id	sid	tid	token	lemma	pos
agsci-1560	1	1	microsoft	microsoft	PROPN
agsci-1560	1	2	word	word	NOUN
agsci-1560	1	3	p84-94.docx	p84-94.docx	PART
agsci-1560	1	4	agricultural	agricultural	ADJ
agsci-1560	1	5	science	science	NOUN
agsci-1560	1	6	;	;	PUNCT
agsci-1560	1	7	vol	vol	NOUN
agsci-1560	1	8	.	.	PROPN
agsci-1560	1	9	7	7	NUM
agsci-1560	1	10	,	,	PUNCT
agsci-1560	1	11	no	no	INTJ
agsci-1560	1	12	.	.	NOUN
agsci-1560	1	13	1	1	NUM
agsci-1560	1	14	;	;	PUNCT
agsci-1560	1	15	2025	2025	NUM
agsci-1560	1	16	issn	issn	PROPN
agsci-1560	1	17	2690	2690	NUM
agsci-1560	1	18	-	-	SYM
agsci-1560	1	19	5396	5396	NUM
agsci-1560	1	20	e	e	NOUN
agsci-1560	1	21	-	-	NOUN
agsci-1560	1	22	issn	issn	PROPN
agsci-1560	1	23	2690	2690	NUM
agsci-1560	1	24	-	-	SYM
agsci-1560	1	25	4799	4799	NUM
agsci-1560	1	26	https://doi.org/10.30560/as.v7n1p84	https://doi.org/10.30560/as.v7n1p84	PROPN
agsci-1560	1	27	84	84	NUM
agsci-1560	1	28	published	publish	VERB
agsci-1560	1	29	by	by	ADP
agsci-1560	1	30	ideas	idea	NOUN
agsci-1560	1	31	spread	spread	VERB
agsci-1560	1	32	study	study	NOUN
agsci-1560	1	33	on	on	ADP
agsci-1560	1	34	the	the	DET
agsci-1560	1	35	detection	detection	NOUN
agsci-1560	1	36	of	of	ADP
agsci-1560	1	37	dry	dry	ADJ
agsci-1560	1	38	matter	matter	NOUN
agsci-1560	1	39	in	in	ADP
agsci-1560	1	40	silage	silage	NOUN
agsci-1560	1	41	corn	corn	NOUN
agsci-1560	1	42	feed	feed	NOUN
agsci-1560	1	43	based	base	VERB
agsci-1560	1	44	on	on	ADP
agsci-1560	1	45	near	near	ADV
agsci-1560	1	46	infrared	infrared	ADJ
agsci-1560	1	47	spectroscopy	spectroscopy	NOUN
agsci-1560	1	48	changfeng	changfeng	PROPN
agsci-1560	1	49	shao1,2	shao1,2	PROPN
agsci-1560	1	50	&	&	CCONJ
agsci-1560	1	51	wenjing	wenje	VERB
agsci-1560	1	52	zhu1,2	zhu1,2	PROPN
agsci-1560	1	53	1	1	NUM
agsci-1560	1	54	school	school	NOUN
agsci-1560	1	55	of	of	ADP
agsci-1560	1	56	agricultural	agricultural	ADJ
agsci-1560	1	57	engineering	engineering	NOUN
agsci-1560	1	58	,	,	PUNCT
agsci-1560	1	59	jiangsu	jiangsu	PROPN
agsci-1560	1	60	university	university	PROPN
agsci-1560	1	61	,	,	PUNCT
agsci-1560	1	62	zhenjiang	zhenjiang	PROPN
agsci-1560	1	63	,	,	PUNCT
agsci-1560	1	64	china	china	PROPN
agsci-1560	1	65	2	2	NUM
agsci-1560	1	66	high	high	ADJ
agsci-1560	1	67	-	-	PUNCT
agsci-1560	1	68	tech	tech	NOUN
agsci-1560	1	69	key	key	NOUN
agsci-1560	1	70	laboratory	laboratory	NOUN
agsci-1560	1	71	of	of	ADP
agsci-1560	1	72	agricultural	agricultural	ADJ
agsci-1560	1	73	equipment	equipment	NOUN
agsci-1560	1	74	and	and	CCONJ
agsci-1560	1	75	intelligence	intelligence	NOUN
agsci-1560	1	76	,	,	PUNCT
agsci-1560	1	77	jiangsu	jiangsu	PROPN
agsci-1560	1	78	province	province	PROPN
agsci-1560	1	79	,	,	PUNCT
agsci-1560	1	80	china	china	PROPN
agsci-1560	1	81	correspondence	correspondence	NOUN
agsci-1560	1	82	:	:	PUNCT
agsci-1560	1	83	wenjing	wenje	VERB
agsci-1560	1	84	zhu	zhu	PROPN
agsci-1560	1	85	,	,	PUNCT
agsci-1560	1	86	school	school	NOUN
agsci-1560	1	87	of	of	ADP
agsci-1560	1	88	agricultural	agricultural	ADJ
agsci-1560	1	89	engineering	engineering	NOUN
agsci-1560	1	90	,	,	PUNCT
agsci-1560	1	91	jiangsu	jiangsu	PROPN
agsci-1560	1	92	university	university	PROPN
agsci-1560	1	93	,	,	PUNCT
agsci-1560	1	94	zhenjiang	zhenjiang	PROPN
agsci-1560	1	95	,	,	PUNCT
agsci-1560	1	96	jiangsu	jiangsu	PROPN
agsci-1560	1	97	,	,	PUNCT
agsci-1560	1	98	china	china	PROPN
agsci-1560	1	99	.	.	PUNCT
agsci-1560	2	1	tel	tel	ADP
agsci-1560	2	2	:	:	PUNCT
agsci-1560	2	3	86	86	NUM
agsci-1560	2	4	-	-	SYM
agsci-1560	2	5	153	153	NUM
agsci-1560	2	6	-	-	PUNCT
agsci-1560	2	7	5388	5388	NUM
agsci-1560	2	8	-	-	PUNCT
agsci-1560	2	9	4867	4867	NUM
agsci-1560	2	10	.	.	PUNCT
agsci-1560	3	1	e	e	X
agsci-1560	3	2	-	-	NOUN
agsci-1560	3	3	mail	mail	NOUN
agsci-1560	3	4	:	:	PUNCT
agsci-1560	3	5	received	receive	VERB
agsci-1560	3	6	:	:	PUNCT
agsci-1560	3	7	march	march	PROPN
agsci-1560	3	8	7	7	NUM
agsci-1560	3	9	,	,	PUNCT
agsci-1560	3	10	2025	2025	NUM
agsci-1560	3	11	accepted	accept	VERB
agsci-1560	3	12	:	:	PUNCT
agsci-1560	3	13	april	april	PROPN
agsci-1560	3	14	10	10	NUM
agsci-1560	3	15	,	,	PUNCT
agsci-1560	3	16	2025	2025	NUM
agsci-1560	3	17	online	online	ADV
agsci-1560	3	18	published	publish	VERB
agsci-1560	3	19	:	:	PUNCT
agsci-1560	3	20	april	april	PROPN
agsci-1560	3	21	12	12	NUM
agsci-1560	3	22	,	,	PUNCT
agsci-1560	3	23	2025	2025	NUM
agsci-1560	3	24	the	the	DET
agsci-1560	3	25	research	research	NOUN
agsci-1560	3	26	is	be	AUX
agsci-1560	3	27	financed	finance	VERB
agsci-1560	3	28	by	by	ADP
agsci-1560	3	29	key	key	ADJ
agsci-1560	3	30	laboratory	laboratory	NOUN
agsci-1560	3	31	of	of	ADP
agsci-1560	3	32	modern	modern	ADJ
agsci-1560	3	33	agricultural	agricultural	ADJ
agsci-1560	3	34	equipment	equipment	NOUN
agsci-1560	3	35	and	and	CCONJ
agsci-1560	3	36	technology	technology	NOUN
agsci-1560	3	37	project	project	NOUN
agsci-1560	3	38	(	(	PUNCT
agsci-1560	3	39	maet202322	maet202322	PROPN
agsci-1560	3	40	)	)	PUNCT
agsci-1560	3	41	and	and	CCONJ
agsci-1560	3	42	national	national	ADJ
agsci-1560	3	43	natural	natural	ADJ
agsci-1560	3	44	science	science	PROPN
agsci-1560	3	45	foundation	foundation	PROPN
agsci-1560	3	46	of	of	ADP
agsci-1560	3	47	china	china	PROPN
agsci-1560	3	48	youth	youth	PROPN
agsci-1560	3	49	fund	fund	NOUN
agsci-1560	3	50	project	project	NOUN
agsci-1560	3	51	(	(	PUNCT
agsci-1560	3	52	61901194	61901194	NUM
agsci-1560	3	53	)	)	PUNCT
agsci-1560	3	54	.	.	PUNCT
agsci-1560	4	1	abstract	abstract	ADJ
agsci-1560	4	2	this	this	DET
agsci-1560	4	3	study	study	NOUN
agsci-1560	4	4	explored	explore	VERB
agsci-1560	4	5	the	the	DET
agsci-1560	4	6	application	application	NOUN
agsci-1560	4	7	of	of	ADP
agsci-1560	4	8	a	a	DET
agsci-1560	4	9	portable	portable	ADJ
agsci-1560	4	10	near	near	ADV
agsci-1560	4	11	-	-	PUNCT
agsci-1560	4	12	infrared	infrared	ADJ
agsci-1560	4	13	(	(	PUNCT
agsci-1560	4	14	nir	nir	NOUN
agsci-1560	4	15	)	)	PUNCT
agsci-1560	4	16	spectrometer	spectrometer	NOUN
agsci-1560	4	17	for	for	ADP
agsci-1560	4	18	analyzing	analyze	VERB
agsci-1560	4	19	silage	silage	NOUN
agsci-1560	4	20	corn	corn	NOUN
agsci-1560	4	21	feed	feed	NOUN
agsci-1560	4	22	quality	quality	NOUN
agsci-1560	4	23	,	,	PUNCT
agsci-1560	4	24	specifically	specifically	ADV
agsci-1560	4	25	focusing	focus	VERB
agsci-1560	4	26	on	on	ADP
agsci-1560	4	27	developing	develop	VERB
agsci-1560	4	28	a	a	DET
agsci-1560	4	29	quantitative	quantitative	ADJ
agsci-1560	4	30	detection	detection	NOUN
agsci-1560	4	31	model	model	NOUN
agsci-1560	4	32	for	for	ADP
agsci-1560	4	33	dry	dry	ADJ
agsci-1560	4	34	matter	matter	NOUN
agsci-1560	4	35	content	content	NOUN
agsci-1560	4	36	.	.	PUNCT
agsci-1560	5	1	spectral	spectral	ADJ
agsci-1560	5	2	data	datum	NOUN
agsci-1560	5	3	were	be	AUX
agsci-1560	5	4	collected	collect	VERB
agsci-1560	5	5	within	within	ADP
agsci-1560	5	6	the	the	DET
agsci-1560	5	7	855	855	NUM
agsci-1560	5	8	-	-	SYM
agsci-1560	5	9	1890	1890	NUM
agsci-1560	5	10	nm	nm	ADJ
agsci-1560	5	11	range	range	NOUN
agsci-1560	5	12	using	use	VERB
agsci-1560	5	13	a	a	DET
agsci-1560	5	14	portable	portable	ADJ
agsci-1560	5	15	nir	nir	ADJ
agsci-1560	5	16	spectrometer	spectrometer	NOUN
agsci-1560	5	17	,	,	PUNCT
agsci-1560	5	18	and	and	CCONJ
agsci-1560	5	19	the	the	DET
agsci-1560	5	20	dataset	dataset	NOUN
agsci-1560	5	21	was	be	AUX
agsci-1560	5	22	partitioned	partition	VERB
agsci-1560	5	23	into	into	ADP
agsci-1560	5	24	calibration	calibration	NOUN
agsci-1560	5	25	and	and	CCONJ
agsci-1560	5	26	prediction	prediction	NOUN
agsci-1560	5	27	sets	set	NOUN
agsci-1560	5	28	using	use	VERB
agsci-1560	5	29	the	the	DET
agsci-1560	5	30	spxy	spxy	ADJ
agsci-1560	5	31	algorithm	algorithm	NOUN
agsci-1560	5	32	.	.	PUNCT
agsci-1560	6	1	an	an	DET
agsci-1560	6	2	extreme	extreme	ADJ
agsci-1560	6	3	learning	learning	NOUN
agsci-1560	6	4	machine	machine	NOUN
agsci-1560	6	5	(	(	PUNCT
agsci-1560	6	6	elm	elm	NOUN
agsci-1560	6	7	)	)	PUNCT
agsci-1560	6	8	model	model	NOUN
agsci-1560	6	9	optimized	optimize	VERB
agsci-1560	6	10	by	by	ADP
agsci-1560	6	11	particle	particle	NOUN
agsci-1560	6	12	swarm	swarm	NOUN
agsci-1560	6	13	optimization	optimization	NOUN
agsci-1560	6	14	(	(	PUNCT
agsci-1560	6	15	pso	pso	NOUN
agsci-1560	6	16	)	)	PUNCT
agsci-1560	6	17	was	be	AUX
agsci-1560	6	18	employed	employ	VERB
agsci-1560	6	19	for	for	ADP
agsci-1560	6	20	modeling	modeling	NOUN
agsci-1560	6	21	.	.	PUNCT
agsci-1560	7	1	five	five	NUM
agsci-1560	7	2	preprocessing	preprocessing	NOUN
agsci-1560	7	3	methods	method	NOUN
agsci-1560	7	4	were	be	AUX
agsci-1560	7	5	evaluated	evaluate	VERB
agsci-1560	7	6	:	:	PUNCT
agsci-1560	7	7	moving	move	VERB
agsci-1560	7	8	average	average	ADJ
agsci-1560	7	9	filter	filter	NOUN
agsci-1560	7	10	(	(	PUNCT
agsci-1560	7	11	maf	maf	PROPN
agsci-1560	7	12	)	)	PUNCT
agsci-1560	7	13	,	,	PUNCT
agsci-1560	7	14	savitzky	savitzky	NOUN
agsci-1560	7	15	-	-	PUNCT
agsci-1560	7	16	golay	golay	NOUN
agsci-1560	7	17	filter	filter	NOUN
agsci-1560	7	18	(	(	PUNCT
agsci-1560	7	19	sgf	sgf	NOUN
agsci-1560	7	20	)	)	PUNCT
agsci-1560	7	21	,	,	PUNCT
agsci-1560	7	22	multiplicative	multiplicative	ADJ
agsci-1560	7	23	scatter	scatter	NOUN
agsci-1560	7	24	correction	correction	NOUN
agsci-1560	7	25	(	(	PUNCT
agsci-1560	7	26	msc	msc	PROPN
agsci-1560	7	27	)	)	PUNCT
agsci-1560	7	28	,	,	PUNCT
agsci-1560	7	29	standard	standard	ADJ
agsci-1560	7	30	normal	normal	ADJ
agsci-1560	7	31	variate	variate	NOUN
agsci-1560	7	32	(	(	PUNCT
agsci-1560	7	33	snv	snv	PROPN
agsci-1560	7	34	)	)	PUNCT
agsci-1560	7	35	transformation	transformation	NOUN
agsci-1560	7	36	,	,	PUNCT
agsci-1560	7	37	and	and	CCONJ
agsci-1560	7	38	first	first	ADJ
agsci-1560	7	39	derivative	derivative	ADJ
agsci-1560	7	40	(	(	PUNCT
agsci-1560	7	41	fd	fd	PROPN
agsci-1560	7	42	)	)	PUNCT
agsci-1560	7	43	.	.	PUNCT
agsci-1560	8	1	to	to	PART
agsci-1560	8	2	enhance	enhance	VERB
agsci-1560	8	3	model	model	NOUN
agsci-1560	8	4	performance	performance	NOUN
agsci-1560	8	5	,	,	PUNCT
agsci-1560	8	6	feature	feature	NOUN
agsci-1560	8	7	wavelengths	wavelength	NOUN
agsci-1560	8	8	were	be	AUX
agsci-1560	8	9	selected	select	VERB
agsci-1560	8	10	using	use	VERB
agsci-1560	8	11	three	three	NUM
agsci-1560	8	12	methods	method	NOUN
agsci-1560	8	13	:	:	PUNCT
agsci-1560	8	14	bootstrap	bootstrap	NOUN
agsci-1560	8	15	soft	soft	ADJ
agsci-1560	8	16	shrinkage	shrinkage	NOUN
agsci-1560	8	17	(	(	PUNCT
agsci-1560	8	18	boss	boss	NOUN
agsci-1560	8	19	)	)	PUNCT
agsci-1560	8	20	,	,	PUNCT
agsci-1560	8	21	competitive	competitive	ADJ
agsci-1560	8	22	adaptive	adaptive	ADJ
agsci-1560	8	23	reweighted	reweighte	VERB
agsci-1560	8	24	sampling	sample	VERB
agsci-1560	8	25	(	(	PUNCT
agsci-1560	8	26	cars	car	NOUN
agsci-1560	8	27	)	)	PUNCT
agsci-1560	8	28	,	,	PUNCT
agsci-1560	8	29	and	and	CCONJ
agsci-1560	8	30	iterative	iterative	NOUN
agsci-1560	8	31	retained	retain	VERB
agsci-1560	8	32	information	information	NOUN
agsci-1560	8	33	variable	variable	NOUN
agsci-1560	8	34	(	(	PUNCT
agsci-1560	8	35	iriv	iriv	PROPN
agsci-1560	8	36	)	)	PUNCT
agsci-1560	8	37	.	.	PUNCT
agsci-1560	9	1	the	the	DET
agsci-1560	9	2	optimal	optimal	ADJ
agsci-1560	9	3	model	model	NOUN
agsci-1560	9	4	combining	combine	VERB
agsci-1560	9	5	snv	snv	PROPN
agsci-1560	9	6	preprocessing	preprocessing	NOUN
agsci-1560	9	7	with	with	ADP
agsci-1560	9	8	boss	boss	NOUN
agsci-1560	9	9	feature	feature	NOUN
agsci-1560	9	10	selection	selection	NOUN
agsci-1560	9	11	achieved	achieve	VERB
agsci-1560	9	12	a	a	DET
agsci-1560	9	13	prediction	prediction	NOUN
agsci-1560	9	14	correlation	correlation	NOUN
agsci-1560	9	15	coefficient	coefficient	NOUN
agsci-1560	9	16	(	(	PUNCT
agsci-1560	9	17	𝑅	𝑅	PROPN
agsci-1560	9	18	)	)	PUNCT
agsci-1560	9	19	of	of	ADP
agsci-1560	9	20	0.8708	0.8708	NUM
agsci-1560	9	21	and	and	CCONJ
agsci-1560	9	22	root	root	NOUN
agsci-1560	9	23	mean	mean	ADJ
agsci-1560	9	24	square	square	ADJ
agsci-1560	9	25	error	error	NOUN
agsci-1560	9	26	of	of	ADP
agsci-1560	9	27	prediction	prediction	NOUN
agsci-1560	9	28	(	(	PUNCT
agsci-1560	9	29	rmsep	rmsep	NOUN
agsci-1560	9	30	)	)	PUNCT
agsci-1560	9	31	of	of	ADP
agsci-1560	9	32	0.6802	0.6802	NUM
agsci-1560	9	33	.	.	PUNCT
agsci-1560	10	1	these	these	DET
agsci-1560	10	2	results	result	NOUN
agsci-1560	10	3	demonstrate	demonstrate	VERB
agsci-1560	10	4	the	the	DET
agsci-1560	10	5	potential	potential	NOUN
agsci-1560	10	6	of	of	ADP
agsci-1560	10	7	portable	portable	ADJ
agsci-1560	10	8	nir	nir	ADJ
agsci-1560	10	9	spectroscopy	spectroscopy	NOUN
agsci-1560	10	10	for	for	ADP
agsci-1560	10	11	rapid	rapid	ADJ
agsci-1560	10	12	dry	dry	ADJ
agsci-1560	10	13	matter	matter	NOUN
agsci-1560	10	14	content	content	NOUN
agsci-1560	10	15	determination	determination	NOUN
agsci-1560	10	16	in	in	ADP
agsci-1560	10	17	silage	silage	NOUN
agsci-1560	10	18	corn	corn	NOUN
agsci-1560	10	19	feed	feed	NOUN
agsci-1560	10	20	.	.	PUNCT
agsci-1560	11	1	keywords	keyword	NOUN
agsci-1560	11	2	:	:	PUNCT
agsci-1560	11	3	near	near	ADV
agsci-1560	11	4	-	-	PUNCT
agsci-1560	11	5	infrared	infrared	ADJ
agsci-1560	11	6	spectroscopy	spectroscopy	NOUN
agsci-1560	11	7	,	,	PUNCT
agsci-1560	11	8	silage	silage	NOUN
agsci-1560	11	9	corn	corn	NOUN
agsci-1560	11	10	,	,	PUNCT
agsci-1560	11	11	dry	dry	ADJ
agsci-1560	11	12	matter	matter	NOUN
agsci-1560	11	13	content	content	NOUN
agsci-1560	11	14	,	,	PUNCT
agsci-1560	11	15	machine	machine	NOUN
agsci-1560	11	16	learning	learn	VERB
agsci-1560	11	17	optimization	optimization	NOUN
agsci-1560	11	18	1	1	NUM
agsci-1560	11	19	.	.	PUNCT
agsci-1560	11	20	introduction	introduction	NOUN
agsci-1560	11	21	as	as	ADP
agsci-1560	11	22	one	one	NUM
agsci-1560	11	23	of	of	ADP
agsci-1560	11	24	the	the	DET
agsci-1560	11	25	most	most	ADV
agsci-1560	11	26	cultivated	cultivate	VERB
agsci-1560	11	27	and	and	CCONJ
agsci-1560	11	28	productive	productive	ADJ
agsci-1560	11	29	crops	crop	NOUN
agsci-1560	11	30	in	in	ADP
agsci-1560	11	31	the	the	DET
agsci-1560	11	32	world	world	NOUN
agsci-1560	11	33	,	,	PUNCT
agsci-1560	11	34	maize	maize	NOUN
agsci-1560	11	35	is	be	AUX
agsci-1560	11	36	not	not	PART
agsci-1560	11	37	only	only	ADV
agsci-1560	11	38	an	an	DET
agsci-1560	11	39	important	important	ADJ
agsci-1560	11	40	link	link	NOUN
agsci-1560	11	41	in	in	ADP
agsci-1560	11	42	the	the	DET
agsci-1560	11	43	human	human	ADJ
agsci-1560	11	44	food	food	NOUN
agsci-1560	11	45	supply	supply	NOUN
agsci-1560	11	46	,	,	PUNCT
agsci-1560	11	47	but	but	CCONJ
agsci-1560	11	48	also	also	ADV
agsci-1560	11	49	a	a	DET
agsci-1560	11	50	core	core	ADJ
agsci-1560	11	51	raw	raw	ADJ
agsci-1560	11	52	material	material	NOUN
agsci-1560	11	53	for	for	ADP
agsci-1560	11	54	livestock	livestock	NOUN
agsci-1560	11	55	rearing(garcía	rearing(garcía	NOUN
agsci-1560	11	56	-	-	PUNCT
agsci-1560	11	57	chávez	chávez	NOUN
agsci-1560	11	58	et	et	PROPN
agsci-1560	11	59	al	al	PROPN
agsci-1560	11	60	.	.	PROPN
agsci-1560	11	61	,	,	PUNCT
agsci-1560	11	62	2020	2020	NUM
agsci-1560	11	63	)	)	PUNCT
agsci-1560	11	64	.	.	PUNCT
agsci-1560	12	1	in	in	ADP
agsci-1560	12	2	aquaculture	aquaculture	NOUN
agsci-1560	12	3	,	,	PUNCT
agsci-1560	12	4	maize	maize	NOUN
agsci-1560	12	5	silage	silage	NOUN
agsci-1560	12	6	plays	play	VERB
agsci-1560	12	7	a	a	DET
agsci-1560	12	8	decisive	decisive	ADJ
agsci-1560	12	9	role	role	NOUN
agsci-1560	12	10	as	as	ADP
agsci-1560	12	11	a	a	DET
agsci-1560	12	12	key	key	ADJ
agsci-1560	12	13	feed	feed	NOUN
agsci-1560	12	14	resource	resource	NOUN
agsci-1560	12	15	to	to	PART
agsci-1560	12	16	improve	improve	VERB
agsci-1560	12	17	productivity	productivity	NOUN
agsci-1560	12	18	and	and	CCONJ
agsci-1560	12	19	economic	economic	ADJ
agsci-1560	12	20	efficiency(ribas	efficiency(ribas	PROPN
agsci-1560	12	21	et	et	PROPN
agsci-1560	12	22	al	al	PROPN
agsci-1560	12	23	.	.	PROPN
agsci-1560	12	24	,	,	PUNCT
agsci-1560	12	25	2021	2021	NUM
agsci-1560	12	26	)	)	PUNCT
agsci-1560	12	27	.	.	PUNCT
agsci-1560	13	1	silage	silage	NOUN
agsci-1560	13	2	technology	technology	NOUN
agsci-1560	13	3	maintains	maintain	VERB
agsci-1560	13	4	and	and	CCONJ
agsci-1560	13	5	enhances	enhance	VERB
agsci-1560	13	6	the	the	DET
agsci-1560	13	7	nutritional	nutritional	ADJ
agsci-1560	13	8	value	value	NOUN
agsci-1560	13	9	of	of	ADP
agsci-1560	13	10	the	the	DET
agsci-1560	13	11	feed	feed	NOUN
agsci-1560	13	12	by	by	ADP
agsci-1560	13	13	creating	create	VERB
agsci-1560	13	14	anaerobic	anaerobic	ADJ
agsci-1560	13	15	fermentation	fermentation	NOUN
agsci-1560	13	16	conditions	condition	NOUN
agsci-1560	13	17	(	(	PUNCT
agsci-1560	13	18	fuglestad	fuglestad	NOUN
agsci-1560	13	19	et	et	PROPN
agsci-1560	13	20	al	al	PROPN
agsci-1560	13	21	.	.	PROPN
agsci-1560	13	22	,	,	PUNCT
agsci-1560	13	23	2021	2021	NUM
agsci-1560	13	24	)	)	PUNCT
agsci-1560	13	25	,	,	PUNCT
agsci-1560	13	26	which	which	PRON
agsci-1560	13	27	maximizes	maximize	VERB
agsci-1560	13	28	the	the	DET
agsci-1560	13	29	use	use	NOUN
agsci-1560	13	30	of	of	ADP
agsci-1560	13	31	plant	plant	NOUN
agsci-1560	13	32	nutrients	nutrient	NOUN
agsci-1560	13	33	and	and	CCONJ
agsci-1560	13	34	lays	lay	VERB
agsci-1560	13	35	the	the	DET
agsci-1560	13	36	foundation	foundation	NOUN
agsci-1560	13	37	for	for	ADP
agsci-1560	13	38	the	the	DET
agsci-1560	13	39	sustainable	sustainable	ADJ
agsci-1560	13	40	progress	progress	NOUN
agsci-1560	13	41	of	of	ADP
agsci-1560	13	42	the	the	DET
agsci-1560	13	43	farming	farming	NOUN
agsci-1560	13	44	industry	industry	NOUN
agsci-1560	13	45	(	(	PUNCT
agsci-1560	13	46	yin	yin	PROPN
agsci-1560	13	47	et	et	PROPN
agsci-1560	13	48	al	al	PROPN
agsci-1560	13	49	.	.	PROPN
agsci-1560	13	50	,	,	PUNCT
agsci-1560	13	51	2024	2024	NUM
agsci-1560	13	52	)	)	PUNCT
agsci-1560	13	53	.	.	PUNCT
agsci-1560	14	1	straw	straw	NOUN
agsci-1560	14	2	dry	dry	ADJ
agsci-1560	14	3	matter	matter	NOUN
agsci-1560	14	4	content	content	NOUN
agsci-1560	14	5	is	be	AUX
agsci-1560	14	6	a	a	DET
agsci-1560	14	7	basic	basic	ADJ
agsci-1560	14	8	and	and	CCONJ
agsci-1560	14	9	critical	critical	ADJ
agsci-1560	14	10	indicator	indicator	NOUN
agsci-1560	14	11	in	in	ADP
agsci-1560	14	12	the	the	DET
agsci-1560	14	13	silage	silage	NOUN
agsci-1560	14	14	process	process	NOUN
agsci-1560	14	15	.	.	PUNCT
agsci-1560	15	1	ideal	ideal	ADJ
agsci-1560	15	2	storage	storage	NOUN
agsci-1560	15	3	results	result	NOUN
agsci-1560	15	4	depend	depend	VERB
agsci-1560	15	5	on	on	ADP
agsci-1560	15	6	the	the	DET
agsci-1560	15	7	rapid	rapid	ADJ
agsci-1560	15	8	detection	detection	NOUN
agsci-1560	15	9	and	and	CCONJ
agsci-1560	15	10	adjustment	adjustment	NOUN
agsci-1560	15	11	of	of	ADP
agsci-1560	15	12	the	the	DET
agsci-1560	15	13	dry	dry	ADJ
agsci-1560	15	14	matter	matter	NOUN
agsci-1560	15	15	ratio	ratio	NOUN
agsci-1560	15	16	.	.	PUNCT
agsci-1560	16	1	however	however	ADV
agsci-1560	16	2	,	,	PUNCT
agsci-1560	16	3	conventional	conventional	ADJ
agsci-1560	16	4	chemical	chemical	NOUN
agsci-1560	16	5	analysis	analysis	NOUN
agsci-1560	16	6	is	be	AUX
agsci-1560	16	7	time	time	NOUN
agsci-1560	16	8	-	-	PUNCT
agsci-1560	16	9	consuming	consume	VERB
agsci-1560	16	10	and	and	CCONJ
agsci-1560	16	11	labor	labor	NOUN
agsci-1560	16	12	-	-	PUNCT
agsci-1560	16	13	intensive	intensive	ADJ
agsci-1560	16	14	,	,	PUNCT
agsci-1560	16	15	and	and	CCONJ
agsci-1560	16	16	a	a	DET
agsci-1560	16	17	breakthrough	breakthrough	NOUN
agsci-1560	16	18	is	be	AUX
agsci-1560	16	19	needed(büning	needed(büne	VERB
agsci-1560	16	20	-	-	PUNCT
agsci-1560	16	21	pfaue	pfaue	NOUN
agsci-1560	16	22	,	,	PUNCT
agsci-1560	16	23	2003	2003	NUM
agsci-1560	16	24	)	)	PUNCT
agsci-1560	16	25	.	.	PUNCT
agsci-1560	17	1	therefore	therefore	ADV
agsci-1560	17	2	,	,	PUNCT
agsci-1560	17	3	a	a	DET
agsci-1560	17	4	rapid	rapid	ADJ
agsci-1560	17	5	and	and	CCONJ
agsci-1560	17	6	non	non	ADJ
agsci-1560	17	7	-	-	ADJ
agsci-1560	17	8	destructive	destructive	ADJ
agsci-1560	17	9	way	way	NOUN
agsci-1560	17	10	to	to	PART
agsci-1560	17	11	monitor	monitor	VERB
agsci-1560	17	12	the	the	DET
agsci-1560	17	13	dry	dry	ADJ
agsci-1560	17	14	matter	matter	NOUN
agsci-1560	17	15	indexes	index	NOUN
agsci-1560	17	16	in	in	ADP
agsci-1560	17	17	silage	silage	NOUN
agsci-1560	17	18	maize	maize	NOUN
agsci-1560	17	19	stover	stover	NOUN
agsci-1560	17	20	not	not	PART
agsci-1560	17	21	only	only	ADV
agsci-1560	17	22	improves	improve	VERB
agsci-1560	17	23	the	the	DET
agsci-1560	17	24	speed	speed	NOUN
agsci-1560	17	25	of	of	ADP
agsci-1560	17	26	inspection	inspection	NOUN
agsci-1560	17	27	and	and	CCONJ
agsci-1560	17	28	reduces	reduce	VERB
agsci-1560	17	29	the	the	DET
agsci-1560	17	30	running	run	VERB
agsci-1560	17	31	cost	cost	NOUN
agsci-1560	17	32	,	,	PUNCT
agsci-1560	17	33	but	but	CCONJ
agsci-1560	17	34	also	also	ADV
agsci-1560	17	35	provides	provide	VERB
agsci-1560	17	36	an	an	DET
agsci-1560	17	37	important	important	ADJ
agsci-1560	17	38	basis	basis	NOUN
agsci-1560	17	39	for	for	ADP
agsci-1560	17	40	establishing	establish	VERB
agsci-1560	17	41	an	an	DET
agsci-1560	17	42	efficient	efficient	ADJ
agsci-1560	17	43	analytical	analytical	ADJ
agsci-1560	17	44	system	system	NOUN
agsci-1560	17	45	and	and	CCONJ
agsci-1560	17	46	optimizing	optimize	VERB
agsci-1560	17	47	feed	feed	NOUN
agsci-1560	17	48	utilization	utilization	NOUN
agsci-1560	17	49	.	.	PUNCT
agsci-1560	18	1	several	several	ADJ
agsci-1560	18	2	studies	study	NOUN
agsci-1560	18	3	have	have	AUX
agsci-1560	18	4	been	be	AUX
agsci-1560	18	5	conducted	conduct	VERB
agsci-1560	18	6	on	on	ADP
agsci-1560	18	7	the	the	DET
agsci-1560	18	8	application	application	NOUN
agsci-1560	18	9	of	of	ADP
agsci-1560	18	10	nirs	nirs	PROPN
agsci-1560	18	11	technology	technology	PROPN
agsci-1560	18	12	in	in	ADP
agsci-1560	18	13	agriculture.(wu	agriculture.(wu	PROPN
agsci-1560	18	14	et	et	PROPN
agsci-1560	18	15	al	al	PROPN
agsci-1560	18	16	.	.	PROPN
agsci-1560	18	17	,	,	PUNCT
agsci-1560	18	18	2005	2005	NUM
agsci-1560	18	19	)	)	PUNCT
agsci-1560	18	20	developed	develop	VERB
agsci-1560	18	21	a	a	DET
agsci-1560	18	22	nirs	nirs	PROPN
agsci-1560	18	23	calibration	calibration	NOUN
agsci-1560	18	24	model	model	NOUN
agsci-1560	18	25	to	to	PART
agsci-1560	18	26	accurately	accurately	ADV
agsci-1560	18	27	predict	predict	VERB
agsci-1560	18	28	the	the	DET
agsci-1560	18	29	cellulose	cellulose	NOUN
agsci-1560	18	30	content	content	NOUN
agsci-1560	18	31	of	of	ADP
agsci-1560	18	32	corn	corn	NOUN
agsci-1560	18	33	stover	stover	NOUN
agsci-1560	18	34	by	by	ADP
agsci-1560	18	35	partial	partial	ADJ
agsci-1560	18	36	least	least	ADJ
agsci-1560	18	37	squares	square	NOUN
agsci-1560	18	38	regression	regression	NOUN
agsci-1560	18	39	(	(	PUNCT
agsci-1560	18	40	pls).(aureli	pls).(aureli	NOUN
agsci-1560	18	41	et	et	PROPN
agsci-1560	18	42	al	al	PROPN
agsci-1560	18	43	.	.	PROPN
agsci-1560	18	44	,	,	PUNCT
agsci-1560	18	45	2017	2017	NUM
agsci-1560	18	46	)	)	PUNCT
agsci-1560	18	47	developed	develop	VERB
agsci-1560	18	48	a	a	DET
agsci-1560	18	49	nirs	nirs	PROPN
agsci-1560	18	50	calibration	calibration	NOUN
agsci-1560	18	51	method	method	NOUN
agsci-1560	18	52	for	for	ADP
agsci-1560	18	53	predicting	predict	VERB
agsci-1560	18	54	the	the	DET
agsci-1560	18	55	concentration	concentration	NOUN
agsci-1560	18	56	of	of	ADP
agsci-1560	18	57	total	total	ADJ
agsci-1560	18	58	phosphorus	phosphorus	NOUN
agsci-1560	18	59	,	,	PUNCT
agsci-1560	18	60	phytate	phytate	VERB
agsci-1560	18	61	-	-	PUNCT
agsci-1560	18	62	p	p	NOUN
agsci-1560	18	63	,	,	PUNCT
agsci-1560	18	64	and	and	CCONJ
agsci-1560	18	65	protein	protein	NOUN
agsci-1560	18	66	in	in	ADP
agsci-1560	18	67	feeds	feed	NOUN
agsci-1560	18	68	based	base	VERB
agsci-1560	18	69	on	on	ADP
agsci-1560	18	70	14	14	NUM
agsci-1560	18	71	plant	plant	NOUN
agsci-1560	18	72	samples	sample	NOUN
agsci-1560	18	73	from	from	ADP
agsci-1560	18	74	around	around	ADP
agsci-1560	18	75	the	the	DET
agsci-1560	18	76	world	world	NOUN
agsci-1560	18	77	.	.	PUNCT
agsci-1560	19	1	calibration	calibration	NOUN
agsci-1560	19	2	method.(ma	method.(ma	PROPN
agsci-1560	19	3	et	et	PROPN
agsci-1560	19	4	al	al	PROPN
agsci-1560	19	5	.	.	PROPN
agsci-1560	19	6	,	,	PUNCT
agsci-1560	19	7	2019	2019	NUM
agsci-1560	19	8	)	)	PUNCT
agsci-1560	19	9	developed	develop	VERB
agsci-1560	19	10	a	a	DET
agsci-1560	19	11	high	high	ADJ
agsci-1560	19	12	-	-	PUNCT
agsci-1560	19	13	precision	precision	NOUN
agsci-1560	19	14	model	model	NOUN
agsci-1560	19	15	for	for	ADP
agsci-1560	19	16	predicting	predict	VERB
agsci-1560	19	17	moisture	moisture	NOUN
agsci-1560	19	18	,	,	PUNCT
agsci-1560	19	19	crude	crude	ADJ
agsci-1560	19	20	protein	protein	NOUN
agsci-1560	19	21	and	and	CCONJ
agsci-1560	19	22	soluble	soluble	ADJ
agsci-1560	19	23	sugar	sugar	NOUN
agsci-1560	19	24	content	content	NOUN
agsci-1560	19	25	of	of	ADP
agsci-1560	19	26	mulberry	mulberry	NOUN
agsci-1560	19	27	leaves	leave	NOUN
agsci-1560	19	28	using	use	VERB
agsci-1560	19	29	a	a	DET
agsci-1560	19	30	handheld	handheld	ADJ
agsci-1560	19	31	nirs	nir	NOUN
agsci-1560	19	32	.	.	PUNCT
agsci-1560	20	1	(	(	PUNCT
agsci-1560	20	2	zhang	zhang	PROPN
agsci-1560	20	3	et	et	PROPN
agsci-1560	20	4	al	al	PROPN
agsci-1560	20	5	.	.	PROPN
agsci-1560	20	6	,	,	PUNCT
agsci-1560	20	7	2019)constructed	2019)constructe	VERB
agsci-1560	20	8	a	a	DET
agsci-1560	20	9	high	high	ADJ
agsci-1560	20	10	-	-	PUNCT
agsci-1560	20	11	precision	precision	NOUN
agsci-1560	20	12	prediction	prediction	NOUN
agsci-1560	20	13	model	model	NOUN
agsci-1560	20	14	for	for	ADP
agsci-1560	20	15	moisture	moisture	NOUN
agsci-1560	20	16	content	content	NOUN
agsci-1560	20	17	by	by	ADP
agsci-1560	20	18	spectral	spectral	ADJ
agsci-1560	20	19	analysis	analysis	NOUN
agsci-1560	20	20	of	of	ADP
agsci-1560	20	21	208	208	NUM
agsci-1560	20	22	corn	corn	NOUN
agsci-1560	20	23	stover	stover	NOUN
agsci-1560	20	24	silage	silage	NOUN
agsci-1560	20	25	samples	sample	NOUN
agsci-1560	20	26	.	.	PUNCT
agsci-1560	21	1	these	these	DET
agsci-1560	21	2	studies	study	NOUN
agsci-1560	21	3	provide	provide	VERB
agsci-1560	21	4	an	an	DET
agsci-1560	21	5	important	important	ADJ
agsci-1560	21	6	theoretical	theoretical	ADJ
agsci-1560	21	7	foundation	foundation	NOUN
agsci-1560	21	8	and	and	CCONJ
agsci-1560	21	9	technical	technical	ADJ
agsci-1560	21	10	reference	reference	NOUN
agsci-1560	21	11	for	for	ADP
agsci-1560	21	12	this	this	DET
agsci-1560	21	13	research	research	NOUN
agsci-1560	21	14	.	.	PUNCT
agsci-1560	22	1	however	however	ADV
agsci-1560	22	2	,	,	PUNCT
agsci-1560	22	3	although	although	SCONJ
agsci-1560	22	4	the	the	DET
agsci-1560	22	5	feasibility	feasibility	NOUN
agsci-1560	22	6	of	of	ADP
agsci-1560	22	7	nir	nir	ADJ
agsci-1560	22	8	detection	detection	NOUN
agsci-1560	22	9	in	in	ADP
agsci-1560	22	10	silage	silage	NOUN
agsci-1560	22	11	nutrient	nutrient	NOUN
agsci-1560	22	12	quality	quality	NOUN
agsci-1560	22	13	testing	testing	NOUN
agsci-1560	22	14	has	have	AUX
agsci-1560	22	15	been	be	AUX
agsci-1560	22	16	verified	verify	VERB
agsci-1560	22	17	,	,	PUNCT
agsci-1560	22	18	there	there	PRON
agsci-1560	22	19	are	be	VERB
agsci-1560	22	20	fewer	few	ADJ
agsci-1560	22	21	studies	study	NOUN
agsci-1560	22	22	on	on	ADP
agsci-1560	22	23	the	the	DET
agsci-1560	22	24	as.ideasspread.org	as.ideasspread.org	ADJ
agsci-1560	22	25	agricultural	agricultural	ADJ
agsci-1560	22	26	science	science	NOUN
agsci-1560	22	27	vol	vol	NOUN
agsci-1560	22	28	.	.	PROPN
agsci-1560	23	1	7	7	NUM
agsci-1560	23	2	,	,	PUNCT
agsci-1560	23	3	no	no	INTJ
agsci-1560	23	4	.	.	NOUN
agsci-1560	23	5	1	1	NUM
agsci-1560	23	6	;	;	PUNCT
agsci-1560	23	7	2025	2025	NUM
agsci-1560	23	8	85	85	NUM
agsci-1560	23	9	published	publish	VERB
agsci-1560	23	10	by	by	ADP
agsci-1560	23	11	ideas	idea	NOUN
agsci-1560	23	12	spread	spread	VERB
agsci-1560	23	13	index	index	NOUN
agsci-1560	23	14	of	of	ADP
agsci-1560	23	15	dry	dry	ADJ
agsci-1560	23	16	matter	matter	NOUN
agsci-1560	23	17	of	of	ADP
agsci-1560	23	18	silage	silage	NOUN
agsci-1560	23	19	corn	corn	NOUN
agsci-1560	23	20	feed	feed	NOUN
agsci-1560	23	21	,	,	PUNCT
agsci-1560	23	22	especially	especially	ADV
agsci-1560	23	23	in	in	ADP
agsci-1560	23	24	the	the	DET
agsci-1560	23	25	pre	pre	ADJ
agsci-1560	23	26	-	-	ADJ
agsci-1560	23	27	processing	processing	ADJ
agsci-1560	23	28	methods	method	NOUN
agsci-1560	23	29	,	,	PUNCT
agsci-1560	23	30	wavelength	wavelength	NOUN
agsci-1560	23	31	selection	selection	NOUN
agsci-1560	23	32	methods	method	NOUN
agsci-1560	23	33	and	and	CCONJ
agsci-1560	23	34	modeling	modeling	NOUN
agsci-1560	23	35	algorithms	algorithm	NOUN
agsci-1560	23	36	have	have	AUX
agsci-1560	23	37	not	not	PART
agsci-1560	23	38	yet	yet	ADV
agsci-1560	23	39	been	be	AUX
agsci-1560	23	40	studied	study	VERB
agsci-1560	23	41	in	in	ADP
agsci-1560	23	42	depth	depth	NOUN
agsci-1560	23	43	.	.	PUNCT
agsci-1560	24	1	in	in	ADP
agsci-1560	24	2	addition	addition	NOUN
agsci-1560	24	3	,	,	PUNCT
agsci-1560	24	4	silage	silage	NOUN
agsci-1560	24	5	corn	corn	NOUN
agsci-1560	24	6	feed	feed	NOUN
agsci-1560	24	7	generally	generally	ADV
agsci-1560	24	8	requires	require	VERB
agsci-1560	24	9	onsite	onsite	ADJ
agsci-1560	24	10	field	field	NOUN
agsci-1560	24	11	testing	testing	NOUN
agsci-1560	24	12	,	,	PUNCT
agsci-1560	24	13	which	which	PRON
agsci-1560	24	14	has	have	VERB
agsci-1560	24	15	certain	certain	ADJ
agsci-1560	24	16	requirements	requirement	NOUN
agsci-1560	24	17	for	for	ADP
agsci-1560	24	18	portability	portability	NOUN
agsci-1560	24	19	.	.	PUNCT
agsci-1560	25	1	the	the	DET
agsci-1560	25	2	aim	aim	NOUN
agsci-1560	25	3	of	of	ADP
agsci-1560	25	4	this	this	DET
agsci-1560	25	5	study	study	NOUN
agsci-1560	25	6	is	be	AUX
agsci-1560	25	7	to	to	PART
agsci-1560	25	8	use	use	VERB
agsci-1560	25	9	a	a	DET
agsci-1560	25	10	portable	portable	ADJ
agsci-1560	25	11	near	near	ADV
agsci-1560	25	12	-	-	PUNCT
agsci-1560	25	13	infrared	infrared	ADJ
agsci-1560	25	14	spectrometer	spectrometer	NOUN
agsci-1560	25	15	to	to	PART
agsci-1560	25	16	collect	collect	VERB
agsci-1560	25	17	the	the	DET
agsci-1560	25	18	spectral	spectral	ADJ
agsci-1560	25	19	data	datum	NOUN
agsci-1560	25	20	of	of	ADP
agsci-1560	25	21	silage	silage	NOUN
agsci-1560	25	22	corn	corn	NOUN
agsci-1560	25	23	feed	feed	NOUN
agsci-1560	25	24	,	,	PUNCT
agsci-1560	25	25	and	and	CCONJ
agsci-1560	25	26	to	to	PART
agsci-1560	25	27	establish	establish	VERB
agsci-1560	25	28	a	a	DET
agsci-1560	25	29	high	high	ADJ
agsci-1560	25	30	-	-	PUNCT
agsci-1560	25	31	precision	precision	NOUN
agsci-1560	25	32	dry	dry	ADJ
agsci-1560	25	33	matter	matter	NOUN
agsci-1560	25	34	prediction	prediction	NOUN
agsci-1560	25	35	model	model	NOUN
agsci-1560	25	36	for	for	ADP
agsci-1560	25	37	silage	silage	NOUN
agsci-1560	25	38	corn	corn	NOUN
agsci-1560	25	39	feed	feed	NOUN
agsci-1560	25	40	by	by	ADP
agsci-1560	25	41	combining	combine	VERB
agsci-1560	25	42	multiple	multiple	ADJ
agsci-1560	25	43	preprocessing	preprocessing	NOUN
agsci-1560	25	44	methods	method	NOUN
agsci-1560	25	45	and	and	CCONJ
agsci-1560	25	46	wavelength	wavelength	NOUN
agsci-1560	25	47	selection	selection	NOUN
agsci-1560	25	48	algorithms	algorithm	NOUN
agsci-1560	25	49	.	.	PUNCT
agsci-1560	26	1	the	the	DET
agsci-1560	26	2	feature	feature	NOUN
agsci-1560	26	3	wavelengths	wavelength	NOUN
agsci-1560	26	4	were	be	AUX
agsci-1560	26	5	screened	screen	VERB
agsci-1560	26	6	by	by	ADP
agsci-1560	26	7	competitive	competitive	ADJ
agsci-1560	26	8	adaptive	adaptive	ADJ
agsci-1560	26	9	resampling	resample	VERB
agsci-1560	26	10	algorithm	algorithm	NOUN
agsci-1560	26	11	(	(	PUNCT
agsci-1560	26	12	cars	car	NOUN
agsci-1560	26	13	)	)	PUNCT
agsci-1560	26	14	,	,	PUNCT
agsci-1560	26	15	bootstrap	bootstrap	NOUN
agsci-1560	26	16	soft	soft	ADJ
agsci-1560	26	17	shrinkage	shrinkage	NOUN
agsci-1560	26	18	algorithm	algorithm	NOUN
agsci-1560	26	19	(	(	PUNCT
agsci-1560	26	20	boss	boss	NOUN
agsci-1560	26	21	)	)	PUNCT
agsci-1560	26	22	,	,	PUNCT
agsci-1560	26	23	and	and	CCONJ
agsci-1560	26	24	iterative	iterative	NOUN
agsci-1560	26	25	retention	retention	NOUN
agsci-1560	26	26	of	of	ADP
agsci-1560	26	27	information	information	NOUN
agsci-1560	26	28	variables	variable	NOUN
agsci-1560	26	29	algorithm	algorithm	NOUN
agsci-1560	26	30	(	(	PUNCT
agsci-1560	26	31	iriv	iriv	PROPN
agsci-1560	26	32	)	)	PUNCT
agsci-1560	26	33	,	,	PUNCT
agsci-1560	26	34	and	and	CCONJ
agsci-1560	26	35	the	the	DET
agsci-1560	26	36	optimization	optimization	NOUN
agsci-1560	26	37	algorithm	algorithm	NOUN
agsci-1560	26	38	was	be	AUX
agsci-1560	26	39	used	use	VERB
agsci-1560	26	40	to	to	PART
agsci-1560	26	41	preferentially	preferentially	ADV
agsci-1560	26	42	select	select	VERB
agsci-1560	26	43	the	the	DET
agsci-1560	26	44	modeling	modeling	NOUN
agsci-1560	26	45	parameters	parameter	NOUN
agsci-1560	26	46	,	,	PUNCT
agsci-1560	26	47	and	and	CCONJ
agsci-1560	26	48	the	the	DET
agsci-1560	26	49	optimal	optimal	ADJ
agsci-1560	26	50	preprocessing	preprocessing	NOUN
agsci-1560	26	51	method	method	NOUN
agsci-1560	26	52	,	,	PUNCT
agsci-1560	26	53	wavelength	wavelength	NOUN
agsci-1560	26	54	selection	selection	NOUN
agsci-1560	26	55	strategy	strategy	NOUN
agsci-1560	26	56	,	,	PUNCT
agsci-1560	26	57	and	and	CCONJ
agsci-1560	26	58	modeling	model	VERB
agsci-1560	26	59	parameters	parameter	NOUN
agsci-1560	26	60	were	be	AUX
agsci-1560	26	61	ultimately	ultimately	ADV
agsci-1560	26	62	determined	determine	VERB
agsci-1560	26	63	in	in	ADP
agsci-1560	26	64	order	order	NOUN
agsci-1560	26	65	to	to	PART
agsci-1560	26	66	establish	establish	VERB
agsci-1560	26	67	a	a	DET
agsci-1560	26	68	dry	dry	ADJ
agsci-1560	26	69	matter	matter	NOUN
agsci-1560	26	70	content	content	NOUN
agsci-1560	26	71	prediction	prediction	NOUN
agsci-1560	26	72	model	model	NOUN
agsci-1560	26	73	with	with	ADP
agsci-1560	26	74	high	high	ADJ
agsci-1560	26	75	prediction	prediction	NOUN
agsci-1560	26	76	accuracy	accuracy	NOUN
agsci-1560	26	77	.	.	PUNCT
agsci-1560	27	1	this	this	PRON
agsci-1560	27	2	not	not	PART
agsci-1560	27	3	only	only	ADV
agsci-1560	27	4	helps	help	VERB
agsci-1560	27	5	to	to	PART
agsci-1560	27	6	improve	improve	VERB
agsci-1560	27	7	the	the	DET
agsci-1560	27	8	efficiency	efficiency	NOUN
agsci-1560	27	9	and	and	CCONJ
agsci-1560	27	10	accuracy	accuracy	NOUN
agsci-1560	27	11	of	of	ADP
agsci-1560	27	12	feed	feed	NOUN
agsci-1560	27	13	quality	quality	NOUN
agsci-1560	27	14	testing	testing	NOUN
agsci-1560	27	15	,	,	PUNCT
agsci-1560	27	16	but	but	CCONJ
agsci-1560	27	17	also	also	ADV
agsci-1560	27	18	provides	provide	VERB
agsci-1560	27	19	technical	technical	ADJ
agsci-1560	27	20	support	support	NOUN
agsci-1560	27	21	for	for	ADP
agsci-1560	27	22	the	the	DET
agsci-1560	27	23	sustainable	sustainable	ADJ
agsci-1560	27	24	development	development	NOUN
agsci-1560	27	25	of	of	ADP
agsci-1560	27	26	the	the	DET
agsci-1560	27	27	farming	farming	NOUN
agsci-1560	27	28	industry	industry	NOUN
agsci-1560	27	29	.	.	PUNCT
agsci-1560	28	1	2	2	X
agsci-1560	28	2	.	.	X
agsci-1560	28	3	method	method	VERB
agsci-1560	28	4	2.1	2.1	NUM
agsci-1560	28	5	test	test	NOUN
agsci-1560	28	6	materials	material	NOUN
agsci-1560	28	7	the	the	DET
agsci-1560	28	8	silage	silage	NOUN
agsci-1560	28	9	corn	corn	NOUN
agsci-1560	28	10	feed	feed	NOUN
agsci-1560	28	11	samples	sample	NOUN
agsci-1560	28	12	used	use	VERB
agsci-1560	28	13	in	in	ADP
agsci-1560	28	14	this	this	DET
agsci-1560	28	15	experiment	experiment	NOUN
agsci-1560	28	16	were	be	AUX
agsci-1560	28	17	collected	collect	VERB
agsci-1560	28	18	in	in	ADP
agsci-1560	28	19	december	december	PROPN
agsci-1560	28	20	2024	2024	NUM
agsci-1560	28	21	from	from	ADP
agsci-1560	28	22	the	the	DET
agsci-1560	28	23	silage	silage	NOUN
agsci-1560	28	24	corn	corn	NOUN
agsci-1560	28	25	fermentation	fermentation	NOUN
agsci-1560	28	26	pond	pond	NOUN
agsci-1560	28	27	of	of	ADP
agsci-1560	28	28	a	a	DET
agsci-1560	28	29	dairy	dairy	NOUN
agsci-1560	28	30	farm	farm	NOUN
agsci-1560	28	31	located	locate	VERB
agsci-1560	28	32	in	in	ADP
agsci-1560	28	33	tai'an	tai'an	PROPN
agsci-1560	28	34	city	city	PROPN
agsci-1560	28	35	,	,	PUNCT
agsci-1560	28	36	shandong	shandong	PROPN
agsci-1560	28	37	province	province	PROPN
agsci-1560	28	38	.	.	PUNCT
agsci-1560	29	1	a	a	DET
agsci-1560	29	2	total	total	NOUN
agsci-1560	29	3	of	of	ADP
agsci-1560	29	4	270	270	NUM
agsci-1560	29	5	samples	sample	NOUN
agsci-1560	29	6	were	be	AUX
agsci-1560	29	7	gathered	gather	VERB
agsci-1560	29	8	.	.	PUNCT
agsci-1560	30	1	immediately	immediately	ADV
agsci-1560	30	2	after	after	ADP
agsci-1560	30	3	collection	collection	NOUN
agsci-1560	30	4	,	,	PUNCT
agsci-1560	30	5	the	the	DET
agsci-1560	30	6	samples	sample	NOUN
agsci-1560	30	7	were	be	AUX
agsci-1560	30	8	placed	place	VERB
agsci-1560	30	9	into	into	ADP
agsci-1560	30	10	vacuum	vacuum	NOUN
agsci-1560	30	11	bags	bag	NOUN
agsci-1560	30	12	and	and	CCONJ
agsci-1560	30	13	vacuum	vacuum	NOUN
agsci-1560	30	14	-	-	PUNCT
agsci-1560	30	15	sealed	seal	VERB
agsci-1560	30	16	.	.	PUNCT
agsci-1560	31	1	they	they	PRON
agsci-1560	31	2	were	be	AUX
agsci-1560	31	3	then	then	ADV
agsci-1560	31	4	transported	transport	VERB
agsci-1560	31	5	and	and	CCONJ
agsci-1560	31	6	stored	store	VERB
agsci-1560	31	7	under	under	ADP
agsci-1560	31	8	refrigerated	refrigerate	VERB
agsci-1560	31	9	conditions	condition	NOUN
agsci-1560	31	10	to	to	PART
agsci-1560	31	11	ensure	ensure	VERB
agsci-1560	31	12	their	their	PRON
agsci-1560	31	13	preservation	preservation	NOUN
agsci-1560	31	14	.	.	PUNCT
agsci-1560	32	1	2.2	2.2	NUM
agsci-1560	32	2	near	near	ADP
agsci-1560	32	3	infrared	infrared	ADJ
agsci-1560	32	4	spectroscopy	spectroscopy	NOUN
agsci-1560	32	5	data	datum	NOUN
agsci-1560	32	6	acquisition	acquisition	NOUN
agsci-1560	32	7	the	the	DET
agsci-1560	32	8	nir	nir	ADJ
agsci-1560	32	9	spectral	spectral	ADJ
agsci-1560	32	10	acquisition	acquisition	NOUN
agsci-1560	32	11	system	system	NOUN
agsci-1560	32	12	comprises	comprise	VERB
agsci-1560	32	13	an	an	DET
agsci-1560	32	14	nir	nir	ADJ
agsci-1560	32	15	spectrometer	spectrometer	NOUN
agsci-1560	32	16	,	,	PUNCT
agsci-1560	32	17	light	light	ADJ
agsci-1560	32	18	source	source	NOUN
agsci-1560	32	19	,	,	PUNCT
agsci-1560	32	20	acquisition	acquisition	NOUN
agsci-1560	32	21	lens	len	NOUN
agsci-1560	32	22	,	,	PUNCT
agsci-1560	32	23	and	and	CCONJ
agsci-1560	32	24	computer	computer	NOUN
agsci-1560	32	25	.	.	PUNCT
agsci-1560	33	1	the	the	DET
agsci-1560	33	2	system	system	NOUN
agsci-1560	33	3	utilizes	utilize	VERB
agsci-1560	33	4	the	the	DET
agsci-1560	33	5	nir	nir	ADJ
agsci-1560	33	6	-	-	PUNCT
agsci-1560	33	7	nt	not	PART
agsci-1560	33	8	compact	compact	ADJ
agsci-1560	33	9	fiber	fiber	NOUN
agsci-1560	33	10	-	-	PUNCT
agsci-1560	33	11	optic	optic	NOUN
agsci-1560	33	12	near	near	ADV
agsci-1560	33	13	-	-	PUNCT
agsci-1560	33	14	infrared	infrared	ADJ
agsci-1560	33	15	spectrometer	spectrometer	NOUN
agsci-1560	33	16	,	,	PUNCT
agsci-1560	33	17	manufactured	manufacture	VERB
agsci-1560	33	18	by	by	ADP
agsci-1560	33	19	insion	insion	NOUN
agsci-1560	33	20	in	in	ADP
agsci-1560	33	21	germany	germany	PROPN
agsci-1560	33	22	,	,	PUNCT
agsci-1560	33	23	with	with	ADP
agsci-1560	33	24	a	a	DET
agsci-1560	33	25	nominal	nominal	ADJ
agsci-1560	33	26	wavelength	wavelength	NOUN
agsci-1560	33	27	range	range	NOUN
agsci-1560	33	28	of	of	ADP
agsci-1560	33	29	900	900	NUM
agsci-1560	33	30	-	-	SYM
agsci-1560	33	31	1700	1700	NUM
agsci-1560	33	32	nm	nm	NOUN
agsci-1560	33	33	.	.	PUNCT
agsci-1560	34	1	however	however	ADV
agsci-1560	34	2	,	,	PUNCT
agsci-1560	34	3	due	due	ADP
agsci-1560	34	4	to	to	ADP
agsci-1560	34	5	the	the	DET
agsci-1560	34	6	manufacturing	manufacturing	NOUN
agsci-1560	34	7	process	process	NOUN
agsci-1560	34	8	,	,	PUNCT
agsci-1560	34	9	the	the	DET
agsci-1560	34	10	actual	actual	ADJ
agsci-1560	34	11	wavelength	wavelength	NOUN
agsci-1560	34	12	range	range	NOUN
agsci-1560	34	13	is	be	AUX
agsci-1560	34	14	855	855	NUM
agsci-1560	34	15	-	-	SYM
agsci-1560	34	16	1890	1890	NUM
agsci-1560	34	17	nm	nm	NOUN
agsci-1560	34	18	.	.	PUNCT
agsci-1560	35	1	prior	prior	ADV
agsci-1560	35	2	to	to	ADP
agsci-1560	35	3	testing	testing	NOUN
agsci-1560	35	4	,	,	PUNCT
agsci-1560	35	5	the	the	DET
agsci-1560	35	6	system	system	NOUN
agsci-1560	35	7	requires	require	VERB
agsci-1560	35	8	a	a	DET
agsci-1560	35	9	30	30	NUM
agsci-1560	35	10	-	-	PUNCT
agsci-1560	35	11	minute	minute	NOUN
agsci-1560	35	12	preheating	preheating	NOUN
agsci-1560	35	13	process	process	NOUN
agsci-1560	35	14	to	to	PART
agsci-1560	35	15	eliminate	eliminate	VERB
agsci-1560	35	16	baseline	baseline	NOUN
agsci-1560	35	17	drift	drift	NOUN
agsci-1560	35	18	.	.	PUNCT
agsci-1560	36	1	subsequently	subsequently	ADV
agsci-1560	36	2	,	,	PUNCT
agsci-1560	36	3	the	the	DET
agsci-1560	36	4	spectrometer	spectrometer	NOUN
agsci-1560	36	5	's	's	PART
agsci-1560	36	6	focal	focal	ADJ
agsci-1560	36	7	length	length	NOUN
agsci-1560	36	8	must	must	AUX
agsci-1560	36	9	be	be	AUX
agsci-1560	36	10	adjusted	adjust	VERB
agsci-1560	36	11	to	to	PART
agsci-1560	36	12	ensure	ensure	VERB
agsci-1560	36	13	optical	optical	ADJ
agsci-1560	36	14	accuracy	accuracy	NOUN
agsci-1560	36	15	.	.	PUNCT
agsci-1560	37	1	the	the	DET
agsci-1560	37	2	system	system	NOUN
agsci-1560	37	3	's	's	PART
agsci-1560	37	4	exposure	exposure	NOUN
agsci-1560	37	5	time	time	NOUN
agsci-1560	37	6	was	be	AUX
agsci-1560	37	7	set	set	VERB
agsci-1560	37	8	to	to	ADP
agsci-1560	37	9	20	20	NUM
agsci-1560	37	10	ms	ms	NOUN
agsci-1560	37	11	for	for	ADP
agsci-1560	37	12	the	the	DET
agsci-1560	37	13	experimental	experimental	ADJ
agsci-1560	37	14	parameters	parameter	NOUN
agsci-1560	37	15	.	.	PUNCT
agsci-1560	38	1	during	during	ADP
agsci-1560	38	2	data	data	NOUN
agsci-1560	38	3	acquisition	acquisition	NOUN
agsci-1560	38	4	,	,	PUNCT
agsci-1560	38	5	samples	sample	NOUN
agsci-1560	38	6	should	should	AUX
agsci-1560	38	7	be	be	AUX
agsci-1560	38	8	evenly	evenly	ADV
agsci-1560	38	9	distributed	distribute	VERB
agsci-1560	38	10	in	in	ADP
agsci-1560	38	11	the	the	DET
agsci-1560	38	12	container	container	NOUN
agsci-1560	38	13	to	to	PART
agsci-1560	38	14	ensure	ensure	VERB
agsci-1560	38	15	they	they	PRON
agsci-1560	38	16	are	be	AUX
agsci-1560	38	17	within	within	ADP
agsci-1560	38	18	the	the	DET
agsci-1560	38	19	aperture	aperture	NOUN
agsci-1560	38	20	's	's	PART
agsci-1560	38	21	coverage	coverage	NOUN
agsci-1560	38	22	area	area	NOUN
agsci-1560	38	23	.	.	PUNCT
agsci-1560	39	1	using	use	VERB
agsci-1560	39	2	nearinfrared	nearinfrared	ADJ
agsci-1560	39	3	spectral	spectral	ADJ
agsci-1560	39	4	data	data	PROPN
agsci-1560	39	5	acquisition	acquisition	NOUN
agsci-1560	39	6	software	software	NOUN
agsci-1560	39	7	,	,	PUNCT
agsci-1560	39	8	spectral	spectral	ADJ
agsci-1560	39	9	data	datum	NOUN
agsci-1560	39	10	within	within	ADP
agsci-1560	39	11	the	the	DET
agsci-1560	39	12	855	855	NUM
agsci-1560	39	13	-	-	SYM
agsci-1560	39	14	1890	1890	NUM
agsci-1560	39	15	nm	nm	ADJ
agsci-1560	39	16	wavelength	wavelength	NOUN
agsci-1560	39	17	range	range	NOUN
agsci-1560	39	18	were	be	AUX
agsci-1560	39	19	collected	collect	VERB
agsci-1560	39	20	in	in	ADP
agsci-1560	39	21	this	this	DET
agsci-1560	39	22	study	study	NOUN
agsci-1560	39	23	.	.	PUNCT
agsci-1560	40	1	2.3	2.3	NUM
agsci-1560	40	2	measurement	measurement	NOUN
agsci-1560	40	3	of	of	ADP
agsci-1560	40	4	dry	dry	ADJ
agsci-1560	40	5	matter	matter	NOUN
agsci-1560	40	6	content	content	NOUN
agsci-1560	40	7	the	the	DET
agsci-1560	40	8	dry	dry	ADJ
agsci-1560	40	9	matter	matter	NOUN
agsci-1560	40	10	content	content	NOUN
agsci-1560	40	11	was	be	AUX
agsci-1560	40	12	measured	measure	VERB
agsci-1560	40	13	following	follow	VERB
agsci-1560	40	14	the	the	DET
agsci-1560	40	15	standard	standard	ADJ
agsci-1560	40	16	method	method	NOUN
agsci-1560	40	17	outlined	outline	VERB
agsci-1560	40	18	in	in	ADP
agsci-1560	40	19	gb	gb	ADP
agsci-1560	40	20	/	/	SYM
agsci-1560	40	21	t	t	NOUN
agsci-1560	40	22	6435	6435	NUM
agsci-1560	40	23	-	-	SYM
agsci-1560	40	24	2014	2014	NUM
agsci-1560	40	25	"	"	PUNCT
agsci-1560	40	26	determination	determination	NOUN
agsci-1560	40	27	of	of	ADP
agsci-1560	40	28	moisture	moisture	NOUN
agsci-1560	40	29	in	in	ADP
agsci-1560	40	30	feed	feed	NOUN
agsci-1560	40	31	"	"	PUNCT
agsci-1560	40	32	using	use	VERB
agsci-1560	40	33	the	the	DET
agsci-1560	40	34	oven	oven	NOUN
agsci-1560	40	35	-	-	PUNCT
agsci-1560	40	36	drying	dry	VERB
agsci-1560	40	37	technique	technique	NOUN
agsci-1560	40	38	.	.	PUNCT
agsci-1560	41	1	the	the	DET
agsci-1560	41	2	procedure	procedure	NOUN
agsci-1560	41	3	is	be	AUX
agsci-1560	41	4	described	describe	VERB
agsci-1560	41	5	as	as	SCONJ
agsci-1560	41	6	follows	follow	VERB
agsci-1560	41	7	:	:	PUNCT
agsci-1560	41	8	a	a	DET
agsci-1560	41	9	beaker	beaker	NOUN
agsci-1560	41	10	was	be	AUX
agsci-1560	41	11	first	first	ADV
agsci-1560	41	12	dried	dry	VERB
agsci-1560	41	13	at	at	ADP
agsci-1560	41	14	103	103	NUM
agsci-1560	41	15	°	°	ADP
agsci-1560	41	16	c	c	NOUN
agsci-1560	41	17	for	for	ADP
agsci-1560	41	18	30	30	NUM
agsci-1560	41	19	minutes	minute	NOUN
agsci-1560	41	20	in	in	ADP
agsci-1560	41	21	a	a	DET
agsci-1560	41	22	drying	dry	VERB
agsci-1560	41	23	oven	oven	NOUN
agsci-1560	41	24	and	and	CCONJ
agsci-1560	41	25	cooled	cool	VERB
agsci-1560	41	26	to	to	ADP
agsci-1560	41	27	room	room	NOUN
agsci-1560	41	28	temperature	temperature	NOUN
agsci-1560	41	29	in	in	ADP
agsci-1560	41	30	a	a	DET
agsci-1560	41	31	desiccator	desiccator	NOUN
agsci-1560	41	32	.	.	PUNCT
agsci-1560	42	1	its	its	PRON
agsci-1560	42	2	mass	mass	NOUN
agsci-1560	42	3	(	(	PUNCT
agsci-1560	42	4	m₁	m₁	NOUN
agsci-1560	42	5	)	)	PUNCT
agsci-1560	42	6	was	be	AUX
agsci-1560	42	7	then	then	ADV
agsci-1560	42	8	recorded	record	VERB
agsci-1560	42	9	.	.	PUNCT
agsci-1560	43	1	subsequently	subsequently	ADV
agsci-1560	43	2	,	,	PUNCT
agsci-1560	43	3	5	5	NUM
agsci-1560	43	4	g	g	NOUN
agsci-1560	43	5	of	of	ADP
agsci-1560	43	6	silage	silage	NOUN
agsci-1560	43	7	corn	corn	NOUN
agsci-1560	43	8	feed	feed	NOUN
agsci-1560	43	9	was	be	AUX
agsci-1560	43	10	weighed	weigh	VERB
agsci-1560	43	11	into	into	ADP
agsci-1560	43	12	the	the	DET
agsci-1560	43	13	pre	pre	ADJ
agsci-1560	43	14	-	-	ADJ
agsci-1560	43	15	dried	dried	ADJ
agsci-1560	43	16	beaker	beaker	NOUN
agsci-1560	43	17	and	and	CCONJ
agsci-1560	43	18	dried	dry	VERB
agsci-1560	43	19	at	at	ADP
agsci-1560	43	20	103	103	NUM
agsci-1560	43	21	°	°	ADP
agsci-1560	43	22	c	c	NOUN
agsci-1560	43	23	for	for	ADP
agsci-1560	43	24	4	4	NUM
agsci-1560	43	25	hours	hour	NOUN
agsci-1560	43	26	.	.	PUNCT
agsci-1560	44	1	during	during	ADP
agsci-1560	44	2	the	the	DET
agsci-1560	44	3	drying	dry	VERB
agsci-1560	44	4	process	process	NOUN
agsci-1560	44	5	,	,	PUNCT
agsci-1560	44	6	the	the	DET
agsci-1560	44	7	sample	sample	NOUN
agsci-1560	44	8	was	be	AUX
agsci-1560	44	9	periodically	periodically	ADV
agsci-1560	44	10	monitored	monitor	VERB
agsci-1560	44	11	until	until	SCONJ
agsci-1560	44	12	a	a	DET
agsci-1560	44	13	constant	constant	ADJ
agsci-1560	44	14	weight	weight	NOUN
agsci-1560	44	15	was	be	AUX
agsci-1560	44	16	achieved	achieve	VERB
agsci-1560	44	17	,	,	PUNCT
agsci-1560	44	18	defined	define	VERB
agsci-1560	44	19	as	as	ADP
agsci-1560	44	20	a	a	DET
agsci-1560	44	21	difference	difference	NOUN
agsci-1560	44	22	of	of	ADP
agsci-1560	44	23	less	less	ADJ
agsci-1560	44	24	than	than	ADP
agsci-1560	44	25	0.1	0.1	NUM
agsci-1560	44	26	%	%	NOUN
agsci-1560	44	27	between	between	ADP
agsci-1560	44	28	consecutive	consecutive	ADJ
agsci-1560	44	29	measurements	measurement	NOUN
agsci-1560	44	30	.	.	PUNCT
agsci-1560	45	1	after	after	ADP
agsci-1560	45	2	drying	dry	VERB
agsci-1560	45	3	,	,	PUNCT
agsci-1560	45	4	the	the	DET
agsci-1560	45	5	beaker	beaker	NOUN
agsci-1560	45	6	and	and	CCONJ
agsci-1560	45	7	dried	dry	VERB
agsci-1560	45	8	sample	sample	NOUN
agsci-1560	45	9	were	be	AUX
agsci-1560	45	10	allowed	allow	VERB
agsci-1560	45	11	to	to	PART
agsci-1560	45	12	cool	cool	VERB
agsci-1560	45	13	to	to	PART
agsci-1560	45	14	room	room	VERB
agsci-1560	45	15	temperature	temperature	NOUN
agsci-1560	45	16	in	in	ADP
agsci-1560	45	17	a	a	DET
agsci-1560	45	18	desiccator	desiccator	NOUN
agsci-1560	45	19	,	,	PUNCT
agsci-1560	45	20	and	and	CCONJ
agsci-1560	45	21	the	the	DET
agsci-1560	45	22	total	total	ADJ
agsci-1560	45	23	mass	mass	NOUN
agsci-1560	45	24	(	(	PUNCT
agsci-1560	45	25	m₂	m₂	PROPN
agsci-1560	45	26	)	)	PUNCT
agsci-1560	45	27	was	be	AUX
agsci-1560	45	28	recorded	record	VERB
agsci-1560	45	29	.	.	PUNCT
agsci-1560	46	1	the	the	DET
agsci-1560	46	2	dry	dry	ADJ
agsci-1560	46	3	matter	matter	NOUN
agsci-1560	46	4	content	content	NOUN
agsci-1560	46	5	was	be	AUX
agsci-1560	46	6	calculated	calculate	VERB
agsci-1560	46	7	using	use	VERB
agsci-1560	46	8	equation	equation	NOUN
agsci-1560	46	9	(	(	PUNCT
agsci-1560	46	10	1	1	NUM
agsci-1560	46	11	)	)	PUNCT
agsci-1560	46	12	.	.	PUNCT
agsci-1560	47	1	𝑋	𝑋	PROPN
agsci-1560	47	2	𝑚	𝑚	PROPN
agsci-1560	47	3	𝑚	𝑚	ADP
agsci-1560	47	4	𝑚	𝑚	PROPN
agsci-1560	47	5	100	100	NUM
agsci-1560	47	6	%	%	NOUN
agsci-1560	47	7	1	1	NUM
agsci-1560	47	8	in	in	ADP
agsci-1560	47	9	the	the	DET
agsci-1560	47	10	equation	equation	NOUN
agsci-1560	47	11	,	,	PUNCT
agsci-1560	47	12	𝑚	𝑚	PROPN
agsci-1560	47	13	represents	represent	VERB
agsci-1560	47	14	the	the	DET
agsci-1560	47	15	initial	initial	ADJ
agsci-1560	47	16	weight	weight	NOUN
agsci-1560	47	17	of	of	ADP
agsci-1560	47	18	the	the	DET
agsci-1560	47	19	beaker	beaker	NOUN
agsci-1560	47	20	(	(	PUNCT
agsci-1560	47	21	g	g	NOUN
agsci-1560	47	22	)	)	PUNCT
agsci-1560	47	23	,	,	PUNCT
agsci-1560	47	24	𝑚	𝑚	PROPN
agsci-1560	47	25	is	be	AUX
agsci-1560	47	26	the	the	DET
agsci-1560	47	27	weight	weight	NOUN
agsci-1560	47	28	of	of	ADP
agsci-1560	47	29	the	the	DET
agsci-1560	47	30	sample	sample	NOUN
agsci-1560	47	31	(	(	PUNCT
agsci-1560	47	32	g	g	NOUN
agsci-1560	47	33	)	)	PUNCT
agsci-1560	47	34	,	,	PUNCT
agsci-1560	47	35	and	and	CCONJ
agsci-1560	47	36	𝑚	𝑚	X
agsci-1560	47	37	refers	refer	VERB
agsci-1560	47	38	to	to	ADP
agsci-1560	47	39	the	the	DET
agsci-1560	47	40	weight	weight	NOUN
agsci-1560	47	41	of	of	ADP
agsci-1560	47	42	the	the	DET
agsci-1560	47	43	beaker	beaker	NOUN
agsci-1560	47	44	and	and	CCONJ
agsci-1560	47	45	the	the	DET
agsci-1560	47	46	sample	sample	NOUN
agsci-1560	47	47	after	after	ADP
agsci-1560	47	48	drying	dry	VERB
agsci-1560	47	49	(	(	PUNCT
agsci-1560	47	50	g	g	NOUN
agsci-1560	47	51	)	)	PUNCT
agsci-1560	47	52	.	.	PUNCT
agsci-1560	48	1	the	the	DET
agsci-1560	48	2	statistical	statistical	ADJ
agsci-1560	48	3	analysis	analysis	NOUN
agsci-1560	48	4	results	result	NOUN
agsci-1560	48	5	for	for	ADP
agsci-1560	48	6	the	the	DET
agsci-1560	48	7	dry	dry	ADJ
agsci-1560	48	8	matter	matter	NOUN
agsci-1560	48	9	indices	index	NOUN
agsci-1560	48	10	of	of	ADP
agsci-1560	48	11	the	the	DET
agsci-1560	48	12	test	test	NOUN
agsci-1560	48	13	samples	sample	NOUN
agsci-1560	48	14	are	be	AUX
agsci-1560	48	15	presented	present	VERB
agsci-1560	48	16	in	in	ADP
agsci-1560	48	17	table	table	NOUN
agsci-1560	48	18	2	2	NUM
agsci-1560	48	19	.	.	PUNCT
agsci-1560	48	20	table	table	NOUN
agsci-1560	48	21	1	1	NUM
agsci-1560	48	22	.	.	PUNCT
agsci-1560	48	23	statistical	statistical	ADJ
agsci-1560	48	24	table	table	NOUN
agsci-1560	48	25	of	of	ADP
agsci-1560	48	26	dry	dry	ADJ
agsci-1560	48	27	matter	matter	NOUN
agsci-1560	48	28	content	content	NOUN
agsci-1560	48	29	(	(	PUNCT
agsci-1560	48	30	%	%	INTJ
agsci-1560	48	31	)	)	PUNCT
agsci-1560	48	32	of	of	ADP
agsci-1560	48	33	silage	silage	NOUN
agsci-1560	48	34	maize	maize	NOUN
agsci-1560	48	35	forage	forage	NOUN
agsci-1560	48	36	quality	quality	NOUN
agsci-1560	48	37	indicators	indicator	NOUN
agsci-1560	48	38	minimum	minimum	ADJ
agsci-1560	48	39	maximum	maximum	ADJ
agsci-1560	48	40	mean	mean	NOUN
agsci-1560	48	41	standard	standard	ADJ
agsci-1560	48	42	deviation	deviation	NOUN
agsci-1560	48	43	dm	dm	VERB
agsci-1560	48	44	28.63	28.63	NUM
agsci-1560	48	45	35.17	35.17	NUM
agsci-1560	48	46	31.47	31.47	NUM
agsci-1560	48	47	2.30	2.30	NUM
agsci-1560	48	48	as.ideasspread.org	as.ideasspread.org	PROPN
agsci-1560	48	49	agricultural	agricultural	ADJ
agsci-1560	48	50	science	science	NOUN
agsci-1560	48	51	vol	vol	NOUN
agsci-1560	48	52	.	.	PROPN
agsci-1560	49	1	7	7	NUM
agsci-1560	49	2	,	,	PUNCT
agsci-1560	49	3	no	no	INTJ
agsci-1560	49	4	.	.	NOUN
agsci-1560	49	5	1	1	NUM
agsci-1560	49	6	;	;	PUNCT
agsci-1560	49	7	2025	2025	NUM
agsci-1560	49	8	86	86	NUM
agsci-1560	49	9	published	publish	VERB
agsci-1560	49	10	by	by	ADP
agsci-1560	49	11	ideas	idea	NOUN
agsci-1560	49	12	spread	spread	VERB
agsci-1560	49	13	2.4	2.4	NUM
agsci-1560	49	14	spectral	spectral	ADJ
agsci-1560	49	15	data	datum	NOUN
agsci-1560	49	16	preprocessing	preprocesse	VERB
agsci-1560	49	17	the	the	DET
agsci-1560	49	18	acquisition	acquisition	NOUN
agsci-1560	49	19	of	of	ADP
agsci-1560	49	20	near	near	ADV
agsci-1560	49	21	-	-	PUNCT
agsci-1560	49	22	infrared	infrared	ADJ
agsci-1560	49	23	spectral	spectral	ADJ
agsci-1560	49	24	data	datum	NOUN
agsci-1560	49	25	is	be	AUX
agsci-1560	49	26	inevitably	inevitably	ADV
agsci-1560	49	27	affected	affect	VERB
agsci-1560	49	28	by	by	ADP
agsci-1560	49	29	various	various	ADJ
agsci-1560	49	30	factors	factor	NOUN
agsci-1560	49	31	,	,	PUNCT
agsci-1560	49	32	including	include	VERB
agsci-1560	49	33	stray	stray	ADJ
agsci-1560	49	34	light	light	NOUN
agsci-1560	49	35	,	,	PUNCT
agsci-1560	49	36	signalto	signalto	NOUN
agsci-1560	49	37	-	-	PUNCT
agsci-1560	49	38	noise	noise	NOUN
agsci-1560	49	39	interference	interference	NOUN
agsci-1560	49	40	,	,	PUNCT
agsci-1560	49	41	diffuse	diffuse	VERB
agsci-1560	49	42	light	light	ADJ
agsci-1560	49	43	reflection	reflection	NOUN
agsci-1560	49	44	,	,	PUNCT
agsci-1560	49	45	and	and	CCONJ
agsci-1560	49	46	spectral	spectral	ADJ
agsci-1560	49	47	baseline	baseline	NOUN
agsci-1560	49	48	shifts	shift	NOUN
agsci-1560	49	49	.	.	PUNCT
agsci-1560	50	1	to	to	PART
agsci-1560	50	2	eliminate	eliminate	VERB
agsci-1560	50	3	these	these	DET
agsci-1560	50	4	interferences	interference	NOUN
agsci-1560	50	5	and	and	CCONJ
agsci-1560	50	6	establish	establish	VERB
agsci-1560	50	7	a	a	DET
agsci-1560	50	8	reliable	reliable	ADJ
agsci-1560	50	9	prediction	prediction	NOUN
agsci-1560	50	10	model	model	NOUN
agsci-1560	50	11	,	,	PUNCT
agsci-1560	50	12	preprocessing	preprocessing	NOUN
agsci-1560	50	13	of	of	ADP
agsci-1560	50	14	the	the	DET
agsci-1560	50	15	spectral	spectral	ADJ
agsci-1560	50	16	data	datum	NOUN
agsci-1560	50	17	is	be	AUX
agsci-1560	50	18	essential	essential	ADJ
agsci-1560	50	19	.	.	PUNCT
agsci-1560	51	1	in	in	ADP
agsci-1560	51	2	this	this	DET
agsci-1560	51	3	study	study	NOUN
agsci-1560	51	4	,	,	PUNCT
agsci-1560	51	5	five	five	NUM
agsci-1560	51	6	preprocessing	preprocessing	NOUN
agsci-1560	51	7	methods	method	NOUN
agsci-1560	51	8	were	be	AUX
agsci-1560	51	9	applied	apply	VERB
agsci-1560	51	10	to	to	ADP
agsci-1560	51	11	the	the	DET
agsci-1560	51	12	spectral	spectral	ADJ
agsci-1560	51	13	data	datum	NOUN
agsci-1560	51	14	:	:	PUNCT
agsci-1560	51	15	moving	move	VERB
agsci-1560	51	16	average	average	ADJ
agsci-1560	51	17	filtering	filtering	NOUN
agsci-1560	51	18	(	(	PUNCT
agsci-1560	51	19	maf	maf	PROPN
agsci-1560	51	20	)	)	PUNCT
agsci-1560	51	21	,	,	PUNCT
agsci-1560	51	22	savitzky	savitzky	NOUN
agsci-1560	51	23	-	-	PUNCT
agsci-1560	51	24	golay	golay	NOUN
agsci-1560	51	25	filtering	filter	VERB
agsci-1560	51	26	(	(	PUNCT
agsci-1560	51	27	sgf	sgf	NOUN
agsci-1560	51	28	)	)	PUNCT
agsci-1560	51	29	,	,	PUNCT
agsci-1560	51	30	multiplicative	multiplicative	ADJ
agsci-1560	51	31	scatter	scatter	NOUN
agsci-1560	51	32	correction	correction	NOUN
agsci-1560	51	33	(	(	PUNCT
agsci-1560	51	34	msc	msc	PROPN
agsci-1560	51	35	)	)	PUNCT
agsci-1560	51	36	,	,	PUNCT
agsci-1560	51	37	standard	standard	ADJ
agsci-1560	51	38	normal	normal	ADJ
agsci-1560	51	39	variate	variate	NOUN
agsci-1560	51	40	(	(	PUNCT
agsci-1560	51	41	snv	snv	PROPN
agsci-1560	51	42	)	)	PUNCT
agsci-1560	51	43	transformation	transformation	NOUN
agsci-1560	51	44	,	,	PUNCT
agsci-1560	51	45	and	and	CCONJ
agsci-1560	51	46	first	first	ADJ
agsci-1560	51	47	-	-	PUNCT
agsci-1560	51	48	order	order	NOUN
agsci-1560	51	49	derivative	derivative	NOUN
agsci-1560	51	50	(	(	PUNCT
agsci-1560	51	51	fd	fd	NOUN
agsci-1560	51	52	)	)	PUNCT
agsci-1560	51	53	processing	processing	NOUN
agsci-1560	51	54	.	.	PUNCT
agsci-1560	52	1	2.5	2.5	NUM
agsci-1560	52	2	characteristic	characteristic	ADJ
agsci-1560	52	3	wavelength	wavelength	NOUN
agsci-1560	52	4	selection	selection	NOUN
agsci-1560	52	5	the	the	DET
agsci-1560	52	6	selection	selection	NOUN
agsci-1560	52	7	of	of	ADP
agsci-1560	52	8	wavelengths	wavelength	NOUN
agsci-1560	52	9	for	for	ADP
agsci-1560	52	10	near	near	ADV
agsci-1560	52	11	-	-	PUNCT
agsci-1560	52	12	infrared	infrared	ADJ
agsci-1560	52	13	(	(	PUNCT
agsci-1560	52	14	nir	nir	NOUN
agsci-1560	52	15	)	)	PUNCT
agsci-1560	52	16	spectroscopy	spectroscopy	NOUN
agsci-1560	52	17	is	be	AUX
agsci-1560	52	18	crucial	crucial	ADJ
agsci-1560	52	19	for	for	ADP
agsci-1560	52	20	reducing	reduce	VERB
agsci-1560	52	21	model	model	NOUN
agsci-1560	52	22	complexity	complexity	NOUN
agsci-1560	52	23	,	,	PUNCT
agsci-1560	52	24	improving	improve	VERB
agsci-1560	52	25	prediction	prediction	NOUN
agsci-1560	52	26	accuracy	accuracy	NOUN
agsci-1560	52	27	,	,	PUNCT
agsci-1560	52	28	and	and	CCONJ
agsci-1560	52	29	enhancing	enhance	VERB
agsci-1560	52	30	scanning	scan	VERB
agsci-1560	52	31	speed	speed	NOUN
agsci-1560	52	32	.	.	PUNCT
agsci-1560	53	1	by	by	ADP
agsci-1560	53	2	identifying	identify	VERB
agsci-1560	53	3	wavelengths	wavelength	NOUN
agsci-1560	53	4	closely	closely	ADV
agsci-1560	53	5	related	relate	VERB
agsci-1560	53	6	to	to	ADP
agsci-1560	53	7	the	the	DET
agsci-1560	53	8	target	target	NOUN
agsci-1560	53	9	analyte	analyte	NOUN
agsci-1560	53	10	,	,	PUNCT
agsci-1560	53	11	data	datum	NOUN
agsci-1560	53	12	dimensionality	dimensionality	NOUN
agsci-1560	53	13	can	can	AUX
agsci-1560	53	14	be	be	AUX
agsci-1560	53	15	reduced	reduce	VERB
agsci-1560	53	16	,	,	PUNCT
agsci-1560	53	17	and	and	CCONJ
agsci-1560	53	18	the	the	DET
agsci-1560	53	19	model	model	NOUN
agsci-1560	53	20	structure	structure	NOUN
agsci-1560	53	21	can	can	AUX
agsci-1560	53	22	be	be	AUX
agsci-1560	53	23	optimized	optimize	VERB
agsci-1560	53	24	.	.	PUNCT
agsci-1560	54	1	this	this	PRON
agsci-1560	54	2	,	,	PUNCT
agsci-1560	54	3	in	in	ADP
agsci-1560	54	4	turn	turn	NOUN
agsci-1560	54	5	,	,	PUNCT
agsci-1560	54	6	minimizes	minimize	VERB
agsci-1560	54	7	the	the	DET
agsci-1560	54	8	model	model	NOUN
agsci-1560	54	9	size	size	NOUN
agsci-1560	54	10	and	and	CCONJ
agsci-1560	54	11	enhances	enhance	VERB
agsci-1560	54	12	prediction	prediction	NOUN
agsci-1560	54	13	performance	performance	NOUN
agsci-1560	54	14	.	.	PUNCT
agsci-1560	55	1	additionally	additionally	ADV
agsci-1560	55	2	,	,	PUNCT
agsci-1560	55	3	selecting	select	VERB
agsci-1560	55	4	characteristic	characteristic	ADJ
agsci-1560	55	5	wavelengths	wavelength	NOUN
agsci-1560	55	6	helps	help	VERB
agsci-1560	55	7	eliminate	eliminate	VERB
agsci-1560	55	8	noise	noise	NOUN
agsci-1560	55	9	and	and	CCONJ
agsci-1560	55	10	interference	interference	NOUN
agsci-1560	55	11	,	,	PUNCT
agsci-1560	55	12	thereby	thereby	ADV
agsci-1560	55	13	increasing	increase	VERB
agsci-1560	55	14	the	the	DET
agsci-1560	55	15	model	model	NOUN
agsci-1560	55	16	's	's	PART
agsci-1560	55	17	robustness	robustness	NOUN
agsci-1560	55	18	.	.	PUNCT
agsci-1560	56	1	in	in	ADP
agsci-1560	56	2	this	this	DET
agsci-1560	56	3	study	study	NOUN
agsci-1560	56	4	,	,	PUNCT
agsci-1560	56	5	competitive	competitive	ADJ
agsci-1560	56	6	adaptive	adaptive	ADJ
agsci-1560	56	7	reweighted	reweighte	VERB
agsci-1560	56	8	sampling	sample	VERB
agsci-1560	56	9	(	(	PUNCT
agsci-1560	56	10	cars	car	NOUN
agsci-1560	56	11	)	)	PUNCT
agsci-1560	56	12	,	,	PUNCT
agsci-1560	56	13	bootstrap	bootstrap	NOUN
agsci-1560	56	14	soft	soft	ADJ
agsci-1560	56	15	shrinkage	shrinkage	NOUN
agsci-1560	56	16	(	(	PUNCT
agsci-1560	56	17	boss	boss	NOUN
agsci-1560	56	18	)	)	PUNCT
agsci-1560	56	19	,	,	PUNCT
agsci-1560	56	20	and	and	CCONJ
agsci-1560	56	21	iterative	iterative	NOUN
agsci-1560	56	22	retention	retention	NOUN
agsci-1560	56	23	of	of	ADP
agsci-1560	56	24	informative	informative	ADJ
agsci-1560	56	25	variables	variable	NOUN
agsci-1560	56	26	(	(	PUNCT
agsci-1560	56	27	iriv	iriv	ADJ
agsci-1560	56	28	)	)	PUNCT
agsci-1560	56	29	methods	method	NOUN
agsci-1560	56	30	were	be	AUX
agsci-1560	56	31	employed	employ	VERB
agsci-1560	56	32	to	to	PART
agsci-1560	56	33	select	select	VERB
agsci-1560	56	34	the	the	DET
agsci-1560	56	35	key	key	ADJ
agsci-1560	56	36	wavelengths	wavelength	NOUN
agsci-1560	56	37	.	.	PUNCT
agsci-1560	57	1	2.6	2.6	NUM
agsci-1560	57	2	spectral	spectral	ADJ
agsci-1560	57	3	modeling	modeling	NOUN
agsci-1560	57	4	methods	method	NOUN
agsci-1560	57	5	extreme	extreme	ADJ
agsci-1560	57	6	learning	learning	NOUN
agsci-1560	57	7	machine	machine	NOUN
agsci-1560	57	8	(	(	PUNCT
agsci-1560	57	9	elm	elm	PROPN
agsci-1560	57	10	)	)	PUNCT
agsci-1560	57	11	is	be	AUX
agsci-1560	57	12	a	a	DET
agsci-1560	57	13	machine	machine	NOUN
agsci-1560	57	14	learning	learn	VERB
agsci-1560	57	15	approach	approach	NOUN
agsci-1560	57	16	derived	derive	VERB
agsci-1560	57	17	from	from	ADP
agsci-1560	57	18	the	the	DET
agsci-1560	57	19	single	single	ADJ
agsci-1560	57	20	hidden	hide	VERB
agsci-1560	57	21	layer	layer	NOUN
agsci-1560	57	22	feedforward	feedforward	NOUN
agsci-1560	57	23	neural	neural	ADJ
agsci-1560	57	24	network	network	NOUN
agsci-1560	57	25	(	(	PUNCT
agsci-1560	57	26	slfn	slfn	NOUN
agsci-1560	57	27	)	)	PUNCT
agsci-1560	57	28	.	.	PUNCT
agsci-1560	58	1	it	it	PRON
agsci-1560	58	2	is	be	AUX
agsci-1560	58	3	effective	effective	ADJ
agsci-1560	58	4	in	in	ADP
agsci-1560	58	5	handling	handle	VERB
agsci-1560	58	6	complex	complex	ADJ
agsci-1560	58	7	nonlinear	nonlinear	ADJ
agsci-1560	58	8	fitting	fitting	ADJ
agsci-1560	58	9	problems	problem	NOUN
agsci-1560	58	10	and	and	CCONJ
agsci-1560	58	11	is	be	AUX
agsci-1560	58	12	particularly	particularly	ADV
agsci-1560	58	13	suitable	suitable	ADJ
agsci-1560	58	14	for	for	ADP
agsci-1560	58	15	large	large	ADJ
agsci-1560	58	16	-	-	PUNCT
agsci-1560	58	17	scale	scale	NOUN
agsci-1560	58	18	training	training	NOUN
agsci-1560	58	19	datasets	dataset	NOUN
agsci-1560	58	20	(	(	PUNCT
agsci-1560	58	21	wang	wang	PROPN
agsci-1560	58	22	et	et	PROPN
agsci-1560	58	23	al	al	PROPN
agsci-1560	58	24	.	.	PROPN
agsci-1560	58	25	,	,	PUNCT
agsci-1560	58	26	2018	2018	NUM
agsci-1560	58	27	)	)	PUNCT
agsci-1560	58	28	.	.	PUNCT
agsci-1560	59	1	based	base	VERB
agsci-1560	59	2	on	on	ADP
agsci-1560	59	3	the	the	DET
agsci-1560	59	4	principle	principle	NOUN
agsci-1560	59	5	of	of	ADP
agsci-1560	59	6	structural	structural	ADJ
agsci-1560	59	7	risk	risk	NOUN
agsci-1560	59	8	minimization	minimization	NOUN
agsci-1560	59	9	,	,	PUNCT
agsci-1560	59	10	elm	elm	NOUN
agsci-1560	59	11	enhances	enhance	VERB
agsci-1560	59	12	data	datum	NOUN
agsci-1560	59	13	fitting	fitting	ADJ
agsci-1560	59	14	capabilities	capability	NOUN
agsci-1560	59	15	by	by	ADP
agsci-1560	59	16	randomly	randomly	ADV
agsci-1560	59	17	mapping	map	VERB
agsci-1560	59	18	the	the	DET
agsci-1560	59	19	linear	linear	ADJ
agsci-1560	59	20	output	output	NOUN
agsci-1560	59	21	function	function	NOUN
agsci-1560	59	22	to	to	PART
agsci-1560	59	23	achieve	achieve	VERB
agsci-1560	59	24	efficient	efficient	ADJ
agsci-1560	59	25	nonlinear	nonlinear	ADJ
agsci-1560	59	26	transformations	transformation	NOUN
agsci-1560	59	27	in	in	ADP
agsci-1560	59	28	high	high	ADJ
agsci-1560	59	29	-	-	PUNCT
agsci-1560	59	30	dimensional	dimensional	ADJ
agsci-1560	59	31	feature	feature	NOUN
agsci-1560	59	32	spaces	space	NOUN
agsci-1560	59	33	.	.	PUNCT
agsci-1560	60	1	in	in	ADP
agsci-1560	60	2	this	this	DET
agsci-1560	60	3	study	study	NOUN
agsci-1560	60	4	,	,	PUNCT
agsci-1560	60	5	the	the	DET
agsci-1560	60	6	particle	particle	NOUN
agsci-1560	60	7	swarm	swarm	NOUN
agsci-1560	60	8	optimization	optimization	NOUN
agsci-1560	60	9	(	(	PUNCT
agsci-1560	60	10	pso	pso	NOUN
agsci-1560	60	11	)	)	PUNCT
agsci-1560	60	12	algorithm	algorithm	NOUN
agsci-1560	60	13	was	be	AUX
agsci-1560	60	14	employed	employ	VERB
agsci-1560	60	15	to	to	PART
agsci-1560	60	16	optimize	optimize	VERB
agsci-1560	60	17	the	the	DET
agsci-1560	60	18	key	key	ADJ
agsci-1560	60	19	parameters	parameter	NOUN
agsci-1560	60	20	of	of	ADP
agsci-1560	60	21	the	the	DET
agsci-1560	60	22	elm	elm	PROPN
agsci-1560	60	23	model	model	NOUN
agsci-1560	60	24	.	.	PUNCT
agsci-1560	61	1	particle	particle	NOUN
agsci-1560	61	2	swarm	swarm	NOUN
agsci-1560	61	3	optimization	optimization	NOUN
agsci-1560	61	4	(	(	PUNCT
agsci-1560	61	5	pso	pso	NOUN
agsci-1560	61	6	)	)	PUNCT
agsci-1560	61	7	is	be	AUX
agsci-1560	61	8	an	an	DET
agsci-1560	61	9	evolutionary	evolutionary	ADJ
agsci-1560	61	10	algorithm	algorithm	NOUN
agsci-1560	61	11	inspired	inspire	VERB
agsci-1560	61	12	by	by	ADP
agsci-1560	61	13	the	the	DET
agsci-1560	61	14	collective	collective	ADJ
agsci-1560	61	15	intelligence	intelligence	NOUN
agsci-1560	61	16	of	of	ADP
agsci-1560	61	17	groups	group	NOUN
agsci-1560	61	18	.	.	PUNCT
agsci-1560	62	1	it	it	PRON
agsci-1560	62	2	efficiently	efficiently	ADV
agsci-1560	62	3	solves	solve	VERB
agsci-1560	62	4	complex	complex	ADJ
agsci-1560	62	5	optimization	optimization	NOUN
agsci-1560	62	6	problems	problem	NOUN
agsci-1560	62	7	by	by	ADP
agsci-1560	62	8	simulating	simulate	VERB
agsci-1560	62	9	the	the	DET
agsci-1560	62	10	collaborative	collaborative	ADJ
agsci-1560	62	11	search	search	NOUN
agsci-1560	62	12	mechanisms	mechanism	NOUN
agsci-1560	62	13	among	among	ADP
agsci-1560	62	14	individuals	individual	NOUN
agsci-1560	62	15	in	in	ADP
agsci-1560	62	16	a	a	DET
agsci-1560	62	17	population(huang	population(huang	PROPN
agsci-1560	62	18	et	et	PROPN
agsci-1560	62	19	al	al	PROPN
agsci-1560	62	20	.	.	PROPN
agsci-1560	62	21	,	,	PUNCT
agsci-1560	62	22	2021	2021	NUM
agsci-1560	62	23	)	)	PUNCT
agsci-1560	62	24	.	.	PUNCT
agsci-1560	63	1	the	the	DET
agsci-1560	63	2	pso	pso	NOUN
agsci-1560	63	3	algorithm	algorithm	NOUN
agsci-1560	63	4	utilizes	utilize	VERB
agsci-1560	63	5	particle	particle	NOUN
agsci-1560	63	6	position	position	NOUN
agsci-1560	63	7	and	and	CCONJ
agsci-1560	63	8	velocity	velocity	NOUN
agsci-1560	63	9	as	as	ADP
agsci-1560	63	10	core	core	NOUN
agsci-1560	63	11	parameters	parameter	NOUN
agsci-1560	63	12	,	,	PUNCT
agsci-1560	63	13	conducting	conduct	VERB
agsci-1560	63	14	searches	search	NOUN
agsci-1560	63	15	through	through	ADP
agsci-1560	63	16	dynamic	dynamic	ADJ
agsci-1560	63	17	updates	update	NOUN
agsci-1560	63	18	of	of	ADP
agsci-1560	63	19	the	the	DET
agsci-1560	63	20	individual	individual	ADJ
agsci-1560	63	21	best	good	ADJ
agsci-1560	63	22	and	and	CCONJ
agsci-1560	63	23	global	global	ADJ
agsci-1560	63	24	best	good	ADJ
agsci-1560	63	25	solutions	solution	NOUN
agsci-1560	63	26	,	,	PUNCT
agsci-1560	63	27	ultimately	ultimately	ADV
agsci-1560	63	28	converging	converge	VERB
agsci-1560	63	29	on	on	ADP
agsci-1560	63	30	the	the	DET
agsci-1560	63	31	global	global	ADJ
agsci-1560	63	32	optimal	optimal	ADJ
agsci-1560	63	33	solution	solution	NOUN
agsci-1560	63	34	.	.	PUNCT
agsci-1560	64	1	compared	compare	VERB
agsci-1560	64	2	to	to	ADP
agsci-1560	64	3	traditional	traditional	ADJ
agsci-1560	64	4	optimization	optimization	NOUN
agsci-1560	64	5	algorithms	algorithm	NOUN
agsci-1560	64	6	,	,	PUNCT
agsci-1560	64	7	pso	pso	NOUN
agsci-1560	64	8	is	be	AUX
agsci-1560	64	9	characterized	characterize	VERB
agsci-1560	64	10	by	by	ADP
agsci-1560	64	11	its	its	PRON
agsci-1560	64	12	simplicity	simplicity	NOUN
agsci-1560	64	13	,	,	PUNCT
agsci-1560	64	14	high	high	ADJ
agsci-1560	64	15	efficiency	efficiency	NOUN
agsci-1560	64	16	,	,	PUNCT
agsci-1560	64	17	and	and	CCONJ
agsci-1560	64	18	ease	ease	NOUN
agsci-1560	64	19	of	of	ADP
agsci-1560	64	20	parallel	parallel	ADJ
agsci-1560	64	21	implementation	implementation	NOUN
agsci-1560	64	22	.	.	PUNCT
agsci-1560	65	1	it	it	PRON
agsci-1560	65	2	has	have	AUX
agsci-1560	65	3	been	be	AUX
agsci-1560	65	4	widely	widely	ADV
agsci-1560	65	5	applied	apply	VERB
agsci-1560	65	6	in	in	ADP
agsci-1560	65	7	function	function	NOUN
agsci-1560	65	8	optimization	optimization	NOUN
agsci-1560	65	9	and	and	CCONJ
agsci-1560	65	10	parameter	parameter	NOUN
agsci-1560	65	11	tuning	tuning	NOUN
agsci-1560	65	12	in	in	ADP
agsci-1560	65	13	machine	machine	NOUN
agsci-1560	65	14	learning	learning	NOUN
agsci-1560	65	15	.	.	PUNCT
agsci-1560	66	1	in	in	ADP
agsci-1560	66	2	this	this	DET
agsci-1560	66	3	study	study	NOUN
agsci-1560	66	4	,	,	PUNCT
agsci-1560	66	5	pso	pso	NOUN
agsci-1560	66	6	was	be	AUX
agsci-1560	66	7	used	use	VERB
agsci-1560	66	8	to	to	PART
agsci-1560	66	9	optimize	optimize	VERB
agsci-1560	66	10	the	the	DET
agsci-1560	66	11	hyperparameters	hyperparameter	NOUN
agsci-1560	66	12	of	of	ADP
agsci-1560	66	13	the	the	DET
agsci-1560	66	14	elm	elm	NOUN
agsci-1560	66	15	model	model	NOUN
agsci-1560	66	16	,	,	PUNCT
agsci-1560	66	17	including	include	VERB
agsci-1560	66	18	the	the	DET
agsci-1560	66	19	number	number	NOUN
agsci-1560	66	20	of	of	ADP
agsci-1560	66	21	neurons	neuron	NOUN
agsci-1560	66	22	in	in	ADP
agsci-1560	66	23	the	the	DET
agsci-1560	66	24	hidden	hide	VERB
agsci-1560	66	25	layer	layer	NOUN
agsci-1560	66	26	and	and	CCONJ
agsci-1560	66	27	the	the	DET
agsci-1560	66	28	weights	weight	NOUN
agsci-1560	66	29	,	,	PUNCT
agsci-1560	66	30	thereby	thereby	ADV
agsci-1560	66	31	significantly	significantly	ADV
agsci-1560	66	32	improving	improve	VERB
agsci-1560	66	33	the	the	DET
agsci-1560	66	34	model	model	NOUN
agsci-1560	66	35	's	's	PART
agsci-1560	66	36	generalization	generalization	NOUN
agsci-1560	66	37	performance	performance	NOUN
agsci-1560	66	38	and	and	CCONJ
agsci-1560	66	39	prediction	prediction	NOUN
agsci-1560	66	40	accuracy	accuracy	NOUN
agsci-1560	66	41	.	.	PUNCT
agsci-1560	67	1	2.7	2.7	NUM
agsci-1560	67	2	model	model	NOUN
agsci-1560	67	3	evaluation	evaluation	NOUN
agsci-1560	67	4	metrics	metric	NOUN
agsci-1560	67	5	in	in	ADP
agsci-1560	67	6	model	model	NOUN
agsci-1560	67	7	evaluation	evaluation	NOUN
agsci-1560	67	8	,	,	PUNCT
agsci-1560	67	9	the	the	DET
agsci-1560	67	10	key	key	ADJ
agsci-1560	67	11	metrics	metric	NOUN
agsci-1560	67	12	include	include	VERB
agsci-1560	67	13	the	the	DET
agsci-1560	67	14	calibration	calibration	NOUN
agsci-1560	67	15	set	set	VERB
agsci-1560	67	16	correlation	correlation	NOUN
agsci-1560	67	17	coefficient	coefficient	NOUN
agsci-1560	67	18	(	(	PUNCT
agsci-1560	67	19	𝑅	𝑅	PROPN
agsci-1560	67	20	)	)	PUNCT
agsci-1560	67	21	,	,	PUNCT
agsci-1560	67	22	the	the	DET
agsci-1560	67	23	calibration	calibration	NOUN
agsci-1560	67	24	set	set	VERB
agsci-1560	67	25	root	root	NOUN
agsci-1560	67	26	mean	mean	VERB
agsci-1560	67	27	square	square	ADJ
agsci-1560	67	28	error	error	NOUN
agsci-1560	67	29	(	(	PUNCT
agsci-1560	67	30	rmsec	rmsec	PROPN
agsci-1560	67	31	)	)	PUNCT
agsci-1560	67	32	,	,	PUNCT
agsci-1560	67	33	the	the	DET
agsci-1560	67	34	prediction	prediction	NOUN
agsci-1560	67	35	set	set	VERB
agsci-1560	67	36	correlation	correlation	NOUN
agsci-1560	67	37	coefficient	coefficient	NOUN
agsci-1560	67	38	(	(	PUNCT
agsci-1560	67	39	𝑅	𝑅	PROPN
agsci-1560	67	40	)	)	PUNCT
agsci-1560	67	41	,	,	PUNCT
agsci-1560	67	42	and	and	CCONJ
agsci-1560	67	43	the	the	DET
agsci-1560	67	44	prediction	prediction	NOUN
agsci-1560	67	45	set	set	VERB
agsci-1560	67	46	root	root	NOUN
agsci-1560	67	47	mean	mean	VERB
agsci-1560	67	48	square	square	ADJ
agsci-1560	67	49	error	error	NOUN
agsci-1560	67	50	(	(	PUNCT
agsci-1560	67	51	rmsep	rmsep	NOUN
agsci-1560	67	52	)	)	PUNCT
agsci-1560	67	53	.	.	PUNCT
agsci-1560	68	1	the	the	PRON
agsci-1560	68	2	closer	close	ADV
agsci-1560	68	3	the	the	DET
agsci-1560	68	4	values	value	NOUN
agsci-1560	68	5	of	of	ADP
agsci-1560	68	6	𝑅	𝑅	PROPN
agsci-1560	68	7	and	and	CCONJ
agsci-1560	68	8	𝑅	𝑅	PROPN
agsci-1560	68	9	are	be	AUX
agsci-1560	68	10	to	to	ADP
agsci-1560	68	11	1	1	NUM
agsci-1560	68	12	,	,	PUNCT
agsci-1560	68	13	the	the	PRON
agsci-1560	68	14	stronger	strong	ADJ
agsci-1560	68	15	the	the	DET
agsci-1560	68	16	model	model	NOUN
agsci-1560	68	17	's	's	PART
agsci-1560	68	18	explanatory	explanatory	ADJ
agsci-1560	68	19	and	and	CCONJ
agsci-1560	68	20	predictive	predictive	ADJ
agsci-1560	68	21	abilities	ability	NOUN
agsci-1560	68	22	.	.	PUNCT
agsci-1560	69	1	conversely	conversely	ADV
agsci-1560	69	2	,	,	PUNCT
agsci-1560	69	3	lower	low	ADJ
agsci-1560	69	4	values	value	NOUN
agsci-1560	69	5	of	of	ADP
agsci-1560	69	6	rmsec	rmsec	NOUN
agsci-1560	69	7	and	and	CCONJ
agsci-1560	69	8	rmsep	rmsep	NOUN
agsci-1560	69	9	indicate	indicate	VERB
agsci-1560	69	10	higher	high	ADJ
agsci-1560	69	11	model	model	NOUN
agsci-1560	69	12	precision	precision	NOUN
agsci-1560	69	13	.	.	PUNCT
agsci-1560	70	1	2.8	2.8	NUM
agsci-1560	70	2	data	datum	NOUN
agsci-1560	70	3	processing	processing	NOUN
agsci-1560	70	4	methods	method	NOUN
agsci-1560	70	5	spectral	spectral	ADJ
agsci-1560	70	6	preprocessing	preprocessing	NOUN
agsci-1560	70	7	and	and	CCONJ
agsci-1560	70	8	dataset	dataset	ADJ
agsci-1560	70	9	partitioning	partitioning	NOUN
agsci-1560	70	10	were	be	AUX
agsci-1560	70	11	performed	perform	VERB
agsci-1560	70	12	using	use	VERB
agsci-1560	70	13	nirsa	nirsa	PROPN
agsci-1560	70	14	5.3	5.3	NUM
agsci-1560	70	15	software	software	NOUN
agsci-1560	70	16	.	.	PUNCT
agsci-1560	71	1	wavelength	wavelength	NOUN
agsci-1560	71	2	selection	selection	NOUN
agsci-1560	71	3	and	and	CCONJ
agsci-1560	71	4	model	model	NOUN
agsci-1560	71	5	development	development	NOUN
agsci-1560	71	6	were	be	AUX
agsci-1560	71	7	conducted	conduct	VERB
agsci-1560	71	8	in	in	ADP
agsci-1560	71	9	matlab	matlab	PROPN
agsci-1560	71	10	r2022a	r2022a	PROPN
agsci-1560	71	11	.	.	PUNCT
agsci-1560	72	1	the	the	DET
agsci-1560	72	2	iriv	iriv	ADJ
agsci-1560	72	3	algorithm	algorithm	NOUN
agsci-1560	72	4	for	for	ADP
agsci-1560	72	5	feature	feature	NOUN
agsci-1560	72	6	wavelength	wavelength	NOUN
agsci-1560	72	7	extraction	extraction	NOUN
agsci-1560	72	8	was	be	AUX
agsci-1560	72	9	implemented	implement	VERB
agsci-1560	72	10	using	use	VERB
agsci-1560	72	11	the	the	DET
agsci-1560	72	12	libpls	libpls	NOUN
agsci-1560	72	13	1.98	1.98	NUM
agsci-1560	72	14	toolbox	toolbox	NOUN
agsci-1560	72	15	(	(	PUNCT
agsci-1560	72	16	li	li	PROPN
agsci-1560	72	17	et	et	PROPN
agsci-1560	72	18	al	al	PROPN
agsci-1560	72	19	.	.	PROPN
agsci-1560	72	20	,	,	PUNCT
agsci-1560	72	21	2018	2018	NUM
agsci-1560	72	22	)	)	PUNCT
agsci-1560	72	23	.	.	PUNCT
agsci-1560	73	1	3	3	X
agsci-1560	73	2	.	.	NOUN
agsci-1560	73	3	results	result	VERB
agsci-1560	73	4	3.1	3.1	NUM
agsci-1560	73	5	dataset	dataset	NOUN
agsci-1560	73	6	division	division	NOUN
agsci-1560	73	7	the	the	DET
agsci-1560	73	8	dataset	dataset	NOUN
agsci-1560	73	9	was	be	AUX
agsci-1560	73	10	divided	divide	VERB
agsci-1560	73	11	using	use	VERB
agsci-1560	73	12	the	the	DET
agsci-1560	73	13	spxy	spxy	ADJ
agsci-1560	73	14	algorithm	algorithm	NOUN
agsci-1560	73	15	.	.	PUNCT
agsci-1560	74	1	a	a	DET
agsci-1560	74	2	total	total	NOUN
agsci-1560	74	3	of	of	ADP
agsci-1560	74	4	189	189	NUM
agsci-1560	74	5	samples	sample	NOUN
agsci-1560	74	6	(	(	PUNCT
agsci-1560	74	7	70	70	NUM
agsci-1560	74	8	%	%	NOUN
agsci-1560	74	9	of	of	ADP
agsci-1560	74	10	the	the	DET
agsci-1560	74	11	dataset	dataset	NOUN
agsci-1560	74	12	)	)	PUNCT
agsci-1560	74	13	were	be	AUX
agsci-1560	74	14	used	use	VERB
agsci-1560	74	15	as	as	ADP
agsci-1560	74	16	the	the	DET
agsci-1560	74	17	calibration	calibration	NOUN
agsci-1560	74	18	set	set	NOUN
agsci-1560	74	19	,	,	PUNCT
agsci-1560	74	20	while	while	SCONJ
agsci-1560	74	21	81	81	NUM
agsci-1560	74	22	samples	sample	NOUN
agsci-1560	74	23	(	(	PUNCT
agsci-1560	74	24	30	30	NUM
agsci-1560	74	25	%	%	NOUN
agsci-1560	74	26	of	of	ADP
agsci-1560	74	27	the	the	DET
agsci-1560	74	28	dataset	dataset	NOUN
agsci-1560	74	29	)	)	PUNCT
agsci-1560	74	30	were	be	AUX
agsci-1560	74	31	assigned	assign	VERB
agsci-1560	74	32	to	to	ADP
agsci-1560	74	33	the	the	DET
agsci-1560	74	34	test	test	NOUN
agsci-1560	74	35	set	set	VERB
agsci-1560	74	36	.	.	PUNCT
agsci-1560	75	1	3.2	3.2	NUM
agsci-1560	75	2	spectral	spectral	ADJ
agsci-1560	75	3	preprocessing	preprocessing	NOUN
agsci-1560	75	4	analysis	analysis	NOUN
agsci-1560	75	5	to	to	PART
agsci-1560	75	6	analyze	analyze	VERB
agsci-1560	75	7	the	the	DET
agsci-1560	75	8	effects	effect	NOUN
agsci-1560	75	9	of	of	ADP
agsci-1560	75	10	different	different	ADJ
agsci-1560	75	11	near	near	ADV
agsci-1560	75	12	-	-	PUNCT
agsci-1560	75	13	infrared	infrared	ADJ
agsci-1560	75	14	(	(	PUNCT
agsci-1560	75	15	nir	nir	NOUN
agsci-1560	75	16	)	)	PUNCT
agsci-1560	75	17	spectral	spectral	ADJ
agsci-1560	75	18	preprocessing	preprocessing	NOUN
agsci-1560	75	19	methods	method	NOUN
agsci-1560	75	20	on	on	ADP
agsci-1560	75	21	the	the	DET
agsci-1560	75	22	prediction	prediction	NOUN
agsci-1560	75	23	model	model	NOUN
agsci-1560	75	24	for	for	ADP
agsci-1560	75	25	the	the	DET
agsci-1560	75	26	dry	dry	ADJ
agsci-1560	75	27	matter	matter	NOUN
agsci-1560	75	28	content	content	NOUN
agsci-1560	75	29	of	of	ADP
agsci-1560	75	30	silage	silage	NOUN
agsci-1560	75	31	corn	corn	NOUN
agsci-1560	75	32	feed	feed	NOUN
agsci-1560	75	33	,	,	PUNCT
agsci-1560	75	34	five	five	NUM
agsci-1560	75	35	preprocessing	preprocessing	NOUN
agsci-1560	75	36	techniques	technique	NOUN
agsci-1560	75	37	—	—	PUNCT
agsci-1560	75	38	savitzky	savitzky	NOUN
agsci-1560	75	39	-	-	PUNCT
agsci-1560	75	40	golay	golay	NOUN
agsci-1560	75	41	filtering	filter	VERB
agsci-1560	75	42	(	(	PUNCT
agsci-1560	75	43	sgf	sgf	PROPN
agsci-1560	75	44	)	)	PUNCT
agsci-1560	75	45	,	,	PUNCT
agsci-1560	75	46	moving	move	VERB
agsci-1560	75	47	average	average	ADJ
agsci-1560	75	48	filtering	filtering	NOUN
agsci-1560	75	49	(	(	PUNCT
agsci-1560	75	50	maf	maf	PROPN
agsci-1560	75	51	)	)	PUNCT
agsci-1560	75	52	,	,	PUNCT
agsci-1560	75	53	multiplicative	multiplicative	ADJ
agsci-1560	75	54	scatter	scatter	NOUN
agsci-1560	75	55	correction	correction	NOUN
agsci-1560	75	56	(	(	PUNCT
agsci-1560	75	57	msc	msc	PROPN
agsci-1560	75	58	)	)	PUNCT
agsci-1560	75	59	,	,	PUNCT
agsci-1560	75	60	standard	standard	ADJ
agsci-1560	75	61	normal	normal	ADJ
agsci-1560	75	62	variate	variate	NOUN
agsci-1560	75	63	(	(	PUNCT
agsci-1560	75	64	snv	snv	PROPN
agsci-1560	75	65	)	)	PUNCT
agsci-1560	75	66	,	,	PUNCT
agsci-1560	75	67	and	and	CCONJ
agsci-1560	75	68	first	first	ADJ
agsci-1560	75	69	-	-	PUNCT
agsci-1560	75	70	order	order	NOUN
agsci-1560	75	71	derivative	derivative	NOUN
agsci-1560	75	72	(	(	PUNCT
agsci-1560	75	73	fd)—were	fd)—were	NOUN
agsci-1560	75	74	applied	apply	VERB
agsci-1560	75	75	to	to	ADP
agsci-1560	75	76	the	the	DET
agsci-1560	75	77	raw	raw	ADJ
agsci-1560	75	78	spectral	spectral	ADJ
agsci-1560	75	79	data	datum	NOUN
agsci-1560	75	80	.	.	PUNCT
agsci-1560	76	1	the	the	DET
agsci-1560	76	2	original	original	ADJ
agsci-1560	76	3	spectra	spectra	NOUN
agsci-1560	76	4	and	and	CCONJ
agsci-1560	76	5	the	the	DET
agsci-1560	76	6	preprocessed	preprocesse	VERB
agsci-1560	76	7	spectral	spectral	ADJ
agsci-1560	76	8	data	datum	NOUN
agsci-1560	76	9	are	be	AUX
agsci-1560	76	10	shown	show	VERB
agsci-1560	76	11	in	in	ADP
agsci-1560	76	12	figure	figure	NOUN
agsci-1560	76	13	1	1	NUM
agsci-1560	76	14	.	.	PUNCT
agsci-1560	77	1	as.ideasspread.org	as.ideasspread.org	ADJ
agsci-1560	77	2	agricultural	agricultural	ADJ
agsci-1560	77	3	science	science	NOUN
agsci-1560	77	4	vol	vol	NOUN
agsci-1560	77	5	.	.	PROPN
agsci-1560	78	1	7	7	NUM
agsci-1560	78	2	,	,	PUNCT
agsci-1560	78	3	no	no	INTJ
agsci-1560	78	4	.	.	NOUN
agsci-1560	78	5	1	1	NUM
agsci-1560	78	6	;	;	PUNCT
agsci-1560	78	7	2025	2025	NUM
agsci-1560	78	8	87	87	NUM
agsci-1560	78	9	published	publish	VERB
agsci-1560	78	10	by	by	ADP
agsci-1560	78	11	ideas	idea	NOUN
agsci-1560	78	12	spread	spread	VERB
agsci-1560	78	13	as	as	SCONJ
agsci-1560	78	14	illustrated	illustrate	VERB
agsci-1560	78	15	in	in	ADP
agsci-1560	78	16	figure	figure	NOUN
agsci-1560	78	17	1	1	NUM
agsci-1560	78	18	,	,	PUNCT
agsci-1560	78	19	after	after	ADP
agsci-1560	78	20	sgf	sgf	PROPN
agsci-1560	78	21	and	and	CCONJ
agsci-1560	78	22	maf	maf	PROPN
agsci-1560	78	23	preprocessing	preprocessing	NOUN
agsci-1560	78	24	,	,	PUNCT
agsci-1560	78	25	the	the	DET
agsci-1560	78	26	spectral	spectral	ADJ
agsci-1560	78	27	curves	curve	NOUN
agsci-1560	78	28	became	become	VERB
agsci-1560	78	29	smoother	smooth	ADJ
agsci-1560	78	30	,	,	PUNCT
agsci-1560	78	31	noise	noise	NOUN
agsci-1560	78	32	fluctuations	fluctuation	NOUN
agsci-1560	78	33	were	be	AUX
agsci-1560	78	34	significantly	significantly	ADV
agsci-1560	78	35	reduced	reduce	VERB
agsci-1560	78	36	,	,	PUNCT
agsci-1560	78	37	and	and	CCONJ
agsci-1560	78	38	the	the	DET
agsci-1560	78	39	curves	curve	NOUN
agsci-1560	78	40	were	be	AUX
agsci-1560	78	41	largely	largely	ADV
agsci-1560	78	42	consistent	consistent	ADJ
agsci-1560	78	43	with	with	ADP
agsci-1560	78	44	the	the	DET
agsci-1560	78	45	original	original	ADJ
agsci-1560	78	46	spectral	spectral	ADJ
agsci-1560	78	47	profile	profile	NOUN
agsci-1560	78	48	.	.	PUNCT
agsci-1560	79	1	following	follow	VERB
agsci-1560	79	2	msc	msc	PROPN
agsci-1560	79	3	and	and	CCONJ
agsci-1560	79	4	snv	snv	PROPN
agsci-1560	79	5	preprocessing	preprocessing	NOUN
agsci-1560	79	6	,	,	PUNCT
agsci-1560	79	7	the	the	DET
agsci-1560	79	8	spectral	spectral	ADJ
agsci-1560	79	9	curves	curve	NOUN
agsci-1560	79	10	demonstrated	demonstrate	VERB
agsci-1560	79	11	higher	high	ADJ
agsci-1560	79	12	concentration	concentration	NOUN
agsci-1560	79	13	,	,	PUNCT
agsci-1560	79	14	scattering	scatter	VERB
agsci-1560	79	15	effects	effect	NOUN
agsci-1560	79	16	were	be	AUX
agsci-1560	79	17	effectively	effectively	ADV
agsci-1560	79	18	reduced	reduce	VERB
agsci-1560	79	19	,	,	PUNCT
agsci-1560	79	20	and	and	CCONJ
agsci-1560	79	21	spectral	spectral	ADJ
agsci-1560	79	22	features	feature	NOUN
agsci-1560	79	23	became	become	VERB
agsci-1560	79	24	more	more	ADV
agsci-1560	79	25	prominent	prominent	ADJ
agsci-1560	79	26	.	.	PUNCT
agsci-1560	80	1	after	after	SCONJ
agsci-1560	80	2	fd	fd	PROPN
agsci-1560	80	3	preprocessing	preprocessing	NOUN
agsci-1560	80	4	,	,	PUNCT
agsci-1560	80	5	small	small	ADJ
agsci-1560	80	6	feature	feature	NOUN
agsci-1560	80	7	variations	variation	NOUN
agsci-1560	80	8	in	in	ADP
agsci-1560	80	9	the	the	DET
agsci-1560	80	10	spectral	spectral	ADJ
agsci-1560	80	11	data	datum	NOUN
agsci-1560	80	12	were	be	AUX
agsci-1560	80	13	revealed	reveal	VERB
agsci-1560	80	14	,	,	PUNCT
agsci-1560	80	15	characteristic	characteristic	ADJ
agsci-1560	80	16	peaks	peak	NOUN
agsci-1560	80	17	were	be	AUX
agsci-1560	80	18	significantly	significantly	ADV
agsci-1560	80	19	enhanced	enhance	VERB
agsci-1560	80	20	,	,	PUNCT
agsci-1560	80	21	and	and	CCONJ
agsci-1560	80	22	the	the	DET
agsci-1560	80	23	signal	signal	NOUN
agsci-1560	80	24	-	-	PUNCT
agsci-1560	80	25	tonoise	tonoise	NOUN
agsci-1560	80	26	ratio	ratio	NOUN
agsci-1560	80	27	was	be	AUX
agsci-1560	80	28	improved	improve	VERB
agsci-1560	80	29	to	to	ADP
agsci-1560	80	30	a	a	DET
agsci-1560	80	31	certain	certain	ADJ
agsci-1560	80	32	extent	extent	NOUN
agsci-1560	80	33	.	.	PUNCT
agsci-1560	81	1	figure	figure	NOUN
agsci-1560	81	2	1	1	NUM
agsci-1560	81	3	.	.	PUNCT
agsci-1560	81	4	original	original	ADJ
agsci-1560	81	5	spectra	spectra	NOUN
agsci-1560	81	6	and	and	CCONJ
agsci-1560	81	7	preprocessed	preprocesse	VERB
agsci-1560	81	8	spectra	spectra	ADJ
agsci-1560	81	9	table	table	NOUN
agsci-1560	81	10	2	2	NUM
agsci-1560	81	11	shows	show	VERB
agsci-1560	81	12	the	the	DET
agsci-1560	81	13	performance	performance	NOUN
agsci-1560	81	14	of	of	ADP
agsci-1560	81	15	pso	pso	NOUN
agsci-1560	81	16	-	-	PUNCT
agsci-1560	81	17	elm	elm	NOUN
agsci-1560	81	18	prediction	prediction	NOUN
agsci-1560	81	19	models	model	NOUN
agsci-1560	81	20	developed	develop	VERB
agsci-1560	81	21	using	use	VERB
agsci-1560	81	22	different	different	ADJ
agsci-1560	81	23	preprocessing	preprocessing	NOUN
agsci-1560	81	24	methods	method	NOUN
agsci-1560	81	25	across	across	ADP
agsci-1560	81	26	the	the	DET
agsci-1560	81	27	full	full	ADJ
agsci-1560	81	28	wavelength	wavelength	NOUN
agsci-1560	81	29	spectrum	spectrum	NOUN
agsci-1560	81	30	.	.	PUNCT
agsci-1560	82	1	models	model	NOUN
agsci-1560	82	2	developed	develop	VERB
agsci-1560	82	3	using	use	VERB
agsci-1560	82	4	raw	raw	ADJ
agsci-1560	82	5	spectral	spectral	ADJ
agsci-1560	82	6	data	datum	NOUN
agsci-1560	82	7	yielded	yield	VERB
agsci-1560	82	8	a	a	DET
agsci-1560	82	9	prediction	prediction	NOUN
agsci-1560	82	10	set	set	NOUN
agsci-1560	82	11	correlation	correlation	NOUN
agsci-1560	82	12	coefficient	coefficient	NOUN
agsci-1560	82	13	(	(	PUNCT
agsci-1560	82	14	𝑅	𝑅	PROPN
agsci-1560	82	15	)	)	PUNCT
agsci-1560	82	16	and	and	CCONJ
agsci-1560	82	17	rmsep	rmsep	ADJ
agsci-1560	82	18	values	value	NOUN
agsci-1560	82	19	of	of	ADP
agsci-1560	82	20	0.8228	0.8228	NUM
agsci-1560	82	21	and	and	CCONJ
agsci-1560	82	22	0.7774	0.7774	NUM
agsci-1560	82	23	,	,	PUNCT
agsci-1560	82	24	respectively	respectively	ADV
agsci-1560	82	25	,	,	PUNCT
agsci-1560	82	26	indicating	indicate	VERB
agsci-1560	82	27	the	the	DET
agsci-1560	82	28	feasibility	feasibility	NOUN
agsci-1560	82	29	of	of	ADP
agsci-1560	82	30	direct	direct	ADJ
agsci-1560	82	31	modeling	modeling	NOUN
agsci-1560	82	32	despite	despite	SCONJ
agsci-1560	82	33	the	the	DET
agsci-1560	82	34	potential	potential	ADJ
agsci-1560	82	35	interference	interference	NOUN
agsci-1560	82	36	from	from	ADP
agsci-1560	82	37	noise	noise	NOUN
agsci-1560	82	38	and	and	CCONJ
agsci-1560	82	39	scattering	scatter	VERB
agsci-1560	82	40	effects	effect	NOUN
agsci-1560	82	41	.	.	PUNCT
agsci-1560	83	1	models	model	NOUN
agsci-1560	83	2	based	base	VERB
agsci-1560	83	3	on	on	ADP
agsci-1560	83	4	maf	maf	PROPN
agsci-1560	83	5	preprocessing	preprocessing	NOUN
agsci-1560	83	6	exhibited	exhibit	VERB
agsci-1560	83	7	slightly	slightly	ADV
agsci-1560	83	8	diminished	diminish	VERB
agsci-1560	83	9	prediction	prediction	NOUN
agsci-1560	83	10	set	set	NOUN
agsci-1560	83	11	performance	performance	NOUN
agsci-1560	83	12	(	(	PUNCT
agsci-1560	83	13	𝑅	𝑅	PROPN
agsci-1560	83	14	=	=	PUNCT
agsci-1560	83	15	0.8179	0.8179	NUM
agsci-1560	83	16	,	,	PUNCT
agsci-1560	83	17	rmsep	rmsep	NOUN
agsci-1560	83	18	=	=	NOUN
agsci-1560	83	19	0.7871	0.7871	NUM
agsci-1560	83	20	)	)	PUNCT
agsci-1560	83	21	.	.	PUNCT
agsci-1560	84	1	although	although	SCONJ
agsci-1560	84	2	maf	maf	NOUN
agsci-1560	84	3	effectively	effectively	ADV
agsci-1560	84	4	smooths	smooth	VERB
agsci-1560	84	5	spectral	spectral	ADJ
agsci-1560	84	6	data	datum	NOUN
agsci-1560	84	7	and	and	CCONJ
agsci-1560	84	8	reduces	reduce	VERB
agsci-1560	84	9	high	high	ADJ
agsci-1560	84	10	-	-	PUNCT
agsci-1560	84	11	frequency	frequency	NOUN
agsci-1560	84	12	noise	noise	NOUN
agsci-1560	84	13	,	,	PUNCT
agsci-1560	84	14	it	it	PRON
agsci-1560	84	15	may	may	AUX
agsci-1560	84	16	simultaneously	simultaneously	ADV
agsci-1560	84	17	remove	remove	VERB
agsci-1560	84	18	critical	critical	ADJ
agsci-1560	84	19	spectral	spectral	ADJ
agsci-1560	84	20	information	information	NOUN
agsci-1560	84	21	,	,	PUNCT
agsci-1560	84	22	resulting	result	VERB
agsci-1560	84	23	in	in	ADP
agsci-1560	84	24	reduced	reduce	VERB
agsci-1560	84	25	prediction	prediction	NOUN
agsci-1560	84	26	accuracy	accuracy	NOUN
agsci-1560	84	27	.	.	PUNCT
agsci-1560	85	1	in	in	ADP
agsci-1560	85	2	contrast	contrast	NOUN
agsci-1560	85	3	,	,	PUNCT
agsci-1560	85	4	sgf	sgf	ADJ
agsci-1560	85	5	preprocessing	preprocessing	NOUN
agsci-1560	85	6	improved	improve	VERB
agsci-1560	85	7	prediction	prediction	NOUN
agsci-1560	85	8	set	set	NOUN
agsci-1560	85	9	performance	performance	NOUN
agsci-1560	85	10	(	(	PUNCT
agsci-1560	85	11	𝑅	𝑅	PROPN
agsci-1560	85	12	=	=	PUNCT
agsci-1560	85	13	0.8375	0.8375	PROPN
agsci-1560	85	14	,	,	PUNCT
agsci-1560	85	15	rmsep	rmsep	NOUN
agsci-1560	85	16	=	=	NOUN
agsci-1560	85	17	0.7472	0.7472	NUM
agsci-1560	85	18	)	)	PUNCT
agsci-1560	85	19	,	,	PUNCT
agsci-1560	85	20	successfully	successfully	ADV
agsci-1560	85	21	mitigating	mitigate	VERB
agsci-1560	85	22	overfitting	overfitte	VERB
agsci-1560	85	23	tendencies	tendency	NOUN
agsci-1560	85	24	in	in	ADP
agsci-1560	85	25	the	the	DET
agsci-1560	85	26	original	original	ADJ
agsci-1560	85	27	data	datum	NOUN
agsci-1560	85	28	and	and	CCONJ
agsci-1560	85	29	enhancing	enhance	VERB
agsci-1560	85	30	the	the	DET
agsci-1560	85	31	model	model	NOUN
agsci-1560	85	32	's	's	PART
agsci-1560	85	33	generalization	generalization	NOUN
agsci-1560	85	34	ability	ability	NOUN
agsci-1560	85	35	.	.	PUNCT
agsci-1560	86	1	as.ideasspread.org	as.ideasspread.org	ADJ
agsci-1560	86	2	agricultural	agricultural	ADJ
agsci-1560	86	3	science	science	NOUN
agsci-1560	86	4	vol	vol	NOUN
agsci-1560	86	5	.	.	PROPN
agsci-1560	87	1	7	7	NUM
agsci-1560	87	2	,	,	PUNCT
agsci-1560	87	3	no	no	INTJ
agsci-1560	87	4	.	.	NOUN
agsci-1560	87	5	1	1	NUM
agsci-1560	87	6	;	;	PUNCT
agsci-1560	87	7	2025	2025	NUM
agsci-1560	87	8	88	88	NUM
agsci-1560	87	9	published	publish	VERB
agsci-1560	87	10	by	by	ADP
agsci-1560	87	11	ideas	idea	NOUN
agsci-1560	87	12	spread	spread	VERB
agsci-1560	87	13	the	the	DET
agsci-1560	87	14	msc	msc	PROPN
agsci-1560	87	15	and	and	CCONJ
agsci-1560	87	16	snv	snv	PROPN
agsci-1560	87	17	preprocessing	preprocesse	VERB
agsci-1560	87	18	techniques	technique	NOUN
agsci-1560	87	19	produced	produce	VERB
agsci-1560	87	20	distinct	distinct	ADJ
agsci-1560	87	21	outcomes	outcome	NOUN
agsci-1560	87	22	,	,	PUNCT
agsci-1560	87	23	with	with	ADP
agsci-1560	87	24	snv	snv	NOUN
agsci-1560	87	25	delivering	deliver	VERB
agsci-1560	87	26	superior	superior	ADJ
agsci-1560	87	27	prediction	prediction	NOUN
agsci-1560	87	28	set	set	NOUN
agsci-1560	87	29	performance	performance	NOUN
agsci-1560	87	30	(	(	PUNCT
agsci-1560	87	31	𝑅	𝑅	PROPN
agsci-1560	87	32	=	=	SYM
agsci-1560	87	33	0.8413	0.8413	PROPN
agsci-1560	87	34	,	,	PUNCT
agsci-1560	87	35	rmsep	rmsep	NOUN
agsci-1560	87	36	=	=	SYM
agsci-1560	87	37	0.7680	0.7680	NUM
agsci-1560	87	38	)	)	PUNCT
agsci-1560	87	39	,	,	PUNCT
agsci-1560	87	40	outperforming	outperform	VERB
agsci-1560	87	41	both	both	CCONJ
agsci-1560	87	42	msc	msc	NOUN
agsci-1560	87	43	-	-	PUNCT
agsci-1560	87	44	processed	process	VERB
agsci-1560	87	45	and	and	CCONJ
agsci-1560	87	46	raw	raw	ADJ
agsci-1560	87	47	spectral	spectral	ADJ
agsci-1560	87	48	data	datum	NOUN
agsci-1560	87	49	.	.	PUNCT
agsci-1560	88	1	the	the	DET
agsci-1560	88	2	superior	superior	ADJ
agsci-1560	88	3	performance	performance	NOUN
agsci-1560	88	4	of	of	ADP
agsci-1560	88	5	snv	snv	PROPN
agsci-1560	88	6	likely	likely	ADJ
agsci-1560	88	7	results	result	VERB
agsci-1560	88	8	from	from	ADP
agsci-1560	88	9	its	its	PRON
agsci-1560	88	10	standardized	standardized	ADJ
agsci-1560	88	11	normalization	normalization	NOUN
agsci-1560	88	12	process	process	NOUN
agsci-1560	88	13	,	,	PUNCT
agsci-1560	88	14	which	which	PRON
agsci-1560	88	15	effectively	effectively	ADV
agsci-1560	88	16	reduces	reduce	VERB
agsci-1560	88	17	scattering	scatter	VERB
agsci-1560	88	18	-	-	PUNCT
agsci-1560	88	19	induced	induce	VERB
agsci-1560	88	20	variability	variability	NOUN
agsci-1560	88	21	,	,	PUNCT
agsci-1560	88	22	minimizes	minimize	NOUN
agsci-1560	88	23	bias	bias	NOUN
agsci-1560	88	24	,	,	PUNCT
agsci-1560	88	25	and	and	CCONJ
agsci-1560	88	26	improves	improve	VERB
agsci-1560	88	27	the	the	DET
agsci-1560	88	28	reliability	reliability	NOUN
agsci-1560	88	29	of	of	ADP
agsci-1560	88	30	the	the	DET
agsci-1560	88	31	model	model	NOUN
agsci-1560	88	32	.	.	PUNCT
agsci-1560	89	1	first	first	ADJ
agsci-1560	89	2	-	-	PUNCT
agsci-1560	89	3	order	order	NOUN
agsci-1560	89	4	derivative	derivative	NOUN
agsci-1560	89	5	(	(	PUNCT
agsci-1560	89	6	fd	fd	NOUN
agsci-1560	89	7	)	)	PUNCT
agsci-1560	89	8	preprocessing	preprocesse	VERB
agsci-1560	89	9	significantly	significantly	ADV
agsci-1560	89	10	improved	improve	VERB
agsci-1560	89	11	calibration	calibration	NOUN
agsci-1560	89	12	set	set	VERB
agsci-1560	89	13	performance	performance	NOUN
agsci-1560	89	14	but	but	CCONJ
agsci-1560	89	15	paradoxically	paradoxically	ADV
agsci-1560	89	16	reduced	reduce	VERB
agsci-1560	89	17	prediction	prediction	NOUN
agsci-1560	89	18	set	set	VERB
agsci-1560	89	19	performance	performance	NOUN
agsci-1560	89	20	𝑅	𝑅	PROPN
agsci-1560	89	21	=	=	SYM
agsci-1560	89	22	0.8132	0.8132	NUM
agsci-1560	89	23	,	,	PUNCT
agsci-1560	89	24	rmsep	rmsep	NOUN
agsci-1560	89	25	=	=	NOUN
agsci-1560	89	26	0.7687	0.7687	NUM
agsci-1560	89	27	)	)	PUNCT
agsci-1560	89	28	.	.	PUNCT
agsci-1560	90	1	this	this	DET
agsci-1560	90	2	inverse	inverse	NOUN
agsci-1560	90	3	relationship	relationship	NOUN
agsci-1560	90	4	suggests	suggest	VERB
agsci-1560	90	5	that	that	SCONJ
agsci-1560	90	6	while	while	SCONJ
agsci-1560	90	7	fd	fd	PROPN
agsci-1560	90	8	enhances	enhance	VERB
agsci-1560	90	9	the	the	DET
agsci-1560	90	10	resolution	resolution	NOUN
agsci-1560	90	11	of	of	ADP
agsci-1560	90	12	spectral	spectral	ADJ
agsci-1560	90	13	features	feature	NOUN
agsci-1560	90	14	,	,	PUNCT
agsci-1560	90	15	it	it	PRON
agsci-1560	90	16	also	also	ADV
agsci-1560	90	17	amplifies	amplify	VERB
agsci-1560	90	18	noise	noise	NOUN
agsci-1560	90	19	components	component	NOUN
agsci-1560	90	20	and	and	CCONJ
agsci-1560	90	21	increases	increase	VERB
agsci-1560	90	22	the	the	DET
agsci-1560	90	23	risk	risk	NOUN
agsci-1560	90	24	of	of	ADP
agsci-1560	90	25	overfitting	overfitte	VERB
agsci-1560	90	26	,	,	PUNCT
agsci-1560	90	27	leading	lead	VERB
agsci-1560	90	28	to	to	ADP
agsci-1560	90	29	diminished	diminish	VERB
agsci-1560	90	30	predictive	predictive	ADJ
agsci-1560	90	31	performance	performance	NOUN
agsci-1560	90	32	.	.	PUNCT
agsci-1560	91	1	table	table	NOUN
agsci-1560	91	2	2	2	NUM
agsci-1560	91	3	.	.	X
agsci-1560	92	1	modeling	model	VERB
agsci-1560	92	2	performance	performance	NOUN
agsci-1560	92	3	based	base	VERB
agsci-1560	92	4	on	on	ADP
agsci-1560	92	5	full	full	ADJ
agsci-1560	92	6	-	-	PUNCT
agsci-1560	92	7	wavelength	wavelength	NOUN
agsci-1560	92	8	spectral	spectral	ADJ
agsci-1560	92	9	data	datum	NOUN
agsci-1560	92	10	preprocessing	preprocesse	VERB
agsci-1560	92	11	modeling	modeling	NOUN
agsci-1560	92	12	methods	method	NOUN
agsci-1560	92	13	calibration	calibration	NOUN
agsci-1560	92	14	set	set	VERB
agsci-1560	92	15	test	test	NOUN
agsci-1560	92	16	set	set	VERB
agsci-1560	92	17	𝑅	𝑅	PROPN
agsci-1560	92	18	rmsec	rmsec	NOUN
agsci-1560	92	19	𝑅	𝑅	PROPN
agsci-1560	92	20	rmsep	rmsep	ADJ
agsci-1560	92	21	raw	raw	ADJ
agsci-1560	92	22	pso	pso	NOUN
agsci-1560	92	23	-	-	PUNCT
agsci-1560	92	24	elm	elm	NOUN
agsci-1560	92	25	0.8817	0.8817	NUM
agsci-1560	92	26	0.7309	0.7309	NUM
agsci-1560	92	27	0.8228	0.8228	NUM
agsci-1560	92	28	0.7774	0.7774	NUM
agsci-1560	92	29	maf	maf	NOUN
agsci-1560	92	30	0.8658	0.8658	NUM
agsci-1560	92	31	0.7752	0.7752	NUM
agsci-1560	92	32	0.8179	0.8179	NUM
agsci-1560	92	33	0.7871	0.7871	NUM
agsci-1560	92	34	sgf	sgf	NOUN
agsci-1560	92	35	0.872	0.872	NUM
agsci-1560	92	36	0.7585	0.7585	NUM
agsci-1560	92	37	0.8375	0.8375	NUM
agsci-1560	92	38	0.7472	0.7472	NUM
agsci-1560	92	39	msc	msc	PROPN
agsci-1560	92	40	0.8754	0.8754	NUM
agsci-1560	92	41	0.7444	0.7444	NUM
agsci-1560	92	42	0.8369	0.8369	NUM
agsci-1560	92	43	0.778	0.778	NUM
agsci-1560	92	44	snv	snv	PROPN
agsci-1560	92	45	0.8723	0.8723	NUM
agsci-1560	93	1	0.7529	0.7529	NUM
agsci-1560	93	2	0.8413	0.8413	NUM
agsci-1560	93	3	0.768	0.768	NUM
agsci-1560	93	4	1d	1d	NUM
agsci-1560	93	5	0.8873	0.8873	NUM
agsci-1560	93	6	0.7529	0.7529	NUM
agsci-1560	93	7	0.8132	0.8132	NUM
agsci-1560	93	8	0.7687	0.7687	NUM
agsci-1560	93	9	3.3	3.3	NUM
agsci-1560	93	10	characteristic	characteristic	ADJ
agsci-1560	93	11	wavelength	wavelength	NOUN
agsci-1560	93	12	extraction	extraction	NOUN
agsci-1560	93	13	3.3.1	3.3.1	NUM
agsci-1560	93	14	competitive	competitive	ADJ
agsci-1560	93	15	adaptive	adaptive	ADJ
agsci-1560	93	16	reweighted	reweighte	VERB
agsci-1560	93	17	sampling	sample	VERB
agsci-1560	93	18	the	the	DET
agsci-1560	93	19	competitive	competitive	ADJ
agsci-1560	93	20	adaptive	adaptive	ADJ
agsci-1560	93	21	reweighted	reweighte	VERB
agsci-1560	93	22	sampling	sample	VERB
agsci-1560	93	23	(	(	PUNCT
agsci-1560	93	24	cars	car	NOUN
agsci-1560	93	25	)	)	PUNCT
agsci-1560	93	26	algorithm	algorithm	NOUN
agsci-1560	93	27	is	be	AUX
agsci-1560	93	28	a	a	DET
agsci-1560	93	29	wavelength	wavelength	NOUN
agsci-1560	93	30	selection	selection	NOUN
agsci-1560	93	31	method	method	NOUN
agsci-1560	93	32	based	base	VERB
agsci-1560	93	33	on	on	ADP
agsci-1560	93	34	darwinian	darwinian	ADJ
agsci-1560	93	35	evolutionary	evolutionary	ADJ
agsci-1560	93	36	theory(li	theory(li	PROPN
agsci-1560	93	37	et	et	PROPN
agsci-1560	93	38	al	al	PROPN
agsci-1560	93	39	.	.	PROPN
agsci-1560	93	40	,	,	PUNCT
agsci-1560	93	41	2009	2009	NUM
agsci-1560	93	42	)	)	PUNCT
agsci-1560	93	43	,	,	PUNCT
agsci-1560	93	44	designed	design	VERB
agsci-1560	93	45	to	to	PART
agsci-1560	93	46	optimize	optimize	VERB
agsci-1560	93	47	wavelength	wavelength	NOUN
agsci-1560	93	48	selection	selection	NOUN
agsci-1560	93	49	through	through	ADP
agsci-1560	93	50	iterative	iterative	ADJ
agsci-1560	93	51	statistical	statistical	ADJ
agsci-1560	93	52	analysis	analysis	NOUN
agsci-1560	93	53	.	.	PUNCT
agsci-1560	94	1	this	this	DET
agsci-1560	94	2	algorithm	algorithm	NOUN
agsci-1560	94	3	integrates	integrate	VERB
agsci-1560	94	4	adaptive	adaptive	ADJ
agsci-1560	94	5	reweighted	reweighte	VERB
agsci-1560	94	6	sampling	sample	VERB
agsci-1560	94	7	(	(	PUNCT
agsci-1560	94	8	ars	ar	NOUN
agsci-1560	94	9	)	)	PUNCT
agsci-1560	94	10	with	with	ADP
agsci-1560	94	11	partial	partial	ADJ
agsci-1560	94	12	least	least	ADJ
agsci-1560	94	13	squares	square	NOUN
agsci-1560	94	14	(	(	PUNCT
agsci-1560	94	15	pls	pls	INTJ
agsci-1560	94	16	)	)	PUNCT
agsci-1560	94	17	to	to	PART
agsci-1560	94	18	identify	identify	VERB
agsci-1560	94	19	wavelengths	wavelength	NOUN
agsci-1560	94	20	with	with	ADP
agsci-1560	94	21	larger	large	ADJ
agsci-1560	94	22	absolute	absolute	ADJ
agsci-1560	94	23	regression	regression	NOUN
agsci-1560	94	24	coefficients	coefficient	NOUN
agsci-1560	94	25	during	during	ADP
agsci-1560	94	26	each	each	DET
agsci-1560	94	27	iteration	iteration	NOUN
agsci-1560	94	28	.	.	PUNCT
agsci-1560	95	1	through	through	ADP
agsci-1560	95	2	multiple	multiple	ADJ
agsci-1560	95	3	iterations	iteration	NOUN
agsci-1560	95	4	,	,	PUNCT
agsci-1560	95	5	the	the	DET
agsci-1560	95	6	cars	car	NOUN
agsci-1560	95	7	algorithm	algorithm	NOUN
agsci-1560	95	8	searches	search	NOUN
agsci-1560	95	9	for	for	ADP
agsci-1560	95	10	the	the	DET
agsci-1560	95	11	subset	subset	NOUN
agsci-1560	95	12	of	of	ADP
agsci-1560	95	13	wavelengths	wavelength	NOUN
agsci-1560	95	14	that	that	PRON
agsci-1560	95	15	minimizes	minimize	VERB
agsci-1560	95	16	the	the	DET
agsci-1560	95	17	root	root	NOUN
agsci-1560	95	18	mean	mean	ADJ
agsci-1560	95	19	square	square	ADJ
agsci-1560	95	20	error	error	NOUN
agsci-1560	95	21	of	of	ADP
agsci-1560	95	22	cross	cross	NOUN
agsci-1560	95	23	-	-	NOUN
agsci-1560	95	24	validation	validation	ADJ
agsci-1560	95	25	(	(	PUNCT
agsci-1560	95	26	rmsecv	rmsecv	NOUN
agsci-1560	95	27	)	)	PUNCT
agsci-1560	95	28	,	,	PUNCT
agsci-1560	95	29	thereby	thereby	ADV
agsci-1560	95	30	identifying	identify	VERB
agsci-1560	95	31	the	the	DET
agsci-1560	95	32	most	most	ADV
agsci-1560	95	33	representative	representative	ADJ
agsci-1560	95	34	set	set	NOUN
agsci-1560	95	35	of	of	ADP
agsci-1560	95	36	optimal	optimal	ADJ
agsci-1560	95	37	wavelengths	wavelength	NOUN
agsci-1560	95	38	.	.	PUNCT
agsci-1560	96	1	in	in	ADP
agsci-1560	96	2	this	this	DET
agsci-1560	96	3	study	study	NOUN
agsci-1560	96	4	,	,	PUNCT
agsci-1560	96	5	the	the	DET
agsci-1560	96	6	optimal	optimal	ADJ
agsci-1560	96	7	principal	principal	ADJ
agsci-1560	96	8	component	component	NOUN
agsci-1560	96	9	of	of	ADP
agsci-1560	96	10	the	the	DET
agsci-1560	96	11	pls	pls	NOUN
agsci-1560	96	12	model	model	NOUN
agsci-1560	96	13	is	be	AUX
agsci-1560	96	14	determined	determine	VERB
agsci-1560	96	15	by	by	ADP
agsci-1560	96	16	monte	monte	PROPN
agsci-1560	96	17	carlo	carlo	PROPN
agsci-1560	96	18	cross	cross	PROPN
agsci-1560	96	19	-	-	NOUN
agsci-1560	96	20	validation	validation	ADJ
agsci-1560	96	21	(	(	PUNCT
agsci-1560	96	22	mccv	mccv	PROPN
agsci-1560	96	23	)	)	PUNCT
agsci-1560	96	24	and	and	CCONJ
agsci-1560	96	25	input	input	NOUN
agsci-1560	96	26	into	into	ADP
agsci-1560	96	27	the	the	DET
agsci-1560	96	28	competitive	competitive	ADJ
agsci-1560	96	29	adaptive	adaptive	ADJ
agsci-1560	96	30	reweighted	reweighte	VERB
agsci-1560	96	31	sampling	sample	VERB
agsci-1560	96	32	(	(	PUNCT
agsci-1560	96	33	cars	car	NOUN
agsci-1560	96	34	)	)	PUNCT
agsci-1560	96	35	algorithm	algorithm	NOUN
agsci-1560	96	36	to	to	PART
agsci-1560	96	37	realize	realize	VERB
agsci-1560	96	38	the	the	DET
agsci-1560	96	39	feature	feature	NOUN
agsci-1560	96	40	wavelength	wavelength	NOUN
agsci-1560	96	41	screening	screening	NOUN
agsci-1560	96	42	.	.	PUNCT
agsci-1560	97	1	the	the	DET
agsci-1560	97	2	specific	specific	ADJ
agsci-1560	97	3	process(liu	process(liu	NOUN
agsci-1560	97	4	et	et	PROPN
agsci-1560	97	5	al	al	PROPN
agsci-1560	97	6	.	.	PROPN
agsci-1560	97	7	,	,	PUNCT
agsci-1560	97	8	2023	2023	NUM
agsci-1560	97	9	)	)	PUNCT
agsci-1560	97	10	is	be	AUX
agsci-1560	97	11	as	as	SCONJ
agsci-1560	97	12	follows	follow	VERB
agsci-1560	97	13	:	:	PUNCT
agsci-1560	97	14	first	first	ADV
agsci-1560	97	15	,	,	PUNCT
agsci-1560	97	16	the	the	DET
agsci-1560	97	17	spectral	spectral	ADJ
agsci-1560	97	18	data	datum	NOUN
agsci-1560	97	19	are	be	AUX
agsci-1560	97	20	centered	center	VERB
agsci-1560	97	21	and	and	CCONJ
agsci-1560	97	22	preprocessed	preprocesse	VERB
agsci-1560	97	23	to	to	PART
agsci-1560	97	24	eliminate	eliminate	VERB
agsci-1560	97	25	baseline	baseline	NOUN
agsci-1560	97	26	bias	bias	NOUN
agsci-1560	97	27	;	;	PUNCT
agsci-1560	97	28	based	base	VERB
agsci-1560	97	29	on	on	ADP
agsci-1560	97	30	the	the	DET
agsci-1560	97	31	mccv	mccv	NOUN
agsci-1560	97	32	method	method	NOUN
agsci-1560	97	33	,	,	PUNCT
agsci-1560	97	34	the	the	DET
agsci-1560	97	35	model	model	NOUN
agsci-1560	97	36	stability	stability	NOUN
agsci-1560	97	37	is	be	AUX
agsci-1560	97	38	assessed	assess	VERB
agsci-1560	97	39	and	and	CCONJ
agsci-1560	97	40	the	the	DET
agsci-1560	97	41	optimal	optimal	ADJ
agsci-1560	97	42	principal	principal	ADJ
agsci-1560	97	43	component	component	NOUN
agsci-1560	97	44	fraction	fraction	NOUN
agsci-1560	97	45	is	be	AUX
agsci-1560	97	46	determined	determine	VERB
agsci-1560	97	47	to	to	PART
agsci-1560	97	48	be	be	AUX
agsci-1560	97	49	15	15	NUM
agsci-1560	97	50	by	by	ADP
agsci-1560	97	51	50	50	NUM
agsci-1560	97	52	independent	independent	ADJ
agsci-1560	97	53	random	random	ADJ
agsci-1560	97	54	samples	sample	NOUN
agsci-1560	97	55	(	(	PUNCT
agsci-1560	97	56	80	80	NUM
agsci-1560	97	57	%	%	NOUN
agsci-1560	97	58	of	of	ADP
agsci-1560	97	59	samples	sample	NOUN
agsci-1560	97	60	taken	take	VERB
agsci-1560	97	61	each	each	DET
agsci-1560	97	62	time	time	NOUN
agsci-1560	97	63	)	)	PUNCT
agsci-1560	97	64	combined	combine	VERB
agsci-1560	97	65	with	with	ADP
agsci-1560	97	66	a	a	DET
agsci-1560	97	67	five	five	NUM
agsci-1560	97	68	-	-	ADJ
agsci-1560	97	69	fold	fold	ADJ
agsci-1560	97	70	cross	cross	NOUN
agsci-1560	97	71	-	-	NOUN
agsci-1560	97	72	validation	validation	ADJ
agsci-1560	97	73	;	;	PUNCT
agsci-1560	97	74	subsequently	subsequently	ADV
agsci-1560	97	75	,	,	PUNCT
agsci-1560	97	76	the	the	DET
agsci-1560	97	77	principal	principal	ADJ
agsci-1560	97	78	component	component	NOUN
agsci-1560	97	79	fraction	fraction	NOUN
agsci-1560	97	80	is	be	AUX
agsci-1560	97	81	inputted	inputte	VERB
agsci-1560	97	82	into	into	ADP
agsci-1560	97	83	the	the	DET
agsci-1560	97	84	cars	car	NOUN
agsci-1560	97	85	algorithm	algorithm	NOUN
agsci-1560	97	86	as	as	ADP
agsci-1560	97	87	a	a	DET
agsci-1560	97	88	parameter	parameter	NOUN
agsci-1560	97	89	to	to	PART
agsci-1560	97	90	carry	carry	VERB
agsci-1560	97	91	out	out	ADP
agsci-1560	97	92	the	the	DET
agsci-1560	97	93	wavelength	wavelength	NOUN
agsci-1560	97	94	screening	screening	NOUN
agsci-1560	97	95	:	:	PUNCT
agsci-1560	97	96	in	in	ADP
agsci-1560	97	97	500	500	NUM
agsci-1560	97	98	iterations	iteration	NOUN
agsci-1560	97	99	of	of	ADP
agsci-1560	97	100	optimization	optimization	NOUN
agsci-1560	97	101	,	,	PUNCT
agsci-1560	97	102	a	a	DET
agsci-1560	97	103	subset	subset	NOUN
agsci-1560	97	104	of	of	ADP
agsci-1560	97	105	candidate	candidate	NOUN
agsci-1560	97	106	variables	variable	NOUN
agsci-1560	97	107	is	be	AUX
agsci-1560	97	108	generated	generate	VERB
agsci-1560	97	109	by	by	ADP
agsci-1560	97	110	monte	monte	PROPN
agsci-1560	97	111	carlo	carlo	PROPN
agsci-1560	97	112	sampling	sampling	NOUN
agsci-1560	97	113	,	,	PUNCT
agsci-1560	97	114	low	low	ADJ
agsci-1560	97	115	regression	regression	NOUN
agsci-1560	97	116	coefficient	coefficient	NOUN
agsci-1560	97	117	variables	variable	NOUN
agsci-1560	97	118	are	be	AUX
agsci-1560	97	119	gradually	gradually	ADV
agsci-1560	97	120	eliminated	eliminate	VERB
agsci-1560	97	121	using	use	VERB
agsci-1560	97	122	exponential	exponential	NOUN
agsci-1560	97	123	decreasing	decrease	VERB
agsci-1560	97	124	function	function	NOUN
agsci-1560	97	125	(	(	PUNCT
agsci-1560	97	126	edf	edf	PROPN
agsci-1560	97	127	)	)	PUNCT
agsci-1560	97	128	,	,	PUNCT
agsci-1560	97	129	and	and	CCONJ
agsci-1560	97	130	high	high	ADJ
agsci-1560	97	131	weighted	weight	VERB
agsci-1560	97	132	wavelengths	wavelength	NOUN
agsci-1560	97	133	are	be	AUX
agsci-1560	97	134	competitively	competitively	ADV
agsci-1560	97	135	retained	retain	VERB
agsci-1560	97	136	in	in	ADP
agsci-1560	97	137	combination	combination	NOUN
agsci-1560	97	138	with	with	ADP
agsci-1560	97	139	adaptive	adaptive	ADJ
agsci-1560	97	140	reweighting	reweighting	NOUN
agsci-1560	97	141	sampling	sampling	NOUN
agsci-1560	97	142	(	(	PUNCT
agsci-1560	97	143	ars	ar	NOUN
agsci-1560	97	144	)	)	PUNCT
agsci-1560	97	145	.	.	PUNCT
agsci-1560	98	1	finally	finally	ADV
agsci-1560	98	2	,	,	PUNCT
agsci-1560	98	3	the	the	DET
agsci-1560	98	4	optimal	optimal	ADJ
agsci-1560	98	5	wavelength	wavelength	NOUN
agsci-1560	98	6	subset	subset	NOUN
agsci-1560	98	7	with	with	ADP
agsci-1560	98	8	the	the	DET
agsci-1560	98	9	smallest	small	ADJ
agsci-1560	98	10	rmsecv	rmsecv	NOUN
agsci-1560	98	11	is	be	AUX
agsci-1560	98	12	screened	screen	VERB
agsci-1560	98	13	by	by	ADP
agsci-1560	98	14	50	50	NUM
agsci-1560	98	15	independent	independent	ADJ
agsci-1560	98	16	modeling	modeling	NOUN
agsci-1560	98	17	validations	validation	NOUN
agsci-1560	98	18	using	use	VERB
agsci-1560	98	19	the	the	DET
agsci-1560	98	20	50fold	50fold	NUM
agsci-1560	98	21	cross	cross	ADJ
agsci-1560	98	22	-	-	ADJ
agsci-1560	98	23	validation	validation	ADJ
agsci-1560	98	24	root	root	NOUN
agsci-1560	98	25	mean	mean	VERB
agsci-1560	98	26	square	square	ADJ
agsci-1560	98	27	error	error	NOUN
agsci-1560	98	28	(	(	PUNCT
agsci-1560	98	29	rmsecv	rmsecv	NOUN
agsci-1560	98	30	)	)	PUNCT
agsci-1560	98	31	as	as	ADP
agsci-1560	98	32	a	a	DET
agsci-1560	98	33	criterion	criterion	NOUN
agsci-1560	98	34	.	.	PUNCT
agsci-1560	99	1	as	as	SCONJ
agsci-1560	99	2	shown	show	VERB
agsci-1560	99	3	in	in	ADP
agsci-1560	99	4	figure	figure	NOUN
agsci-1560	99	5	2	2	NUM
agsci-1560	99	6	,	,	PUNCT
agsci-1560	99	7	figure	figure	VERB
agsci-1560	99	8	2	2	NUM
agsci-1560	99	9	-	-	PUNCT
agsci-1560	99	10	a	a	PRON
agsci-1560	99	11	depicts	depict	VERB
agsci-1560	99	12	the	the	DET
agsci-1560	99	13	relationship	relationship	NOUN
agsci-1560	99	14	between	between	ADP
agsci-1560	99	15	the	the	DET
agsci-1560	99	16	number	number	NOUN
agsci-1560	99	17	of	of	ADP
agsci-1560	99	18	samples	sample	NOUN
agsci-1560	99	19	and	and	CCONJ
agsci-1560	99	20	the	the	DET
agsci-1560	99	21	number	number	NOUN
agsci-1560	99	22	of	of	ADP
agsci-1560	99	23	sampled	sampled	ADJ
agsci-1560	99	24	variables	variable	NOUN
agsci-1560	99	25	,	,	PUNCT
agsci-1560	99	26	which	which	PRON
agsci-1560	99	27	overall	overall	ADJ
agsci-1560	99	28	exhibits	exhibit	VERB
agsci-1560	99	29	a	a	DET
agsci-1560	99	30	smooth	smooth	ADJ
agsci-1560	99	31	decreasing	decrease	VERB
agsci-1560	99	32	trend	trend	NOUN
agsci-1560	99	33	.	.	PUNCT
agsci-1560	100	1	this	this	PRON
agsci-1560	100	2	indicates	indicate	VERB
agsci-1560	100	3	that	that	SCONJ
agsci-1560	100	4	a	a	DET
agsci-1560	100	5	large	large	ADJ
agsci-1560	100	6	number	number	NOUN
agsci-1560	100	7	of	of	ADP
agsci-1560	100	8	irrelevant	irrelevant	ADJ
agsci-1560	100	9	variables	variable	NOUN
agsci-1560	100	10	are	be	AUX
agsci-1560	100	11	gradually	gradually	ADV
agsci-1560	100	12	eliminated	eliminate	VERB
agsci-1560	100	13	as	as	ADP
agsci-1560	100	14	the	the	DET
agsci-1560	100	15	number	number	NOUN
agsci-1560	100	16	of	of	ADP
agsci-1560	100	17	samples	sample	NOUN
agsci-1560	100	18	increases	increase	NOUN
agsci-1560	100	19	.	.	PUNCT
agsci-1560	101	1	figure	figure	VERB
agsci-1560	101	2	2	2	NUM
agsci-1560	101	3	-	-	PUNCT
agsci-1560	101	4	b	b	NOUN
agsci-1560	101	5	illustrates	illustrate	VERB
agsci-1560	101	6	the	the	DET
agsci-1560	101	7	changing	change	VERB
agsci-1560	101	8	relationship	relationship	NOUN
agsci-1560	101	9	between	between	ADP
agsci-1560	101	10	the	the	DET
agsci-1560	101	11	number	number	NOUN
agsci-1560	101	12	of	of	ADP
agsci-1560	101	13	samples	sample	NOUN
agsci-1560	101	14	and	and	CCONJ
agsci-1560	101	15	the	the	DET
agsci-1560	101	16	root	root	NOUN
agsci-1560	101	17	mean	mean	VERB
agsci-1560	101	18	square	square	ADJ
agsci-1560	101	19	error	error	NOUN
agsci-1560	101	20	of	of	ADP
agsci-1560	101	21	cross	cross	NOUN
agsci-1560	101	22	-	-	NOUN
agsci-1560	101	23	validation	validation	ADJ
agsci-1560	101	24	(	(	PUNCT
agsci-1560	101	25	rmsecv	rmsecv	NOUN
agsci-1560	101	26	)	)	PUNCT
agsci-1560	101	27	.	.	PUNCT
agsci-1560	102	1	at	at	ADP
agsci-1560	102	2	the	the	DET
agsci-1560	102	3	early	early	ADJ
agsci-1560	102	4	stages	stage	NOUN
agsci-1560	102	5	,	,	PUNCT
agsci-1560	102	6	the	the	DET
agsci-1560	102	7	rmsecv	rmsecv	NOUN
agsci-1560	102	8	decreases	decrease	VERB
agsci-1560	102	9	rapidly	rapidly	ADV
agsci-1560	102	10	,	,	PUNCT
agsci-1560	102	11	consistent	consistent	ADJ
agsci-1560	102	12	with	with	ADP
agsci-1560	102	13	the	the	DET
agsci-1560	102	14	trend	trend	NOUN
agsci-1560	102	15	observed	observe	VERB
agsci-1560	102	16	in	in	ADP
agsci-1560	102	17	figure	figure	NOUN
agsci-1560	102	18	2	2	NUM
agsci-1560	102	19	-	-	PUNCT
agsci-1560	102	20	a.	a.	NOUN
agsci-1560	102	21	the	the	DET
agsci-1560	102	22	rmsecv	rmsecv	NOUN
agsci-1560	102	23	reaches	reach	VERB
agsci-1560	102	24	its	its	PRON
agsci-1560	102	25	minimum	minimum	ADJ
agsci-1560	102	26	value	value	NOUN
agsci-1560	102	27	at	at	ADP
agsci-1560	102	28	21	21	NUM
agsci-1560	102	29	samples	sample	NOUN
agsci-1560	102	30	,	,	PUNCT
agsci-1560	102	31	after	after	ADP
agsci-1560	102	32	which	which	PRON
agsci-1560	102	33	it	it	PRON
agsci-1560	102	34	begins	begin	VERB
agsci-1560	102	35	to	to	PART
agsci-1560	102	36	increase	increase	VERB
agsci-1560	102	37	.	.	PUNCT
agsci-1560	103	1	figure	figure	NOUN
agsci-1560	103	2	2	2	NUM
agsci-1560	103	3	-	-	PUNCT
agsci-1560	103	4	c	c	NOUN
agsci-1560	103	5	shows	show	VERB
agsci-1560	103	6	the	the	DET
agsci-1560	103	7	relationship	relationship	NOUN
agsci-1560	103	8	between	between	ADP
agsci-1560	103	9	the	the	DET
agsci-1560	103	10	regression	regression	NOUN
agsci-1560	103	11	coefficients	coefficient	NOUN
agsci-1560	103	12	of	of	ADP
agsci-1560	103	13	the	the	DET
agsci-1560	103	14	wavelength	wavelength	NOUN
agsci-1560	103	15	variables	variable	NOUN
agsci-1560	103	16	and	and	CCONJ
agsci-1560	103	17	the	the	DET
agsci-1560	103	18	number	number	NOUN
agsci-1560	103	19	of	of	ADP
agsci-1560	103	20	samples	sample	NOUN
agsci-1560	103	21	.	.	PUNCT
agsci-1560	104	1	the	the	DET
agsci-1560	104	2	blue	blue	ADJ
agsci-1560	104	3	dashed	dash	VERB
agsci-1560	104	4	line	line	NOUN
agsci-1560	104	5	marks	mark	VERB
agsci-1560	104	6	the	the	DET
agsci-1560	104	7	location	location	NOUN
agsci-1560	104	8	of	of	ADP
agsci-1560	104	9	the	the	DET
agsci-1560	104	10	minimum	minimum	ADJ
agsci-1560	104	11	rmsecv	rmsecv	NOUN
agsci-1560	104	12	value	value	NOUN
agsci-1560	104	13	,	,	PUNCT
agsci-1560	104	14	which	which	PRON
agsci-1560	104	15	corresponds	correspond	VERB
agsci-1560	104	16	to	to	PART
agsci-1560	104	17	figure	figure	VERB
agsci-1560	104	18	2	2	NUM
agsci-1560	104	19	-	-	PUNCT
agsci-1560	104	20	b	b	NOUN
agsci-1560	104	21	,	,	PUNCT
agsci-1560	104	22	indicating	indicate	VERB
agsci-1560	104	23	the	the	DET
agsci-1560	104	24	optimal	optimal	ADJ
agsci-1560	104	25	subset	subset	NOUN
agsci-1560	104	26	of	of	ADP
agsci-1560	104	27	wavelengths	wavelength	NOUN
agsci-1560	104	28	.	.	PUNCT
agsci-1560	105	1	following	follow	VERB
agsci-1560	105	2	screening	screen	VERB
agsci-1560	105	3	by	by	ADP
agsci-1560	105	4	the	the	DET
agsci-1560	105	5	cars	car	NOUN
agsci-1560	105	6	algorithm	algorithm	PROPN
agsci-1560	105	7	,	,	PUNCT
agsci-1560	105	8	a	a	DET
agsci-1560	105	9	total	total	NOUN
agsci-1560	105	10	of	of	ADP
agsci-1560	105	11	24	24	NUM
agsci-1560	105	12	characteristic	characteristic	ADJ
agsci-1560	105	13	wavelengths	wavelength	NOUN
agsci-1560	105	14	were	be	AUX
agsci-1560	105	15	selected	select	VERB
agsci-1560	105	16	,	,	PUNCT
agsci-1560	105	17	accounting	account	VERB
agsci-1560	105	18	for	for	ADP
agsci-1560	105	19	18.8	18.8	NUM
agsci-1560	105	20	%	%	NOUN
agsci-1560	105	21	of	of	ADP
agsci-1560	105	22	the	the	DET
agsci-1560	105	23	overall	overall	ADJ
agsci-1560	105	24	wavelengths	wavelength	NOUN
agsci-1560	105	25	.	.	PUNCT
agsci-1560	106	1	the	the	DET
agsci-1560	106	2	distribution	distribution	NOUN
agsci-1560	106	3	of	of	ADP
agsci-1560	106	4	the	the	DET
agsci-1560	106	5	characteristic	characteristic	ADJ
agsci-1560	106	6	wavelength	wavelength	NOUN
agsci-1560	106	7	variables	variable	NOUN
agsci-1560	106	8	obtained	obtain	VERB
agsci-1560	106	9	through	through	ADP
agsci-1560	106	10	the	the	DET
agsci-1560	106	11	cars	car	NOUN
agsci-1560	106	12	algorithm	algorithm	NOUN
agsci-1560	106	13	is	be	AUX
agsci-1560	106	14	shown	show	VERB
agsci-1560	106	15	in	in	ADP
agsci-1560	106	16	figure	figure	NOUN
agsci-1560	106	17	3	3	NUM
agsci-1560	106	18	.	.	PUNCT
agsci-1560	106	19	as.ideasspread.org	as.ideasspread.org	PROPN
agsci-1560	106	20	agricultural	agricultural	ADJ
agsci-1560	106	21	science	science	NOUN
agsci-1560	106	22	vol	vol	NOUN
agsci-1560	106	23	.	.	PROPN
agsci-1560	107	1	7	7	NUM
agsci-1560	107	2	,	,	PUNCT
agsci-1560	107	3	no	no	INTJ
agsci-1560	107	4	.	.	NOUN
agsci-1560	107	5	1	1	NUM
agsci-1560	107	6	;	;	PUNCT
agsci-1560	107	7	2025	2025	NUM
agsci-1560	107	8	89	89	NUM
agsci-1560	107	9	published	publish	VERB
agsci-1560	107	10	by	by	ADP
agsci-1560	107	11	ideas	idea	NOUN
agsci-1560	107	12	spread	spread	VERB
agsci-1560	107	13	figure	figure	NOUN
agsci-1560	107	14	2	2	NUM
agsci-1560	107	15	.	.	PUNCT
agsci-1560	108	1	cars	car	NOUN
agsci-1560	108	2	screening	screen	VERB
agsci-1560	108	3	results	result	NOUN
agsci-1560	108	4	figure	figure	VERB
agsci-1560	108	5	3	3	NUM
agsci-1560	108	6	.	.	PUNCT
agsci-1560	108	7	cars	car	NOUN
agsci-1560	108	8	-	-	PUNCT
agsci-1560	108	9	selected	select	VERB
agsci-1560	108	10	wavelength	wavelength	NOUN
agsci-1560	108	11	distribution	distribution	NOUN
agsci-1560	108	12	3.3.2	3.3.2	NUM
agsci-1560	108	13	bootstrap	bootstrap	NOUN
agsci-1560	108	14	optimized	optimize	VERB
agsci-1560	108	15	subset	subset	NOUN
agsci-1560	108	16	selection	selection	NOUN
agsci-1560	108	17	the	the	DET
agsci-1560	108	18	boss	boss	NOUN
agsci-1560	108	19	algorithm	algorithm	NOUN
agsci-1560	108	20	(	(	PUNCT
agsci-1560	108	21	bootstrap	bootstrap	NOUN
agsci-1560	108	22	optimized	optimize	VERB
agsci-1560	108	23	subset	subset	NOUN
agsci-1560	108	24	selection	selection	NOUN
agsci-1560	108	25	)	)	PUNCT
agsci-1560	108	26	is	be	AUX
agsci-1560	108	27	an	an	DET
agsci-1560	108	28	iterative	iterative	ADJ
agsci-1560	108	29	optimization	optimization	NOUN
agsci-1560	108	30	method	method	NOUN
agsci-1560	108	31	for	for	ADP
agsci-1560	108	32	feature	feature	NOUN
agsci-1560	108	33	wavelength	wavelength	NOUN
agsci-1560	108	34	screening	screening	NOUN
agsci-1560	108	35	.	.	PUNCT
agsci-1560	109	1	its	its	PRON
agsci-1560	109	2	core	core	NOUN
agsci-1560	109	3	concept	concept	NOUN
agsci-1560	109	4	is	be	AUX
agsci-1560	109	5	to	to	PART
agsci-1560	109	6	combine	combine	VERB
agsci-1560	109	7	bootstrap	bootstrap	NOUN
agsci-1560	109	8	sampling	sampling	NOUN
agsci-1560	109	9	and	and	CCONJ
agsci-1560	109	10	dynamic	dynamic	ADJ
agsci-1560	109	11	assignment	assignment	NOUN
agsci-1560	109	12	strategies	strategy	NOUN
agsci-1560	109	13	to	to	PART
agsci-1560	109	14	identify	identify	VERB
agsci-1560	109	15	the	the	DET
agsci-1560	109	16	optimal	optimal	ADJ
agsci-1560	109	17	sub	sub	NOUN
agsci-1560	109	18	-	-	NOUN
agsci-1560	109	19	model	model	NOUN
agsci-1560	109	20	by	by	ADP
agsci-1560	109	21	generating	generate	VERB
agsci-1560	109	22	random	random	ADJ
agsci-1560	109	23	feature	feature	NOUN
agsci-1560	109	24	subsets	subset	NOUN
agsci-1560	109	25	and	and	CCONJ
agsci-1560	109	26	employing	employ	VERB
agsci-1560	109	27	partial	partial	ADJ
agsci-1560	109	28	least	least	ADJ
agsci-1560	109	29	squares	square	NOUN
agsci-1560	109	30	(	(	PUNCT
agsci-1560	109	31	pls	pls	INTJ
agsci-1560	109	32	)	)	PUNCT
agsci-1560	109	33	modeling	modeling	NOUN
agsci-1560	109	34	with	with	ADP
agsci-1560	109	35	root	root	NOUN
agsci-1560	109	36	mean	mean	ADJ
agsci-1560	109	37	square	square	ADJ
agsci-1560	109	38	error	error	NOUN
agsci-1560	109	39	of	of	ADP
agsci-1560	109	40	cross	cross	NOUN
agsci-1560	109	41	-	-	NOUN
agsci-1560	109	42	validation	validation	ADJ
agsci-1560	109	43	(	(	PUNCT
agsci-1560	109	44	rmsecv	rmsecv	NOUN
agsci-1560	109	45	)	)	PUNCT
agsci-1560	109	46	as	as	ADP
agsci-1560	109	47	the	the	DET
agsci-1560	109	48	criterion	criterion	NOUN
agsci-1560	109	49	(	(	PUNCT
agsci-1560	109	50	deng	deng	PROPN
agsci-1560	109	51	et	et	PROPN
agsci-1560	109	52	al	al	PROPN
agsci-1560	109	53	.	.	PROPN
agsci-1560	109	54	,	,	PUNCT
agsci-1560	109	55	2016	2016	NUM
agsci-1560	109	56	)	)	PUNCT
agsci-1560	109	57	.	.	PUNCT
agsci-1560	110	1	during	during	ADP
agsci-1560	110	2	the	the	DET
agsci-1560	110	3	iterative	iterative	NOUN
agsci-1560	110	4	process	process	NOUN
agsci-1560	110	5	,	,	PUNCT
agsci-1560	110	6	regression	regression	NOUN
agsci-1560	110	7	coefficients	coefficient	NOUN
agsci-1560	110	8	are	be	AUX
agsci-1560	110	9	utilized	utilize	VERB
agsci-1560	110	10	to	to	PART
agsci-1560	110	11	construct	construct	VERB
agsci-1560	110	12	weight	weight	NOUN
agsci-1560	110	13	vectors	vector	NOUN
agsci-1560	110	14	,	,	PUNCT
agsci-1560	110	15	dynamically	dynamically	ADV
agsci-1560	110	16	adjusting	adjust	VERB
agsci-1560	110	17	the	the	DET
agsci-1560	110	18	probability	probability	NOUN
agsci-1560	110	19	of	of	ADP
agsci-1560	110	20	variable	variable	ADJ
agsci-1560	110	21	selection	selection	NOUN
agsci-1560	110	22	.	.	PUNCT
agsci-1560	111	1	this	this	DET
agsci-1560	111	2	approach	approach	NOUN
agsci-1560	111	3	prioritizes	prioritize	VERB
agsci-1560	111	4	the	the	DET
agsci-1560	111	5	retention	retention	NOUN
agsci-1560	111	6	of	of	ADP
agsci-1560	111	7	highly	highly	ADV
agsci-1560	111	8	contributory	contributory	ADJ
agsci-1560	111	9	variables	variable	NOUN
agsci-1560	111	10	through	through	ADP
agsci-1560	111	11	weighted	weight	VERB
agsci-1560	111	12	bootstrap	bootstrap	NOUN
agsci-1560	111	13	selection	selection	NOUN
agsci-1560	111	14	,	,	PUNCT
agsci-1560	111	15	ultimately	ultimately	ADV
agsci-1560	111	16	selecting	select	VERB
agsci-1560	111	17	the	the	DET
agsci-1560	111	18	variable	variable	ADJ
agsci-1560	111	19	combination	combination	NOUN
agsci-1560	111	20	with	with	ADP
agsci-1560	111	21	the	the	DET
agsci-1560	111	22	lowest	low	ADJ
agsci-1560	111	23	rmsecv	rmsecv	NOUN
agsci-1560	111	24	as	as	ADP
agsci-1560	111	25	the	the	DET
agsci-1560	111	26	optimal	optimal	ADJ
agsci-1560	111	27	solution	solution	NOUN
agsci-1560	111	28	while	while	SCONJ
agsci-1560	111	29	balancing	balance	VERB
agsci-1560	111	30	data	datum	NOUN
agsci-1560	111	31	diversity	diversity	NOUN
agsci-1560	111	32	and	and	CCONJ
agsci-1560	111	33	model	model	NOUN
agsci-1560	111	34	stability	stability	NOUN
agsci-1560	111	35	.	.	PUNCT
agsci-1560	112	1	as	as	ADP
agsci-1560	112	2	a	a	DET
agsci-1560	112	3	feature	feature	NOUN
agsci-1560	112	4	selection	selection	NOUN
agsci-1560	112	5	algorithm	algorithm	NOUN
agsci-1560	112	6	based	base	VERB
agsci-1560	112	7	on	on	ADP
agsci-1560	112	8	model	model	NOUN
agsci-1560	112	9	cluster	cluster	NOUN
agsci-1560	112	10	analysis	analysis	NOUN
agsci-1560	112	11	,	,	PUNCT
agsci-1560	112	12	this	this	DET
agsci-1560	112	13	section	section	NOUN
agsci-1560	112	14	highlights	highlight	VERB
agsci-1560	112	15	the	the	DET
agsci-1560	112	16	results	result	NOUN
agsci-1560	112	17	of	of	ADP
agsci-1560	112	18	its	its	PRON
agsci-1560	112	19	practical	practical	ADJ
agsci-1560	112	20	application	application	NOUN
agsci-1560	112	21	.	.	PUNCT
agsci-1560	113	1	figure	figure	NOUN
agsci-1560	113	2	4illustrates	4illustrates	NUM
agsci-1560	113	3	the	the	DET
agsci-1560	113	4	relationship	relationship	NOUN
agsci-1560	113	5	between	between	ADP
agsci-1560	113	6	the	the	DET
agsci-1560	113	7	rmsecv	rmsecv	NOUN
agsci-1560	113	8	and	and	CCONJ
agsci-1560	113	9	the	the	DET
agsci-1560	113	10	number	number	NOUN
agsci-1560	113	11	of	of	ADP
agsci-1560	113	12	iteration	iteration	NOUN
agsci-1560	113	13	rounds	round	NOUN
agsci-1560	113	14	during	during	ADP
agsci-1560	113	15	cross	cross	NOUN
agsci-1560	113	16	-	-	NOUN
agsci-1560	113	17	validation	validation	ADJ
agsci-1560	113	18	using	use	VERB
agsci-1560	113	19	the	the	DET
agsci-1560	113	20	boss	boss	NOUN
agsci-1560	113	21	algorithm	algorithm	NOUN
agsci-1560	113	22	.	.	PUNCT
agsci-1560	114	1	the	the	DET
agsci-1560	114	2	results	result	NOUN
agsci-1560	114	3	indicate	indicate	VERB
agsci-1560	114	4	that	that	SCONJ
agsci-1560	114	5	the	the	DET
agsci-1560	114	6	rmsecv	rmsecv	NOUN
agsci-1560	114	7	exhibits	exhibit	VERB
agsci-1560	114	8	a	a	DET
agsci-1560	114	9	dynamic	dynamic	ADJ
agsci-1560	114	10	trend	trend	NOUN
agsci-1560	114	11	of	of	ADP
agsci-1560	114	12	first	first	ADV
agsci-1560	114	13	decreasing	decrease	VERB
agsci-1560	114	14	and	and	CCONJ
agsci-1560	114	15	then	then	ADV
agsci-1560	114	16	increasing	increase	VERB
agsci-1560	114	17	as	as	ADP
agsci-1560	114	18	the	the	DET
agsci-1560	114	19	number	number	NOUN
agsci-1560	114	20	of	of	ADP
agsci-1560	114	21	iterations	iteration	NOUN
agsci-1560	114	22	progresses	progress	NOUN
agsci-1560	114	23	.	.	PUNCT
agsci-1560	115	1	at	at	ADP
agsci-1560	115	2	the	the	DET
agsci-1560	115	3	3rd	3rd	ADJ
agsci-1560	115	4	iteration	iteration	NOUN
agsci-1560	115	5	round	round	NOUN
agsci-1560	115	6	,	,	PUNCT
agsci-1560	115	7	the	the	DET
agsci-1560	115	8	rmsecv	rmsecv	NOUN
agsci-1560	115	9	reaches	reach	VERB
agsci-1560	115	10	its	its	PRON
agsci-1560	115	11	minimum	minimum	ADJ
agsci-1560	115	12	value	value	NOUN
agsci-1560	115	13	,	,	PUNCT
agsci-1560	115	14	marking	mark	VERB
agsci-1560	115	15	the	the	DET
agsci-1560	115	16	precise	precise	ADJ
agsci-1560	115	17	localization	localization	NOUN
agsci-1560	115	18	of	of	ADP
agsci-1560	115	19	the	the	DET
agsci-1560	115	20	optimal	optimal	ADJ
agsci-1560	115	21	variable	variable	ADJ
agsci-1560	115	22	combination	combination	NOUN
agsci-1560	115	23	.	.	PUNCT
agsci-1560	116	1	further	far	ADV
agsci-1560	116	2	increasing	increase	VERB
agsci-1560	116	3	the	the	DET
agsci-1560	116	4	number	number	NOUN
agsci-1560	116	5	of	of	ADP
agsci-1560	116	6	iteration	iteration	NOUN
agsci-1560	116	7	rounds	round	NOUN
agsci-1560	116	8	results	result	NOUN
agsci-1560	116	9	in	in	ADP
agsci-1560	116	10	a	a	DET
agsci-1560	116	11	rebound	rebound	NOUN
agsci-1560	116	12	of	of	ADP
agsci-1560	116	13	the	the	DET
agsci-1560	116	14	rmsecv	rmsecv	NOUN
agsci-1560	116	15	.	.	PUNCT
agsci-1560	117	1	this	this	DET
agsci-1560	117	2	rebound	rebound	NOUN
agsci-1560	117	3	occurs	occur	VERB
agsci-1560	117	4	because	because	SCONJ
agsci-1560	117	5	key	key	ADJ
agsci-1560	117	6	information	information	NOUN
agsci-1560	117	7	variables	variable	NOUN
agsci-1560	117	8	are	be	AUX
agsci-1560	117	9	unintentionally	unintentionally	ADV
agsci-1560	117	10	eliminated	eliminate	VERB
agsci-1560	117	11	.	.	PUNCT
agsci-1560	118	1	the	the	DET
agsci-1560	118	2	distribution	distribution	NOUN
agsci-1560	118	3	of	of	ADP
agsci-1560	118	4	feature	feature	NOUN
agsci-1560	118	5	wavelengths	wavelength	NOUN
agsci-1560	118	6	selected	select	VERB
agsci-1560	118	7	by	by	ADP
agsci-1560	118	8	the	the	DET
agsci-1560	118	9	boss	boss	NOUN
agsci-1560	118	10	algorithm	algorithm	NOUN
agsci-1560	118	11	across	across	ADP
agsci-1560	118	12	the	the	DET
agsci-1560	118	13	entire	entire	ADJ
agsci-1560	118	14	wavelength	wavelength	NOUN
agsci-1560	118	15	range	range	NOUN
agsci-1560	118	16	is	be	AUX
agsci-1560	118	17	shown	show	VERB
agsci-1560	118	18	in	in	ADP
agsci-1560	118	19	the	the	DET
agsci-1560	118	20	accompanying	accompanying	ADJ
agsci-1560	118	21	figure	figure	NOUN
agsci-1560	118	22	,	,	PUNCT
agsci-1560	118	23	with	with	ADP
agsci-1560	118	24	the	the	DET
agsci-1560	118	25	selected	select	VERB
agsci-1560	118	26	wavelengths	wavelength	NOUN
agsci-1560	118	27	accounting	account	VERB
agsci-1560	118	28	for	for	ADP
agsci-1560	118	29	26.6	26.6	NUM
agsci-1560	118	30	%	%	NOUN
agsci-1560	118	31	of	of	ADP
agsci-1560	118	32	the	the	DET
agsci-1560	118	33	total	total	ADJ
agsci-1560	118	34	wavelengths	wavelength	NOUN
agsci-1560	118	35	.	.	PUNCT
agsci-1560	119	1	the	the	DET
agsci-1560	119	2	distribution	distribution	NOUN
agsci-1560	119	3	of	of	ADP
agsci-1560	119	4	the	the	DET
agsci-1560	119	5	characteristic	characteristic	ADJ
agsci-1560	119	6	wavelength	wavelength	NOUN
agsci-1560	119	7	variables	variable	NOUN
agsci-1560	119	8	obtained	obtain	VERB
agsci-1560	119	9	through	through	ADP
agsci-1560	119	10	the	the	DET
agsci-1560	119	11	cars	car	NOUN
agsci-1560	119	12	algorithm	algorithm	NOUN
agsci-1560	119	13	is	be	AUX
agsci-1560	119	14	shown	show	VERB
agsci-1560	119	15	in	in	ADP
agsci-1560	119	16	figure	figure	NOUN
agsci-1560	119	17	5	5	NUM
agsci-1560	119	18	.	.	PUNCT
agsci-1560	120	1	as.ideasspread.org	as.ideasspread.org	PROPN
agsci-1560	120	2	agricultural	agricultural	ADJ
agsci-1560	120	3	science	science	NOUN
agsci-1560	120	4	vol	vol	NOUN
agsci-1560	120	5	.	.	PROPN
agsci-1560	121	1	7	7	NUM
agsci-1560	121	2	,	,	PUNCT
agsci-1560	121	3	no	no	INTJ
agsci-1560	121	4	.	.	NOUN
agsci-1560	121	5	1	1	NUM
agsci-1560	121	6	;	;	PUNCT
agsci-1560	121	7	2025	2025	NUM
agsci-1560	121	8	90	90	NUM
agsci-1560	121	9	published	publish	VERB
agsci-1560	121	10	by	by	ADP
agsci-1560	121	11	ideas	idea	NOUN
agsci-1560	121	12	spread	spread	VERB
agsci-1560	121	13	figure	figure	NOUN
agsci-1560	121	14	4	4	NUM
agsci-1560	121	15	.	.	PUNCT
agsci-1560	121	16	boss	boss	NOUN
agsci-1560	121	17	screening	screen	VERB
agsci-1560	121	18	results	result	NOUN
agsci-1560	121	19	figure	figure	VERB
agsci-1560	121	20	5	5	NUM
agsci-1560	121	21	.	.	PUNCT
agsci-1560	122	1	boss	boss	NOUN
agsci-1560	122	2	-	-	PUNCT
agsci-1560	122	3	selected	select	VERB
agsci-1560	122	4	wavelength	wavelength	NOUN
agsci-1560	122	5	distribution	distribution	NOUN
agsci-1560	122	6	3.3.3	3.3.3	NUM
agsci-1560	122	7	iterative	iterative	NOUN
agsci-1560	122	8	retained	retain	VERB
agsci-1560	122	9	information	information	NOUN
agsci-1560	122	10	variable	variable	NOUN
agsci-1560	122	11	the	the	DET
agsci-1560	122	12	iterative	iterative	NOUN
agsci-1560	122	13	retained	retain	VERB
agsci-1560	122	14	information	information	NOUN
agsci-1560	122	15	variable	variable	NOUN
agsci-1560	122	16	(	(	PUNCT
agsci-1560	122	17	iriv	iriv	ADJ
agsci-1560	122	18	)	)	PUNCT
agsci-1560	122	19	method	method	NOUN
agsci-1560	122	20	is	be	AUX
agsci-1560	122	21	a	a	DET
agsci-1560	122	22	feature	feature	NOUN
agsci-1560	122	23	selection	selection	NOUN
agsci-1560	122	24	algorithm	algorithm	NOUN
agsci-1560	122	25	based	base	VERB
agsci-1560	122	26	on	on	ADP
agsci-1560	122	27	binary	binary	ADJ
agsci-1560	122	28	random	random	ADJ
agsci-1560	122	29	matrix	matrix	NOUN
agsci-1560	122	30	rearrangement	rearrangement	NOUN
agsci-1560	122	31	filtering(yun	filtering(yun	NOUN
agsci-1560	122	32	et	et	PROPN
agsci-1560	122	33	al	al	PROPN
agsci-1560	122	34	.	.	PROPN
agsci-1560	122	35	,	,	PUNCT
agsci-1560	122	36	2014	2014	NUM
agsci-1560	122	37	)	)	PUNCT
agsci-1560	122	38	.	.	PUNCT
agsci-1560	123	1	this	this	DET
agsci-1560	123	2	method	method	NOUN
agsci-1560	123	3	classifies	classify	VERB
agsci-1560	123	4	variables	variable	NOUN
agsci-1560	123	5	into	into	ADP
agsci-1560	123	6	four	four	NUM
agsci-1560	123	7	categories	category	NOUN
agsci-1560	123	8	:	:	PUNCT
agsci-1560	123	9	strong	strong	ADJ
agsci-1560	123	10	information	information	NOUN
agsci-1560	123	11	,	,	PUNCT
agsci-1560	123	12	weak	weak	ADJ
agsci-1560	123	13	information	information	NOUN
agsci-1560	123	14	,	,	PUNCT
agsci-1560	123	15	no	no	DET
agsci-1560	123	16	information	information	NOUN
agsci-1560	123	17	,	,	PUNCT
agsci-1560	123	18	and	and	CCONJ
agsci-1560	123	19	interfering	interfere	VERB
agsci-1560	123	20	variables	variable	NOUN
agsci-1560	123	21	.	.	PUNCT
agsci-1560	124	1	through	through	ADP
agsci-1560	124	2	multiple	multiple	ADJ
agsci-1560	124	3	rounds	round	NOUN
agsci-1560	124	4	of	of	ADP
agsci-1560	124	5	iterations	iteration	NOUN
agsci-1560	124	6	,	,	PUNCT
agsci-1560	124	7	the	the	DET
agsci-1560	124	8	algorithm	algorithm	NOUN
agsci-1560	124	9	gradually	gradually	ADV
agsci-1560	124	10	filters	filter	VERB
agsci-1560	124	11	out	out	ADP
agsci-1560	124	12	the	the	DET
agsci-1560	124	13	optimal	optimal	ADJ
agsci-1560	124	14	subset	subset	NOUN
agsci-1560	124	15	of	of	ADP
agsci-1560	124	16	features	feature	NOUN
agsci-1560	124	17	,	,	PUNCT
agsci-1560	124	18	thereby	thereby	ADV
agsci-1560	124	19	reducing	reduce	VERB
agsci-1560	124	20	the	the	DET
agsci-1560	124	21	impact	impact	NOUN
agsci-1560	124	22	of	of	ADP
agsci-1560	124	23	redundant	redundant	ADJ
agsci-1560	124	24	and	and	CCONJ
agsci-1560	124	25	interfering	interfere	VERB
agsci-1560	124	26	variables	variable	NOUN
agsci-1560	124	27	on	on	ADP
agsci-1560	124	28	model	model	NOUN
agsci-1560	124	29	performance	performance	NOUN
agsci-1560	124	30	.	.	PUNCT
agsci-1560	125	1	as	as	SCONJ
agsci-1560	125	2	shown	show	VERB
agsci-1560	125	3	in	in	ADP
agsci-1560	125	4	figure	figure	NOUN
agsci-1560	125	5	6	6	NUM
agsci-1560	125	6	,	,	PUNCT
agsci-1560	125	7	the	the	DET
agsci-1560	125	8	iriv	iriv	ADJ
agsci-1560	125	9	algorithm	algorithm	NOUN
agsci-1560	125	10	exhibits	exhibit	VERB
agsci-1560	125	11	a	a	DET
agsci-1560	125	12	gradual	gradual	ADJ
agsci-1560	125	13	reduction	reduction	NOUN
agsci-1560	125	14	in	in	ADP
agsci-1560	125	15	the	the	DET
agsci-1560	125	16	number	number	NOUN
agsci-1560	125	17	of	of	ADP
agsci-1560	125	18	variables	variable	NOUN
agsci-1560	125	19	during	during	ADP
agsci-1560	125	20	the	the	DET
agsci-1560	125	21	feature	feature	NOUN
agsci-1560	125	22	extraction	extraction	NOUN
agsci-1560	125	23	process	process	NOUN
agsci-1560	125	24	for	for	ADP
agsci-1560	125	25	the	the	DET
agsci-1560	125	26	spectral	spectral	ADJ
agsci-1560	125	27	data	datum	NOUN
agsci-1560	125	28	of	of	ADP
agsci-1560	125	29	silage	silage	NOUN
agsci-1560	125	30	corn	corn	NOUN
agsci-1560	125	31	feed	feed	NOUN
agsci-1560	125	32	.	.	PUNCT
agsci-1560	126	1	the	the	DET
agsci-1560	126	2	process	process	NOUN
agsci-1560	126	3	begins	begin	VERB
agsci-1560	126	4	with	with	ADP
agsci-1560	126	5	an	an	DET
agsci-1560	126	6	initial	initial	ADJ
agsci-1560	126	7	screening	screening	NOUN
agsci-1560	126	8	of	of	ADP
agsci-1560	126	9	global	global	ADJ
agsci-1560	126	10	variables	variable	NOUN
agsci-1560	126	11	,	,	PUNCT
agsci-1560	126	12	followed	follow	VERB
agsci-1560	126	13	by	by	ADP
agsci-1560	126	14	a	a	DET
agsci-1560	126	15	reverse	reverse	ADJ
agsci-1560	126	16	elimination	elimination	NOUN
agsci-1560	126	17	mechanism	mechanism	NOUN
agsci-1560	126	18	to	to	PART
agsci-1560	126	19	evaluate	evaluate	VERB
agsci-1560	126	20	the	the	DET
agsci-1560	126	21	contribution	contribution	NOUN
agsci-1560	126	22	of	of	ADP
agsci-1560	126	23	each	each	DET
agsci-1560	126	24	variable	variable	NOUN
agsci-1560	126	25	to	to	ADP
agsci-1560	126	26	the	the	DET
agsci-1560	126	27	model	model	NOUN
agsci-1560	126	28	's	's	PART
agsci-1560	126	29	predictive	predictive	ADJ
agsci-1560	126	30	performance	performance	NOUN
agsci-1560	126	31	.	.	PUNCT
agsci-1560	127	1	through	through	ADP
agsci-1560	127	2	this	this	DET
agsci-1560	127	3	stepwise	stepwise	ADJ
agsci-1560	127	4	elimination	elimination	NOUN
agsci-1560	127	5	of	of	ADP
agsci-1560	127	6	low	low	ADV
agsci-1560	127	7	-	-	PUNCT
agsci-1560	127	8	contributing	contribute	VERB
agsci-1560	127	9	variables	variable	NOUN
agsci-1560	127	10	,	,	PUNCT
agsci-1560	127	11	23	23	NUM
agsci-1560	127	12	key	key	ADJ
agsci-1560	127	13	feature	feature	NOUN
agsci-1560	127	14	wavelengths	wavelength	NOUN
agsci-1560	127	15	—	—	PUNCT
agsci-1560	127	16	accounting	account	VERB
agsci-1560	127	17	for	for	ADP
agsci-1560	127	18	approximately	approximately	ADV
agsci-1560	127	19	18	18	NUM
agsci-1560	127	20	%	%	NOUN
agsci-1560	127	21	of	of	ADP
agsci-1560	127	22	the	the	DET
agsci-1560	127	23	original	original	ADJ
agsci-1560	127	24	feature	feature	NOUN
agsci-1560	127	25	space	space	NOUN
agsci-1560	127	26	—	—	PUNCT
agsci-1560	127	27	were	be	AUX
agsci-1560	127	28	ultimately	ultimately	ADV
agsci-1560	127	29	retained	retain	VERB
agsci-1560	127	30	.	.	PUNCT
agsci-1560	128	1	during	during	ADP
agsci-1560	128	2	the	the	DET
agsci-1560	128	3	backward	backward	ADJ
agsci-1560	128	4	elimination	elimination	NOUN
agsci-1560	128	5	process	process	NOUN
agsci-1560	128	6	,	,	PUNCT
agsci-1560	128	7	the	the	DET
agsci-1560	128	8	root	root	NOUN
agsci-1560	128	9	mean	mean	VERB
agsci-1560	128	10	square	square	ADJ
agsci-1560	128	11	error	error	NOUN
agsci-1560	128	12	of	of	ADP
agsci-1560	128	13	cross	cross	NOUN
agsci-1560	128	14	-	-	NOUN
agsci-1560	128	15	validation	validation	ADJ
agsci-1560	128	16	(	(	PUNCT
agsci-1560	128	17	rmsecv	rmsecv	NOUN
agsci-1560	128	18	)	)	PUNCT
agsci-1560	128	19	is	be	AUX
agsci-1560	128	20	used	use	VERB
agsci-1560	128	21	as	as	ADP
agsci-1560	128	22	the	the	DET
agsci-1560	128	23	evaluation	evaluation	NOUN
agsci-1560	128	24	metric	metric	NOUN
agsci-1560	128	25	,	,	PUNCT
agsci-1560	128	26	and	and	CCONJ
agsci-1560	128	27	the	the	DET
agsci-1560	128	28	model	model	NOUN
agsci-1560	128	29	is	be	AUX
agsci-1560	128	30	re	re	VERB
agsci-1560	128	31	-	-	VERB
agsci-1560	128	32	modeled	model	VERB
agsci-1560	128	33	at	at	ADP
agsci-1560	128	34	each	each	DET
agsci-1560	128	35	step	step	NOUN
agsci-1560	128	36	of	of	ADP
agsci-1560	128	37	variable	variable	ADJ
agsci-1560	128	38	removal	removal	NOUN
agsci-1560	128	39	to	to	PART
agsci-1560	128	40	ensure	ensure	VERB
agsci-1560	128	41	that	that	SCONJ
agsci-1560	128	42	overall	overall	ADJ
agsci-1560	128	43	model	model	NOUN
agsci-1560	128	44	performance	performance	NOUN
agsci-1560	128	45	is	be	AUX
agsci-1560	128	46	not	not	PART
agsci-1560	128	47	significantly	significantly	ADV
agsci-1560	128	48	degraded	degrade	VERB
agsci-1560	128	49	.	.	PUNCT
agsci-1560	129	1	the	the	DET
agsci-1560	129	2	distribution	distribution	NOUN
agsci-1560	129	3	of	of	ADP
agsci-1560	129	4	the	the	DET
agsci-1560	129	5	characteristic	characteristic	ADJ
agsci-1560	129	6	wavelength	wavelength	NOUN
agsci-1560	129	7	variables	variable	NOUN
agsci-1560	129	8	obtained	obtain	VERB
agsci-1560	129	9	through	through	ADP
agsci-1560	129	10	the	the	DET
agsci-1560	129	11	cars	car	NOUN
agsci-1560	129	12	algorithm	algorithm	NOUN
agsci-1560	129	13	is	be	AUX
agsci-1560	129	14	shown	show	VERB
agsci-1560	129	15	in	in	ADP
agsci-1560	129	16	figure	figure	NOUN
agsci-1560	129	17	7	7	NUM
agsci-1560	129	18	.	.	PUNCT
agsci-1560	130	1	as.ideasspread.org	as.ideasspread.org	ADJ
agsci-1560	130	2	agricultural	agricultural	ADJ
agsci-1560	130	3	science	science	NOUN
agsci-1560	130	4	vol	vol	NOUN
agsci-1560	130	5	.	.	PROPN
agsci-1560	131	1	7	7	NUM
agsci-1560	131	2	,	,	PUNCT
agsci-1560	131	3	no	no	INTJ
agsci-1560	131	4	.	.	NOUN
agsci-1560	131	5	1	1	NUM
agsci-1560	131	6	;	;	PUNCT
agsci-1560	131	7	2025	2025	NUM
agsci-1560	131	8	91	91	NUM
agsci-1560	131	9	published	publish	VERB
agsci-1560	131	10	by	by	ADP
agsci-1560	131	11	ideas	idea	NOUN
agsci-1560	131	12	spread	spread	VERB
agsci-1560	131	13	figure	figure	NOUN
agsci-1560	131	14	6	6	NUM
agsci-1560	131	15	.	.	PUNCT
agsci-1560	132	1	iriv	iriv	ADJ
agsci-1560	132	2	screening	screen	VERB
agsci-1560	132	3	results	result	NOUN
agsci-1560	132	4	figure	figure	VERB
agsci-1560	132	5	7	7	NUM
agsci-1560	132	6	.	.	PUNCT
agsci-1560	132	7	iriv	iriv	NOUN
agsci-1560	132	8	-	-	PUNCT
agsci-1560	132	9	selected	select	VERB
agsci-1560	132	10	wavelength	wavelength	NOUN
agsci-1560	132	11	distribution	distribution	NOUN
agsci-1560	132	12	3.4	3.4	NUM
agsci-1560	132	13	modeling	modeling	NOUN
agsci-1560	132	14	based	base	VERB
agsci-1560	132	15	on	on	ADP
agsci-1560	132	16	characteristic	characteristic	ADJ
agsci-1560	132	17	wavelengths	wavelength	NOUN
agsci-1560	132	18	table	table	NOUN
agsci-1560	132	19	3	3	NUM
agsci-1560	132	20	summarizes	summarize	NOUN
agsci-1560	132	21	the	the	DET
agsci-1560	132	22	performance	performance	NOUN
agsci-1560	132	23	of	of	ADP
agsci-1560	132	24	prediction	prediction	NOUN
agsci-1560	132	25	models	model	NOUN
agsci-1560	132	26	built	build	VERB
agsci-1560	132	27	using	use	VERB
agsci-1560	132	28	different	different	ADJ
agsci-1560	132	29	characteristic	characteristic	ADJ
agsci-1560	132	30	wavelengths	wavelength	NOUN
agsci-1560	132	31	.	.	PUNCT
agsci-1560	133	1	during	during	ADP
agsci-1560	133	2	the	the	DET
agsci-1560	133	3	construction	construction	NOUN
agsci-1560	133	4	of	of	ADP
agsci-1560	133	5	the	the	DET
agsci-1560	133	6	elm	elm	PROPN
agsci-1560	133	7	model	model	NOUN
agsci-1560	133	8	,	,	PUNCT
agsci-1560	133	9	the	the	DET
agsci-1560	133	10	modeling	modeling	NOUN
agsci-1560	133	11	parameters	parameter	NOUN
agsci-1560	133	12	were	be	AUX
agsci-1560	133	13	optimized	optimize	VERB
agsci-1560	133	14	using	use	VERB
agsci-1560	133	15	the	the	DET
agsci-1560	133	16	pso	pso	NOUN
agsci-1560	133	17	algorithm	algorithm	NOUN
agsci-1560	133	18	.	.	PUNCT
agsci-1560	134	1	from	from	ADP
agsci-1560	134	2	the	the	DET
agsci-1560	134	3	table	table	NOUN
agsci-1560	134	4	,	,	PUNCT
agsci-1560	134	5	it	it	PRON
agsci-1560	134	6	can	can	AUX
agsci-1560	134	7	be	be	AUX
agsci-1560	134	8	observed	observe	VERB
agsci-1560	134	9	that	that	SCONJ
agsci-1560	134	10	the	the	DET
agsci-1560	134	11	cars	car	NOUN
agsci-1560	134	12	,	,	PUNCT
agsci-1560	134	13	boss	boss	NOUN
agsci-1560	134	14	,	,	PUNCT
agsci-1560	134	15	and	and	CCONJ
agsci-1560	134	16	iriv	iriv	ADJ
agsci-1560	134	17	algorithms	algorithm	NOUN
agsci-1560	134	18	effectively	effectively	ADV
agsci-1560	134	19	reduce	reduce	VERB
agsci-1560	134	20	the	the	DET
agsci-1560	134	21	number	number	NOUN
agsci-1560	134	22	of	of	ADP
agsci-1560	134	23	wavelengths	wavelength	NOUN
agsci-1560	134	24	required	require	VERB
agsci-1560	134	25	for	for	ADP
agsci-1560	134	26	modeling	modeling	NOUN
agsci-1560	134	27	.	.	PUNCT
agsci-1560	135	1	consequently	consequently	ADV
agsci-1560	135	2	,	,	PUNCT
agsci-1560	135	3	the	the	DET
agsci-1560	135	4	input	input	NOUN
agsci-1560	135	5	parameters	parameter	NOUN
agsci-1560	135	6	for	for	ADP
agsci-1560	135	7	the	the	DET
agsci-1560	135	8	prediction	prediction	NOUN
agsci-1560	135	9	model	model	NOUN
agsci-1560	135	10	are	be	AUX
agsci-1560	135	11	reduced	reduce	VERB
agsci-1560	135	12	,	,	PUNCT
agsci-1560	135	13	which	which	PRON
agsci-1560	135	14	enhances	enhance	VERB
agsci-1560	135	15	the	the	DET
agsci-1560	135	16	real	real	ADJ
agsci-1560	135	17	-	-	PUNCT
agsci-1560	135	18	time	time	NOUN
agsci-1560	135	19	performance	performance	NOUN
agsci-1560	135	20	of	of	ADP
agsci-1560	135	21	online	online	ADJ
agsci-1560	135	22	detection	detection	NOUN
agsci-1560	135	23	systems	system	NOUN
agsci-1560	135	24	.	.	PUNCT
agsci-1560	136	1	the	the	DET
agsci-1560	136	2	correlation	correlation	NOUN
agsci-1560	136	3	coefficients	coefficient	NOUN
agsci-1560	136	4	(	(	PUNCT
agsci-1560	136	5	𝑅	𝑅	NOUN
agsci-1560	136	6	)	)	PUNCT
agsci-1560	136	7	of	of	ADP
agsci-1560	136	8	the	the	DET
agsci-1560	136	9	model	model	NOUN
agsci-1560	136	10	prediction	prediction	NOUN
agsci-1560	136	11	sets	set	NOUN
agsci-1560	136	12	based	base	VERB
agsci-1560	136	13	on	on	ADP
agsci-1560	136	14	the	the	DET
agsci-1560	136	15	characteristic	characteristic	ADJ
agsci-1560	136	16	wavelengths	wavelength	NOUN
agsci-1560	136	17	all	all	PRON
agsci-1560	136	18	exceed	exceed	VERB
agsci-1560	136	19	0.85	0.85	NUM
agsci-1560	136	20	,	,	PUNCT
agsci-1560	136	21	demonstrating	demonstrate	VERB
agsci-1560	136	22	superior	superior	ADJ
agsci-1560	136	23	performance	performance	NOUN
agsci-1560	136	24	compared	compare	VERB
agsci-1560	136	25	to	to	ADP
agsci-1560	136	26	models	model	NOUN
agsci-1560	136	27	built	build	VERB
agsci-1560	136	28	using	use	VERB
agsci-1560	136	29	the	the	DET
agsci-1560	136	30	original	original	ADJ
agsci-1560	136	31	data	datum	NOUN
agsci-1560	136	32	.	.	PUNCT
agsci-1560	137	1	among	among	ADP
agsci-1560	137	2	the	the	DET
agsci-1560	137	3	tested	test	VERB
agsci-1560	137	4	models	model	NOUN
agsci-1560	137	5	,	,	PUNCT
agsci-1560	137	6	the	the	DET
agsci-1560	137	7	snv	snv	NOUN
agsci-1560	137	8	-	-	PUNCT
agsci-1560	137	9	boss	boss	NOUN
agsci-1560	137	10	-	-	PUNCT
agsci-1560	137	11	pso	pso	NOUN
agsci-1560	137	12	-	-	PUNCT
agsci-1560	137	13	elm	elm	NOUN
agsci-1560	137	14	model	model	NOUN
agsci-1560	137	15	demonstrated	demonstrate	VERB
agsci-1560	137	16	the	the	DET
agsci-1560	137	17	best	good	ADJ
agsci-1560	137	18	performance	performance	NOUN
agsci-1560	137	19	,	,	PUNCT
agsci-1560	137	20	achieving	achieve	VERB
agsci-1560	137	21	an	an	DET
agsci-1560	137	22	𝑅	𝑅	PROPN
agsci-1560	137	23	of	of	ADP
agsci-1560	137	24	0.8708	0.8708	NUM
agsci-1560	137	25	and	and	CCONJ
agsci-1560	137	26	an	an	DET
agsci-1560	137	27	rmsep	rmsep	NOUN
agsci-1560	137	28	of	of	ADP
agsci-1560	137	29	0.6802	0.6802	NUM
agsci-1560	137	30	.	.	PUNCT
agsci-1560	137	31	table	table	NOUN
agsci-1560	137	32	3	3	NUM
agsci-1560	137	33	.	.	PUNCT
agsci-1560	137	34	modeling	model	VERB
agsci-1560	137	35	performance	performance	NOUN
agsci-1560	137	36	based	base	VERB
agsci-1560	137	37	on	on	ADP
agsci-1560	137	38	characteristic	characteristic	ADJ
agsci-1560	137	39	wavelengths	wavelength	NOUN
agsci-1560	137	40	modeling	modeling	NOUN
agsci-1560	137	41	methods	method	NOUN
agsci-1560	137	42	wavelength	wavelength	NOUN
agsci-1560	137	43	selection	selection	NOUN
agsci-1560	137	44	methods	method	NOUN
agsci-1560	137	45	number	number	NOUN
agsci-1560	137	46	of	of	ADP
agsci-1560	137	47	features	feature	NOUN
agsci-1560	137	48	calibration	calibration	NOUN
agsci-1560	137	49	set	set	VERB
agsci-1560	137	50	test	test	NOUN
agsci-1560	137	51	set	set	VERB
agsci-1560	137	52	𝑅	𝑅	PROPN
agsci-1560	137	53	rmsec	rmsec	NOUN
agsci-1560	137	54	𝑅	𝑅	PROPN
agsci-1560	137	55	rmsep	rmsep	ADJ
agsci-1560	137	56	pso	pso	NOUN
agsci-1560	137	57	-	-	PUNCT
agsci-1560	137	58	elm	elm	NOUN
agsci-1560	137	59	cars	car	NOUN
agsci-1560	137	60	24	24	NUM
agsci-1560	137	61	0.8995	0.8995	NUM
agsci-1560	137	62	0.687	0.687	NUM
agsci-1560	137	63	0.8664	0.8664	NUM
agsci-1560	137	64	0.6895	0.6895	NUM
agsci-1560	137	65	boss	boss	NOUN
agsci-1560	137	66	34	34	NUM
agsci-1560	137	67	0.9142	0.9142	NUM
agsci-1560	137	68	0.6306	0.6306	NUM
agsci-1560	137	69	0.8708	0.8708	NUM
agsci-1560	137	70	0.6802	0.6802	NUM
agsci-1560	137	71	iriv	iriv	ADJ
agsci-1560	137	72	23	23	NUM
agsci-1560	137	73	0.9027	0.9027	NUM
agsci-1560	137	74	0.666	0.666	NUM
agsci-1560	137	75	0.867	0.867	NUM
agsci-1560	137	76	0.6927	0.6927	NUM
agsci-1560	137	77	as.ideasspread.org	as.ideasspread.org	ADJ
agsci-1560	137	78	agricultural	agricultural	ADJ
agsci-1560	137	79	science	science	NOUN
agsci-1560	137	80	vol	vol	NOUN
agsci-1560	137	81	.	.	PROPN
agsci-1560	138	1	7	7	NUM
agsci-1560	138	2	,	,	PUNCT
agsci-1560	138	3	no	no	INTJ
agsci-1560	138	4	.	.	NOUN
agsci-1560	138	5	1	1	NUM
agsci-1560	138	6	;	;	PUNCT
agsci-1560	138	7	2025	2025	NUM
agsci-1560	138	8	92	92	NUM
agsci-1560	138	9	published	publish	VERB
agsci-1560	138	10	by	by	ADP
agsci-1560	138	11	ideas	idea	NOUN
agsci-1560	138	12	spread	spread	VERB
agsci-1560	138	13	3.5	3.5	NUM
agsci-1560	138	14	experimental	experimental	ADJ
agsci-1560	138	15	summary	summary	NOUN
agsci-1560	138	16	in	in	ADP
agsci-1560	138	17	this	this	DET
agsci-1560	138	18	experiment	experiment	NOUN
agsci-1560	138	19	,	,	PUNCT
agsci-1560	138	20	a	a	DET
agsci-1560	138	21	quantitative	quantitative	ADJ
agsci-1560	138	22	detection	detection	NOUN
agsci-1560	138	23	model	model	NOUN
agsci-1560	138	24	for	for	ADP
agsci-1560	138	25	the	the	DET
agsci-1560	138	26	dry	dry	ADJ
agsci-1560	138	27	matter	matter	NOUN
agsci-1560	138	28	content	content	NOUN
agsci-1560	138	29	of	of	ADP
agsci-1560	138	30	silage	silage	NOUN
agsci-1560	138	31	corn	corn	NOUN
agsci-1560	138	32	feed	feed	NOUN
agsci-1560	138	33	using	use	VERB
agsci-1560	138	34	portable	portable	ADJ
agsci-1560	138	35	near	near	ADV
agsci-1560	138	36	-	-	PUNCT
agsci-1560	138	37	infrared	infrared	ADJ
agsci-1560	138	38	spectroscopy	spectroscopy	NOUN
agsci-1560	138	39	was	be	AUX
agsci-1560	138	40	developed	develop	VERB
agsci-1560	138	41	,	,	PUNCT
agsci-1560	138	42	with	with	ADP
agsci-1560	138	43	silage	silage	NOUN
agsci-1560	138	44	corn	corn	NOUN
agsci-1560	138	45	feed	feed	NOUN
agsci-1560	138	46	as	as	ADP
agsci-1560	138	47	the	the	DET
agsci-1560	138	48	research	research	NOUN
agsci-1560	138	49	object	object	NOUN
agsci-1560	138	50	.	.	PUNCT
agsci-1560	139	1	the	the	DET
agsci-1560	139	2	results	result	NOUN
agsci-1560	139	3	indicate	indicate	VERB
agsci-1560	139	4	that	that	SCONJ
agsci-1560	139	5	spectral	spectral	ADJ
agsci-1560	139	6	data	datum	NOUN
agsci-1560	139	7	preprocessed	preprocesse	VERB
agsci-1560	139	8	using	use	VERB
agsci-1560	139	9	the	the	DET
agsci-1560	139	10	standard	standard	ADJ
agsci-1560	139	11	normal	normal	ADJ
agsci-1560	139	12	variate	variate	NOUN
agsci-1560	139	13	(	(	PUNCT
agsci-1560	139	14	snv	snv	PROPN
agsci-1560	139	15	)	)	PUNCT
agsci-1560	139	16	method	method	NOUN
agsci-1560	139	17	outperformed	outperform	VERB
agsci-1560	139	18	the	the	DET
agsci-1560	139	19	original	original	ADJ
agsci-1560	139	20	data	datum	NOUN
agsci-1560	139	21	and	and	CCONJ
agsci-1560	139	22	data	datum	NOUN
agsci-1560	139	23	processed	process	VERB
agsci-1560	139	24	with	with	ADP
agsci-1560	139	25	other	other	ADJ
agsci-1560	139	26	preprocessing	preprocessing	NOUN
agsci-1560	139	27	methods	method	NOUN
agsci-1560	139	28	.	.	PUNCT
agsci-1560	140	1	during	during	ADP
agsci-1560	140	2	the	the	DET
agsci-1560	140	3	pso	pso	NOUN
agsci-1560	140	4	-	-	PUNCT
agsci-1560	140	5	elm	elm	NOUN
agsci-1560	140	6	modeling	modeling	NOUN
agsci-1560	140	7	process	process	NOUN
agsci-1560	140	8	,	,	PUNCT
agsci-1560	140	9	the	the	DET
agsci-1560	140	10	model	model	NOUN
agsci-1560	140	11	constructed	construct	VERB
agsci-1560	140	12	using	use	VERB
agsci-1560	140	13	the	the	DET
agsci-1560	140	14	characteristic	characteristic	ADJ
agsci-1560	140	15	wavelengths	wavelength	NOUN
agsci-1560	140	16	selected	select	VERB
agsci-1560	140	17	by	by	ADP
agsci-1560	140	18	the	the	DET
agsci-1560	140	19	boss	boss	NOUN
agsci-1560	140	20	algorithm	algorithm	NOUN
agsci-1560	140	21	demonstrated	demonstrate	VERB
agsci-1560	140	22	the	the	DET
agsci-1560	140	23	best	good	ADJ
agsci-1560	140	24	prediction	prediction	NOUN
agsci-1560	140	25	performance	performance	NOUN
agsci-1560	140	26	.	.	PUNCT
agsci-1560	141	1	by	by	ADP
agsci-1560	141	2	analyzing	analyze	VERB
agsci-1560	141	3	the	the	DET
agsci-1560	141	4	fitted	fit	VERB
agsci-1560	141	5	scatter	scatter	NOUN
agsci-1560	141	6	plots	plot	NOUN
agsci-1560	141	7	(	(	PUNCT
agsci-1560	141	8	figures	figure	NOUN
agsci-1560	141	9	8–10	8–10	NOUN
agsci-1560	141	10	)	)	PUNCT
agsci-1560	141	11	of	of	ADP
agsci-1560	141	12	the	the	DET
agsci-1560	141	13	prediction	prediction	NOUN
agsci-1560	141	14	results	result	VERB
agsci-1560	141	15	from	from	ADP
agsci-1560	141	16	the	the	DET
agsci-1560	141	17	three	three	NUM
agsci-1560	141	18	models	model	NOUN
agsci-1560	141	19	based	base	VERB
agsci-1560	141	20	on	on	ADP
agsci-1560	141	21	different	different	ADJ
agsci-1560	141	22	wavelength	wavelength	NOUN
agsci-1560	141	23	selection	selection	NOUN
agsci-1560	141	24	algorithms	algorithm	NOUN
agsci-1560	141	25	for	for	ADP
agsci-1560	141	26	the	the	DET
agsci-1560	141	27	dry	dry	ADJ
agsci-1560	141	28	matter	matter	NOUN
agsci-1560	141	29	content	content	NOUN
agsci-1560	141	30	of	of	ADP
agsci-1560	141	31	silage	silage	NOUN
agsci-1560	141	32	corn	corn	NOUN
agsci-1560	141	33	feed	feed	NOUN
agsci-1560	141	34	,	,	PUNCT
agsci-1560	141	35	it	it	PRON
agsci-1560	141	36	is	be	AUX
agsci-1560	141	37	evident	evident	ADJ
agsci-1560	141	38	that	that	SCONJ
agsci-1560	141	39	the	the	DET
agsci-1560	141	40	snvboss	snvboss	NOUN
agsci-1560	141	41	-	-	PUNCT
agsci-1560	141	42	pso	pso	NOUN
agsci-1560	141	43	-	-	PUNCT
agsci-1560	141	44	elm	elm	NOUN
agsci-1560	141	45	model	model	NOUN
agsci-1560	141	46	exhibited	exhibit	VERB
agsci-1560	141	47	a	a	DET
agsci-1560	141	48	better	well	ADV
agsci-1560	141	49	fitting	fitting	ADJ
agsci-1560	141	50	effect	effect	NOUN
agsci-1560	141	51	compared	compare	VERB
agsci-1560	141	52	to	to	ADP
agsci-1560	141	53	the	the	DET
agsci-1560	141	54	other	other	ADJ
agsci-1560	141	55	models	model	NOUN
agsci-1560	141	56	.	.	PUNCT
agsci-1560	142	1	its	its	PRON
agsci-1560	142	2	prediction	prediction	NOUN
agsci-1560	142	3	results	result	NOUN
agsci-1560	142	4	are	be	AUX
agsci-1560	142	5	more	more	ADV
agsci-1560	142	6	concentrated	concentrated	ADJ
agsci-1560	142	7	,	,	PUNCT
agsci-1560	142	8	which	which	PRON
agsci-1560	142	9	aligns	align	VERB
agsci-1560	142	10	with	with	ADP
agsci-1560	142	11	the	the	DET
agsci-1560	142	12	data	datum	NOUN
agsci-1560	142	13	presented	present	VERB
agsci-1560	142	14	in	in	ADP
agsci-1560	142	15	the	the	DET
agsci-1560	142	16	table	table	NOUN
agsci-1560	142	17	.	.	PUNCT
agsci-1560	143	1	these	these	DET
agsci-1560	143	2	results	result	NOUN
agsci-1560	143	3	confirm	confirm	VERB
agsci-1560	143	4	that	that	SCONJ
agsci-1560	143	5	the	the	DET
agsci-1560	143	6	snv	snv	PROPN
agsci-1560	143	7	-	-	PUNCT
agsci-1560	143	8	bosspso	bosspso	NOUN
agsci-1560	143	9	-	-	PUNCT
agsci-1560	143	10	elm	elm	NOUN
agsci-1560	143	11	model	model	NOUN
agsci-1560	143	12	provides	provide	VERB
agsci-1560	143	13	better	well	ADJ
agsci-1560	143	14	predictive	predictive	ADJ
agsci-1560	143	15	accuracy	accuracy	NOUN
agsci-1560	143	16	for	for	ADP
agsci-1560	143	17	the	the	DET
agsci-1560	143	18	dry	dry	ADJ
agsci-1560	143	19	matter	matter	NOUN
agsci-1560	143	20	content	content	NOUN
agsci-1560	143	21	of	of	ADP
agsci-1560	143	22	silage	silage	NOUN
agsci-1560	143	23	corn	corn	NOUN
agsci-1560	143	24	feed	feed	NOUN
agsci-1560	143	25	than	than	ADP
agsci-1560	143	26	the	the	DET
agsci-1560	143	27	other	other	ADJ
agsci-1560	143	28	models	model	NOUN
agsci-1560	143	29	.	.	PUNCT
agsci-1560	144	1	figure	figure	NOUN
agsci-1560	144	2	8	8	NUM
agsci-1560	144	3	.	.	PUNCT
agsci-1560	145	1	scatter	scatter	NOUN
agsci-1560	145	2	plot	plot	NOUN
agsci-1560	145	3	of	of	ADP
agsci-1560	145	4	snv	snv	NOUN
agsci-1560	145	5	-	-	PUNCT
agsci-1560	145	6	cars	car	NOUN
agsci-1560	145	7	-	-	PUNCT
agsci-1560	145	8	pso	pso	NOUN
agsci-1560	145	9	-	-	PUNCT
agsci-1560	145	10	elm	elm	NOUN
agsci-1560	145	11	model	model	NOUN
agsci-1560	145	12	performance	performance	NOUN
agsci-1560	145	13	figure	figure	NOUN
agsci-1560	145	14	9	9	NUM
agsci-1560	145	15	.	.	PUNCT
agsci-1560	145	16	scatter	scatter	NOUN
agsci-1560	145	17	plot	plot	NOUN
agsci-1560	145	18	of	of	ADP
agsci-1560	145	19	snv	snv	NOUN
agsci-1560	145	20	-	-	PUNCT
agsci-1560	145	21	boss	boss	NOUN
agsci-1560	145	22	-	-	PUNCT
agsci-1560	145	23	pso	pso	ADJ
agsci-1560	145	24	-	-	PUNCT
agsci-1560	145	25	elm	elm	NOUN
agsci-1560	145	26	model	model	NOUN
agsci-1560	145	27	performance	performance	NOUN
agsci-1560	145	28	as.ideasspread.org	as.ideasspread.org	PRON
agsci-1560	145	29	agricultural	agricultural	ADJ
agsci-1560	145	30	science	science	NOUN
agsci-1560	145	31	vol	vol	NOUN
agsci-1560	145	32	.	.	PROPN
agsci-1560	146	1	7	7	NUM
agsci-1560	146	2	,	,	PUNCT
agsci-1560	146	3	no	no	INTJ
agsci-1560	146	4	.	.	NOUN
agsci-1560	146	5	1	1	NUM
agsci-1560	146	6	;	;	PUNCT
agsci-1560	146	7	2025	2025	NUM
agsci-1560	146	8	93	93	NUM
agsci-1560	146	9	published	publish	VERB
agsci-1560	146	10	by	by	ADP
agsci-1560	146	11	ideas	idea	NOUN
agsci-1560	146	12	spread	spread	VERB
agsci-1560	146	13	figure	figure	NOUN
agsci-1560	146	14	10	10	NUM
agsci-1560	146	15	.	.	PUNCT
agsci-1560	147	1	scatter	scatter	NOUN
agsci-1560	147	2	plot	plot	NOUN
agsci-1560	147	3	of	of	ADP
agsci-1560	147	4	snv	snv	PROPN
agsci-1560	147	5	-	-	PUNCT
agsci-1560	147	6	iriv	iriv	NOUN
agsci-1560	147	7	-	-	PUNCT
agsci-1560	147	8	pso	pso	NOUN
agsci-1560	147	9	-	-	PUNCT
agsci-1560	147	10	elm	elm	NOUN
agsci-1560	147	11	model	model	NOUN
agsci-1560	147	12	performance	performance	NOUN
agsci-1560	147	13	4	4	NUM
agsci-1560	147	14	.	.	PUNCT
agsci-1560	147	15	discussion	discussion	NOUN
agsci-1560	147	16	in	in	ADP
agsci-1560	147	17	this	this	DET
agsci-1560	147	18	study	study	NOUN
agsci-1560	147	19	,	,	PUNCT
agsci-1560	147	20	270	270	NUM
agsci-1560	147	21	silage	silage	NOUN
agsci-1560	147	22	maize	maize	NOUN
agsci-1560	147	23	feed	feed	NOUN
agsci-1560	147	24	samples	sample	NOUN
agsci-1560	147	25	were	be	AUX
agsci-1560	147	26	analyzed	analyze	VERB
agsci-1560	147	27	,	,	PUNCT
agsci-1560	147	28	focusing	focus	VERB
agsci-1560	147	29	on	on	ADP
agsci-1560	147	30	the	the	DET
agsci-1560	147	31	dry	dry	ADJ
agsci-1560	147	32	matter	matter	NOUN
agsci-1560	147	33	physicochemical	physicochemical	ADJ
agsci-1560	147	34	values	value	NOUN
agsci-1560	147	35	.	.	PUNCT
agsci-1560	148	1	the	the	DET
agsci-1560	148	2	raw	raw	ADJ
agsci-1560	148	3	spectral	spectral	ADJ
agsci-1560	148	4	data	datum	NOUN
agsci-1560	148	5	were	be	AUX
agsci-1560	148	6	preprocessed	preprocesse	VERB
agsci-1560	148	7	using	use	VERB
agsci-1560	148	8	five	five	NUM
agsci-1560	148	9	methods	method	NOUN
agsci-1560	148	10	:	:	PUNCT
agsci-1560	148	11	sgf	sgf	PROPN
agsci-1560	148	12	,	,	PUNCT
agsci-1560	148	13	maf	maf	PROPN
agsci-1560	148	14	,	,	PUNCT
agsci-1560	148	15	msc	msc	PROPN
agsci-1560	148	16	,	,	PUNCT
agsci-1560	148	17	snv	snv	NOUN
agsci-1560	148	18	,	,	PUNCT
agsci-1560	148	19	and	and	CCONJ
agsci-1560	148	20	fd	fd	PROPN
agsci-1560	148	21	.	.	PUNCT
agsci-1560	149	1	based	base	VERB
agsci-1560	149	2	on	on	ADP
agsci-1560	149	3	an	an	DET
agsci-1560	149	4	analysis	analysis	NOUN
agsci-1560	149	5	of	of	ADP
agsci-1560	149	6	model	model	NOUN
agsci-1560	149	7	performance	performance	NOUN
agsci-1560	149	8	,	,	PUNCT
agsci-1560	149	9	the	the	DET
agsci-1560	149	10	most	most	ADV
agsci-1560	149	11	suitable	suitable	ADJ
agsci-1560	149	12	preprocessing	preprocessing	NOUN
agsci-1560	149	13	method	method	NOUN
agsci-1560	149	14	was	be	AUX
agsci-1560	149	15	selected	select	VERB
agsci-1560	149	16	for	for	ADP
agsci-1560	149	17	subsequent	subsequent	ADJ
agsci-1560	149	18	modeling	modeling	NOUN
agsci-1560	149	19	.	.	PUNCT
agsci-1560	150	1	characteristic	characteristic	ADJ
agsci-1560	150	2	wavelengths	wavelength	NOUN
agsci-1560	150	3	were	be	AUX
agsci-1560	150	4	selected	select	VERB
agsci-1560	150	5	using	use	VERB
agsci-1560	150	6	the	the	DET
agsci-1560	150	7	cars	car	NOUN
agsci-1560	150	8	,	,	PUNCT
agsci-1560	150	9	boss	boss	NOUN
agsci-1560	150	10	,	,	PUNCT
agsci-1560	150	11	and	and	CCONJ
agsci-1560	150	12	iriv	iriv	ADJ
agsci-1560	150	13	algorithms	algorithm	NOUN
agsci-1560	150	14	,	,	PUNCT
agsci-1560	150	15	while	while	SCONJ
agsci-1560	150	16	prediction	prediction	NOUN
agsci-1560	150	17	models	model	NOUN
agsci-1560	150	18	were	be	AUX
agsci-1560	150	19	constructed	construct	VERB
agsci-1560	150	20	based	base	VERB
agsci-1560	150	21	on	on	ADP
agsci-1560	150	22	full	full	ADJ
agsci-1560	150	23	wavelengths	wavelength	NOUN
agsci-1560	150	24	and	and	CCONJ
agsci-1560	150	25	characteristic	characteristic	ADJ
agsci-1560	150	26	wavelengths	wavelength	NOUN
agsci-1560	150	27	using	use	VERB
agsci-1560	150	28	the	the	DET
agsci-1560	150	29	elm	elm	NOUN
agsci-1560	150	30	algorithm	algorithm	NOUN
agsci-1560	150	31	.	.	PUNCT
agsci-1560	151	1	the	the	DET
agsci-1560	151	2	pso	pso	NOUN
agsci-1560	151	3	algorithm	algorithm	NOUN
agsci-1560	151	4	was	be	AUX
agsci-1560	151	5	employed	employ	VERB
agsci-1560	151	6	to	to	PART
agsci-1560	151	7	optimize	optimize	VERB
agsci-1560	151	8	the	the	DET
agsci-1560	151	9	modeling	modeling	NOUN
agsci-1560	151	10	parameters	parameter	NOUN
agsci-1560	151	11	during	during	ADP
agsci-1560	151	12	this	this	DET
agsci-1560	151	13	process	process	NOUN
agsci-1560	151	14	.	.	PUNCT
agsci-1560	152	1	the	the	DET
agsci-1560	152	2	main	main	ADJ
agsci-1560	152	3	conclusions	conclusion	NOUN
agsci-1560	152	4	are	be	AUX
agsci-1560	152	5	summarized	summarize	VERB
agsci-1560	152	6	as	as	SCONJ
agsci-1560	152	7	follows	follow	VERB
agsci-1560	152	8	:	:	PUNCT
agsci-1560	152	9	(	(	PUNCT
agsci-1560	152	10	1	1	X
agsci-1560	152	11	)	)	PUNCT
agsci-1560	152	12	by	by	ADP
agsci-1560	152	13	comparing	compare	VERB
agsci-1560	152	14	the	the	DET
agsci-1560	152	15	spectral	spectral	ADJ
agsci-1560	152	16	preprocessing	preprocessing	NOUN
agsci-1560	152	17	results	result	NOUN
agsci-1560	152	18	of	of	ADP
agsci-1560	152	19	sgf	sgf	PROPN
agsci-1560	152	20	,	,	PUNCT
agsci-1560	152	21	maf	maf	PROPN
agsci-1560	152	22	,	,	PUNCT
agsci-1560	152	23	msc	msc	PROPN
agsci-1560	152	24	,	,	PUNCT
agsci-1560	152	25	snv	snv	NOUN
agsci-1560	152	26	,	,	PUNCT
agsci-1560	152	27	and	and	CCONJ
agsci-1560	152	28	fd	fd	VERB
agsci-1560	152	29	and	and	CCONJ
agsci-1560	152	30	combining	combine	VERB
agsci-1560	152	31	them	they	PRON
agsci-1560	152	32	with	with	ADP
agsci-1560	152	33	the	the	DET
agsci-1560	152	34	quantitative	quantitative	ADJ
agsci-1560	152	35	evaluation	evaluation	NOUN
agsci-1560	152	36	of	of	ADP
agsci-1560	152	37	the	the	DET
agsci-1560	152	38	pso	pso	NOUN
agsci-1560	152	39	-	-	PUNCT
agsci-1560	152	40	elm	elm	NOUN
agsci-1560	152	41	model	model	NOUN
agsci-1560	152	42	,	,	PUNCT
agsci-1560	152	43	it	it	PRON
agsci-1560	152	44	was	be	AUX
agsci-1560	152	45	found	find	VERB
agsci-1560	152	46	that	that	SCONJ
agsci-1560	152	47	snv	snv	PROPN
agsci-1560	152	48	preprocessing	preprocessing	NOUN
agsci-1560	152	49	yielded	yield	VERB
agsci-1560	152	50	the	the	DET
agsci-1560	152	51	best	good	ADJ
agsci-1560	152	52	performance	performance	NOUN
agsci-1560	152	53	in	in	ADP
agsci-1560	152	54	the	the	DET
agsci-1560	152	55	quantitative	quantitative	ADJ
agsci-1560	152	56	dry	dry	ADJ
agsci-1560	152	57	matter	matter	NOUN
agsci-1560	152	58	model	model	NOUN
agsci-1560	152	59	.	.	PUNCT
agsci-1560	153	1	for	for	ADP
agsci-1560	153	2	the	the	DET
agsci-1560	153	3	calibration	calibration	NOUN
agsci-1560	153	4	set	set	NOUN
agsci-1560	153	5	,	,	PUNCT
agsci-1560	153	6	the	the	DET
agsci-1560	153	7	correlation	correlation	NOUN
agsci-1560	153	8	coefficient	coefficient	NOUN
agsci-1560	153	9	(	(	PUNCT
agsci-1560	153	10	r	r	NOUN
agsci-1560	153	11	)	)	PUNCT
agsci-1560	153	12	was	be	AUX
agsci-1560	153	13	0.8723	0.8723	NUM
agsci-1560	153	14	,	,	PUNCT
agsci-1560	153	15	with	with	ADP
agsci-1560	153	16	a	a	DET
agsci-1560	153	17	root	root	NOUN
agsci-1560	153	18	mean	mean	NOUN
agsci-1560	153	19	square	square	ADJ
agsci-1560	153	20	error	error	NOUN
agsci-1560	153	21	(	(	PUNCT
agsci-1560	153	22	rmse	rmse	NOUN
agsci-1560	153	23	)	)	PUNCT
agsci-1560	153	24	of	of	ADP
agsci-1560	153	25	0.7529	0.7529	NUM
agsci-1560	153	26	.	.	PUNCT
agsci-1560	154	1	for	for	ADP
agsci-1560	154	2	the	the	DET
agsci-1560	154	3	prediction	prediction	NOUN
agsci-1560	154	4	set	set	NOUN
agsci-1560	154	5	,	,	PUNCT
agsci-1560	154	6	the	the	DET
agsci-1560	154	7	r	r	NOUN
agsci-1560	154	8	was	be	AUX
agsci-1560	154	9	0.8413	0.8413	NUM
agsci-1560	154	10	,	,	PUNCT
agsci-1560	154	11	and	and	CCONJ
agsci-1560	154	12	the	the	DET
agsci-1560	154	13	rmse	rmse	NOUN
agsci-1560	154	14	was	be	AUX
agsci-1560	154	15	0.768	0.768	NUM
agsci-1560	154	16	.	.	PUNCT
agsci-1560	155	1	these	these	DET
agsci-1560	155	2	results	result	NOUN
agsci-1560	155	3	indicate	indicate	VERB
agsci-1560	155	4	that	that	SCONJ
agsci-1560	155	5	snv	snv	PROPN
agsci-1560	155	6	preprocessing	preprocesse	VERB
agsci-1560	155	7	effectively	effectively	ADV
agsci-1560	155	8	reduces	reduce	VERB
agsci-1560	155	9	the	the	DET
agsci-1560	155	10	effects	effect	NOUN
agsci-1560	155	11	of	of	ADP
agsci-1560	155	12	spectral	spectral	ADJ
agsci-1560	155	13	scattering	scattering	NOUN
agsci-1560	155	14	,	,	PUNCT
agsci-1560	155	15	baseline	baseline	NOUN
agsci-1560	155	16	drift	drift	NOUN
agsci-1560	155	17	,	,	PUNCT
agsci-1560	155	18	and	and	CCONJ
agsci-1560	155	19	background	background	NOUN
agsci-1560	155	20	interference	interference	NOUN
agsci-1560	155	21	,	,	PUNCT
agsci-1560	155	22	thereby	thereby	ADV
agsci-1560	155	23	enhancing	enhance	VERB
agsci-1560	155	24	the	the	DET
agsci-1560	155	25	consistency	consistency	NOUN
agsci-1560	155	26	and	and	CCONJ
agsci-1560	155	27	reliability	reliability	NOUN
agsci-1560	155	28	of	of	ADP
agsci-1560	155	29	the	the	DET
agsci-1560	155	30	spectral	spectral	ADJ
agsci-1560	155	31	data	datum	NOUN
agsci-1560	155	32	and	and	CCONJ
agsci-1560	155	33	significantly	significantly	ADV
agsci-1560	155	34	improving	improve	VERB
agsci-1560	155	35	the	the	DET
agsci-1560	155	36	accuracy	accuracy	NOUN
agsci-1560	155	37	and	and	CCONJ
agsci-1560	155	38	stability	stability	NOUN
agsci-1560	155	39	of	of	ADP
agsci-1560	155	40	the	the	DET
agsci-1560	155	41	model	model	NOUN
agsci-1560	155	42	.	.	PUNCT
agsci-1560	156	1	(	(	PUNCT
agsci-1560	156	2	2	2	X
agsci-1560	156	3	)	)	PUNCT
agsci-1560	156	4	the	the	DET
agsci-1560	156	5	characteristic	characteristic	ADJ
agsci-1560	156	6	wavelength	wavelength	NOUN
agsci-1560	156	7	screening	screening	NOUN
agsci-1560	156	8	focused	focus	VERB
agsci-1560	156	9	on	on	ADP
agsci-1560	156	10	the	the	DET
agsci-1560	156	11	range	range	NOUN
agsci-1560	156	12	of	of	ADP
agsci-1560	156	13	1100–1800	1100–1800	NUM
agsci-1560	156	14	nm	nm	NOUN
agsci-1560	156	15	,	,	PUNCT
agsci-1560	156	16	which	which	PRON
agsci-1560	156	17	encompasses	encompass	VERB
agsci-1560	156	18	the	the	DET
agsci-1560	156	19	core	core	NOUN
agsci-1560	156	20	absorption	absorption	NOUN
agsci-1560	156	21	regions	region	NOUN
agsci-1560	156	22	of	of	ADP
agsci-1560	156	23	the	the	DET
agsci-1560	156	24	primary	primary	ADJ
agsci-1560	156	25	chemical	chemical	NOUN
agsci-1560	156	26	components	component	NOUN
agsci-1560	156	27	in	in	ADP
agsci-1560	156	28	dry	dry	ADJ
agsci-1560	156	29	matter	matter	NOUN
agsci-1560	156	30	,	,	PUNCT
agsci-1560	156	31	including	include	VERB
agsci-1560	156	32	the	the	DET
agsci-1560	156	33	vibrational	vibrational	ADJ
agsci-1560	156	34	absorption	absorption	NOUN
agsci-1560	156	35	regions	region	NOUN
agsci-1560	156	36	of	of	ADP
agsci-1560	156	37	the	the	DET
agsci-1560	156	38	o	o	ADJ
agsci-1560	156	39	-	-	ADJ
agsci-1560	156	40	h	h	ADJ
agsci-1560	156	41	bond	bond	NOUN
agsci-1560	156	42	in	in	ADP
agsci-1560	156	43	water	water	NOUN
agsci-1560	156	44	and	and	CCONJ
agsci-1560	156	45	the	the	DET
agsci-1560	156	46	c	c	NOUN
agsci-1560	156	47	-	-	PUNCT
agsci-1560	156	48	h	h	NOUN
agsci-1560	156	49	bond	bond	NOUN
agsci-1560	156	50	in	in	ADP
agsci-1560	156	51	cellulose	cellulose	NOUN
agsci-1560	156	52	and	and	CCONJ
agsci-1560	156	53	hemicellulose	hemicellulose	NOUN
agsci-1560	156	54	.	.	PUNCT
agsci-1560	157	1	among	among	ADP
agsci-1560	157	2	the	the	DET
agsci-1560	157	3	algorithms	algorithm	NOUN
agsci-1560	157	4	,	,	PUNCT
agsci-1560	157	5	boss	boss	NOUN
agsci-1560	157	6	demonstrated	demonstrate	VERB
agsci-1560	157	7	a	a	DET
agsci-1560	157	8	broader	broad	ADJ
agsci-1560	157	9	and	and	CCONJ
agsci-1560	157	10	more	more	ADV
agsci-1560	157	11	balanced	balanced	ADJ
agsci-1560	157	12	wavelength	wavelength	NOUN
agsci-1560	157	13	distribution	distribution	NOUN
agsci-1560	157	14	,	,	PUNCT
agsci-1560	157	15	comprehensively	comprehensively	ADV
agsci-1560	157	16	covering	cover	VERB
agsci-1560	157	17	key	key	ADJ
agsci-1560	157	18	intervals	interval	NOUN
agsci-1560	157	19	and	and	CCONJ
agsci-1560	157	20	enhancing	enhance	VERB
agsci-1560	157	21	the	the	DET
agsci-1560	157	22	model	model	NOUN
agsci-1560	157	23	's	's	PART
agsci-1560	157	24	generalization	generalization	NOUN
agsci-1560	157	25	ability	ability	NOUN
agsci-1560	157	26	.	.	PUNCT
agsci-1560	158	1	cars	car	NOUN
agsci-1560	158	2	concentrated	concentrate	VERB
agsci-1560	158	3	on	on	ADP
agsci-1560	158	4	key	key	ADJ
agsci-1560	158	5	absorption	absorption	NOUN
agsci-1560	158	6	regions	region	NOUN
agsci-1560	158	7	,	,	PUNCT
agsci-1560	158	8	producing	produce	VERB
agsci-1560	158	9	results	result	NOUN
agsci-1560	158	10	with	with	ADP
agsci-1560	158	11	strong	strong	ADJ
agsci-1560	158	12	relevance	relevance	NOUN
agsci-1560	158	13	to	to	ADP
agsci-1560	158	14	the	the	DET
agsci-1560	158	15	target	target	NOUN
agsci-1560	158	16	,	,	PUNCT
agsci-1560	158	17	though	though	SCONJ
agsci-1560	158	18	slightly	slightly	ADV
agsci-1560	158	19	limited	limit	VERB
agsci-1560	158	20	in	in	ADP
agsci-1560	158	21	the	the	DET
agsci-1560	158	22	breadth	breadth	NOUN
agsci-1560	158	23	of	of	ADP
agsci-1560	158	24	information	information	NOUN
agsci-1560	158	25	covered	cover	VERB
agsci-1560	158	26	.	.	PUNCT
agsci-1560	159	1	iriv	iriv	PROPN
agsci-1560	159	2	,	,	PUNCT
agsci-1560	159	3	on	on	ADP
agsci-1560	159	4	the	the	DET
agsci-1560	159	5	other	other	ADJ
agsci-1560	159	6	hand	hand	NOUN
agsci-1560	159	7	,	,	PUNCT
agsci-1560	159	8	covered	cover	VERB
agsci-1560	159	9	a	a	DET
agsci-1560	159	10	wider	wide	ADJ
agsci-1560	159	11	wavelength	wavelength	NOUN
agsci-1560	159	12	range	range	NOUN
agsci-1560	159	13	and	and	CCONJ
agsci-1560	159	14	captured	capture	VERB
agsci-1560	159	15	the	the	DET
agsci-1560	159	16	features	feature	NOUN
agsci-1560	159	17	across	across	ADP
agsci-1560	159	18	multiple	multiple	ADJ
agsci-1560	159	19	intervals	interval	NOUN
agsci-1560	159	20	but	but	CCONJ
agsci-1560	159	21	included	include	VERB
agsci-1560	159	22	a	a	DET
agsci-1560	159	23	higher	high	ADJ
agsci-1560	159	24	number	number	NOUN
agsci-1560	159	25	of	of	ADP
agsci-1560	159	26	redundant	redundant	ADJ
agsci-1560	159	27	variables	variable	NOUN
agsci-1560	159	28	,	,	PUNCT
agsci-1560	159	29	which	which	PRON
agsci-1560	159	30	negatively	negatively	ADV
agsci-1560	159	31	impacted	impact	VERB
agsci-1560	159	32	model	model	NOUN
agsci-1560	159	33	efficiency	efficiency	NOUN
agsci-1560	159	34	.	.	PUNCT
agsci-1560	160	1	(	(	PUNCT
agsci-1560	160	2	3	3	X
agsci-1560	160	3	)	)	PUNCT
agsci-1560	160	4	in	in	ADP
agsci-1560	160	5	the	the	DET
agsci-1560	160	6	evaluation	evaluation	NOUN
agsci-1560	160	7	of	of	ADP
agsci-1560	160	8	the	the	DET
agsci-1560	160	9	models	model	NOUN
agsci-1560	160	10	built	build	VERB
agsci-1560	160	11	using	use	VERB
agsci-1560	160	12	characteristic	characteristic	ADJ
agsci-1560	160	13	wavelengths	wavelength	NOUN
agsci-1560	160	14	,	,	PUNCT
agsci-1560	160	15	the	the	DET
agsci-1560	160	16	boss	boss	NOUN
agsci-1560	160	17	-	-	PUNCT
agsci-1560	160	18	based	base	VERB
agsci-1560	160	19	pso	pso	NOUN
agsci-1560	160	20	-	-	PUNCT
agsci-1560	160	21	elm	elm	NOUN
agsci-1560	160	22	model	model	NOUN
agsci-1560	160	23	demonstrated	demonstrate	VERB
agsci-1560	160	24	the	the	DET
agsci-1560	160	25	best	good	ADJ
agsci-1560	160	26	overall	overall	ADJ
agsci-1560	160	27	performance	performance	NOUN
agsci-1560	160	28	.	.	PUNCT
agsci-1560	161	1	for	for	ADP
agsci-1560	161	2	the	the	DET
agsci-1560	161	3	quantitative	quantitative	ADJ
agsci-1560	161	4	dry	dry	ADJ
agsci-1560	161	5	matter	matter	NOUN
agsci-1560	161	6	model	model	NOUN
agsci-1560	161	7	,	,	PUNCT
agsci-1560	161	8	the	the	DET
agsci-1560	161	9	boss	boss	NOUN
agsci-1560	161	10	-	-	PUNCT
agsci-1560	161	11	based	base	VERB
agsci-1560	161	12	model	model	NOUN
agsci-1560	161	13	achieved	achieve	VERB
agsci-1560	161	14	an	an	DET
agsci-1560	161	15	r	r	NOUN
agsci-1560	161	16	of	of	ADP
agsci-1560	161	17	0.9142	0.9142	NUM
agsci-1560	161	18	and	and	CCONJ
agsci-1560	161	19	an	an	DET
agsci-1560	161	20	rmse	rmse	NOUN
agsci-1560	161	21	of	of	ADP
agsci-1560	161	22	0.6306	0.6306	NUM
agsci-1560	161	23	in	in	ADP
agsci-1560	161	24	the	the	DET
agsci-1560	161	25	calibration	calibration	NOUN
agsci-1560	161	26	set	set	NOUN
agsci-1560	161	27	,	,	PUNCT
agsci-1560	161	28	while	while	SCONJ
agsci-1560	161	29	in	in	ADP
agsci-1560	161	30	the	the	DET
agsci-1560	161	31	prediction	prediction	NOUN
agsci-1560	161	32	set	set	NOUN
agsci-1560	161	33	,	,	PUNCT
agsci-1560	161	34	the	the	DET
agsci-1560	161	35	r	r	NOUN
agsci-1560	161	36	was	be	AUX
agsci-1560	161	37	0.8708	0.8708	NUM
agsci-1560	161	38	and	and	CCONJ
agsci-1560	161	39	the	the	DET
agsci-1560	161	40	rmse	rmse	NOUN
agsci-1560	161	41	was	be	AUX
agsci-1560	161	42	0.6802	0.6802	NUM
agsci-1560	161	43	.	.	PUNCT
agsci-1560	162	1	these	these	DET
agsci-1560	162	2	results	result	NOUN
agsci-1560	162	3	outperformed	outperform	VERB
agsci-1560	162	4	other	other	ADJ
agsci-1560	162	5	algorithms	algorithm	NOUN
agsci-1560	162	6	,	,	PUNCT
agsci-1560	162	7	indicating	indicate	VERB
agsci-1560	162	8	that	that	SCONJ
agsci-1560	162	9	boss	boss	NOUN
agsci-1560	162	10	effectively	effectively	ADV
agsci-1560	162	11	balances	balance	VERB
agsci-1560	162	12	model	model	NOUN
agsci-1560	162	13	prediction	prediction	NOUN
agsci-1560	162	14	performance	performance	NOUN
agsci-1560	162	15	and	and	CCONJ
agsci-1560	162	16	improves	improve	VERB
agsci-1560	162	17	the	the	DET
agsci-1560	162	18	correlation	correlation	NOUN
agsci-1560	162	19	coefficient	coefficient	NOUN
agsci-1560	162	20	while	while	SCONJ
agsci-1560	162	21	maintaining	maintain	VERB
agsci-1560	162	22	high	high	ADJ
agsci-1560	162	23	accuracy	accuracy	NOUN
agsci-1560	162	24	.	.	PUNCT
agsci-1560	163	1	acknowledgments	acknowledgment	NOUN
agsci-1560	163	2	the	the	DET
agsci-1560	163	3	research	research	NOUN
agsci-1560	163	4	is	be	AUX
agsci-1560	163	5	financed	finance	VERB
agsci-1560	163	6	by	by	ADP
agsci-1560	163	7	key	key	ADJ
agsci-1560	163	8	laboratory	laboratory	NOUN
agsci-1560	163	9	of	of	ADP
agsci-1560	163	10	modern	modern	ADJ
agsci-1560	163	11	agricultural	agricultural	ADJ
agsci-1560	163	12	equipment	equipment	NOUN
agsci-1560	163	13	and	and	CCONJ
agsci-1560	163	14	technology	technology	NOUN
agsci-1560	163	15	project	project	NOUN
agsci-1560	163	16	(	(	PUNCT
agsci-1560	163	17	maet202322	maet202322	PROPN
agsci-1560	163	18	)	)	PUNCT
agsci-1560	163	19	and	and	CCONJ
agsci-1560	163	20	national	national	ADJ
agsci-1560	163	21	natural	natural	ADJ
agsci-1560	163	22	science	science	PROPN
agsci-1560	163	23	foundation	foundation	PROPN
agsci-1560	163	24	of	of	ADP
agsci-1560	163	25	china	china	PROPN
agsci-1560	163	26	youth	youth	PROPN
agsci-1560	163	27	fund	fund	NOUN
agsci-1560	163	28	project	project	NOUN
agsci-1560	163	29	(	(	PUNCT
agsci-1560	163	30	61901194	61901194	NUM
agsci-1560	163	31	)	)	PUNCT
agsci-1560	163	32	.	.	PUNCT
agsci-1560	164	1	references	reference	NOUN
agsci-1560	164	2	aureli	aureli	PROPN
agsci-1560	164	3	,	,	PUNCT
agsci-1560	164	4	r.	r.	PROPN
agsci-1560	164	5	,	,	PUNCT
agsci-1560	164	6	ueberschlag	ueberschlag	PROPN
agsci-1560	164	7	,	,	PUNCT
agsci-1560	164	8	q.	q.	PROPN
agsci-1560	164	9	,	,	PUNCT
agsci-1560	164	10	klein	klein	PROPN
agsci-1560	164	11	,	,	PUNCT
agsci-1560	164	12	f.	f.	PROPN
agsci-1560	164	13	,	,	PUNCT
agsci-1560	164	14	noel	noel	PROPN
agsci-1560	164	15	,	,	PUNCT
agsci-1560	164	16	c.	c.	PROPN
agsci-1560	164	17	,	,	PUNCT
agsci-1560	164	18	&	&	CCONJ
agsci-1560	164	19	guggenbuhl	guggenbuhl	PROPN
agsci-1560	164	20	,	,	PUNCT
agsci-1560	164	21	p.	p.	NOUN
agsci-1560	164	22	(	(	PUNCT
agsci-1560	164	23	2017	2017	NUM
agsci-1560	164	24	)	)	PUNCT
agsci-1560	164	25	.	.	PUNCT
agsci-1560	165	1	use	use	NOUN
agsci-1560	165	2	of	of	ADP
agsci-1560	165	3	near	near	ADP
agsci-1560	165	4	infrared	infrared	ADJ
agsci-1560	165	5	reflectance	reflectance	NOUN
agsci-1560	165	6	spectroscopy	spectroscopy	VERB
agsci-1560	165	7	to	to	PART
agsci-1560	165	8	predict	predict	VERB
agsci-1560	165	9	phytate	phytate	NOUN
agsci-1560	165	10	phosphorus	phosphorus	NOUN
agsci-1560	165	11	,	,	PUNCT
agsci-1560	165	12	total	total	ADJ
agsci-1560	165	13	phosphorus	phosphorus	NOUN
agsci-1560	165	14	,	,	PUNCT
agsci-1560	165	15	and	and	CCONJ
agsci-1560	165	16	crude	crude	ADJ
agsci-1560	165	17	protein	protein	NOUN
agsci-1560	165	18	of	of	ADP
agsci-1560	165	19	common	common	ADJ
agsci-1560	165	20	poultry	poultry	NOUN
agsci-1560	165	21	feed	feed	NOUN
agsci-1560	165	22	ingredients	ingredient	NOUN
agsci-1560	165	23	.	.	PUNCT
agsci-1560	166	1	poultry	poultry	NOUN
agsci-1560	166	2	science	science	NOUN
agsci-1560	166	3	,	,	PUNCT
agsci-1560	166	4	96(1	96(1	NOUN
agsci-1560	166	5	)	)	PUNCT
agsci-1560	166	6	,	,	PUNCT
agsci-1560	166	7	160–168	160–168	NUM
agsci-1560	166	8	.	.	PUNCT
agsci-1560	167	1	https://doi.org/10.3382/ps/pew214	https://doi.org/10.3382/ps/pew214	ADJ
agsci-1560	167	2	büning	büning	NOUN
agsci-1560	167	3	-	-	PUNCT
agsci-1560	167	4	pfaue	pfaue	PROPN
agsci-1560	167	5	,	,	PUNCT
agsci-1560	167	6	h.	h.	PROPN
agsci-1560	167	7	(	(	PUNCT
agsci-1560	167	8	2003	2003	NUM
agsci-1560	167	9	)	)	PUNCT
agsci-1560	167	10	.	.	PUNCT
agsci-1560	168	1	analysis	analysis	NOUN
agsci-1560	168	2	of	of	ADP
agsci-1560	168	3	water	water	NOUN
agsci-1560	168	4	in	in	ADP
agsci-1560	168	5	food	food	NOUN
agsci-1560	168	6	by	by	ADP
agsci-1560	168	7	near	near	ADP
agsci-1560	168	8	infrared	infrared	ADJ
agsci-1560	168	9	spectroscopy	spectroscopy	NOUN
agsci-1560	168	10	.	.	PUNCT
agsci-1560	169	1	food	food	NOUN
agsci-1560	169	2	chemistry	chemistry	NOUN
agsci-1560	169	3	,	,	PUNCT
agsci-1560	169	4	82(1	82(1	NOUN
agsci-1560	169	5	)	)	PUNCT
agsci-1560	169	6	,	,	PUNCT
agsci-1560	169	7	107	107	NUM
agsci-1560	169	8	–	–	PUNCT
agsci-1560	169	9	115	115	NUM
agsci-1560	169	10	.	.	PUNCT
agsci-1560	170	1	https://doi.org/10.1016/s0308-8146(02)00583-6	https://doi.org/10.1016/s0308-8146(02)00583-6	PROPN
agsci-1560	171	1	as.ideasspread.org	as.ideasspread.org	PROPN
agsci-1560	171	2	agricultural	agricultural	ADJ
agsci-1560	171	3	science	science	NOUN
agsci-1560	171	4	vol	vol	NOUN
agsci-1560	171	5	.	.	PROPN
agsci-1560	172	1	7	7	NUM
agsci-1560	172	2	,	,	PUNCT
agsci-1560	172	3	no	no	INTJ
agsci-1560	172	4	.	.	NOUN
agsci-1560	172	5	1	1	NUM
agsci-1560	172	6	;	;	PUNCT
agsci-1560	172	7	2025	2025	NUM
agsci-1560	172	8	94	94	NUM
agsci-1560	172	9	published	publish	VERB
agsci-1560	172	10	by	by	ADP
agsci-1560	172	11	ideas	idea	NOUN
agsci-1560	172	12	spread	spread	VERB
agsci-1560	172	13	deng	deng	PROPN
agsci-1560	172	14	,	,	PUNCT
agsci-1560	172	15	b.	b.	PROPN
agsci-1560	172	16	c.	c.	PROPN
agsci-1560	172	17	,	,	PUNCT
agsci-1560	172	18	yun	yun	PROPN
agsci-1560	172	19	,	,	PUNCT
agsci-1560	172	20	y.	y.	PROPN
agsci-1560	172	21	h.	h.	PROPN
agsci-1560	172	22	,	,	PUNCT
agsci-1560	172	23	cao	cao	PROPN
agsci-1560	172	24	,	,	PUNCT
agsci-1560	172	25	d.	d.	PROPN
agsci-1560	172	26	s.	s.	PROPN
agsci-1560	172	27	,	,	PUNCT
agsci-1560	172	28	yin	yin	PROPN
agsci-1560	172	29	,	,	PUNCT
agsci-1560	172	30	y.	y.	PROPN
agsci-1560	172	31	l.	l.	PROPN
agsci-1560	172	32	,	,	PUNCT
agsci-1560	172	33	wang	wang	PROPN
agsci-1560	172	34	,	,	PUNCT
agsci-1560	172	35	w.	w.	PROPN
agsci-1560	172	36	t.	t.	PROPN
agsci-1560	172	37	,	,	PUNCT
agsci-1560	172	38	lu	lu	PROPN
agsci-1560	172	39	,	,	PUNCT
agsci-1560	172	40	h.	h.	PROPN
agsci-1560	172	41	m.	m.	PROPN
agsci-1560	172	42	,	,	PUNCT
agsci-1560	172	43	luo	luo	PROPN
agsci-1560	172	44	,	,	PUNCT
agsci-1560	172	45	q.	q.	PROPN
agsci-1560	172	46	y.	y.	PROPN
agsci-1560	172	47	,	,	PUNCT
agsci-1560	172	48	&	&	CCONJ
agsci-1560	172	49	liang	liang	PROPN
agsci-1560	172	50	,	,	PUNCT
agsci-1560	172	51	y.	y.	PROPN
agsci-1560	172	52	z.	z.	PROPN
agsci-1560	172	53	(	(	PUNCT
agsci-1560	172	54	2016	2016	NUM
agsci-1560	172	55	)	)	PUNCT
agsci-1560	172	56	.	.	PUNCT
agsci-1560	173	1	a	a	DET
agsci-1560	173	2	bootstrapping	bootstrapping	ADJ
agsci-1560	173	3	soft	soft	ADJ
agsci-1560	173	4	shrinkage	shrinkage	NOUN
agsci-1560	173	5	approach	approach	NOUN
agsci-1560	173	6	for	for	ADP
agsci-1560	173	7	variable	variable	ADJ
agsci-1560	173	8	selection	selection	NOUN
agsci-1560	173	9	in	in	ADP
agsci-1560	173	10	chemical	chemical	NOUN
agsci-1560	173	11	modeling	modeling	NOUN
agsci-1560	173	12	.	.	PUNCT
agsci-1560	174	1	analytica	analytica	PROPN
agsci-1560	174	2	chimica	chimica	PROPN
agsci-1560	174	3	acta	acta	PROPN
agsci-1560	174	4	,	,	PUNCT
agsci-1560	174	5	908	908	NUM
agsci-1560	174	6	,	,	PUNCT
agsci-1560	174	7	63–74	63–74	NUM
agsci-1560	174	8	.	.	PUNCT
agsci-1560	175	1	https://doi.org/10.1016/j.aca.2016.01.001	https://doi.org/10.1016/j.aca.2016.01.001	PROPN
agsci-1560	175	2	fuglestad	fuglestad	NOUN
agsci-1560	175	3	,	,	PUNCT
agsci-1560	175	4	e.	e.	PROPN
agsci-1560	175	5	m.	m.	PROPN
agsci-1560	175	6	,	,	PUNCT
agsci-1560	175	7	vik	vik	PROPN
agsci-1560	175	8	,	,	PUNCT
agsci-1560	175	9	j.	j.	PROPN
agsci-1560	175	10	,	,	PUNCT
agsci-1560	175	11	finstad	finstad	PROPN
agsci-1560	175	12	,	,	PUNCT
agsci-1560	175	13	t.	t.	PROPN
agsci-1560	175	14	,	,	PUNCT
agsci-1560	175	15	&	&	CCONJ
agsci-1560	175	16	soraa	soraa	PROPN
agsci-1560	175	17	,	,	PUNCT
agsci-1560	175	18	r.	r.	PROPN
agsci-1560	175	19	a.	a.	PROPN
agsci-1560	175	20	(	(	PUNCT
agsci-1560	175	21	2021	2021	NUM
agsci-1560	175	22	)	)	PUNCT
agsci-1560	175	23	.	.	PUNCT
agsci-1560	176	1	compressed	compress	VERB
agsci-1560	176	2	growth	growth	NOUN
agsci-1560	176	3	—	—	PUNCT
agsci-1560	176	4	the	the	DET
agsci-1560	176	5	transforming	transform	VERB
agsci-1560	176	6	power	power	NOUN
agsci-1560	176	7	of	of	ADP
agsci-1560	176	8	the	the	DET
agsci-1560	176	9	round	round	ADJ
agsci-1560	176	10	bale	bale	NOUN
agsci-1560	176	11	technology	technology	NOUN
agsci-1560	176	12	.	.	PUNCT
agsci-1560	177	1	journal	journal	PROPN
agsci-1560	177	2	of	of	ADP
agsci-1560	177	3	rural	rural	ADJ
agsci-1560	177	4	studies	study	NOUN
agsci-1560	177	5	,	,	PUNCT
agsci-1560	177	6	84	84	NUM
agsci-1560	177	7	,	,	PUNCT
agsci-1560	177	8	174–179	174–179	NUM
agsci-1560	177	9	.	.	PUNCT
agsci-1560	178	1	https://doi.org/10.1016/j.jrurstud.2021.04.005	https://doi.org/10.1016/j.jrurstud.2021.04.005	PROPN
agsci-1560	178	2	garcía	garcía	NOUN
agsci-1560	178	3	-	-	PUNCT
agsci-1560	178	4	chávez	chávez	NOUN
agsci-1560	178	5	,	,	PUNCT
agsci-1560	178	6	i.	i.	PROPN
agsci-1560	178	7	,	,	PUNCT
agsci-1560	178	8	meraz	meraz	PROPN
agsci-1560	178	9	-	-	PUNCT
agsci-1560	178	10	romero	romero	PROPN
agsci-1560	178	11	,	,	PUNCT
agsci-1560	178	12	e.	e.	PROPN
agsci-1560	178	13	,	,	PUNCT
agsci-1560	178	14	castelán	castelán	NOUN
agsci-1560	178	15	-	-	PUNCT
agsci-1560	178	16	ortega	ortega	PROPN
agsci-1560	178	17	,	,	PUNCT
agsci-1560	178	18	o.	o.	PROPN
agsci-1560	178	19	,	,	PUNCT
agsci-1560	178	20	zaragoza	zaragoza	PROPN
agsci-1560	178	21	esparza	esparza	PROPN
agsci-1560	178	22	,	,	PUNCT
agsci-1560	178	23	j.	j.	PROPN
agsci-1560	178	24	,	,	PUNCT
agsci-1560	178	25	osorio	osorio	PROPN
agsci-1560	178	26	avalos	avalos	PROPN
agsci-1560	178	27	,	,	PUNCT
agsci-1560	178	28	j.	j.	PROPN
agsci-1560	178	29	,	,	PUNCT
agsci-1560	178	30	robles	robles	PROPN
agsci-1560	178	31	jimenez	jimenez	PROPN
agsci-1560	178	32	,	,	PUNCT
agsci-1560	178	33	l.	l.	PROPN
agsci-1560	178	34	e.	e.	PROPN
agsci-1560	178	35	,	,	PUNCT
agsci-1560	178	36	&	&	CCONJ
agsci-1560	178	37	gonzález	gonzález	PROPN
agsci-1560	178	38	-	-	PUNCT
agsci-1560	178	39	ronquillo	ronquillo	PROPN
agsci-1560	178	40	,	,	PUNCT
agsci-1560	178	41	m.	m.	NOUN
agsci-1560	178	42	(	(	PUNCT
agsci-1560	178	43	2020	2020	NUM
agsci-1560	178	44	)	)	PUNCT
agsci-1560	178	45	.	.	PUNCT
agsci-1560	179	1	corn	corn	NOUN
agsci-1560	179	2	silage	silage	NOUN
agsci-1560	179	3	,	,	PUNCT
agsci-1560	179	4	meta	meta	NOUN
agsci-1560	179	5	-	-	PUNCT
agsci-1560	179	6	analysis	analysis	NOUN
agsci-1560	179	7	of	of	ADP
agsci-1560	179	8	the	the	DET
agsci-1560	179	9	quality	quality	NOUN
agsci-1560	179	10	and	and	CCONJ
agsci-1560	179	11	yield	yield	NOUN
agsci-1560	179	12	of	of	ADP
agsci-1560	179	13	different	different	ADJ
agsci-1560	179	14	regions	region	NOUN
agsci-1560	179	15	in	in	ADP
agsci-1560	179	16	the	the	DET
agsci-1560	179	17	world	world	NOUN
agsci-1560	179	18	.	.	PUNCT
agsci-1560	180	1	preprints	preprint	NOUN
agsci-1560	180	2	.	.	PUNCT
agsci-1560	181	1	https://doi.org/10.20944/preprints202010.0094.v1	https://doi.org/10.20944/preprints202010.0094.v1	PROPN
agsci-1560	181	2	huang	huang	PROPN
agsci-1560	181	3	,	,	PUNCT
agsci-1560	181	4	w.	w.	PROPN
agsci-1560	181	5	c.	c.	PROPN
agsci-1560	181	6	,	,	PUNCT
agsci-1560	181	7	liu	liu	PROPN
agsci-1560	181	8	,	,	PUNCT
agsci-1560	181	9	h.	h.	PROPN
agsci-1560	181	10	y.	y.	PROPN
agsci-1560	181	11	,	,	PUNCT
agsci-1560	181	12	zhang	zhang	PROPN
agsci-1560	181	13	,	,	PUNCT
agsci-1560	181	14	y.	y.	PROPN
agsci-1560	181	15	,	,	PUNCT
agsci-1560	181	16	mi	mi	PROPN
agsci-1560	181	17	,	,	PUNCT
agsci-1560	181	18	r.	r.	PROPN
agsci-1560	181	19	w.	w.	PROPN
agsci-1560	181	20	,	,	PUNCT
agsci-1560	181	21	tong	tong	PROPN
agsci-1560	181	22	,	,	PUNCT
agsci-1560	181	23	c.	c.	PROPN
agsci-1560	181	24	g.	g.	PROPN
agsci-1560	181	25	,	,	PUNCT
agsci-1560	181	26	xiao	xiao	PROPN
agsci-1560	181	27	,	,	PUNCT
agsci-1560	181	28	w.	w.	PROPN
agsci-1560	181	29	,	,	PUNCT
agsci-1560	181	30	&	&	CCONJ
agsci-1560	181	31	shuai	shuai	PROPN
agsci-1560	181	32	,	,	PUNCT
agsci-1560	181	33	b.	b.	PROPN
agsci-1560	181	34	(	(	PUNCT
agsci-1560	181	35	2021	2021	NUM
agsci-1560	181	36	)	)	PUNCT
agsci-1560	181	37	.	.	PUNCT
agsci-1560	182	1	railway	railway	NOUN
agsci-1560	182	2	dangerous	dangerous	ADJ
agsci-1560	182	3	goods	good	NOUN
agsci-1560	182	4	transportation	transportation	NOUN
agsci-1560	182	5	system	system	NOUN
agsci-1560	182	6	risk	risk	NOUN
agsci-1560	182	7	identification	identification	NOUN
agsci-1560	182	8	:	:	PUNCT
agsci-1560	182	9	comparisons	comparison	NOUN
agsci-1560	182	10	among	among	ADP
agsci-1560	182	11	svm	svm	PROPN
agsci-1560	182	12	,	,	PUNCT
agsci-1560	182	13	pso	pso	NOUN
agsci-1560	182	14	-	-	PUNCT
agsci-1560	182	15	svm	svm	PROPN
agsci-1560	182	16	,	,	PUNCT
agsci-1560	182	17	ga	ga	NOUN
agsci-1560	182	18	-	-	PUNCT
agsci-1560	182	19	svm	svm	PROPN
agsci-1560	182	20	and	and	CCONJ
agsci-1560	182	21	gssvm	gssvm	PROPN
agsci-1560	182	22	.	.	PUNCT
agsci-1560	183	1	applied	apply	VERB
agsci-1560	183	2	soft	soft	ADJ
agsci-1560	183	3	computing	computing	NOUN
agsci-1560	183	4	,	,	PUNCT
agsci-1560	183	5	109	109	NUM
agsci-1560	183	6	,	,	PUNCT
agsci-1560	183	7	article	article	NOUN
agsci-1560	183	8	107541	107541	NUM
agsci-1560	183	9	.	.	PUNCT
agsci-1560	184	1	https://doi.org/10.1016/j.asoc.2021.107541	https://doi.org/10.1016/j.asoc.2021.107541	PROPN
agsci-1560	184	2	li	li	PROPN
agsci-1560	184	3	,	,	PUNCT
agsci-1560	184	4	h.	h.	PROPN
agsci-1560	184	5	d.	d.	PROPN
agsci-1560	184	6	,	,	PUNCT
agsci-1560	184	7	liang	liang	PROPN
agsci-1560	184	8	,	,	PUNCT
agsci-1560	184	9	y.	y.	PROPN
agsci-1560	184	10	z.	z.	PROPN
agsci-1560	184	11	,	,	PUNCT
agsci-1560	184	12	xu	xu	PROPN
agsci-1560	184	13	,	,	PUNCT
agsci-1560	184	14	q.	q.	PROPN
agsci-1560	184	15	s.	s.	PROPN
agsci-1560	184	16	,	,	PUNCT
agsci-1560	184	17	&	&	CCONJ
agsci-1560	184	18	cao	cao	PROPN
agsci-1560	184	19	,	,	PUNCT
agsci-1560	184	20	d.	d.	PROPN
agsci-1560	184	21	s.	s.	PROPN
agsci-1560	184	22	(	(	PUNCT
agsci-1560	184	23	2009	2009	NUM
agsci-1560	184	24	)	)	PUNCT
agsci-1560	184	25	.	.	PUNCT
agsci-1560	185	1	key	key	ADJ
agsci-1560	185	2	wavelengths	wavelength	NOUN
agsci-1560	185	3	screening	screen	VERB
agsci-1560	185	4	using	use	VERB
agsci-1560	185	5	competitive	competitive	ADJ
agsci-1560	185	6	adaptive	adaptive	ADJ
agsci-1560	185	7	reweighted	reweighte	VERB
agsci-1560	185	8	sampling	sampling	NOUN
agsci-1560	185	9	method	method	NOUN
agsci-1560	185	10	for	for	ADP
agsci-1560	185	11	multivariate	multivariate	NOUN
agsci-1560	185	12	calibration	calibration	NOUN
agsci-1560	185	13	.	.	PUNCT
agsci-1560	186	1	analytica	analytica	PROPN
agsci-1560	186	2	chimica	chimica	PROPN
agsci-1560	186	3	acta	acta	PROPN
agsci-1560	186	4	,	,	PUNCT
agsci-1560	186	5	648(1	648(1	NUM
agsci-1560	186	6	)	)	PUNCT
agsci-1560	186	7	,	,	PUNCT
agsci-1560	186	8	77–84	77–84	PROPN
agsci-1560	186	9	.	.	PUNCT
agsci-1560	187	1	https://doi.org/10.1016/j.aca.2009.06.046	https://doi.org/10.1016/j.aca.2009.06.046	PROPN
agsci-1560	187	2	li	li	PROPN
agsci-1560	187	3	,	,	PUNCT
agsci-1560	187	4	h.	h.	PROPN
agsci-1560	187	5	d.	d.	PROPN
agsci-1560	187	6	,	,	PUNCT
agsci-1560	187	7	xe	xe	PROPN
agsci-1560	187	8	,	,	PUNCT
agsci-1560	187	9	q.	q.	PROPN
agsci-1560	187	10	s.	s.	PROPN
agsci-1560	187	11	,	,	PUNCT
agsci-1560	187	12	&	&	CCONJ
agsci-1560	187	13	liang	liang	PROPN
agsci-1560	187	14	,	,	PUNCT
agsci-1560	187	15	y.	y.	PROPN
agsci-1560	187	16	z.	z.	PROPN
agsci-1560	187	17	(	(	PUNCT
agsci-1560	187	18	2018	2018	NUM
agsci-1560	187	19	)	)	PUNCT
agsci-1560	187	20	.	.	PUNCT
agsci-1560	188	1	libpls	libpls	PROPN
agsci-1560	188	2	:	:	PUNCT
agsci-1560	188	3	an	an	DET
agsci-1560	188	4	integrated	integrate	VERB
agsci-1560	188	5	library	library	NOUN
agsci-1560	188	6	for	for	ADP
agsci-1560	188	7	partial	partial	ADJ
agsci-1560	188	8	least	least	ADJ
agsci-1560	188	9	squares	square	NOUN
agsci-1560	188	10	regression	regression	NOUN
agsci-1560	188	11	and	and	CCONJ
agsci-1560	188	12	linear	linear	ADJ
agsci-1560	188	13	discriminant	discriminant	ADJ
agsci-1560	188	14	analysis	analysis	NOUN
agsci-1560	188	15	.	.	PUNCT
agsci-1560	189	1	chemometrics	chemometric	NOUN
agsci-1560	189	2	and	and	CCONJ
agsci-1560	189	3	intelligent	intelligent	ADJ
agsci-1560	189	4	laboratory	laboratory	NOUN
agsci-1560	189	5	systems	system	NOUN
agsci-1560	189	6	,	,	PUNCT
agsci-1560	189	7	176	176	NUM
agsci-1560	189	8	,	,	PUNCT
agsci-1560	189	9	34–43	34–43	NUM
agsci-1560	189	10	.	.	PUNCT
agsci-1560	189	11	https://doi.org/10.1016/j.chemolab.2018.03.003	https://doi.org/10.1016/j.chemolab.2018.03.003	PROPN
agsci-1560	189	12	liu	liu	PROPN
agsci-1560	189	13	,	,	PUNCT
agsci-1560	189	14	l.	l.	PROPN
agsci-1560	189	15	h.	h.	PROPN
agsci-1560	189	16	,	,	PUNCT
agsci-1560	189	17	zareef	zareef	PROPN
agsci-1560	189	18	,	,	PUNCT
agsci-1560	189	19	m.	m.	NOUN
agsci-1560	189	20	,	,	PUNCT
agsci-1560	189	21	wang	wang	PROPN
agsci-1560	189	22	,	,	PUNCT
agsci-1560	189	23	z.	z.	PROPN
agsci-1560	189	24	,	,	PUNCT
agsci-1560	189	25	li	li	PROPN
agsci-1560	189	26	,	,	PUNCT
agsci-1560	189	27	h.	h.	PROPN
agsci-1560	189	28	q.	q.	PROPN
agsci-1560	189	29	,	,	PUNCT
agsci-1560	189	30	chen	chen	PROPN
agsci-1560	189	31	,	,	PUNCT
agsci-1560	189	32	q.	q.	PROPN
agsci-1560	189	33	s.	s.	PROPN
agsci-1560	189	34	,	,	PUNCT
agsci-1560	189	35	&	&	CCONJ
agsci-1560	189	36	ouyang	ouyang	PROPN
agsci-1560	189	37	,	,	PUNCT
agsci-1560	189	38	q.	q.	PROPN
agsci-1560	189	39	(	(	PUNCT
agsci-1560	189	40	2023	2023	NUM
agsci-1560	189	41	)	)	PUNCT
agsci-1560	189	42	.	.	PUNCT
agsci-1560	190	1	monitoring	monitor	VERB
agsci-1560	190	2	chlorophyll	chlorophyll	NOUN
agsci-1560	190	3	changes	change	NOUN
agsci-1560	190	4	during	during	ADP
agsci-1560	190	5	tencha	tencha	NOUN
agsci-1560	190	6	processing	processing	NOUN
agsci-1560	190	7	using	use	VERB
agsci-1560	190	8	portable	portable	ADJ
agsci-1560	190	9	near	near	ADV
agsci-1560	190	10	-	-	PUNCT
agsci-1560	190	11	infrared	infrared	ADJ
agsci-1560	190	12	spectroscopy	spectroscopy	NOUN
agsci-1560	190	13	.	.	PUNCT
agsci-1560	191	1	food	food	NOUN
agsci-1560	191	2	chemistry	chemistry	NOUN
agsci-1560	191	3	,	,	PUNCT
agsci-1560	191	4	412	412	NUM
agsci-1560	191	5	,	,	PUNCT
agsci-1560	191	6	article	article	NOUN
agsci-1560	191	7	135505	135505	NUM
agsci-1560	191	8	.	.	PUNCT
agsci-1560	192	1	https://doi.org/10.1016/j.foodchem.2023.135505	https://doi.org/10.1016/j.foodchem.2023.135505	PROPN
agsci-1560	192	2	ma	ma	PROPN
agsci-1560	192	3	,	,	PUNCT
agsci-1560	192	4	y.	y.	PROPN
agsci-1560	192	5	,	,	PUNCT
agsci-1560	192	6	zhang	zhang	PROPN
agsci-1560	192	7	,	,	PUNCT
agsci-1560	192	8	g.	g.	PROPN
agsci-1560	192	9	z.	z.	PROPN
agsci-1560	192	10	,	,	PUNCT
agsci-1560	192	11	&	&	CCONJ
agsci-1560	192	12	rita	rita	PROPN
agsci-1560	192	13	-	-	PUNCT
agsci-1560	192	14	cindy	cindy	PROPN
agsci-1560	192	15	,	,	PUNCT
agsci-1560	192	16	s.	s.	PROPN
agsci-1560	192	17	a.	a.	PROPN
agsci-1560	192	18	a.	a.	PROPN
agsci-1560	192	19	(	(	PUNCT
agsci-1560	192	20	2019	2019	NUM
agsci-1560	192	21	)	)	PUNCT
agsci-1560	192	22	.	.	PUNCT
agsci-1560	193	1	quantification	quantification	NOUN
agsci-1560	193	2	of	of	ADP
agsci-1560	193	3	water	water	NOUN
agsci-1560	193	4	,	,	PUNCT
agsci-1560	193	5	protein	protein	NOUN
agsci-1560	193	6	and	and	CCONJ
agsci-1560	193	7	soluble	soluble	ADJ
agsci-1560	193	8	sugar	sugar	NOUN
agsci-1560	193	9	in	in	ADP
agsci-1560	193	10	mulberry	mulberry	NOUN
agsci-1560	193	11	leaves	leave	NOUN
agsci-1560	193	12	using	use	VERB
agsci-1560	193	13	a	a	DET
agsci-1560	193	14	handheld	handheld	ADJ
agsci-1560	193	15	near	near	ADV
agsci-1560	193	16	-	-	PUNCT
agsci-1560	193	17	infrared	infrared	ADJ
agsci-1560	193	18	spectrometer	spectrometer	NOUN
agsci-1560	193	19	and	and	CCONJ
agsci-1560	193	20	multivariate	multivariate	NOUN
agsci-1560	193	21	analysis	analysis	NOUN
agsci-1560	193	22	.	.	PUNCT
agsci-1560	194	1	molecules	molecule	NOUN
agsci-1560	194	2	,	,	PUNCT
agsci-1560	194	3	24(24	24(24	NUM
agsci-1560	194	4	)	)	PUNCT
agsci-1560	194	5	,	,	PUNCT
agsci-1560	194	6	article	article	NOUN
agsci-1560	194	7	4439	4439	NUM
agsci-1560	194	8	.	.	PUNCT
agsci-1560	195	1	https://doi.org/10.3390/molecules24244439	https://doi.org/10.3390/molecules24244439	PROPN
agsci-1560	195	2	ribas	ribas	PROPN
agsci-1560	195	3	,	,	PUNCT
agsci-1560	195	4	t.	t.	PROPN
agsci-1560	195	5	m.	m.	PROPN
agsci-1560	195	6	b.	b.	PROPN
agsci-1560	195	7	,	,	PUNCT
agsci-1560	195	8	neumann	neumann	PROPN
agsci-1560	195	9	,	,	PUNCT
agsci-1560	195	10	m.	m.	NOUN
agsci-1560	195	11	,	,	PUNCT
agsci-1560	195	12	horst	horst	PROPN
agsci-1560	195	13	,	,	PUNCT
agsci-1560	195	14	e.	e.	PROPN
agsci-1560	195	15	h.	h.	PROPN
agsci-1560	195	16	,	,	PUNCT
agsci-1560	195	17	cristo	cristo	PROPN
agsci-1560	195	18	,	,	PUNCT
agsci-1560	195	19	f.	f.	PROPN
agsci-1560	195	20	b.	b.	PROPN
agsci-1560	195	21	,	,	PUNCT
agsci-1560	195	22	moresco	moresco	PROPN
agsci-1560	195	23	,	,	PUNCT
agsci-1560	195	24	e.	e.	PROPN
agsci-1560	195	25	m.	m.	PROPN
agsci-1560	195	26	,	,	PUNCT
agsci-1560	195	27	&	&	CCONJ
agsci-1560	195	28	de	de	PROPN
agsci-1560	195	29	almeida	almeida	PROPN
agsci-1560	195	30	,	,	PUNCT
agsci-1560	195	31	e.	e.	PROPN
agsci-1560	195	32	r.	r.	PROPN
agsci-1560	195	33	(	(	PUNCT
agsci-1560	195	34	2021	2021	NUM
agsci-1560	195	35	)	)	PUNCT
agsci-1560	195	36	.	.	PUNCT
agsci-1560	196	1	effect	effect	NOUN
agsci-1560	196	2	of	of	ADP
agsci-1560	196	3	inoculants	inoculant	NOUN
agsci-1560	196	4	in	in	ADP
agsci-1560	196	5	corn	corn	NOUN
agsci-1560	196	6	silage	silage	NOUN
agsci-1560	196	7	on	on	ADP
agsci-1560	196	8	dry	dry	ADJ
agsci-1560	196	9	matter	matter	NOUN
agsci-1560	196	10	digestibility	digestibility	NOUN
agsci-1560	196	11	,	,	PUNCT
agsci-1560	196	12	ingestive	ingestive	ADJ
agsci-1560	196	13	behavior	behavior	NOUN
agsci-1560	196	14	,	,	PUNCT
agsci-1560	196	15	performance	performance	NOUN
agsci-1560	196	16	and	and	CCONJ
agsci-1560	196	17	carcass	carcass	NOUN
agsci-1560	196	18	of	of	ADP
agsci-1560	196	19	heifers	heifer	NOUN
agsci-1560	196	20	.	.	PUNCT
agsci-1560	197	1	semina	semina	PROPN
agsci-1560	197	2	:	:	PUNCT
agsci-1560	197	3	ciências	ciências	PROPN
agsci-1560	197	4	agrárias	agrária	NOUN
agsci-1560	197	5	,	,	PUNCT
agsci-1560	197	6	42(3	42(3	NUM
agsci-1560	197	7	)	)	PUNCT
agsci-1560	197	8	,	,	PUNCT
agsci-1560	197	9	1271–1285	1271–1285	NUM
agsci-1560	197	10	.	.	PUNCT
agsci-1560	198	1	https://doi.org/10.5433/1679-0359.2021v42n3p1271	https://doi.org/10.5433/1679-0359.2021v42n3p1271	NUM
agsci-1560	198	2	wang	wang	PROPN
agsci-1560	198	3	,	,	PUNCT
agsci-1560	198	4	m.	m.	PROPN
agsci-1560	198	5	c.	c.	PROPN
agsci-1560	198	6	,	,	PUNCT
agsci-1560	198	7	zhang	zhang	PROPN
agsci-1560	198	8	,	,	PUNCT
agsci-1560	198	9	x.	x.	PROPN
agsci-1560	198	10	y.	y.	PROPN
agsci-1560	198	11	,	,	PUNCT
agsci-1560	198	12	niu	niu	PROPN
agsci-1560	198	13	,	,	PUNCT
agsci-1560	198	14	x.	x.	PROPN
agsci-1560	198	15	f.	f.	PROPN
agsci-1560	198	16	,	,	PUNCT
agsci-1560	198	17	wang	wang	PROPN
agsci-1560	198	18	,	,	PUNCT
agsci-1560	198	19	f.	f.	PROPN
agsci-1560	198	20	y.	y.	PROPN
agsci-1560	198	21	,	,	PUNCT
agsci-1560	198	22	xu	xu	PROPN
agsci-1560	198	23	,	,	PUNCT
agsci-1560	198	24	z.	z.	PROPN
agsci-1560	198	25	s.	s.	PROPN
agsci-1560	198	26	,	,	PUNCT
agsci-1560	198	27	zhang	zhang	PROPN
agsci-1560	198	28	,	,	PUNCT
agsci-1560	198	29	x.	x.	PROPN
agsci-1560	198	30	q.	q.	PROPN
agsci-1560	198	31	,	,	PUNCT
agsci-1560	198	32	chen	chen	PROPN
agsci-1560	198	33	,	,	PUNCT
agsci-1560	198	34	s.	s.	PROPN
agsci-1560	198	35	b.	b.	PROPN
agsci-1560	198	36	,	,	PUNCT
agsci-1560	198	37	wang	wang	PROPN
agsci-1560	198	38	,	,	PUNCT
agsci-1560	198	39	m.	m.	PROPN
agsci-1560	198	40	c.	c.	PROPN
agsci-1560	198	41	,	,	PUNCT
agsci-1560	198	42	&	&	CCONJ
agsci-1560	198	43	ieee	ieee	PROPN
agsci-1560	198	44	.	.	PUNCT
agsci-1560	199	1	(	(	PUNCT
agsci-1560	199	2	2018	2018	NUM
agsci-1560	199	3	,	,	PUNCT
agsci-1560	199	4	august	august	PROPN
agsci-1560	199	5	19–20	19–20	NUM
agsci-1560	199	6	)	)	PUNCT
agsci-1560	199	7	.	.	PUNCT
agsci-1560	200	1	inversion	inversion	NOUN
agsci-1560	200	2	of	of	ADP
agsci-1560	200	3	heavy	heavy	ADJ
agsci-1560	200	4	metal	metal	NOUN
agsci-1560	200	5	content	content	NOUN
agsci-1560	200	6	in	in	ADP
agsci-1560	200	7	a	a	DET
agsci-1560	200	8	copper	copper	NOUN
agsci-1560	200	9	mining	mining	NOUN
agsci-1560	200	10	area	area	NOUN
agsci-1560	200	11	based	base	VERB
agsci-1560	200	12	on	on	ADP
agsci-1560	200	13	extreme	extreme	ADJ
agsci-1560	200	14	learning	learning	NOUN
agsci-1560	200	15	machine	machine	NOUN
agsci-1560	200	16	optimized	optimize	VERB
agsci-1560	200	17	by	by	ADP
agsci-1560	200	18	particle	particle	NOUN
agsci-1560	200	19	swarm	swarm	NOUN
agsci-1560	200	20	algorithm	algorithm	NOUN
agsci-1560	200	21	.	.	PUNCT
agsci-1560	201	1	in	in	ADP
agsci-1560	201	2	10th	10th	ADJ
agsci-1560	201	3	iapr	iapr	NOUN
agsci-1560	201	4	workshop	workshop	NOUN
agsci-1560	201	5	on	on	ADP
agsci-1560	201	6	pattern	pattern	NOUN
agsci-1560	201	7	recognition	recognition	NOUN
agsci-1560	201	8	in	in	ADP
agsci-1560	201	9	remote	remote	ADJ
agsci-1560	201	10	sensing	sensing	NOUN
agsci-1560	201	11	(	(	PUNCT
agsci-1560	201	12	prrs	prrs	PROPN
agsci-1560	201	13	)	)	PUNCT
agsci-1560	201	14	,	,	PUNCT
agsci-1560	201	15	beijing	beijing	PROPN
agsci-1560	201	16	,	,	PUNCT
agsci-1560	201	17	china	china	PROPN
agsci-1560	201	18	.	.	PUNCT
agsci-1560	202	1	wu	wu	PROPN
agsci-1560	202	2	,	,	PUNCT
agsci-1560	202	3	j.	j.	PROPN
agsci-1560	202	4	,	,	PUNCT
agsci-1560	202	5	bai	bai	PROPN
agsci-1560	202	6	,	,	PUNCT
agsci-1560	202	7	q.	q.	PROPN
agsci-1560	202	8	l.	l.	PROPN
agsci-1560	202	9	,	,	PUNCT
agsci-1560	202	10	su	su	PROPN
agsci-1560	202	11	,	,	PUNCT
agsci-1560	202	12	s.	s.	PROPN
agsci-1560	202	13	b.	b.	PROPN
agsci-1560	202	14	,	,	PUNCT
agsci-1560	202	15	chen	chen	PROPN
agsci-1560	202	16	,	,	PUNCT
agsci-1560	202	17	s.	s.	PROPN
agsci-1560	202	18	j.	j.	PROPN
agsci-1560	202	19	,	,	PUNCT
agsci-1560	202	20	meng	meng	PROPN
agsci-1560	202	21	,	,	PUNCT
agsci-1560	202	22	q.	q.	PROPN
agsci-1560	202	23	x.	x.	PROPN
agsci-1560	202	24	,	,	PUNCT
agsci-1560	202	25	&	&	CCONJ
agsci-1560	202	26	yan	yan	PROPN
agsci-1560	202	27	,	,	PUNCT
agsci-1560	202	28	y.	y.	PROPN
agsci-1560	202	29	l.	l.	PROPN
agsci-1560	202	30	(	(	PUNCT
agsci-1560	202	31	2005	2005	NUM
agsci-1560	202	32	)	)	PUNCT
agsci-1560	202	33	.	.	PUNCT
agsci-1560	203	1	near	near	ADP
agsci-1560	203	2	-	-	PUNCT
agsci-1560	203	3	infrared	infrare	VERB
agsci-1560	203	4	reflectance	reflectance	NOUN
agsci-1560	203	5	spectroscopy	spectroscopy	VERB
agsci-1560	203	6	analysis	analysis	NOUN
agsci-1560	203	7	of	of	ADP
agsci-1560	203	8	cellulose	cellulose	NOUN
agsci-1560	203	9	content	content	NOUN
agsci-1560	203	10	in	in	ADP
agsci-1560	203	11	corn	corn	NOUN
agsci-1560	203	12	stalk	stalk	NOUN
agsci-1560	203	13	.	.	PUNCT
agsci-1560	204	1	chinese	chinese	ADJ
agsci-1560	204	2	journal	journal	PROPN
agsci-1560	204	3	of	of	ADP
agsci-1560	204	4	analytical	analytical	ADJ
agsci-1560	204	5	chemistry	chemistry	NOUN
agsci-1560	204	6	,	,	PUNCT
agsci-1560	204	7	33(10	33(10	NUM
agsci-1560	204	8	)	)	PUNCT
agsci-1560	204	9	,	,	PUNCT
agsci-1560	204	10	1421–1423	1421–1423	NUM
agsci-1560	204	11	.	.	PUNCT
agsci-1560	204	12	yin	yin	PROPN
agsci-1560	204	13	,	,	PUNCT
agsci-1560	204	14	x.	x.	PROPN
agsci-1560	204	15	t.	t.	PROPN
agsci-1560	204	16	,	,	PUNCT
agsci-1560	204	17	wang	wang	PROPN
agsci-1560	204	18	,	,	PUNCT
agsci-1560	204	19	p.	p.	PROPN
agsci-1560	204	20	f.	f.	PROPN
agsci-1560	204	21	,	,	PUNCT
agsci-1560	204	22	yan	yan	PROPN
agsci-1560	204	23	,	,	PUNCT
agsci-1560	204	24	z.	z.	PROPN
agsci-1560	204	25	q.	q.	PROPN
agsci-1560	204	26	,	,	PUNCT
agsci-1560	204	27	yang	yang	PROPN
agsci-1560	204	28	,	,	PUNCT
agsci-1560	204	29	q.	q.	PROPN
agsci-1560	204	30	l.	l.	PROPN
agsci-1560	204	31	,	,	PUNCT
agsci-1560	204	32	huang	huang	PROPN
agsci-1560	204	33	,	,	PUNCT
agsci-1560	204	34	x.	x.	PROPN
agsci-1560	204	35	y.	y.	PROPN
agsci-1560	204	36	,	,	PUNCT
agsci-1560	204	37	&	&	CCONJ
agsci-1560	204	38	gun	gun	PROPN
agsci-1560	204	39	,	,	PUNCT
agsci-1560	204	40	s.	s.	PROPN
agsci-1560	204	41	(	(	PUNCT
agsci-1560	204	42	2024	2024	NUM
agsci-1560	204	43	)	)	PUNCT
agsci-1560	204	44	.	.	PUNCT
agsci-1560	205	1	effects	effect	NOUN
agsci-1560	205	2	of	of	ADP
agsci-1560	205	3	whole	whole	ADJ
agsci-1560	205	4	-	-	PUNCT
agsci-1560	205	5	plant	plant	NOUN
agsci-1560	205	6	corn	corn	NOUN
agsci-1560	205	7	silage	silage	NOUN
agsci-1560	205	8	on	on	ADP
agsci-1560	205	9	growth	growth	NOUN
agsci-1560	205	10	performance	performance	NOUN
agsci-1560	205	11	,	,	PUNCT
agsci-1560	205	12	serum	serum	VERB
agsci-1560	205	13	biochemical	biochemical	ADJ
agsci-1560	205	14	indices	index	NOUN
agsci-1560	205	15	,	,	PUNCT
agsci-1560	205	16	and	and	CCONJ
agsci-1560	205	17	fecal	fecal	ADJ
agsci-1560	205	18	microorganisms	microorganism	NOUN
agsci-1560	205	19	in	in	ADP
agsci-1560	205	20	hezuo	hezuo	NOUN
agsci-1560	205	21	pigs	pig	NOUN
agsci-1560	205	22	.	.	PUNCT
agsci-1560	206	1	animals	animal	NOUN
agsci-1560	206	2	,	,	PUNCT
agsci-1560	206	3	14(5	14(5	NUM
agsci-1560	206	4	)	)	PUNCT
agsci-1560	206	5	,	,	PUNCT
agsci-1560	206	6	article	article	NOUN
agsci-1560	206	7	662	662	NUM
agsci-1560	206	8	.	.	PUNCT
agsci-1560	207	1	https://doi.org/10.3390/ani14050662	https://doi.org/10.3390/ani14050662	NOUN
agsci-1560	207	2	yun	yun	PROPN
agsci-1560	207	3	,	,	PUNCT
agsci-1560	207	4	y.	y.	PROPN
agsci-1560	207	5	h.	h.	PROPN
agsci-1560	207	6	,	,	PUNCT
agsci-1560	207	7	wang	wang	PROPN
agsci-1560	207	8	,	,	PUNCT
agsci-1560	207	9	w.	w.	PROPN
agsci-1560	207	10	t.	t.	PROPN
agsci-1560	207	11	,	,	PUNCT
agsci-1560	207	12	tan	tan	PROPN
agsci-1560	207	13	,	,	PUNCT
agsci-1560	207	14	m.	m.	PROPN
agsci-1560	207	15	l.	l.	PROPN
agsci-1560	207	16	,	,	PUNCT
agsci-1560	207	17	liang	liang	PROPN
agsci-1560	207	18	,	,	PUNCT
agsci-1560	207	19	y.	y.	PROPN
agsci-1560	207	20	z.	z.	PROPN
agsci-1560	207	21	,	,	PUNCT
agsci-1560	207	22	li	li	PROPN
agsci-1560	207	23	,	,	PUNCT
agsci-1560	207	24	h.	h.	PROPN
agsci-1560	207	25	d.	d.	PROPN
agsci-1560	207	26	,	,	PUNCT
agsci-1560	207	27	cao	cao	PROPN
agsci-1560	207	28	,	,	PUNCT
agsci-1560	207	29	d.	d.	PROPN
agsci-1560	207	30	s.	s.	PROPN
agsci-1560	207	31	,	,	PUNCT
agsci-1560	207	32	lu	lu	PROPN
agsci-1560	207	33	,	,	PUNCT
agsci-1560	207	34	h.	h.	PROPN
agsci-1560	207	35	m.	m.	PROPN
agsci-1560	207	36	,	,	PUNCT
agsci-1560	207	37	&	&	CCONJ
agsci-1560	207	38	xu	xu	PROPN
agsci-1560	207	39	,	,	PUNCT
agsci-1560	207	40	q.	q.	PROPN
agsci-1560	207	41	s.	s.	PROPN
agsci-1560	207	42	(	(	PUNCT
agsci-1560	207	43	2014	2014	NUM
agsci-1560	207	44	)	)	PUNCT
agsci-1560	207	45	.	.	PUNCT
agsci-1560	208	1	a	a	DET
agsci-1560	208	2	strategy	strategy	NOUN
agsci-1560	208	3	that	that	PRON
agsci-1560	208	4	iteratively	iteratively	ADV
agsci-1560	208	5	retains	retain	VERB
agsci-1560	208	6	informative	informative	ADJ
agsci-1560	208	7	variables	variable	NOUN
agsci-1560	208	8	for	for	ADP
agsci-1560	208	9	selecting	select	VERB
agsci-1560	208	10	optimal	optimal	ADJ
agsci-1560	208	11	variable	variable	NOUN
agsci-1560	208	12	subset	subset	NOUN
agsci-1560	208	13	in	in	ADP
agsci-1560	208	14	multivariate	multivariate	NOUN
agsci-1560	208	15	calibration	calibration	NOUN
agsci-1560	208	16	.	.	PUNCT
agsci-1560	209	1	analytica	analytica	PROPN
agsci-1560	209	2	chimica	chimica	PROPN
agsci-1560	209	3	acta	acta	PROPN
agsci-1560	209	4	,	,	PUNCT
agsci-1560	209	5	807	807	NUM
agsci-1560	209	6	,	,	PUNCT
agsci-1560	209	7	36–43	36–43	NUM
agsci-1560	209	8	.	.	PUNCT
agsci-1560	210	1	https://doi.org/10.1016/j.aca.2013.11.032	https://doi.org/10.1016/j.aca.2013.11.032	PROPN
agsci-1560	210	2	zhang	zhang	PROPN
agsci-1560	210	3	,	,	PUNCT
agsci-1560	210	4	m.	m.	NOUN
agsci-1560	210	5	q.	q.	PROPN
agsci-1560	210	6	,	,	PUNCT
agsci-1560	210	7	zhao	zhao	PROPN
agsci-1560	210	8	,	,	PUNCT
agsci-1560	210	9	c.	c.	PROPN
agsci-1560	210	10	,	,	PUNCT
agsci-1560	210	11	shao	shao	PROPN
agsci-1560	210	12	,	,	PUNCT
agsci-1560	210	13	q.	q.	PROPN
agsci-1560	210	14	j.	j.	PROPN
agsci-1560	210	15	,	,	PUNCT
agsci-1560	210	16	yang	yang	PROPN
agsci-1560	210	17	,	,	PUNCT
agsci-1560	210	18	z.	z.	PROPN
agsci-1560	210	19	d.	d.	PROPN
agsci-1560	210	20	,	,	PUNCT
agsci-1560	210	21	zhang	zhang	PROPN
agsci-1560	210	22	,	,	PUNCT
agsci-1560	210	23	x.	x.	PROPN
agsci-1560	210	24	f.	f.	PROPN
agsci-1560	210	25	,	,	PUNCT
agsci-1560	210	26	xu	xu	PROPN
agsci-1560	210	27	,	,	PUNCT
agsci-1560	210	28	x.	x.	PROPN
agsci-1560	210	29	f.	f.	PROPN
agsci-1560	210	30	,	,	PUNCT
agsci-1560	210	31	&	&	CCONJ
agsci-1560	210	32	hassan	hassan	PROPN
agsci-1560	210	33	,	,	PUNCT
agsci-1560	210	34	m.	m.	NOUN
agsci-1560	210	35	(	(	PUNCT
agsci-1560	210	36	2019	2019	NUM
agsci-1560	210	37	)	)	PUNCT
agsci-1560	210	38	.	.	PUNCT
agsci-1560	211	1	determination	determination	NOUN
agsci-1560	211	2	of	of	ADP
agsci-1560	211	3	water	water	NOUN
agsci-1560	211	4	content	content	NOUN
agsci-1560	211	5	in	in	ADP
agsci-1560	211	6	corn	corn	NOUN
agsci-1560	211	7	stover	stover	NOUN
agsci-1560	211	8	silage	silage	NOUN
agsci-1560	211	9	using	use	VERB
agsci-1560	211	10	near	near	ADV
agsci-1560	211	11	-	-	PUNCT
agsci-1560	211	12	infrared	infrared	ADJ
agsci-1560	211	13	spectroscopy	spectroscopy	NOUN
agsci-1560	211	14	.	.	PUNCT
agsci-1560	212	1	international	international	ADJ
agsci-1560	212	2	journal	journal	NOUN
agsci-1560	212	3	of	of	ADP
agsci-1560	212	4	agricultural	agricultural	ADJ
agsci-1560	212	5	and	and	CCONJ
agsci-1560	212	6	biological	biological	ADJ
agsci-1560	212	7	engineering	engineering	NOUN
agsci-1560	212	8	,	,	PUNCT
agsci-1560	212	9	12(6	12(6	NUM
agsci-1560	212	10	)	)	PUNCT
agsci-1560	212	11	,	,	PUNCT
agsci-1560	212	12	143–148	143–148	NUM
agsci-1560	212	13	.	.	PUNCT
agsci-1560	213	1	https://doi.org/10.25165/j.ijabe.20191206.4914	https://doi.org/10.25165/j.ijabe.20191206.4914	PROPN
agsci-1560	213	2	copyrights	copyright	VERB
agsci-1560	213	3	copyright	copyright	NOUN
agsci-1560	213	4	for	for	ADP
agsci-1560	213	5	this	this	DET
agsci-1560	213	6	article	article	NOUN
agsci-1560	213	7	is	be	AUX
agsci-1560	213	8	retained	retain	VERB
agsci-1560	213	9	by	by	ADP
agsci-1560	213	10	the	the	DET
agsci-1560	213	11	author(s	author(s	PROPN
agsci-1560	213	12	)	)	PUNCT
agsci-1560	213	13	,	,	PUNCT
agsci-1560	213	14	with	with	ADP
agsci-1560	213	15	first	first	ADJ
agsci-1560	213	16	publication	publication	NOUN
agsci-1560	213	17	rights	right	NOUN
agsci-1560	213	18	granted	grant	VERB
agsci-1560	213	19	to	to	ADP
agsci-1560	213	20	the	the	DET
agsci-1560	213	21	journal	journal	NOUN
agsci-1560	213	22	.	.	PUNCT
agsci-1560	214	1	this	this	PRON
agsci-1560	214	2	is	be	AUX
agsci-1560	214	3	an	an	DET
agsci-1560	214	4	open	open	ADJ
agsci-1560	214	5	-	-	PUNCT
agsci-1560	214	6	access	access	NOUN
agsci-1560	214	7	article	article	NOUN
agsci-1560	214	8	distributed	distribute	VERB
agsci-1560	214	9	under	under	ADP
agsci-1560	214	10	the	the	DET
agsci-1560	214	11	terms	term	NOUN
agsci-1560	214	12	and	and	CCONJ
agsci-1560	214	13	conditions	condition	NOUN
agsci-1560	214	14	of	of	ADP
agsci-1560	214	15	the	the	DET
agsci-1560	214	16	creative	creative	ADJ
agsci-1560	214	17	commons	common	NOUN
agsci-1560	214	18	attribution	attribution	NOUN
agsci-1560	214	19	license	license	NOUN
agsci-1560	214	20	(	(	PUNCT
agsci-1560	214	21	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
agsci-1560	214	22	)	)	PUNCT
agsci-1560	214	23	.	.	PUNCT
agsci-1560	215	1	<	<	X
agsci-1560	215	2	<	<	X
agsci-1560	215	3	/ascii85encodepages	/ascii85encodepage	NOUN
agsci-1560	215	4	false	false	ADJ
agsci-1560	215	5	/allowtransparency	/allowtransparency	NOUN
agsci-1560	215	6	false	false	ADJ
agsci-1560	215	7	/autopositionepsfiles	/autopositionepsfile	NOUN
agsci-1560	215	8	true	true	ADJ
agsci-1560	215	9	/autorotatepages	/autorotatepage	NOUN
agsci-1560	215	10	/none	/none	PUNCT
agsci-1560	215	11	/binding	/binding	PUNCT
agsci-1560	215	12	/left	/left	ADJ
agsci-1560	216	1	/calgrayprofile	/calgrayprofile	VERB
agsci-1560	216	2	(	(	PUNCT
agsci-1560	216	3	dot	dot	NOUN
agsci-1560	216	4	gain	gain	NOUN
agsci-1560	216	5	20	20	NUM
agsci-1560	216	6	%	%	NOUN
agsci-1560	216	7	)	)	PUNCT
agsci-1560	216	8	/calrgbprofile	/calrgbprofile	PUNCT
agsci-1560	217	1	(	(	PUNCT
agsci-1560	217	2	srgb	srgb	PROPN
agsci-1560	217	3	iec61966	iec61966	NOUN
agsci-1560	217	4	-	-	PUNCT
agsci-1560	217	5	2.1	2.1	NUM
agsci-1560	217	6	)	)	PUNCT
agsci-1560	217	7	/calcmykprofile	/calcmykprofile	PUNCT
agsci-1560	218	1	(	(	PUNCT
agsci-1560	218	2	u.s	u.s	PROPN
agsci-1560	218	3	.	.	PROPN
agsci-1560	218	4	web	web	NOUN
agsci-1560	218	5	coated	coat	VERB
agsci-1560	218	6	\050swop\051	\050swop\051	ADJ
agsci-1560	218	7	v2	v2	NOUN
agsci-1560	218	8	)	)	PUNCT
agsci-1560	218	9	/srgbprofile	/srgbprofile	PUNCT
agsci-1560	218	10	(	(	PUNCT
agsci-1560	218	11	srgb	srgb	PROPN
agsci-1560	218	12	iec61966	iec61966	NOUN
agsci-1560	218	13	-	-	PUNCT
agsci-1560	218	14	2.1	2.1	NUM
agsci-1560	218	15	)	)	PUNCT
agsci-1560	218	16	/cannotembedfontpolicy	/cannotembedfontpolicy	PUNCT
agsci-1560	219	1	/error	/error	INTJ
agsci-1560	219	2	/compatibilitylevel	/compatibilitylevel	NOUN
agsci-1560	220	1	1.4	1.4	NUM
agsci-1560	220	2	/compressobjects	/compressobject	NOUN
agsci-1560	220	3	/tags	/tag	VERB
agsci-1560	220	4	/compresspages	/compresspage	NOUN
agsci-1560	220	5	true	true	ADJ
agsci-1560	220	6	/convertimagestoindexed	/convertimagestoindexed	ADJ
agsci-1560	220	7	true	true	ADJ
agsci-1560	220	8	/passthroughjpegimages	/passthroughjpegimage	NOUN
agsci-1560	220	9	true	true	ADJ
agsci-1560	220	10	/createjobticket	/createjobticket	NOUN
agsci-1560	220	11	false	false	ADJ
agsci-1560	220	12	/defaultrenderingintent	/defaultrenderingintent	NOUN
agsci-1560	220	13	/default	/default	PUNCT
agsci-1560	220	14	/detectblends	/detectblend	NOUN
agsci-1560	220	15	true	true	ADJ
agsci-1560	220	16	/detectcurves	/detectcurve	VERB
agsci-1560	221	1	0.0000	0.0000	NUM
agsci-1560	221	2	/colorconversionstrategy	/colorconversionstrategy	NOUN
agsci-1560	221	3	/cmyk	/cmyk	PUNCT
agsci-1560	222	1	/dothumbnails	/dothumbnail	VERB
agsci-1560	223	1	false	false	ADJ
agsci-1560	223	2	/embedallfonts	/embedallfont	NOUN
agsci-1560	223	3	true	true	ADJ
agsci-1560	223	4	/embedopentype	/embedopentype	PUNCT
agsci-1560	223	5	false	false	ADJ
agsci-1560	223	6	/parseiccprofilesincomments	/parseiccprofilesincomment	NOUN
agsci-1560	223	7	true	true	ADJ
agsci-1560	223	8	/embedjoboptions	/embedjoboption	NOUN
agsci-1560	223	9	true	true	ADJ
agsci-1560	223	10	/dscreportinglevel	/dscreportinglevel	NOUN
agsci-1560	223	11	0	0	NUM
agsci-1560	223	12	/emitdscwarnings	/emitdscwarning	NOUN
agsci-1560	223	13	false	false	ADJ
agsci-1560	223	14	/endpage	/endpage	NOUN
agsci-1560	223	15	-1	-1	NOUN
agsci-1560	223	16	/imagememory	/imagememory	NUM
agsci-1560	223	17	1048576	1048576	NUM
agsci-1560	223	18	/lockdistillerparams	/lockdistillerparams	NOUN
agsci-1560	223	19	false	false	ADJ
agsci-1560	223	20	/maxsubsetpct	/maxsubsetpct	ADJ
agsci-1560	223	21	100	100	NUM
agsci-1560	223	22	/optimize	/optimize	NOUN
agsci-1560	223	23	true	true	ADJ
agsci-1560	223	24	/opm	/opm	NOUN
agsci-1560	223	25	1	1	NUM
agsci-1560	223	26	/parsedsccomments	/parsedsccomment	NOUN
agsci-1560	223	27	true	true	ADJ
agsci-1560	223	28	/parsedsccommentsfordocinfo	/parsedsccommentsfordocinfo	VERB
agsci-1560	223	29	true	true	ADJ
agsci-1560	223	30	/preservecopypage	/preservecopypage	NOUN
agsci-1560	223	31	true	true	ADJ
agsci-1560	223	32	/preservedicmykvalues	/preservedicmykvalue	NOUN
agsci-1560	223	33	true	true	ADJ
agsci-1560	223	34	/preserveepsinfo	/preserveepsinfo	NOUN
agsci-1560	223	35	true	true	ADJ
agsci-1560	223	36	/preserveflatness	/preserveflatness	NOUN
agsci-1560	223	37	true	true	ADJ
agsci-1560	223	38	/preservehalftoneinfo	/preservehalftoneinfo	PUNCT
agsci-1560	223	39	false	false	ADJ
agsci-1560	223	40	/preserveopicomments	/preserveopicomment	NOUN
agsci-1560	223	41	true	true	ADJ
agsci-1560	223	42	/preserveoverprintsettings	/preserveoverprintsetting	NOUN
agsci-1560	223	43	true	true	ADJ
agsci-1560	223	44	/startpage	/startpage	NOUN
agsci-1560	223	45	1	1	NUM
agsci-1560	223	46	/subsetfonts	/subsetfont	NOUN
agsci-1560	223	47	true	true	ADJ
agsci-1560	223	48	/transferfunctioninfo	/transferfunctioninfo	PUNCT
agsci-1560	223	49	/apply	/apply	PUNCT
agsci-1560	223	50	/ucrandbginfo	/ucrandbginfo	PUNCT
agsci-1560	224	1	/preserve	/preserve	NOUN
agsci-1560	224	2	/useprologue	/useprologue	NOUN
agsci-1560	224	3	false	false	ADJ
agsci-1560	224	4	/colorsettingsfile	/colorsettingsfile	NOUN
agsci-1560	224	5	(	(	PUNCT
agsci-1560	224	6	)	)	PUNCT
agsci-1560	224	7	/alwaysembed	/alwaysembe	VERB
agsci-1560	224	8	[	[	PUNCT
agsci-1560	224	9	true	true	ADJ
agsci-1560	224	10	]	]	PUNCT
agsci-1560	224	11	/neverembed	/neverembed	PUNCT
agsci-1560	225	1	[	[	PUNCT
agsci-1560	225	2	true	true	ADJ
agsci-1560	225	3	]	]	PUNCT
agsci-1560	225	4	/antialiascolorimages	/antialiascolorimages	X
agsci-1560	225	5	false	false	ADJ
agsci-1560	225	6	/cropcolorimages	/cropcolorimages	PUNCT
agsci-1560	225	7	true	true	ADJ
agsci-1560	225	8	/colorimageminresolution	/colorimageminresolution	PUNCT
agsci-1560	225	9	300	300	NUM
agsci-1560	225	10	/colorimageminresolutionpolicy	/colorimageminresolutionpolicy	NOUN
agsci-1560	225	11	/ok	/ok	ADJ
agsci-1560	226	1	/downsamplecolorimages	/downsamplecolorimage	VERB
agsci-1560	227	1	true	true	ADJ
agsci-1560	227	2	/colorimagedownsampletype	/colorimagedownsampletype	PUNCT
agsci-1560	227	3	/bicubic	/bicubic	NOUN
agsci-1560	227	4	/colorimageresolution	/colorimageresolution	NOUN
agsci-1560	228	1	300	300	NUM
agsci-1560	228	2	/colorimagedepth	/colorimagedepth	PRON
agsci-1560	228	3	-1	-1	INTJ
agsci-1560	228	4	/colorimagemindownsampledepth	/colorimagemindownsampledepth	SYM
agsci-1560	228	5	1	1	NUM
agsci-1560	228	6	/colorimagedownsamplethreshold	/colorimagedownsamplethreshold	SYM
agsci-1560	228	7	1.50000	1.50000	NUM
agsci-1560	228	8	/encodecolorimages	/encodecolorimage	NOUN
agsci-1560	228	9	true	true	ADJ
agsci-1560	228	10	/colorimagefilter	/colorimagefilter	PUNCT
agsci-1560	228	11	/dctencode	/dctencode	PUNCT
agsci-1560	229	1	/autofiltercolorimages	/autofiltercolorimage	NOUN
agsci-1560	229	2	true	true	ADJ
agsci-1560	229	3	/colorimageautofilterstrategy	/colorimageautofilterstrategy	PUNCT
agsci-1560	229	4	/jpeg	/jpeg	PUNCT
agsci-1560	229	5	/coloracsimagedict	/coloracsimagedict	PUNCT
agsci-1560	230	1	<	<	X
agsci-1560	230	2	<	<	X
agsci-1560	230	3	/qfactor	/qfactor	NOUN
agsci-1560	230	4	0.15	0.15	NUM
agsci-1560	230	5	/hsamples	/hsample	NOUN
agsci-1560	231	1	[	[	X
agsci-1560	231	2	1	1	NUM
agsci-1560	231	3	1	1	NUM
agsci-1560	231	4	1	1	NUM
agsci-1560	231	5	1	1	NUM
agsci-1560	231	6	]	]	PUNCT
agsci-1560	231	7	/vsamples	/vsample	NOUN
agsci-1560	232	1	[	[	X
agsci-1560	232	2	1	1	NUM
agsci-1560	232	3	1	1	NUM
agsci-1560	232	4	1	1	NUM
agsci-1560	232	5	1	1	NUM
agsci-1560	232	6	]	]	PUNCT
agsci-1560	232	7	>	>	PUNCT
agsci-1560	232	8	>	>	X
agsci-1560	232	9	/colorimagedict	/colorimagedict	PUNCT
agsci-1560	233	1	<	<	X
agsci-1560	233	2	<	<	X
agsci-1560	233	3	/qfactor	/qfactor	NOUN
agsci-1560	233	4	0.15	0.15	NUM
agsci-1560	233	5	/hsamples	/hsample	NOUN
agsci-1560	234	1	[	[	X
agsci-1560	234	2	1	1	NUM
agsci-1560	234	3	1	1	NUM
agsci-1560	234	4	1	1	NUM
agsci-1560	234	5	1	1	NUM
agsci-1560	234	6	]	]	PUNCT
agsci-1560	234	7	/vsamples	/vsample	NOUN
agsci-1560	235	1	[	[	X
agsci-1560	235	2	1	1	NUM
agsci-1560	235	3	1	1	NUM
agsci-1560	235	4	1	1	NUM
agsci-1560	235	5	1	1	NUM
agsci-1560	235	6	]	]	PUNCT
agsci-1560	235	7	>	>	PUNCT
agsci-1560	235	8	>	>	X
agsci-1560	235	9	/jpeg2000coloracsimagedict	/jpeg2000coloracsimagedict	PUNCT
agsci-1560	236	1	<	<	X
agsci-1560	236	2	<	<	X
agsci-1560	236	3	/tilewidth	/tilewidth	PUNCT
agsci-1560	236	4	256	256	NUM
agsci-1560	236	5	/tileheight	/tileheight	NUM
agsci-1560	236	6	256	256	NUM
agsci-1560	236	7	/quality	/quality	NOUN
agsci-1560	236	8	30	30	NUM
agsci-1560	236	9	>	>	PUNCT
agsci-1560	236	10	>	>	X
agsci-1560	236	11	/jpeg2000colorimagedict	/jpeg2000colorimagedict	PUNCT
agsci-1560	236	12	<	<	X
agsci-1560	236	13	<	<	X
agsci-1560	236	14	/tilewidth	/tilewidth	PUNCT
agsci-1560	236	15	256	256	NUM
agsci-1560	236	16	/tileheight	/tileheight	NUM
agsci-1560	236	17	256	256	NUM
agsci-1560	236	18	/quality	/quality	NOUN
agsci-1560	236	19	30	30	NUM
agsci-1560	236	20	>	>	PUNCT
agsci-1560	236	21	>	>	X
agsci-1560	236	22	/antialiasgrayimages	/antialiasgrayimages	X
agsci-1560	236	23	false	false	ADJ
agsci-1560	236	24	/cropgrayimages	/cropgrayimage	NOUN
agsci-1560	236	25	true	true	ADJ
agsci-1560	236	26	/grayimageminresolution	/grayimageminresolution	ADV
agsci-1560	236	27	300	300	NUM
agsci-1560	236	28	/grayimageminresolutionpolicy	/grayimageminresolutionpolicy	NOUN
agsci-1560	236	29	/ok	/ok	ADJ
agsci-1560	236	30	/downsamplegrayimages	/downsamplegrayimages	PUNCT
agsci-1560	237	1	true	true	ADJ
agsci-1560	237	2	/grayimagedownsampletype	/grayimagedownsampletype	INTJ
agsci-1560	237	3	/bicubic	/bicubic	NOUN
agsci-1560	237	4	/grayimageresolution	/grayimageresolution	NOUN
agsci-1560	237	5	300	300	NUM
agsci-1560	237	6	/grayimagedepth	/grayimagedepth	PUNCT
agsci-1560	237	7	-1	-1	PUNCT
agsci-1560	237	8	/grayimagemindownsampledepth	/grayimagemindownsampledepth	PUNCT
agsci-1560	238	1	2	2	NUM
agsci-1560	238	2	/grayimagedownsamplethreshold	/grayimagedownsamplethreshold	NUM
agsci-1560	238	3	1.50000	1.50000	NUM
agsci-1560	238	4	/encodegrayimages	/encodegrayimage	NOUN
agsci-1560	238	5	true	true	ADJ
agsci-1560	238	6	/grayimagefilter	/grayimagefilter	NOUN
agsci-1560	238	7	/dctencode	/dctencode	PUNCT
agsci-1560	239	1	/autofiltergrayimages	/autofiltergrayimages	VERB
agsci-1560	239	2	true	true	ADJ
agsci-1560	239	3	/grayimageautofilterstrategy	/grayimageautofilterstrategy	INTJ
agsci-1560	239	4	/jpeg	/jpeg	PUNCT
agsci-1560	239	5	/grayacsimagedict	/grayacsimagedict	PUNCT
agsci-1560	240	1	<	<	X
agsci-1560	240	2	<	<	X
agsci-1560	240	3	/qfactor	/qfactor	NOUN
agsci-1560	240	4	0.15	0.15	NUM
agsci-1560	240	5	/hsamples	/hsample	NOUN
agsci-1560	241	1	[	[	X
agsci-1560	241	2	1	1	NUM
agsci-1560	241	3	1	1	NUM
agsci-1560	241	4	1	1	NUM
agsci-1560	241	5	1	1	NUM
agsci-1560	241	6	]	]	PUNCT
agsci-1560	241	7	/vsamples	/vsample	NOUN
agsci-1560	242	1	[	[	X
agsci-1560	242	2	1	1	NUM
agsci-1560	242	3	1	1	NUM
agsci-1560	242	4	1	1	NUM
agsci-1560	242	5	1	1	NUM
agsci-1560	242	6	]	]	PUNCT
agsci-1560	242	7	>	>	PUNCT
agsci-1560	242	8	>	>	X
agsci-1560	242	9	/grayimagedict	/grayimagedict	PUNCT
agsci-1560	243	1	<	<	X
agsci-1560	243	2	<	<	X
agsci-1560	243	3	/qfactor	/qfactor	NOUN
agsci-1560	243	4	0.15	0.15	NUM
agsci-1560	243	5	/hsamples	/hsample	NOUN
agsci-1560	244	1	[	[	X
agsci-1560	244	2	1	1	NUM
agsci-1560	244	3	1	1	NUM
agsci-1560	244	4	1	1	NUM
agsci-1560	244	5	1	1	NUM
agsci-1560	244	6	]	]	PUNCT
agsci-1560	244	7	/vsamples	/vsample	NOUN
agsci-1560	245	1	[	[	X
agsci-1560	245	2	1	1	NUM
agsci-1560	245	3	1	1	NUM
agsci-1560	245	4	1	1	NUM
agsci-1560	245	5	1	1	NUM
agsci-1560	245	6	]	]	PUNCT
agsci-1560	245	7	>	>	X
agsci-1560	245	8	>	>	X
agsci-1560	245	9	/jpeg2000grayacsimagedict	/jpeg2000grayacsimagedict	PUNCT
agsci-1560	246	1	<	<	X
agsci-1560	246	2	<	<	X
agsci-1560	246	3	/tilewidth	/tilewidth	PUNCT
agsci-1560	246	4	256	256	NUM
agsci-1560	246	5	/tileheight	/tileheight	NUM
agsci-1560	246	6	256	256	NUM
agsci-1560	246	7	/quality	/quality	NOUN
agsci-1560	246	8	30	30	NUM
agsci-1560	246	9	>	>	PUNCT
agsci-1560	246	10	>	>	X
agsci-1560	246	11	/jpeg2000grayimagedict	/jpeg2000grayimagedict	PUNCT
agsci-1560	246	12	<	<	X
agsci-1560	246	13	<	<	X
agsci-1560	246	14	/tilewidth	/tilewidth	PUNCT
agsci-1560	246	15	256	256	NUM
agsci-1560	246	16	/tileheight	/tileheight	NUM
agsci-1560	246	17	256	256	NUM
agsci-1560	246	18	/quality	/quality	NOUN
agsci-1560	246	19	30	30	NUM
agsci-1560	246	20	>	>	PUNCT
agsci-1560	246	21	>	>	X
agsci-1560	246	22	/antialiasmonoimages	/antialiasmonoimage	NOUN
agsci-1560	246	23	false	false	ADJ
agsci-1560	246	24	/cropmonoimages	/cropmonoimage	NOUN
agsci-1560	246	25	true	true	ADJ
agsci-1560	246	26	/monoimageminresolution	/monoimageminresolution	NUM
agsci-1560	246	27	1200	1200	NUM
agsci-1560	246	28	/monoimageminresolutionpolicy	/monoimageminresolutionpolicy	PUNCT
agsci-1560	247	1	/ok	/ok	PROPN
agsci-1560	247	2	/downsamplemonoimages	/downsamplemonoimage	VERB
agsci-1560	248	1	true	true	ADJ
agsci-1560	248	2	/monoimagedownsampletype	/monoimagedownsampletype	PUNCT
agsci-1560	248	3	/bicubic	/bicubic	NOUN
agsci-1560	248	4	/monoimageresolution	/monoimageresolution	NOUN
agsci-1560	248	5	1200	1200	NUM
agsci-1560	248	6	/monoimagedepth	/monoimagedepth	PRON
agsci-1560	248	7	-1	-1	PUNCT
agsci-1560	249	1	/monoimagedownsamplethreshold	/monoimagedownsamplethreshold	PUNCT
agsci-1560	249	2	1.50000	1.50000	NUM
agsci-1560	249	3	/encodemonoimages	/encodemonoimage	NOUN
agsci-1560	249	4	true	true	ADJ
agsci-1560	249	5	/monoimagefilter	/monoimagefilter	ADP
agsci-1560	249	6	/ccittfaxencode	/ccittfaxencode	INTJ
agsci-1560	249	7	/monoimagedict	/monoimagedict	PUNCT
agsci-1560	250	1	<	<	X
agsci-1560	250	2	<	<	X
agsci-1560	250	3	/k	/k	PUNCT
agsci-1560	250	4	-1	-1	INTJ
agsci-1560	250	5	>	>	PUNCT
agsci-1560	250	6	>	>	X
agsci-1560	250	7	/allowpsxobjects	/allowpsxobjects	PROPN
agsci-1560	250	8	false	false	ADJ
agsci-1560	250	9	/checkcompliance	/checkcompliance	NOUN
agsci-1560	250	10	[	[	PUNCT
agsci-1560	250	11	/none	/none	X
agsci-1560	250	12	]	]	PUNCT
agsci-1560	250	13	/pdfx1acheck	/pdfx1acheck	PUNCT
agsci-1560	250	14	false	false	ADJ
agsci-1560	250	15	/pdfx3check	/pdfx3check	PUNCT
agsci-1560	250	16	false	false	ADJ
agsci-1560	250	17	/pdfxcompliantpdfonly	/pdfxcompliantpdfonly	ADV
agsci-1560	250	18	false	false	ADJ
agsci-1560	250	19	/pdfxnotrimboxerror	/pdfxnotrimboxerror	NOUN
agsci-1560	250	20	true	true	ADJ
agsci-1560	250	21	/pdfxtrimboxtomediaboxoffset	/pdfxtrimboxtomediaboxoffset	NOUN
agsci-1560	250	22	[	[	PUNCT
agsci-1560	250	23	0.00000	0.00000	NUM
agsci-1560	250	24	0.00000	0.00000	NUM
agsci-1560	250	25	0.00000	0.00000	NUM
agsci-1560	250	26	0.00000	0.00000	NUM
agsci-1560	250	27	]	]	PUNCT
agsci-1560	250	28	/pdfxsetbleedboxtomediabox	/pdfxsetbleedboxtomediabox	PUNCT
agsci-1560	251	1	true	true	ADJ
agsci-1560	251	2	/pdfxbleedboxtotrimboxoffset	/pdfxbleedboxtotrimboxoffset	PUNCT
agsci-1560	251	3	[	[	PUNCT
agsci-1560	251	4	0.00000	0.00000	NUM
agsci-1560	251	5	0.00000	0.00000	NUM
agsci-1560	251	6	0.00000	0.00000	NUM
agsci-1560	251	7	0.00000	0.00000	NUM
agsci-1560	251	8	]	]	PUNCT
agsci-1560	251	9	/pdfxoutputintentprofile	/pdfxoutputintentprofile	PUNCT
agsci-1560	252	1	(	(	PUNCT
agsci-1560	252	2	)	)	PUNCT
agsci-1560	252	3	/pdfxoutputconditionidentifier	/pdfxoutputconditionidentifi	ADJ
agsci-1560	252	4	(	(	PUNCT
agsci-1560	252	5	)	)	PUNCT
agsci-1560	252	6	/pdfxoutputcondition	/pdfxoutputcondition	PRON
agsci-1560	252	7	(	(	PUNCT
agsci-1560	252	8	)	)	PUNCT
agsci-1560	252	9	/pdfxregistryname	/pdfxregistryname	PUNCT
agsci-1560	252	10	(	(	PUNCT
agsci-1560	252	11	)	)	PUNCT
agsci-1560	252	12	/pdfxtrapped	/pdfxtrapped	PUNCT
agsci-1560	252	13	/false	/false	INTJ
agsci-1560	253	1	/createjdffile	/createjdffile	INTJ
agsci-1560	253	2	false	false	ADJ
agsci-1560	253	3	/description	/description	NOUN
agsci-1560	254	1	<	<	X
agsci-1560	254	2	<	<	X
agsci-1560	254	3	/ara	/ara	PUNCT
agsci-1560	254	4	<	<	X
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agsci-1560	262	7	>	>	X
agsci-1560	262	8	/heb	/heb	X
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agsci-1560	262	11	>	>	X
agsci-1560	262	12	/hrv	/hrv	PROPN
agsci-1560	263	1	(	(	PUNCT
agsci-1560	263	2	za	za	PROPN
agsci-1560	263	3	stvaranje	stvaranje	PROPN
agsci-1560	263	4	adobe	adobe	PROPN
agsci-1560	263	5	pdf	pdf	PROPN
agsci-1560	263	6	dokumenata	dokumenata	PROPN
agsci-1560	263	7	najpogodnijih	najpogodnijih	PROPN
agsci-1560	263	8	za	za	PROPN
agsci-1560	263	9	visokokvalitetni	visokokvalitetni	VERB
agsci-1560	263	10	ispis	ispis	ADJ
agsci-1560	263	11	prije	prije	NOUN
agsci-1560	263	12	tiskanja	tiskanja	PROPN
agsci-1560	263	13	koristite	koristite	PROPN
agsci-1560	263	14	ove	ove	NOUN
agsci-1560	263	15	postavke	postavke	NOUN
agsci-1560	263	16	.	.	PUNCT
agsci-1560	264	1	stvoreni	stvoreni	ADJ
agsci-1560	264	2	pdf	pdf	NOUN
agsci-1560	264	3	dokumenti	dokumenti	PROPN
agsci-1560	264	4	mogu	mogu	PROPN
agsci-1560	264	5	se	se	X
agsci-1560	264	6	otvoriti	otvoriti	PROPN
agsci-1560	264	7	acrobat	acrobat	PROPN
agsci-1560	265	1	i	i	PRON
agsci-1560	265	2	adobe	adobe	PROPN
agsci-1560	265	3	reader	reader	PROPN
agsci-1560	265	4	5.0	5.0	NUM
agsci-1560	265	5	i	i	PRON
agsci-1560	265	6	kasnijim	kasnijim	VERB
agsci-1560	265	7	verzijama	verzijama	NOUN
agsci-1560	265	8	.	.	PUNCT
agsci-1560	265	9	)	)	PUNCT
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agsci-1560	267	3	>	>	X
agsci-1560	267	4	/ita	/ita	PUNCT
agsci-1560	268	1	<	<	X
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agsci-1560	268	3	>	>	X
agsci-1560	268	4	/jpn	/jpn	PROPN
agsci-1560	269	1	<	<	X
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agsci-1560	269	3	>	>	X
agsci-1560	269	4	/kor	/kor	PUNCT
agsci-1560	270	1	<	<	X
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agsci-1560	270	3	>	>	X
agsci-1560	270	4	/lth	/lth	PUNCT
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agsci-1560	271	3	>	>	X
agsci-1560	271	4	/lvi	/lvi	PUNCT
agsci-1560	272	1	<	<	X
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agsci-1560	272	3	>	>	X
agsci-1560	272	4	/nld	/nld	PUNCT
agsci-1560	273	1	(	(	PUNCT
agsci-1560	273	2	gebruik	gebruik	NOUN
agsci-1560	273	3	deze	deze	PROPN
agsci-1560	273	4	instellingen	instellingen	PROPN
agsci-1560	273	5	om	om	PROPN
agsci-1560	273	6	adobe	adobe	PROPN
agsci-1560	273	7	pdf	pdf	PROPN
agsci-1560	273	8	-	-	PUNCT
agsci-1560	273	9	documenten	documenten	NOUN
agsci-1560	273	10	te	te	ADP
agsci-1560	273	11	maken	maken	PROPN
agsci-1560	273	12	die	die	PROPN
agsci-1560	273	13	zijn	zijn	PROPN
agsci-1560	273	14	geoptimaliseerd	geoptimaliseerd	PROPN
agsci-1560	273	15	voor	voor	NOUN
agsci-1560	273	16	prepress	prepress	NOUN
agsci-1560	273	17	-	-	PUNCT
agsci-1560	273	18	afdrukken	afdrukken	VERB
agsci-1560	273	19	van	van	PROPN
agsci-1560	273	20	hoge	hoge	PROPN
agsci-1560	273	21	kwaliteit	kwaliteit	PROPN
agsci-1560	273	22	.	.	PUNCT
agsci-1560	274	1	de	de	PROPN
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agsci-1560	274	3	pdf	pdf	NOUN
agsci-1560	274	4	-	-	PUNCT
agsci-1560	274	5	documenten	documenten	NOUN
agsci-1560	274	6	kunnen	kunnen	PROPN
agsci-1560	274	7	worden	worden	PROPN
agsci-1560	274	8	geopend	geopend	PROPN
agsci-1560	274	9	met	meet	VERB
agsci-1560	274	10	acrobat	acrobat	PROPN
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agsci-1560	274	13	reader	reader	PROPN
agsci-1560	274	14	5.0	5.0	NUM
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agsci-1560	274	17	.	.	PUNCT
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agsci-1560	275	1	/nor	/nor	PUNCT
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agsci-1560	276	3	>	>	X
agsci-1560	276	4	/pol	/pol	PUNCT
agsci-1560	277	1	<	<	X
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agsci-1560	277	3	>	>	X
agsci-1560	277	4	/ptb	/ptb	PROPN
agsci-1560	277	5	<	<	X
agsci-1560	277	6	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	X
agsci-1560	277	7	>	>	X
agsci-1560	277	8	/rum	/rum	X
agsci-1560	277	9	<	<	X
agsci-1560	277	10	feff005500740069006c0069007a00610163006900200061006300650073007400650020007300650074010300720069002000700065006e007400720075002000610020006300720065006100200064006f00630075006d0065006e00740065002000410064006f006200650020005000440046002000610064006500630076006100740065002000700065006e0074007200750020007400690070010300720069007200650061002000700072006500700072006500730073002000640065002000630061006c006900740061007400650020007300750070006500720069006f006100720103002e002000200044006f00630075006d0065006e00740065006c00650020005000440046002000630072006500610074006500200070006f00740020006600690020006400650073006300680069007300650020006300750020004100630072006f006200610074002c002000410064006f00620065002000520065006100640065007200200035002e00300020015f00690020007600650072007300690075006e0069006c006500200075006c0074006500720069006f006100720065002e	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	X
agsci-1560	277	11	>	>	X
agsci-1560	277	12	/rus	/rus	PUNCT
agsci-1560	277	13	<	<	X
agsci-1560	277	14	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	X
agsci-1560	277	15	>	>	X
agsci-1560	277	16	/sky	/sky	PUNCT
agsci-1560	278	1	<	<	X
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agsci-1560	278	3	>	>	X
agsci-1560	278	4	/slv	/slv	X
agsci-1560	278	5	<	<	X
agsci-1560	278	6	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	X
agsci-1560	278	7	>	>	X
agsci-1560	278	8	/suo	/suo	PROPN
agsci-1560	279	1	<	<	AUX
agsci-1560	279	2	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	X
agsci-1560	279	3	>	>	X
agsci-1560	279	4	/sve	/sve	PROPN
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agsci-1560	279	7	>	>	X
agsci-1560	279	8	/tur	/tur	X
agsci-1560	279	9	<	<	X
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agsci-1560	279	11	>	>	X
agsci-1560	279	12	/ukr	/ukr	X
agsci-1560	279	13	<	<	X
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agsci-1560	279	15	>	>	X
agsci-1560	279	16	/enu	/enu	PUNCT
agsci-1560	279	17	(	(	PUNCT
agsci-1560	279	18	use	use	VERB
agsci-1560	279	19	these	these	DET
agsci-1560	279	20	settings	setting	NOUN
agsci-1560	279	21	to	to	PART
agsci-1560	279	22	create	create	VERB
agsci-1560	279	23	adobe	adobe	PROPN
agsci-1560	279	24	pdf	pdf	PROPN
agsci-1560	279	25	documents	document	NOUN
agsci-1560	279	26	best	well	ADV
agsci-1560	279	27	suited	suit	VERB
agsci-1560	279	28	for	for	ADP
agsci-1560	279	29	high	high	ADJ
agsci-1560	279	30	-	-	PUNCT
agsci-1560	279	31	quality	quality	NOUN
agsci-1560	279	32	prepress	prepress	NOUN
agsci-1560	279	33	printing	printing	NOUN
agsci-1560	279	34	.	.	PUNCT
agsci-1560	280	1	created	create	VERB
agsci-1560	280	2	pdf	pdf	NOUN
agsci-1560	280	3	documents	document	NOUN
agsci-1560	280	4	can	can	AUX
agsci-1560	280	5	be	be	AUX
agsci-1560	280	6	opened	open	VERB
agsci-1560	280	7	with	with	ADP
agsci-1560	280	8	acrobat	acrobat	PROPN
agsci-1560	280	9	and	and	CCONJ
agsci-1560	280	10	adobe	adobe	PROPN
agsci-1560	280	11	reader	reader	PROPN
agsci-1560	280	12	5.0	5.0	NUM
agsci-1560	280	13	and	and	CCONJ
agsci-1560	280	14	later	later	ADV
agsci-1560	280	15	.	.	PUNCT
agsci-1560	280	16	)	)	PUNCT
agsci-1560	281	1	>	>	PUNCT
agsci-1560	281	2	>	>	X
agsci-1560	281	3	/namespace	/namespace	PUNCT
agsci-1560	282	1	[	[	PUNCT
agsci-1560	282	2	(	(	PUNCT
agsci-1560	282	3	adobe	adobe	PROPN
agsci-1560	282	4	)	)	PUNCT
agsci-1560	282	5	(	(	PUNCT
agsci-1560	282	6	common	common	ADJ
agsci-1560	282	7	)	)	PUNCT
agsci-1560	282	8	(	(	PUNCT
agsci-1560	282	9	1.0	1.0	NUM
agsci-1560	282	10	)	)	PUNCT
agsci-1560	282	11	]	]	PUNCT
agsci-1560	283	1	/othernamespaces	/othernamespace	VERB
agsci-1560	283	2	[	[	PUNCT
agsci-1560	283	3	<	<	X
agsci-1560	283	4	<	<	X
agsci-1560	283	5	/asreaderspreads	/asreaderspreads	X
agsci-1560	283	6	false	false	ADJ
agsci-1560	283	7	/cropimagestoframes	/cropimagestoframe	NOUN
agsci-1560	283	8	true	true	ADJ
agsci-1560	283	9	/errorcontrol	/errorcontrol	NOUN
agsci-1560	284	1	/warnandcontinue	/warnandcontinue	PUNCT
agsci-1560	284	2	/flattenerignorespreadoverrides	/flattenerignorespreadoverride	NOUN
agsci-1560	284	3	false	false	ADJ
agsci-1560	284	4	/includeguidesgrids	/includeguidesgrid	NOUN
agsci-1560	284	5	false	false	ADJ
agsci-1560	284	6	/includenonprinting	/includenonprinting	NOUN
agsci-1560	284	7	false	false	ADJ
agsci-1560	284	8	/includeslug	/includeslug	INTJ
agsci-1560	284	9	false	false	ADJ
agsci-1560	284	10	/namespace	/namespace	NOUN
agsci-1560	285	1	[	[	PUNCT
agsci-1560	285	2	(	(	PUNCT
agsci-1560	285	3	adobe	adobe	PROPN
agsci-1560	285	4	)	)	PUNCT
agsci-1560	285	5	(	(	PUNCT
agsci-1560	285	6	indesign	indesign	NOUN
agsci-1560	285	7	)	)	PUNCT
agsci-1560	285	8	(	(	PUNCT
agsci-1560	285	9	4.0	4.0	NUM
agsci-1560	285	10	)	)	PUNCT
agsci-1560	285	11	]	]	PUNCT
agsci-1560	285	12	/omitplacedbitmaps	/omitplacedbitmaps	PUNCT
agsci-1560	286	1	false	false	ADJ
agsci-1560	286	2	/omitplacedeps	/omitplacedeps	INTJ
agsci-1560	286	3	false	false	ADJ
agsci-1560	286	4	/omitplacedpdf	/omitplacedpdf	PUNCT
agsci-1560	286	5	false	false	ADJ
agsci-1560	286	6	/simulateoverprint	/simulateoverprint	NOUN
agsci-1560	286	7	/legacy	/legacy	PUNCT
agsci-1560	287	1	>	>	PUNCT
agsci-1560	287	2	>	>	X
agsci-1560	288	1	<	<	X
agsci-1560	288	2	<	<	X
agsci-1560	288	3	/addbleedmarks	/addbleedmarks	X
agsci-1560	288	4	false	false	ADJ
agsci-1560	288	5	/addcolorbars	/addcolorbars	INTJ
agsci-1560	288	6	false	false	ADJ
agsci-1560	288	7	/addcropmarks	/addcropmarks	PUNCT
agsci-1560	288	8	false	false	ADJ
agsci-1560	288	9	/addpageinfo	/addpageinfo	INTJ
agsci-1560	288	10	false	false	ADJ
agsci-1560	288	11	/addregmarks	/addregmark	NOUN
agsci-1560	288	12	false	false	ADJ
agsci-1560	288	13	/convertcolors	/convertcolor	NOUN
agsci-1560	288	14	/converttocmyk	/converttocmyk	INTJ
agsci-1560	288	15	/destinationprofilename	/destinationprofilename	PUNCT
agsci-1560	288	16	(	(	PUNCT
agsci-1560	288	17	)	)	PUNCT
agsci-1560	288	18	/destinationprofileselector	/destinationprofileselector	NOUN
agsci-1560	288	19	/documentcmyk	/documentcmyk	PUNCT
agsci-1560	288	20	/downsample16bitimages	/downsample16bitimage	NOUN
agsci-1560	288	21	true	true	ADJ
agsci-1560	288	22	/flattenerpreset	/flattenerpreset	PUNCT
agsci-1560	289	1	<	<	X
agsci-1560	289	2	<	<	X
agsci-1560	289	3	/presetselector	/presetselector	X
agsci-1560	289	4	/mediumresolution	/mediumresolution	NOUN
agsci-1560	289	5	>	>	PUNCT
agsci-1560	289	6	>	>	X
agsci-1560	289	7	/formelements	/formelement	NOUN
agsci-1560	290	1	false	false	ADJ
agsci-1560	290	2	/generatestructure	/generatestructure	PUNCT
agsci-1560	290	3	false	false	ADJ
agsci-1560	290	4	/includebookmarks	/includebookmark	NOUN
agsci-1560	290	5	false	false	ADJ
agsci-1560	290	6	/includehyperlinks	/includehyperlinks	INTJ
agsci-1560	290	7	false	false	ADJ
agsci-1560	290	8	/includeinteractive	/includeinteractive	ADJ
agsci-1560	290	9	false	false	ADJ
agsci-1560	290	10	/includelayers	/includelayer	NOUN
agsci-1560	290	11	false	false	ADJ
agsci-1560	290	12	/includeprofiles	/includeprofiles	INTJ
agsci-1560	290	13	false	false	ADJ
agsci-1560	290	14	/multimediahandling	/multimediahandling	NOUN
agsci-1560	291	1	/useobjectsettings	/useobjectsettings	PRON
agsci-1560	292	1	/namespace	/namespace	PUNCT
agsci-1560	293	1	[	[	PUNCT
agsci-1560	293	2	(	(	PUNCT
agsci-1560	293	3	adobe	adobe	PROPN
agsci-1560	293	4	)	)	PUNCT
agsci-1560	293	5	(	(	PUNCT
agsci-1560	293	6	creativesuite	creativesuite	NOUN
agsci-1560	293	7	)	)	PUNCT
agsci-1560	293	8	(	(	PUNCT
agsci-1560	293	9	2.0	2.0	NUM
agsci-1560	293	10	)	)	PUNCT
agsci-1560	293	11	]	]	PUNCT
agsci-1560	294	1	/pdfxoutputintentprofileselector	/pdfxoutputintentprofileselector	INTJ
agsci-1560	294	2	/documentcmyk	/documentcmyk	PUNCT
agsci-1560	295	1	/preserveediting	/preserveedite	VERB
agsci-1560	295	2	true	true	ADJ
agsci-1560	295	3	/untaggedcmykhandling	/untaggedcmykhandling	NOUN
agsci-1560	295	4	/leaveuntagged	/leaveuntagge	VERB
agsci-1560	295	5	/untaggedrgbhandling	/untaggedrgbhandling	NOUN
agsci-1560	295	6	/usedocumentprofile	/usedocumentprofile	INTJ
agsci-1560	295	7	/usedocumentbleed	/usedocumentbleed	NOUN
agsci-1560	296	1	false	false	ADJ
agsci-1560	296	2	>	>	PUNCT
agsci-1560	296	3	>	>	X
agsci-1560	296	4	]	]	PUNCT
agsci-1560	296	5	>	>	PUNCT
agsci-1560	296	6	>	>	X
agsci-1560	296	7	setdistillerparams	setdistillerparam	NOUN
agsci-1560	297	1	<	<	X
agsci-1560	297	2	<	<	X
agsci-1560	297	3	/hwresolution	/hwresolution	NOUN
agsci-1560	298	1	[	[	X
agsci-1560	298	2	2400	2400	NUM
agsci-1560	298	3	2400	2400	NUM
agsci-1560	298	4	]	]	PUNCT
agsci-1560	298	5	/pagesize	/pagesize	X
agsci-1560	299	1	[	[	X
agsci-1560	299	2	612.000	612.000	NUM
agsci-1560	299	3	792.000	792.000	NUM
agsci-1560	299	4	]	]	PUNCT
agsci-1560	299	5	>	>	PUNCT
agsci-1560	299	6	>	>	X
agsci-1560	299	7	setpagedevice	setpagedevice	PROPN