-22736	120	15	and	and	CCONJ
brj-22736	120	16	c	c	NOUN
brj-22736	120	17	-	-	PUNCT
brj-22736	120	18	ry	ry	VERB
brj-22736	120	19	,	,	PUNCT
brj-22736	120	20	as	as	SCONJ
brj-22736	120	21	shown	show	VERB
brj-22736	120	22	in	in	ADP
brj-22736	120	23	figs	fig	NOUN
brj-22736	120	24	.	.	PUNCT
brj-22736	121	1	3c	3c	NUM
brj-22736	121	2	and	and	CCONJ
brj-22736	121	3	3d	3d	NUM
brj-22736	121	4	,	,	PUNCT
brj-22736	121	5	respectively	respectively	ADV
brj-22736	121	6	.	.	PUNCT
brj-22736	122	1	as	as	SCONJ
brj-22736	122	2	depicted	depict	VERB
brj-22736	122	3	in	in	ADP
brj-22736	122	4	fig	fig	NOUN
brj-22736	122	5	.	.	PUNCT
brj-22736	123	1	3c	3c	NUM
brj-22736	123	2	,	,	PUNCT
brj-22736	123	3	c	c	X
brj-22736	123	4	-	-	PUNCT
brj-22736	123	5	c	c	PROPN
brj-22736	123	6	was	be	AUX
brj-22736	123	7	relatively	relatively	ADV
brj-22736	123	8	low	low	ADJ
brj-22736	123	9	under	under	ADP
brj-22736	123	10	low	low	ADJ
brj-22736	123	11	pretreatment	pretreatment	NOUN
brj-22736	123	12	intensity	intensity	NOUN
brj-22736	123	13	(	(	PUNCT
brj-22736	123	14	short	short	ADJ
brj-22736	123	15	t	t	NOUN
brj-22736	123	16	or	or	CCONJ
brj-22736	123	17	low	low	ADJ
brj-22736	123	18	t	t	PROPN
brj-22736	123	19	)	)	PUNCT
brj-22736	123	20	or	or	CCONJ
brj-22736	123	21	excessive	excessive	ADJ
brj-22736	123	22	cp	cp	PROPN
brj-22736	123	23	/	/	SYM
brj-22736	123	24	ch	ch	NOUN
brj-22736	123	25	.	.	PROPN
brj-22736	124	1	from	from	ADP
brj-22736	124	2	the	the	DET
brj-22736	124	3	comprehensive	comprehensive	ADJ
brj-22736	124	4	analysis	analysis	NOUN
brj-22736	124	5	of	of	ADP
brj-22736	124	6	the	the	DET
brj-22736	124	7	l	l	NOUN
brj-22736	124	8	-	-	PUNCT
brj-22736	124	9	rl	rl	PROPN
brj-22736	124	10	and	and	CCONJ
brj-22736	124	11	h	h	NOUN
brj-22736	124	12	-	-	PUNCT
brj-22736	124	13	rl	rl	NOUN
brj-22736	124	14	,	,	PUNCT
brj-22736	124	15	the	the	DET
brj-22736	124	16	relative	relative	ADJ
brj-22736	124	17	content	content	NOUN
brj-22736	124	18	of	of	ADP
brj-22736	124	19	cellulose	cellulose	NOUN
brj-22736	124	20	was	be	AUX
brj-22736	124	21	low	low	ADJ
brj-22736	124	22	because	because	SCONJ
brj-22736	124	23	of	of	ADP
brj-22736	124	24	the	the	DET
brj-22736	124	25	presence	presence	NOUN
brj-22736	124	26	of	of	ADP
brj-22736	124	27	lignin	lignin	NOUN
brj-22736	124	28	and	and	CCONJ
brj-22736	124	29	hemicellulose	hemicellulose	NOUN
brj-22736	124	30	under	under	ADP
brj-22736	124	31	low	low	ADJ
brj-22736	124	32	pretreatment	pretreatment	NOUN
brj-22736	124	33	intensity	intensity	NOUN
brj-22736	124	34	.	.	PUNCT
brj-22736	125	1	the	the	DET
brj-22736	125	2	c	c	NOUN
brj-22736	125	3	-	-	PUNCT
brj-22736	125	4	c	c	NOUN
brj-22736	125	5	increases	increase	NOUN
brj-22736	125	6	when	when	SCONJ
brj-22736	125	7	pretreated	pretreate	VERB
brj-22736	125	8	with	with	ADP
brj-22736	125	9	severe	severe	ADJ
brj-22736	125	10	conditions	condition	NOUN
brj-22736	125	11	(	(	PUNCT
brj-22736	125	12	high	high	ADJ
brj-22736	125	13	t	t	NOUN
brj-22736	125	14	or	or	CCONJ
brj-22736	125	15	long	long	ADJ
brj-22736	125	16	t	t	PROPN
brj-22736	125	17	)	)	PUNCT
brj-22736	125	18	,	,	PUNCT
brj-22736	125	19	and	and	CCONJ
brj-22736	125	20	c	c	AUX
brj-22736	125	21	-	-	PUNCT
brj-22736	125	22	ry	ry	NOUN
brj-22736	125	23	decreased	decrease	VERB
brj-22736	125	24	significantly	significantly	ADV
brj-22736	125	25	because	because	SCONJ
brj-22736	125	26	of	of	ADP
brj-22736	125	27	oxidative	oxidative	ADJ
brj-22736	125	28	degradation	degradation	NOUN
brj-22736	125	29	or	or	CCONJ
brj-22736	125	30	acid	acid	NOUN
brj-22736	125	31	hydrolysis	hydrolysis	NOUN
brj-22736	125	32	(	(	PUNCT
brj-22736	125	33	fig	fig	NOUN
brj-22736	125	34	.	.	PUNCT
brj-22736	125	35	3d	3d	NUM
brj-22736	125	36	)	)	PUNCT
brj-22736	125	37	.	.	PUNCT
brj-22736	126	1	therefore	therefore	ADV
brj-22736	126	2	,	,	PUNCT
brj-22736	126	3	estimating	estimate	VERB
brj-22736	126	4	php	php	NOUN
brj-22736	126	5	pretreatment	pretreatment	NOUN
brj-22736	126	6	efficiency	efficiency	NOUN
brj-22736	126	7	is	be	AUX
brj-22736	126	8	a	a	DET
brj-22736	126	9	complicated	complicated	ADJ
brj-22736	126	10	process	process	NOUN
brj-22736	126	11	that	that	PRON
brj-22736	126	12	involves	involve	VERB
brj-22736	126	13	balancing	balance	VERB
brj-22736	126	14	barrier	barrier	NOUN
brj-22736	126	15	component	component	NOUN
brj-22736	126	16	removal	removal	NOUN
brj-22736	126	17	and	and	CCONJ
brj-22736	126	18	cellulose	cellulose	NOUN
brj-22736	126	19	degradation	degradation	NOUN
brj-22736	126	20	.	.	PUNCT
brj-22736	127	1	this	this	DET
brj-22736	127	2	process	process	NOUN
brj-22736	127	3	makes	make	VERB
brj-22736	127	4	all	all	DET
brj-22736	127	5	essential	essential	ADJ
brj-22736	127	6	php	php	NOUN
brj-22736	127	7	conditions	condition	NOUN
brj-22736	127	8	vital	vital	ADJ
brj-22736	127	9	to	to	ADP
brj-22736	127	10	c	c	NOUN
brj-22736	127	11	-	-	PUNCT
brj-22736	127	12	c	c	NOUN
brj-22736	127	13	and	and	CCONJ
brj-22736	127	14	c	c	NOUN
brj-22736	127	15	-	-	PUNCT
brj-22736	127	16	ry	ry	NOUN
brj-22736	127	17	.	.	PUNCT
brj-22736	127	18	training	training	NOUN
brj-22736	127	19	/	/	SYM
brj-22736	127	20	validation	validation	NOUN
brj-22736	127	21	for	for	ADP
brj-22736	127	22	the	the	DET
brj-22736	127	23	ann	ann	PROPN
brj-22736	127	24	model	model	NOUN
brj-22736	127	25	pretreatment	pretreatment	NOUN
brj-22736	127	26	methods	method	NOUN
brj-22736	127	27	that	that	PRON
brj-22736	127	28	target	target	VERB
brj-22736	127	29	specific	specific	ADJ
brj-22736	127	30	components	component	NOUN
brj-22736	127	31	can	can	AUX
brj-22736	127	32	help	help	VERB
brj-22736	127	33	reduce	reduce	VERB
brj-22736	127	34	energy	energy	NOUN
brj-22736	127	35	and	and	CCONJ
brj-22736	127	36	chemical	chemical	NOUN
brj-22736	127	37	consumption	consumption	NOUN
brj-22736	127	38	and	and	CCONJ
brj-22736	127	39	achieve	achieve	VERB
brj-22736	127	40	multi	multi	ADJ
brj-22736	127	41	-	-	ADJ
brj-22736	127	42	stage	stage	ADJ
brj-22736	127	43	utilization	utilization	NOUN
brj-22736	127	44	of	of	ADP
brj-22736	127	45	biomass	biomass	NOUN
brj-22736	127	46	(	(	PUNCT
brj-22736	127	47	wagle	wagle	NOUN
brj-22736	127	48	et	et	PROPN
brj-22736	127	49	al	al	PROPN
brj-22736	127	50	.	.	PROPN
brj-22736	127	51	2022	2022	NUM
brj-22736	127	52	)	)	PUNCT
brj-22736	127	53	.	.	PUNCT
brj-22736	128	1	however	however	ADV
brj-22736	128	2	,	,	PUNCT
brj-22736	128	3	finding	find	VERB
brj-22736	128	4	the	the	DET
brj-22736	128	5	optimal	optimal	ADJ
brj-22736	128	6	pretreatment	pretreatment	NOUN
brj-22736	128	7	conditions	condition	NOUN
brj-22736	128	8	for	for	ADP
brj-22736	128	9	different	different	ADJ
brj-22736	128	10	types	type	NOUN
brj-22736	128	11	of	of	ADP
brj-22736	128	12	biomasses	biomass	NOUN
brj-22736	128	13	is	be	AUX
brj-22736	128	14	a	a	DET
brj-22736	128	15	complex	complex	ADJ
brj-22736	128	16	task	task	NOUN
brj-22736	128	17	that	that	PRON
brj-22736	128	18	requires	require	VERB
brj-22736	128	19	accurate	accurate	ADJ
brj-22736	128	20	and	and	CCONJ
brj-22736	128	21	reliable	reliable	ADJ
brj-22736	128	22	evaluation	evaluation	NOUN
brj-22736	128	23	models	model	NOUN
brj-22736	128	24	.	.	PUNCT
brj-22736	129	1	in	in	ADP
brj-22736	129	2	this	this	DET
brj-22736	129	3	study	study	NOUN
brj-22736	129	4	,	,	PUNCT
brj-22736	129	5	the	the	DET
brj-22736	129	6	authors	author	NOUN
brj-22736	129	7	proposed	propose	VERB
brj-22736	129	8	a	a	DET
brj-22736	129	9	novel	novel	ADJ
brj-22736	129	10	model	model	NOUN
brj-22736	129	11	based	base	VERB
brj-22736	129	12	on	on	ADP
brj-22736	129	13	ann	ann	PROPN
brj-22736	129	14	technology	technology	PROPN
brj-22736	129	15	to	to	PART
brj-22736	129	16	predict	predict	VERB
brj-22736	129	17	pretreatment	pretreatment	NOUN
brj-22736	129	18	efficiency	efficiency	NOUN
brj-22736	129	19	for	for	ADP
brj-22736	129	20	ws	ws	NOUN
brj-22736	129	21	.	.	PUNCT
brj-22736	130	1	the	the	DET
brj-22736	130	2	authors	author	NOUN
brj-22736	130	3	used	use	VERB
brj-22736	130	4	four	four	NUM
brj-22736	130	5	pretreatment	pretreatment	NOUN
brj-22736	130	6	conditions	condition	NOUN
brj-22736	130	7	(	(	PUNCT
brj-22736	130	8	t	t	PROPN
brj-22736	130	9	,	,	PUNCT
brj-22736	130	10	t	t	PROPN
brj-22736	130	11	,	,	PUNCT
brj-22736	130	12	cp	cp	NOUN
brj-22736	130	13	,	,	PUNCT
brj-22736	130	14	and	and	CCONJ
brj-22736	130	15	ch	ch	NOUN
brj-22736	130	16	)	)	PUNCT
brj-22736	130	17	as	as	ADP
brj-22736	130	18	input	input	NOUN
brj-22736	130	19	variables	variable	NOUN
brj-22736	130	20	and	and	CCONJ
brj-22736	130	21	four	four	NUM
brj-22736	130	22	obtained	obtain	VERB
brj-22736	130	23	results	result	NOUN
brj-22736	130	24	(	(	PUNCT
brj-22736	130	25	c	c	X
brj-22736	130	26	-	-	SYM
brj-22736	130	27	c	c	NOUN
brj-22736	130	28	,	,	PUNCT
brj-22736	130	29	c	c	X
brj-22736	130	30	-	-	PUNCT
brj-22736	130	31	ry	ry	NOUN
brj-22736	130	32	,	,	PUNCT
brj-22736	130	33	h	h	NOUN
brj-22736	130	34	-	-	PUNCT
brj-22736	130	35	rl	rl	NOUN
brj-22736	130	36	,	,	PUNCT
brj-22736	130	37	and	and	CCONJ
brj-22736	130	38	l	l	NOUN
brj-22736	130	39	-	-	PUNCT
brj-22736	130	40	rl	rl	NOUN
brj-22736	130	41	)	)	PUNCT
brj-22736	130	42	as	as	ADP
brj-22736	130	43	output	output	NOUN
brj-22736	130	44	variables	variable	NOUN
brj-22736	130	45	for	for	ADP
brj-22736	130	46	our	our	PRON
brj-22736	130	47	ann	ann	PROPN
brj-22736	130	48	model	model	NOUN
brj-22736	130	49	.	.	PUNCT
brj-22736	131	1	the	the	DET
brj-22736	131	2	ann	ann	PROPN
brj-22736	131	3	model	model	NOUN
brj-22736	131	4	consists	consist	VERB
brj-22736	131	5	of	of	ADP
brj-22736	131	6	three	three	NUM
brj-22736	131	7	parts	part	NOUN
brj-22736	131	8	:	:	PUNCT
brj-22736	131	9	interconnections	interconnection	NOUN
brj-22736	131	10	,	,	PUNCT
brj-22736	131	11	activation	activation	NOUN
brj-22736	131	12	functions	function	NOUN
brj-22736	131	13	,	,	PUNCT
brj-22736	131	14	and	and	CCONJ
brj-22736	131	15	learning	learn	VERB
brj-22736	131	16	rules	rule	NOUN
brj-22736	131	17	(	(	PUNCT
brj-22736	131	18	sadiq	sadiq	PROPN
brj-22736	131	19	et	et	PROPN
brj-22736	131	20	al	al	PROPN
brj-22736	131	21	.	.	PROPN
brj-22736	131	22	2019	2019	NUM
brj-22736	131	23	)	)	PUNCT
brj-22736	131	24	.	.	PUNCT
brj-22736	132	1	the	the	DET
brj-22736	132	2	authors	author	NOUN
brj-22736	132	3	used	use	VERB
brj-22736	132	4	a	a	DET
brj-22736	132	5	multilayer	multilayer	ADJ
brj-22736	132	6	feed	feed	NOUN
brj-22736	132	7	-	-	PUNCT
brj-22736	132	8	forward	forward	NOUN
brj-22736	132	9	network	network	NOUN
brj-22736	132	10	with	with	ADP
brj-22736	132	11	resilient	resilient	ADJ
brj-22736	132	12	backpropagation	backpropagation	NOUN
brj-22736	132	13	with	with	ADP
brj-22736	132	14	backtracking	backtrack	VERB
brj-22736	132	15	as	as	ADP
brj-22736	132	16	the	the	DET
brj-22736	132	17	learning	learning	NOUN
brj-22736	132	18	rule	rule	NOUN
brj-22736	132	19	(	(	PUNCT
brj-22736	132	20	see	see	VERB
brj-22736	132	21	fig	fig	NOUN
brj-22736	132	22	.	.	PUNCT
brj-22736	132	23	1	1	NUM
brj-22736	132	24	and	and	CCONJ
brj-22736	132	25	table	table	NOUN
brj-22736	132	26	2	2	NUM
brj-22736	132	27	)	)	PUNCT
brj-22736	132	28	.	.	PUNCT
brj-22736	133	1	the	the	DET
brj-22736	133	2	main	main	ADJ
brj-22736	133	3	challenge	challenge	NOUN
brj-22736	133	4	is	be	AUX
brj-22736	133	5	to	to	PART
brj-22736	133	6	select	select	VERB
brj-22736	133	7	a	a	DET
brj-22736	133	8	suitable	suitable	ADJ
brj-22736	133	9	activation	activation	NOUN
brj-22736	133	10	function	function	NOUN
brj-22736	133	11	.	.	PUNCT
brj-22736	134	1	activation	activation	NOUN
brj-22736	134	2	functions	function	NOUN
brj-22736	134	3	enable	enable	VERB
brj-22736	134	4	deep	deep	ADJ
brj-22736	134	5	neural	neural	ADJ
brj-22736	134	6	networks	network	NOUN
brj-22736	134	7	to	to	PART
brj-22736	134	8	learn	learn	VERB
brj-22736	134	9	complex	complex	ADJ
brj-22736	134	10	mappings	mapping	NOUN
brj-22736	134	11	between	between	ADP
brj-22736	134	12	input	input	NOUN
brj-22736	134	13	and	and	CCONJ
brj-22736	134	14	output	output	NOUN
brj-22736	134	15	.	.	PUNCT
brj-22736	135	1	without	without	ADP
brj-22736	135	2	them	they	PRON
brj-22736	135	3	,	,	PUNCT
brj-22736	135	4	a	a	DET
brj-22736	135	5	neural	neural	ADJ
brj-22736	135	6	network	network	NOUN
brj-22736	135	7	can	can	AUX
brj-22736	135	8	only	only	ADV
brj-22736	135	9	learn	learn	VERB
brj-22736	135	10	a	a	DET
brj-22736	135	11	linear	linear	ADJ
brj-22736	135	12	relation	relation	NOUN
brj-22736	135	13	(	(	PUNCT
brj-22736	135	14	goyal	goyal	PROPN
brj-22736	135	15	et	et	PROPN
brj-22736	135	16	al	al	PROPN
brj-22736	135	17	.	.	PROPN
brj-22736	135	18	2020	2020	NUM
brj-22736	135	19	)	)	PUNCT
brj-22736	135	20	.	.	PUNCT
brj-22736	136	1	the	the	DET
brj-22736	136	2	authors	author	NOUN
brj-22736	136	3	compared	compare	VERB
brj-22736	136	4	different	different	ADJ
brj-22736	136	5	activation	activation	NOUN
brj-22736	136	6	functions	function	NOUN
brj-22736	136	7	for	for	ADP
brj-22736	136	8	php	php	PROPN
brj-22736	136	9	pretreatment	pretreatment	NOUN
brj-22736	136	10	:	:	PUNCT
brj-22736	136	11	rectified	rectify	VERB
brj-22736	136	12	linear	linear	ADJ
brj-22736	136	13	units	unit	NOUN
brj-22736	136	14	(	(	PUNCT
brj-22736	136	15	relu	relu	NOUN
brj-22736	136	16	)	)	PUNCT
brj-22736	136	17	and	and	CCONJ
brj-22736	136	18	sigmoid	sigmoid	NOUN
brj-22736	136	19	functions	function	NOUN
brj-22736	136	20	such	such	ADJ
brj-22736	136	21	as	as	ADP
brj-22736	136	22	logistic	logistic	ADJ
brj-22736	136	23	and	and	CCONJ
brj-22736	136	24	tangent	tangent	ADJ
brj-22736	136	25	hyperbolic	hyperbolic	ADJ
brj-22736	136	26	(	(	PUNCT
brj-22736	136	27	tanh	tanh	NOUN
brj-22736	136	28	)	)	PUNCT
brj-22736	136	29	.	.	PUNCT
brj-22736	137	1	figure	figure	NOUN
brj-22736	137	2	4a	4a	NOUN
brj-22736	137	3	shows	show	VERB
brj-22736	137	4	the	the	DET
brj-22736	137	5	rmse	rmse	ADJ
brj-22736	137	6	value	value	NOUN
brj-22736	137	7	for	for	ADP
brj-22736	137	8	ann	ann	PROPN
brj-22736	137	9	training	training	NOUN
brj-22736	137	10	with	with	ADP
brj-22736	137	11	each	each	DET
brj-22736	137	12	activation	activation	NOUN
brj-22736	137	13	function	function	NOUN
brj-22736	137	14	.	.	PUNCT
brj-22736	138	1	tanh	tanh	PROPN
brj-22736	138	2	performed	perform	VERB
brj-22736	138	3	significantly	significantly	ADV
brj-22736	138	4	better	well	ADV
brj-22736	138	5	than	than	ADP
brj-22736	138	6	logistic	logistic	ADJ
brj-22736	138	7	for	for	ADP
brj-22736	138	8	c	c	NOUN
brj-22736	138	9	-	-	SYM
brj-22736	138	10	c	c	NOUN
brj-22736	138	11	,	,	PUNCT
brj-22736	138	12	c	c	X
brj-22736	138	13	-	-	PUNCT
brj-22736	138	14	ry	ry	NOUN
brj-22736	138	15	,	,	PUNCT
brj-22736	138	16	h	h	NOUN
brj-22736	138	17	-	-	PUNCT
brj-22736	138	18	rl	rl	NOUN
brj-22736	138	19	,	,	PUNCT
brj-22736	138	20	and	and	CCONJ
brj-22736	138	21	l	l	NOUN
brj-22736	138	22	-	-	PUNCT
brj-22736	138	23	rl	rl	VERB
brj-22736	138	24	output	output	NOUN
brj-22736	138	25	variables	variable	NOUN
brj-22736	138	26	(	(	PUNCT
brj-22736	138	27	p	p	X
brj-22736	138	28	<	<	X
brj-22736	138	29	0.01	0.01	NUM
brj-22736	138	30	or	or	CCONJ
brj-22736	138	31	p	p	X
brj-22736	138	32	<	<	X
brj-22736	138	33	0.001	0.001	NUM
brj-22736	138	34	)	)	PUNCT
brj-22736	138	35	.	.	PUNCT
brj-22736	139	1	tanh	tanh	PROPN
brj-22736	139	2	also	also	ADV
brj-22736	139	3	outperformed	outperform	VERB
brj-22736	139	4	relu	relu	NOUN
brj-22736	139	5	for	for	ADP
brj-22736	139	6	c	c	NOUN
brj-22736	139	7	-	-	PUNCT
brj-22736	139	8	c	c	NOUN
brj-22736	139	9	(	(	PUNCT
brj-22736	139	10	p	p	X
brj-22736	139	11	<	<	X
brj-22736	139	12	0.05	0.05	NUM
brj-22736	139	13	)	)	PUNCT
brj-22736	139	14	and	and	CCONJ
brj-22736	139	15	l	l	NOUN
brj-22736	139	16	-	-	VERB
brj-22736	139	17	rl	rl	X
brj-22736	139	18	(	(	PUNCT
brj-22736	139	19	p	p	X
brj-22736	139	20	<	<	X
brj-22736	139	21	0.001	0.001	NUM
brj-22736	139	22	)	)	PUNCT
brj-22736	139	23	output	output	NOUN
brj-22736	139	24	variables	variable	NOUN
brj-22736	139	25	,	,	PUNCT
brj-22736	139	26	but	but	CCONJ
brj-22736	139	27	not	not	PART
brj-22736	139	28	for	for	ADP
brj-22736	139	29	c	c	NOUN
brj-22736	139	30	-	-	PUNCT
brj-22736	139	31	rl	rl	NOUN
brj-22736	139	32	and	and	CCONJ
brj-22736	139	33	h	h	NOUN
brj-22736	139	34	-	-	PUNCT
brj-22736	139	35	rl	rl	VERB
brj-22736	139	36	output	output	NOUN
brj-22736	139	37	variables	variable	NOUN
brj-22736	139	38	(	(	PUNCT
brj-22736	139	39	p	p	X
brj-22736	139	40	>	>	X
brj-22736	139	41	0.05	0.05	NUM
brj-22736	139	42	)	)	PUNCT
brj-22736	139	43	.	.	PUNCT
brj-22736	140	1	therefore	therefore	ADV
brj-22736	140	2	,	,	PUNCT
brj-22736	140	3	the	the	DET
brj-22736	140	4	authors	author	NOUN
brj-22736	140	5	chose	choose	VERB
brj-22736	140	6	tanh	tanh	PROPN
brj-22736	140	7	as	as	ADP
brj-22736	140	8	the	the	DET
brj-22736	140	9	ideal	ideal	ADJ
brj-22736	140	10	activation	activation	NOUN
brj-22736	140	11	function	function	NOUN
brj-22736	140	12	for	for	ADP
brj-22736	140	13	ann	ann	PROPN
brj-22736	140	14	modeling	modeling	NOUN
brj-22736	140	15	of	of	ADP
brj-22736	140	16	php	php	PROPN
brj-22736	140	17	pretreatment	pretreatment	NOUN
brj-22736	140	18	.	.	PUNCT
brj-22736	141	1	figure	figure	VERB
brj-22736	141	2	4b	4b	PROPN
brj-22736	141	3	shows	show	VERB
brj-22736	141	4	the	the	DET
brj-22736	141	5	rmse	rmse	ADJ
brj-22736	141	6	values	value	NOUN
brj-22736	141	7	under	under	ADP
brj-22736	141	8	the	the	DET
brj-22736	141	9	different	different	ADJ
brj-22736	141	10	number	number	NOUN
brj-22736	141	11	of	of	ADP
brj-22736	141	12	iterations	iteration	NOUN
brj-22736	141	13	.	.	PUNCT
brj-22736	142	1	as	as	ADP
brj-22736	142	2	the	the	DET
brj-22736	142	3	number	number	NOUN
brj-22736	142	4	of	of	ADP
brj-22736	142	5	iterations	iteration	NOUN
brj-22736	142	6	increases	increase	NOUN
brj-22736	142	7	(	(	PUNCT
brj-22736	142	8	≥	≥	NUM
brj-22736	142	9	550	550	NUM
brj-22736	142	10	iterations	iteration	NOUN
brj-22736	142	11	)	)	PUNCT
brj-22736	142	12	,	,	PUNCT
brj-22736	142	13	the	the	DET
brj-22736	142	14	rmse	rmse	NOUN
brj-22736	142	15	decreases	decrease	VERB
brj-22736	142	16	to	to	ADP
brj-22736	142	17	a	a	DET
brj-22736	142	18	relatively	relatively	ADV
brj-22736	142	19	stable	stable	ADJ
brj-22736	142	20	state	state	NOUN
brj-22736	142	21	.	.	PUNCT
brj-22736	143	1	the	the	DET
brj-22736	143	2	coefficient	coefficient	NOUN
brj-22736	143	3	of	of	ADP
brj-22736	143	4	variation	variation	NOUN
brj-22736	143	5	(	(	PUNCT
brj-22736	143	6	cv	cv	PROPN
brj-22736	143	7	)	)	PUNCT
brj-22736	143	8	is	be	AUX
brj-22736	143	9	employed	employ	VERB
brj-22736	143	10	to	to	PART
brj-22736	143	11	estimate	estimate	VERB
brj-22736	143	12	the	the	DET
brj-22736	143	13	differences	difference	NOUN
brj-22736	143	14	between	between	ADP
brj-22736	143	15	various	various	ADJ
brj-22736	143	16	output	output	NOUN
brj-22736	143	17	variables	variable	NOUN
brj-22736	143	18	(	(	PUNCT
brj-22736	143	19	refer	refer	VERB
brj-22736	143	20	to	to	ADP
brj-22736	143	21	the	the	DET
brj-22736	143	22	subplot	subplot	NOUN
brj-22736	143	23	)	)	PUNCT
brj-22736	143	24	.	.	PUNCT
brj-22736	144	1	the	the	DET
brj-22736	144	2	number	number	NOUN
brj-22736	144	3	of	of	ADP
brj-22736	144	4	iterations	iteration	NOUN
brj-22736	144	5	needed	need	VERB
brj-22736	144	6	to	to	PART
brj-22736	144	7	find	find	VERB
brj-22736	144	8	an	an	DET
brj-22736	144	9	optimal	optimal	ADJ
brj-22736	144	10	solution	solution	NOUN
brj-22736	144	11	for	for	ADP
brj-22736	144	12	a	a	DET
brj-22736	144	13	given	give	VERB
brj-22736	144	14	accuracy	accuracy	NOUN
brj-22736	144	15	largely	largely	ADV
brj-22736	144	16	determines	determine	VERB
brj-22736	144	17	the	the	DET
brj-22736	144	18	overall	overall	ADJ
brj-22736	144	19	computational	computational	ADJ
brj-22736	144	20	efforts	effort	NOUN
brj-22736	144	21	and	and	CCONJ
brj-22736	144	22	the	the	DET
brj-22736	144	23	performance	performance	NOUN
brj-22736	144	24	of	of	ADP
brj-22736	144	25	an	an	DET
brj-22736	144	26	algorithm	algorithm	NOUN
brj-22736	144	27	.	.	PUNCT
brj-22736	145	1	peer	peer	NOUN
brj-22736	145	2	-	-	PUNCT
brj-22736	145	3	reviewed	review	VERB
brj-22736	145	4	article	article	NOUN
brj-22736	145	5	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	145	6	wang	wang	PROPN
brj-22736	145	7	et	et	PROPN
brj-22736	145	8	al	al	PROPN
brj-22736	145	9	.	.	PROPN
brj-22736	146	1	(	(	PUNCT
brj-22736	146	2	2024	2024	NUM
brj-22736	146	3	)	)	PUNCT
brj-22736	146	4	.	.	PUNCT
brj-22736	147	1	“	"	PUNCT
brj-22736	147	2	straw	straw	NOUN
brj-22736	147	3	pretreatment	pretreatment	NOUN
brj-22736	147	4	modeling	modeling	NOUN
brj-22736	147	5	,	,	PUNCT
brj-22736	147	6	”	"	PUNCT
brj-22736	147	7	bioresources	bioresource	NOUN
brj-22736	147	8	19(1	19(1	NUM
brj-22736	147	9	)	)	PUNCT
brj-22736	147	10	,	,	PUNCT
brj-22736	147	11	288	288	NUM
brj-22736	147	12	-	-	SYM
brj-22736	147	13	305	305	NUM
brj-22736	147	14	.	.	PUNCT
brj-22736	147	15	296	296	NUM
brj-22736	147	16	fig	fig	NOUN
brj-22736	147	17	.	.	PUNCT
brj-22736	148	1	4	4	X
brj-22736	148	2	.	.	PUNCT
brj-22736	148	3	rmse	rmse	ADJ
brj-22736	148	4	values	value	NOUN
brj-22736	148	5	of	of	ADP
brj-22736	148	6	c	c	NOUN
brj-22736	148	7	-	-	PUNCT
brj-22736	148	8	c	c	NOUN
brj-22736	148	9	,	,	PUNCT
brj-22736	148	10	c	c	X
brj-22736	148	11	-	-	PUNCT
brj-22736	148	12	ry	ry	NOUN
brj-22736	148	13	,	,	PUNCT
brj-22736	148	14	h	h	NOUN
brj-22736	148	15	-	-	PUNCT
brj-22736	148	16	rl	rl	NOUN
brj-22736	148	17	,	,	PUNCT
brj-22736	148	18	and	and	CCONJ
brj-22736	148	19	l	l	NOUN
brj-22736	148	20	-	-	VERB
brj-22736	148	21	rl	rl	VERB
brj-22736	148	22	for	for	ADP
brj-22736	148	23	the	the	DET
brj-22736	148	24	ann	ann	PROPN
brj-22736	148	25	training	training	NOUN
brj-22736	148	26	and	and	CCONJ
brj-22736	148	27	validation	validation	NOUN
brj-22736	148	28	.	.	PUNCT
brj-22736	149	1	the	the	DET
brj-22736	149	2	rmse	rmse	ADJ
brj-22736	149	3	values	value	NOUN
brj-22736	149	4	of	of	ADP
brj-22736	149	5	three	three	NUM
brj-22736	149	6	activation	activation	NOUN
brj-22736	149	7	functions	function	NOUN
brj-22736	149	8	(	(	PUNCT
brj-22736	149	9	a	a	X
brj-22736	149	10	)	)	PUNCT
brj-22736	149	11	,	,	PUNCT
brj-22736	149	12	different	different	ADJ
brj-22736	149	13	numbers	number	NOUN
brj-22736	149	14	of	of	ADP
brj-22736	149	15	iterations	iteration	NOUN
brj-22736	149	16	(	(	PUNCT
brj-22736	149	17	b	b	NOUN
brj-22736	149	18	)	)	PUNCT
brj-22736	149	19	,	,	PUNCT
brj-22736	149	20	and	and	CCONJ
brj-22736	149	21	various	various	ADJ
brj-22736	149	22	numbers	number	NOUN
brj-22736	149	23	of	of	ADP
brj-22736	149	24	neurons	neuron	NOUN
brj-22736	149	25	in	in	ADP
brj-22736	149	26	the	the	DET
brj-22736	149	27	hidden	hide	VERB
brj-22736	149	28	layer	layer	NOUN
brj-22736	149	29	(	(	PUNCT
brj-22736	149	30	c	c	X
brj-22736	149	31	)	)	PUNCT
brj-22736	149	32	a	a	DET
brj-22736	149	33	better	well	ADJ
brj-22736	149	34	ann	ann	PROPN
brj-22736	149	35	model	model	NOUN
brj-22736	149	36	should	should	AUX
brj-22736	149	37	use	use	VERB
brj-22736	149	38	less	less	ADJ
brj-22736	149	39	computation	computation	NOUN
brj-22736	149	40	and	and	CCONJ
brj-22736	149	41	fewer	few	ADJ
brj-22736	149	42	iterations	iteration	NOUN
brj-22736	149	43	(	(	PUNCT
brj-22736	149	44	she	she	PRON
brj-22736	149	45	2014	2014	NUM
brj-22736	149	46	)	)	PUNCT
brj-22736	149	47	.	.	PUNCT
brj-22736	150	1	therefore	therefore	ADV
brj-22736	150	2	,	,	PUNCT
brj-22736	150	3	in	in	ADP
brj-22736	150	4	this	this	DET
brj-22736	150	5	study	study	NOUN
brj-22736	150	6	,	,	PUNCT
brj-22736	150	7	900	900	NUM
brj-22736	150	8	iterations	iteration	NOUN
brj-22736	150	9	were	be	AUX
brj-22736	150	10	found	find	VERB
brj-22736	150	11	to	to	PART
brj-22736	150	12	be	be	AUX
brj-22736	150	13	suitable	suitable	ADJ
brj-22736	150	14	for	for	ADP
brj-22736	150	15	the	the	DET
brj-22736	150	16	ann	ann	PROPN
brj-22736	150	17	model	model	NOUN
brj-22736	150	18	considering	consider	VERB
brj-22736	150	19	its	its	PRON
brj-22736	150	20	accuracy	accuracy	NOUN
brj-22736	150	21	and	and	CCONJ
brj-22736	150	22	computational	computational	ADJ
brj-22736	150	23	amount	amount	NOUN
brj-22736	150	24	.	.	PUNCT
brj-22736	151	1	studies	study	NOUN
brj-22736	151	2	have	have	AUX
brj-22736	151	3	shown	show	VERB
brj-22736	151	4	that	that	SCONJ
brj-22736	151	5	too	too	ADV
brj-22736	151	6	many	many	ADJ
brj-22736	151	7	neurons	neuron	NOUN
brj-22736	151	8	in	in	ADP
brj-22736	151	9	the	the	DET
brj-22736	151	10	hidden	hide	VERB
brj-22736	151	11	layer	layer	NOUN
brj-22736	151	12	increase	increase	VERB
brj-22736	151	13	the	the	DET
brj-22736	151	14	training	training	NOUN
brj-22736	151	15	time	time	NOUN
brj-22736	151	16	and	and	CCONJ
brj-22736	151	17	make	make	VERB
brj-22736	151	18	it	it	PRON
brj-22736	151	19	difficult	difficult	ADJ
brj-22736	151	20	to	to	PART
brj-22736	151	21	achieve	achieve	VERB
brj-22736	151	22	the	the	DET
brj-22736	151	23	desired	desire	VERB
brj-22736	151	24	effect	effect	NOUN
brj-22736	151	25	,	,	PUNCT
brj-22736	151	26	even	even	ADV
brj-22736	151	27	if	if	SCONJ
brj-22736	151	28	the	the	DET
brj-22736	151	29	training	training	NOUN
brj-22736	151	30	data	data	NOUN
brj-22736	151	31	contains	contain	VERB
brj-22736	151	32	enough	enough	ADJ
brj-22736	151	33	information	information	NOUN
brj-22736	151	34	(	(	PUNCT
brj-22736	151	35	panchal	panchal	PROPN
brj-22736	151	36	et	et	PROPN
brj-22736	151	37	al	al	PROPN
brj-22736	151	38	.	.	PROPN
brj-22736	151	39	2011	2011	NUM
brj-22736	151	40	)	)	PUNCT
brj-22736	151	41	.	.	PUNCT
brj-22736	152	1	therefore	therefore	ADV
brj-22736	152	2	,	,	PUNCT
brj-22736	152	3	choosing	choose	VERB
brj-22736	152	4	a	a	DET
brj-22736	152	5	suitable	suitable	ADJ
brj-22736	152	6	number	number	NOUN
brj-22736	152	7	of	of	ADP
brj-22736	152	8	neurons	neuron	NOUN
brj-22736	152	9	in	in	ADP
brj-22736	152	10	the	the	DET
brj-22736	152	11	hidden	hide	VERB
brj-22736	152	12	layer	layer	NOUN
brj-22736	152	13	that	that	PRON
brj-22736	152	14	minimizes	minimize	VERB
brj-22736	152	15	the	the	DET
brj-22736	152	16	error	error	NOUN
brj-22736	152	17	rate	rate	NOUN
brj-22736	152	18	and	and	CCONJ
brj-22736	152	19	maximizes	maximize	VERB
brj-22736	152	20	the	the	DET
brj-22736	152	21	generalization	generalization	NOUN
brj-22736	152	22	ability	ability	NOUN
brj-22736	152	23	is	be	AUX
brj-22736	152	24	crucial	crucial	ADJ
brj-22736	152	25	.	.	PUNCT
brj-22736	153	1	figure	figure	NOUN
brj-22736	153	2	4c	4c	NOUN
brj-22736	153	3	exhibits	exhibit	VERB
brj-22736	153	4	the	the	DET
brj-22736	153	5	rmse	rmse	NOUN
brj-22736	153	6	of	of	ADP
brj-22736	153	7	training	training	NOUN
brj-22736	153	8	/	/	SYM
brj-22736	153	9	validation	validation	NOUN
brj-22736	153	10	for	for	ADP
brj-22736	153	11	four	four	NUM
brj-22736	153	12	ann	ann	PROPN
brj-22736	153	13	models	model	NOUN
brj-22736	153	14	with	with	ADP
brj-22736	153	15	different	different	ADJ
brj-22736	153	16	numbers	number	NOUN
brj-22736	153	17	of	of	ADP
brj-22736	153	18	neurons	neuron	NOUN
brj-22736	153	19	under	under	ADP
brj-22736	153	20	900	900	NUM
brj-22736	153	21	iterations	iteration	NOUN
brj-22736	153	22	.	.	PUNCT
brj-22736	154	1	the	the	DET
brj-22736	154	2	range	range	NOUN
brj-22736	154	3	of	of	ADP
brj-22736	154	4	neuron	neuron	NOUN
brj-22736	154	5	numbers	number	NOUN
brj-22736	154	6	(	(	PUNCT
brj-22736	154	7	1	1	NUM
brj-22736	154	8	to	to	ADP
brj-22736	154	9	peer	peer	NOUN
brj-22736	154	10	-	-	PUNCT
brj-22736	154	11	reviewed	review	VERB
brj-22736	154	12	article	article	NOUN
brj-22736	154	13	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	154	14	wang	wang	PROPN
brj-22736	154	15	et	et	PROPN
brj-22736	154	16	al	al	PROPN
brj-22736	154	17	.	.	PROPN
brj-22736	155	1	(	(	PUNCT
brj-22736	155	2	2024	2024	NUM
brj-22736	155	3	)	)	PUNCT
brj-22736	155	4	.	.	PUNCT
brj-22736	156	1	“	"	PUNCT
brj-22736	156	2	straw	straw	NOUN
brj-22736	156	3	pretreatment	pretreatment	NOUN
brj-22736	156	4	modeling	modeling	NOUN
brj-22736	156	5	,	,	PUNCT
brj-22736	156	6	”	"	PUNCT
brj-22736	156	7	bioresources	bioresource	NOUN
brj-22736	156	8	19(1	19(1	NUM
brj-22736	156	9	)	)	PUNCT
brj-22736	156	10	,	,	PUNCT
brj-22736	156	11	288	288	NUM
brj-22736	156	12	-	-	SYM
brj-22736	156	13	305	305	NUM
brj-22736	156	14	.	.	PUNCT
brj-22736	156	15	297	297	NUM
brj-22736	156	16	13	13	NUM
brj-22736	156	17	)	)	PUNCT
brj-22736	156	18	was	be	AUX
brj-22736	156	19	confirmed	confirm	VERB
brj-22736	156	20	by	by	ADP
brj-22736	156	21	an	an	DET
brj-22736	156	22	empirical	empirical	ADJ
brj-22736	156	23	equation	equation	NOUN
brj-22736	156	24	(	(	PUNCT
brj-22736	156	25	eq	eq	NOUN
brj-22736	156	26	.	.	PROPN
brj-22736	156	27	4	4	NUM
brj-22736	156	28	)	)	PUNCT
brj-22736	156	29	.	.	PUNCT
brj-22736	157	1	as	as	SCONJ
brj-22736	157	2	the	the	DET
brj-22736	157	3	iteration	iteration	NOUN
brj-22736	157	4	times	time	NOUN
brj-22736	157	5	increased	increase	VERB
brj-22736	157	6	,	,	PUNCT
brj-22736	157	7	the	the	DET
brj-22736	157	8	rmse	rmse	NOUN
brj-22736	157	9	of	of	ADP
brj-22736	157	10	ann	ann	PROPN
brj-22736	157	11	training	training	NOUN
brj-22736	157	12	gradually	gradually	ADV
brj-22736	157	13	decreased	decrease	VERB
brj-22736	157	14	until	until	ADP
brj-22736	157	15	reaching	reach	VERB
brj-22736	157	16	a	a	DET
brj-22736	157	17	stable	stable	ADJ
brj-22736	157	18	state	state	NOUN
brj-22736	157	19	(	(	PUNCT
brj-22736	157	20	the	the	DET
brj-22736	157	21	demarcation	demarcation	NOUN
brj-22736	157	22	is	be	AUX
brj-22736	157	23	8th	8th	ADJ
brj-22736	157	24	,	,	PUNCT
brj-22736	157	25	8th	8th	ADJ
brj-22736	157	26	,	,	PUNCT
brj-22736	157	27	6th	6th	ADJ
brj-22736	157	28	,	,	PUNCT
brj-22736	157	29	and	and	CCONJ
brj-22736	157	30	11th	11th	NOUN
brj-22736	157	31	for	for	ADP
brj-22736	157	32	c	c	NOUN
brj-22736	157	33	-	-	PUNCT
brj-22736	157	34	c	c	NOUN
brj-22736	157	35	,	,	PUNCT
brj-22736	157	36	c	c	X
brj-22736	157	37	-	-	PUNCT
brj-22736	157	38	ry	ry	NOUN
brj-22736	157	39	,	,	PUNCT
brj-22736	157	40	h	h	NOUN
brj-22736	157	41	-	-	PUNCT
brj-22736	157	42	rl	rl	NOUN
brj-22736	157	43	,	,	PUNCT
brj-22736	157	44	and	and	CCONJ
brj-22736	157	45	l	l	NOUN
brj-22736	157	46	-	-	PUNCT
brj-22736	157	47	rl	rl	ADJ
brj-22736	157	48	,	,	PUNCT
brj-22736	157	49	respectively	respectively	ADV
brj-22736	157	50	)	)	PUNCT
brj-22736	157	51	.	.	PUNCT
brj-22736	158	1	however	however	ADV
brj-22736	158	2	,	,	PUNCT
brj-22736	158	3	its	its	PRON
brj-22736	158	4	rmse	rmse	NOUN
brj-22736	158	5	for	for	ADP
brj-22736	158	6	ann	ann	PROPN
brj-22736	158	7	validation	validation	NOUN
brj-22736	158	8	changes	change	NOUN
brj-22736	158	9	with	with	ADP
brj-22736	158	10	different	different	ADJ
brj-22736	158	11	neuron	neuron	NOUN
brj-22736	158	12	numbers	number	NOUN
brj-22736	158	13	.	.	PUNCT
brj-22736	159	1	according	accord	VERB
brj-22736	159	2	the	the	DET
brj-22736	159	3	previous	previous	ADJ
brj-22736	159	4	study	study	NOUN
brj-22736	159	5	,	,	PUNCT
brj-22736	159	6	the	the	DET
brj-22736	159	7	general	general	ADJ
brj-22736	159	8	idea	idea	NOUN
brj-22736	159	9	is	be	AUX
brj-22736	159	10	that	that	SCONJ
brj-22736	159	11	fewer	few	ADJ
brj-22736	159	12	neurons	neuron	NOUN
brj-22736	159	13	will	will	AUX
brj-22736	159	14	underfit	underfit	VERB
brj-22736	159	15	,	,	PUNCT
brj-22736	159	16	whereas	whereas	SCONJ
brj-22736	159	17	too	too	ADV
brj-22736	159	18	many	many	ADJ
brj-22736	159	19	neurons	neuron	NOUN
brj-22736	159	20	will	will	AUX
brj-22736	159	21	overfit	overfit	VERB
brj-22736	159	22	an	an	DET
brj-22736	159	23	ann	ann	PROPN
brj-22736	159	24	model	model	NOUN
brj-22736	159	25	;	;	PUNCT
brj-22736	159	26	this	this	PRON
brj-22736	159	27	is	be	AUX
brj-22736	159	28	true	true	ADJ
brj-22736	159	29	when	when	SCONJ
brj-22736	159	30	the	the	DET
brj-22736	159	31	other	other	ADJ
brj-22736	159	32	factors	factor	NOUN
brj-22736	159	33	such	such	ADJ
brj-22736	159	34	as	as	ADP
brj-22736	159	35	the	the	DET
brj-22736	159	36	complexity	complexity	NOUN
brj-22736	159	37	of	of	ADP
brj-22736	159	38	the	the	DET
brj-22736	159	39	problem	problem	NOUN
brj-22736	159	40	,	,	PUNCT
brj-22736	159	41	the	the	DET
brj-22736	159	42	number	number	NOUN
brj-22736	159	43	of	of	ADP
brj-22736	159	44	layers	layer	NOUN
brj-22736	159	45	,	,	PUNCT
brj-22736	159	46	the	the	DET
brj-22736	159	47	activation	activation	NOUN
brj-22736	159	48	functions	function	NOUN
brj-22736	159	49	,	,	PUNCT
brj-22736	159	50	and	and	CCONJ
brj-22736	159	51	the	the	DET
brj-22736	159	52	number	number	NOUN
brj-22736	159	53	of	of	ADP
brj-22736	159	54	neurons	neuron	NOUN
brj-22736	159	55	in	in	ADP
brj-22736	159	56	each	each	DET
brj-22736	159	57	layer	layer	NOUN
brj-22736	159	58	are	be	AUX
brj-22736	159	59	fixed	fix	VERB
brj-22736	159	60	(	(	PUNCT
brj-22736	159	61	adil	adil	PROPN
brj-22736	159	62	et	et	PROPN
brj-22736	159	63	al	al	PROPN
brj-22736	159	64	.	.	PROPN
brj-22736	159	65	2022	2022	NUM
brj-22736	159	66	)	)	PUNCT
brj-22736	159	67	.	.	PUNCT
brj-22736	160	1	to	to	PART
brj-22736	160	2	avoid	avoid	VERB
brj-22736	160	3	these	these	DET
brj-22736	160	4	circumstances	circumstance	NOUN
brj-22736	160	5	,	,	PUNCT
brj-22736	160	6	the	the	DET
brj-22736	160	7	authors	author	NOUN
brj-22736	160	8	employed	employ	VERB
brj-22736	160	9	a	a	DET
brj-22736	160	10	facility	facility	NOUN
brj-22736	160	11	principle	principle	NOUN
brj-22736	160	12	of	of	ADP
brj-22736	160	13	“	"	PUNCT
brj-22736	160	14	the	the	DET
brj-22736	160	15	minimum	minimum	ADJ
brj-22736	160	16	rmse	rmse	NOUN
brj-22736	160	17	value	value	NOUN
brj-22736	160	18	with	with	ADP
brj-22736	160	19	minimum	minimum	ADJ
brj-22736	160	20	neurons	neuron	NOUN
brj-22736	160	21	”	"	PUNCT
brj-22736	160	22	to	to	PART
brj-22736	160	23	determine	determine	VERB
brj-22736	160	24	the	the	DET
brj-22736	160	25	number	number	NOUN
brj-22736	160	26	of	of	ADP
brj-22736	160	27	neurons	neuron	NOUN
brj-22736	160	28	for	for	ADP
brj-22736	160	29	each	each	DET
brj-22736	160	30	output	output	NOUN
brj-22736	160	31	variable	variable	NOUN
brj-22736	160	32	.	.	PUNCT
brj-22736	161	1	the	the	DET
brj-22736	161	2	final	final	ADJ
brj-22736	161	3	option	option	NOUN
brj-22736	161	4	is	be	AUX
brj-22736	161	5	9	9	NUM
brj-22736	161	6	neurons	neuron	NOUN
brj-22736	161	7	for	for	ADP
brj-22736	161	8	c	c	NOUN
brj-22736	161	9	-	-	SYM
brj-22736	161	10	c	c	NOUN
brj-22736	161	11	,	,	PUNCT
brj-22736	161	12	10	10	NUM
brj-22736	161	13	neurons	neuron	NOUN
brj-22736	161	14	for	for	ADP
brj-22736	161	15	c	c	NOUN
brj-22736	161	16	-	-	PUNCT
brj-22736	161	17	ry	ry	NOUN
brj-22736	161	18	and	and	CCONJ
brj-22736	161	19	h	h	NOUN
brj-22736	161	20	-	-	PUNCT
brj-22736	161	21	rl	rl	NOUN
brj-22736	161	22	,	,	PUNCT
brj-22736	161	23	and	and	CCONJ
brj-22736	161	24	12	12	NUM
brj-22736	161	25	neurons	neuron	NOUN
brj-22736	161	26	for	for	ADP
brj-22736	161	27	l	l	NOUN
brj-22736	161	28	-	-	PUNCT
brj-22736	161	29	rl	rl	PROPN
brj-22736	161	30	.	.	NOUN
brj-22736	161	31	figure	figure	NOUN
brj-22736	161	32	5	5	NUM
brj-22736	161	33	compares	compare	VERB
brj-22736	161	34	experimental	experimental	ADJ
brj-22736	161	35	results	result	NOUN
brj-22736	161	36	with	with	ADP
brj-22736	161	37	predicted	predict	VERB
brj-22736	161	38	results	result	NOUN
brj-22736	161	39	obtained	obtain	VERB
brj-22736	161	40	from	from	ADP
brj-22736	161	41	the	the	DET
brj-22736	161	42	optimized	optimize	VERB
brj-22736	161	43	parameters	parameter	NOUN
brj-22736	161	44	:	:	PUNCT
brj-22736	161	45	all	all	DET
brj-22736	161	46	data	datum	NOUN
brj-22736	161	47	are	be	AUX
brj-22736	161	48	well	well	ADV
brj-22736	161	49	fitted	fit	VERB
brj-22736	161	50	with	with	ADP
brj-22736	161	51	an	an	DET
brj-22736	161	52	r2	r2	NOUN
brj-22736	161	53	value	value	NOUN
brj-22736	161	54	ranging	range	VERB
brj-22736	161	55	from	from	ADP
brj-22736	161	56	0.9648	0.9648	NUM
brj-22736	161	57	to	to	ADP
brj-22736	161	58	0.9957	0.9957	NUM
brj-22736	161	59	,	,	PUNCT
brj-22736	161	60	which	which	PRON
brj-22736	161	61	indicates	indicate	VERB
brj-22736	161	62	excellent	excellent	ADJ
brj-22736	161	63	prediction	prediction	NOUN
brj-22736	161	64	accuracy	accuracy	NOUN
brj-22736	161	65	.	.	PUNCT
brj-22736	162	1	fig	fig	NOUN
brj-22736	162	2	.	.	PUNCT
brj-22736	163	1	5	5	NUM
brj-22736	163	2	.	.	X
brj-22736	163	3	comparison	comparison	NOUN
brj-22736	163	4	of	of	ADP
brj-22736	163	5	the	the	DET
brj-22736	163	6	experimental	experimental	ADJ
brj-22736	163	7	results	result	NOUN
brj-22736	163	8	and	and	CCONJ
brj-22736	163	9	predicted	predict	VERB
brj-22736	163	10	results	result	NOUN
brj-22736	163	11	derived	derive	VERB
brj-22736	163	12	from	from	ADP
brj-22736	163	13	the	the	DET
brj-22736	163	14	ann	ann	PROPN
brj-22736	163	15	model	model	NOUN
brj-22736	163	16	for	for	ADP
brj-22736	163	17	(	(	PUNCT
brj-22736	163	18	a	a	X
brj-22736	163	19	)	)	PUNCT
brj-22736	163	20	c	c	NOUN
brj-22736	163	21	-	-	SYM
brj-22736	163	22	c	c	NOUN
brj-22736	163	23	,	,	PUNCT
brj-22736	163	24	(	(	PUNCT
brj-22736	163	25	b	b	NOUN
brj-22736	163	26	)	)	PUNCT
brj-22736	163	27	c	c	NOUN
brj-22736	163	28	-	-	PUNCT
brj-22736	163	29	ry	ry	NOUN
brj-22736	163	30	,	,	PUNCT
brj-22736	163	31	(	(	PUNCT
brj-22736	163	32	c	c	X
brj-22736	163	33	)	)	PUNCT
brj-22736	163	34	h	h	NOUN
brj-22736	163	35	-	-	PUNCT
brj-22736	163	36	rl	rl	NOUN
brj-22736	163	37	,	,	PUNCT
brj-22736	163	38	and	and	CCONJ
brj-22736	163	39	(	(	PUNCT
brj-22736	163	40	d	d	NOUN
brj-22736	163	41	)	)	PUNCT
brj-22736	163	42	l	l	NOUN
brj-22736	163	43	-	-	PUNCT
brj-22736	163	44	rl	rl	VERB
brj-22736	163	45	in	in	ADP
brj-22736	163	46	the	the	DET
brj-22736	163	47	training	training	NOUN
brj-22736	163	48	periods	period	NOUN
brj-22736	163	49	prediction	prediction	NOUN
brj-22736	163	50	and	and	CCONJ
brj-22736	163	51	relative	relative	ADJ
brj-22736	163	52	importance	importance	NOUN
brj-22736	163	53	of	of	ADP
brj-22736	163	54	input	input	NOUN
brj-22736	163	55	variables	variable	VERB
brj-22736	163	56	the	the	DET
brj-22736	163	57	optimal	optimal	ADJ
brj-22736	163	58	ann	ann	PROPN
brj-22736	163	59	structure	structure	NOUN
brj-22736	163	60	was	be	AUX
brj-22736	163	61	determined	determine	VERB
brj-22736	163	62	through	through	ADP
brj-22736	163	63	numerical	numerical	ADJ
brj-22736	163	64	experiments	experiment	NOUN
brj-22736	163	65	using	use	VERB
brj-22736	163	66	training	training	NOUN
brj-22736	163	67	and	and	CCONJ
brj-22736	163	68	validation	validation	NOUN
brj-22736	163	69	datasets	dataset	NOUN
brj-22736	163	70	(	(	PUNCT
brj-22736	163	71	see	see	VERB
brj-22736	163	72	table	table	NOUN
brj-22736	163	73	s1	s1	NOUN
brj-22736	163	74	for	for	ADP
brj-22736	163	75	complete	complete	ADJ
brj-22736	163	76	datasets	dataset	NOUN
brj-22736	163	77	)	)	PUNCT
brj-22736	163	78	.	.	PUNCT
brj-22736	164	1	a	a	DET
brj-22736	164	2	separate	separate	ADJ
brj-22736	164	3	group	group	NOUN
brj-22736	164	4	of	of	ADP
brj-22736	164	5	the	the	DET
brj-22736	164	6	experiment	experiment	NOUN
brj-22736	164	7	(	(	PUNCT
brj-22736	164	8	see	see	VERB
brj-22736	164	9	table	table	NOUN
brj-22736	164	10	1	1	NUM
brj-22736	164	11	for	for	ADP
brj-22736	164	12	conditions	condition	NOUN
brj-22736	164	13	)	)	PUNCT
brj-22736	164	14	was	be	AUX
brj-22736	164	15	conducted	conduct	VERB
brj-22736	164	16	to	to	PART
brj-22736	164	17	verify	verify	VERB
brj-22736	164	18	the	the	DET
brj-22736	164	19	effectiveness	effectiveness	NOUN
brj-22736	164	20	of	of	ADP
brj-22736	164	21	the	the	DET
brj-22736	164	22	trained	train	VERB
brj-22736	164	23	ann	ann	PROPN
brj-22736	164	24	model	model	NOUN
brj-22736	164	25	.	.	PUNCT
brj-22736	165	1	for	for	ADP
brj-22736	165	2	the	the	DET
brj-22736	165	3	results	result	NOUN
brj-22736	165	4	of	of	ADP
brj-22736	165	5	testing	testing	NOUN
brj-22736	165	6	,	,	PUNCT
brj-22736	165	7	see	see	VERB
brj-22736	165	8	table	table	NOUN
brj-22736	165	9	s2	s2	PROPN
brj-22736	165	10	.	.	PUNCT
brj-22736	166	1	figure	figure	NOUN
brj-22736	166	2	6a	6a	NOUN
brj-22736	166	3	displays	display	VERB
brj-22736	166	4	the	the	DET
brj-22736	166	5	fitting	fitting	ADJ
brj-22736	166	6	relationships	relationship	NOUN
brj-22736	166	7	between	between	ADP
brj-22736	166	8	predicted	predict	VERB
brj-22736	166	9	and	and	CCONJ
brj-22736	166	10	experimental	experimental	ADJ
brj-22736	166	11	values	value	NOUN
brj-22736	166	12	for	for	ADP
brj-22736	166	13	c	c	NOUN
brj-22736	166	14	-	-	SYM
brj-22736	166	15	c	c	NOUN
brj-22736	166	16	,	,	PUNCT
brj-22736	166	17	c	c	X
brj-22736	166	18	-	-	PUNCT
brj-22736	166	19	ry	ry	NOUN
brj-22736	166	20	,	,	PUNCT
brj-22736	166	21	h	h	NOUN
brj-22736	166	22	-	-	PUNCT
brj-22736	166	23	rl	rl	NOUN
brj-22736	166	24	,	,	PUNCT
brj-22736	166	25	and	and	CCONJ
brj-22736	166	26	l	l	NOUN
brj-22736	166	27	-	-	PUNCT
brj-22736	166	28	rl	rl	VERB
brj-22736	166	29	.	.	PUNCT
brj-22736	167	1	the	the	DET
brj-22736	167	2	slope	slope	NOUN
brj-22736	167	3	(	(	PUNCT
brj-22736	167	4	s	s	NOUN
brj-22736	167	5	)	)	PUNCT
brj-22736	167	6	and	and	CCONJ
brj-22736	167	7	coefficient	coefficient	NOUN
brj-22736	167	8	of	of	ADP
brj-22736	167	9	determination	determination	NOUN
brj-22736	167	10	(	(	PUNCT
brj-22736	167	11	r2	r2	PROPN
brj-22736	167	12	)	)	PUNCT
brj-22736	167	13	of	of	ADP
brj-22736	167	14	the	the	DET
brj-22736	167	15	fit	fit	ADJ
brj-22736	167	16	curve	curve	NOUN
brj-22736	167	17	were	be	AUX
brj-22736	167	18	used	use	VERB
brj-22736	167	19	to	to	PART
brj-22736	167	20	evaluate	evaluate	VERB
brj-22736	167	21	the	the	DET
brj-22736	167	22	accuracy	accuracy	NOUN
brj-22736	167	23	of	of	ADP
brj-22736	167	24	the	the	DET
brj-22736	167	25	trained	train	VERB
brj-22736	167	26	ann	ann	PROPN
brj-22736	167	27	model	model	NOUN
brj-22736	167	28	(	(	PUNCT
brj-22736	167	29	luo	luo	PROPN
brj-22736	167	30	et	et	PROPN
brj-22736	167	31	al	al	PROPN
brj-22736	167	32	.	.	PROPN
brj-22736	167	33	2021	2021	NUM
brj-22736	167	34	)	)	PUNCT
brj-22736	167	35	.	.	PUNCT
brj-22736	168	1	values	value	NOUN
brj-22736	168	2	near	near	ADP
brj-22736	168	3	1.00	1.00	NUM
brj-22736	168	4	for	for	ADP
brj-22736	168	5	both	both	DET
brj-22736	168	6	s	s	NOUN
brj-22736	168	7	and	and	CCONJ
brj-22736	168	8	r2	r2	PROPN
brj-22736	168	9	indicate	indicate	VERB
brj-22736	168	10	high	high	ADJ
brj-22736	168	11	accuracy	accuracy	NOUN
brj-22736	168	12	in	in	ADP
brj-22736	168	13	predicting	predict	VERB
brj-22736	168	14	a	a	DET
brj-22736	168	15	specific	specific	ADJ
brj-22736	168	16	variable	variable	NOUN
brj-22736	168	17	.	.	PUNCT
brj-22736	169	1	as	as	SCONJ
brj-22736	169	2	shown	show	VERB
brj-22736	169	3	in	in	ADP
brj-22736	169	4	fig	fig	NOUN
brj-22736	169	5	.	.	PUNCT
brj-22736	170	1	6a	6a	NOUN
brj-22736	170	2	,	,	PUNCT
brj-22736	170	3	c	c	NOUN
brj-22736	170	4	-	-	SYM
brj-22736	170	5	c	c	NOUN
brj-22736	170	6	,	,	PUNCT
brj-22736	170	7	h	h	NOUN
brj-22736	170	8	-	-	PUNCT
brj-22736	170	9	rl	rl	NOUN
brj-22736	170	10	,	,	PUNCT
brj-22736	170	11	and	and	CCONJ
brj-22736	170	12	l	l	NOUN
brj-22736	170	13	-	-	PUNCT
brj-22736	170	14	rl	rl	PROPN
brj-22736	170	15	achieved	achieve	VERB
brj-22736	170	16	excellent	excellent	ADJ
brj-22736	170	17	modeling	modeling	NOUN
brj-22736	170	18	precision	precision	NOUN
brj-22736	170	19	with	with	ADP
brj-22736	170	20	s	s	NOUN
brj-22736	170	21	values	value	NOUN
brj-22736	170	22	ranging	range	VERB
brj-22736	170	23	from	from	ADP
brj-22736	170	24	0.96	0.96	NUM
brj-22736	170	25	to	to	ADP
brj-22736	170	26	1.07	1.07	NUM
brj-22736	170	27	and	and	CCONJ
brj-22736	170	28	r2	r2	NOUN
brj-22736	170	29	values	value	NOUN
brj-22736	170	30	from	from	ADP
brj-22736	170	31	0.9917	0.9917	NUM
brj-22736	170	32	to	to	ADP
brj-22736	170	33	0.9989	0.9989	NUM
brj-22736	170	34	.	.	PUNCT
brj-22736	171	1	c	c	X
brj-22736	171	2	-	-	PUNCT
brj-22736	171	3	c	c	PROPN
brj-22736	171	4	had	have	VERB
brj-22736	171	5	an	an	DET
brj-22736	171	6	s	s	NOUN
brj-22736	171	7	value	value	NOUN
brj-22736	171	8	of	of	ADP
brj-22736	171	9	0.63	0.63	NUM
brj-22736	171	10	and	and	CCONJ
brj-22736	171	11	an	an	DET
brj-22736	171	12	r2	r2	NOUN
brj-22736	171	13	value	value	NOUN
brj-22736	171	14	peer	peer	NOUN
brj-22736	171	15	-	-	PUNCT
brj-22736	171	16	reviewed	review	VERB
brj-22736	171	17	article	article	NOUN
brj-22736	171	18	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	171	19	wang	wang	PROPN
brj-22736	171	20	et	et	PROPN
brj-22736	171	21	al	al	PROPN
brj-22736	171	22	.	.	PROPN
brj-22736	172	1	(	(	PUNCT
brj-22736	172	2	2024	2024	NUM
brj-22736	172	3	)	)	PUNCT
brj-22736	172	4	.	.	PUNCT
brj-22736	173	1	“	"	PUNCT
brj-22736	173	2	straw	straw	NOUN
brj-22736	173	3	pretreatment	pretreatment	NOUN
brj-22736	173	4	modeling	modeling	NOUN
brj-22736	173	5	,	,	PUNCT
brj-22736	173	6	”	"	PUNCT
brj-22736	173	7	bioresources	bioresource	NOUN
brj-22736	173	8	19(1	19(1	NUM
brj-22736	173	9	)	)	PUNCT
brj-22736	173	10	,	,	PUNCT
brj-22736	173	11	288	288	NUM
brj-22736	173	12	-	-	SYM
brj-22736	173	13	305	305	NUM
brj-22736	173	14	.	.	PUNCT
brj-22736	173	15	298	298	NUM
brj-22736	173	16	of	of	ADP
brj-22736	173	17	0.8070	0.8070	NUM
brj-22736	173	18	,	,	PUNCT
brj-22736	173	19	which	which	PRON
brj-22736	173	20	is	be	AUX
brj-22736	173	21	still	still	ADV
brj-22736	173	22	valid	valid	ADJ
brj-22736	173	23	for	for	ADP
brj-22736	173	24	practical	practical	ADJ
brj-22736	173	25	application	application	NOUN
brj-22736	173	26	.	.	PUNCT
brj-22736	174	1	based	base	VERB
brj-22736	174	2	on	on	ADP
brj-22736	174	3	these	these	DET
brj-22736	174	4	results	result	NOUN
brj-22736	174	5	,	,	PUNCT
brj-22736	174	6	it	it	PRON
brj-22736	174	7	can	can	AUX
brj-22736	174	8	be	be	AUX
brj-22736	174	9	concluded	conclude	VERB
brj-22736	174	10	that	that	SCONJ
brj-22736	174	11	the	the	DET
brj-22736	174	12	trained	train	VERB
brj-22736	174	13	ann	ann	PROPN
brj-22736	174	14	model	model	NOUN
brj-22736	174	15	is	be	AUX
brj-22736	174	16	an	an	DET
brj-22736	174	17	effective	effective	ADJ
brj-22736	174	18	tool	tool	NOUN
brj-22736	174	19	for	for	ADP
brj-22736	174	20	predicting	predict	VERB
brj-22736	174	21	php	php	PROPN
brj-22736	174	22	pretreatment	pretreatment	NOUN
brj-22736	174	23	efficiency	efficiency	NOUN
brj-22736	174	24	(	(	PUNCT
brj-22736	174	25	see	see	VERB
brj-22736	174	26	table	table	NOUN
brj-22736	174	27	s3	s3	PROPN
brj-22736	174	28	for	for	ADP
brj-22736	174	29	optimized	optimize	VERB
brj-22736	174	30	key	key	ADJ
brj-22736	174	31	parameters	parameter	NOUN
brj-22736	174	32	)	)	PUNCT
brj-22736	174	33	.	.	PUNCT
brj-22736	175	1	table	table	NOUN
brj-22736	175	2	3	3	NUM
brj-22736	175	3	.	.	NOUN
brj-22736	175	4	weights	weight	NOUN
brj-22736	175	5	and	and	CCONJ
brj-22736	175	6	biases	bias	NOUN
brj-22736	175	7	of	of	ADP
brj-22736	175	8	the	the	DET
brj-22736	175	9	hidden	hide	VERB
brj-22736	175	10	and	and	CCONJ
brj-22736	175	11	output	output	NOUN
brj-22736	175	12	layers	layer	NOUN
brj-22736	175	13	output	output	VERB
brj-22736	175	14	variables	variable	NOUN
brj-22736	175	15	node	node	PROPN
brj-22736	175	16	,	,	PUNCT
brj-22736	175	17	j	j	PROPN
brj-22736	175	18	weights	weight	NOUN
brj-22736	175	19	and	and	CCONJ
brj-22736	175	20	biases	bias	NOUN
brj-22736	175	21	of	of	ADP
brj-22736	175	22	the	the	DET
brj-22736	175	23	hidden	hide	VERB
brj-22736	175	24	layer	layer	NOUN
brj-22736	175	25	output	output	NOUN
brj-22736	175	26	layer	layer	NOUN
brj-22736	175	27	iwj,1	iwj,1	VERB
brj-22736	175	28	iwj,2	iwj,2	ADV
brj-22736	175	29	iwj,3	iwj,3	ADV
brj-22736	175	30	iwj,4	iwj,4	NOUN
brj-22736	175	31	b1,j	b1,j	NOUN
brj-22736	175	32	lw1,j	lw1,j	NOUN
brj-22736	175	33	b2,k	b2,k	PROPN
brj-22736	175	34	cellulose	cellulose	NOUN
brj-22736	175	35	content	content	NOUN
brj-22736	175	36	(	(	PUNCT
brj-22736	175	37	c	c	NOUN
brj-22736	175	38	-	-	PUNCT
brj-22736	175	39	c	c	NOUN
brj-22736	175	40	)	)	PUNCT
brj-22736	175	41	1	1	NUM
brj-22736	175	42	0.3546	0.3546	NUM
brj-22736	175	43	2.7478	2.7478	NUM
brj-22736	175	44	11.0701	11.0701	NUM
brj-22736	175	45	-0.5659	-0.5659	NOUN
brj-22736	176	1	0.3355	0.3355	NUM
brj-22736	176	2	0.2664	0.2664	NUM
brj-22736	176	3	0.3497	0.3497	NUM
brj-22736	176	4	2	2	NUM
brj-22736	176	5	1.6277	1.6277	NUM
brj-22736	176	6	-0.0323	-0.0323	NOUN
brj-22736	176	7	-0.9088	-0.9088	NOUN
brj-22736	176	8	-0.0853	-0.0853	NOUN
brj-22736	176	9	0.9050	0.9050	NUM
brj-22736	176	10	0.7899	0.7899	NUM
brj-22736	176	11	3	3	NUM
brj-22736	176	12	0.9275	0.9275	NUM
brj-22736	176	13	3.6886	3.6886	NUM
brj-22736	176	14	1.4694	1.4694	NUM
brj-22736	176	15	-6.3371	-6.3371	PUNCT
brj-22736	177	1	0.0393	0.0393	NUM
brj-22736	177	2	0.3410	0.3410	NUM
brj-22736	177	3	4	4	NUM
brj-22736	177	4	0.7444	0.7444	NUM
brj-22736	177	5	2.1048	2.1048	NUM
brj-22736	177	6	-0.2320	-0.2320	NOUN
brj-22736	177	7	-4.1909	-4.1909	NOUN
brj-22736	178	1	0.7666	0.7666	NUM
brj-22736	178	2	0.5319	0.5319	NUM
brj-22736	178	3	5	5	NUM
brj-22736	178	4	-2.1959	-2.1959	NOUN
brj-22736	178	5	-4.5648	-4.5648	NOUN
brj-22736	179	1	2.5710	2.5710	NUM
brj-22736	179	2	0.7984	0.7984	NUM
brj-22736	179	3	0.0911	0.0911	NUM
brj-22736	179	4	0.3441	0.3441	NUM
brj-22736	179	5	6	6	NUM
brj-22736	179	6	-0.0613	-0.0613	NOUN
brj-22736	179	7	-0.2332	-0.2332	NOUN
brj-22736	179	8	-0.0097	-0.0097	PROPN
brj-22736	179	9	-0.0675	-0.0675	PROPN
brj-22736	180	1	0.7729	0.7729	NUM
brj-22736	180	2	0.9569	0.9569	NUM
brj-22736	180	3	7	7	NUM
brj-22736	180	4	0.4559	0.4559	NUM
brj-22736	180	5	0.0191	0.0191	NUM
brj-22736	180	6	-1.3029	-1.3029	NOUN
brj-22736	180	7	-0.5046	-0.5046	PUNCT
brj-22736	181	1	1.4831	1.4831	NUM
brj-22736	181	2	1.8032	1.8032	NUM
brj-22736	181	3	8	8	NUM
brj-22736	181	4	-3.9905	-3.9905	VERB
brj-22736	181	5	5.5148	5.5148	NUM
brj-22736	181	6	-3.0977	-3.0977	NOUN
brj-22736	181	7	1.3431	1.3431	NUM
brj-22736	181	8	1.6675	1.6675	NUM
brj-22736	181	9	0.2117	0.2117	NUM
brj-22736	181	10	9	9	NUM
brj-22736	181	11	5.8116	5.8116	NUM
brj-22736	181	12	-8.9853	-8.9853	NOUN
brj-22736	181	13	-0.7405	-0.7405	NOUN
brj-22736	181	14	11.6301	11.6301	NUM
brj-22736	181	15	2.1622	2.1622	NUM
brj-22736	181	16	0.1680	0.1680	NUM
brj-22736	181	17	cellulose	cellulose	NOUN
brj-22736	181	18	recovery	recovery	NOUN
brj-22736	181	19	(	(	PUNCT
brj-22736	181	20	c	c	X
brj-22736	181	21	-	-	PUNCT
brj-22736	181	22	ry	ry	NOUN
brj-22736	181	23	)	)	PUNCT
brj-22736	181	24	1	1	NUM
brj-22736	181	25	-0.3055	-0.3055	NOUN
brj-22736	181	26	2.7450	2.7450	NUM
brj-22736	181	27	0.2364	0.2364	NUM
brj-22736	181	28	-1.9260	-1.9260	NOUN
brj-22736	182	1	2.0054	2.0054	NUM
brj-22736	182	2	0.7894	0.7894	NUM
brj-22736	183	1	0.6025	0.6025	NUM
brj-22736	183	2	2	2	NUM
brj-22736	183	3	0.0717	0.0717	NUM
brj-22736	183	4	-1.7365	-1.7365	NOUN
brj-22736	183	5	1.4491	1.4491	NUM
brj-22736	183	6	1.2504	1.2504	NUM
brj-22736	183	7	0.1772	0.1772	NUM
brj-22736	183	8	1.2644	1.2644	NUM
brj-22736	183	9	3	3	NUM
brj-22736	183	10	-4.4021	-4.4021	NOUN
brj-22736	183	11	38.9738	38.9738	NUM
brj-22736	183	12	-9.6011	-9.6011	NOUN
brj-22736	183	13	3.3957	3.3957	NUM
brj-22736	183	14	0.4542	0.4542	NUM
brj-22736	183	15	0.3247	0.3247	NUM
brj-22736	183	16	4	4	NUM
brj-22736	183	17	-8.8985	-8.8985	NOUN
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brj-22736	186	7	1.2096	1.2096	NUM
brj-22736	186	8	1.2523	1.2523	NUM
brj-22736	186	9	hemicellulose	hemicellulose	NOUN
brj-22736	186	10	removal	removal	NOUN
brj-22736	186	11	(	(	PUNCT
brj-22736	186	12	h	h	NOUN
brj-22736	186	13	-	-	PUNCT
brj-22736	186	14	rl	rl	NOUN
brj-22736	186	15	)	)	PUNCT
brj-22736	186	16	1	1	NUM
brj-22736	186	17	0.8395	0.8395	NUM
brj-22736	186	18	18.1163	18.1163	NUM
brj-22736	186	19	-0.6642	-0.6642	NOUN
brj-22736	186	20	-1.0810	-1.0810	VERB
brj-22736	186	21	1.0422	1.0422	NUM
brj-22736	186	22	0.5711	0.5711	NUM
brj-22736	186	23	1.9256	1.9256	NUM
brj-22736	186	24	2	2	NUM
brj-22736	186	25	-5.1863	-5.1863	NOUN
brj-22736	186	26	17.8053	17.8053	NUM
brj-22736	186	27	-1.3774	-1.3774	NOUN
brj-22736	186	28	-0.5058	-0.5058	VERB
brj-22736	186	29	0.8781	0.8781	NUM
brj-22736	186	30	2.8093	2.8093	NUM
brj-22736	186	31	3	3	NUM
brj-22736	186	32	-0.7045	-0.7045	NOUN
brj-22736	186	33	19.8830	19.8830	NUM
brj-22736	186	34	-0.0230	-0.0230	VERB
brj-22736	186	35	0.5135	0.5135	NUM
brj-22736	186	36	0.3585	0.3585	NUM
brj-22736	186	37	0.1859	0.1859	NUM
brj-22736	186	38	4	4	NUM
brj-22736	186	39	-5.1471	-5.1471	NOUN
brj-22736	186	40	17.4140	17.4140	NUM
brj-22736	186	41	-1.5684	-1.5684	NOUN
brj-22736	186	42	17.4996	17.4996	NUM
brj-22736	186	43	1.2024	1.2024	NUM
brj-22736	186	44	0.9612	0.9612	NUM
brj-22736	186	45	5	5	NUM
brj-22736	186	46	-0.5778	-0.5778	NOUN
brj-22736	186	47	19.4753	19.4753	NUM
brj-22736	186	48	-0.5377	-0.5377	PUNCT
brj-22736	187	1	0.3716	0.3716	NUM
brj-22736	187	2	0.0425	0.0425	NUM
brj-22736	187	3	2.4185	2.4185	NUM
brj-22736	187	4	6	6	NUM
brj-22736	187	5	5.1469	5.1469	NUM
brj-22736	187	6	21.4395	21.4395	NUM
brj-22736	187	7	0.4276	0.4276	NUM
brj-22736	187	8	18.9849	18.9849	NUM
brj-22736	187	9	0.0606	0.0606	NUM
brj-22736	187	10	0.5129	0.5129	NUM
brj-22736	187	11	7	7	NUM
brj-22736	187	12	-1.3705	-1.3705	NOUN
brj-22736	187	13	19.6821	19.6821	NUM
brj-22736	187	14	-1.5558	-1.5558	NOUN
brj-22736	187	15	-1.0160	-1.0160	NOUN
brj-22736	187	16	1.5824	1.5824	NUM
brj-22736	187	17	0.7250	0.7250	NUM
brj-22736	187	18	8	8	NUM
brj-22736	187	19	-3.5546	-3.5546	ADP
brj-22736	187	20	18.3374	18.3374	NUM
brj-22736	188	1	8.0666	8.0666	NUM
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brj-22736	188	3	2.1260	2.1260	NUM
brj-22736	188	4	0.2486	0.2486	NUM
brj-22736	188	5	9	9	NUM
brj-22736	188	6	0.2569	0.2569	NUM
brj-22736	188	7	20.9335	20.9335	NUM
brj-22736	188	8	-0.0926	-0.0926	NOUN
brj-22736	188	9	0.1512	0.1512	NUM
brj-22736	189	1	0.4714	0.4714	NUM
brj-22736	189	2	1.3870	1.3870	NUM
brj-22736	189	3	peer	peer	NOUN
brj-22736	189	4	-	-	PUNCT
brj-22736	189	5	reviewed	review	VERB
brj-22736	189	6	article	article	NOUN
brj-22736	189	7	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	189	8	wang	wang	PROPN
brj-22736	189	9	et	et	PROPN
brj-22736	189	10	al	al	PROPN
brj-22736	189	11	.	.	PROPN
brj-22736	190	1	(	(	PUNCT
brj-22736	190	2	2024	2024	NUM
brj-22736	190	3	)	)	PUNCT
brj-22736	190	4	.	.	PUNCT
brj-22736	191	1	“	"	PUNCT
brj-22736	191	2	straw	straw	NOUN
brj-22736	191	3	pretreatment	pretreatment	NOUN
brj-22736	191	4	modeling	modeling	NOUN
brj-22736	191	5	,	,	PUNCT
brj-22736	191	6	”	"	PUNCT
brj-22736	191	7	bioresources	bioresource	NOUN
brj-22736	191	8	19(1	19(1	NUM
brj-22736	191	9	)	)	PUNCT
brj-22736	191	10	,	,	PUNCT
brj-22736	191	11	288	288	NUM
brj-22736	191	12	-	-	SYM
brj-22736	191	13	305	305	NUM
brj-22736	191	14	.	.	PUNCT
brj-22736	191	15	299	299	NUM
brj-22736	191	16	10	10	NUM
brj-22736	191	17	0.4681	0.4681	NUM
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brj-22736	191	19	0.3928	0.3928	NUM
brj-22736	191	20	-0.2164	-0.2164	NOUN
brj-22736	191	21	0.6000	0.6000	NUM
brj-22736	191	22	0.2335	0.2335	NUM
brj-22736	191	23	lignin	lignin	NOUN
brj-22736	191	24	removal	removal	NOUN
brj-22736	191	25	(	(	PUNCT
brj-22736	191	26	l	l	NOUN
brj-22736	191	27	-	-	PUNCT
brj-22736	191	28	rl	rl	NOUN
brj-22736	191	29	)	)	PUNCT
brj-22736	191	30	1	1	NUM
brj-22736	191	31	-0.0528	-0.0528	NOUN
brj-22736	191	32	-1.0832	-1.0832	NOUN
brj-22736	191	33	-4.2216	-4.2216	VERB
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brj-22736	191	35	1.1109	1.1109	NUM
brj-22736	191	36	1.1378	1.1378	NUM
brj-22736	191	37	0.2323	0.2323	NUM
brj-22736	191	38	2	2	NUM
brj-22736	191	39	8.5965	8.5965	NUM
brj-22736	191	40	-6.8695	-6.8695	NOUN
brj-22736	191	41	-0.0166	-0.0166	VERB
brj-22736	191	42	16.5425	16.5425	NUM
brj-22736	191	43	0.6172	0.6172	NUM
brj-22736	191	44	0.2271	0.2271	NUM
brj-22736	191	45	3	3	NUM
brj-22736	191	46	-0.2676	-0.2676	NOUN
brj-22736	191	47	-0.8281	-0.8281	NOUN
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brj-22736	192	5	4	4	NUM
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brj-22736	192	8	-0.1792	-0.1792	PUNCT
brj-22736	193	1	0.5669	0.5669	NUM
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brj-22736	193	4	5	5	NUM
brj-22736	193	5	-2.6061	-2.6061	NOUN
brj-22736	193	6	-5.2002	-5.2002	NOUN
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brj-22736	193	8	3.2301	3.2301	NUM
brj-22736	194	1	0.0599	0.0599	NUM
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brj-22736	194	3	6	6	NUM
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brj-22736	194	5	0.1240	0.1240	NUM
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brj-22736	194	8	0.9007	0.9007	NUM
brj-22736	194	9	1.4053	1.4053	NUM
brj-22736	194	10	7	7	NUM
brj-22736	194	11	-0.5294	-0.5294	NOUN
brj-22736	194	12	4.6038	4.6038	NUM
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brj-22736	194	17	8	8	NUM
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brj-22736	194	23	0.3107	0.3107	NUM
brj-22736	194	24	9	9	NUM
brj-22736	194	25	0.2910	0.2910	NUM
brj-22736	194	26	0.7686	0.7686	NUM
brj-22736	194	27	0.6973	0.6973	NUM
brj-22736	194	28	-0.6124	-0.6124	NOUN
brj-22736	194	29	0.5303	0.5303	NUM
brj-22736	194	30	2.5000	2.5000	NUM
brj-22736	194	31	10	10	NUM
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brj-22736	194	33	0.1353	0.1353	NUM
brj-22736	194	34	0.8392	0.8392	NUM
brj-22736	194	35	2.0677	2.0677	NUM
brj-22736	194	36	1.2080	1.2080	NUM
brj-22736	194	37	1.2096	1.2096	NUM
brj-22736	194	38	11	11	NUM
brj-22736	194	39	-9.3648	-9.3648	NOUN
brj-22736	194	40	-1.3826	-1.3826	ADJ
brj-22736	194	41	-1.1954	-1.1954	VERB
brj-22736	195	1	0.5778	0.5778	NUM
brj-22736	195	2	0.2294	0.2294	NUM
brj-22736	195	3	0.2585	0.2585	NUM
brj-22736	195	4	12	12	NUM
brj-22736	195	5	-3.4432	-3.4432	NOUN
brj-22736	195	6	-1.1727	-1.1727	PUNCT
brj-22736	196	1	1.1569	1.1569	NUM
brj-22736	196	2	-2.2897	-2.2897	NOUN
brj-22736	196	3	0.3578	0.3578	NUM
brj-22736	196	4	0.3301	0.3301	NUM
brj-22736	196	5	weights	weight	NOUN
brj-22736	196	6	and	and	CCONJ
brj-22736	196	7	biases	bias	NOUN
brj-22736	196	8	are	be	AUX
brj-22736	196	9	learnable	learnable	ADJ
brj-22736	196	10	parameters	parameter	NOUN
brj-22736	196	11	in	in	ADP
brj-22736	196	12	an	an	DET
brj-22736	196	13	ann	ann	PROPN
brj-22736	196	14	model	model	NOUN
brj-22736	196	15	.	.	PUNCT
brj-22736	197	1	weights	weight	NOUN
brj-22736	197	2	determine	determine	VERB
brj-22736	197	3	the	the	DET
brj-22736	197	4	influence	influence	NOUN
brj-22736	197	5	of	of	ADP
brj-22736	197	6	inputs	input	NOUN
brj-22736	197	7	on	on	ADP
brj-22736	197	8	the	the	DET
brj-22736	197	9	output	output	NOUN
brj-22736	197	10	,	,	PUNCT
brj-22736	197	11	while	while	SCONJ
brj-22736	197	12	biases	bias	NOUN
brj-22736	197	13	adjust	adjust	VERB
brj-22736	197	14	the	the	DET
brj-22736	197	15	output	output	NOUN
brj-22736	197	16	and	and	CCONJ
brj-22736	197	17	weighted	weight	VERB
brj-22736	197	18	sum	sum	NOUN
brj-22736	197	19	of	of	ADP
brj-22736	197	20	inputs	input	NOUN
brj-22736	197	21	to	to	ADP
brj-22736	197	22	a	a	DET
brj-22736	197	23	neuron	neuron	NOUN
brj-22736	197	24	.	.	PUNCT
brj-22736	198	1	table	table	NOUN
brj-22736	198	2	3	3	NUM
brj-22736	198	3	shows	show	VERB
brj-22736	198	4	the	the	DET
brj-22736	198	5	weights	weight	NOUN
brj-22736	198	6	(	(	PUNCT
brj-22736	198	7	iwj	iwj	NOUN
brj-22736	198	8	,	,	PUNCT
brj-22736	198	9	i	i	PRON
brj-22736	198	10	and	and	CCONJ
brj-22736	198	11	lwk	lwk	VERB
brj-22736	198	12	,	,	PUNCT
brj-22736	198	13	j	j	NOUN
brj-22736	198	14	)	)	PUNCT
brj-22736	198	15	and	and	CCONJ
brj-22736	198	16	biases	bias	NOUN
brj-22736	198	17	(	(	PUNCT
brj-22736	198	18	b1,j	b1,j	NOUN
brj-22736	198	19	and	and	CCONJ
brj-22736	198	20	b2,k	b2,k	PROPN
brj-22736	198	21	)	)	PUNCT
brj-22736	198	22	from	from	ADP
brj-22736	198	23	4	4	NUM
brj-22736	198	24	input	input	NOUN
brj-22736	198	25	variables	variable	NOUN
brj-22736	198	26	(	(	PUNCT
brj-22736	198	27	t	t	PROPN
brj-22736	198	28	,	,	PUNCT
brj-22736	198	29	t	t	PROPN
brj-22736	198	30	,	,	PUNCT
brj-22736	198	31	cp	cp	NOUN
brj-22736	198	32	,	,	PUNCT
brj-22736	198	33	and	and	CCONJ
brj-22736	198	34	ch	ch	NOUN
brj-22736	198	35	)	)	PUNCT
brj-22736	198	36	to	to	ADP
brj-22736	198	37	1	1	NUM
brj-22736	198	38	output	output	NOUN
brj-22736	198	39	variable	variable	NOUN
brj-22736	198	40	(	(	PUNCT
brj-22736	198	41	c	c	X
brj-22736	198	42	-	-	SYM
brj-22736	198	43	c	c	NOUN
brj-22736	198	44	,	,	PUNCT
brj-22736	198	45	c	c	X
brj-22736	198	46	-	-	PUNCT
brj-22736	198	47	ry	ry	NOUN
brj-22736	198	48	,	,	PUNCT
brj-22736	198	49	h	h	NOUN
brj-22736	198	50	-	-	PUNCT
brj-22736	198	51	rl	rl	NOUN
brj-22736	198	52	,	,	PUNCT
brj-22736	198	53	or	or	CCONJ
brj-22736	198	54	l	l	NOUN
brj-22736	198	55	-	-	PUNCT
brj-22736	198	56	rl	rl	NOUN
brj-22736	198	57	)	)	PUNCT
brj-22736	198	58	.	.	PUNCT
brj-22736	199	1	relative	relative	ADJ
brj-22736	199	2	importance	importance	NOUN
brj-22736	199	3	(	(	PUNCT
brj-22736	199	4	ri	ri	NOUN
brj-22736	199	5	)	)	PUNCT
brj-22736	199	6	is	be	AUX
brj-22736	199	7	a	a	DET
brj-22736	199	8	key	key	ADJ
brj-22736	199	9	indicator	indicator	NOUN
brj-22736	199	10	that	that	PRON
brj-22736	199	11	describes	describe	VERB
brj-22736	199	12	the	the	DET
brj-22736	199	13	influence	influence	NOUN
brj-22736	199	14	of	of	ADP
brj-22736	199	15	each	each	DET
brj-22736	199	16	input	input	NOUN
brj-22736	199	17	variable	variable	NOUN
brj-22736	199	18	on	on	ADP
brj-22736	199	19	the	the	DET
brj-22736	199	20	output	output	NOUN
brj-22736	199	21	variable	variable	NOUN
brj-22736	199	22	.	.	PUNCT
brj-22736	200	1	it	it	PRON
brj-22736	200	2	is	be	AUX
brj-22736	200	3	calculated	calculate	VERB
brj-22736	200	4	using	use	VERB
brj-22736	200	5	the	the	DET
brj-22736	200	6	garson	garson	PROPN
brj-22736	200	7	equation	equation	NOUN
brj-22736	200	8	,	,	PUNCT
brj-22736	200	9	as	as	SCONJ
brj-22736	200	10	shown	show	VERB
brj-22736	200	11	in	in	ADP
brj-22736	200	12	fig	fig	NOUN
brj-22736	200	13	.	.	PUNCT
brj-22736	201	1	6b	6b	NOUN
brj-22736	201	2	.	.	PUNCT
brj-22736	202	1	the	the	DET
brj-22736	202	2	pie	pie	NOUN
brj-22736	202	3	chart	chart	NOUN
brj-22736	202	4	shows	show	VERB
brj-22736	202	5	that	that	SCONJ
brj-22736	202	6	the	the	DET
brj-22736	202	7	ri	ri	PROPN
brj-22736	202	8	of	of	ADP
brj-22736	202	9	cp	cp	NUM
brj-22736	202	10	on	on	ADP
brj-22736	202	11	c	c	PROPN
brj-22736	202	12	-	-	PUNCT
brj-22736	202	13	c	c	PROPN
brj-22736	202	14	was	be	AUX
brj-22736	202	15	31.8	31.8	NUM
brj-22736	202	16	%	%	NOUN
brj-22736	202	17	,	,	PUNCT
brj-22736	202	18	which	which	PRON
brj-22736	202	19	was	be	AUX
brj-22736	202	20	higher	high	ADJ
brj-22736	202	21	than	than	ADP
brj-22736	202	22	other	other	ADJ
brj-22736	202	23	variables	variable	NOUN
brj-22736	202	24	.	.	PUNCT
brj-22736	203	1	however	however	ADV
brj-22736	203	2	,	,	PUNCT
brj-22736	203	3	the	the	DET
brj-22736	203	4	remaining	remain	VERB
brj-22736	203	5	three	three	NUM
brj-22736	203	6	variables	variable	NOUN
brj-22736	203	7	had	have	VERB
brj-22736	203	8	almost	almost	ADV
brj-22736	203	9	equal	equal	ADJ
brj-22736	203	10	ri	ri	NOUN
brj-22736	203	11	and	and	CCONJ
brj-22736	203	12	also	also	ADV
brj-22736	203	13	played	play	VERB
brj-22736	203	14	a	a	DET
brj-22736	203	15	significant	significant	ADJ
brj-22736	203	16	role	role	NOUN
brj-22736	203	17	in	in	ADP
brj-22736	203	18	c	c	NOUN
brj-22736	203	19	-	-	PUNCT
brj-22736	203	20	c.	c.	NOUN
brj-22736	203	21	for	for	ADP
brj-22736	203	22	c	c	PROPN
brj-22736	203	23	-	-	PUNCT
brj-22736	203	24	ry	ry	PROPN
brj-22736	203	25	,	,	PUNCT
brj-22736	203	26	t	t	PROPN
brj-22736	203	27	(	(	PUNCT
brj-22736	203	28	27.1	27.1	NUM
brj-22736	203	29	%	%	NOUN
brj-22736	203	30	)	)	PUNCT
brj-22736	203	31	and	and	CCONJ
brj-22736	203	32	cp	cp	INTJ
brj-22736	203	33	(	(	PUNCT
brj-22736	203	34	27.0	27.0	NUM
brj-22736	203	35	%	%	NOUN
brj-22736	203	36	)	)	PUNCT
brj-22736	203	37	had	have	VERB
brj-22736	203	38	higher	high	ADJ
brj-22736	203	39	ri	ri	NOUN
brj-22736	203	40	than	than	ADP
brj-22736	203	41	t	t	PROPN
brj-22736	203	42	(	(	PUNCT
brj-22736	203	43	24.6	24.6	NUM
brj-22736	203	44	%	%	NOUN
brj-22736	203	45	)	)	PUNCT
brj-22736	203	46	and	and	CCONJ
brj-22736	203	47	ch	ch	NOUN
brj-22736	203	48	(	(	PUNCT
brj-22736	203	49	21.3	21.3	NUM
brj-22736	203	50	%	%	NOUN
brj-22736	203	51	)	)	PUNCT
brj-22736	203	52	.	.	PUNCT
brj-22736	204	1	in	in	ADP
brj-22736	204	2	h	h	NOUN
brj-22736	204	3	-	-	PUNCT
brj-22736	204	4	rl	rl	PROPN
brj-22736	204	5	,	,	PUNCT
brj-22736	204	6	t	t	PROPN
brj-22736	204	7	had	have	VERB
brj-22736	204	8	an	an	DET
brj-22736	204	9	ri	ri	NOUN
brj-22736	204	10	of	of	ADP
brj-22736	204	11	78.6	78.6	NUM
brj-22736	204	12	%	%	NOUN
brj-22736	204	13	,	,	PUNCT
brj-22736	204	14	which	which	PRON
brj-22736	204	15	was	be	AUX
brj-22736	204	16	significantly	significantly	ADV
brj-22736	204	17	higher	high	ADJ
brj-22736	204	18	than	than	ADP
brj-22736	204	19	other	other	ADJ
brj-22736	204	20	variables	variable	NOUN
brj-22736	204	21	.	.	PUNCT
brj-22736	205	1	for	for	ADP
brj-22736	205	2	l	l	NOUN
brj-22736	205	3	-	-	PUNCT
brj-22736	205	4	rl	rl	VERB
brj-22736	205	5	,	,	PUNCT
brj-22736	205	6	cp	cp	PROPN
brj-22736	205	7	and	and	CCONJ
brj-22736	205	8	ch	ch	NOUN
brj-22736	205	9	had	have	VERB
brj-22736	205	10	more	more	ADJ
brj-22736	205	11	impact	impact	NOUN
brj-22736	205	12	than	than	ADP
brj-22736	205	13	t	t	NOUN
brj-22736	205	14	and	and	CCONJ
brj-22736	205	15	t.	t.	NOUN
brj-22736	205	16	these	these	DET
brj-22736	205	17	results	result	NOUN
brj-22736	205	18	indicate	indicate	VERB
brj-22736	205	19	that	that	SCONJ
brj-22736	205	20	the	the	DET
brj-22736	205	21	concentration	concentration	NOUN
brj-22736	205	22	of	of	ADP
brj-22736	205	23	h3po4	h3po4	NOUN
brj-22736	205	24	and	and	CCONJ
brj-22736	205	25	h2o2	h2o2	PROPN
brj-22736	205	26	(	(	PUNCT
brj-22736	205	27	with	with	ADP
brj-22736	205	28	total	total	ADJ
brj-22736	205	29	ri	ri	NOUN
brj-22736	205	30	for	for	ADP
brj-22736	205	31	each	each	DET
brj-22736	205	32	output	output	NOUN
brj-22736	205	33	variable	variable	NOUN
brj-22736	205	34	ranging	range	VERB
brj-22736	205	35	from	from	ADP
brj-22736	205	36	48.3	48.3	NUM
brj-22736	205	37	%	%	NOUN
brj-22736	205	38	to	to	ADP
brj-22736	205	39	62.6	62.6	NUM
brj-22736	205	40	%	%	NOUN
brj-22736	205	41	)	)	PUNCT
brj-22736	205	42	had	have	VERB
brj-22736	205	43	a	a	DET
brj-22736	205	44	significant	significant	ADJ
brj-22736	205	45	effect	effect	NOUN
brj-22736	205	46	on	on	ADP
brj-22736	205	47	pretreatment	pretreatment	NOUN
brj-22736	205	48	efficiency	efficiency	NOUN
brj-22736	205	49	.	.	PUNCT
brj-22736	206	1	the	the	DET
brj-22736	206	2	different	different	ADJ
brj-22736	206	3	ri	ri	NOUN
brj-22736	206	4	values	value	NOUN
brj-22736	206	5	for	for	ADP
brj-22736	206	6	various	various	ADJ
brj-22736	206	7	output	output	NOUN
brj-22736	206	8	variables	variable	NOUN
brj-22736	206	9	suggest	suggest	VERB
brj-22736	206	10	a	a	DET
brj-22736	206	11	complex	complex	ADJ
brj-22736	206	12	synergistic	synergistic	ADJ
brj-22736	206	13	effect	effect	NOUN
brj-22736	206	14	between	between	ADP
brj-22736	206	15	h3po4	h3po4	NOUN
brj-22736	206	16	and	and	CCONJ
brj-22736	206	17	h2o2	h2o2	NOUN
brj-22736	206	18	on	on	ADP
brj-22736	206	19	php	php	PROPN
brj-22736	206	20	pretreatment	pretreatment	NOUN
brj-22736	206	21	.	.	PUNCT
brj-22736	207	1	this	this	PRON
brj-22736	207	2	implies	imply	VERB
brj-22736	207	3	that	that	SCONJ
brj-22736	207	4	there	there	PRON
brj-22736	207	5	was	be	VERB
brj-22736	207	6	still	still	ADV
brj-22736	207	7	room	room	NOUN
brj-22736	207	8	for	for	ADP
brj-22736	207	9	improvement	improvement	NOUN
brj-22736	207	10	in	in	ADP
brj-22736	207	11	adjusting	adjust	VERB
brj-22736	207	12	the	the	DET
brj-22736	207	13	concentration	concentration	NOUN
brj-22736	207	14	ratio	ratio	NOUN
brj-22736	207	15	of	of	ADP
brj-22736	207	16	h3po4	h3po4	NOUN
brj-22736	207	17	/	/	SYM
brj-22736	207	18	h2o2	h2o2	NOUN
brj-22736	207	19	by	by	ADP
brj-22736	207	20	diluting	dilute	VERB
brj-22736	207	21	85	85	NUM
brj-22736	207	22	%	%	NOUN
brj-22736	207	23	phosphoric	phosphoric	NOUN
brj-22736	207	24	acid	acid	NOUN
brj-22736	207	25	with	with	ADP
brj-22736	207	26	30	30	NUM
brj-22736	207	27	%	%	NOUN
brj-22736	207	28	hydrogen	hydrogen	NOUN
brj-22736	207	29	peroxide	peroxide	NOUN
brj-22736	207	30	.	.	PUNCT
brj-22736	208	1	hemicellulose	hemicellulose	NOUN
brj-22736	208	2	in	in	ADP
brj-22736	208	3	ws	ws	PROPN
brj-22736	208	4	was	be	AUX
brj-22736	208	5	found	find	VERB
brj-22736	208	6	to	to	PART
brj-22736	208	7	be	be	AUX
brj-22736	208	8	more	more	ADV
brj-22736	208	9	sensitive	sensitive	ADJ
brj-22736	208	10	to	to	ADP
brj-22736	208	11	changes	change	NOUN
brj-22736	208	12	in	in	ADP
brj-22736	208	13	pretreatment	pretreatment	NOUN
brj-22736	208	14	temperature	temperature	NOUN
brj-22736	208	15	than	than	ADP
brj-22736	208	16	cellulose	cellulose	NOUN
brj-22736	208	17	and	and	CCONJ
brj-22736	208	18	lignin	lignin	NOUN
brj-22736	208	19	.	.	PUNCT
brj-22736	209	1	according	accord	VERB
brj-22736	209	2	to	to	ADP
brj-22736	209	3	fig	fig	NOUN
brj-22736	209	4	.	.	PUNCT
brj-22736	210	1	6b	6b	NOUN
brj-22736	210	2	,	,	PUNCT
brj-22736	210	3	pretreatment	pretreatment	NOUN
brj-22736	210	4	time	time	NOUN
brj-22736	210	5	(	(	PUNCT
brj-22736	210	6	with	with	ADP
brj-22736	210	7	ri	ri	NOUN
brj-22736	210	8	ranging	range	VERB
brj-22736	210	9	from	from	ADP
brj-22736	210	10	9.5	9.5	NUM
brj-22736	210	11	%	%	NOUN
brj-22736	210	12	to	to	ADP
brj-22736	210	13	24.6	24.6	NUM
brj-22736	210	14	%	%	NOUN
brj-22736	210	15	for	for	ADP
brj-22736	210	16	each	each	DET
brj-22736	210	17	output	output	NOUN
brj-22736	210	18	variable	variable	NOUN
brj-22736	210	19	)	)	PUNCT
brj-22736	210	20	did	do	AUX
brj-22736	210	21	not	not	PART
brj-22736	210	22	appear	appear	VERB
brj-22736	210	23	to	to	PART
brj-22736	210	24	be	be	AUX
brj-22736	210	25	the	the	DET
brj-22736	210	26	main	main	ADJ
brj-22736	210	27	factor	factor	NOUN
brj-22736	210	28	affecting	affect	VERB
brj-22736	210	29	php	php	NOUN
brj-22736	210	30	pretreatment	pretreatment	NOUN
brj-22736	210	31	efficiency	efficiency	NOUN
brj-22736	210	32	.	.	PUNCT
brj-22736	211	1	therefore	therefore	ADV
brj-22736	211	2	,	,	PUNCT
brj-22736	211	3	future	future	ADJ
brj-22736	211	4	studies	study	NOUN
brj-22736	211	5	should	should	AUX
brj-22736	211	6	focus	focus	VERB
brj-22736	211	7	on	on	ADP
brj-22736	211	8	understanding	understand	VERB
brj-22736	211	9	the	the	DET
brj-22736	211	10	composition	composition	NOUN
brj-22736	211	11	-	-	PUNCT
brj-22736	211	12	efficacy	efficacy	NOUN
brj-22736	211	13	relationship	relationship	NOUN
brj-22736	211	14	between	between	ADP
brj-22736	211	15	h3po4	h3po4	NOUN
brj-22736	211	16	and	and	CCONJ
brj-22736	211	17	h2o2	h2o2	NOUN
brj-22736	211	18	and	and	CCONJ
brj-22736	211	19	refining	refining	NOUN
brj-22736	211	20	pretreatment	pretreatment	NOUN
brj-22736	211	21	conditions	condition	NOUN
brj-22736	211	22	based	base	VERB
brj-22736	211	23	on	on	ADP
brj-22736	211	24	current	current	ADJ
brj-22736	211	25	research	research	NOUN
brj-22736	211	26	.	.	PUNCT
brj-22736	212	1	peer	peer	NOUN
brj-22736	212	2	-	-	PUNCT
brj-22736	212	3	reviewed	review	VERB
brj-22736	212	4	article	article	NOUN
brj-22736	212	5	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	212	6	wang	wang	PROPN
brj-22736	212	7	et	et	PROPN
brj-22736	212	8	al	al	PROPN
brj-22736	212	9	.	.	PROPN
brj-22736	213	1	(	(	PUNCT
brj-22736	213	2	2024	2024	NUM
brj-22736	213	3	)	)	PUNCT
brj-22736	213	4	.	.	PUNCT
brj-22736	214	1	“	"	PUNCT
brj-22736	214	2	straw	straw	NOUN
brj-22736	214	3	pretreatment	pretreatment	NOUN
brj-22736	214	4	modeling	modeling	NOUN
brj-22736	214	5	,	,	PUNCT
brj-22736	214	6	”	"	PUNCT
brj-22736	214	7	bioresources	bioresource	NOUN
brj-22736	214	8	19(1	19(1	NUM
brj-22736	214	9	)	)	PUNCT
brj-22736	214	10	,	,	PUNCT
brj-22736	214	11	288	288	NUM
brj-22736	214	12	-	-	SYM
brj-22736	214	13	305	305	NUM
brj-22736	214	14	.	.	PUNCT
brj-22736	214	15	300	300	NUM
brj-22736	214	16	fig	fig	NOUN
brj-22736	214	17	.	.	PUNCT
brj-22736	215	1	6	6	X
brj-22736	215	2	.	.	X
brj-22736	215	3	testing	test	VERB
brj-22736	215	4	the	the	DET
brj-22736	215	5	trained	train	VERB
brj-22736	215	6	ann	ann	PROPN
brj-22736	215	7	model	model	NOUN
brj-22736	215	8	(	(	PUNCT
brj-22736	215	9	a	a	NOUN
brj-22736	215	10	)	)	PUNCT
brj-22736	215	11	and	and	CCONJ
brj-22736	215	12	ri	ri	NOUN
brj-22736	215	13	values	value	NOUN
brj-22736	215	14	of	of	ADP
brj-22736	215	15	php	php	ADJ
brj-22736	215	16	pretreatment	pretreatment	NOUN
brj-22736	215	17	conditions	condition	NOUN
brj-22736	215	18	on	on	ADP
brj-22736	215	19	each	each	DET
brj-22736	215	20	output	output	NOUN
brj-22736	215	21	variable	variable	NOUN
brj-22736	215	22	(	(	PUNCT
brj-22736	215	23	b	b	X
brj-22736	215	24	)	)	PUNCT
brj-22736	215	25	the	the	DET
brj-22736	215	26	ann	ann	PROPN
brj-22736	215	27	modeling	modeling	NOUN
brj-22736	215	28	outperformed	outperform	VERB
brj-22736	215	29	the	the	DET
brj-22736	215	30	rsm	rsm	NOUN
brj-22736	215	31	in	in	ADP
brj-22736	215	32	dealing	deal	VERB
brj-22736	215	33	with	with	ADP
brj-22736	215	34	the	the	DET
brj-22736	215	35	data	datum	NOUN
brj-22736	215	36	with	with	ADP
brj-22736	215	37	a	a	DET
brj-22736	215	38	large	large	ADJ
brj-22736	215	39	amount	amount	NOUN
brj-22736	215	40	or	or	CCONJ
brj-22736	215	41	/	/	SYM
brj-22736	215	42	and	and	CCONJ
brj-22736	215	43	many	many	ADJ
brj-22736	215	44	parameters	parameter	NOUN
brj-22736	215	45	.	.	PUNCT
brj-22736	216	1	typically	typically	ADV
brj-22736	216	2	,	,	PUNCT
brj-22736	216	3	when	when	SCONJ
brj-22736	216	4	performing	perform	VERB
brj-22736	216	5	the	the	DET
brj-22736	216	6	rsm	rsm	NOUN
brj-22736	216	7	with	with	ADP
brj-22736	216	8	box	box	NOUN
brj-22736	216	9	-	-	PUNCT
brj-22736	216	10	behnken	behnken	VERB
brj-22736	216	11	design	design	NOUN
brj-22736	216	12	,	,	PUNCT
brj-22736	216	13	the	the	DET
brj-22736	216	14	program	program	NOUN
brj-22736	216	15	designs	design	VERB
brj-22736	216	16	the	the	DET
brj-22736	216	17	pretreatment	pretreatment	NOUN
brj-22736	216	18	conditions	condition	NOUN
brj-22736	216	19	according	accord	VERB
brj-22736	216	20	to	to	ADP
brj-22736	216	21	the	the	DET
brj-22736	216	22	boundary	boundary	ADJ
brj-22736	216	23	constraints	constraint	NOUN
brj-22736	216	24	,	,	PUNCT
brj-22736	216	25	and	and	CCONJ
brj-22736	216	26	the	the	DET
brj-22736	216	27	experiment	experiment	NOUN
brj-22736	216	28	has	have	VERB
brj-22736	216	29	to	to	PART
brj-22736	216	30	adhere	adhere	VERB
brj-22736	216	31	to	to	ADP
brj-22736	216	32	the	the	DET
brj-22736	216	33	experimental	experimental	ADJ
brj-22736	216	34	design	design	NOUN
brj-22736	216	35	table	table	NOUN
brj-22736	216	36	strictly	strictly	ADV
brj-22736	216	37	.	.	PUNCT
brj-22736	217	1	furthermore	furthermore	ADV
brj-22736	217	2	,	,	PUNCT
brj-22736	217	3	adding	add	VERB
brj-22736	217	4	an	an	DET
brj-22736	217	5	extra	extra	ADJ
brj-22736	217	6	parameter	parameter	NOUN
brj-22736	217	7	or	or	CCONJ
brj-22736	217	8	refining	refine	VERB
brj-22736	217	9	the	the	DET
brj-22736	217	10	experimental	experimental	ADJ
brj-22736	217	11	condition	condition	NOUN
brj-22736	217	12	will	will	AUX
brj-22736	217	13	cause	cause	VERB
brj-22736	217	14	a	a	DET
brj-22736	217	15	drastic	drastic	ADJ
brj-22736	217	16	increase	increase	NOUN
brj-22736	217	17	in	in	ADP
brj-22736	217	18	the	the	DET
brj-22736	217	19	number	number	NOUN
brj-22736	217	20	of	of	ADP
brj-22736	217	21	experimental	experimental	ADJ
brj-22736	217	22	runs	run	NOUN
brj-22736	217	23	.	.	PUNCT
brj-22736	218	1	when	when	SCONJ
brj-22736	218	2	there	there	PRON
brj-22736	218	3	is	be	VERB
brj-22736	218	4	a	a	DET
brj-22736	218	5	nonlinear	nonlinear	ADJ
brj-22736	218	6	response	response	NOUN
brj-22736	218	7	within	within	ADP
brj-22736	218	8	the	the	DET
brj-22736	218	9	condition	condition	NOUN
brj-22736	218	10	boundary	boundary	NOUN
brj-22736	218	11	,	,	PUNCT
brj-22736	218	12	such	such	ADJ
brj-22736	218	13	as	as	ADP
brj-22736	218	14	a	a	DET
brj-22736	218	15	chain	chain	NOUN
brj-22736	218	16	reaction	reaction	NOUN
brj-22736	218	17	triggered	trigger	VERB
brj-22736	218	18	by	by	ADP
brj-22736	218	19	a	a	DET
brj-22736	218	20	certain	certain	ADJ
brj-22736	218	21	condition	condition	NOUN
brj-22736	218	22	that	that	PRON
brj-22736	218	23	considerably	considerably	ADV
brj-22736	218	24	improves	improve	VERB
brj-22736	218	25	the	the	DET
brj-22736	218	26	decomposition	decomposition	NOUN
brj-22736	218	27	extent	extent	NOUN
brj-22736	218	28	,	,	PUNCT
brj-22736	218	29	the	the	DET
brj-22736	218	30	rsm	rsm	NOUN
brj-22736	218	31	fails	fail	VERB
brj-22736	218	32	to	to	PART
brj-22736	218	33	provide	provide	VERB
brj-22736	218	34	valid	valid	ADJ
brj-22736	218	35	results	result	NOUN
brj-22736	218	36	.	.	PUNCT
brj-22736	219	1	on	on	ADP
brj-22736	219	2	the	the	DET
brj-22736	219	3	contrary	contrary	NOUN
brj-22736	219	4	,	,	PUNCT
brj-22736	219	5	the	the	DET
brj-22736	219	6	ann	ann	PROPN
brj-22736	219	7	modeling	modeling	NOUN
brj-22736	219	8	has	have	VERB
brj-22736	219	9	minimal	minimal	ADJ
brj-22736	219	10	data	datum	NOUN
brj-22736	219	11	requirements	requirement	NOUN
brj-22736	219	12	,	,	PUNCT
brj-22736	219	13	and	and	CCONJ
brj-22736	219	14	the	the	DET
brj-22736	219	15	abundant	abundant	ADJ
brj-22736	219	16	data	datum	NOUN
brj-22736	219	17	accumulated	accumulate	VERB
brj-22736	219	18	in	in	ADP
brj-22736	219	19	the	the	DET
brj-22736	219	20	pre	pre	NOUN
brj-22736	219	21	-	-	NOUN
brj-22736	219	22	experiments	experiment	NOUN
brj-22736	219	23	can	can	AUX
brj-22736	219	24	also	also	ADV
brj-22736	219	25	be	be	AUX
brj-22736	219	26	utilized	utilize	VERB
brj-22736	219	27	for	for	ADP
brj-22736	219	28	model	model	NOUN
brj-22736	219	29	training	training	NOUN
brj-22736	219	30	,	,	PUNCT
brj-22736	219	31	which	which	PRON
brj-22736	219	32	is	be	AUX
brj-22736	219	33	a	a	DET
brj-22736	219	34	very	very	ADV
brj-22736	219	35	convenient	convenient	ADJ
brj-22736	219	36	method	method	NOUN
brj-22736	219	37	for	for	ADP
brj-22736	219	38	biomass	biomass	NOUN
brj-22736	219	39	pretreatment	pretreatment	NOUN
brj-22736	219	40	.	.	PUNCT
brj-22736	220	1	thus	thus	ADV
brj-22736	220	2	,	,	PUNCT
brj-22736	220	3	the	the	DET
brj-22736	220	4	present	present	ADJ
brj-22736	220	5	results	result	NOUN
brj-22736	220	6	suggest	suggest	VERB
brj-22736	220	7	that	that	SCONJ
brj-22736	220	8	ann	ann	PROPN
brj-22736	220	9	combined	combine	VERB
brj-22736	220	10	with	with	ADP
brj-22736	220	11	the	the	DET
brj-22736	220	12	ai	ai	NOUN
brj-22736	220	13	technology	technology	NOUN
brj-22736	220	14	can	can	AUX
brj-22736	220	15	play	play	VERB
brj-22736	220	16	a	a	DET
brj-22736	220	17	remarkable	remarkable	ADJ
brj-22736	220	18	role	role	NOUN
brj-22736	220	19	in	in	ADP
brj-22736	220	20	the	the	DET
brj-22736	220	21	traditional	traditional	ADJ
brj-22736	220	22	biomass	biomass	NOUN
brj-22736	220	23	pretreatment	pretreatment	NOUN
brj-22736	220	24	field	field	NOUN
brj-22736	220	25	.	.	PUNCT
brj-22736	221	1	conclusions	conclusion	NOUN
brj-22736	221	2	1	1	X
brj-22736	221	3	.	.	PUNCT
brj-22736	222	1	this	this	DET
brj-22736	222	2	paper	paper	NOUN
brj-22736	222	3	explored	explore	VERB
brj-22736	222	4	the	the	DET
brj-22736	222	5	feasibility	feasibility	NOUN
brj-22736	222	6	of	of	ADP
brj-22736	222	7	using	use	VERB
brj-22736	222	8	anns	ann	NOUN
brj-22736	222	9	to	to	PART
brj-22736	222	10	predict	predict	VERB
brj-22736	222	11	php	php	PROPN
brj-22736	222	12	pretreatment	pretreatment	NOUN
brj-22736	222	13	efficiency	efficiency	NOUN
brj-22736	222	14	.	.	PUNCT
brj-22736	223	1	it	it	PRON
brj-22736	223	2	was	be	AUX
brj-22736	223	3	experimentally	experimentally	ADV
brj-22736	223	4	verified	verify	VERB
brj-22736	223	5	that	that	SCONJ
brj-22736	223	6	the	the	DET
brj-22736	223	7	tanh	tanh	PROPN
brj-22736	223	8	activation	activation	NOUN
brj-22736	223	9	function	function	NOUN
brj-22736	223	10	is	be	AUX
brj-22736	223	11	suitable	suitable	ADJ
brj-22736	223	12	for	for	ADP
brj-22736	223	13	modeling	modeling	NOUN
brj-22736	223	14	in	in	ADP
brj-22736	223	15	this	this	DET
brj-22736	223	16	study	study	NOUN
brj-22736	223	17	.	.	PUNCT
brj-22736	224	1	each	each	DET
brj-22736	224	2	trained	train	VERB
brj-22736	224	3	ann	ann	PROPN
brj-22736	224	4	model	model	NOUN
brj-22736	224	5	had	have	VERB
brj-22736	224	6	4	4	NUM
brj-22736	224	7	key	key	ADJ
brj-22736	224	8	conditions	condition	NOUN
brj-22736	224	9	as	as	ADP
brj-22736	224	10	input	input	NOUN
brj-22736	224	11	variables	variable	NOUN
brj-22736	224	12	,	,	PUNCT
brj-22736	224	13	one	one	NUM
brj-22736	224	14	hidden	hide	VERB
brj-22736	224	15	layer	layer	NOUN
brj-22736	224	16	,	,	PUNCT
brj-22736	224	17	and	and	CCONJ
brj-22736	224	18	one	one	NUM
brj-22736	224	19	selected	select	VERB
brj-22736	224	20	output	output	NOUN
brj-22736	224	21	variable	variable	NOUN
brj-22736	224	22	.	.	PUNCT
brj-22736	225	1	the	the	DET
brj-22736	225	2	specific	specific	ADJ
brj-22736	225	3	network	network	NOUN
brj-22736	225	4	trained	train	VERB
brj-22736	225	5	for	for	ADP
brj-22736	225	6	cellulose	cellulose	NOUN
brj-22736	225	7	content	content	NOUN
brj-22736	225	8	,	,	PUNCT
brj-22736	225	9	cellulose	cellulose	NOUN
brj-22736	225	10	recovery	recovery	NOUN
brj-22736	225	11	,	,	PUNCT
brj-22736	225	12	hemicellulose	hemicellulose	NOUN
brj-22736	225	13	removal	removal	NOUN
brj-22736	225	14	,	,	PUNCT
brj-22736	225	15	and	and	CCONJ
brj-22736	225	16	lignin	lignin	NOUN
brj-22736	225	17	removal	removal	NOUN
brj-22736	225	18	had	have	VERB
brj-22736	225	19	9	9	NUM
brj-22736	225	20	,	,	PUNCT
brj-22736	225	21	10	10	NUM
brj-22736	225	22	,	,	PUNCT
brj-22736	225	23	10	10	NUM
brj-22736	225	24	,	,	PUNCT
brj-22736	225	25	and	and	CCONJ
brj-22736	225	26	12	12	NUM
brj-22736	225	27	neurons	neuron	NOUN
brj-22736	225	28	,	,	PUNCT
brj-22736	225	29	respectively	respectively	ADV
brj-22736	225	30	.	.	PUNCT
brj-22736	226	1	2	2	X
brj-22736	226	2	.	.	X
brj-22736	227	1	after	after	ADP
brj-22736	227	2	900	900	NUM
brj-22736	227	3	iterations	iteration	NOUN
brj-22736	227	4	,	,	PUNCT
brj-22736	227	5	their	their	PRON
brj-22736	227	6	modeling	modeling	NOUN
brj-22736	227	7	accuracy	accuracy	NOUN
brj-22736	227	8	for	for	ADP
brj-22736	227	9	validation	validation	NOUN
brj-22736	227	10	(	(	PUNCT
brj-22736	227	11	r2	r2	PROPN
brj-22736	227	12	)	)	PUNCT
brj-22736	227	13	reached	reach	VERB
brj-22736	227	14	0.9648	0.9648	NUM
brj-22736	227	15	to	to	ADP
brj-22736	227	16	0.9957	0.9957	NUM
brj-22736	227	17	.	.	PUNCT
brj-22736	228	1	the	the	DET
brj-22736	228	2	r2	r2	PROPN
brj-22736	228	3	of	of	ADP
brj-22736	228	4	testing	testing	NOUN
brj-22736	228	5	datasets	dataset	NOUN
brj-22736	228	6	ranged	range	VERB
brj-22736	228	7	from	from	ADP
brj-22736	228	8	0.8070	0.8070	NUM
brj-22736	228	9	to	to	ADP
brj-22736	228	10	0.9989	0.9989	NUM
brj-22736	228	11	,	,	PUNCT
brj-22736	228	12	indicating	indicate	VERB
brj-22736	228	13	excellent	excellent	ADJ
brj-22736	228	14	predictive	predictive	ADJ
brj-22736	228	15	efficiency	efficiency	NOUN
brj-22736	228	16	of	of	ADP
brj-22736	228	17	the	the	DET
brj-22736	228	18	proposed	propose	VERB
brj-22736	228	19	ann	ann	PROPN
brj-22736	228	20	models	model	NOUN
brj-22736	228	21	.	.	PUNCT
brj-22736	229	1	3	3	X
brj-22736	229	2	.	.	X
brj-22736	229	3	the	the	DET
brj-22736	229	4	relative	relative	ADJ
brj-22736	229	5	importance	importance	NOUN
brj-22736	229	6	of	of	ADP
brj-22736	229	7	four	four	NUM
brj-22736	229	8	pretreatment	pretreatment	NOUN
brj-22736	229	9	conditions	condition	NOUN
brj-22736	229	10	to	to	PART
brj-22736	229	11	pretreatment	pretreatment	NOUN
brj-22736	229	12	efficiency	efficiency	NOUN
brj-22736	229	13	was	be	AUX
brj-22736	229	14	also	also	ADV
brj-22736	229	15	investigated	investigate	VERB
brj-22736	229	16	to	to	PART
brj-22736	229	17	provide	provide	VERB
brj-22736	229	18	insights	insight	NOUN
brj-22736	229	19	for	for	ADP
brj-22736	229	20	fine	fine	ADV
brj-22736	229	21	-	-	PUNCT
brj-22736	229	22	tuning	tune	VERB
brj-22736	229	23	php	php	ADJ
brj-22736	229	24	pretreatment	pretreatment	NOUN
brj-22736	229	25	.	.	PUNCT
brj-22736	230	1	in	in	ADP
brj-22736	230	2	summary	summary	NOUN
brj-22736	230	3	,	,	PUNCT
brj-22736	230	4	considering	consider	VERB
brj-22736	230	5	the	the	DET
brj-22736	230	6	fitting	fitting	ADJ
brj-22736	230	7	accuracy	accuracy	NOUN
brj-22736	230	8	between	between	ADP
brj-22736	230	9	predicted	predict	VERB
brj-22736	230	10	and	and	CCONJ
brj-22736	230	11	experimental	experimental	ADJ
brj-22736	230	12	results	result	NOUN
brj-22736	230	13	,	,	PUNCT
brj-22736	230	14	annbased	annbase	VERB
brj-22736	230	15	models	model	NOUN
brj-22736	230	16	were	be	AUX
brj-22736	230	17	judged	judge	VERB
brj-22736	230	18	to	to	PART
brj-22736	230	19	be	be	AUX
brj-22736	230	20	beneficial	beneficial	ADJ
brj-22736	230	21	for	for	ADP
brj-22736	230	22	predicting	predict	VERB
brj-22736	230	23	php	php	PROPN
brj-22736	230	24	pretreatment	pretreatment	NOUN
brj-22736	230	25	efficiency	efficiency	NOUN
brj-22736	230	26	.	.	PUNCT
brj-22736	231	1	peer	peer	NOUN
brj-22736	231	2	-	-	PUNCT
brj-22736	231	3	reviewed	review	VERB
brj-22736	231	4	article	article	NOUN
brj-22736	231	5	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	231	6	wang	wang	PROPN
brj-22736	231	7	et	et	PROPN
brj-22736	231	8	al	al	PROPN
brj-22736	231	9	.	.	PROPN
brj-22736	232	1	(	(	PUNCT
brj-22736	232	2	2024	2024	NUM
brj-22736	232	3	)	)	PUNCT
brj-22736	232	4	.	.	PUNCT
brj-22736	233	1	“	"	PUNCT
brj-22736	233	2	straw	straw	NOUN
brj-22736	233	3	pretreatment	pretreatment	NOUN
brj-22736	233	4	modeling	modeling	NOUN
brj-22736	233	5	,	,	PUNCT
brj-22736	233	6	”	"	PUNCT
brj-22736	233	7	bioresources	bioresource	NOUN
brj-22736	233	8	19(1	19(1	NUM
brj-22736	233	9	)	)	PUNCT
brj-22736	233	10	,	,	PUNCT
brj-22736	233	11	288	288	NUM
brj-22736	233	12	-	-	SYM
brj-22736	233	13	305	305	NUM
brj-22736	233	14	.	.	PUNCT
brj-22736	234	1	301	301	NUM
brj-22736	234	2	acknowledgments	acknowledgment	NOUN
brj-22736	234	3	the	the	DET
brj-22736	234	4	authors	author	NOUN
brj-22736	234	5	are	be	AUX
brj-22736	234	6	grateful	grateful	ADJ
brj-22736	234	7	to	to	ADP
brj-22736	234	8	the	the	DET
brj-22736	234	9	china	china	PROPN
brj-22736	234	10	scholarship	scholarship	PROPN
brj-22736	234	11	council	council	PROPN
brj-22736	234	12	(	(	PUNCT
brj-22736	234	13	csc	csc	PROPN
brj-22736	234	14	,	,	PUNCT
brj-22736	234	15	201906910047	201906910047	NUM
brj-22736	234	16	)	)	PUNCT
brj-22736	234	17	,	,	PUNCT
brj-22736	234	18	the	the	DET
brj-22736	234	19	university	university	NOUN
brj-22736	234	20	of	of	ADP
brj-22736	234	21	calgary	calgary	PROPN
brj-22736	234	22	,	,	PUNCT
brj-22736	234	23	the	the	DET
brj-22736	234	24	national	national	ADJ
brj-22736	234	25	natural	natural	PROPN
brj-22736	234	26	science	science	PROPN
brj-22736	234	27	foundation	foundation	PROPN
brj-22736	234	28	of	of	ADP
brj-22736	234	29	china	china	PROPN
brj-22736	234	30	(	(	PUNCT
brj-22736	234	31	21978183	21978183	NUM
brj-22736	234	32	)	)	PUNCT
brj-22736	234	33	,	,	PUNCT
brj-22736	234	34	and	and	CCONJ
brj-22736	234	35	the	the	DET
brj-22736	234	36	science	science	NOUN
brj-22736	234	37	and	and	CCONJ
brj-22736	234	38	technology	technology	PROPN
brj-22736	234	39	department	department	PROPN
brj-22736	234	40	of	of	ADP
brj-22736	234	41	sichuan	sichuan	PROPN
brj-22736	234	42	province	province	PROPN
brj-22736	234	43	(	(	PUNCT
brj-22736	234	44	2022yfh0065	2022yfh0065	NUM
brj-22736	234	45	,	,	PUNCT
brj-22736	234	46	2022yfn0027	2022yfn0027	NUM
brj-22736	234	47	,	,	PUNCT
brj-22736	234	48	2022nsfsc0394	2022nsfsc0394	NOUN
brj-22736	234	49	,	,	PUNCT
brj-22736	234	50	and	and	CCONJ
brj-22736	234	51	2021zyd0099	2021zyd0099	NUM
brj-22736	234	52	)	)	PUNCT
brj-22736	234	53	for	for	ADP
brj-22736	234	54	supporting	support	VERB
brj-22736	234	55	this	this	DET
brj-22736	234	56	study	study	NOUN
brj-22736	234	57	.	.	PUNCT
brj-22736	235	1	the	the	DET
brj-22736	235	2	authors	author	NOUN
brj-22736	235	3	thank	thank	VERB
brj-22736	235	4	the	the	DET
brj-22736	235	5	biorefining	biorefining	NOUN
brj-22736	235	6	and	and	CCONJ
brj-22736	235	7	photo	photo	NOUN
brj-22736	235	8	-	-	PUNCT
brj-22736	235	9	bioprocessing	bioprocesse	VERB
brj-22736	235	10	research	research	NOUN
brj-22736	235	11	laboratory	laboratory	NOUN
brj-22736	235	12	for	for	ADP
brj-22736	235	13	providing	provide	VERB
brj-22736	235	14	the	the	DET
brj-22736	235	15	necessary	necessary	ADJ
brj-22736	235	16	reagents	reagent	NOUN
brj-22736	235	17	,	,	PUNCT
brj-22736	235	18	instruments	instrument	NOUN
brj-22736	235	19	,	,	PUNCT
brj-22736	235	20	and	and	CCONJ
brj-22736	235	21	technical	technical	ADJ
brj-22736	235	22	assistance	assistance	NOUN
brj-22736	235	23	.	.	PUNCT
brj-22736	236	1	references	reference	NOUN
brj-22736	236	2	cited	cite	VERB
brj-22736	236	3	adil	adil	PROPN
brj-22736	236	4	,	,	PUNCT
brj-22736	236	5	m.	m.	NOUN
brj-22736	236	6	,	,	PUNCT
brj-22736	236	7	ullah	ullah	PROPN
brj-22736	236	8	,	,	PUNCT
brj-22736	236	9	r.	r.	PROPN
brj-22736	236	10	,	,	PUNCT
brj-22736	236	11	noor	noor	PROPN
brj-22736	236	12	,	,	PUNCT
brj-22736	236	13	s.	s.	PROPN
brj-22736	236	14	,	,	PUNCT
brj-22736	236	15	and	and	CCONJ
brj-22736	236	16	gohar	gohar	PROPN
brj-22736	236	17	,	,	PUNCT
brj-22736	236	18	n.	n.	NOUN
brj-22736	236	19	(	(	PUNCT
brj-22736	236	20	2022	2022	NUM
brj-22736	236	21	)	)	PUNCT
brj-22736	236	22	.	.	PUNCT
brj-22736	237	1	“	"	PUNCT
brj-22736	237	2	effect	effect	NOUN
brj-22736	237	3	of	of	ADP
brj-22736	237	4	number	number	NOUN
brj-22736	237	5	of	of	ADP
brj-22736	237	6	neurons	neuron	NOUN
brj-22736	237	7	and	and	CCONJ
brj-22736	237	8	layers	layer	NOUN
brj-22736	237	9	in	in	ADP
brj-22736	237	10	an	an	DET
brj-22736	237	11	artificial	artificial	ADJ
brj-22736	237	12	neural	neural	ADJ
brj-22736	237	13	network	network	NOUN
brj-22736	237	14	for	for	ADP
brj-22736	237	15	generalized	generalized	ADJ
brj-22736	237	16	concrete	concrete	ADJ
brj-22736	237	17	mix	mix	NOUN
brj-22736	237	18	design	design	NOUN
brj-22736	237	19	,	,	PUNCT
brj-22736	237	20	”	"	PUNCT
brj-22736	237	21	neural	neural	ADJ
brj-22736	237	22	comput	comput	PROPN
brj-22736	237	23	&	&	CCONJ
brj-22736	237	24	applic	applic	PROPN
brj-22736	237	25	34	34	NUM
brj-22736	237	26	,	,	PUNCT
brj-22736	237	27	8355	8355	NUM
brj-22736	237	28	-	-	SYM
brj-22736	237	29	8363	8363	NUM
brj-22736	237	30	.	.	PUNCT
brj-22736	238	1	doi	doi	NOUN
brj-22736	238	2	:	:	PUNCT
brj-22736	238	3	10.1007	10.1007	NUM
brj-22736	238	4	/	/	SYM
brj-22736	238	5	s00521	s00521	NOUN
brj-22736	238	6	-	-	PUNCT
brj-22736	238	7	020	020	NUM
brj-22736	238	8	-	-	PUNCT
brj-22736	238	9	05305	05305	NUM
brj-22736	238	10	-	-	SYM
brj-22736	238	11	8	8	NUM
brj-22736	238	12	bhange	bhange	NOUN
brj-22736	238	13	,	,	PUNCT
brj-22736	238	14	v.	v.	PROPN
brj-22736	238	15	p.	p.	PROPN
brj-22736	238	16	,	,	PUNCT
brj-22736	238	17	bhivgade	bhivgade	PROPN
brj-22736	238	18	,	,	PUNCT
brj-22736	238	19	u.	u.	PROPN
brj-22736	238	20	v.	v.	PROPN
brj-22736	238	21	,	,	PUNCT
brj-22736	238	22	and	and	CCONJ
brj-22736	238	23	vaidya	vaidya	PROPN
brj-22736	238	24	,	,	PUNCT
brj-22736	238	25	a.	a.	PROPN
brj-22736	238	26	n.	n.	NOUN
brj-22736	238	27	(	(	PUNCT
brj-22736	238	28	2017	2017	NUM
brj-22736	238	29	)	)	PUNCT
brj-22736	238	30	.	.	PUNCT
brj-22736	239	1	“	"	PUNCT
brj-22736	239	2	artificial	artificial	ADJ
brj-22736	239	3	neural	neural	ADJ
brj-22736	239	4	network	network	NOUN
brj-22736	239	5	modeling	modeling	NOUN
brj-22736	239	6	in	in	ADP
brj-22736	239	7	pretreatment	pretreatment	NOUN
brj-22736	239	8	of	of	ADP
brj-22736	239	9	garden	garden	NOUN
brj-22736	239	10	biomass	biomass	NOUN
brj-22736	239	11	for	for	ADP
brj-22736	239	12	lignocellulose	lignocellulose	ADJ
brj-22736	239	13	degradation	degradation	NOUN
brj-22736	239	14	,	,	PUNCT
brj-22736	239	15	”	"	PUNCT
brj-22736	239	16	waste	waste	NOUN
brj-22736	239	17	biomass	biomass	NOUN
brj-22736	239	18	valorization	valorization	NOUN
brj-22736	239	19	10(5	10(5	NOUN
brj-22736	239	20	)	)	PUNCT
brj-22736	239	21	,	,	PUNCT
brj-22736	239	22	1571	1571	NUM
brj-22736	239	23	-	-	SYM
brj-22736	239	24	1583	1583	NUM
brj-22736	239	25	.	.	PUNCT
brj-22736	240	1	doi	doi	NOUN
brj-22736	240	2	:	:	PUNCT
brj-22736	240	3	10.1007	10.1007	NUM
brj-22736	240	4	/	/	SYM
brj-22736	240	5	s12649	s12649	NOUN
brj-22736	240	6	-	-	PUNCT
brj-22736	240	7	017	017	NUM
brj-22736	240	8	-	-	PUNCT
brj-22736	240	9	0163	0163	NUM
brj-22736	240	10	-	-	PUNCT
brj-22736	240	11	z	z	NOUN
brj-22736	240	12	goyal	goyal	NOUN
brj-22736	240	13	,	,	PUNCT
brj-22736	240	14	m.	m.	NOUN
brj-22736	240	15	,	,	PUNCT
brj-22736	240	16	goyal	goyal	PROPN
brj-22736	240	17	,	,	PUNCT
brj-22736	240	18	r.	r.	PROPN
brj-22736	240	19	,	,	PUNCT
brj-22736	240	20	venkatappa	venkatappa	PROPN
brj-22736	240	21	reddy	reddy	PROPN
brj-22736	240	22	,	,	PUNCT
brj-22736	240	23	p.	p.	NOUN
brj-22736	240	24	,	,	PUNCT
brj-22736	240	25	and	and	CCONJ
brj-22736	240	26	lall	lall	PROPN
brj-22736	240	27	,	,	PUNCT
brj-22736	240	28	b.	b.	PROPN
brj-22736	240	29	(	(	PUNCT
brj-22736	240	30	2020	2020	NUM
brj-22736	240	31	)	)	PUNCT
brj-22736	240	32	.	.	PUNCT
brj-22736	241	1	“	"	PUNCT
brj-22736	241	2	activation	activation	NOUN
brj-22736	241	3	functions	function	NOUN
brj-22736	241	4	,	,	PUNCT
brj-22736	241	5	in	in	ADP
brj-22736	241	6	:	:	PUNCT
brj-22736	241	7	deep	deep	ADJ
brj-22736	241	8	learning	learning	NOUN
brj-22736	241	9	:	:	PUNCT
brj-22736	241	10	algorithms	algorithm	NOUN
brj-22736	241	11	and	and	CCONJ
brj-22736	241	12	applications	application	NOUN
brj-22736	241	13	,	,	PUNCT
brj-22736	241	14	w.	w.	NOUN
brj-22736	241	15	pedrycz	pedrycz	NOUN
brj-22736	241	16	,	,	PUNCT
brj-22736	241	17	s.	s.	PROPN
brj-22736	241	18	m.	m.	PROPN
brj-22736	241	19	chen	chen	PROPN
brj-22736	241	20	(	(	PUNCT
brj-22736	241	21	eds	eds	PROPN
brj-22736	241	22	.	.	PUNCT
brj-22736	241	23	)	)	PUNCT
brj-22736	241	24	,	,	PUNCT
brj-22736	241	25	springer	springer	NOUN
brj-22736	241	26	,	,	PUNCT
brj-22736	241	27	cham	cham	PROPN
brj-22736	241	28	,	,	PUNCT
brj-22736	241	29	switzerland	switzerland	PROPN
brj-22736	241	30	,	,	PUNCT
brj-22736	241	31	pp	pp	ADJ
brj-22736	241	32	.	.	PUNCT
brj-22736	242	1	1	1	NUM
brj-22736	242	2	-	-	SYM
brj-22736	242	3	30	30	NUM
brj-22736	242	4	.	.	PUNCT
brj-22736	243	1	doi	doi	NOUN
brj-22736	243	2	:	:	PUNCT
brj-22736	243	3	10.1007/978	10.1007/978	NUM
brj-22736	243	4	-	-	SYM
brj-22736	243	5	3	3	NUM
brj-22736	243	6	-	-	PUNCT
brj-22736	243	7	030	030	NUM
brj-22736	243	8	-	-	PUNCT
brj-22736	243	9	31760	31760	NUM
brj-22736	243	10	-	-	PUNCT
brj-22736	243	11	7_1	7_1	NUM
brj-22736	243	12	hosseini	hosseini	PROPN
brj-22736	243	13	koupaie	koupaie	PROPN
brj-22736	243	14	,	,	PUNCT
brj-22736	243	15	e.	e.	PROPN
brj-22736	243	16	,	,	PUNCT
brj-22736	243	17	dahadha	dahadha	PROPN
brj-22736	243	18	,	,	PUNCT
brj-22736	243	19	s.	s.	PROPN
brj-22736	243	20	,	,	PUNCT
brj-22736	243	21	bazyar	bazyar	PROPN
brj-22736	243	22	lakeh	lakeh	PROPN
brj-22736	243	23	,	,	PUNCT
brj-22736	243	24	a.	a.	NOUN
brj-22736	243	25	a.	a.	PROPN
brj-22736	243	26	,	,	PUNCT
brj-22736	243	27	azizi	azizi	PROPN
brj-22736	243	28	,	,	PUNCT
brj-22736	243	29	a.	a.	NOUN
brj-22736	243	30	,	,	PUNCT
brj-22736	243	31	and	and	CCONJ
brj-22736	243	32	elbeshbishy	elbeshbishy	ADJ
brj-22736	243	33	,	,	PUNCT
brj-22736	243	34	e.	e.	PROPN
brj-22736	243	35	(	(	PUNCT
brj-22736	243	36	2019	2019	NUM
brj-22736	243	37	)	)	PUNCT
brj-22736	243	38	.	.	PUNCT
brj-22736	244	1	“	"	PUNCT
brj-22736	244	2	enzymatic	enzymatic	ADJ
brj-22736	244	3	pretreatment	pretreatment	NOUN
brj-22736	244	4	of	of	ADP
brj-22736	244	5	lignocellulosic	lignocellulosic	ADJ
brj-22736	244	6	biomass	biomass	NOUN
brj-22736	244	7	for	for	ADP
brj-22736	244	8	enhanced	enhanced	ADJ
brj-22736	244	9	biomethane	biomethane	NOUN
brj-22736	244	10	production	production	NOUN
brj-22736	244	11	-	-	PUNCT
brj-22736	244	12	a	a	DET
brj-22736	244	13	review	review	NOUN
brj-22736	244	14	,	,	PUNCT
brj-22736	244	15	”	"	PUNCT
brj-22736	244	16	j.	j.	PROPN
brj-22736	244	17	environ	environ	PROPN
brj-22736	244	18	.	.	PROPN
brj-22736	244	19	manag	manag	PROPN
brj-22736	244	20	.	.	PUNCT
brj-22736	244	21	233	233	NUM
brj-22736	244	22	,	,	PUNCT
brj-22736	244	23	774	774	NUM
brj-22736	244	24	-	-	SYM
brj-22736	244	25	784	784	NUM
brj-22736	244	26	.	.	PUNCT
brj-22736	245	1	doi	doi	NOUN
brj-22736	245	2	:	:	PUNCT
brj-22736	245	3	10.1016	10.1016	NUM
brj-22736	245	4	/	/	SYM
brj-22736	245	5	j.jenvman.2018.09.106	j.jenvman.2018.09.106	PROPN
brj-22736	245	6	kartal	kartal	PROPN
brj-22736	245	7	,	,	PUNCT
brj-22736	245	8	f.	f.	PROPN
brj-22736	245	9	,	,	PUNCT
brj-22736	245	10	and	and	CCONJ
brj-22736	245	11	özveren	özveren	PROPN
brj-22736	245	12	,	,	PUNCT
brj-22736	245	13	u.	u.	NOUN
brj-22736	245	14	(	(	PUNCT
brj-22736	245	15	2021	2021	NUM
brj-22736	245	16	)	)	PUNCT
brj-22736	245	17	.	.	PUNCT
brj-22736	246	1	“	"	PUNCT
brj-22736	246	2	an	an	DET
brj-22736	246	3	improved	improved	ADJ
brj-22736	246	4	machine	machine	NOUN
brj-22736	246	5	learning	learn	VERB
brj-22736	246	6	approach	approach	NOUN
brj-22736	246	7	to	to	PART
brj-22736	246	8	estimate	estimate	VERB
brj-22736	246	9	hemicellulose	hemicellulose	NOUN
brj-22736	246	10	,	,	PUNCT
brj-22736	246	11	cellulose	cellulose	NOUN
brj-22736	246	12	,	,	PUNCT
brj-22736	246	13	and	and	CCONJ
brj-22736	246	14	lignin	lignin	NOUN
brj-22736	246	15	in	in	ADP
brj-22736	246	16	biomass	biomass	NOUN
brj-22736	246	17	,	,	PUNCT
brj-22736	246	18	”	"	PUNCT
brj-22736	246	19	carbohydr	carbohydr	NOUN
brj-22736	246	20	.	.	PUNCT
brj-22736	247	1	polym	polym	NOUN
brj-22736	247	2	.	.	PUNCT
brj-22736	248	1	technol	technol	PROPN
brj-22736	248	2	.	.	PUNCT
brj-22736	248	3	appl	appl	PROPN
brj-22736	248	4	.	.	PUNCT
brj-22736	249	1	2(25	2(25	NOUN
brj-22736	249	2	)	)	PUNCT
brj-22736	249	3	,	,	PUNCT
brj-22736	250	1	article	article	NOUN
brj-22736	250	2	i	i	PROPN
brj-22736	250	3	d	d	PROPN
brj-22736	250	4	100148	100148	NUM
brj-22736	250	5	.	.	PUNCT
brj-22736	251	1	doi	doi	NOUN
brj-22736	251	2	:	:	PUNCT
brj-22736	251	3	10.1016	10.1016	NUM
brj-22736	251	4	/	/	SYM
brj-22736	251	5	j.carpta.2021.100148	j.carpta.2021.100148	PROPN
brj-22736	251	6	lei	lei	PROPN
brj-22736	251	7	,	,	PUNCT
brj-22736	251	8	m.	m.	NOUN
brj-22736	251	9	,	,	PUNCT
brj-22736	251	10	shen	shen	PROPN
brj-22736	251	11	,	,	PUNCT
brj-22736	251	12	f.	f.	PROPN
brj-22736	251	13	,	,	PUNCT
brj-22736	251	14	hu	hu	PROPN
brj-22736	251	15	,	,	PUNCT
brj-22736	251	16	j.	j.	PROPN
brj-22736	251	17	g.	g.	PROPN
brj-22736	251	18	,	,	PUNCT
brj-22736	251	19	zhao	zhao	PROPN
brj-22736	251	20	,	,	PUNCT
brj-22736	251	21	l.	l.	PROPN
brj-22736	251	22	,	,	PUNCT
brj-22736	251	23	huang	huang	PROPN
brj-22736	251	24	,	,	PUNCT
brj-22736	251	25	m.	m.	NOUN
brj-22736	251	26	,	,	PUNCT
brj-22736	251	27	zou	zou	PROPN
brj-22736	251	28	,	,	PUNCT
brj-22736	251	29	j.	j.	PROPN
brj-22736	251	30	m.	m.	PROPN
brj-22736	251	31	,	,	PUNCT
brj-22736	251	32	tian	tian	PROPN
brj-22736	251	33	,	,	PUNCT
brj-22736	251	34	d.	d.	PROPN
brj-22736	251	35	,	,	PUNCT
brj-22736	251	36	yang	yang	PROPN
brj-22736	251	37	,	,	PUNCT
brj-22736	251	38	g.	g.	PROPN
brj-22736	251	39	,	,	PUNCT
brj-22736	251	40	zeng	zeng	PROPN
brj-22736	251	41	,	,	PUNCT
brj-22736	251	42	y.	y.	PROPN
brj-22736	251	43	m.	m.	PROPN
brj-22736	251	44	,	,	PUNCT
brj-22736	251	45	and	and	CCONJ
brj-22736	251	46	deng	deng	PROPN
brj-22736	251	47	,	,	PUNCT
brj-22736	251	48	s.	s.	PROPN
brj-22736	251	49	h.	h.	PROPN
brj-22736	251	50	(	(	PUNCT
brj-22736	251	51	2022	2022	NUM
brj-22736	251	52	)	)	PUNCT
brj-22736	251	53	.	.	PUNCT
brj-22736	252	1	“	"	PUNCT
brj-22736	252	2	a	a	DET
brj-22736	252	3	novel	novel	ADJ
brj-22736	252	4	way	way	NOUN
brj-22736	252	5	to	to	PART
brj-22736	252	6	facilely	facilely	ADV
brj-22736	252	7	degrade	degrade	VERB
brj-22736	252	8	organic	organic	ADJ
brj-22736	252	9	pollutants	pollutant	NOUN
brj-22736	252	10	with	with	ADP
brj-22736	252	11	the	the	DET
brj-22736	252	12	tail	tail	NOUN
brj-22736	252	13	-	-	PUNCT
brj-22736	252	14	gas	gas	NOUN
brj-22736	252	15	derived	derive	VERB
brj-22736	252	16	from	from	ADP
brj-22736	252	17	php	php	PROPN
brj-22736	252	18	(	(	PUNCT
brj-22736	252	19	phosphoric	phosphoric	NOUN
brj-22736	252	20	acid	acid	NOUN
brj-22736	252	21	plus	plus	CCONJ
brj-22736	252	22	hydrogen	hydrogen	NOUN
brj-22736	252	23	peroxide	peroxide	NOUN
brj-22736	252	24	)	)	PUNCT
brj-22736	252	25	pretreatment	pretreatment	NOUN
brj-22736	252	26	of	of	ADP
brj-22736	252	27	lignocellulose	lignocellulose	NOUN
brj-22736	252	28	,	,	PUNCT
brj-22736	252	29	”	"	PUNCT
brj-22736	252	30	j.	j.	PROPN
brj-22736	252	31	hazard	hazard	PROPN
brj-22736	252	32	.	.	PUNCT
brj-22736	253	1	mater	mater	NOUN
brj-22736	253	2	.	.	PUNCT
brj-22736	254	1	424(part	424(part	NUM
brj-22736	254	2	b	b	NOUN
brj-22736	254	3	)	)	PUNCT
brj-22736	254	4	,	,	PUNCT
brj-22736	254	5	article	article	NOUN
brj-22736	254	6	i	i	PROPN
brj-22736	254	7	d	d	PROPN
brj-22736	254	8	127517	127517	NUM
brj-22736	254	9	.	.	PUNCT
brj-22736	255	1	doi	doi	NOUN
brj-22736	255	2	:	:	PUNCT
brj-22736	255	3	10.1016	10.1016	NUM
brj-22736	255	4	/	/	SYM
brj-22736	255	5	j.jhazmat.2021.127517	j.jhazmat.2021.127517	PROPN
brj-22736	255	6	liu	liu	PROPN
brj-22736	255	7	,	,	PUNCT
brj-22736	255	8	z.	z.	PROPN
brj-22736	255	9	l.	l.	PROPN
brj-22736	255	10	,	,	PUNCT
brj-22736	255	11	wan	wan	PROPN
brj-22736	255	12	,	,	PUNCT
brj-22736	255	13	x.	x.	PROPN
brj-22736	255	14	,	,	PUNCT
brj-22736	255	15	wang	wang	PROPN
brj-22736	255	16	,	,	PUNCT
brj-22736	255	17	q.	q.	PROPN
brj-22736	255	18	,	,	PUNCT
brj-22736	255	19	tian	tian	PROPN
brj-22736	255	20	,	,	PUNCT
brj-22736	255	21	d.	d.	PROPN
brj-22736	255	22	,	,	PUNCT
brj-22736	255	23	hu	hu	PROPN
brj-22736	255	24	,	,	PUNCT
brj-22736	255	25	j.	j.	PROPN
brj-22736	255	26	g.	g.	PROPN
brj-22736	255	27	,	,	PUNCT
brj-22736	255	28	huang	huang	PROPN
brj-22736	255	29	,	,	PUNCT
brj-22736	255	30	m.	m.	NOUN
brj-22736	255	31	,	,	PUNCT
brj-22736	255	32	shen	shen	PROPN
brj-22736	255	33	,	,	PUNCT
brj-22736	255	34	f.	f.	PROPN
brj-22736	255	35	,	,	PUNCT
brj-22736	255	36	and	and	CCONJ
brj-22736	255	37	zeng	zeng	PROPN
brj-22736	255	38	,	,	PUNCT
brj-22736	255	39	y.	y.	PROPN
brj-22736	255	40	m.	m.	NOUN
brj-22736	255	41	(	(	PUNCT
brj-22736	255	42	2021	2021	NUM
brj-22736	255	43	)	)	PUNCT
brj-22736	255	44	.	.	PUNCT
brj-22736	256	1	“	"	PUNCT
brj-22736	256	2	performances	performance	NOUN
brj-22736	256	3	of	of	ADP
brj-22736	256	4	a	a	DET
brj-22736	256	5	multi	multi	ADJ
brj-22736	256	6	-	-	ADJ
brj-22736	256	7	product	product	ADJ
brj-22736	256	8	strategy	strategy	NOUN
brj-22736	256	9	for	for	ADP
brj-22736	256	10	bioethanol	bioethanol	NOUN
brj-22736	256	11	,	,	PUNCT
brj-22736	256	12	lignin	lignin	NOUN
brj-22736	256	13	,	,	PUNCT
brj-22736	256	14	and	and	CCONJ
brj-22736	256	15	ultrahigh	ultrahigh	ADJ
brj-22736	256	16	surface	surface	NOUN
brj-22736	256	17	area	area	NOUN
brj-22736	256	18	carbon	carbon	NOUN
brj-22736	256	19	from	from	ADP
brj-22736	256	20	lignocellulose	lignocellulose	NOUN
brj-22736	256	21	by	by	ADP
brj-22736	256	22	php	php	PROPN
brj-22736	256	23	(	(	PUNCT
brj-22736	256	24	phosphoric	phosphoric	NOUN
brj-22736	256	25	acid	acid	NOUN
brj-22736	256	26	plus	plus	CCONJ
brj-22736	256	27	hydrogen	hydrogen	NOUN
brj-22736	256	28	peroxide	peroxide	NOUN
brj-22736	256	29	)	)	PUNCT
brj-22736	256	30	pretreatment	pretreatment	NOUN
brj-22736	256	31	platform	platform	NOUN
brj-22736	256	32	,	,	PUNCT
brj-22736	256	33	”	"	PUNCT
brj-22736	256	34	renew	renew	NOUN
brj-22736	256	35	.	.	PUNCT
brj-22736	257	1	sust	sust	PROPN
brj-22736	257	2	.	.	PUNCT
brj-22736	258	1	energ	energ	PROPN
brj-22736	258	2	.	.	PUNCT
brj-22736	259	1	rev	rev	PROPN
brj-22736	259	2	.	.	PROPN
brj-22736	259	3	150	150	NUM
brj-22736	259	4	,	,	PUNCT
brj-22736	259	5	article	article	NOUN
brj-22736	259	6	i	i	PROPN
brj-22736	259	7	d	d	PROPN
brj-22736	259	8	111503	111503	NUM
brj-22736	259	9	.	.	PUNCT
brj-22736	260	1	doi	doi	NOUN
brj-22736	260	2	:	:	PUNCT
brj-22736	260	3	10.1016	10.1016	NUM
brj-22736	260	4	/	/	SYM
brj-22736	260	5	j.rser.2021.111503	j.rser.2021.111503	PROPN
brj-22736	260	6	luo	luo	PROPN
brj-22736	260	7	,	,	PUNCT
brj-22736	260	8	h.	h.	PROPN
brj-22736	260	9	z.	z.	PROPN
brj-22736	260	10	,	,	PUNCT
brj-22736	260	11	gao	gao	PROPN
brj-22736	260	12	,	,	PUNCT
brj-22736	260	13	l.	l.	PROPN
brj-22736	260	14	,	,	PUNCT
brj-22736	260	15	liu	liu	PROPN
brj-22736	260	16	,	,	PUNCT
brj-22736	260	17	z.	z.	PROPN
brj-22736	260	18	,	,	PUNCT
brj-22736	260	19	shi	shi	PROPN
brj-22736	260	20	,	,	PUNCT
brj-22736	260	21	y.	y.	PROPN
brj-22736	260	22	j.	j.	PROPN
brj-22736	260	23	,	,	PUNCT
brj-22736	260	24	xie	xie	PROPN
brj-22736	260	25	,	,	PUNCT
brj-22736	260	26	f.	f.	PROPN
brj-22736	260	27	,	,	PUNCT
brj-22736	260	28	bilal	bilal	PROPN
brj-22736	260	29	,	,	PUNCT
brj-22736	260	30	m.	m.	NOUN
brj-22736	260	31	,	,	PUNCT
brj-22736	260	32	yang	yang	PROPN
brj-22736	260	33	,	,	PUNCT
brj-22736	260	34	r.	r.	PROPN
brj-22736	260	35	l.	l.	PROPN
brj-22736	260	36	,	,	PUNCT
brj-22736	260	37	and	and	CCONJ
brj-22736	260	38	taherzadeh	taherzadeh	NOUN
brj-22736	260	39	,	,	PUNCT
brj-22736	260	40	m.	m.	NOUN
brj-22736	260	41	j.	j.	PROPN
brj-22736	260	42	(	(	PUNCT
brj-22736	260	43	2021	2021	NUM
brj-22736	260	44	)	)	PUNCT
brj-22736	260	45	.	.	PUNCT
brj-22736	261	1	“	"	PUNCT
brj-22736	261	2	prediction	prediction	NOUN
brj-22736	261	3	of	of	ADP
brj-22736	261	4	phenolic	phenolic	ADJ
brj-22736	261	5	compounds	compound	NOUN
brj-22736	261	6	and	and	CCONJ
brj-22736	261	7	glucose	glucose	NOUN
brj-22736	261	8	content	content	NOUN
brj-22736	261	9	from	from	ADP
brj-22736	261	10	dilute	dilute	NOUN
brj-22736	261	11	inorganic	inorganic	ADJ
brj-22736	261	12	acid	acid	NOUN
brj-22736	261	13	pretreatment	pretreatment	NOUN
brj-22736	261	14	of	of	ADP
brj-22736	261	15	lignocellulosic	lignocellulosic	ADJ
brj-22736	261	16	biomass	biomass	NOUN
brj-22736	261	17	using	use	VERB
brj-22736	261	18	artificial	artificial	ADJ
brj-22736	261	19	neural	neural	ADJ
brj-22736	261	20	network	network	NOUN
brj-22736	261	21	modeling	modeling	NOUN
brj-22736	261	22	,	,	PUNCT
brj-22736	261	23	”	"	PUNCT
brj-22736	261	24	bioresour	bioresour	NOUN
brj-22736	261	25	.	.	PUNCT
brj-22736	262	1	bioprocess	bioprocess	NOUN
brj-22736	262	2	.	.	PUNCT
brj-22736	263	1	8(1	8(1	NOUN
brj-22736	263	2	)	)	PUNCT
brj-22736	263	3	,	,	PUNCT
brj-22736	263	4	article	article	NOUN
brj-22736	263	5	number	number	NOUN
brj-22736	263	6	134	134	NUM
brj-22736	263	7	.	.	PUNCT
brj-22736	264	1	doi	doi	NOUN
brj-22736	264	2	:	:	PUNCT
brj-22736	264	3	10.1186	10.1186	NUM
brj-22736	264	4	/	/	SYM
brj-22736	264	5	s40643021	s40643021	NOUN
brj-22736	264	6	-	-	PUNCT
brj-22736	264	7	00488	00488	NUM
brj-22736	264	8	-	-	PUNCT
brj-22736	264	9	x	x	SYM
brj-22736	264	10	luterbacher	luterbacher	ADJ
brj-22736	264	11	,	,	PUNCT
brj-22736	264	12	j.	j.	PROPN
brj-22736	264	13	s.	s.	PROPN
brj-22736	264	14	,	,	PUNCT
brj-22736	264	15	martin	martin	PROPN
brj-22736	264	16	alonso	alonso	PROPN
brj-22736	264	17	,	,	PUNCT
brj-22736	264	18	d.	d.	PROPN
brj-22736	264	19	,	,	PUNCT
brj-22736	264	20	and	and	CCONJ
brj-22736	264	21	dumesic	dumesic	ADJ
brj-22736	264	22	,	,	PUNCT
brj-22736	264	23	j.	j.	PROPN
brj-22736	264	24	a.	a.	PROPN
brj-22736	264	25	(	(	PUNCT
brj-22736	264	26	2014	2014	NUM
brj-22736	264	27	)	)	PUNCT
brj-22736	264	28	.	.	PUNCT
brj-22736	265	1	“	"	PUNCT
brj-22736	265	2	targeted	target	VERB
brj-22736	265	3	chemical	chemical	ADJ
brj-22736	265	4	upgrading	upgrading	NOUN
brj-22736	265	5	of	of	ADP
brj-22736	265	6	lignocellulosic	lignocellulosic	ADJ
brj-22736	265	7	biomass	biomass	NOUN
brj-22736	265	8	to	to	ADP
brj-22736	265	9	platform	platform	NOUN
brj-22736	265	10	molecules	molecule	NOUN
brj-22736	265	11	,	,	PUNCT
brj-22736	265	12	”	"	PUNCT
brj-22736	265	13	green	green	ADJ
brj-22736	265	14	chem	chem	NOUN
brj-22736	265	15	.	.	PUNCT
brj-22736	266	1	16(12	16(12	NUM
brj-22736	266	2	)	)	PUNCT
brj-22736	266	3	,	,	PUNCT
brj-22736	266	4	4816	4816	NUM
brj-22736	266	5	-	-	SYM
brj-22736	266	6	4838	4838	NUM
brj-22736	266	7	.	.	PUNCT
brj-22736	267	1	doi	doi	NOUN
brj-22736	267	2	:	:	PUNCT
brj-22736	267	3	10.1039	10.1039	NUM
brj-22736	267	4	/	/	SYM
brj-22736	267	5	c4gc01160k	c4gc01160k	ADJ
brj-22736	267	6	https://doi.org/10.1007/s12649-017-0163-z	https://doi.org/10.1007/s12649-017-0163-z	PROPN
brj-22736	267	7	https://doi.org/10.1007/978-3-030-31760-7_1	https://doi.org/10.1007/978-3-030-31760-7_1	X
brj-22736	267	8	https://doi.org/10.1016/j.jenvman.2018.09.106	https://doi.org/10.1016/j.jenvman.2018.09.106	PROPN
brj-22736	267	9	https://doi.org/10.1016/j.carpta.2021.100148	https://doi.org/10.1016/j.carpta.2021.100148	PROPN
brj-22736	267	10	https://doi.org/10.1016/j.jhazmat.2021.127517	https://doi.org/10.1016/j.jhazmat.2021.127517	PROPN
brj-22736	267	11	https://doi.org/10.1016/j.rser.2021.111503	https://doi.org/10.1016/j.rser.2021.111503	PROPN
brj-22736	267	12	https://doi.org/10.1186/s40643-021-00488-x	https://doi.org/10.1186/s40643-021-00488-x	PROPN
brj-22736	267	13	https://doi.org/10.1186/s40643-021-00488-x	https://doi.org/10.1186/s40643-021-00488-x	PROPN
brj-22736	267	14	https://doi.org/10.1039/c4gc01160k	https://doi.org/10.1039/c4gc01160k	PROPN
brj-22736	267	15	peer	peer	NOUN
brj-22736	267	16	-	-	PUNCT
brj-22736	267	17	reviewed	review	VERB
brj-22736	267	18	article	article	NOUN
brj-22736	267	19	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	267	20	wang	wang	PROPN
brj-22736	267	21	et	et	PROPN
brj-22736	267	22	al	al	PROPN
brj-22736	267	23	.	.	PROPN
brj-22736	268	1	(	(	PUNCT
brj-22736	268	2	2024	2024	NUM
brj-22736	268	3	)	)	PUNCT
brj-22736	268	4	.	.	PUNCT
brj-22736	269	1	“	"	PUNCT
brj-22736	269	2	straw	straw	NOUN
brj-22736	269	3	pretreatment	pretreatment	NOUN
brj-22736	269	4	modeling	modeling	NOUN
brj-22736	269	5	,	,	PUNCT
brj-22736	269	6	”	"	PUNCT
brj-22736	269	7	bioresources	bioresource	NOUN
brj-22736	269	8	19(1	19(1	NUM
brj-22736	269	9	)	)	PUNCT
brj-22736	269	10	,	,	PUNCT
brj-22736	269	11	288	288	NUM
brj-22736	269	12	-	-	SYM
brj-22736	269	13	305	305	NUM
brj-22736	269	14	.	.	PUNCT
brj-22736	269	15	302	302	NUM
brj-22736	269	16	ohgren	ohgren	NOUN
brj-22736	269	17	,	,	PUNCT
brj-22736	269	18	k.	k.	PROPN
brj-22736	269	19	,	,	PUNCT
brj-22736	269	20	bura	bura	PROPN
brj-22736	269	21	,	,	PUNCT
brj-22736	269	22	r.	r.	PROPN
brj-22736	269	23	,	,	PUNCT
brj-22736	269	24	saddler	saddler	NOUN
brj-22736	269	25	,	,	PUNCT
brj-22736	269	26	j.	j.	PROPN
brj-22736	269	27	,	,	PUNCT
brj-22736	269	28	and	and	CCONJ
brj-22736	269	29	zacchi	zacchi	PROPN
brj-22736	269	30	,	,	PUNCT
brj-22736	269	31	g.	g.	PROPN
brj-22736	269	32	(	(	PUNCT
brj-22736	269	33	2007	2007	NUM
brj-22736	269	34	)	)	PUNCT
brj-22736	269	35	.	.	PUNCT
brj-22736	270	1	“	"	PUNCT
brj-22736	270	2	effect	effect	NOUN
brj-22736	270	3	of	of	ADP
brj-22736	270	4	hemicellulose	hemicellulose	NOUN
brj-22736	270	5	and	and	CCONJ
brj-22736	270	6	lignin	lignin	NOUN
brj-22736	270	7	removal	removal	NOUN
brj-22736	270	8	on	on	ADP
brj-22736	270	9	enzymatic	enzymatic	ADJ
brj-22736	270	10	hydrolysis	hydrolysis	NOUN
brj-22736	270	11	of	of	ADP
brj-22736	270	12	steam	steam	NOUN
brj-22736	270	13	pretreated	pretreate	VERB
brj-22736	270	14	corn	corn	NOUN
brj-22736	270	15	stover	stover	NOUN
brj-22736	270	16	,	,	PUNCT
brj-22736	270	17	”	"	PUNCT
brj-22736	270	18	bioresource	bioresource	NOUN
brj-22736	270	19	technol	technol	NOUN
brj-22736	270	20	.	.	PUNCT
brj-22736	271	1	98(13	98(13	NUM
brj-22736	271	2	)	)	PUNCT
brj-22736	271	3	,	,	PUNCT
brj-22736	271	4	2503	2503	NUM
brj-22736	271	5	-	-	SYM
brj-22736	271	6	2510	2510	NUM
brj-22736	271	7	.	.	PUNCT
brj-22736	272	1	doi	doi	NOUN
brj-22736	272	2	:	:	PUNCT
brj-22736	272	3	10.1016	10.1016	NUM
brj-22736	272	4	/	/	SYM
brj-22736	272	5	j.biortech.2006.09.003	j.biortech.2006.09.003	PROPN
brj-22736	272	6	panchal	panchal	NOUN
brj-22736	272	7	,	,	PUNCT
brj-22736	272	8	g.	g.	PROPN
brj-22736	272	9	,	,	PUNCT
brj-22736	272	10	ganatra	ganatra	PROPN
brj-22736	272	11	,	,	PUNCT
brj-22736	272	12	a.	a.	PROPN
brj-22736	272	13	,	,	PUNCT
brj-22736	272	14	kosta	kosta	PROPN
brj-22736	272	15	,	,	PUNCT
brj-22736	272	16	y.	y.	PROPN
brj-22736	272	17	p.	p.	PROPN
brj-22736	272	18	,	,	PUNCT
brj-22736	272	19	and	and	CCONJ
brj-22736	272	20	panchal	panchal	VERB
brj-22736	272	21	,	,	PUNCT
brj-22736	272	22	d.	d.	PROPN
brj-22736	272	23	(	(	PUNCT
brj-22736	272	24	2011	2011	NUM
brj-22736	272	25	)	)	PUNCT
brj-22736	272	26	.	.	PUNCT
brj-22736	273	1	“	"	PUNCT
brj-22736	273	2	behaviour	behaviour	NOUN
brj-22736	273	3	analysis	analysis	NOUN
brj-22736	273	4	of	of	ADP
brj-22736	273	5	multilayer	multilayer	ADJ
brj-22736	273	6	perceptron	perceptron	NOUN
brj-22736	273	7	with	with	ADP
brj-22736	273	8	multiple	multiple	ADJ
brj-22736	273	9	hidden	hide	VERB
brj-22736	273	10	neurons	neuron	NOUN
brj-22736	273	11	and	and	CCONJ
brj-22736	273	12	hidden	hidden	ADJ
brj-22736	273	13	layers	layer	NOUN
brj-22736	273	14	,	,	PUNCT
brj-22736	273	15	”	"	PUNCT
brj-22736	273	16	int	int	NOUN
brj-22736	273	17	.	.	PUNCT
brj-22736	274	1	j.	j.	PROPN
brj-22736	274	2	comput	comput	PROPN
brj-22736	274	3	theor	theor	PROPN
brj-22736	274	4	.	.	PUNCT
brj-22736	275	1	eng	eng	PROPN
brj-22736	275	2	.	.	PROPN
brj-22736	276	1	3(2	3(2	NUM
brj-22736	276	2	)	)	PUNCT
brj-22736	277	1	,	,	PUNCT
brj-22736	277	2	332	332	NUM
brj-22736	277	3	-	-	SYM
brj-22736	277	4	337	337	NUM
brj-22736	277	5	.	.	PUNCT
brj-22736	278	1	doi	doi	NOUN
brj-22736	278	2	:	:	PUNCT
brj-22736	278	3	10.7763	10.7763	NUM
brj-22736	278	4	/	/	SYM
brj-22736	278	5	ijcte.2011.v3.328	ijcte.2011.v3.328	PROPN
brj-22736	278	6	pereira	pereira	PROPN
brj-22736	278	7	,	,	PUNCT
brj-22736	278	8	l.	l.	PROPN
brj-22736	278	9	m.	m.	PROPN
brj-22736	278	10	s.	s.	PROPN
brj-22736	278	11	,	,	PUNCT
brj-22736	278	12	milan	milan	PROPN
brj-22736	278	13	,	,	PUNCT
brj-22736	278	14	t.	t.	NOUN
brj-22736	278	15	m.	m.	NOUN
brj-22736	278	16	,	,	PUNCT
brj-22736	278	17	and	and	CCONJ
brj-22736	278	18	tapia	tapia	PROPN
brj-22736	278	19	-	-	PUNCT
brj-22736	278	20	blácido	blácido	PROPN
brj-22736	278	21	,	,	PUNCT
brj-22736	278	22	d.	d.	PROPN
brj-22736	278	23	r.	r.	PROPN
brj-22736	278	24	(	(	PUNCT
brj-22736	278	25	2021	2021	NUM
brj-22736	278	26	)	)	PUNCT
brj-22736	278	27	.	.	PUNCT
brj-22736	279	1	“	"	PUNCT
brj-22736	279	2	using	use	VERB
brj-22736	279	3	response	response	NOUN
brj-22736	279	4	surface	surface	NOUN
brj-22736	279	5	methodology	methodology	NOUN
brj-22736	279	6	(	(	PUNCT
brj-22736	279	7	rsm	rsm	PROPN
brj-22736	279	8	)	)	PUNCT
brj-22736	279	9	to	to	PART
brj-22736	279	10	optimize	optimize	VERB
brj-22736	279	11	2	2	NUM
brj-22736	279	12	g	g	NOUN
brj-22736	279	13	bioethanol	bioethanol	NOUN
brj-22736	279	14	production	production	NOUN
brj-22736	279	15	:	:	PUNCT
brj-22736	279	16	a	a	DET
brj-22736	279	17	review	review	NOUN
brj-22736	279	18	,	,	PUNCT
brj-22736	279	19	”	"	PUNCT
brj-22736	279	20	biomass	biomass	NOUN
brj-22736	279	21	bioenergy	bioenergy	NOUN
brj-22736	279	22	151	151	NUM
brj-22736	279	23	,	,	PUNCT
brj-22736	279	24	article	article	NOUN
brj-22736	279	25	i	i	PROPN
brj-22736	279	26	d	d	PROPN
brj-22736	279	27	106166	106166	NUM
brj-22736	279	28	.	.	PUNCT
brj-22736	280	1	doi	doi	NOUN
brj-22736	280	2	:	:	PUNCT
brj-22736	280	3	10.1016	10.1016	NUM
brj-22736	280	4	/	/	SYM
brj-22736	280	5	j.biombioe.2021.106166	j.biombioe.2021.106166	PROPN
brj-22736	280	6	qiu	qiu	PROPN
brj-22736	280	7	,	,	PUNCT
brj-22736	280	8	j.	j.	PROPN
brj-22736	280	9	w.	w.	PROPN
brj-22736	280	10	,	,	PUNCT
brj-22736	280	11	tian	tian	PROPN
brj-22736	280	12	,	,	PUNCT
brj-22736	280	13	d.	d.	PROPN
brj-22736	280	14	,	,	PUNCT
brj-22736	280	15	shen	shen	PROPN
brj-22736	280	16	,	,	PUNCT
brj-22736	280	17	f.	f.	PROPN
brj-22736	280	18	,	,	PUNCT
brj-22736	280	19	hu	hu	PROPN
brj-22736	280	20	,	,	PUNCT
brj-22736	280	21	j.	j.	PROPN
brj-22736	280	22	g.	g.	PROPN
brj-22736	280	23	,	,	PUNCT
brj-22736	280	24	zeng	zeng	PROPN
brj-22736	280	25	,	,	PUNCT
brj-22736	280	26	y.	y.	PROPN
brj-22736	280	27	m.	m.	PROPN
brj-22736	280	28	,	,	PUNCT
brj-22736	280	29	yang	yang	PROPN
brj-22736	280	30	,	,	PUNCT
brj-22736	280	31	g.	g.	PROPN
brj-22736	280	32	,	,	PUNCT
brj-22736	280	33	zhang	zhang	PROPN
brj-22736	280	34	,	,	PUNCT
brj-22736	280	35	y.	y.	PROPN
brj-22736	280	36	z.	z.	PROPN
brj-22736	280	37	,	,	PUNCT
brj-22736	280	38	deng	deng	PROPN
brj-22736	280	39	,	,	PUNCT
brj-22736	280	40	s.	s.	PROPN
brj-22736	280	41	h.	h.	PROPN
brj-22736	280	42	,	,	PUNCT
brj-22736	280	43	and	and	CCONJ
brj-22736	280	44	zhang	zhang	PROPN
brj-22736	280	45	,	,	PUNCT
brj-22736	280	46	j.	j.	PROPN
brj-22736	280	47	(	(	PUNCT
brj-22736	280	48	2018	2018	NUM
brj-22736	280	49	)	)	PUNCT
brj-22736	280	50	.	.	PUNCT
brj-22736	281	1	“	"	PUNCT
brj-22736	281	2	bioethanol	bioethanol	NOUN
brj-22736	281	3	production	production	NOUN
brj-22736	281	4	from	from	ADP
brj-22736	281	5	wheat	wheat	NOUN
brj-22736	281	6	straw	straw	NOUN
brj-22736	281	7	by	by	ADP
brj-22736	281	8	phosphoric	phosphoric	ADJ
brj-22736	281	9	acid	acid	NOUN
brj-22736	281	10	plus	plus	CCONJ
brj-22736	281	11	hydrogen	hydrogen	NOUN
brj-22736	281	12	peroxide	peroxide	NOUN
brj-22736	281	13	(	(	PUNCT
brj-22736	281	14	php	php	NOUN
brj-22736	281	15	)	)	PUNCT
brj-22736	281	16	pretreatment	pretreatment	NOUN
brj-22736	281	17	via	via	ADP
brj-22736	281	18	simultaneous	simultaneous	ADJ
brj-22736	281	19	saccharification	saccharification	NOUN
brj-22736	281	20	and	and	CCONJ
brj-22736	281	21	fermentation	fermentation	NOUN
brj-22736	281	22	(	(	PUNCT
brj-22736	281	23	ssf	ssf	NOUN
brj-22736	281	24	)	)	PUNCT
brj-22736	281	25	at	at	ADP
brj-22736	281	26	high	high	ADJ
brj-22736	281	27	solid	solid	ADJ
brj-22736	281	28	loadings	loading	NOUN
brj-22736	281	29	,	,	PUNCT
brj-22736	281	30	”	"	PUNCT
brj-22736	281	31	bioresource	bioresource	ADP
brj-22736	281	32	technol	technol	NOUN
brj-22736	281	33	.	.	PROPN
brj-22736	281	34	268	268	NUM
brj-22736	281	35	,	,	PUNCT
brj-22736	281	36	355	355	NUM
brj-22736	281	37	-	-	SYM
brj-22736	281	38	362	362	NUM
brj-22736	281	39	.	.	PUNCT
brj-22736	282	1	doi	doi	NOUN
brj-22736	282	2	:	:	PUNCT
brj-22736	282	3	10.1016	10.1016	NUM
brj-22736	282	4	/	/	SYM
brj-22736	282	5	j.biortech.2018.08.009	j.biortech.2018.08.009	PROPN
brj-22736	282	6	qiu	qiu	PROPN
brj-22736	282	7	,	,	PUNCT
brj-22736	282	8	j.	j.	PROPN
brj-22736	282	9	w.	w.	PROPN
brj-22736	282	10	,	,	PUNCT
brj-22736	282	11	wang	wang	PROPN
brj-22736	282	12	,	,	PUNCT
brj-22736	282	13	q.	q.	PROPN
brj-22736	282	14	,	,	PUNCT
brj-22736	282	15	shen	shen	PROPN
brj-22736	282	16	,	,	PUNCT
brj-22736	282	17	f.	f.	PROPN
brj-22736	282	18	,	,	PUNCT
brj-22736	282	19	yang	yang	PROPN
brj-22736	282	20	,	,	PUNCT
brj-22736	282	21	g.	g.	PROPN
brj-22736	282	22	,	,	PUNCT
brj-22736	282	23	zhang	zhang	PROPN
brj-22736	282	24	,	,	PUNCT
brj-22736	282	25	y.	y.	PROPN
brj-22736	282	26	z.	z.	PROPN
brj-22736	282	27	,	,	PUNCT
brj-22736	282	28	deng	deng	PROPN
brj-22736	282	29	,	,	PUNCT
brj-22736	282	30	s.	s.	PROPN
brj-22736	282	31	h.	h.	PROPN
brj-22736	282	32	,	,	PUNCT
brj-22736	282	33	zhang	zhang	PROPN
brj-22736	282	34	,	,	PUNCT
brj-22736	282	35	j.	j.	PROPN
brj-22736	282	36	,	,	PUNCT
brj-22736	282	37	zeng	zeng	PROPN
brj-22736	282	38	,	,	PUNCT
brj-22736	282	39	y.	y.	PROPN
brj-22736	282	40	m.	m.	NOUN
brj-22736	282	41	,	,	PUNCT
brj-22736	282	42	and	and	CCONJ
brj-22736	282	43	song	song	NOUN
brj-22736	282	44	,	,	PUNCT
brj-22736	282	45	c.	c.	PROPN
brj-22736	282	46	(	(	PUNCT
brj-22736	282	47	2017	2017	NUM
brj-22736	282	48	)	)	PUNCT
brj-22736	282	49	.	.	PUNCT
brj-22736	283	1	“	"	PUNCT
brj-22736	283	2	optimizing	optimize	VERB
brj-22736	283	3	phosphoric	phosphoric	ADJ
brj-22736	283	4	acid	acid	NOUN
brj-22736	283	5	plus	plus	CCONJ
brj-22736	283	6	hydrogen	hydrogen	NOUN
brj-22736	283	7	peroxide	peroxide	NOUN
brj-22736	283	8	(	(	PUNCT
brj-22736	283	9	php	php	NOUN
brj-22736	283	10	)	)	PUNCT
brj-22736	283	11	pretreatment	pretreatment	NOUN
brj-22736	283	12	on	on	ADP
brj-22736	283	13	wheat	wheat	NOUN
brj-22736	283	14	straw	straw	NOUN
brj-22736	283	15	by	by	ADP
brj-22736	283	16	response	response	NOUN
brj-22736	283	17	surface	surface	NOUN
brj-22736	283	18	method	method	NOUN
brj-22736	283	19	for	for	ADP
brj-22736	283	20	enzymatic	enzymatic	ADJ
brj-22736	283	21	saccharification	saccharification	NOUN
brj-22736	283	22	,	,	PUNCT
brj-22736	283	23	”	"	PUNCT
brj-22736	283	24	appl	appl	NOUN
brj-22736	283	25	.	.	PUNCT
brj-22736	283	26	biochem	biochem	PROPN
brj-22736	283	27	.	.	PUNCT
brj-22736	284	1	biotechnol	biotechnol	NOUN
brj-22736	284	2	.	.	PUNCT
brj-22736	285	1	181(3	181(3	NUM
brj-22736	285	2	)	)	PUNCT
brj-22736	285	3	,	,	PUNCT
brj-22736	285	4	1123	1123	NUM
brj-22736	285	5	-	-	SYM
brj-22736	285	6	1139	1139	NUM
brj-22736	285	7	.	.	PUNCT
brj-22736	286	1	doi	doi	NOUN
brj-22736	286	2	:	:	PUNCT
brj-22736	286	3	10.1007	10.1007	NUM
brj-22736	286	4	/	/	SYM
brj-22736	286	5	s12010	s12010	NOUN
brj-22736	286	6	-	-	PUNCT
brj-22736	286	7	016	016	NUM
brj-22736	286	8	-	-	PUNCT
brj-22736	286	9	2273	2273	NUM
brj-22736	286	10	-	-	SYM
brj-22736	286	11	7	7	NUM
brj-22736	286	12	rashid	rashid	NOUN
brj-22736	286	13	,	,	PUNCT
brj-22736	286	14	t.	t.	PROPN
brj-22736	286	15	,	,	PUNCT
brj-22736	286	16	ali	ali	PROPN
brj-22736	286	17	ammar	ammar	PROPN
brj-22736	286	18	taqvi	taqvi	PROPN
brj-22736	286	19	,	,	PUNCT
brj-22736	286	20	s.	s.	PROPN
brj-22736	286	21	,	,	PUNCT
brj-22736	286	22	sher	sher	PROPN
brj-22736	286	23	,	,	PUNCT
brj-22736	286	24	f.	f.	PROPN
brj-22736	286	25	,	,	PUNCT
brj-22736	286	26	rubab	rubab	PROPN
brj-22736	286	27	,	,	PUNCT
brj-22736	286	28	s.	s.	PROPN
brj-22736	286	29	,	,	PUNCT
brj-22736	286	30	thanabalan	thanabalan	PROPN
brj-22736	286	31	,	,	PUNCT
brj-22736	286	32	m.	m.	NOUN
brj-22736	286	33	,	,	PUNCT
brj-22736	286	34	bilal	bilal	PROPN
brj-22736	286	35	,	,	PUNCT
brj-22736	286	36	m.	m.	NOUN
brj-22736	286	37	,	,	PUNCT
brj-22736	286	38	and	and	CCONJ
brj-22736	286	39	ul	ul	INTJ
brj-22736	286	40	islam	islam	PROPN
brj-22736	286	41	,	,	PUNCT
brj-22736	286	42	b.	b.	PROPN
brj-22736	286	43	(	(	PUNCT
brj-22736	286	44	2021	2021	NUM
brj-22736	286	45	)	)	PUNCT
brj-22736	286	46	.	.	PUNCT
brj-22736	287	1	“	"	PUNCT
brj-22736	287	2	enhanced	enhance	VERB
brj-22736	287	3	lignin	lignin	NOUN
brj-22736	287	4	extraction	extraction	NOUN
brj-22736	287	5	and	and	CCONJ
brj-22736	287	6	optimisation	optimisation	NOUN
brj-22736	287	7	from	from	ADP
brj-22736	287	8	oil	oil	NOUN
brj-22736	287	9	palm	palm	NOUN
brj-22736	287	10	biomass	biomass	NOUN
brj-22736	287	11	using	use	VERB
brj-22736	287	12	neural	neural	ADJ
brj-22736	287	13	network	network	NOUN
brj-22736	287	14	modelling	modelling	NOUN
brj-22736	287	15	,	,	PUNCT
brj-22736	287	16	”	"	PUNCT
brj-22736	287	17	fuel	fuel	NOUN
brj-22736	287	18	293	293	NUM
brj-22736	287	19	,	,	PUNCT
brj-22736	287	20	article	article	NOUN
brj-22736	287	21	i	i	PROPN
brj-22736	287	22	d	d	PROPN
brj-22736	287	23	120485	120485	NUM
brj-22736	287	24	.	.	PUNCT
brj-22736	288	1	doi	doi	NOUN
brj-22736	288	2	:	:	PUNCT
brj-22736	288	3	10.1016	10.1016	NUM
brj-22736	288	4	/	/	SYM
brj-22736	288	5	j.fuel.2021.120485	j.fuel.2021.120485	PROPN
brj-22736	288	6	sadiq	sadiq	PROPN
brj-22736	288	7	,	,	PUNCT
brj-22736	288	8	r.	r.	PROPN
brj-22736	288	9	,	,	PUNCT
brj-22736	288	10	rodriguez	rodriguez	PROPN
brj-22736	288	11	,	,	PUNCT
brj-22736	288	12	m.	m.	NOUN
brj-22736	288	13	j.	j.	PROPN
brj-22736	288	14	,	,	PUNCT
brj-22736	288	15	and	and	CCONJ
brj-22736	288	16	mian	mian	PROPN
brj-22736	288	17	,	,	PUNCT
brj-22736	288	18	h.	h.	PROPN
brj-22736	288	19	r.	r.	PROPN
brj-22736	288	20	(	(	PUNCT
brj-22736	288	21	2019	2019	NUM
brj-22736	288	22	)	)	PUNCT
brj-22736	288	23	.	.	PUNCT
brj-22736	289	1	“	"	PUNCT
brj-22736	289	2	empirical	empirical	ADJ
brj-22736	289	3	models	model	NOUN
brj-22736	289	4	to	to	PART
brj-22736	289	5	predict	predict	VERB
brj-22736	289	6	disinfection	disinfection	NOUN
brj-22736	289	7	by	by	ADP
brj-22736	289	8	-	-	PUNCT
brj-22736	289	9	products	product	NOUN
brj-22736	289	10	(	(	PUNCT
brj-22736	289	11	dbps	dbps	NOUN
brj-22736	289	12	)	)	PUNCT
brj-22736	289	13	in	in	ADP
brj-22736	289	14	drinking	drinking	NOUN
brj-22736	289	15	water	water	NOUN
brj-22736	289	16	:	:	PUNCT
brj-22736	289	17	an	an	DET
brj-22736	289	18	updated	update	VERB
brj-22736	289	19	review	review	NOUN
brj-22736	289	20	,	,	PUNCT
brj-22736	289	21	”	"	PUNCT
brj-22736	289	22	in	in	ADP
brj-22736	289	23	:	:	PUNCT
brj-22736	289	24	encyclopedia	encyclopedia	NOUN
brj-22736	289	25	of	of	ADP
brj-22736	289	26	environmental	environmental	ADJ
brj-22736	289	27	health	health	NOUN
brj-22736	289	28	,	,	PUNCT
brj-22736	289	29	j.	j.	PROPN
brj-22736	289	30	o.	o.	PROPN
brj-22736	289	31	nriagu	nriagu	PROPN
brj-22736	289	32	(	(	PUNCT
brj-22736	289	33	ed	ed	NOUN
brj-22736	289	34	.	.	PUNCT
brj-22736	289	35	)	)	PUNCT
brj-22736	289	36	,	,	PUNCT
brj-22736	289	37	elsevier	elsevier	PROPN
brj-22736	289	38	,	,	PUNCT
brj-22736	289	39	berkeley	berkeley	PROPN
brj-22736	289	40	,	,	PUNCT
brj-22736	289	41	ca	ca	PROPN
brj-22736	289	42	,	,	PUNCT
brj-22736	289	43	usa	usa	PROPN
brj-22736	289	44	.	.	PROPN
brj-22736	289	45	doi	doi	PROPN
brj-22736	289	46	:	:	PUNCT
brj-22736	289	47	10.1016	10.1016	NUM
brj-22736	289	48	/	/	SYM
brj-22736	289	49	b978	b978	NUM
brj-22736	289	50	-	-	PUNCT
brj-22736	289	51	0	0	NUM
brj-22736	289	52	-	-	PUNCT
brj-22736	289	53	12	12	NUM
brj-22736	289	54	-	-	PUNCT
brj-22736	289	55	409548	409548	NUM
brj-22736	289	56	-	-	PUNCT
brj-22736	289	57	9.11193	9.11193	NUM
brj-22736	289	58	-	-	SYM
brj-22736	289	59	5	5	NUM
brj-22736	289	60	she	she	PRON
brj-22736	289	61	,	,	PUNCT
brj-22736	289	62	y.	y.	PROPN
brj-22736	289	63	x.	x.	PROPN
brj-22736	289	64	(	(	PUNCT
brj-22736	289	65	2014	2014	NUM
brj-22736	289	66	)	)	PUNCT
brj-22736	289	67	.	.	PUNCT
brj-22736	290	1	nature	nature	NOUN
brj-22736	290	2	-	-	PUNCT
brj-22736	290	3	inspired	inspire	VERB
brj-22736	290	4	optimization	optimization	NOUN
brj-22736	290	5	algorithms	algorithm	NOUN
brj-22736	290	6	,	,	PUNCT
brj-22736	290	7	2nd	2nd	ADJ
brj-22736	290	8	ed	ed	NOUN
brj-22736	290	9	.	.	PROPN
brj-22736	290	10	,	,	PUNCT
brj-22736	290	11	elsevier	elsevier	PROPN
brj-22736	290	12	,	,	PUNCT
brj-22736	290	13	amsterdam	amsterdam	PROPN
brj-22736	290	14	,	,	PUNCT
brj-22736	290	15	netherlands	netherlands	PROPN
brj-22736	290	16	.	.	PUNCT
brj-22736	291	1	doi	doi	NOUN
brj-22736	291	2	:	:	PUNCT
brj-22736	291	3	10.1016	10.1016	NUM
brj-22736	291	4	/	/	SYM
brj-22736	291	5	c2019	c2019	NUM
brj-22736	291	6	-	-	PUNCT
brj-22736	291	7	0	0	NUM
brj-22736	291	8	-	-	PUNCT
brj-22736	291	9	03762	03762	NUM
brj-22736	291	10	-	-	SYM
brj-22736	291	11	4	4	NUM
brj-22736	291	12	sluiter	sluiter	NOUN
brj-22736	291	13	,	,	PUNCT
brj-22736	291	14	a.	a.	PROPN
brj-22736	291	15	,	,	PUNCT
brj-22736	291	16	hames	hames	PROPN
brj-22736	291	17	,	,	PUNCT
brj-22736	291	18	b.	b.	PROPN
brj-22736	291	19	,	,	PUNCT
brj-22736	291	20	ruiz	ruiz	PROPN
brj-22736	291	21	,	,	PUNCT
brj-22736	291	22	r.	r.	PROPN
brj-22736	291	23	,	,	PUNCT
brj-22736	291	24	scarlata	scarlata	PROPN
brj-22736	291	25	,	,	PUNCT
brj-22736	291	26	c.	c.	PROPN
brj-22736	291	27	,	,	PUNCT
brj-22736	291	28	sluiter	sluiter	PROPN
brj-22736	291	29	,	,	PUNCT
brj-22736	291	30	j.	j.	PROPN
brj-22736	291	31	,	,	PUNCT
brj-22736	291	32	templeton	templeton	PROPN
brj-22736	291	33	,	,	PUNCT
brj-22736	291	34	d.	d.	PROPN
brj-22736	291	35	,	,	PUNCT
brj-22736	291	36	and	and	CCONJ
brj-22736	291	37	crocker	crocker	PROPN
brj-22736	291	38	,	,	PUNCT
brj-22736	291	39	d.	d.	PROPN
brj-22736	291	40	(	(	PUNCT
brj-22736	291	41	2010	2010	NUM
brj-22736	291	42	)	)	PUNCT
brj-22736	291	43	.	.	PUNCT
brj-22736	292	1	“	"	PUNCT
brj-22736	292	2	determination	determination	NOUN
brj-22736	292	3	of	of	ADP
brj-22736	292	4	structural	structural	ADJ
brj-22736	292	5	carbohydrates	carbohydrate	NOUN
brj-22736	292	6	and	and	CCONJ
brj-22736	292	7	lignin	lignin	NOUN
brj-22736	292	8	in	in	ADP
brj-22736	292	9	biomass	biomass	NOUN
brj-22736	292	10	,	,	PUNCT
brj-22736	292	11	”	"	PUNCT
brj-22736	292	12	(	(	PUNCT
brj-22736	292	13	https://www.nrel.gov/docs/gen/fy13/42618.pdf	https://www.nrel.gov/docs/gen/fy13/42618.pdf	PROPN
brj-22736	292	14	)	)	PUNCT
brj-22736	292	15	,	,	PUNCT
brj-22736	292	16	accessed	access	VERB
brj-22736	292	17	12	12	NUM
brj-22736	292	18	june	june	PROPN
brj-22736	292	19	2023	2023	NUM
brj-22736	292	20	.	.	PUNCT
brj-22736	293	1	sunphorka	sunphorka	PROPN
brj-22736	293	2	,	,	PUNCT
brj-22736	293	3	s.	s.	PROPN
brj-22736	293	4	,	,	PUNCT
brj-22736	293	5	chalermsinsuwan	chalermsinsuwan	PROPN
brj-22736	293	6	,	,	PUNCT
brj-22736	293	7	b.	b.	PROPN
brj-22736	293	8	,	,	PUNCT
brj-22736	293	9	and	and	CCONJ
brj-22736	293	10	piumsomboon	piumsomboon	NOUN
brj-22736	293	11	,	,	PUNCT
brj-22736	293	12	p.	p.	NOUN
brj-22736	293	13	(	(	PUNCT
brj-22736	293	14	2017	2017	NUM
brj-22736	293	15	)	)	PUNCT
brj-22736	293	16	.	.	PUNCT
brj-22736	294	1	“	"	PUNCT
brj-22736	294	2	application	application	NOUN
brj-22736	294	3	of	of	ADP
brj-22736	294	4	artificial	artificial	ADJ
brj-22736	294	5	neural	neural	ADJ
brj-22736	294	6	network	network	NOUN
brj-22736	294	7	for	for	ADP
brj-22736	294	8	kinetic	kinetic	ADJ
brj-22736	294	9	parameters	parameter	NOUN
brj-22736	294	10	prediction	prediction	NOUN
brj-22736	294	11	of	of	ADP
brj-22736	294	12	biomass	biomass	NOUN
brj-22736	294	13	oxidation	oxidation	NOUN
brj-22736	294	14	from	from	ADP
brj-22736	294	15	biomass	biomass	NOUN
brj-22736	294	16	properties	property	NOUN
brj-22736	294	17	,	,	PUNCT
brj-22736	294	18	”	"	PUNCT
brj-22736	294	19	j.	j.	PROPN
brj-22736	294	20	energy	energy	PROPN
brj-22736	294	21	inst	inst	PROPN
brj-22736	294	22	.	.	PUNCT
brj-22736	295	1	90(1	90(1	NUM
brj-22736	295	2	)	)	PUNCT
brj-22736	295	3	,	,	PUNCT
brj-22736	295	4	51	51	NUM
brj-22736	295	5	-	-	SYM
brj-22736	295	6	61	61	NUM
brj-22736	295	7	.	.	PUNCT
brj-22736	296	1	doi	doi	NOUN
brj-22736	296	2	:	:	PUNCT
brj-22736	296	3	10.1016	10.1016	NUM
brj-22736	296	4	/	/	SYM
brj-22736	296	5	j.joei.2015.10.007	j.joei.2015.10.007	PROPN
brj-22736	296	6	tang	tang	PROPN
brj-22736	296	7	,	,	PUNCT
brj-22736	296	8	s.	s.	PROPN
brj-22736	296	9	,	,	PUNCT
brj-22736	296	10	dong	dong	PROPN
brj-22736	296	11	,	,	PUNCT
brj-22736	296	12	q.	q.	PROPN
brj-22736	296	13	,	,	PUNCT
brj-22736	296	14	fang	fang	PROPN
brj-22736	296	15	,	,	PUNCT
brj-22736	296	16	z.	z.	PROPN
brj-22736	296	17	,	,	PUNCT
brj-22736	296	18	and	and	CCONJ
brj-22736	296	19	miao	miao	NOUN
brj-22736	296	20	,	,	PUNCT
brj-22736	296	21	z.	z.	PROPN
brj-22736	296	22	d.	d.	PROPN
brj-22736	296	23	(	(	PUNCT
brj-22736	296	24	2019	2019	NUM
brj-22736	296	25	)	)	PUNCT
brj-22736	296	26	.	.	PUNCT
brj-22736	297	1	“	"	PUNCT
brj-22736	297	2	complete	complete	ADJ
brj-22736	297	3	recovery	recovery	NOUN
brj-22736	297	4	of	of	ADP
brj-22736	297	5	cellulose	cellulose	NOUN
brj-22736	297	6	from	from	ADP
brj-22736	297	7	rice	rice	NOUN
brj-22736	297	8	straw	straw	NOUN
brj-22736	297	9	pretreated	pretreate	VERB
brj-22736	297	10	with	with	ADP
brj-22736	297	11	ethylene	ethylene	NOUN
brj-22736	297	12	glycol	glycol	NOUN
brj-22736	297	13	and	and	CCONJ
brj-22736	297	14	aluminum	aluminum	NOUN
brj-22736	297	15	chloride	chloride	NOUN
brj-22736	297	16	for	for	ADP
brj-22736	297	17	enzymatic	enzymatic	ADJ
brj-22736	297	18	hydrolysis	hydrolysis	NOUN
brj-22736	297	19	,	,	PUNCT
brj-22736	297	20	”	"	PUNCT
brj-22736	297	21	bioresource	bioresource	NOUN
brj-22736	297	22	technol	technol	NOUN
brj-22736	297	23	.	.	PROPN
brj-22736	297	24	284	284	NUM
brj-22736	297	25	,	,	PUNCT
brj-22736	297	26	98	98	NUM
brj-22736	297	27	-	-	SYM
brj-22736	297	28	104	104	NUM
brj-22736	297	29	.	.	PUNCT
brj-22736	298	1	doi	doi	NOUN
brj-22736	298	2	:	:	PUNCT
brj-22736	298	3	10.1016	10.1016	NUM
brj-22736	298	4	/	/	SYM
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brj-22736	298	48	2021	2021	NUM
brj-22736	298	49	)	)	PUNCT
brj-22736	298	50	.	.	PUNCT
brj-22736	299	1	“	"	PUNCT
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brj-22736	299	9	acid	acid	NOUN
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brj-22736	299	12	peroxide	peroxide	NOUN
brj-22736	299	13	pretreatment	pretreatment	NOUN
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brj-22736	299	15	lignocellulose	lignocellulose	NOUN
brj-22736	299	16	deconstruction	deconstruction	NOUN
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brj-22736	299	22	.	.	PUNCT
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brj-22736	300	3	)	)	PUNCT
brj-22736	300	4	,	,	PUNCT
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brj-22736	301	8	-	-	PUNCT
brj-22736	301	9	w	w	NOUN
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brj-22736	301	15	,	,	PUNCT
brj-22736	301	16	c.	c.	NOUN
brj-22736	301	17	,	,	PUNCT
brj-22736	301	18	monduzzi	monduzzi	NOUN
brj-22736	301	19	,	,	PUNCT
brj-22736	301	20	m.	m.	NOUN
brj-22736	301	21	,	,	PUNCT
brj-22736	301	22	salis	salis	PROPN
brj-22736	301	23	,	,	PUNCT
brj-22736	301	24	a.	a.	NOUN
brj-22736	301	25	,	,	PUNCT
brj-22736	301	26	and	and	CCONJ
brj-22736	301	27	sanjust	sanjust	NOUN
brj-22736	301	28	,	,	PUNCT
brj-22736	301	29	e.	e.	PROPN
brj-22736	301	30	(	(	PUNCT
brj-22736	301	31	2021	2021	NUM
brj-22736	301	32	)	)	PUNCT
brj-22736	301	33	.	.	PUNCT
brj-22736	302	1	“	"	PUNCT
brj-22736	302	2	recent	recent	ADJ
brj-22736	302	3	developments	development	NOUN
brj-22736	302	4	in	in	ADP
brj-22736	302	5	the	the	DET
brj-22736	302	6	delignification	delignification	NOUN
brj-22736	302	7	and	and	CCONJ
brj-22736	302	8	exploitation	exploitation	NOUN
brj-22736	302	9	of	of	ADP
brj-22736	302	10	grass	grass	NOUN
brj-22736	302	11	lignocellulosic	lignocellulosic	ADJ
brj-22736	302	12	biomass	biomass	NOUN
brj-22736	302	13	,	,	PUNCT
brj-22736	302	14	”	"	PUNCT
brj-22736	302	15	acs	acs	NOUN
brj-22736	302	16	sustain	sustain	VERB
brj-22736	302	17	.	.	PUNCT
brj-22736	303	1	chem	chem	NOUN
brj-22736	303	2	.	.	PUNCT
brj-22736	304	1	eng	eng	PROPN
brj-22736	304	2	.	.	PROPN
brj-22736	304	3	9(6	9(6	NUM
brj-22736	304	4	)	)	PUNCT
brj-22736	304	5	,	,	PUNCT
brj-22736	304	6	2412	2412	NUM
brj-22736	304	7	-	-	SYM
brj-22736	304	8	2432	2432	NUM
brj-22736	304	9	.	.	PUNCT
brj-22736	305	1	doi	doi	NOUN
brj-22736	305	2	:	:	PUNCT
brj-22736	305	3	10.1021	10.1021	NUM
brj-22736	305	4	/	/	SYM
brj-22736	305	5	acssuschemeng.0c07266	acssuschemeng.0c07266	NOUN
brj-22736	306	1	https://doi.org/10.1016/j.biortech.2006.09.003	https://doi.org/10.1016/j.biortech.2006.09.003	ADJ
brj-22736	306	2	https://doi.org/10.7763/ijcte.2011.v3.328	https://doi.org/10.7763/ijcte.2011.v3.328	NOUN
brj-22736	306	3	https://doi.org/10.1016/j.biombioe.2021.106166	https://doi.org/10.1016/j.biombioe.2021.106166	VERB
brj-22736	306	4	https://doi.org/10.1016/j.biortech.2018.08.009	https://doi.org/10.1016/j.biortech.2018.08.009	PROPN
brj-22736	306	5	https://doi.org/10.1007/s12010-016-2273-7	https://doi.org/10.1007/s12010-016-2273-7	PROPN
brj-22736	307	1	https://doi.org/10.1016/j.fuel.2021.120485	https://doi.org/10.1016/j.fuel.2021.120485	PROPN
brj-22736	307	2	https://doi.org/10.1016/b978-0-12-409548-9.11193-5	https://doi.org/10.1016/b978-0-12-409548-9.11193-5	PROPN
brj-22736	307	3	https://doi.org/10.1016/c2019-0-03762-4	https://doi.org/10.1016/c2019-0-03762-4	NOUN
brj-22736	307	4	https://doi.org/10.1016/j.joei.2015.10.007	https://doi.org/10.1016/j.joei.2015.10.007	VERB
brj-22736	307	5	https://doi.org/10.1016/j.biortech.2019.03.100	https://doi.org/10.1016/j.biortech.2019.03.100	PROPN
brj-22736	307	6	https://doi.org/10.1186/s13068-021-02075-w	https://doi.org/10.1186/s13068-021-02075-w	NOUN
brj-22736	307	7	https://doi.org/10.1186/s13068-021-02075-w	https://doi.org/10.1186/s13068-021-02075-w	NOUN
brj-22736	307	8	https://doi.org/10.1021/acssuschemeng.0c07266	https://doi.org/10.1021/acssuschemeng.0c07266	ADV
brj-22736	307	9	peer	peer	NOUN
brj-22736	307	10	-	-	PUNCT
brj-22736	307	11	reviewed	review	VERB
brj-22736	307	12	article	article	NOUN
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brj-22736	307	14	wang	wang	PROPN
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brj-22736	308	1	(	(	PUNCT
brj-22736	308	2	2024	2024	NUM
brj-22736	308	3	)	)	PUNCT
brj-22736	308	4	.	.	PUNCT
brj-22736	309	1	“	"	PUNCT
brj-22736	309	2	straw	straw	NOUN
brj-22736	309	3	pretreatment	pretreatment	NOUN
brj-22736	309	4	modeling	modeling	NOUN
brj-22736	309	5	,	,	PUNCT
brj-22736	309	6	”	"	PUNCT
brj-22736	309	7	bioresources	bioresource	NOUN
brj-22736	309	8	19(1	19(1	NUM
brj-22736	309	9	)	)	PUNCT
brj-22736	309	10	,	,	PUNCT
brj-22736	309	11	288	288	NUM
brj-22736	309	12	-	-	SYM
brj-22736	309	13	305	305	NUM
brj-22736	309	14	.	.	PUNCT
brj-22736	309	15	303	303	NUM
brj-22736	309	16	tsekos	tsekos	ADJ
brj-22736	309	17	,	,	PUNCT
brj-22736	309	18	c.	c.	NOUN
brj-22736	309	19	,	,	PUNCT
brj-22736	309	20	tandurella	tandurella	PROPN
brj-22736	309	21	,	,	PUNCT
brj-22736	309	22	s.	s.	PROPN
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brj-22736	309	24	and	and	CCONJ
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brj-22736	309	28	w.	w.	PROPN
brj-22736	309	29	(	(	PUNCT
brj-22736	309	30	2021	2021	NUM
brj-22736	309	31	)	)	PUNCT
brj-22736	309	32	.	.	PUNCT
brj-22736	310	1	“	"	PUNCT
brj-22736	310	2	estimation	estimation	NOUN
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brj-22736	310	4	lignocellulosic	lignocellulosic	ADJ
brj-22736	310	5	biomass	biomass	NOUN
brj-22736	310	6	pyrolysis	pyrolysis	NOUN
brj-22736	310	7	product	product	NOUN
brj-22736	310	8	yields	yield	NOUN
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brj-22736	310	10	artificial	artificial	ADJ
brj-22736	310	11	neural	neural	ADJ
brj-22736	310	12	networks	network	NOUN
brj-22736	310	13	,	,	PUNCT
brj-22736	310	14	”	"	PUNCT
brj-22736	310	15	j.	j.	PROPN
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brj-22736	310	17	.	.	PUNCT
brj-22736	311	1	appl	appl	PROPN
brj-22736	311	2	.	.	PUNCT
brj-22736	312	1	pyrolysis	pyrolysis	NOUN
brj-22736	312	2	157(9	157(9	NUM
brj-22736	312	3	)	)	PUNCT
brj-22736	312	4	,	,	PUNCT
brj-22736	312	5	article	article	NOUN
brj-22736	312	6	i	i	PROPN
brj-22736	312	7	d	d	PROPN
brj-22736	312	8	105180	105180	NUM
brj-22736	312	9	.	.	PUNCT
brj-22736	313	1	doi	doi	NOUN
brj-22736	313	2	:	:	PUNCT
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brj-22736	313	8	a.	a.	NOUN
brj-22736	313	9	,	,	PUNCT
brj-22736	313	10	angove	angove	ADJ
brj-22736	313	11	,	,	PUNCT
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brj-22736	313	13	j.	j.	PROPN
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brj-22736	313	17	a.	a.	NOUN
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brj-22736	313	20	,	,	PUNCT
brj-22736	313	21	a.	a.	PROPN
brj-22736	313	22	,	,	PUNCT
brj-22736	313	23	mainali	mainali	PROPN
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brj-22736	313	25	b.	b.	PROPN
brj-22736	313	26	,	,	PUNCT
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brj-22736	313	29	m.	m.	NOUN
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brj-22736	313	33	r.	r.	PROPN
brj-22736	313	34	,	,	PUNCT
brj-22736	313	35	and	and	CCONJ
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brj-22736	313	41	2022	2022	NUM
brj-22736	313	42	)	)	PUNCT
brj-22736	313	43	.	.	PUNCT
brj-22736	314	1	“	"	PUNCT
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brj-22736	314	3	-	-	ADJ
brj-22736	314	4	stage	stage	ADJ
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brj-22736	314	6	-	-	NOUN
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brj-22736	314	10	biomass	biomass	NOUN
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brj-22736	314	12	multi	multi	ADJ
brj-22736	314	13	-	-	ADJ
brj-22736	314	14	product	product	ADJ
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brj-22736	314	16	:	:	PUNCT
brj-22736	314	17	a	a	DET
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brj-22736	314	20	”	"	PUNCT
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brj-22736	314	22	.	.	PUNCT
brj-22736	315	1	energy	energy	NOUN
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brj-22736	315	3	.	.	PUNCT
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brj-22736	317	2	)	)	PUNCT
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brj-22736	317	8	.	.	PUNCT
brj-22736	318	1	doi	doi	NOUN
brj-22736	318	2	:	:	PUNCT
brj-22736	318	3	10.1016	10.1016	NUM
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brj-22736	318	8	s.	s.	PROPN
brj-22736	318	9	,	,	PUNCT
brj-22736	318	10	and	and	CCONJ
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brj-22736	318	13	n.	n.	PROPN
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brj-22736	318	15	2001	2001	NUM
brj-22736	318	16	)	)	PUNCT
brj-22736	318	17	.	.	PUNCT
brj-22736	319	1	“	"	PUNCT
brj-22736	319	2	artificial	artificial	ADJ
brj-22736	319	3	neural	neural	ADJ
brj-22736	319	4	networks	network	NOUN
brj-22736	319	5	,	,	PUNCT
brj-22736	319	6	”	"	PUNCT
brj-22736	319	7	in	in	ADP
brj-22736	319	8	:	:	PUNCT
brj-22736	319	9	encyclopedia	encyclopedia	NOUN
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brj-22736	319	11	physical	physical	ADJ
brj-22736	319	12	science	science	NOUN
brj-22736	319	13	and	and	CCONJ
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brj-22736	319	15	,	,	PUNCT
brj-22736	319	16	r.	r.	PROPN
brj-22736	319	17	a.	a.	PROPN
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brj-22736	319	21	.	.	PUNCT
brj-22736	319	22	)	)	PUNCT
brj-22736	319	23	,	,	PUNCT
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brj-22736	319	25	,	,	PUNCT
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brj-22736	319	27	,	,	PUNCT
brj-22736	319	28	ca	ca	PROPN
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brj-22736	319	30	usa	usa	PROPN
brj-22736	319	31	.	.	PROPN
brj-22736	319	32	doi	doi	PROPN
brj-22736	319	33	:	:	PUNCT
brj-22736	319	34	10.1016	10.1016	NUM
brj-22736	319	35	/	/	SYM
brj-22736	319	36	b0	b0	NOUN
brj-22736	319	37	-	-	PUNCT
brj-22736	319	38	12	12	NUM
brj-22736	319	39	-	-	PUNCT
brj-22736	319	40	227410	227410	NUM
brj-22736	319	41	-	-	PUNCT
brj-22736	319	42	5/00837	5/00837	PROPN
brj-22736	319	43	-	-	PUNCT
brj-22736	319	44	1	1	NUM
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brj-22736	319	46	,	,	PUNCT
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brj-22736	319	48	,	,	PUNCT
brj-22736	319	49	yao	yao	PROPN
brj-22736	319	50	,	,	PUNCT
brj-22736	319	51	f.	f.	PROPN
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brj-22736	319	53	,	,	PUNCT
brj-22736	319	54	tian	tian	PROPN
brj-22736	319	55	,	,	PUNCT
brj-22736	319	56	d.	d.	PROPN
brj-22736	319	57	,	,	PUNCT
brj-22736	319	58	shen	shen	PROPN
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brj-22736	319	60	f.	f.	PROPN
brj-22736	319	61	,	,	PUNCT
brj-22736	319	62	hu	hu	PROPN
brj-22736	319	63	,	,	PUNCT
brj-22736	319	64	j.	j.	PROPN
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brj-22736	319	66	,	,	PUNCT
brj-22736	319	67	zeng	zeng	PROPN
brj-22736	319	68	,	,	PUNCT
brj-22736	319	69	y.	y.	PROPN
brj-22736	319	70	m.	m.	PROPN
brj-22736	319	71	,	,	PUNCT
brj-22736	319	72	yang	yang	PROPN
brj-22736	319	73	,	,	PUNCT
brj-22736	319	74	g.	g.	PROPN
brj-22736	319	75	,	,	PUNCT
brj-22736	319	76	zhang	zhang	PROPN
brj-22736	319	77	,	,	PUNCT
brj-22736	319	78	y.	y.	PROPN
brj-22736	319	79	z.	z.	PROPN
brj-22736	319	80	,	,	PUNCT
brj-22736	319	81	and	and	CCONJ
brj-22736	319	82	deng	deng	PROPN
brj-22736	319	83	,	,	PUNCT
brj-22736	319	84	s.	s.	PROPN
brj-22736	319	85	h.	h.	PROPN
brj-22736	319	86	(	(	PUNCT
brj-22736	319	87	2019	2019	NUM
brj-22736	319	88	)	)	PUNCT
brj-22736	319	89	.	.	PUNCT
brj-22736	320	1	“	"	PUNCT
brj-22736	320	2	pretreatment	pretreatment	NOUN
brj-22736	320	3	of	of	ADP
brj-22736	320	4	wheat	wheat	NOUN
brj-22736	320	5	straw	straw	NOUN
brj-22736	320	6	with	with	ADP
brj-22736	320	7	phosphoric	phosphoric	ADJ
brj-22736	320	8	acid	acid	NOUN
brj-22736	320	9	and	and	CCONJ
brj-22736	320	10	hydrogen	hydrogen	NOUN
brj-22736	320	11	peroxide	peroxide	NOUN
brj-22736	320	12	to	to	PART
brj-22736	320	13	simultaneously	simultaneously	ADV
brj-22736	320	14	facilitate	facilitate	VERB
brj-22736	320	15	cellulose	cellulose	NOUN
brj-22736	320	16	digestibility	digestibility	NOUN
brj-22736	320	17	and	and	CCONJ
brj-22736	320	18	modify	modify	VERB
brj-22736	320	19	lignin	lignin	NOUN
brj-22736	320	20	as	as	ADP
brj-22736	320	21	adsorbents	adsorbent	NOUN
brj-22736	320	22	,	,	PUNCT
brj-22736	320	23	”	"	PUNCT
brj-22736	320	24	biomolecules	biomolecule	NOUN
brj-22736	320	25	9(12	9(12	NUM
brj-22736	320	26	)	)	PUNCT
brj-22736	320	27	,	,	PUNCT
brj-22736	320	28	article	article	NOUN
brj-22736	320	29	844	844	NUM
brj-22736	320	30	.	.	PUNCT
brj-22736	320	31	doi	doi	NOUN
brj-22736	320	32	:	:	PUNCT
brj-22736	320	33	10.3390	10.3390	NUM
brj-22736	320	34	/	/	SYM
brj-22736	320	35	biom9120844	biom9120844	PROPN
brj-22736	320	36	wang	wang	PROPN
brj-22736	320	37	,	,	PUNCT
brj-22736	320	38	q.	q.	PROPN
brj-22736	320	39	,	,	PUNCT
brj-22736	320	40	hu	hu	PROPN
brj-22736	320	41	,	,	PUNCT
brj-22736	320	42	j.	j.	PROPN
brj-22736	320	43	g.	g.	PROPN
brj-22736	320	44	,	,	PUNCT
brj-22736	320	45	shen	shen	PROPN
brj-22736	320	46	,	,	PUNCT
brj-22736	320	47	f.	f.	PROPN
brj-22736	320	48	,	,	PUNCT
brj-22736	320	49	mei	mei	PROPN
brj-22736	320	50	,	,	PUNCT
brj-22736	320	51	z.	z.	PROPN
brj-22736	320	52	l.	l.	PROPN
brj-22736	320	53	,	,	PUNCT
brj-22736	320	54	yang	yang	PROPN
brj-22736	320	55	,	,	PUNCT
brj-22736	320	56	g.	g.	PROPN
brj-22736	320	57	,	,	PUNCT
brj-22736	320	58	zhang	zhang	PROPN
brj-22736	320	59	,	,	PUNCT
brj-22736	320	60	y.	y.	PROPN
brj-22736	320	61	z.	z.	PROPN
brj-22736	320	62	,	,	PUNCT
brj-22736	320	63	hu	hu	PROPN
brj-22736	320	64	,	,	PUNCT
brj-22736	320	65	y.	y.	PROPN
brj-22736	320	66	d.	d.	PROPN
brj-22736	320	67	,	,	PUNCT
brj-22736	320	68	zhang	zhang	PROPN
brj-22736	320	69	,	,	PUNCT
brj-22736	320	70	j.	j.	PROPN
brj-22736	320	71	,	,	PUNCT
brj-22736	320	72	and	and	CCONJ
brj-22736	320	73	deng	deng	PROPN
brj-22736	320	74	,	,	PUNCT
brj-22736	320	75	s.	s.	PROPN
brj-22736	320	76	h.	h.	PROPN
brj-22736	320	77	(	(	PUNCT
brj-22736	320	78	2016	2016	NUM
brj-22736	320	79	)	)	PUNCT
brj-22736	320	80	.	.	PUNCT
brj-22736	321	1	“	"	PUNCT
brj-22736	321	2	pretreating	pretreate	VERB
brj-22736	321	3	wheat	wheat	NOUN
brj-22736	321	4	straw	straw	NOUN
brj-22736	321	5	by	by	ADP
brj-22736	321	6	the	the	DET
brj-22736	321	7	concentrated	concentrate	VERB
brj-22736	321	8	phosphoric	phosphoric	ADJ
brj-22736	321	9	acid	acid	NOUN
brj-22736	321	10	plus	plus	CCONJ
brj-22736	321	11	hydrogen	hydrogen	NOUN
brj-22736	321	12	peroxide	peroxide	NOUN
brj-22736	321	13	(	(	PUNCT
brj-22736	321	14	php	php	NOUN
brj-22736	321	15	):	):	PUNCT
brj-22736	321	16	investigations	investigation	NOUN
brj-22736	321	17	on	on	ADP
brj-22736	321	18	pretreatment	pretreatment	NOUN
brj-22736	321	19	conditions	condition	NOUN
brj-22736	321	20	and	and	CCONJ
brj-22736	321	21	structure	structure	NOUN
brj-22736	321	22	changes	change	NOUN
brj-22736	321	23	,	,	PUNCT
brj-22736	321	24	”	"	PUNCT
brj-22736	321	25	bioresource	bioresource	ADP
brj-22736	321	26	technol	technol	NOUN
brj-22736	321	27	.	.	PROPN
brj-22736	321	28	199	199	NUM
brj-22736	321	29	,	,	PUNCT
brj-22736	321	30	245	245	NUM
brj-22736	321	31	-	-	SYM
brj-22736	321	32	257	257	NUM
brj-22736	321	33	.	.	PUNCT
brj-22736	322	1	doi	doi	NOUN
brj-22736	322	2	:	:	PUNCT
brj-22736	322	3	10.1016	10.1016	NUM
brj-22736	322	4	/	/	SYM
brj-22736	322	5	j.biortech.2015.07.112	j.biortech.2015.07.112	PROPN
brj-22736	322	6	wang	wang	PROPN
brj-22736	322	7	,	,	PUNCT
brj-22736	322	8	q.	q.	PROPN
brj-22736	322	9	,	,	PUNCT
brj-22736	322	10	tian	tian	PROPN
brj-22736	322	11	,	,	PUNCT
brj-22736	322	12	d.	d.	PROPN
brj-22736	322	13	,	,	PUNCT
brj-22736	322	14	hu	hu	PROPN
brj-22736	322	15	,	,	PUNCT
brj-22736	322	16	j.	j.	PROPN
brj-22736	322	17	g.	g.	PROPN
brj-22736	322	18	,	,	PUNCT
brj-22736	322	19	shen	shen	PROPN
brj-22736	322	20	,	,	PUNCT
brj-22736	322	21	f.	f.	PROPN
brj-22736	322	22	,	,	PUNCT
brj-22736	322	23	yang	yang	PROPN
brj-22736	322	24	,	,	PUNCT
brj-22736	322	25	g.	g.	PROPN
brj-22736	322	26	,	,	PUNCT
brj-22736	322	27	zhang	zhang	PROPN
brj-22736	322	28	,	,	PUNCT
brj-22736	322	29	y.	y.	PROPN
brj-22736	322	30	z.	z.	PROPN
brj-22736	322	31	,	,	PUNCT
brj-22736	322	32	deng	deng	PROPN
brj-22736	322	33	,	,	PUNCT
brj-22736	322	34	s.	s.	PROPN
brj-22736	322	35	h.	h.	PROPN
brj-22736	322	36	,	,	PUNCT
brj-22736	322	37	zhang	zhang	PROPN
brj-22736	322	38	,	,	PUNCT
brj-22736	322	39	j.	j.	PROPN
brj-22736	322	40	,	,	PUNCT
brj-22736	322	41	zeng	zeng	PROPN
brj-22736	322	42	,	,	PUNCT
brj-22736	322	43	y.	y.	PROPN
brj-22736	322	44	m.	m.	PROPN
brj-22736	322	45	,	,	PUNCT
brj-22736	322	46	and	and	CCONJ
brj-22736	322	47	hu	hu	PROPN
brj-22736	322	48	,	,	PUNCT
brj-22736	322	49	y.	y.	PROPN
brj-22736	322	50	d.	d.	PROPN
brj-22736	322	51	(	(	PUNCT
brj-22736	322	52	2018	2018	NUM
brj-22736	322	53	)	)	PUNCT
brj-22736	322	54	.	.	PUNCT
brj-22736	323	1	“	"	PUNCT
brj-22736	323	2	fates	fate	NOUN
brj-22736	323	3	of	of	ADP
brj-22736	323	4	hemicellulose	hemicellulose	NOUN
brj-22736	323	5	,	,	PUNCT
brj-22736	323	6	lignin	lignin	NOUN
brj-22736	323	7	and	and	CCONJ
brj-22736	323	8	cellulose	cellulose	NOUN
brj-22736	323	9	in	in	ADP
brj-22736	323	10	concentrated	concentrated	ADJ
brj-22736	323	11	phosphoric	phosphoric	ADJ
brj-22736	323	12	acid	acid	NOUN
brj-22736	323	13	with	with	ADP
brj-22736	323	14	hydrogen	hydrogen	NOUN
brj-22736	323	15	peroxide	peroxide	NOUN
brj-22736	323	16	(	(	PUNCT
brj-22736	323	17	php	php	NOUN
brj-22736	323	18	)	)	PUNCT
brj-22736	323	19	pretreatment	pretreatment	NOUN
brj-22736	323	20	,	,	PUNCT
brj-22736	323	21	”	"	PUNCT
brj-22736	323	22	rsc	rsc	PROPN
brj-22736	323	23	adv	adv	PROPN
brj-22736	323	24	.	.	PROPN
brj-22736	323	25	8(23	8(23	NOUN
brj-22736	323	26	)	)	PUNCT
brj-22736	323	27	,	,	PUNCT
brj-22736	323	28	12714	12714	NUM
brj-22736	323	29	-	-	SYM
brj-22736	323	30	12723	12723	NUM
brj-22736	323	31	.	.	PUNCT
brj-22736	324	1	doi	doi	NOUN
brj-22736	324	2	:	:	PUNCT
brj-22736	324	3	10.1039	10.1039	NUM
brj-22736	324	4	/	/	SYM
brj-22736	324	5	c8ra00764k	c8ra00764k	PROPN
brj-22736	324	6	wang	wang	PROPN
brj-22736	324	7	,	,	PUNCT
brj-22736	324	8	q.	q.	PROPN
brj-22736	324	9	,	,	PUNCT
brj-22736	324	10	wang	wang	PROPN
brj-22736	324	11	,	,	PUNCT
brj-22736	324	12	z.	z.	PROPN
brj-22736	324	13	h.	h.	PROPN
brj-22736	324	14	,	,	PUNCT
brj-22736	324	15	shen	shen	PROPN
brj-22736	324	16	,	,	PUNCT
brj-22736	324	17	f.	f.	PROPN
brj-22736	324	18	,	,	PUNCT
brj-22736	324	19	hu	hu	PROPN
brj-22736	324	20	,	,	PUNCT
brj-22736	324	21	j.	j.	PROPN
brj-22736	324	22	g.	g.	PROPN
brj-22736	324	23	,	,	PUNCT
brj-22736	324	24	sun	sun	PROPN
brj-22736	324	25	,	,	PUNCT
brj-22736	324	26	f.	f.	PROPN
brj-22736	324	27	b.	b.	PROPN
brj-22736	324	28	,	,	PUNCT
brj-22736	324	29	lin	lin	PROPN
brj-22736	324	30	,	,	PUNCT
brj-22736	324	31	l.	l.	PROPN
brj-22736	324	32	l.	l.	PROPN
brj-22736	324	33	,	,	PUNCT
brj-22736	324	34	yang	yang	PROPN
brj-22736	324	35	,	,	PUNCT
brj-22736	324	36	g.	g.	PROPN
brj-22736	324	37	,	,	PUNCT
brj-22736	324	38	zhang	zhang	PROPN
brj-22736	324	39	,	,	PUNCT
brj-22736	324	40	y.	y.	PROPN
brj-22736	324	41	z.	z.	PROPN
brj-22736	324	42	,	,	PUNCT
brj-22736	324	43	and	and	CCONJ
brj-22736	324	44	deng	deng	PROPN
brj-22736	324	45	,	,	PUNCT
brj-22736	324	46	s.	s.	PROPN
brj-22736	324	47	h.	h.	PROPN
brj-22736	324	48	(	(	PUNCT
brj-22736	324	49	2014	2014	NUM
brj-22736	324	50	)	)	PUNCT
brj-22736	324	51	.	.	PUNCT
brj-22736	325	1	“	"	PUNCT
brj-22736	325	2	pretreating	pretreate	VERB
brj-22736	325	3	lignocellulosic	lignocellulosic	ADJ
brj-22736	325	4	biomass	biomass	NOUN
brj-22736	325	5	by	by	ADP
brj-22736	325	6	the	the	DET
brj-22736	325	7	concentrated	concentrate	VERB
brj-22736	325	8	phosphoric	phosphoric	ADJ
brj-22736	325	9	acid	acid	NOUN
brj-22736	325	10	plus	plus	CCONJ
brj-22736	325	11	hydrogen	hydrogen	NOUN
brj-22736	325	12	peroxide	peroxide	NOUN
brj-22736	325	13	(	(	PUNCT
brj-22736	325	14	php	php	NOUN
brj-22736	325	15	)	)	PUNCT
brj-22736	325	16	for	for	ADP
brj-22736	325	17	enzymatic	enzymatic	ADJ
brj-22736	325	18	hydrolysis	hydrolysis	NOUN
brj-22736	325	19	:	:	PUNCT
brj-22736	325	20	evaluating	evaluate	VERB
brj-22736	325	21	the	the	DET
brj-22736	325	22	pretreatment	pretreatment	NOUN
brj-22736	325	23	flexibility	flexibility	NOUN
brj-22736	325	24	on	on	ADP
brj-22736	325	25	feedstocks	feedstock	NOUN
brj-22736	325	26	and	and	CCONJ
brj-22736	325	27	particle	particle	NOUN
brj-22736	325	28	sizes	size	NOUN
brj-22736	325	29	,	,	PUNCT
brj-22736	325	30	”	"	PUNCT
brj-22736	325	31	bioresource	bioresource	ADP
brj-22736	325	32	technol	technol	NOUN
brj-22736	325	33	.	.	PROPN
brj-22736	325	34	166	166	NUM
brj-22736	325	35	,	,	PUNCT
brj-22736	325	36	420	420	NUM
brj-22736	325	37	-	-	SYM
brj-22736	325	38	428	428	NUM
brj-22736	325	39	.	.	PUNCT
brj-22736	326	1	doi	doi	NOUN
brj-22736	326	2	:	:	PUNCT
brj-22736	326	3	10.1016	10.1016	NUM
brj-22736	326	4	/	/	SYM
brj-22736	326	5	j.biortech.2014.05.088	j.biortech.2014.05.088	PROPN
brj-22736	326	6	yang	yang	PROPN
brj-22736	326	7	,	,	PUNCT
brj-22736	326	8	j.	j.	PROPN
brj-22736	326	9	,	,	PUNCT
brj-22736	326	10	huang	huang	PROPN
brj-22736	326	11	,	,	PUNCT
brj-22736	326	12	y.	y.	PROPN
brj-22736	326	13	,	,	PUNCT
brj-22736	326	14	xu	xu	PROPN
brj-22736	326	15	,	,	PUNCT
brj-22736	326	16	h.	h.	PROPN
brj-22736	326	17	y.	y.	PROPN
brj-22736	326	18	,	,	PUNCT
brj-22736	326	19	gu	gu	PROPN
brj-22736	326	20	,	,	PUNCT
brj-22736	326	21	d.	d.	PROPN
brj-22736	326	22	y.	y.	PROPN
brj-22736	326	23	,	,	PUNCT
brj-22736	326	24	xu	xu	PROPN
brj-22736	326	25	,	,	PUNCT
brj-22736	326	26	f.	f.	PROPN
brj-22736	326	27	,	,	PUNCT
brj-22736	326	28	tang	tang	PROPN
brj-22736	326	29	,	,	PUNCT
brj-22736	326	30	j.	j.	PROPN
brj-22736	326	31	t.	t.	PROPN
brj-22736	326	32	,	,	PUNCT
brj-22736	326	33	fang	fang	PROPN
brj-22736	326	34	,	,	PUNCT
brj-22736	326	35	c.	c.	PROPN
brj-22736	326	36	,	,	PUNCT
brj-22736	326	37	and	and	CCONJ
brj-22736	326	38	yang	yang	PROPN
brj-22736	326	39	,	,	PUNCT
brj-22736	326	40	y.	y.	PROPN
brj-22736	326	41	(	(	PUNCT
brj-22736	326	42	2020	2020	NUM
brj-22736	326	43	)	)	PUNCT
brj-22736	326	44	.	.	PUNCT
brj-22736	327	1	“	"	PUNCT
brj-22736	327	2	optimization	optimization	NOUN
brj-22736	327	3	of	of	ADP
brj-22736	327	4	fungi	fungi	PROPN
brj-22736	327	5	co	co	NOUN
brj-22736	327	6	-	-	NOUN
brj-22736	327	7	fermentation	fermentation	NOUN
brj-22736	327	8	for	for	ADP
brj-22736	327	9	improving	improve	VERB
brj-22736	327	10	anthraquinone	anthraquinone	NOUN
brj-22736	327	11	contents	content	NOUN
brj-22736	327	12	and	and	CCONJ
brj-22736	327	13	antioxidant	antioxidant	ADJ
brj-22736	327	14	activity	activity	NOUN
brj-22736	327	15	using	use	VERB
brj-22736	327	16	artificial	artificial	ADJ
brj-22736	327	17	neural	neural	ADJ
brj-22736	327	18	networks	network	NOUN
brj-22736	327	19	,	,	PUNCT
brj-22736	327	20	”	"	PUNCT
brj-22736	327	21	food	food	NOUN
brj-22736	327	22	chem	chem	NOUN
brj-22736	327	23	.	.	PUNCT
brj-22736	328	1	313	313	NUM
brj-22736	328	2	,	,	PUNCT
brj-22736	328	3	article	article	NOUN
brj-22736	328	4	i	i	PROPN
brj-22736	328	5	d	d	PROPN
brj-22736	328	6	126138	126138	NUM
brj-22736	328	7	.	.	PUNCT
brj-22736	329	1	doi	doi	NOUN
brj-22736	329	2	:	:	PUNCT
brj-22736	329	3	10.1016	10.1016	NUM
brj-22736	329	4	/	/	SYM
brj-22736	329	5	j.foodchem.2019.126138	j.foodchem.2019.126138	PROPN
brj-22736	329	6	yao	yao	PROPN
brj-22736	329	7	,	,	PUNCT
brj-22736	329	8	f.	f.	PROPN
brj-22736	329	9	p.	p.	PROPN
brj-22736	329	10	,	,	PUNCT
brj-22736	329	11	tian	tian	PROPN
brj-22736	329	12	,	,	PUNCT
brj-22736	329	13	d.	d.	PROPN
brj-22736	329	14	,	,	PUNCT
brj-22736	329	15	shen	shen	PROPN
brj-22736	329	16	,	,	PUNCT
brj-22736	329	17	f.	f.	PROPN
brj-22736	329	18	,	,	PUNCT
brj-22736	329	19	hu	hu	PROPN
brj-22736	329	20	,	,	PUNCT
brj-22736	329	21	j.	j.	PROPN
brj-22736	329	22	g.	g.	PROPN
brj-22736	329	23	,	,	PUNCT
brj-22736	329	24	zeng	zeng	PROPN
brj-22736	329	25	,	,	PUNCT
brj-22736	329	26	y.	y.	PROPN
brj-22736	329	27	m.	m.	PROPN
brj-22736	329	28	,	,	PUNCT
brj-22736	329	29	yang	yang	PROPN
brj-22736	329	30	,	,	PUNCT
brj-22736	329	31	g.	g.	PROPN
brj-22736	329	32	,	,	PUNCT
brj-22736	329	33	zhang	zhang	PROPN
brj-22736	329	34	,	,	PUNCT
brj-22736	329	35	y.	y.	PROPN
brj-22736	329	36	z.	z.	PROPN
brj-22736	329	37	,	,	PUNCT
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brj-22736	329	40	s.	s.	PROPN
brj-22736	329	41	h.	h.	PROPN
brj-22736	329	42	,	,	PUNCT
brj-22736	329	43	and	and	CCONJ
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brj-22736	329	45	,	,	PUNCT
brj-22736	329	46	j.	j.	PROPN
brj-22736	329	47	(	(	PUNCT
brj-22736	329	48	2019	2019	NUM
brj-22736	329	49	)	)	PUNCT
brj-22736	329	50	.	.	PUNCT
brj-22736	330	1	“	"	PUNCT
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brj-22736	330	6	phosphoric	phosphoric	NOUN
brj-22736	330	7	acid	acid	NOUN
brj-22736	330	8	plus	plus	CCONJ
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brj-22736	330	10	peroxide	peroxide	NOUN
brj-22736	330	11	pretreatment	pretreatment	NOUN
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brj-22736	330	13	a	a	DET
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brj-22736	330	15	sustainable	sustainable	ADJ
brj-22736	330	16	lignocellulose	lignocellulose	ADJ
brj-22736	330	17	biorefinery	biorefinery	NOUN
brj-22736	330	18	for	for	ADP
brj-22736	330	19	bioethanol	bioethanol	NOUN
brj-22736	330	20	,	,	PUNCT
brj-22736	330	21	”	"	PUNCT
brj-22736	330	22	bioresource	bioresource	NOUN
brj-22736	330	23	technol	technol	NOUN
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brj-22736	330	25	275	275	NUM
brj-22736	330	26	,	,	PUNCT
brj-22736	330	27	19	19	NUM
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brj-22736	330	29	26	26	NUM
brj-22736	330	30	.	.	PUNCT
brj-22736	331	1	doi	doi	NOUN
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brj-22736	331	3	10.1016	10.1016	NUM
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brj-22736	331	8	:	:	PUNCT
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brj-22736	331	11	,	,	PUNCT
brj-22736	331	12	2023	2023	NUM
brj-22736	331	13	;	;	PUNCT
brj-22736	331	14	peer	peer	NOUN
brj-22736	331	15	review	review	NOUN
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brj-22736	331	17	:	:	PUNCT
brj-22736	331	18	july	july	PROPN
brj-22736	331	19	8	8	NUM
brj-22736	331	20	,	,	PUNCT
brj-22736	331	21	2023	2023	NUM
brj-22736	331	22	;	;	PUNCT
brj-22736	331	23	revised	revise	VERB
brj-22736	331	24	version	version	NOUN
brj-22736	331	25	received	receive	VERB
brj-22736	331	26	and	and	CCONJ
brj-22736	331	27	accepted	accept	VERB
brj-22736	331	28	:	:	PUNCT
brj-22736	331	29	october	october	PROPN
brj-22736	331	30	6	6	NUM
brj-22736	331	31	,	,	PUNCT
brj-22736	331	32	2023	2023	NUM
brj-22736	331	33	;	;	PUNCT
brj-22736	331	34	published	publish	VERB
brj-22736	331	35	:	:	PUNCT
brj-22736	331	36	november	november	PROPN
brj-22736	331	37	15	15	NUM
brj-22736	331	38	,	,	PUNCT
brj-22736	331	39	2023	2023	NUM
brj-22736	331	40	.	.	PUNCT
brj-22736	332	1	doi	doi	NOUN
brj-22736	332	2	:	:	PUNCT
brj-22736	332	3	10.15376	10.15376	NUM
brj-22736	332	4	/	/	SYM
brj-22736	332	5	biores.19.1.288	biores.19.1.288	NOUN
brj-22736	332	6	-	-	SYM
brj-22736	332	7	305	305	NUM
brj-22736	332	8	https://doi.org/10.1016/j.jaap.2021.105180	https://doi.org/10.1016/j.jaap.2021.105180	PROPN
brj-22736	332	9	https://doi.org/10.1016/j.seta.2021.101702	https://doi.org/10.1016/j.seta.2021.101702	PROPN
brj-22736	332	10	https://doi.org/10.1016/b0-12-227410-5/00837-1	https://doi.org/10.1016/b0-12-227410-5/00837-1	PROPN
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brj-22736	332	16	https://doi.org/10.1016/j.biortech.2018.12.040	https://doi.org/10.1016/j.biortech.2018.12.040	NUM
brj-22736	332	17	peer	peer	NOUN
brj-22736	332	18	-	-	PUNCT
brj-22736	332	19	reviewed	review	VERB
brj-22736	332	20	article	article	NOUN
brj-22736	332	21	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	332	22	wang	wang	PROPN
brj-22736	332	23	et	et	PROPN
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brj-22736	333	1	(	(	PUNCT
brj-22736	333	2	2024	2024	NUM
brj-22736	333	3	)	)	PUNCT
brj-22736	333	4	.	.	PUNCT
brj-22736	334	1	“	"	PUNCT
brj-22736	334	2	straw	straw	NOUN
brj-22736	334	3	pretreatment	pretreatment	NOUN
brj-22736	334	4	modeling	modeling	NOUN
brj-22736	334	5	,	,	PUNCT
brj-22736	334	6	”	"	PUNCT
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brj-22736	334	8	19(1	19(1	NUM
brj-22736	334	9	)	)	PUNCT
brj-22736	334	10	,	,	PUNCT
brj-22736	334	11	288	288	NUM
brj-22736	334	12	-	-	SYM
brj-22736	334	13	305	305	NUM
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brj-22736	335	1	304	304	NUM
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brj-22736	335	4	material	material	NOUN
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brj-22736	335	6	s1	s1	NOUN
brj-22736	335	7	.	.	PUNCT
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brj-22736	336	2	setups	setup	NOUN
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brj-22736	336	4	php	php	PROPN
brj-22736	336	5	pretreatment	pretreatment	NOUN
brj-22736	336	6	and	and	CCONJ
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brj-22736	336	10	for	for	ADP
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brj-22736	337	5	c	c	NOUN
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brj-22736	337	8	)	)	PUNCT
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brj-22736	337	11	ry	ry	ADJ
brj-22736	337	12	(	(	PUNCT
brj-22736	337	13	%	%	NOUN
brj-22736	337	14	)	)	PUNCT
brj-22736	337	15	h	h	NOUN
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brj-22736	337	17	c	c	NOUN
brj-22736	337	18	(	(	PUNCT
brj-22736	337	19	%	%	NOUN
brj-22736	337	20	)	)	PUNCT
brj-22736	337	21	h	h	NOUN
brj-22736	337	22	-	-	PUNCT
brj-22736	337	23	rl	rl	PROPN
brj-22736	337	24	(	(	PUNCT
brj-22736	337	25	%	%	NOUN
brj-22736	337	26	)	)	PUNCT
brj-22736	337	27	l	l	NOUN
brj-22736	337	28	-	-	PUNCT
brj-22736	337	29	c	c	ADJ
brj-22736	337	30	(	(	PUNCT
brj-22736	337	31	%	%	NOUN
brj-22736	337	32	)	)	PUNCT
brj-22736	337	33	l	l	NOUN
brj-22736	337	34	-	-	PUNCT
brj-22736	337	35	rl	rl	ADJ
brj-22736	337	36	(	(	PUNCT
brj-22736	337	37	%	%	NOUN
brj-22736	337	38	)	)	PUNCT
brj-22736	337	39	s	s	PROPN
brj-22736	337	40	-	-	PUNCT
brj-22736	337	41	ry	ry	ADJ
brj-22736	337	42	(	(	PUNCT
brj-22736	337	43	%	%	INTJ
brj-22736	337	44	)	)	PUNCT
brj-22736	337	45	t	t	PROPN
brj-22736	337	46	(	(	PUNCT
brj-22736	337	47	h	h	NOUN
brj-22736	337	48	)	)	PUNCT
brj-22736	337	49	t	t	PROPN
brj-22736	337	50	(	(	PUNCT
brj-22736	337	51	°	°	ADP
brj-22736	337	52	c	c	X
brj-22736	337	53	)	)	PUNCT
brj-22736	337	54	cp	cp	INTJ
brj-22736	337	55	(	(	PUNCT
brj-22736	337	56	%	%	NOUN
brj-22736	337	57	)	)	PUNCT
brj-22736	338	1	ch	ch	NOUN
brj-22736	338	2	(	(	PUNCT
brj-22736	338	3	%	%	NOUN
brj-22736	338	4	)	)	PUNCT
brj-22736	338	5	1	1	NUM
brj-22736	338	6	2	2	NUM
brj-22736	338	7	30	30	NUM
brj-22736	338	8	65	65	NUM
brj-22736	338	9	7.06	7.06	NUM
brj-22736	338	10	34.86	34.86	NUM
brj-22736	338	11	67.60	67.60	NUM
brj-22736	338	12	19.66	19.66	NUM
brj-22736	338	13	30.46	30.46	NUM
brj-22736	338	14	20.53	20.53	NUM
brj-22736	338	15	42.96	42.96	NUM
brj-22736	338	16	68.06	68.06	NUM
brj-22736	338	17	2	2	NUM
brj-22736	338	18	2	2	NUM
brj-22736	338	19	30	30	NUM
brj-22736	338	20	70	70	NUM
brj-22736	338	21	5.29	5.29	NUM
brj-22736	338	22	42.23	42.23	NUM
brj-22736	338	23	75.90	75.90	NUM
brj-22736	338	24	20.31	20.31	NUM
brj-22736	338	25	33.40	33.40	NUM
brj-22736	338	26	17.93	17.93	NUM
brj-22736	338	27	53.83	53.83	NUM
brj-22736	338	28	63.08	63.08	NUM
brj-22736	338	29	3	3	NUM
brj-22736	338	30	2	2	NUM
brj-22736	338	31	30	30	NUM
brj-22736	338	32	80	80	NUM
brj-22736	338	33	1.76	1.76	NUM
brj-22736	338	34	45.63	45.63	NUM
brj-22736	338	35	100.00	100.00	NUM
brj-22736	338	36	18.33	18.33	NUM
brj-22736	338	37	16.17	16.17	NUM
brj-22736	338	38	19.91	19.91	NUM
brj-22736	338	39	28.50	28.50	NUM
brj-22736	338	40	88.00	88.00	NUM
brj-22736	338	41	4	4	NUM
brj-22736	338	42	2	2	NUM
brj-22736	338	43	30	30	NUM
brj-22736	338	44	85	85	NUM
brj-22736	338	45	0.00	0.00	NUM
brj-22736	338	46	66.40	66.40	NUM
brj-22736	338	47	100.00	100.00	NUM
brj-22736	338	48	0.00	0.00	NUM
brj-22736	338	49	100.00	100.00	NUM
brj-22736	338	50	26.32	26.32	NUM
brj-22736	338	51	8.61	8.61	NUM
brj-22736	338	52	85.06	85.06	NUM
brj-22736	338	53	5	5	NUM
brj-22736	338	54	3	3	NUM
brj-22736	338	55	30	30	NUM
brj-22736	338	56	65	65	NUM
brj-22736	338	57	7.06	7.06	NUM
brj-22736	338	58	54.25	54.25	NUM
brj-22736	338	59	96.32	96.32	NUM
brj-22736	338	60	0.00	0.00	NUM
brj-22736	338	61	100.00	100.00	NUM
brj-22736	338	62	14.80	14.80	NUM
brj-22736	338	63	62.36	62.36	NUM
brj-22736	338	64	62.31	62.31	NUM
brj-22736	338	65	6	6	NUM
brj-22736	338	66	3	3	NUM
brj-22736	338	67	30	30	NUM
brj-22736	338	68	70	70	NUM
brj-22736	338	69	5.29	5.29	NUM
brj-22736	338	70	44.15	44.15	NUM
brj-22736	338	71	66.93	66.93	NUM
brj-22736	338	72	0.00	0.00	NUM
brj-22736	338	73	100.00	100.00	NUM
brj-22736	338	74	12.97	12.97	NUM
brj-22736	338	75	71.84	71.84	NUM
brj-22736	338	76	53.21	53.21	NUM
brj-22736	338	77	7	7	NUM
brj-22736	338	78	3	3	NUM
brj-22736	338	79	30	30	NUM
brj-22736	338	80	80	80	NUM
brj-22736	338	81	1.76	1.76	NUM
brj-22736	338	82	56.43	56.43	NUM
brj-22736	338	83	80.39	80.39	NUM
brj-22736	338	84	14.23	14.23	NUM
brj-22736	338	85	63.02	63.02	NUM
brj-22736	338	86	17.01	17.01	NUM
brj-22736	338	87	65.29	65.29	NUM
brj-22736	338	88	49.99	49.99	NUM
brj-22736	338	89	8	8	NUM
brj-22736	338	90	3	3	NUM
brj-22736	338	91	30	30	NUM
brj-22736	338	92	85	85	NUM
brj-22736	338	93	0.00	0.00	NUM
brj-22736	338	94	70.70	70.70	NUM
brj-22736	338	95	100.00	100.00	NUM
brj-22736	338	96	0.00	0.00	NUM
brj-22736	338	97	100.00	100.00	NUM
brj-22736	338	98	28.01	28.01	NUM
brj-22736	338	99	21.88	21.88	NUM
brj-22736	338	100	68.32	68.32	NUM
brj-22736	338	101	9	9	NUM
brj-22736	338	102	4	4	NUM
brj-22736	338	103	30	30	NUM
brj-22736	338	104	65	65	NUM
brj-22736	338	105	7.06	7.06	NUM
brj-22736	338	106	43.99	43.99	NUM
brj-22736	338	107	79.68	79.68	NUM
brj-22736	338	108	10.08	10.08	NUM
brj-22736	338	109	66.69	66.69	NUM
brj-22736	338	110	12.23	12.23	NUM
brj-22736	338	111	68.27	68.27	NUM
brj-22736	338	112	63.58	63.58	NUM
brj-22736	338	113	10	10	NUM
brj-22736	338	114	4	4	NUM
brj-22736	338	115	30	30	NUM
brj-22736	338	116	70	70	NUM
brj-22736	338	117	5.29	5.29	NUM
brj-22736	338	118	51.05	51.05	NUM
brj-22736	338	119	80.42	80.42	NUM
brj-22736	338	120	17.63	17.63	NUM
brj-22736	338	121	49.33	49.33	NUM
brj-22736	338	122	9.98	9.98	NUM
brj-22736	338	123	77.48	77.48	NUM
brj-22736	338	124	55.28	55.28	NUM
brj-22736	338	125	11	11	NUM
brj-22736	338	126	4	4	NUM
brj-22736	338	127	30	30	NUM
brj-22736	338	128	80	80	NUM
brj-22736	338	129	1.76	1.76	NUM
brj-22736	338	130	71.83	71.83	NUM
brj-22736	338	131	100.00	100.00	NUM
brj-22736	338	132	0.00	0.00	NUM
brj-22736	338	133	100.00	100.00	NUM
brj-22736	338	134	14.91	14.91	NUM
brj-22736	338	135	68.51	68.51	NUM
brj-22736	338	136	51.72	51.72	NUM
brj-22736	338	137	12	12	NUM
brj-22736	338	138	4	4	NUM
brj-22736	338	139	30	30	NUM
brj-22736	338	140	85	85	NUM
brj-22736	338	141	0.00	0.00	NUM
brj-22736	338	142	67.92	67.92	NUM
brj-22736	338	143	100.00	100.00	NUM
brj-22736	338	144	0.00	0.00	NUM
brj-22736	338	145	100.00	100.00	NUM
brj-22736	338	146	26.35	26.35	NUM
brj-22736	338	147	22.48	22.48	NUM
brj-22736	338	148	72.07	72.07	NUM
brj-22736	338	149	13	13	NUM
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brj-22736	338	151	40	40	NUM
brj-22736	338	152	65	65	NUM
brj-22736	338	153	7.06	7.06	NUM
brj-22736	338	154	54.15	54.15	NUM
brj-22736	338	155	75.91	75.91	NUM
brj-22736	338	156	0.00	0.00	NUM
brj-22736	338	157	100.00	100.00	NUM
brj-22736	338	158	14.86	14.86	NUM
brj-22736	338	159	70.17	70.17	NUM
brj-22736	338	160	49.20	49.20	NUM
brj-22736	338	161	14	14	NUM
brj-22736	338	162	2	2	NUM
brj-22736	338	163	40	40	NUM
brj-22736	338	164	70	70	NUM
brj-22736	338	165	5.29	5.29	NUM
brj-22736	338	166	70.27	70.27	NUM
brj-22736	338	167	87.49	87.49	NUM
brj-22736	338	168	0.00	0.00	NUM
brj-22736	338	169	100.00	100.00	NUM
brj-22736	338	170	12.08	12.08	NUM
brj-22736	338	171	78.46	78.46	NUM
brj-22736	338	172	43.69	43.69	NUM
brj-22736	338	173	15	15	NUM
brj-22736	338	174	2	2	NUM
brj-22736	338	175	40	40	NUM
brj-22736	338	176	80	80	NUM
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brj-22736	338	181	100.00	100.00	NUM
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brj-22736	338	187	40	40	NUM
brj-22736	338	188	85	85	NUM
brj-22736	338	189	0.00	0.00	NUM
brj-22736	338	190	63.14	63.14	NUM
brj-22736	338	191	100.00	100.00	NUM
brj-22736	338	192	0.00	0.00	NUM
brj-22736	338	193	100.00	100.00	NUM
brj-22736	338	194	25.92	25.92	NUM
brj-22736	338	195	14.17	14.17	NUM
brj-22736	338	196	81.13	81.13	NUM
brj-22736	338	197	17	17	NUM
brj-22736	338	198	3	3	NUM
brj-22736	338	199	40	40	NUM
brj-22736	338	200	65	65	NUM
brj-22736	338	201	7.06	7.06	NUM
brj-22736	338	202	52.52	52.52	NUM
brj-22736	338	203	65.58	65.58	NUM
brj-22736	338	204	0.00	0.00	NUM
brj-22736	338	205	100.00	100.00	NUM
brj-22736	338	206	11.12	11.12	NUM
brj-22736	338	207	80.12	80.12	NUM
brj-22736	338	208	43.82	43.82	NUM
brj-22736	338	209	18	18	NUM
brj-22736	338	210	3	3	NUM
brj-22736	338	211	40	40	NUM
brj-22736	338	212	70	70	NUM
brj-22736	338	213	5.29	5.29	NUM
brj-22736	338	214	76.54	76.54	NUM
brj-22736	338	215	87.26	87.26	NUM
brj-22736	338	216	0.00	0.00	NUM
brj-22736	338	217	100.00	100.00	NUM
brj-22736	338	218	10.86	10.86	NUM
brj-22736	338	219	82.26	82.26	NUM
brj-22736	338	220	40.01	40.01	NUM
brj-22736	338	221	19	19	NUM
brj-22736	338	222	3	3	NUM
brj-22736	338	223	40	40	NUM
brj-22736	338	224	80	80	NUM
brj-22736	338	225	1.76	1.76	NUM
brj-22736	338	226	100.00	100.00	NUM
brj-22736	338	227	100.00	100.00	NUM
brj-22736	338	228	0.00	0.00	NUM
brj-22736	338	229	100.00	100.00	NUM
brj-22736	338	230	17.21	17.21	NUM
brj-22736	338	231	71.55	71.55	NUM
brj-22736	338	232	40.52	40.52	NUM
brj-22736	338	233	20	20	NUM
brj-22736	338	234	3	3	NUM
brj-22736	338	235	40	40	NUM
brj-22736	338	236	85	85	NUM
brj-22736	338	237	0.00	0.00	NUM
brj-22736	338	238	71.31	71.31	NUM
brj-22736	338	239	100.00	100.00	NUM
brj-22736	338	240	0.00	0.00	NUM
brj-22736	338	241	100.00	100.00	NUM
brj-22736	338	242	31.78	31.78	NUM
brj-22736	338	243	24.40	24.40	NUM
brj-22736	338	244	58.29	58.29	NUM
brj-22736	338	245	21	21	NUM
brj-22736	338	246	4	4	NUM
brj-22736	338	247	40	40	NUM
brj-22736	338	248	65	65	NUM
brj-22736	338	249	7.06	7.06	NUM
brj-22736	338	250	54.35	54.35	NUM
brj-22736	338	251	61.75	61.75	NUM
brj-22736	338	252	0.00	0.00	NUM
brj-22736	338	253	100.00	100.00	NUM
brj-22736	338	254	12.50	12.50	NUM
brj-22736	338	255	79.66	79.66	NUM
brj-22736	338	256	39.87	39.87	NUM
brj-22736	338	257	22	22	NUM
brj-22736	338	258	4	4	NUM
brj-22736	338	259	40	40	NUM
brj-22736	338	260	70	70	NUM
brj-22736	338	261	5.29	5.29	NUM
brj-22736	338	262	75.93	75.93	NUM
brj-22736	338	263	87.28	87.28	NUM
brj-22736	338	264	0.00	0.00	NUM
brj-22736	338	265	100.00	100.00	NUM
brj-22736	338	266	10.46	10.46	NUM
brj-22736	338	267	82.78	82.78	NUM
brj-22736	338	268	40.34	40.34	NUM
brj-22736	338	269	23	23	NUM
brj-22736	338	270	4	4	NUM
brj-22736	338	271	40	40	NUM
brj-22736	338	272	80	80	NUM
brj-22736	338	273	1.76	1.76	NUM
brj-22736	338	274	80.30	80.30	NUM
brj-22736	338	275	95.53	95.53	NUM
brj-22736	338	276	0.00	0.00	NUM
brj-22736	338	277	100.00	100.00	NUM
brj-22736	338	278	16.21	16.21	NUM
brj-22736	338	279	72.38	72.38	NUM
brj-22736	338	280	41.75	41.75	NUM
brj-22736	338	281	24	24	NUM
brj-22736	338	282	4	4	NUM
brj-22736	338	283	40	40	NUM
brj-22736	338	284	85	85	NUM
brj-22736	338	285	0.00	0.00	NUM
brj-22736	338	286	71.50	71.50	NUM
brj-22736	338	287	100.00	100.00	NUM
brj-22736	338	288	0.00	0.00	NUM
brj-22736	338	289	100.00	100.00	NUM
brj-22736	338	290	23.58	23.58	NUM
brj-22736	338	291	16.60	16.60	NUM
brj-22736	338	292	86.67	86.67	NUM
brj-22736	338	293	25	25	NUM
brj-22736	338	294	2	2	NUM
brj-22736	338	295	50	50	NUM
brj-22736	338	296	65	65	NUM
brj-22736	338	297	7.06	7.06	NUM
brj-22736	338	298	47.14	47.14	NUM
brj-22736	338	299	52.23	52.23	NUM
brj-22736	338	300	0.00	0.00	NUM
brj-22736	338	301	100.00	100.00	NUM
brj-22736	338	302	11.87	11.87	NUM
brj-22736	338	303	81.16	81.16	NUM
brj-22736	338	304	38.89	38.89	NUM
brj-22736	338	305	26	26	NUM
brj-22736	338	306	2	2	NUM
brj-22736	338	307	50	50	NUM
brj-22736	338	308	70	70	NUM
brj-22736	338	309	5.29	5.29	NUM
brj-22736	338	310	80.68	80.68	NUM
brj-22736	338	311	85.67	85.67	NUM
brj-22736	338	312	0.00	0.00	NUM
brj-22736	338	313	100.00	100.00	NUM
brj-22736	338	314	13.78	13.78	NUM
brj-22736	338	315	79.04	79.04	NUM
brj-22736	338	316	37.26	37.26	NUM
brj-22736	338	317	27	27	NUM
brj-22736	338	318	2	2	NUM
brj-22736	338	319	50	50	NUM
brj-22736	338	320	80	80	NUM
brj-22736	338	321	1.76	1.76	NUM
brj-22736	338	322	78.83	78.83	NUM
brj-22736	338	323	100.00	100.00	NUM
brj-22736	338	324	0.00	0.00	NUM
brj-22736	338	325	100.00	100.00	NUM
brj-22736	338	326	22.56	22.56	NUM
brj-22736	338	327	57.54	57.54	NUM
brj-22736	338	328	46.10	46.10	NUM
brj-22736	338	329	28	28	NUM
brj-22736	338	330	2	2	NUM
brj-22736	338	331	50	50	NUM
brj-22736	338	332	85	85	NUM
brj-22736	338	333	0.00	0.00	NUM
brj-22736	338	334	64.98	64.98	NUM
brj-22736	338	335	79.62	79.62	NUM
brj-22736	338	336	0.00	0.00	NUM
brj-22736	338	337	100.00	100.00	NUM
brj-22736	338	338	28.84	28.84	NUM
brj-22736	338	339	49.39	49.39	NUM
brj-22736	338	340	43.00	43.00	NUM
brj-22736	338	341	29	29	NUM
brj-22736	338	342	3	3	NUM
brj-22736	338	343	50	50	NUM
brj-22736	338	344	65	65	NUM
brj-22736	338	345	7.06	7.06	NUM
brj-22736	338	346	54.50	54.50	NUM
brj-22736	338	347	57.67	57.67	NUM
brj-22736	338	348	0.00	0.00	NUM
brj-22736	338	349	100.00	100.00	NUM
brj-22736	338	350	12.09	12.09	NUM
brj-22736	338	351	81.67	81.67	NUM
brj-22736	338	352	37.14	37.14	NUM
brj-22736	338	353	30	30	NUM
brj-22736	338	354	3	3	NUM
brj-22736	338	355	50	50	NUM
brj-22736	338	356	70	70	NUM
brj-22736	338	357	5.29	5.29	NUM
brj-22736	338	358	81.14	81.14	NUM
brj-22736	338	359	84.22	84.22	NUM
brj-22736	338	360	0.00	0.00	NUM
brj-22736	338	361	100.00	100.00	NUM
brj-22736	338	362	12.33	12.33	NUM
brj-22736	338	363	81.66	81.66	NUM
brj-22736	338	364	36.43	36.43	NUM
brj-22736	338	365	31	31	NUM
brj-22736	338	366	3	3	NUM
brj-22736	338	367	50	50	NUM
brj-22736	338	368	80	80	NUM
brj-22736	338	369	1.76	1.76	NUM
brj-22736	338	370	72.39	72.39	NUM
brj-22736	338	371	78.62	78.62	NUM
brj-22736	338	372	0.00	0.00	NUM
brj-22736	338	373	100.00	100.00	NUM
brj-22736	338	374	26.34	26.34	NUM
brj-22736	338	375	59.02	59.02	NUM
brj-22736	338	376	38.11	38.11	NUM
brj-22736	338	377	32	32	NUM
brj-22736	338	378	3	3	NUM
brj-22736	338	379	50	50	NUM
brj-22736	338	380	85	85	NUM
brj-22736	338	381	0.00	0.00	NUM
brj-22736	338	382	79.40	79.40	NUM
brj-22736	338	383	100.00	100.00	NUM
brj-22736	338	384	0.00	0.00	NUM
brj-22736	338	385	100.00	100.00	NUM
brj-22736	338	386	33.28	33.28	NUM
brj-22736	338	387	32.17	32.17	NUM
brj-22736	338	388	49.94	49.94	NUM
brj-22736	338	389	33	33	NUM
brj-22736	338	390	4	4	NUM
brj-22736	338	391	50	50	NUM
brj-22736	338	392	65	65	NUM
brj-22736	338	393	7.06	7.06	NUM
brj-22736	338	394	51.05	51.05	NUM
brj-22736	338	395	55.36	55.36	NUM
brj-22736	338	396	0.00	0.00	NUM
brj-22736	338	397	100.00	100.00	NUM
brj-22736	338	398	11.44	11.44	NUM
brj-22736	338	399	82.23	82.23	NUM
brj-22736	338	400	38.06	38.06	NUM
brj-22736	338	401	34	34	NUM
brj-22736	338	402	4	4	NUM
brj-22736	338	403	50	50	NUM
brj-22736	338	404	70	70	NUM
brj-22736	338	405	5.29	5.29	NUM
brj-22736	338	406	84.71	84.71	NUM
brj-22736	338	407	86.33	86.33	NUM
brj-22736	338	408	0.00	0.00	NUM
brj-22736	338	409	100.00	100.00	NUM
brj-22736	338	410	12.70	12.70	NUM
brj-22736	338	411	81.46	81.46	NUM
brj-22736	338	412	35.77	35.77	NUM
brj-22736	338	413	35	35	NUM
brj-22736	338	414	4	4	NUM
brj-22736	338	415	50	50	NUM
brj-22736	338	416	80	80	NUM
brj-22736	338	417	1.76	1.76	NUM
brj-22736	338	418	79.03	79.03	NUM
brj-22736	338	419	83.40	83.40	NUM
brj-22736	338	420	0.00	0.00	NUM
brj-22736	338	421	100.00	100.00	NUM
brj-22736	338	422	25.57	25.57	NUM
brj-22736	338	423	61.35	61.35	NUM
brj-22736	338	424	37.03	37.03	NUM
brj-22736	338	425	36	36	NUM
brj-22736	338	426	4	4	NUM
brj-22736	338	427	50	50	NUM
brj-22736	338	428	85	85	NUM
brj-22736	338	429	0.00	0.00	NUM
brj-22736	338	430	58.27	58.27	NUM
brj-22736	338	431	79.94	79.94	NUM
brj-22736	338	432	0.00	0.00	NUM
brj-22736	338	433	100.00	100.00	NUM
brj-22736	338	434	19.44	19.44	NUM
brj-22736	338	435	61.80	61.80	NUM
brj-22736	338	436	48.14	48.14	NUM
brj-22736	338	437	note	note	NOUN
brj-22736	338	438	:	:	PUNCT
brj-22736	338	439	the	the	DET
brj-22736	338	440	table	table	NOUN
brj-22736	338	441	shows	show	VERB
brj-22736	338	442	the	the	DET
brj-22736	338	443	cellulose	cellulose	NOUN
brj-22736	338	444	recoveries	recovery	NOUN
brj-22736	338	445	as	as	ADP
brj-22736	338	446	100	100	NUM
brj-22736	338	447	%	%	NOUN
brj-22736	338	448	when	when	SCONJ
brj-22736	338	449	they	they	PRON
brj-22736	338	450	are	be	AUX
brj-22736	338	451	calculated	calculate	VERB
brj-22736	338	452	higher	high	ADJ
brj-22736	338	453	than	than	ADP
brj-22736	338	454	that	that	PRON
brj-22736	338	455	.	.	PUNCT
brj-22736	339	1	peer	peer	NOUN
brj-22736	339	2	-	-	PUNCT
brj-22736	339	3	reviewed	review	VERB
brj-22736	339	4	article	article	NOUN
brj-22736	339	5	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	ADP
brj-22736	339	6	wang	wang	PROPN
brj-22736	339	7	et	et	PROPN
brj-22736	339	8	al	al	PROPN
brj-22736	339	9	.	.	PROPN
brj-22736	340	1	(	(	PUNCT
brj-22736	340	2	2024	2024	NUM
brj-22736	340	3	)	)	PUNCT
brj-22736	340	4	.	.	PUNCT
brj-22736	341	1	“	"	PUNCT
brj-22736	341	2	straw	straw	NOUN
brj-22736	341	3	pretreatment	pretreatment	NOUN
brj-22736	341	4	modeling	modeling	NOUN
brj-22736	341	5	,	,	PUNCT
brj-22736	341	6	”	"	PUNCT
brj-22736	341	7	bioresources	bioresource	NOUN
brj-22736	341	8	19(1	19(1	NUM
brj-22736	341	9	)	)	PUNCT
brj-22736	341	10	,	,	PUNCT
brj-22736	341	11	288	288	NUM
brj-22736	341	12	-	-	SYM
brj-22736	341	13	305	305	NUM
brj-22736	341	14	.	.	PUNCT
brj-22736	341	15	305	305	NUM
brj-22736	341	16	table	table	NOUN
brj-22736	341	17	s2	s2	NOUN
brj-22736	341	18	.	.	PUNCT
brj-22736	342	1	experimental	experimental	ADJ
brj-22736	342	2	setups	setup	NOUN
brj-22736	342	3	of	of	ADP
brj-22736	342	4	php	php	PROPN
brj-22736	342	5	pretreatment	pretreatment	NOUN
brj-22736	342	6	and	and	CCONJ
brj-22736	342	7	the	the	DET
brj-22736	342	8	obtained	obtain	VERB
brj-22736	342	9	results	result	NOUN
brj-22736	342	10	for	for	ADP
brj-22736	342	11	ann	ann	PROPN
brj-22736	342	12	testing	testing	NOUN
brj-22736	342	13	no	no	INTJ
brj-22736	342	14	.	.	PUNCT
brj-22736	343	1	pretreatment	pretreatment	NOUN
brj-22736	343	2	parameters	parameter	NOUN
brj-22736	343	3	c	c	NOUN
brj-22736	343	4	-	-	PUNCT
brj-22736	343	5	c	c	NOUN
brj-22736	343	6	(	(	PUNCT
brj-22736	343	7	%	%	NOUN
brj-22736	343	8	)	)	PUNCT
brj-22736	343	9	c	c	X
brj-22736	343	10	-	-	PUNCT
brj-22736	343	11	ry	ry	ADJ
brj-22736	343	12	(	(	PUNCT
brj-22736	343	13	%	%	NOUN
brj-22736	343	14	)	)	PUNCT
brj-22736	343	15	h	h	NOUN
brj-22736	343	16	-	-	PUNCT
brj-22736	343	17	c	c	NOUN
brj-22736	343	18	(	(	PUNCT
brj-22736	343	19	%	%	NOUN
brj-22736	343	20	)	)	PUNCT
brj-22736	343	21	h	h	NOUN
brj-22736	343	22	-	-	PUNCT
brj-22736	343	23	rl	rl	PROPN
brj-22736	343	24	(	(	PUNCT
brj-22736	343	25	%	%	NOUN
brj-22736	343	26	)	)	PUNCT
brj-22736	343	27	l	l	NOUN
brj-22736	343	28	-	-	PUNCT
brj-22736	343	29	c	c	ADJ
brj-22736	343	30	(	(	PUNCT
brj-22736	343	31	%	%	NOUN
brj-22736	343	32	)	)	PUNCT
brj-22736	343	33	l	l	NOUN
brj-22736	343	34	-	-	PUNCT
brj-22736	343	35	rl	rl	ADJ
brj-22736	343	36	(	(	PUNCT
brj-22736	343	37	%	%	NOUN
brj-22736	343	38	)	)	PUNCT
brj-22736	343	39	s	s	PROPN
brj-22736	343	40	-	-	PUNCT
brj-22736	343	41	ry	ry	ADJ
brj-22736	343	42	(	(	PUNCT
brj-22736	343	43	%	%	INTJ
brj-22736	343	44	)	)	PUNCT
brj-22736	343	45	t	t	PROPN
brj-22736	343	46	(	(	PUNCT
brj-22736	343	47	h	h	NOUN
brj-22736	343	48	)	)	PUNCT
brj-22736	343	49	t	t	PROPN
brj-22736	343	50	(	(	PUNCT
brj-22736	343	51	°	°	ADP
brj-22736	343	52	c	c	NOUN
brj-22736	343	53	)	)	PUNCT
brj-22736	343	54	cp	cp	PROPN
brj-22736	343	55	(	(	PUNCT
brj-22736	343	56	%	%	NOUN
brj-22736	343	57	)	)	PUNCT
brj-22736	344	1	ch	ch	NOUN
brj-22736	344	2	(	(	PUNCT
brj-22736	344	3	%	%	NOUN
brj-22736	344	4	)	)	PUNCT
brj-22736	344	5	1	1	NUM
brj-22736	344	6	2	2	NUM
brj-22736	344	7	45	45	NUM
brj-22736	344	8	65	65	NUM
brj-22736	344	9	7.06	7.06	NUM
brj-22736	344	10	34.86	34.86	NUM
brj-22736	344	11	67.60	67.60	NUM
brj-22736	344	12	19.66	19.66	NUM
brj-22736	344	13	30.46	30.46	NUM
brj-22736	344	14	20.53	20.53	NUM
brj-22736	344	15	42.96	42.96	NUM
brj-22736	344	16	68.06	68.06	NUM
brj-22736	344	17	2	2	NUM
brj-22736	344	18	2	2	NUM
brj-22736	344	19	45	45	NUM
brj-22736	344	20	70	70	NUM
brj-22736	344	21	5.29	5.29	NUM
brj-22736	344	22	42.23	42.23	NUM
brj-22736	344	23	75.90	75.90	NUM
brj-22736	344	24	20.31	20.31	NUM
brj-22736	344	25	33.40	33.40	NUM
brj-22736	344	26	17.93	17.93	NUM
brj-22736	344	27	53.83	53.83	NUM
brj-22736	344	28	63.08	63.08	NUM
brj-22736	344	29	3	3	NUM
brj-22736	344	30	2	2	NUM
brj-22736	344	31	45	45	NUM
brj-22736	344	32	80	80	NUM
brj-22736	344	33	1.76	1.76	NUM
brj-22736	344	34	45.63	45.63	NUM
brj-22736	344	35	100.00	100.00	NUM
brj-22736	344	36	18.33	18.33	NUM
brj-22736	344	37	16.17	16.17	NUM
brj-22736	344	38	19.91	19.91	NUM
brj-22736	344	39	28.50	28.50	NUM
brj-22736	344	40	88.00	88.00	NUM
brj-22736	344	41	4	4	NUM
brj-22736	344	42	2	2	NUM
brj-22736	344	43	45	45	NUM
brj-22736	344	44	85	85	NUM
brj-22736	344	45	0.00	0.00	NUM
brj-22736	344	46	58.27	58.27	NUM
brj-22736	344	47	79.94	79.94	NUM
brj-22736	344	48	0.00	0.00	NUM
brj-22736	344	49	100.00	100.00	NUM
brj-22736	344	50	19.44	19.44	NUM
brj-22736	344	51	61.80	61.80	NUM
brj-22736	344	52	48.14	48.14	NUM
brj-22736	344	53	note	note	NOUN
brj-22736	344	54	:	:	PUNCT
brj-22736	344	55	the	the	DET
brj-22736	344	56	table	table	NOUN
brj-22736	344	57	shows	show	VERB
brj-22736	344	58	the	the	DET
brj-22736	344	59	cellulose	cellulose	NOUN
brj-22736	344	60	recoveries	recovery	NOUN
brj-22736	344	61	as	as	ADP
brj-22736	344	62	100	100	NUM
brj-22736	344	63	%	%	NOUN
brj-22736	344	64	when	when	SCONJ
brj-22736	344	65	they	they	PRON
brj-22736	344	66	are	be	AUX
brj-22736	344	67	calculated	calculate	VERB
brj-22736	344	68	higher	high	ADJ
brj-22736	344	69	than	than	ADP
brj-22736	344	70	that	that	DET
brj-22736	344	71	table	table	NOUN
brj-22736	344	72	s3	s3	PROPN
brj-22736	344	73	.	.	PROPN
brj-22736	344	74	optimized	optimize	VERB
brj-22736	344	75	key	key	ADJ
brj-22736	344	76	parameters	parameter	NOUN
brj-22736	344	77	of	of	ADP
brj-22736	344	78	the	the	DET
brj-22736	344	79	ann	ann	PROPN
brj-22736	344	80	models	model	NOUN
brj-22736	344	81	output	output	VERB
brj-22736	344	82	variables	variable	NOUN
brj-22736	344	83	parameters	parameter	NOUN
brj-22736	344	84	for	for	ADP
brj-22736	344	85	ann	ann	PROPN
brj-22736	344	86	modeling	model	VERB
brj-22736	344	87	hidden	hide	VERB
brj-22736	344	88	layers	layer	NOUN
brj-22736	344	89	activation	activation	NOUN
brj-22736	344	90	functions	function	NOUN
brj-22736	344	91	iterations	iteration	NOUN
brj-22736	344	92	neurons	neuron	NOUN
brj-22736	344	93	c	c	NOUN
brj-22736	344	94	-	-	PUNCT
brj-22736	344	95	c	c	NOUN
brj-22736	344	96	1	1	NUM
brj-22736	344	97	tanh	tanh	NOUN
brj-22736	344	98	900	900	NUM
brj-22736	344	99	9	9	NUM
brj-22736	344	100	c	c	NOUN
brj-22736	344	101	-	-	PUNCT
brj-22736	344	102	ry	ry	PROPN
brj-22736	344	103	1	1	NUM
brj-22736	344	104	tanh	tanh	PROPN
brj-22736	344	105	900	900	NUM
brj-22736	344	106	10	10	NUM
brj-22736	344	107	h	h	NOUN
brj-22736	344	108	-	-	PUNCT
brj-22736	344	109	rl	rl	PROPN
brj-22736	344	110	1	1	NUM
brj-22736	344	111	tanh	tanh	NOUN
brj-22736	344	112	900	900	NUM
brj-22736	344	113	10	10	NUM
brj-22736	344	114	l	l	NOUN
brj-22736	344	115	-	-	PUNCT
brj-22736	344	116	rl	rl	PROPN
brj-22736	344	117	1	1	NUM
brj-22736	344	118	tanh	tanh	NOUN
brj-22736	344	119	900	900	NUM
brj-22736	344	120	12	12	NUM
brj-22736	344	121	fig	fig	NOUN
brj-22736	344	122	.	.	PUNCT
brj-22736	345	1	s1	s1	NOUN
brj-22736	345	2	.	.	PUNCT
brj-22736	346	1	architecture	architecture	NOUN
brj-22736	346	2	of	of	ADP
brj-22736	346	3	an	an	DET
brj-22736	346	4	artificial	artificial	ADJ
brj-22736	346	5	neuron	neuron	NOUN
brj-22736	346	6	(	(	PUNCT
brj-22736	346	7	kartal	kartal	NOUN
brj-22736	346	8	and	and	CCONJ
brj-22736	346	9	özveren	özveren	PROPN
brj-22736	346	10	2021	2021	NUM
brj-22736	346	11	;	;	PUNCT
brj-22736	346	12	creative	creative	ADJ
brj-22736	346	13	commons	common	NOUN
brj-22736	346	14	ccby	ccby	PROPN
brj-22736	346	15	-	-	PUNCT
brj-22736	346	16	nc	nc	PROPN
brj-22736	346	17	-	-	PUNCT
brj-22736	346	18	nd	nd	NOUN
brj-22736	346	19	)	)	PUNCT
brj-22736	346	20	kartal	kartal	PROPN
brj-22736	346	21	,	,	PUNCT
brj-22736	346	22	f.	f.	PROPN
brj-22736	346	23	,	,	PUNCT
brj-22736	346	24	and	and	CCONJ
brj-22736	346	25	özveren	özveren	PROPN
brj-22736	346	26	,	,	PUNCT
brj-22736	346	27	u.	u.	NOUN
brj-22736	346	28	(	(	PUNCT
brj-22736	346	29	2021	2021	NUM
brj-22736	346	30	)	)	PUNCT
brj-22736	346	31	.	.	PUNCT
brj-22736	347	1	“	"	PUNCT
brj-22736	347	2	an	an	DET
brj-22736	347	3	improved	improved	ADJ
brj-22736	347	4	machine	machine	NOUN
brj-22736	347	5	learning	learn	VERB
brj-22736	347	6	approach	approach	NOUN
brj-22736	347	7	to	to	PART
brj-22736	347	8	estimate	estimate	VERB
brj-22736	347	9	hemicellulose	hemicellulose	NOUN
brj-22736	347	10	,	,	PUNCT
brj-22736	347	11	cellulose	cellulose	NOUN
brj-22736	347	12	,	,	PUNCT
brj-22736	347	13	and	and	CCONJ
brj-22736	347	14	lignin	lignin	NOUN
brj-22736	347	15	in	in	ADP
brj-22736	347	16	biomass	biomass	NOUN
brj-22736	347	17	,	,	PUNCT
brj-22736	347	18	”	"	PUNCT
brj-22736	347	19	carbohydr	carbohydr	NOUN
brj-22736	347	20	.	.	PUNCT
brj-22736	348	1	polym	polym	NOUN
brj-22736	348	2	.	.	PUNCT
brj-22736	349	1	technol	technol	PROPN
brj-22736	349	2	.	.	PUNCT
brj-22736	349	3	appl	appl	PROPN
brj-22736	349	4	.	.	PUNCT
brj-22736	350	1	2(25	2(25	NOUN
brj-22736	350	2	)	)	PUNCT
brj-22736	350	3	,	,	PUNCT
brj-22736	351	1	article	article	NOUN
brj-22736	351	2	i	i	PROPN
brj-22736	351	3	d	d	PROPN
brj-22736	351	4	100148	100148	NUM
brj-22736	351	5	.	.	PUNCT
brj-22736	352	1	doi	doi	NOUN
brj-22736	352	2	:	:	PUNCT
brj-22736	352	3	100148	100148	NUM
brj-22736	352	4	.	.	PUNCT
brj-22736	353	1	10.1016	10.1016	NUM
brj-22736	353	2	/	/	SYM
brj-22736	353	3	j.carpta.2021.100148	j.carpta.2021.100148	PROPN