id	sid	tid	token	lemma	pos
asir-55146	1	1	applied	apply	VERB
asir-55146	1	2	science	science	NOUN
asir-55146	1	3	and	and	CCONJ
asir-55146	1	4	innovative	innovative	ADJ
asir-55146	1	5	research	research	NOUN
asir-55146	1	6	issn	issn	VERB
asir-55146	1	7	2474	2474	NUM
asir-55146	1	8	-	-	SYM
asir-55146	1	9	4972	4972	NUM
asir-55146	1	10	(	(	PUNCT
asir-55146	1	11	print	print	NOUN
asir-55146	1	12	)	)	PUNCT
asir-55146	1	13	issn	issn	VERB
asir-55146	1	14	2474	2474	NUM
asir-55146	1	15	-	-	SYM
asir-55146	1	16	4980	4980	NUM
asir-55146	1	17	(	(	PUNCT
asir-55146	1	18	online	online	ADJ
asir-55146	1	19	)	)	PUNCT
asir-55146	1	20	vol	vol	NOUN
asir-55146	1	21	.	.	NOUN
asir-55146	1	22	8	8	NUM
asir-55146	1	23	,	,	PUNCT
asir-55146	1	24	no	no	INTJ
asir-55146	1	25	.	.	NOUN
asir-55146	1	26	4	4	NUM
asir-55146	1	27	,	,	PUNCT
asir-55146	1	28	2024	2024	NUM
asir-55146	1	29	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	ADP
asir-55146	1	30	36	36	NUM
asir-55146	1	31	original	original	ADJ
asir-55146	1	32	paper	paper	NOUN
asir-55146	1	33	method	method	NOUN
asir-55146	1	34	for	for	ADP
asir-55146	1	35	identifying	identify	VERB
asir-55146	1	36	combustibles	combustible	NOUN
asir-55146	1	37	in	in	ADP
asir-55146	1	38	fires	fire	NOUN
asir-55146	1	39	based	base	VERB
asir-55146	1	40	on	on	ADP
asir-55146	1	41	flame	flame	NOUN
asir-55146	1	42	spectroscopy	spectroscopy	NOUN
asir-55146	1	43	information	information	NOUN
asir-55146	1	44	wenwen	wenwen	ADJ
asir-55146	1	45	yang1	yang1	PROPN
asir-55146	1	46	&	&	CCONJ
asir-55146	1	47	xiaomin	xiaomin	PROPN
asir-55146	1	48	yao1	yao1	PROPN
asir-55146	1	49	*	*	PUNCT
asir-55146	1	50	1	1	NUM
asir-55146	1	51	shaanxi	shaanxi	PROPN
asir-55146	1	52	university	university	PROPN
asir-55146	1	53	of	of	ADP
asir-55146	1	54	technology	technology	NOUN
asir-55146	1	55	,	,	PUNCT
asir-55146	1	56	hanzhong	hanzhong	PROPN
asir-55146	1	57	,	,	PUNCT
asir-55146	1	58	shaanxi	shaanxi	PROPN
asir-55146	1	59	723000	723000	NUM
asir-55146	1	60	,	,	PUNCT
asir-55146	1	61	china	china	PROPN
asir-55146	1	62	1	1	NUM
asir-55146	1	63	wenwen	wenwen	VERB
asir-55146	1	64	yang	yang	PROPN
asir-55146	1	65	is	be	AUX
asir-55146	1	66	the	the	DET
asir-55146	1	67	first	first	ADJ
asir-55146	1	68	author	author	NOUN
asir-55146	1	69	of	of	ADP
asir-55146	1	70	this	this	DET
asir-55146	1	71	paper	paper	NOUN
asir-55146	1	72	*	*	PUNCT
asir-55146	1	73	xiaomin	xiaomin	PROPN
asir-55146	1	74	yao	yao	PROPN
asir-55146	1	75	is	be	AUX
asir-55146	1	76	the	the	DET
asir-55146	1	77	corresponding	corresponding	ADJ
asir-55146	1	78	author	author	NOUN
asir-55146	1	79	of	of	ADP
asir-55146	1	80	this	this	DET
asir-55146	1	81	paper	paper	NOUN
asir-55146	1	82	received	receive	VERB
asir-55146	1	83	:	:	PUNCT
asir-55146	1	84	september	september	PROPN
asir-55146	1	85	4	4	NUM
asir-55146	1	86	,	,	PUNCT
asir-55146	1	87	2024	2024	NUM
asir-55146	1	88	accepted	accept	VERB
asir-55146	1	89	:	:	PUNCT
asir-55146	1	90	october	october	PROPN
asir-55146	1	91	3	3	NUM
asir-55146	1	92	,	,	PUNCT
asir-55146	1	93	2024	2024	NUM
asir-55146	1	94	online	online	ADV
asir-55146	1	95	published	publish	VERB
asir-55146	1	96	:	:	PUNCT
asir-55146	1	97	october	october	PROPN
asir-55146	1	98	10	10	NUM
asir-55146	1	99	,	,	PUNCT
asir-55146	1	100	2024	2024	NUM
asir-55146	1	101	doi:10.22158	doi:10.22158	NOUN
asir-55146	1	102	/	/	SYM
asir-55146	1	103	asir.v8n4p36	asir.v8n4p36	NOUN
asir-55146	1	104	url	url	NOUN
asir-55146	1	105	:	:	PUNCT
asir-55146	1	106	http://doi.org/10.22158/asir.v8n4p36	http://doi.org/10.22158/asir.v8n4p36	PROPN
asir-55146	1	107	abstract	abstract	ADJ
asir-55146	1	108	fires	fire	NOUN
asir-55146	1	109	are	be	AUX
asir-55146	1	110	one	one	NUM
asir-55146	1	111	of	of	ADP
asir-55146	1	112	the	the	DET
asir-55146	1	113	common	common	ADJ
asir-55146	1	114	disasters	disaster	NOUN
asir-55146	1	115	.	.	PUNCT
asir-55146	2	1	if	if	SCONJ
asir-55146	2	2	a	a	DET
asir-55146	2	3	fire	fire	NOUN
asir-55146	2	4	occurs	occur	VERB
asir-55146	2	5	in	in	ADP
asir-55146	2	6	a	a	DET
asir-55146	2	7	place	place	NOUN
asir-55146	2	8	with	with	ADP
asir-55146	2	9	dense	dense	ADJ
asir-55146	2	10	personnel	personnel	NOUN
asir-55146	2	11	and	and	CCONJ
asir-55146	2	12	concentrated	concentrated	ADJ
asir-55146	2	13	property	property	NOUN
asir-55146	2	14	,	,	PUNCT
asir-55146	2	15	it	it	PRON
asir-55146	2	16	will	will	AUX
asir-55146	2	17	cause	cause	VERB
asir-55146	2	18	a	a	DET
asir-55146	2	19	large	large	ADJ
asir-55146	2	20	number	number	NOUN
asir-55146	2	21	of	of	ADP
asir-55146	2	22	casualties	casualty	NOUN
asir-55146	2	23	and	and	CCONJ
asir-55146	2	24	significant	significant	ADJ
asir-55146	2	25	economic	economic	ADJ
asir-55146	2	26	losses	loss	NOUN
asir-55146	2	27	.	.	PUNCT
asir-55146	3	1	different	different	ADJ
asir-55146	3	2	types	type	NOUN
asir-55146	3	3	of	of	ADP
asir-55146	3	4	objects	object	NOUN
asir-55146	3	5	can	can	AUX
asir-55146	3	6	cause	cause	VERB
asir-55146	3	7	different	different	ADJ
asir-55146	3	8	fires	fire	NOUN
asir-55146	3	9	,	,	PUNCT
asir-55146	3	10	each	each	PRON
asir-55146	3	11	requiring	require	VERB
asir-55146	3	12	different	different	ADJ
asir-55146	3	13	extinguishing	extinguishing	NOUN
asir-55146	3	14	methods	method	NOUN
asir-55146	3	15	.	.	PUNCT
asir-55146	4	1	this	this	DET
asir-55146	4	2	article	article	NOUN
asir-55146	4	3	aims	aim	VERB
asir-55146	4	4	to	to	PART
asir-55146	4	5	investigate	investigate	VERB
asir-55146	4	6	the	the	DET
asir-55146	4	7	possibility	possibility	NOUN
asir-55146	4	8	of	of	ADP
asir-55146	4	9	using	use	VERB
asir-55146	4	10	flame	flame	NOUN
asir-55146	4	11	spectroscopy	spectroscopy	NOUN
asir-55146	4	12	to	to	PART
asir-55146	4	13	classify	classify	VERB
asir-55146	4	14	combustibles	combustible	NOUN
asir-55146	4	15	.	.	PUNCT
asir-55146	5	1	firstly	firstly	ADV
asir-55146	5	2	,	,	PUNCT
asir-55146	5	3	flame	flame	NOUN
asir-55146	5	4	spectroscopy	spectroscopy	VERB
asir-55146	5	5	data	datum	NOUN
asir-55146	5	6	of	of	ADP
asir-55146	5	7	different	different	ADJ
asir-55146	5	8	combustibles	combustible	NOUN
asir-55146	5	9	are	be	AUX
asir-55146	5	10	collected	collect	VERB
asir-55146	5	11	through	through	ADP
asir-55146	5	12	experiments	experiment	NOUN
asir-55146	5	13	,	,	PUNCT
asir-55146	5	14	with	with	ADP
asir-55146	5	15	sg	sg	ADP
asir-55146	5	16	smoothing	smoothing	NOUN
asir-55146	5	17	and	and	CCONJ
asir-55146	5	18	principal	principal	ADJ
asir-55146	5	19	component	component	NOUN
asir-55146	5	20	analysis	analysis	NOUN
asir-55146	5	21	(	(	PUNCT
asir-55146	5	22	pca	pca	NOUN
asir-55146	5	23	)	)	PUNCT
asir-55146	5	24	selected	select	VERB
asir-55146	5	25	as	as	ADP
asir-55146	5	26	preprocessing	preprocessing	NOUN
asir-55146	5	27	methods	method	NOUN
asir-55146	5	28	.	.	PUNCT
asir-55146	6	1	subsequently	subsequently	ADV
asir-55146	6	2	,	,	PUNCT
asir-55146	6	3	five	five	NUM
asir-55146	6	4	machine	machine	NOUN
asir-55146	6	5	learning	learn	VERB
asir-55146	6	6	algorithms	algorithm	NOUN
asir-55146	6	7	are	be	AUX
asir-55146	6	8	used	use	VERB
asir-55146	6	9	for	for	ADP
asir-55146	6	10	in	in	ADP
asir-55146	6	11	-	-	PUNCT
asir-55146	6	12	depth	depth	NOUN
asir-55146	6	13	analysis	analysis	NOUN
asir-55146	6	14	and	and	CCONJ
asir-55146	6	15	modeling	modeling	NOUN
asir-55146	6	16	,	,	PUNCT
asir-55146	6	17	comparing	compare	VERB
asir-55146	6	18	the	the	DET
asir-55146	6	19	classification	classification	NOUN
asir-55146	6	20	results	result	NOUN
asir-55146	6	21	of	of	ADP
asir-55146	6	22	these	these	DET
asir-55146	6	23	five	five	NUM
asir-55146	6	24	models	model	NOUN
asir-55146	6	25	to	to	PART
asir-55146	6	26	identify	identify	VERB
asir-55146	6	27	the	the	DET
asir-55146	6	28	model	model	NOUN
asir-55146	6	29	with	with	ADP
asir-55146	6	30	the	the	DET
asir-55146	6	31	best	good	ADJ
asir-55146	6	32	classification	classification	NOUN
asir-55146	6	33	performance	performance	NOUN
asir-55146	6	34	.	.	PUNCT
asir-55146	7	1	this	this	DET
asir-55146	7	2	study	study	NOUN
asir-55146	7	3	achieves	achieve	VERB
asir-55146	7	4	the	the	DET
asir-55146	7	5	goal	goal	NOUN
asir-55146	7	6	of	of	ADP
asir-55146	7	7	classifying	classify	VERB
asir-55146	7	8	combustibles	combustible	NOUN
asir-55146	7	9	in	in	ADP
asir-55146	7	10	fires	fire	NOUN
asir-55146	7	11	using	use	VERB
asir-55146	7	12	flame	flame	NOUN
asir-55146	7	13	spectroscopy	spectroscopy	NOUN
asir-55146	7	14	information	information	NOUN
asir-55146	7	15	.	.	PUNCT
asir-55146	8	1	keywords	keyword	VERB
asir-55146	8	2	flame	flame	NOUN
asir-55146	8	3	spectrum	spectrum	NOUN
asir-55146	8	4	,	,	PUNCT
asir-55146	8	5	optical	optical	ADJ
asir-55146	8	6	fiber	fiber	NOUN
asir-55146	8	7	spectrometer	spectrometer	NOUN
asir-55146	8	8	,	,	PUNCT
asir-55146	8	9	classification	classification	NOUN
asir-55146	8	10	of	of	ADP
asir-55146	8	11	combustibles	combustible	NOUN
asir-55146	8	12	1	1	NUM
asir-55146	8	13	.	.	PUNCT
asir-55146	9	1	introduction	introduction	NOUN
asir-55146	9	2	fires	fire	NOUN
asir-55146	9	3	,	,	PUNCT
asir-55146	9	4	as	as	ADP
asir-55146	9	5	a	a	DET
asir-55146	9	6	type	type	NOUN
asir-55146	9	7	of	of	ADP
asir-55146	9	8	sudden	sudden	ADJ
asir-55146	9	9	disaster	disaster	NOUN
asir-55146	9	10	,	,	PUNCT
asir-55146	9	11	come	come	VERB
asir-55146	9	12	in	in	ADP
asir-55146	9	13	various	various	ADJ
asir-55146	9	14	forms	form	NOUN
asir-55146	9	15	and	and	CCONJ
asir-55146	9	16	are	be	AUX
asir-55146	9	17	typically	typically	ADV
asir-55146	9	18	classified	classify	VERB
asir-55146	9	19	based	base	VERB
asir-55146	9	20	on	on	ADP
asir-55146	9	21	the	the	DET
asir-55146	9	22	nature	nature	NOUN
asir-55146	9	23	of	of	ADP
asir-55146	9	24	the	the	DET
asir-55146	9	25	burning	burn	VERB
asir-55146	9	26	material	material	NOUN
asir-55146	9	27	.	.	PUNCT
asir-55146	10	1	according	accord	VERB
asir-55146	10	2	to	to	ADP
asir-55146	10	3	current	current	ADJ
asir-55146	10	4	national	national	ADJ
asir-55146	10	5	standards	standard	NOUN
asir-55146	10	6	(	(	PUNCT
asir-55146	10	7	gb	gb	NOUN
asir-55146	10	8	/	/	SYM
asir-55146	10	9	t	t	NOUN
asir-55146	10	10	4968	4968	NUM
asir-55146	10	11	-	-	SYM
asir-55146	10	12	2008	2008	NUM
asir-55146	10	13	,	,	PUNCT
asir-55146	10	14	fire	fire	NOUN
asir-55146	10	15	classification	classification	NOUN
asir-55146	10	16	)	)	PUNCT
asir-55146	10	17	,	,	PUNCT
asir-55146	10	18	fires	fire	NOUN
asir-55146	10	19	are	be	AUX
asir-55146	10	20	categorized	categorize	VERB
asir-55146	10	21	into	into	ADP
asir-55146	10	22	six	six	NUM
asir-55146	10	23	classes	class	NOUN
asir-55146	10	24	:	:	PUNCT
asir-55146	10	25	a	a	DET
asir-55146	10	26	,	,	PUNCT
asir-55146	10	27	b	b	NOUN
asir-55146	10	28	,	,	PUNCT
asir-55146	10	29	c	c	NOUN
asir-55146	10	30	,	,	PUNCT
asir-55146	10	31	d	d	NOUN
asir-55146	10	32	,	,	PUNCT
asir-55146	10	33	e	e	NOUN
asir-55146	10	34	,	,	PUNCT
asir-55146	10	35	and	and	CCONJ
asir-55146	10	36	f	f	X
asir-55146	10	37	,	,	PUNCT
asir-55146	10	38	each	each	PRON
asir-55146	10	39	of	of	ADP
asir-55146	10	40	which	which	PRON
asir-55146	10	41	requires	require	VERB
asir-55146	10	42	different	different	ADJ
asir-55146	10	43	response	response	NOUN
asir-55146	10	44	measures	measure	NOUN
asir-55146	10	45	and	and	CCONJ
asir-55146	10	46	extinguishing	extinguish	VERB
asir-55146	10	47	agents	agent	NOUN
asir-55146	10	48	.	.	PUNCT
asir-55146	11	1	rapid	rapid	ADJ
asir-55146	11	2	and	and	CCONJ
asir-55146	11	3	accurate	accurate	ADJ
asir-55146	11	4	identification	identification	NOUN
asir-55146	11	5	of	of	ADP
asir-55146	11	6	fire	fire	NOUN
asir-55146	11	7	types	type	NOUN
asir-55146	11	8	during	during	ADP
asir-55146	11	9	the	the	DET
asir-55146	11	10	initial	initial	ADJ
asir-55146	11	11	stages	stage	NOUN
asir-55146	11	12	is	be	AUX
asir-55146	11	13	crucial	crucial	ADJ
asir-55146	11	14	for	for	ADP
asir-55146	11	15	devising	devise	VERB
asir-55146	11	16	effective	effective	ADJ
asir-55146	11	17	firefighting	firefighting	NOUN
asir-55146	11	18	strategies	strategy	NOUN
asir-55146	11	19	.	.	PUNCT
asir-55146	12	1	presently	presently	ADV
asir-55146	12	2	,	,	PUNCT
asir-55146	12	3	fire	fire	NOUN
asir-55146	12	4	detection	detection	NOUN
asir-55146	12	5	technologies	technology	NOUN
asir-55146	12	6	mainly	mainly	ADV
asir-55146	12	7	include	include	VERB
asir-55146	12	8	optical	optical	ADJ
asir-55146	12	9	remote	remote	ADJ
asir-55146	12	10	sensing	sense	VERB
asir-55146	12	11	techniques	technique	NOUN
asir-55146	12	12	(	(	PUNCT
asir-55146	12	13	chen	chen	PROPN
asir-55146	12	14	,	,	PUNCT
asir-55146	12	15	zhang	zhang	PROPN
asir-55146	12	16	,	,	PUNCT
asir-55146	12	17	xin	xin	PROPN
asir-55146	12	18	,	,	PUNCT
asir-55146	12	19	et	et	PROPN
asir-55146	12	20	al	al	PROPN
asir-55146	12	21	.	.	PROPN
asir-55146	12	22	,	,	PUNCT
asir-55146	12	23	2018	2018	NUM
asir-55146	12	24	;	;	PUNCT
asir-55146	12	25	jia	jia	PROPN
asir-55146	12	26	,	,	PUNCT
asir-55146	12	27	duan	duan	PROPN
asir-55146	12	28	,	,	PUNCT
asir-55146	12	29	&	&	CCONJ
asir-55146	12	30	wang	wang	PROPN
asir-55146	12	31	,	,	PUNCT
asir-55146	12	32	2024	2024	NUM
asir-55146	12	33	)	)	PUNCT
asir-55146	12	34	,	,	PUNCT
asir-55146	12	35	multi	multi	ADJ
asir-55146	12	36	-	-	ADJ
asir-55146	12	37	sensor	sensor	ADJ
asir-55146	12	38	information	information	NOUN
asir-55146	12	39	fusion	fusion	NOUN
asir-55146	12	40	technologies	technology	NOUN
asir-55146	12	41	(	(	PUNCT
asir-55146	12	42	wang	wang	PROPN
asir-55146	12	43	,	,	PUNCT
asir-55146	12	44	li	li	PROPN
asir-55146	12	45	,	,	PUNCT
asir-55146	12	46	yu	yu	PROPN
asir-55146	12	47	,	,	PUNCT
asir-55146	12	48	et	et	PROPN
asir-55146	12	49	al	al	PROPN
asir-55146	12	50	.	.	PROPN
asir-55146	12	51	,	,	PUNCT
asir-55146	12	52	2014	2014	NUM
asir-55146	12	53	;	;	PUNCT
asir-55146	12	54	su	su	PROPN
asir-55146	12	55	,	,	PUNCT
asir-55146	12	56	hu	hu	PROPN
asir-55146	12	57	,	,	PUNCT
asir-55146	12	58	&	&	CCONJ
asir-55146	12	59	liu	liu	PROPN
asir-55146	12	60	,	,	PUNCT
asir-55146	12	61	2024	2024	NUM
asir-55146	12	62	;	;	PUNCT
asir-55146	12	63	liu	liu	PROPN
asir-55146	12	64	,	,	PUNCT
asir-55146	12	65	liu	liu	PROPN
asir-55146	12	66	,	,	PUNCT
asir-55146	12	67	zeng	zeng	PROPN
asir-55146	12	68	,	,	PUNCT
asir-55146	12	69	et	et	PROPN
asir-55146	12	70	al	al	PROPN
asir-55146	12	71	.	.	PROPN
asir-55146	12	72	,	,	PUNCT
asir-55146	12	73	2024	2024	NUM
asir-55146	12	74	)	)	PUNCT
asir-55146	12	75	,	,	PUNCT
asir-55146	12	76	and	and	CCONJ
asir-55146	12	77	image	image	NOUN
asir-55146	12	78	and	and	CCONJ
asir-55146	12	79	video	video	NOUN
asir-55146	12	80	technologies	technology	NOUN
asir-55146	12	81	(	(	PUNCT
asir-55146	12	82	zheng	zheng	PROPN
asir-55146	12	83	,	,	PUNCT
asir-55146	12	84	luo	luo	PROPN
asir-55146	12	85	,	,	PUNCT
asir-55146	12	86	hui	hui	PROPN
asir-55146	12	87	,	,	PUNCT
asir-55146	12	88	et	et	PROPN
asir-55146	12	89	al	al	PROPN
asir-55146	12	90	.	.	PROPN
asir-55146	12	91	,	,	PUNCT
asir-55146	12	92	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	VERB
asir-55146	12	93	applied	apply	VERB
asir-55146	12	94	science	science	NOUN
asir-55146	12	95	and	and	CCONJ
asir-55146	12	96	innovative	innovative	ADJ
asir-55146	12	97	research	research	NOUN
asir-55146	12	98	vol	vol	NOUN
asir-55146	12	99	.	.	PROPN
asir-55146	12	100	8	8	NUM
asir-55146	12	101	,	,	PUNCT
asir-55146	12	102	no	no	INTJ
asir-55146	12	103	.	.	NOUN
asir-55146	12	104	4	4	NUM
asir-55146	12	105	,	,	PUNCT
asir-55146	12	106	2024	2024	NUM
asir-55146	12	107	37	37	NUM
asir-55146	12	108	published	publish	VERB
asir-55146	12	109	by	by	ADP
asir-55146	12	110	scholink	scholink	PROPN
asir-55146	12	111	inc	inc	PROPN
asir-55146	12	112	.	.	PROPN
asir-55146	12	113	2024	2024	NUM
asir-55146	12	114	;	;	PUNCT
asir-55146	12	115	li	li	PROPN
asir-55146	12	116	,	,	PUNCT
asir-55146	12	117	2023	2023	NUM
asir-55146	12	118	;	;	PUNCT
asir-55146	12	119	shenyuan	shenyuan	PROPN
asir-55146	12	120	,	,	PUNCT
asir-55146	12	121	guozhong	guozhong	PROPN
asir-55146	12	122	,	,	PUNCT
asir-55146	12	123	xiaolong	xiaolong	PROPN
asir-55146	12	124	,	,	PUNCT
asir-55146	12	125	et	et	PROPN
asir-55146	12	126	al	al	PROPN
asir-55146	12	127	.	.	PROPN
asir-55146	12	128	,	,	PUNCT
asir-55146	12	129	2024	2024	NUM
asir-55146	12	130	)	)	PUNCT
asir-55146	12	131	,	,	PUNCT
asir-55146	12	132	offering	offer	VERB
asir-55146	12	133	features	feature	NOUN
asir-55146	12	134	such	such	ADJ
asir-55146	12	135	as	as	ADP
asir-55146	12	136	broad	broad	ADJ
asir-55146	12	137	monitoring	monitoring	NOUN
asir-55146	12	138	ranges	range	NOUN
asir-55146	12	139	and	and	CCONJ
asir-55146	12	140	fast	fast	ADJ
asir-55146	12	141	response	response	NOUN
asir-55146	12	142	times	time	NOUN
asir-55146	12	143	.	.	PUNCT
asir-55146	13	1	current	current	ADJ
asir-55146	13	2	fire	fire	NOUN
asir-55146	13	3	detection	detection	NOUN
asir-55146	13	4	methods	method	NOUN
asir-55146	13	5	primarily	primarily	ADV
asir-55146	13	6	focus	focus	VERB
asir-55146	13	7	on	on	ADP
asir-55146	13	8	determining	determine	VERB
asir-55146	13	9	the	the	DET
asir-55146	13	10	occurrence	occurrence	NOUN
asir-55146	13	11	of	of	ADP
asir-55146	13	12	fires	fire	NOUN
asir-55146	13	13	rather	rather	ADV
asir-55146	13	14	than	than	ADP
asir-55146	13	15	identifying	identify	VERB
asir-55146	13	16	the	the	DET
asir-55146	13	17	types	type	NOUN
asir-55146	13	18	of	of	ADP
asir-55146	13	19	burning	burn	VERB
asir-55146	13	20	materials	material	NOUN
asir-55146	13	21	.	.	PUNCT
asir-55146	14	1	for	for	ADP
asir-55146	14	2	instance	instance	NOUN
asir-55146	14	3	,	,	PUNCT
asir-55146	14	4	zhang	zhang	PROPN
asir-55146	14	5	zhiyi	zhiyi	PROPN
asir-55146	14	6	(	(	PUNCT
asir-55146	14	7	2011	2011	NUM
asir-55146	14	8	)	)	PUNCT
asir-55146	14	9	proposed	propose	VERB
asir-55146	14	10	a	a	DET
asir-55146	14	11	fire	fire	NOUN
asir-55146	14	12	combustible	combustible	NOUN
asir-55146	14	13	recognition	recognition	NOUN
asir-55146	14	14	method	method	NOUN
asir-55146	14	15	based	base	VERB
asir-55146	14	16	on	on	ADP
asir-55146	14	17	image	image	NOUN
asir-55146	14	18	processing	processing	NOUN
asir-55146	14	19	,	,	PUNCT
asir-55146	14	20	utilizing	utilize	VERB
asir-55146	14	21	infrared	infrared	ADJ
asir-55146	14	22	images	image	NOUN
asir-55146	14	23	to	to	PART
asir-55146	14	24	extract	extract	VERB
asir-55146	14	25	temperature	temperature	NOUN
asir-55146	14	26	and	and	CCONJ
asir-55146	14	27	shape	shape	NOUN
asir-55146	14	28	features	feature	NOUN
asir-55146	14	29	of	of	ADP
asir-55146	14	30	flames	flame	NOUN
asir-55146	14	31	for	for	ADP
asir-55146	14	32	identifying	identify	VERB
asir-55146	14	33	combustible	combustible	ADJ
asir-55146	14	34	types	type	NOUN
asir-55146	14	35	.	.	PUNCT
asir-55146	15	1	however	however	ADV
asir-55146	15	2	,	,	PUNCT
asir-55146	15	3	smoke	smoke	NOUN
asir-55146	15	4	generated	generate	VERB
asir-55146	15	5	during	during	ADP
asir-55146	15	6	combustion	combustion	NOUN
asir-55146	15	7	interferes	interfere	VERB
asir-55146	15	8	with	with	ADP
asir-55146	15	9	the	the	DET
asir-55146	15	10	extraction	extraction	NOUN
asir-55146	15	11	of	of	ADP
asir-55146	15	12	flame	flame	NOUN
asir-55146	15	13	features	feature	NOUN
asir-55146	15	14	.	.	PUNCT
asir-55146	16	1	jiang	jiang	PROPN
asir-55146	16	2	jingxue	jingxue	PROPN
asir-55146	16	3	(	(	PUNCT
asir-55146	16	4	2012	2012	NUM
asir-55146	16	5	)	)	PUNCT
asir-55146	16	6	used	use	VERB
asir-55146	16	7	combustion	combustion	NOUN
asir-55146	16	8	sound	sound	NOUN
asir-55146	16	9	as	as	ADP
asir-55146	16	10	a	a	DET
asir-55146	16	11	criterion	criterion	NOUN
asir-55146	16	12	for	for	ADP
asir-55146	16	13	fire	fire	NOUN
asir-55146	16	14	detection	detection	NOUN
asir-55146	16	15	;	;	PUNCT
asir-55146	16	16	different	different	ADJ
asir-55146	16	17	materials	material	NOUN
asir-55146	16	18	produce	produce	VERB
asir-55146	16	19	combustion	combustion	NOUN
asir-55146	16	20	sounds	sound	VERB
asir-55146	16	21	with	with	ADP
asir-55146	16	22	varying	vary	VERB
asir-55146	16	23	frequencies	frequency	NOUN
asir-55146	16	24	and	and	CCONJ
asir-55146	16	25	amplitudes	amplitude	NOUN
asir-55146	16	26	,	,	PUNCT
asir-55146	16	27	enabling	enable	VERB
asir-55146	16	28	the	the	DET
asir-55146	16	29	differentiation	differentiation	NOUN
asir-55146	16	30	of	of	ADP
asir-55146	16	31	fire	fire	NOUN
asir-55146	16	32	combustible	combustible	ADJ
asir-55146	16	33	categories	category	NOUN
asir-55146	16	34	.	.	PUNCT
asir-55146	17	1	nevertheless	nevertheless	ADV
asir-55146	17	2	,	,	PUNCT
asir-55146	17	3	this	this	DET
asir-55146	17	4	method	method	NOUN
asir-55146	17	5	was	be	AUX
asir-55146	17	6	tested	test	VERB
asir-55146	17	7	in	in	ADP
asir-55146	17	8	a	a	DET
asir-55146	17	9	combustion	combustion	NOUN
asir-55146	17	10	chamber	chamber	NOUN
asir-55146	17	11	,	,	PUNCT
asir-55146	17	12	where	where	SCONJ
asir-55146	17	13	real	real	ADJ
asir-55146	17	14	-	-	PUNCT
asir-55146	17	15	life	life	NOUN
asir-55146	17	16	noise	noise	NOUN
asir-55146	17	17	could	could	AUX
asir-55146	17	18	hinder	hinder	VERB
asir-55146	17	19	combustion	combustion	NOUN
asir-55146	17	20	sound	sound	NOUN
asir-55146	17	21	recognition	recognition	NOUN
asir-55146	17	22	.	.	PUNCT
asir-55146	18	1	liu	liu	PROPN
asir-55146	18	2	kai	kai	PROPN
asir-55146	18	3	et	et	PROPN
asir-55146	18	4	al	al	PROPN
asir-55146	18	5	.	.	PROPN
asir-55146	19	1	(	(	PUNCT
asir-55146	19	2	2019	2019	NUM
asir-55146	19	3	)	)	PUNCT
asir-55146	19	4	utilized	utilize	VERB
asir-55146	19	5	the	the	DET
asir-55146	19	6	distinct	distinct	ADJ
asir-55146	19	7	characteristics	characteristic	NOUN
asir-55146	19	8	of	of	ADP
asir-55146	19	9	fire	fire	NOUN
asir-55146	19	10	smoke	smoke	NOUN
asir-55146	19	11	particles	particle	NOUN
asir-55146	19	12	from	from	ADP
asir-55146	19	13	different	different	ADJ
asir-55146	19	14	combustibles	combustible	NOUN
asir-55146	19	15	as	as	ADP
asir-55146	19	16	a	a	DET
asir-55146	19	17	basis	basis	NOUN
asir-55146	19	18	for	for	ADP
asir-55146	19	19	identifying	identify	VERB
asir-55146	19	20	various	various	ADJ
asir-55146	19	21	burning	burn	VERB
asir-55146	19	22	materials	material	NOUN
asir-55146	19	23	,	,	PUNCT
asir-55146	19	24	achieving	achieve	VERB
asir-55146	19	25	a	a	DET
asir-55146	19	26	high	high	ADJ
asir-55146	19	27	accuracy	accuracy	NOUN
asir-55146	19	28	rate	rate	NOUN
asir-55146	19	29	in	in	ADP
asir-55146	19	30	combustible	combustible	ADJ
asir-55146	19	31	identification	identification	NOUN
asir-55146	19	32	.	.	PUNCT
asir-55146	20	1	however	however	ADV
asir-55146	20	2	,	,	PUNCT
asir-55146	20	3	this	this	DET
asir-55146	20	4	method	method	NOUN
asir-55146	20	5	may	may	AUX
asir-55146	20	6	face	face	VERB
asir-55146	20	7	sensor	sensor	NOUN
asir-55146	20	8	recognition	recognition	NOUN
asir-55146	20	9	challenges	challenge	NOUN
asir-55146	20	10	in	in	ADP
asir-55146	20	11	more	more	ADJ
asir-55146	20	12	complex	complex	ADJ
asir-55146	20	13	scenarios	scenario	NOUN
asir-55146	20	14	such	such	ADJ
asir-55146	20	15	as	as	ADP
asir-55146	20	16	windy	windy	ADJ
asir-55146	20	17	conditions	condition	NOUN
asir-55146	20	18	.	.	PUNCT
asir-55146	21	1	li	li	PROPN
asir-55146	21	2	peng	peng	PROPN
asir-55146	21	3	et	et	PROPN
asir-55146	21	4	al	al	PROPN
asir-55146	21	5	.	.	PROPN
asir-55146	21	6	(	(	PUNCT
asir-55146	21	7	2021	2021	NUM
asir-55146	21	8	)	)	PUNCT
asir-55146	21	9	established	establish	VERB
asir-55146	21	10	a	a	DET
asir-55146	21	11	spectral	spectral	ADJ
asir-55146	21	12	curve	curve	NOUN
asir-55146	21	13	database	database	NOUN
asir-55146	21	14	for	for	ADP
asir-55146	21	15	burning	burn	VERB
asir-55146	21	16	sulfur	sulfur	NOUN
asir-55146	21	17	(	(	PUNCT
asir-55146	21	18	nitrogen	nitrogen	NOUN
asir-55146	21	19	)	)	PUNCT
asir-55146	21	20	substances	substance	NOUN
asir-55146	21	21	,	,	PUNCT
asir-55146	21	22	comparing	compare	VERB
asir-55146	21	23	collected	collect	VERB
asir-55146	21	24	fire	fire	NOUN
asir-55146	21	25	flame	flame	NOUN
asir-55146	21	26	spectral	spectral	ADJ
asir-55146	21	27	curves	curve	NOUN
asir-55146	21	28	with	with	ADP
asir-55146	21	29	the	the	DET
asir-55146	21	30	database	database	NOUN
asir-55146	21	31	to	to	PART
asir-55146	21	32	identify	identify	VERB
asir-55146	21	33	the	the	DET
asir-55146	21	34	presence	presence	NOUN
asir-55146	21	35	of	of	ADP
asir-55146	21	36	sulfur	sulfur	NOUN
asir-55146	21	37	(	(	PUNCT
asir-55146	21	38	nitrogen	nitrogen	NOUN
asir-55146	21	39	)	)	PUNCT
asir-55146	21	40	substances	substance	NOUN
asir-55146	21	41	in	in	ADP
asir-55146	21	42	fire	fire	NOUN
asir-55146	21	43	combustibles	combustible	NOUN
asir-55146	21	44	.	.	PUNCT
asir-55146	22	1	this	this	DET
asir-55146	22	2	method	method	NOUN
asir-55146	22	3	offers	offer	VERB
asir-55146	22	4	advantages	advantage	NOUN
asir-55146	22	5	such	such	ADJ
asir-55146	22	6	as	as	ADP
asir-55146	22	7	quick	quick	ADJ
asir-55146	22	8	response	response	NOUN
asir-55146	22	9	,	,	PUNCT
asir-55146	22	10	non	non	ADJ
asir-55146	22	11	-	-	ADJ
asir-55146	22	12	destructive	destructive	ADJ
asir-55146	22	13	testing	testing	NOUN
asir-55146	22	14	,	,	PUNCT
asir-55146	22	15	and	and	CCONJ
asir-55146	22	16	high	high	ADJ
asir-55146	22	17	accuracy	accuracy	NOUN
asir-55146	22	18	.	.	PUNCT
asir-55146	23	1	flames	flame	NOUN
asir-55146	23	2	from	from	ADP
asir-55146	23	3	different	different	ADJ
asir-55146	23	4	combustibles	combustible	NOUN
asir-55146	23	5	emit	emit	VERB
asir-55146	23	6	unique	unique	ADJ
asir-55146	23	7	radiation	radiation	NOUN
asir-55146	23	8	spectra	spectra	NOUN
asir-55146	23	9	,	,	PUNCT
asir-55146	23	10	containing	contain	VERB
asir-55146	23	11	abundant	abundant	ADJ
asir-55146	23	12	information	information	NOUN
asir-55146	23	13	.	.	PUNCT
asir-55146	24	1	hence	hence	ADV
asir-55146	24	2	,	,	PUNCT
asir-55146	24	3	the	the	DET
asir-55146	24	4	author	author	NOUN
asir-55146	24	5	used	use	VERB
asir-55146	24	6	an	an	DET
asir-55146	24	7	optical	optical	ADJ
asir-55146	24	8	fiber	fiber	NOUN
asir-55146	24	9	spectrometer	spectrometer	NOUN
asir-55146	24	10	to	to	PART
asir-55146	24	11	measure	measure	VERB
asir-55146	24	12	the	the	DET
asir-55146	24	13	radiation	radiation	NOUN
asir-55146	24	14	spectra	spectra	NOUN
asir-55146	24	15	of	of	ADP
asir-55146	24	16	flames	flame	NOUN
asir-55146	24	17	under	under	ADP
asir-55146	24	18	different	different	ADJ
asir-55146	24	19	conditions	condition	NOUN
asir-55146	24	20	in	in	ADP
asir-55146	24	21	the	the	DET
asir-55146	24	22	laboratory	laboratory	NOUN
asir-55146	24	23	to	to	PART
asir-55146	24	24	investigate	investigate	VERB
asir-55146	24	25	the	the	DET
asir-55146	24	26	potential	potential	ADJ
asir-55146	24	27	use	use	NOUN
asir-55146	24	28	of	of	ADP
asir-55146	24	29	flame	flame	NOUN
asir-55146	24	30	spectroscopy	spectroscopy	NOUN
asir-55146	24	31	in	in	ADP
asir-55146	24	32	classifying	classify	VERB
asir-55146	24	33	fire	fire	NOUN
asir-55146	24	34	combustible	combustible	ADJ
asir-55146	24	35	types	type	NOUN
asir-55146	24	36	.	.	PUNCT
asir-55146	25	1	2	2	X
asir-55146	25	2	.	.	X
asir-55146	25	3	experimental	experimental	ADJ
asir-55146	25	4	materials	material	NOUN
asir-55146	25	5	and	and	CCONJ
asir-55146	25	6	instruments	instrument	NOUN
asir-55146	25	7	2.1	2.1	NUM
asir-55146	25	8	experimental	experimental	ADJ
asir-55146	25	9	materials	material	NOUN
asir-55146	25	10	the	the	DET
asir-55146	25	11	experiment	experiment	NOUN
asir-55146	25	12	is	be	AUX
asir-55146	25	13	divided	divide	VERB
asir-55146	25	14	into	into	ADP
asir-55146	25	15	two	two	NUM
asir-55146	25	16	groups	group	NOUN
asir-55146	25	17	of	of	ADP
asir-55146	25	18	combustible	combustible	ADJ
asir-55146	25	19	materials	material	NOUN
asir-55146	25	20	.	.	PUNCT
asir-55146	26	1	the	the	DET
asir-55146	26	2	first	first	ADJ
asir-55146	26	3	group	group	NOUN
asir-55146	26	4	consists	consist	VERB
asir-55146	26	5	of	of	ADP
asir-55146	26	6	solid	solid	ADJ
asir-55146	26	7	combustibles	combustible	NOUN
asir-55146	26	8	including	include	VERB
asir-55146	26	9	wood	wood	NOUN
asir-55146	26	10	and	and	CCONJ
asir-55146	26	11	paper	paper	NOUN
asir-55146	26	12	,	,	PUNCT
asir-55146	26	13	while	while	SCONJ
asir-55146	26	14	the	the	DET
asir-55146	26	15	second	second	ADJ
asir-55146	26	16	group	group	NOUN
asir-55146	26	17	comprises	comprise	VERB
asir-55146	26	18	liquid	liquid	ADJ
asir-55146	26	19	combustibles	combustible	NOUN
asir-55146	26	20	such	such	ADJ
asir-55146	26	21	as	as	ADP
asir-55146	26	22	candles	candle	NOUN
asir-55146	26	23	,	,	PUNCT
asir-55146	26	24	butter	butter	NOUN
asir-55146	26	25	,	,	PUNCT
asir-55146	26	26	alcohol	alcohol	NOUN
asir-55146	26	27	,	,	PUNCT
asir-55146	26	28	and	and	CCONJ
asir-55146	26	29	olive	olive	ADJ
asir-55146	26	30	oil	oil	NOUN
asir-55146	26	31	.	.	PUNCT
asir-55146	27	1	for	for	ADP
asir-55146	27	2	each	each	DET
asir-55146	27	3	type	type	NOUN
asir-55146	27	4	of	of	ADP
asir-55146	27	5	combustible	combustible	ADJ
asir-55146	27	6	material	material	NOUN
asir-55146	27	7	,	,	PUNCT
asir-55146	27	8	there	there	PRON
asir-55146	27	9	are	be	VERB
asir-55146	27	10	40	40	NUM
asir-55146	27	11	sets	set	NOUN
asir-55146	27	12	of	of	ADP
asir-55146	27	13	flame	flame	PROPN
asir-55146	27	14	spectral	spectral	ADJ
asir-55146	27	15	data	datum	NOUN
asir-55146	27	16	.	.	PUNCT
asir-55146	28	1	in	in	ADP
asir-55146	28	2	total	total	NOUN
asir-55146	28	3	,	,	PUNCT
asir-55146	28	4	there	there	PRON
asir-55146	28	5	are	be	VERB
asir-55146	28	6	6	6	NUM
asir-55146	28	7	sets	set	NOUN
asir-55146	28	8	of	of	ADP
asir-55146	28	9	spectral	spectral	ADJ
asir-55146	28	10	data	datum	NOUN
asir-55146	28	11	,	,	PUNCT
asir-55146	28	12	amounting	amount	VERB
asir-55146	28	13	to	to	ADP
asir-55146	28	14	240	240	NUM
asir-55146	28	15	sets	set	NOUN
asir-55146	28	16	.	.	PUNCT
asir-55146	29	1	using	use	VERB
asir-55146	29	2	the	the	DET
asir-55146	29	3	spxy	spxy	NOUN
asir-55146	29	4	method	method	NOUN
asir-55146	29	5	,	,	PUNCT
asir-55146	29	6	the	the	DET
asir-55146	29	7	different	different	ADJ
asir-55146	29	8	types	type	NOUN
asir-55146	29	9	of	of	ADP
asir-55146	29	10	combustible	combustible	ADJ
asir-55146	29	11	materials	material	NOUN
asir-55146	29	12	are	be	AUX
asir-55146	29	13	divided	divide	VERB
asir-55146	29	14	into	into	ADP
asir-55146	29	15	training	training	NOUN
asir-55146	29	16	and	and	CCONJ
asir-55146	29	17	prediction	prediction	NOUN
asir-55146	29	18	sets	set	NOUN
asir-55146	29	19	in	in	ADP
asir-55146	29	20	a	a	DET
asir-55146	29	21	3:1	3:1	NUM
asir-55146	29	22	ratio	ratio	NOUN
asir-55146	29	23	.	.	PUNCT
asir-55146	30	1	2.2	2.2	NUM
asir-55146	30	2	experimental	experimental	ADJ
asir-55146	30	3	instruments	instrument	NOUN
asir-55146	30	4	the	the	DET
asir-55146	30	5	working	work	VERB
asir-55146	30	6	principle	principle	NOUN
asir-55146	30	7	of	of	ADP
asir-55146	30	8	the	the	DET
asir-55146	30	9	spectral	spectral	ADJ
asir-55146	30	10	acquisition	acquisition	NOUN
asir-55146	30	11	system	system	NOUN
asir-55146	30	12	is	be	AUX
asir-55146	30	13	illustrated	illustrate	VERB
asir-55146	30	14	in	in	ADP
asir-55146	30	15	figure	figure	NOUN
asir-55146	30	16	1	1	NUM
asir-55146	30	17	.	.	PUNCT
asir-55146	31	1	the	the	DET
asir-55146	31	2	primary	primary	ADJ
asir-55146	31	3	instrument	instrument	NOUN
asir-55146	31	4	used	use	VERB
asir-55146	31	5	in	in	ADP
asir-55146	31	6	this	this	DET
asir-55146	31	7	experiment	experiment	NOUN
asir-55146	31	8	is	be	AUX
asir-55146	31	9	the	the	DET
asir-55146	31	10	aurora	aurora	PROPN
asir-55146	31	11	4000	4000	NUM
asir-55146	31	12	spectrometer	spectrometer	NOUN
asir-55146	31	13	.	.	PUNCT
asir-55146	32	1	this	this	DET
asir-55146	32	2	spectrometer	spectrometer	NOUN
asir-55146	32	3	operates	operate	VERB
asir-55146	32	4	within	within	ADP
asir-55146	32	5	a	a	DET
asir-55146	32	6	wavelength	wavelength	NOUN
asir-55146	32	7	range	range	NOUN
asir-55146	32	8	of	of	ADP
asir-55146	32	9	200	200	NUM
asir-55146	32	10	-	-	SYM
asir-55146	32	11	1100	1100	NUM
asir-55146	32	12	nm	nm	NOUN
asir-55146	32	13	.	.	PUNCT
asir-55146	33	1	in	in	ADP
asir-55146	33	2	this	this	DET
asir-55146	33	3	experiment	experiment	NOUN
asir-55146	33	4	,	,	PUNCT
asir-55146	33	5	the	the	DET
asir-55146	33	6	optical	optical	ADJ
asir-55146	33	7	imaging	imaging	NOUN
asir-55146	33	8	principle	principle	NOUN
asir-55146	33	9	is	be	AUX
asir-55146	33	10	employed	employ	VERB
asir-55146	33	11	.	.	PUNCT
asir-55146	34	1	the	the	DET
asir-55146	34	2	flame	flame	NOUN
asir-55146	34	3	of	of	ADP
asir-55146	34	4	combustion	combustion	NOUN
asir-55146	34	5	is	be	AUX
asir-55146	34	6	passed	pass	VERB
asir-55146	34	7	through	through	ADP
asir-55146	34	8	a	a	DET
asir-55146	34	9	convex	convex	ADJ
asir-55146	34	10	lens	lens	NOUN
asir-55146	34	11	,	,	PUNCT
asir-55146	34	12	creating	create	VERB
asir-55146	34	13	an	an	DET
asir-55146	34	14	inverted	inverted	ADJ
asir-55146	34	15	real	real	ADJ
asir-55146	34	16	image	image	NOUN
asir-55146	34	17	on	on	ADP
asir-55146	34	18	a	a	DET
asir-55146	34	19	screen	screen	NOUN
asir-55146	34	20	on	on	ADP
asir-55146	34	21	the	the	DET
asir-55146	34	22	other	other	ADJ
asir-55146	34	23	side	side	NOUN
asir-55146	34	24	of	of	ADP
asir-55146	34	25	the	the	DET
asir-55146	34	26	lens	len	NOUN
asir-55146	34	27	.	.	PUNCT
asir-55146	35	1	by	by	ADP
asir-55146	35	2	placing	place	VERB
asir-55146	35	3	the	the	DET
asir-55146	35	4	probe	probe	NOUN
asir-55146	35	5	of	of	ADP
asir-55146	35	6	the	the	DET
asir-55146	35	7	fiber	fiber	NOUN
asir-55146	35	8	optic	optic	NOUN
asir-55146	35	9	outside	outside	ADP
asir-55146	35	10	the	the	DET
asir-55146	35	11	screen	screen	NOUN
asir-55146	35	12	and	and	CCONJ
asir-55146	35	13	aligning	align	VERB
asir-55146	35	14	it	it	PRON
asir-55146	35	15	with	with	ADP
asir-55146	35	16	the	the	DET
asir-55146	35	17	flame	flame	NOUN
asir-55146	35	18	through	through	ADP
asir-55146	35	19	a	a	DET
asir-55146	35	20	small	small	ADJ
asir-55146	35	21	hole	hole	NOUN
asir-55146	35	22	,	,	PUNCT
asir-55146	35	23	flame	flame	NOUN
asir-55146	35	24	spectra	spectra	NOUN
asir-55146	35	25	from	from	ADP
asir-55146	35	26	different	different	ADJ
asir-55146	35	27	parts	part	NOUN
asir-55146	35	28	of	of	ADP
asir-55146	35	29	the	the	DET
asir-55146	35	30	flame	flame	NOUN
asir-55146	35	31	can	can	AUX
asir-55146	35	32	be	be	AUX
asir-55146	35	33	collected	collect	VERB
asir-55146	35	34	.	.	PUNCT
asir-55146	36	1	a	a	DET
asir-55146	36	2	total	total	NOUN
asir-55146	36	3	of	of	ADP
asir-55146	36	4	40	40	NUM
asir-55146	36	5	data	datum	NOUN
asir-55146	36	6	points	point	NOUN
asir-55146	36	7	are	be	AUX
asir-55146	36	8	collected	collect	VERB
asir-55146	36	9	by	by	ADP
asir-55146	36	10	the	the	DET
asir-55146	36	11	spectrometer	spectrometer	NOUN
asir-55146	36	12	at	at	ADP
asir-55146	36	13	different	different	ADJ
asir-55146	36	14	positions	position	NOUN
asir-55146	36	15	within	within	ADP
asir-55146	36	16	the	the	DET
asir-55146	36	17	flame	flame	NOUN
asir-55146	36	18	of	of	ADP
asir-55146	36	19	each	each	DET
asir-55146	36	20	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55146	36	21	applied	apply	VERB
asir-55146	36	22	science	science	NOUN
asir-55146	36	23	and	and	CCONJ
asir-55146	36	24	innovative	innovative	ADJ
asir-55146	36	25	research	research	NOUN
asir-55146	36	26	vol	vol	NOUN
asir-55146	36	27	.	.	PROPN
asir-55146	37	1	8	8	NUM
asir-55146	37	2	,	,	PUNCT
asir-55146	37	3	no	no	INTJ
asir-55146	37	4	.	.	NOUN
asir-55146	37	5	4	4	NUM
asir-55146	37	6	,	,	PUNCT
asir-55146	37	7	2024	2024	NUM
asir-55146	37	8	38	38	NUM
asir-55146	37	9	published	publish	VERB
asir-55146	37	10	by	by	ADP
asir-55146	37	11	scholink	scholink	PROPN
asir-55146	37	12	inc	inc	PROPN
asir-55146	37	13	.	.	PROPN
asir-55146	37	14	combustible	combustible	ADJ
asir-55146	37	15	material	material	NOUN
asir-55146	37	16	.	.	PUNCT
asir-55146	38	1	figure	figure	NOUN
asir-55146	38	2	1	1	NUM
asir-55146	38	3	.	.	PUNCT
asir-55146	39	1	experimental	experimental	ADJ
asir-55146	39	2	principle	principle	PROPN
asir-55146	39	3	diagram	diagram	NOUN
asir-55146	39	4	3	3	NUM
asir-55146	39	5	.	.	PUNCT
asir-55146	39	6	data	datum	NOUN
asir-55146	39	7	processing	processing	NOUN
asir-55146	39	8	and	and	CCONJ
asir-55146	39	9	analysis	analysis	NOUN
asir-55146	39	10	methods	method	NOUN
asir-55146	39	11	3.1	3.1	NUM
asir-55146	39	12	spectral	spectral	ADJ
asir-55146	39	13	data	datum	NOUN
asir-55146	39	14	preprocessing	preprocesse	VERB
asir-55146	39	15	the	the	DET
asir-55146	39	16	obtained	obtain	VERB
asir-55146	39	17	spectral	spectral	ADJ
asir-55146	39	18	data	datum	NOUN
asir-55146	39	19	contains	contain	VERB
asir-55146	39	20	additional	additional	ADJ
asir-55146	39	21	irrelevant	irrelevant	ADJ
asir-55146	39	22	information	information	NOUN
asir-55146	39	23	,	,	PUNCT
asir-55146	39	24	such	such	ADJ
asir-55146	39	25	as	as	ADP
asir-55146	39	26	interference	interference	NOUN
asir-55146	39	27	from	from	ADP
asir-55146	39	28	natural	natural	ADJ
asir-55146	39	29	light	light	NOUN
asir-55146	39	30	,	,	PUNCT
asir-55146	39	31	noise	noise	NOUN
asir-55146	39	32	possibly	possibly	ADV
asir-55146	39	33	generated	generate	VERB
asir-55146	39	34	by	by	ADP
asir-55146	39	35	the	the	DET
asir-55146	39	36	camera	camera	NOUN
asir-55146	39	37	or	or	CCONJ
asir-55146	39	38	instrument	instrument	NOUN
asir-55146	39	39	,	,	PUNCT
asir-55146	39	40	or	or	CCONJ
asir-55146	39	41	spectral	spectral	ADJ
asir-55146	39	42	variations	variation	NOUN
asir-55146	39	43	.	.	PUNCT
asir-55146	40	1	therefore	therefore	ADV
asir-55146	40	2	,	,	PUNCT
asir-55146	40	3	preprocessing	preprocessing	NOUN
asir-55146	40	4	is	be	AUX
asir-55146	40	5	essential	essential	ADJ
asir-55146	40	6	before	before	ADP
asir-55146	40	7	conducting	conduct	VERB
asir-55146	40	8	classification	classification	NOUN
asir-55146	40	9	modeling	modeling	NOUN
asir-55146	40	10	to	to	PART
asir-55146	40	11	eliminate	eliminate	VERB
asir-55146	40	12	this	this	DET
asir-55146	40	13	extraneous	extraneous	ADJ
asir-55146	40	14	information	information	NOUN
asir-55146	40	15	,	,	PUNCT
asir-55146	40	16	reduce	reduce	VERB
asir-55146	40	17	model	model	NOUN
asir-55146	40	18	complexity	complexity	NOUN
asir-55146	40	19	,	,	PUNCT
asir-55146	40	20	and	and	CCONJ
asir-55146	40	21	enhance	enhance	VERB
asir-55146	40	22	the	the	DET
asir-55146	40	23	robustness	robustness	NOUN
asir-55146	40	24	and	and	CCONJ
asir-55146	40	25	accuracy	accuracy	NOUN
asir-55146	40	26	of	of	ADP
asir-55146	40	27	both	both	CCONJ
asir-55146	40	28	the	the	DET
asir-55146	40	29	spectral	spectral	ADJ
asir-55146	40	30	data	datum	NOUN
asir-55146	40	31	and	and	CCONJ
asir-55146	40	32	the	the	DET
asir-55146	40	33	classification	classification	NOUN
asir-55146	40	34	model	model	NOUN
asir-55146	40	35	.	.	PUNCT
asir-55146	41	1	in	in	ADP
asir-55146	41	2	essence	essence	NOUN
asir-55146	41	3	,	,	PUNCT
asir-55146	41	4	preprocessing	preprocessing	NOUN
asir-55146	41	5	of	of	ADP
asir-55146	41	6	spectral	spectral	ADJ
asir-55146	41	7	data	datum	NOUN
asir-55146	41	8	is	be	AUX
asir-55146	41	9	an	an	DET
asir-55146	41	10	indispensable	indispensable	ADJ
asir-55146	41	11	step	step	NOUN
asir-55146	41	12	in	in	ADP
asir-55146	41	13	establishing	establish	VERB
asir-55146	41	14	a	a	DET
asir-55146	41	15	combustible	combustible	ADJ
asir-55146	41	16	material	material	NOUN
asir-55146	41	17	classification	classification	NOUN
asir-55146	41	18	model	model	NOUN
asir-55146	41	19	.	.	PUNCT
asir-55146	42	1	different	different	ADJ
asir-55146	42	2	preprocessing	preprocessing	NOUN
asir-55146	42	3	methods	method	NOUN
asir-55146	42	4	are	be	AUX
asir-55146	42	5	needed	need	VERB
asir-55146	42	6	for	for	ADP
asir-55146	42	7	varying	vary	VERB
asir-55146	42	8	analysis	analysis	NOUN
asir-55146	42	9	systems	system	NOUN
asir-55146	42	10	and	and	CCONJ
asir-55146	42	11	issues	issue	NOUN
asir-55146	42	12	at	at	ADP
asir-55146	42	13	hand	hand	NOUN
asir-55146	42	14	;	;	PUNCT
asir-55146	42	15	thus	thus	ADV
asir-55146	42	16	,	,	PUNCT
asir-55146	42	17	a	a	DET
asir-55146	42	18	single	single	ADJ
asir-55146	42	19	preprocessing	preprocessing	NOUN
asir-55146	42	20	method	method	NOUN
asir-55146	42	21	is	be	AUX
asir-55146	42	22	insufficient	insufficient	ADJ
asir-55146	42	23	.	.	PUNCT
asir-55146	43	1	in	in	ADP
asir-55146	43	2	this	this	DET
asir-55146	43	3	experiment	experiment	NOUN
asir-55146	43	4	,	,	PUNCT
asir-55146	43	5	sg	sg	SCONJ
asir-55146	43	6	smoothing	smoothing	NOUN
asir-55146	43	7	and	and	CCONJ
asir-55146	43	8	principal	principal	ADJ
asir-55146	43	9	component	component	NOUN
asir-55146	43	10	analysis	analysis	NOUN
asir-55146	43	11	(	(	PUNCT
asir-55146	43	12	pca	pca	NOUN
asir-55146	43	13	)	)	PUNCT
asir-55146	43	14	preprocessing	preprocessing	NOUN
asir-55146	43	15	methods	method	NOUN
asir-55146	43	16	are	be	AUX
asir-55146	43	17	employed	employ	VERB
asir-55146	43	18	to	to	PART
asir-55146	43	19	preprocess	preprocess	VERB
asir-55146	43	20	the	the	DET
asir-55146	43	21	flame	flame	NOUN
asir-55146	43	22	spectra	spectra	NOUN
asir-55146	43	23	with	with	ADP
asir-55146	43	24	the	the	DET
asir-55146	43	25	aim	aim	NOUN
asir-55146	43	26	of	of	ADP
asir-55146	43	27	reducing	reduce	VERB
asir-55146	43	28	noise	noise	NOUN
asir-55146	43	29	interference	interference	NOUN
asir-55146	43	30	and	and	CCONJ
asir-55146	43	31	improving	improve	VERB
asir-55146	43	32	the	the	DET
asir-55146	43	33	signal	signal	NOUN
asir-55146	43	34	-	-	PUNCT
asir-55146	43	35	to	to	ADP
asir-55146	43	36	-	-	PUNCT
asir-55146	43	37	noise	noise	NOUN
asir-55146	43	38	ratio	ratio	NOUN
asir-55146	43	39	.	.	PUNCT
asir-55146	44	1	3.2	3.2	NUM
asir-55146	44	2	data	datum	NOUN
asir-55146	44	3	processing	processing	NOUN
asir-55146	44	4	and	and	CCONJ
asir-55146	44	5	analysis	analysis	NOUN
asir-55146	44	6	methods	method	NOUN
asir-55146	44	7	in	in	ADP
asir-55146	44	8	this	this	DET
asir-55146	44	9	study	study	NOUN
asir-55146	44	10	,	,	PUNCT
asir-55146	44	11	the	the	DET
asir-55146	44	12	sample	sample	NOUN
asir-55146	44	13	set	set	NOUN
asir-55146	44	14	is	be	AUX
asir-55146	44	15	divided	divide	VERB
asir-55146	44	16	into	into	ADP
asir-55146	44	17	training	training	NOUN
asir-55146	44	18	and	and	CCONJ
asir-55146	44	19	prediction	prediction	NOUN
asir-55146	44	20	sets	set	NOUN
asir-55146	44	21	in	in	ADP
asir-55146	44	22	a	a	DET
asir-55146	44	23	3:1	3:1	NUM
asir-55146	44	24	ratio	ratio	NOUN
asir-55146	44	25	using	use	VERB
asir-55146	44	26	the	the	DET
asir-55146	44	27	spxy	spxy	NOUN
asir-55146	44	28	splitting	splitting	NOUN
asir-55146	44	29	method	method	NOUN
asir-55146	44	30	.	.	PUNCT
asir-55146	45	1	based	base	VERB
asir-55146	45	2	on	on	ADP
asir-55146	45	3	the	the	DET
asir-55146	45	4	training	training	NOUN
asir-55146	45	5	set	set	NOUN
asir-55146	45	6	,	,	PUNCT
asir-55146	45	7	combustible	combustible	ADJ
asir-55146	45	8	material	material	NOUN
asir-55146	45	9	classification	classification	NOUN
asir-55146	45	10	models	model	NOUN
asir-55146	45	11	are	be	AUX
asir-55146	45	12	established	establish	VERB
asir-55146	45	13	using	use	VERB
asir-55146	45	14	five	five	NUM
asir-55146	45	15	algorithms	algorithm	NOUN
asir-55146	45	16	:	:	PUNCT
asir-55146	45	17	adaboost	adaboost	ADV
asir-55146	45	18	,	,	PUNCT
asir-55146	45	19	random	random	ADJ
asir-55146	45	20	forest	forest	NOUN
asir-55146	45	21	,	,	PUNCT
asir-55146	45	22	gradient	gradient	ADJ
asir-55146	45	23	boosting	boosting	NOUN
asir-55146	45	24	,	,	PUNCT
asir-55146	45	25	decision	decision	NOUN
asir-55146	45	26	tree	tree	NOUN
asir-55146	45	27	,	,	PUNCT
asir-55146	45	28	and	and	CCONJ
asir-55146	45	29	svm	svm	PROPN
asir-55146	45	30	.	.	PROPN
asir-55146	45	31	subsequently	subsequently	ADV
asir-55146	45	32	,	,	PUNCT
asir-55146	45	33	these	these	DET
asir-55146	45	34	models	model	NOUN
asir-55146	45	35	are	be	AUX
asir-55146	45	36	used	use	VERB
asir-55146	45	37	to	to	PART
asir-55146	45	38	classify	classify	VERB
asir-55146	45	39	the	the	DET
asir-55146	45	40	prediction	prediction	NOUN
asir-55146	45	41	set	set	NOUN
asir-55146	45	42	,	,	PUNCT
asir-55146	45	43	and	and	CCONJ
asir-55146	45	44	the	the	DET
asir-55146	45	45	model	model	NOUN
asir-55146	45	46	performance	performance	NOUN
asir-55146	45	47	is	be	AUX
asir-55146	45	48	evaluated	evaluate	VERB
asir-55146	45	49	and	and	CCONJ
asir-55146	45	50	compared	compare	VERB
asir-55146	45	51	based	base	VERB
asir-55146	45	52	on	on	ADP
asir-55146	45	53	model	model	NOUN
asir-55146	45	54	reports	report	NOUN
asir-55146	45	55	to	to	PART
asir-55146	45	56	identify	identify	VERB
asir-55146	45	57	the	the	DET
asir-55146	45	58	optimal	optimal	ADJ
asir-55146	45	59	data	datum	NOUN
asir-55146	45	60	modeling	modeling	NOUN
asir-55146	45	61	approach	approach	NOUN
asir-55146	45	62	.	.	PUNCT
asir-55146	46	1	3.3	3.3	NUM
asir-55146	46	2	model	model	NOUN
asir-55146	46	3	evaluation	evaluation	NOUN
asir-55146	46	4	methods	method	NOUN
asir-55146	46	5	accuracy	accuracy	NOUN
asir-55146	46	6	:	:	PUNCT
asir-55146	46	7	measures	measure	VERB
asir-55146	46	8	the	the	DET
asir-55146	46	9	proportion	proportion	NOUN
asir-55146	46	10	of	of	ADP
asir-55146	46	11	correct	correct	ADJ
asir-55146	46	12	predictions	prediction	NOUN
asir-55146	46	13	out	out	ADP
asir-55146	46	14	of	of	ADP
asir-55146	46	15	the	the	DET
asir-55146	46	16	total	total	ADJ
asir-55146	46	17	predictions	prediction	NOUN
asir-55146	46	18	made	make	VERB
asir-55146	46	19	.	.	PUNCT
asir-55146	47	1	precision	precision	NOUN
asir-55146	47	2	:	:	PUNCT
asir-55146	47	3	indicates	indicate	VERB
asir-55146	47	4	the	the	DET
asir-55146	47	5	proportion	proportion	NOUN
asir-55146	47	6	of	of	ADP
asir-55146	47	7	true	true	ADJ
asir-55146	47	8	positive	positive	ADJ
asir-55146	47	9	predictions	prediction	NOUN
asir-55146	47	10	out	out	ADP
asir-55146	47	11	of	of	ADP
asir-55146	47	12	all	all	DET
asir-55146	47	13	positive	positive	ADJ
asir-55146	47	14	predictions	prediction	NOUN
asir-55146	47	15	made	make	VERB
asir-55146	47	16	.	.	PUNCT
asir-55146	48	1	recall	recall	NOUN
asir-55146	48	2	(	(	PUNCT
asir-55146	48	3	sensitivity	sensitivity	NOUN
asir-55146	48	4	):	):	PUNCT
asir-55146	48	5	calculates	calculate	VERB
asir-55146	48	6	the	the	DET
asir-55146	48	7	proportion	proportion	NOUN
asir-55146	48	8	of	of	ADP
asir-55146	48	9	true	true	ADJ
asir-55146	48	10	positives	positive	NOUN
asir-55146	48	11	identified	identify	VERB
asir-55146	48	12	correctly	correctly	ADV
asir-55146	48	13	out	out	ADP
asir-55146	48	14	of	of	ADP
asir-55146	48	15	all	all	DET
asir-55146	48	16	actual	actual	ADJ
asir-55146	48	17	positives	positive	NOUN
asir-55146	48	18	.	.	PUNCT
asir-55146	49	1	f1	f1	NOUN
asir-55146	49	2	score	score	NOUN
asir-55146	49	3	:	:	PUNCT
asir-55146	49	4	harmonic	harmonic	ADJ
asir-55146	49	5	mean	mean	NOUN
asir-55146	49	6	of	of	ADP
asir-55146	49	7	precision	precision	NOUN
asir-55146	49	8	and	and	CCONJ
asir-55146	49	9	recall	recall	NOUN
asir-55146	49	10	,	,	PUNCT
asir-55146	49	11	providing	provide	VERB
asir-55146	49	12	a	a	DET
asir-55146	49	13	balance	balance	NOUN
asir-55146	49	14	between	between	ADP
asir-55146	49	15	the	the	DET
asir-55146	49	16	two	two	NUM
asir-55146	49	17	metrics	metric	NOUN
asir-55146	49	18	.	.	PUNCT
asir-55146	50	1	4	4	X
asir-55146	50	2	.	.	X
asir-55146	50	3	experimental	experimental	ADJ
asir-55146	50	4	results	result	NOUN
asir-55146	50	5	4.1	4.1	NUM
asir-55146	50	6	savitzky	savitzky	NOUN
asir-55146	50	7	-	-	PUNCT
asir-55146	50	8	golay	golay	NOUN
asir-55146	50	9	smoothing	smooth	VERB
asir-55146	50	10	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55146	50	11	applied	apply	VERB
asir-55146	50	12	science	science	NOUN
asir-55146	50	13	and	and	CCONJ
asir-55146	50	14	innovative	innovative	ADJ
asir-55146	50	15	research	research	NOUN
asir-55146	50	16	vol	vol	NOUN
asir-55146	50	17	.	.	PROPN
asir-55146	51	1	8	8	NUM
asir-55146	51	2	,	,	PUNCT
asir-55146	51	3	no	no	INTJ
asir-55146	51	4	.	.	NOUN
asir-55146	51	5	4	4	NUM
asir-55146	51	6	,	,	PUNCT
asir-55146	51	7	2024	2024	NUM
asir-55146	51	8	39	39	NUM
asir-55146	51	9	published	publish	VERB
asir-55146	51	10	by	by	ADP
asir-55146	51	11	scholink	scholink	PROPN
asir-55146	51	12	inc	inc	PROPN
asir-55146	51	13	.	.	PROPN
asir-55146	51	14	during	during	ADP
asir-55146	51	15	the	the	DET
asir-55146	51	16	spectral	spectral	ADJ
asir-55146	51	17	data	data	PROPN
asir-55146	51	18	collection	collection	NOUN
asir-55146	51	19	process	process	NOUN
asir-55146	51	20	,	,	PUNCT
asir-55146	51	21	the	the	DET
asir-55146	51	22	probe	probe	NOUN
asir-55146	51	23	occasionally	occasionally	ADV
asir-55146	51	24	moves	move	VERB
asir-55146	51	25	slightly	slightly	ADV
asir-55146	51	26	to	to	PART
asir-55146	51	27	capture	capture	VERB
asir-55146	51	28	data	datum	NOUN
asir-55146	51	29	from	from	ADP
asir-55146	51	30	different	different	ADJ
asir-55146	51	31	positions	position	NOUN
asir-55146	51	32	within	within	ADP
asir-55146	51	33	the	the	DET
asir-55146	51	34	flame	flame	NOUN
asir-55146	51	35	.	.	PUNCT
asir-55146	52	1	the	the	DET
asir-55146	52	2	average	average	ADJ
asir-55146	52	3	value	value	NOUN
asir-55146	52	4	of	of	ADP
asir-55146	52	5	these	these	DET
asir-55146	52	6	data	datum	NOUN
asir-55146	52	7	points	point	NOUN
asir-55146	52	8	is	be	AUX
asir-55146	52	9	taken	take	VERB
asir-55146	52	10	as	as	ADP
asir-55146	52	11	the	the	DET
asir-55146	52	12	spectral	spectral	ADJ
asir-55146	52	13	value	value	NOUN
asir-55146	52	14	for	for	ADP
asir-55146	52	15	that	that	DET
asir-55146	52	16	sample	sample	NOUN
asir-55146	52	17	.	.	PUNCT
asir-55146	53	1	by	by	ADP
asir-55146	53	2	averaging	average	VERB
asir-55146	53	3	the	the	DET
asir-55146	53	4	spectral	spectral	ADJ
asir-55146	53	5	data	datum	NOUN
asir-55146	53	6	for	for	ADP
asir-55146	53	7	each	each	DET
asir-55146	53	8	sample	sample	NOUN
asir-55146	53	9	,	,	PUNCT
asir-55146	53	10	the	the	DET
asir-55146	53	11	original	original	ADJ
asir-55146	53	12	spectral	spectral	ADJ
asir-55146	53	13	curves	curve	NOUN
asir-55146	53	14	for	for	ADP
asir-55146	53	15	wood	wood	NOUN
asir-55146	53	16	,	,	PUNCT
asir-55146	53	17	paper	paper	NOUN
asir-55146	53	18	,	,	PUNCT
asir-55146	53	19	candle	candle	NOUN
asir-55146	53	20	,	,	PUNCT
asir-55146	53	21	butter	butter	NOUN
asir-55146	53	22	,	,	PUNCT
asir-55146	53	23	alcohol	alcohol	NOUN
asir-55146	53	24	,	,	PUNCT
asir-55146	53	25	and	and	CCONJ
asir-55146	53	26	olive	olive	ADJ
asir-55146	53	27	oil	oil	NOUN
asir-55146	53	28	are	be	AUX
asir-55146	53	29	obtained	obtain	VERB
asir-55146	53	30	,	,	PUNCT
asir-55146	53	31	as	as	SCONJ
asir-55146	53	32	shown	show	VERB
asir-55146	53	33	in	in	ADP
asir-55146	53	34	figure	figure	NOUN
asir-55146	53	35	2(a	2(a	NUM
asir-55146	53	36	)	)	PUNCT
asir-55146	53	37	.	.	PUNCT
asir-55146	54	1	the	the	DET
asir-55146	54	2	spectral	spectral	ADJ
asir-55146	54	3	curves	curve	NOUN
asir-55146	54	4	after	after	ADP
asir-55146	54	5	savitzky	savitzky	NOUN
asir-55146	54	6	-	-	PUNCT
asir-55146	54	7	golay	golay	NOUN
asir-55146	54	8	smoothing	smoothing	NOUN
asir-55146	54	9	are	be	AUX
asir-55146	54	10	depicted	depict	VERB
asir-55146	54	11	in	in	ADP
asir-55146	54	12	figure	figure	NOUN
asir-55146	54	13	2(b).from	2(b).from	NUM
asir-55146	54	14	the	the	DET
asir-55146	54	15	figures	figure	NOUN
asir-55146	54	16	,	,	PUNCT
asir-55146	54	17	it	it	PRON
asir-55146	54	18	can	can	AUX
asir-55146	54	19	be	be	AUX
asir-55146	54	20	observed	observe	VERB
asir-55146	54	21	that	that	SCONJ
asir-55146	54	22	within	within	ADP
asir-55146	54	23	the	the	DET
asir-55146	54	24	wavelength	wavelength	NOUN
asir-55146	54	25	range	range	NOUN
asir-55146	54	26	of	of	ADP
asir-55146	54	27	400	400	NUM
asir-55146	54	28	-	-	SYM
asir-55146	54	29	1100	1100	NUM
asir-55146	54	30	nm	nm	NOUN
asir-55146	54	31	,	,	PUNCT
asir-55146	54	32	the	the	DET
asir-55146	54	33	spectral	spectral	ADJ
asir-55146	54	34	curves	curve	NOUN
asir-55146	54	35	of	of	ADP
asir-55146	54	36	various	various	ADJ
asir-55146	54	37	combustible	combustible	ADJ
asir-55146	54	38	samples	sample	NOUN
asir-55146	54	39	exhibit	exhibit	VERB
asir-55146	54	40	similar	similar	ADJ
asir-55146	54	41	shapes	shape	NOUN
asir-55146	54	42	,	,	PUNCT
asir-55146	54	43	making	make	VERB
asir-55146	54	44	it	it	PRON
asir-55146	54	45	challenging	challenge	VERB
asir-55146	54	46	to	to	PART
asir-55146	54	47	directly	directly	ADV
asir-55146	54	48	classify	classify	VERB
asir-55146	54	49	the	the	DET
asir-55146	54	50	different	different	ADJ
asir-55146	54	51	combustible	combustible	ADJ
asir-55146	54	52	materials	material	NOUN
asir-55146	54	53	.	.	PUNCT
asir-55146	55	1	therefore	therefore	ADV
asir-55146	55	2	,	,	PUNCT
asir-55146	55	3	modeling	modeling	NOUN
asir-55146	55	4	and	and	CCONJ
asir-55146	55	5	classification	classification	NOUN
asir-55146	55	6	are	be	AUX
asir-55146	55	7	necessary	necessary	ADJ
asir-55146	55	8	to	to	PART
asir-55146	55	9	distinguish	distinguish	VERB
asir-55146	55	10	between	between	ADP
asir-55146	55	11	them	they	PRON
asir-55146	55	12	.	.	PUNCT
asir-55146	56	1	(	(	PUNCT
asir-55146	56	2	a	a	X
asir-55146	56	3	)	)	PUNCT
asir-55146	56	4	original	original	ADJ
asir-55146	56	5	spectra	spectra	NOUN
asir-55146	56	6	(	(	PUNCT
asir-55146	56	7	b	b	NOUN
asir-55146	56	8	)	)	PUNCT
asir-55146	56	9	spectra	spectra	NOUN
asir-55146	56	10	after	after	ADP
asir-55146	56	11	sg	sg	ADP
asir-55146	56	12	smoothing	smooth	VERB
asir-55146	56	13	figure	figure	NOUN
asir-55146	56	14	2	2	NUM
asir-55146	56	15	.	.	PUNCT
asir-55146	56	16	combustible	combustible	ADJ
asir-55146	56	17	material	material	NOUN
asir-55146	56	18	spectra	spectra	PROPN
asir-55146	56	19	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55146	56	20	applied	apply	VERB
asir-55146	56	21	science	science	NOUN
asir-55146	56	22	and	and	CCONJ
asir-55146	56	23	innovative	innovative	ADJ
asir-55146	56	24	research	research	NOUN
asir-55146	56	25	vol	vol	NOUN
asir-55146	56	26	.	.	PROPN
asir-55146	57	1	8	8	NUM
asir-55146	57	2	,	,	PUNCT
asir-55146	57	3	no	no	INTJ
asir-55146	57	4	.	.	NOUN
asir-55146	57	5	4	4	NUM
asir-55146	57	6	,	,	PUNCT
asir-55146	57	7	2024	2024	NUM
asir-55146	57	8	40	40	NUM
asir-55146	57	9	published	publish	VERB
asir-55146	57	10	by	by	ADP
asir-55146	57	11	scholink	scholink	PROPN
asir-55146	57	12	inc	inc	PROPN
asir-55146	57	13	.	.	PROPN
asir-55146	57	14	4.2	4.2	NUM
asir-55146	57	15	pca	pca	PROPN
asir-55146	57	16	feature	feature	NOUN
asir-55146	57	17	band	band	NOUN
asir-55146	57	18	extraction	extraction	NOUN
asir-55146	57	19	using	use	VERB
asir-55146	57	20	pca	pca	PROPN
asir-55146	57	21	for	for	ADP
asir-55146	57	22	principal	principal	ADJ
asir-55146	57	23	component	component	NOUN
asir-55146	57	24	analysis	analysis	NOUN
asir-55146	57	25	,	,	PUNCT
asir-55146	57	26	the	the	DET
asir-55146	57	27	spatial	spatial	ADJ
asir-55146	57	28	distribution	distribution	NOUN
asir-55146	57	29	scatter	scatter	NOUN
asir-55146	57	30	plot	plot	NOUN
asir-55146	57	31	of	of	ADP
asir-55146	57	32	the	the	DET
asir-55146	57	33	first	first	ADJ
asir-55146	57	34	three	three	NUM
asir-55146	57	35	principal	principal	ADJ
asir-55146	57	36	components	component	NOUN
asir-55146	57	37	(	(	PUNCT
asir-55146	57	38	pc1	pc1	NOUN
asir-55146	57	39	-	-	PUNCT
asir-55146	57	40	pc3	pc3	PROPN
asir-55146	57	41	)	)	PUNCT
asir-55146	57	42	for	for	ADP
asir-55146	57	43	the	the	DET
asir-55146	57	44	six	six	NUM
asir-55146	57	45	combustible	combustible	ADJ
asir-55146	57	46	material	material	NOUN
asir-55146	57	47	samples	sample	NOUN
asir-55146	57	48	—	—	PUNCT
asir-55146	57	49	wood	wood	NOUN
asir-55146	57	50	,	,	PUNCT
asir-55146	57	51	paper	paper	NOUN
asir-55146	57	52	,	,	PUNCT
asir-55146	57	53	candle	candle	NOUN
asir-55146	57	54	,	,	PUNCT
asir-55146	57	55	butter	butter	NOUN
asir-55146	57	56	,	,	PUNCT
asir-55146	57	57	alcohol	alcohol	NOUN
asir-55146	57	58	,	,	PUNCT
asir-55146	57	59	and	and	CCONJ
asir-55146	57	60	olive	olive	ADJ
asir-55146	57	61	oil	oil	NOUN
asir-55146	57	62	—	—	PUNCT
asir-55146	57	63	is	be	AUX
asir-55146	57	64	shown	show	VERB
asir-55146	57	65	in	in	ADP
asir-55146	57	66	figure	figure	NOUN
asir-55146	57	67	3(a	3(a	NUM
asir-55146	57	68	)	)	PUNCT
asir-55146	57	69	.	.	PUNCT
asir-55146	58	1	it	it	PRON
asir-55146	58	2	can	can	AUX
asir-55146	58	3	be	be	AUX
asir-55146	58	4	observed	observe	VERB
asir-55146	58	5	that	that	SCONJ
asir-55146	58	6	there	there	PRON
asir-55146	58	7	is	be	VERB
asir-55146	58	8	a	a	DET
asir-55146	58	9	certain	certain	ADJ
asir-55146	58	10	degree	degree	NOUN
asir-55146	58	11	of	of	ADP
asir-55146	58	12	overlap	overlap	NOUN
asir-55146	58	13	in	in	ADP
asir-55146	58	14	the	the	DET
asir-55146	58	15	spatial	spatial	ADJ
asir-55146	58	16	distribution	distribution	NOUN
asir-55146	58	17	of	of	ADP
asir-55146	58	18	samples	sample	NOUN
asir-55146	58	19	from	from	ADP
asir-55146	58	20	adjacent	adjacent	ADJ
asir-55146	58	21	classes	class	NOUN
asir-55146	58	22	,	,	PUNCT
asir-55146	58	23	making	make	VERB
asir-55146	58	24	direct	direct	ADJ
asir-55146	58	25	classification	classification	NOUN
asir-55146	58	26	of	of	ADP
asir-55146	58	27	combustible	combustible	ADJ
asir-55146	58	28	materials	material	NOUN
asir-55146	58	29	very	very	ADV
asir-55146	58	30	challenging	challenging	ADJ
asir-55146	58	31	.	.	PUNCT
asir-55146	59	1	figure	figure	NOUN
asir-55146	59	2	3(b	3(b	NUM
asir-55146	59	3	)	)	PUNCT
asir-55146	59	4	displays	display	VERB
asir-55146	59	5	the	the	DET
asir-55146	59	6	cumulative	cumulative	ADJ
asir-55146	59	7	variance	variance	NOUN
asir-55146	59	8	contribution	contribution	NOUN
asir-55146	59	9	rate	rate	NOUN
asir-55146	59	10	of	of	ADP
asir-55146	59	11	the	the	DET
asir-55146	59	12	first	first	ADJ
asir-55146	59	13	10	10	NUM
asir-55146	59	14	principal	principal	ADJ
asir-55146	59	15	components	component	NOUN
asir-55146	59	16	.	.	PUNCT
asir-55146	60	1	it	it	PRON
asir-55146	60	2	is	be	AUX
asir-55146	60	3	evident	evident	ADJ
asir-55146	60	4	that	that	SCONJ
asir-55146	60	5	the	the	DET
asir-55146	60	6	first	first	ADJ
asir-55146	60	7	principal	principal	ADJ
asir-55146	60	8	component	component	NOUN
asir-55146	60	9	contributes	contribute	VERB
asir-55146	60	10	to	to	ADP
asir-55146	60	11	over	over	ADP
asir-55146	60	12	85	85	NUM
asir-55146	60	13	%	%	NOUN
asir-55146	60	14	of	of	ADP
asir-55146	60	15	the	the	DET
asir-55146	60	16	variance	variance	NOUN
asir-55146	60	17	,	,	PUNCT
asir-55146	60	18	summarizing	summarize	VERB
asir-55146	60	19	the	the	DET
asir-55146	60	20	main	main	ADJ
asir-55146	60	21	characteristic	characteristic	ADJ
asir-55146	60	22	information	information	NOUN
asir-55146	60	23	of	of	ADP
asir-55146	60	24	the	the	DET
asir-55146	60	25	original	original	ADJ
asir-55146	60	26	spectra	spectra	NOUN
asir-55146	60	27	to	to	ADP
asir-55146	60	28	a	a	DET
asir-55146	60	29	significant	significant	ADJ
asir-55146	60	30	extent	extent	NOUN
asir-55146	60	31	.	.	PUNCT
asir-55146	61	1	to	to	PART
asir-55146	61	2	minimize	minimize	VERB
asir-55146	61	3	the	the	DET
asir-55146	61	4	loss	loss	NOUN
asir-55146	61	5	of	of	ADP
asir-55146	61	6	effective	effective	ADJ
asir-55146	61	7	spectral	spectral	ADJ
asir-55146	61	8	information	information	NOUN
asir-55146	61	9	and	and	CCONJ
asir-55146	61	10	ensure	ensure	VERB
asir-55146	61	11	computational	computational	ADJ
asir-55146	61	12	efficiency	efficiency	NOUN
asir-55146	61	13	,	,	PUNCT
asir-55146	61	14	the	the	DET
asir-55146	61	15	study	study	NOUN
asir-55146	61	16	ultimately	ultimately	ADV
asir-55146	61	17	selects	select	VERB
asir-55146	61	18	the	the	DET
asir-55146	61	19	first	first	ADJ
asir-55146	61	20	10	10	NUM
asir-55146	61	21	principal	principal	ADJ
asir-55146	61	22	components	component	NOUN
asir-55146	61	23	as	as	ADP
asir-55146	61	24	feature	feature	NOUN
asir-55146	61	25	variables	variable	NOUN
asir-55146	61	26	for	for	ADP
asir-55146	61	27	the	the	DET
asir-55146	61	28	subsequent	subsequent	ADJ
asir-55146	61	29	combustible	combustible	ADJ
asir-55146	61	30	material	material	NOUN
asir-55146	61	31	classification	classification	NOUN
asir-55146	61	32	task	task	NOUN
asir-55146	61	33	.	.	PUNCT
asir-55146	62	1	(	(	PUNCT
asir-55146	62	2	a	a	X
asir-55146	62	3	)	)	PUNCT
asir-55146	62	4	score	score	NOUN
asir-55146	62	5	plot	plot	NOUN
asir-55146	62	6	of	of	ADP
asir-55146	62	7	the	the	DET
asir-55146	62	8	first	first	ADJ
asir-55146	62	9	three	three	NUM
asir-55146	62	10	principal	principal	ADJ
asir-55146	62	11	components	component	NOUN
asir-55146	62	12	(	(	PUNCT
asir-55146	62	13	b	b	NOUN
asir-55146	62	14	)	)	PUNCT
asir-55146	62	15	cumulative	cumulative	ADJ
asir-55146	62	16	contribution	contribution	NOUN
asir-55146	62	17	rate	rate	NOUN
asir-55146	62	18	of	of	ADP
asir-55146	62	19	the	the	DET
asir-55146	62	20	first	first	ADJ
asir-55146	62	21	10	10	NUM
asir-55146	62	22	principal	principal	ADJ
asir-55146	62	23	components	component	NOUN
asir-55146	62	24	figure	figure	VERB
asir-55146	62	25	3	3	NUM
asir-55146	62	26	.	.	PUNCT
asir-55146	62	27	feature	feature	NOUN
asir-55146	62	28	band	band	NOUN
asir-55146	62	29	extraction	extraction	NOUN
asir-55146	62	30	using	use	VERB
asir-55146	62	31	pca	pca	PROPN
asir-55146	62	32	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55146	62	33	applied	apply	VERB
asir-55146	62	34	science	science	NOUN
asir-55146	62	35	and	and	CCONJ
asir-55146	62	36	innovative	innovative	ADJ
asir-55146	62	37	research	research	NOUN
asir-55146	62	38	vol	vol	NOUN
asir-55146	62	39	.	.	PROPN
asir-55146	63	1	8	8	NUM
asir-55146	63	2	,	,	PUNCT
asir-55146	63	3	no	no	INTJ
asir-55146	63	4	.	.	NOUN
asir-55146	63	5	4	4	NUM
asir-55146	63	6	,	,	PUNCT
asir-55146	63	7	2024	2024	NUM
asir-55146	63	8	41	41	NUM
asir-55146	63	9	published	publish	VERB
asir-55146	63	10	by	by	ADP
asir-55146	63	11	scholink	scholink	PROPN
asir-55146	63	12	inc	inc	PROPN
asir-55146	63	13	.	.	PROPN
asir-55146	63	14	4.3	4.3	NUM
asir-55146	63	15	classification	classification	NOUN
asir-55146	63	16	results	result	NOUN
asir-55146	63	17	after	after	ADP
asir-55146	63	18	standardizing	standardize	VERB
asir-55146	63	19	the	the	DET
asir-55146	63	20	data	datum	NOUN
asir-55146	63	21	processed	process	VERB
asir-55146	63	22	through	through	ADP
asir-55146	63	23	pca	pca	PROPN
asir-55146	63	24	,	,	PUNCT
asir-55146	63	25	the	the	DET
asir-55146	63	26	classification	classification	NOUN
asir-55146	63	27	is	be	AUX
asir-55146	63	28	performed	perform	VERB
asir-55146	63	29	.	.	PUNCT
asir-55146	64	1	utilizing	utilize	VERB
asir-55146	64	2	the	the	DET
asir-55146	64	3	selected	select	VERB
asir-55146	64	4	principal	principal	ADJ
asir-55146	64	5	components	component	NOUN
asir-55146	64	6	as	as	ADP
asir-55146	64	7	inputs	input	NOUN
asir-55146	64	8	,	,	PUNCT
asir-55146	64	9	the	the	DET
asir-55146	64	10	classification	classification	NOUN
asir-55146	64	11	results	result	NOUN
asir-55146	64	12	report	report	VERB
asir-55146	64	13	the	the	DET
asir-55146	64	14	outputs	output	NOUN
asir-55146	64	15	.	.	PUNCT
asir-55146	65	1	following	follow	VERB
asir-55146	65	2	the	the	DET
asir-55146	65	3	training	training	NOUN
asir-55146	65	4	steps	step	NOUN
asir-55146	65	5	with	with	ADP
asir-55146	65	6	five	five	NUM
asir-55146	65	7	different	different	ADJ
asir-55146	65	8	classifiers	classifier	NOUN
asir-55146	65	9	,	,	PUNCT
asir-55146	65	10	the	the	DET
asir-55146	65	11	classification	classification	NOUN
asir-55146	65	12	results	result	NOUN
asir-55146	65	13	of	of	ADP
asir-55146	65	14	each	each	DET
asir-55146	65	15	classifier	classifier	NOUN
asir-55146	65	16	are	be	AUX
asir-55146	65	17	as	as	SCONJ
asir-55146	65	18	follows	follow	NOUN
asir-55146	65	19	.	.	PUNCT
asir-55146	66	1	table	table	NOUN
asir-55146	66	2	1	1	NUM
asir-55146	66	3	.	.	PUNCT
asir-55146	67	1	classification	classification	NOUN
asir-55146	67	2	results	result	NOUN
asir-55146	67	3	of	of	ADP
asir-55146	67	4	adaboost	adaboost	ADJ
asir-55146	67	5	classification	classification	NOUN
asir-55146	67	6	report	report	NOUN
asir-55146	67	7	for	for	ADP
asir-55146	67	8	adaboost	adaboost	ADJ
asir-55146	67	9	classifier	classifier	PROPN
asir-55146	67	10	precision	precision	PROPN
asir-55146	67	11	recall	recall	NOUN
asir-55146	67	12	f1	f1	NOUN
asir-55146	67	13	-	-	PUNCT
asir-55146	67	14	score	score	NOUN
asir-55146	67	15	support	support	NOUN
asir-55146	67	16	wood	wood	NOUN
asir-55146	67	17	0.73	0.73	NUM
asir-55146	67	18	0.67	0.67	NUM
asir-55146	67	19	0.70	0.70	NUM
asir-55146	67	20	12	12	NUM
asir-55146	67	21	olive	olive	NOUN
asir-55146	67	22	oil	oil	NOUN
asir-55146	67	23	0.69	0.69	NUM
asir-55146	67	24	0.92	0.92	NUM
asir-55146	67	25	0.79	0.79	NUM
asir-55146	67	26	12	12	NUM
asir-55146	67	27	paper	paper	NOUN
asir-55146	67	28	1.00	1.00	NUM
asir-55146	67	29	0.92	0.92	NUM
asir-55146	67	30	0.96	0.96	NUM
asir-55146	67	31	12	12	NUM
asir-55146	67	32	candle	candle	NOUN
asir-55146	67	33	1.00	1.00	NUM
asir-55146	67	34	0.83	0.83	NUM
asir-55146	67	35	0.91	0.91	NUM
asir-55146	67	36	12	12	NUM
asir-55146	67	37	wine	wine	NOUN
asir-55146	67	38	0.92	0.92	NUM
asir-55146	67	39	1.00	1.00	NUM
asir-55146	67	40	0.96	0.96	NUM
asir-55146	67	41	12	12	NUM
asir-55146	67	42	su	su	NOUN
asir-55146	67	43	oil	oil	NOUN
asir-55146	67	44	0.64	0.64	NUM
asir-55146	67	45	0.58	0.58	NUM
asir-55146	67	46	0.61	0.61	NUM
asir-55146	67	47	12	12	NUM
asir-55146	67	48	accuracy	accuracy	NOUN
asir-55146	67	49	0.61	0.61	NUM
asir-55146	67	50	72	72	NUM
asir-55146	67	51	macro	macro	NOUN
asir-55146	67	52	avg	avg	NOUN
asir-55146	67	53	0.60	0.60	NUM
asir-55146	67	54	0.61	0.61	NUM
asir-55146	67	55	0.59	0.59	NUM
asir-55146	67	56	72	72	NUM
asir-55146	67	57	weighted	weight	VERB
asir-55146	67	58	avg	avg	NOUN
asir-55146	67	59	0.60	0.60	NUM
asir-55146	67	60	0.61	0.61	NUM
asir-55146	67	61	0.59	0.59	NUM
asir-55146	67	62	72	72	NUM
asir-55146	67	63	table	table	NOUN
asir-55146	67	64	2	2	NUM
asir-55146	67	65	.	.	PUNCT
asir-55146	68	1	classification	classification	NOUN
asir-55146	68	2	results	result	NOUN
asir-55146	68	3	of	of	ADP
asir-55146	68	4	random	random	ADJ
asir-55146	68	5	forest	forest	NOUN
asir-55146	68	6	classification	classification	NOUN
asir-55146	68	7	report	report	NOUN
asir-55146	68	8	for	for	ADP
asir-55146	68	9	random	random	ADJ
asir-55146	68	10	forest	forest	NOUN
asir-55146	68	11	classifier	classifier	NOUN
asir-55146	68	12	precision	precision	PROPN
asir-55146	68	13	recall	recall	NOUN
asir-55146	68	14	f1	f1	NOUN
asir-55146	68	15	-	-	PUNCT
asir-55146	68	16	score	score	NOUN
asir-55146	68	17	support	support	NOUN
asir-55146	68	18	wood	wood	NOUN
asir-55146	68	19	1.00	1.00	NUM
asir-55146	68	20	0.75	0.75	NUM
asir-55146	68	21	0.86	0.86	NUM
asir-55146	68	22	12	12	NUM
asir-55146	68	23	olive	olive	NOUN
asir-55146	68	24	oil	oil	NOUN
asir-55146	68	25	0.73	0.73	NUM
asir-55146	68	26	0.67	0.67	NUM
asir-55146	68	27	0.70	0.70	NUM
asir-55146	68	28	12	12	NUM
asir-55146	68	29	paper	paper	NOUN
asir-55146	68	30	1.00	1.00	NUM
asir-55146	68	31	0.75	0.75	NUM
asir-55146	68	32	0.86	0.86	NUM
asir-55146	68	33	12	12	NUM
asir-55146	68	34	candle	candle	NOUN
asir-55146	68	35	0.69	0.69	NUM
asir-55146	68	36	0.75	0.75	NUM
asir-55146	68	37	0.72	0.72	NUM
asir-55146	68	38	12	12	NUM
asir-55146	68	39	wine	wine	NOUN
asir-55146	68	40	0.80	0.80	NUM
asir-55146	68	41	1.00	1.00	NUM
asir-55146	68	42	0.89	0.89	NUM
asir-55146	68	43	12	12	NUM
asir-55146	68	44	su	su	NOUN
asir-55146	68	45	oil	oil	NOUN
asir-55146	68	46	0.60	0.60	NUM
asir-55146	68	47	0.75	0.75	NUM
asir-55146	68	48	0.67	0.67	NUM
asir-55146	68	49	12	12	NUM
asir-55146	68	50	accuracy	accuracy	NOUN
asir-55146	68	51	0.78	0.78	NUM
asir-55146	68	52	72	72	NUM
asir-55146	68	53	macro	macro	NOUN
asir-55146	68	54	avg	avg	PROPN
asir-55146	68	55	0.80	0.80	NUM
asir-55146	68	56	0.78	0.78	NUM
asir-55146	68	57	0.78	0.78	NUM
asir-55146	68	58	72	72	NUM
asir-55146	68	59	weighted	weight	VERB
asir-55146	68	60	avg	avg	NOUN
asir-55146	68	61	0.80	0.80	NUM
asir-55146	68	62	0.78	0.78	NUM
asir-55146	68	63	0.78	0.78	NUM
asir-55146	68	64	72	72	NUM
asir-55146	68	65	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55146	68	66	applied	apply	VERB
asir-55146	68	67	science	science	NOUN
asir-55146	68	68	and	and	CCONJ
asir-55146	68	69	innovative	innovative	ADJ
asir-55146	68	70	research	research	NOUN
asir-55146	68	71	vol	vol	NOUN
asir-55146	68	72	.	.	PROPN
asir-55146	69	1	8	8	NUM
asir-55146	69	2	,	,	PUNCT
asir-55146	69	3	no	no	INTJ
asir-55146	69	4	.	.	NOUN
asir-55146	69	5	4	4	NUM
asir-55146	69	6	,	,	PUNCT
asir-55146	69	7	2024	2024	NUM
asir-55146	69	8	42	42	NUM
asir-55146	69	9	published	publish	VERB
asir-55146	69	10	by	by	ADP
asir-55146	69	11	scholink	scholink	PROPN
asir-55146	69	12	inc	inc	PROPN
asir-55146	69	13	.	.	PROPN
asir-55146	69	14	table	table	PROPN
asir-55146	69	15	3	3	NUM
asir-55146	69	16	.	.	PUNCT
asir-55146	69	17	classification	classification	NOUN
asir-55146	69	18	results	result	NOUN
asir-55146	69	19	of	of	ADP
asir-55146	69	20	gradient	gradient	NOUN
asir-55146	69	21	boosting	boost	VERB
asir-55146	69	22	classification	classification	NOUN
asir-55146	69	23	report	report	NOUN
asir-55146	69	24	for	for	ADP
asir-55146	69	25	gradient	gradient	ADJ
asir-55146	69	26	boosting	boost	VERB
asir-55146	69	27	classifier	classifier	NOUN
asir-55146	69	28	precision	precision	NOUN
asir-55146	69	29	recall	recall	NOUN
asir-55146	69	30	f1	f1	NOUN
asir-55146	69	31	-	-	PUNCT
asir-55146	69	32	score	score	NOUN
asir-55146	69	33	support	support	NOUN
asir-55146	69	34	wood	wood	NOUN
asir-55146	69	35	1.00	1.00	NUM
asir-55146	69	36	0.75	0.75	NUM
asir-55146	69	37	0.86	0.86	NUM
asir-55146	69	38	12	12	NUM
asir-55146	69	39	olive	olive	NOUN
asir-55146	69	40	oil	oil	NOUN
asir-55146	69	41	0.67	0.67	NUM
asir-55146	69	42	0.50	0.50	NUM
asir-55146	69	43	0.57	0.57	NUM
asir-55146	69	44	12	12	NUM
asir-55146	69	45	paper	paper	NOUN
asir-55146	69	46	1.00	1.00	NUM
asir-55146	69	47	0.83	0.83	NUM
asir-55146	69	48	0.91	0.91	NUM
asir-55146	69	49	12	12	NUM
asir-55146	69	50	candle	candle	NOUN
asir-55146	69	51	0.71	0.71	NUM
asir-55146	69	52	0.83	0.83	NUM
asir-55146	69	53	0.77	0.77	NUM
asir-55146	69	54	12	12	NUM
asir-55146	69	55	wine	wine	NOUN
asir-55146	69	56	0.86	0.86	NUM
asir-55146	69	57	1.00	1.00	NUM
asir-55146	69	58	0.92	0.92	NUM
asir-55146	69	59	12	12	NUM
asir-55146	69	60	su	su	NOUN
asir-55146	69	61	oil	oil	NOUN
asir-55146	69	62	0.56	0.56	NUM
asir-55146	69	63	0.75	0.75	NUM
asir-55146	69	64	0.64	0.64	NUM
asir-55146	69	65	12	12	NUM
asir-55146	69	66	accuracy	accuracy	NOUN
asir-55146	69	67	0.78	0.78	NUM
asir-55146	69	68	72	72	NUM
asir-55146	69	69	macro	macro	NOUN
asir-55146	69	70	avg	avg	PROPN
asir-55146	69	71	0.80	0.80	NUM
asir-55146	69	72	0.78	0.78	NUM
asir-55146	69	73	0.78	0.78	NUM
asir-55146	69	74	72	72	NUM
asir-55146	69	75	weighted	weight	VERB
asir-55146	69	76	avg	avg	NOUN
asir-55146	69	77	0.80	0.80	NUM
asir-55146	69	78	0.78	0.78	NUM
asir-55146	69	79	0.78	0.78	NUM
asir-55146	69	80	72	72	NUM
asir-55146	69	81	table	table	NOUN
asir-55146	69	82	4	4	NUM
asir-55146	69	83	.	.	PUNCT
asir-55146	69	84	classification	classification	NOUN
asir-55146	69	85	results	result	NOUN
asir-55146	69	86	of	of	ADP
asir-55146	69	87	decision	decision	NOUN
asir-55146	69	88	tree	tree	NOUN
asir-55146	69	89	classification	classification	NOUN
asir-55146	69	90	report	report	NOUN
asir-55146	69	91	for	for	ADP
asir-55146	69	92	decision	decision	NOUN
asir-55146	69	93	tree	tree	NOUN
asir-55146	69	94	classifier	classifier	NOUN
asir-55146	69	95	precision	precision	PROPN
asir-55146	69	96	recall	recall	VERB
asir-55146	69	97	f1	f1	NOUN
asir-55146	69	98	-	-	PUNCT
asir-55146	69	99	score	score	NOUN
asir-55146	69	100	support	support	NOUN
asir-55146	69	101	wood	wood	NOUN
asir-55146	69	102	0.54	0.54	NUM
asir-55146	69	103	0.58	0.58	NUM
asir-55146	69	104	0.56	0.56	NUM
asir-55146	69	105	12	12	NUM
asir-55146	69	106	olive	olive	NOUN
asir-55146	69	107	oil	oil	NOUN
asir-55146	69	108	0.46	0.46	NUM
asir-55146	69	109	0.50	0.50	NUM
asir-55146	69	110	0.48	0.48	NUM
asir-55146	69	111	12	12	NUM
asir-55146	69	112	paper	paper	NOUN
asir-55146	69	113	1.00	1.00	NUM
asir-55146	69	114	0.83	0.83	NUM
asir-55146	69	115	0.91	0.91	NUM
asir-55146	69	116	12	12	NUM
asir-55146	69	117	candle	candle	NOUN
asir-55146	69	118	0.57	0.57	NUM
asir-55146	69	119	0.67	0.67	NUM
asir-55146	69	120	0.62	0.62	NUM
asir-55146	69	121	12	12	NUM
asir-55146	69	122	wine	wine	NOUN
asir-55146	69	123	0.86	0.86	NUM
asir-55146	69	124	1.00	1.00	NUM
asir-55146	69	125	0.92	0.92	NUM
asir-55146	69	126	12	12	NUM
asir-55146	69	127	su	su	NOUN
asir-55146	69	128	oil	oil	NOUN
asir-55146	69	129	0.50	0.50	NUM
asir-55146	69	130	0.33	0.33	NUM
asir-55146	69	131	0.40	0.40	NUM
asir-55146	69	132	12	12	NUM
asir-55146	69	133	accuracy	accuracy	NOUN
asir-55146	69	134	0.65	0.65	NUM
asir-55146	69	135	72	72	NUM
asir-55146	69	136	macro	macro	NOUN
asir-55146	69	137	avg	avg	NOUN
asir-55146	69	138	0.65	0.65	NUM
asir-55146	69	139	0.65	0.65	NUM
asir-55146	69	140	0.65	0.65	NUM
asir-55146	69	141	72	72	NUM
asir-55146	69	142	weighted	weight	VERB
asir-55146	69	143	avg	avg	NOUN
asir-55146	69	144	0.65	0.65	NUM
asir-55146	69	145	0.65	0.65	NUM
asir-55146	69	146	0.65	0.65	NUM
asir-55146	69	147	72	72	NUM
asir-55146	69	148	table	table	NOUN
asir-55146	69	149	5	5	NUM
asir-55146	69	150	.	.	PUNCT
asir-55146	69	151	classification	classification	NOUN
asir-55146	69	152	results	result	NOUN
asir-55146	69	153	of	of	ADP
asir-55146	69	154	svm	svm	ADJ
asir-55146	69	155	classification	classification	NOUN
asir-55146	69	156	report	report	NOUN
asir-55146	69	157	for	for	ADP
asir-55146	69	158	svm	svm	ADJ
asir-55146	69	159	classifier	classifier	PROPN
asir-55146	69	160	precision	precision	PROPN
asir-55146	69	161	recall	recall	VERB
asir-55146	69	162	f1	f1	NOUN
asir-55146	69	163	-	-	PUNCT
asir-55146	69	164	score	score	NOUN
asir-55146	69	165	support	support	NOUN
asir-55146	69	166	wood	wood	NOUN
asir-55146	69	167	0.73	0.73	NUM
asir-55146	69	168	0.67	0.67	NUM
asir-55146	69	169	0.70	0.70	NUM
asir-55146	69	170	12	12	NUM
asir-55146	69	171	olive	olive	NOUN
asir-55146	69	172	oil	oil	NOUN
asir-55146	69	173	0.69	0.69	NUM
asir-55146	69	174	0.92	0.92	NUM
asir-55146	69	175	0.79	0.79	NUM
asir-55146	69	176	12	12	NUM
asir-55146	69	177	paper	paper	NOUN
asir-55146	69	178	1.00	1.00	NUM
asir-55146	69	179	0.92	0.92	NUM
asir-55146	69	180	0.96	0.96	NUM
asir-55146	69	181	12	12	NUM
asir-55146	69	182	candle	candle	NOUN
asir-55146	69	183	1.00	1.00	NUM
asir-55146	69	184	0.83	0.83	NUM
asir-55146	69	185	0.91	0.91	NUM
asir-55146	69	186	12	12	NUM
asir-55146	69	187	wine	wine	NOUN
asir-55146	69	188	0.92	0.92	NUM
asir-55146	69	189	1.00	1.00	NUM
asir-55146	69	190	0.96	0.96	NUM
asir-55146	69	191	12	12	NUM
asir-55146	69	192	su	su	NOUN
asir-55146	69	193	oil	oil	NOUN
asir-55146	69	194	0.64	0.64	NUM
asir-55146	69	195	0.58	0.58	NUM
asir-55146	69	196	0.61	0.61	NUM
asir-55146	69	197	12	12	NUM
asir-55146	69	198	accuracy	accuracy	NOUN
asir-55146	69	199	0.82	0.82	NUM
asir-55146	69	200	72	72	NUM
asir-55146	69	201	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55146	69	202	applied	apply	VERB
asir-55146	69	203	science	science	NOUN
asir-55146	69	204	and	and	CCONJ
asir-55146	69	205	innovative	innovative	ADJ
asir-55146	69	206	research	research	NOUN
asir-55146	69	207	vol	vol	NOUN
asir-55146	69	208	.	.	PROPN
asir-55146	70	1	8	8	NUM
asir-55146	70	2	,	,	PUNCT
asir-55146	70	3	no	no	INTJ
asir-55146	70	4	.	.	NOUN
asir-55146	70	5	4	4	NUM
asir-55146	70	6	,	,	PUNCT
asir-55146	70	7	2024	2024	NUM
asir-55146	70	8	43	43	NUM
asir-55146	70	9	published	publish	VERB
asir-55146	70	10	by	by	ADP
asir-55146	70	11	scholink	scholink	PROPN
asir-55146	70	12	inc	inc	PROPN
asir-55146	70	13	.	.	PROPN
asir-55146	70	14	macro	macro	PROPN
asir-55146	70	15	avg	avg	PROPN
asir-55146	70	16	0.83	0.83	NUM
asir-55146	70	17	0.82	0.82	NUM
asir-55146	70	18	0.82	0.82	NUM
asir-55146	70	19	72	72	NUM
asir-55146	70	20	weighted	weight	VERB
asir-55146	70	21	avg	avg	NOUN
asir-55146	70	22	0.83	0.83	NUM
asir-55146	70	23	0.82	0.82	NUM
asir-55146	70	24	0.82	0.82	NUM
asir-55146	70	25	72	72	NUM
asir-55146	70	26	as	as	SCONJ
asir-55146	70	27	shown	show	VERB
asir-55146	70	28	in	in	ADP
asir-55146	70	29	the	the	DET
asir-55146	70	30	table	table	NOUN
asir-55146	70	31	,	,	PUNCT
asir-55146	70	32	among	among	ADP
asir-55146	70	33	these	these	DET
asir-55146	70	34	five	five	NUM
asir-55146	70	35	classifiers	classifier	NOUN
asir-55146	70	36	,	,	PUNCT
asir-55146	70	37	svm	svm	VERB
asir-55146	70	38	exhibits	exhibit	VERB
asir-55146	70	39	the	the	DET
asir-55146	70	40	highest	high	ADJ
asir-55146	70	41	classification	classification	NOUN
asir-55146	70	42	accuracy	accuracy	NOUN
asir-55146	70	43	.	.	PUNCT
asir-55146	71	1	the	the	DET
asir-55146	71	2	lowest	low	ADJ
asir-55146	71	3	classification	classification	NOUN
asir-55146	71	4	accuracy	accuracy	NOUN
asir-55146	71	5	is	be	AUX
asir-55146	71	6	observed	observe	VERB
asir-55146	71	7	for	for	ADP
asir-55146	71	8	oils	oil	NOUN
asir-55146	71	9	,	,	PUNCT
asir-55146	71	10	specifically	specifically	ADV
asir-55146	71	11	olive	olive	VERB
asir-55146	71	12	oil	oil	NOUN
asir-55146	71	13	and	and	CCONJ
asir-55146	71	14	butter	butter	NOUN
asir-55146	71	15	,	,	PUNCT
asir-55146	71	16	representing	represent	VERB
asir-55146	71	17	substances	substance	NOUN
asir-55146	71	18	with	with	ADP
asir-55146	71	19	similar	similar	ADJ
asir-55146	71	20	properties	property	NOUN
asir-55146	71	21	.	.	PUNCT
asir-55146	72	1	4.4	4.4	NUM
asir-55146	72	2	confusion	confusion	NOUN
asir-55146	72	3	matrix	matrix	NOUN
asir-55146	72	4	heatmap	heatmap	NOUN
asir-55146	72	5	a	a	DET
asir-55146	72	6	confusion	confusion	NOUN
asir-55146	72	7	matrix	matrix	NOUN
asir-55146	72	8	is	be	AUX
asir-55146	72	9	a	a	DET
asir-55146	72	10	matrix	matrix	NOUN
asir-55146	72	11	representation	representation	NOUN
asir-55146	72	12	method	method	NOUN
asir-55146	72	13	used	use	VERB
asir-55146	72	14	to	to	PART
asir-55146	72	15	evaluate	evaluate	VERB
asir-55146	72	16	the	the	DET
asir-55146	72	17	performance	performance	NOUN
asir-55146	72	18	of	of	ADP
asir-55146	72	19	a	a	DET
asir-55146	72	20	classification	classification	NOUN
asir-55146	72	21	model	model	NOUN
asir-55146	72	22	,	,	PUNCT
asir-55146	72	23	comparing	compare	VERB
asir-55146	72	24	the	the	DET
asir-55146	72	25	differences	difference	NOUN
asir-55146	72	26	between	between	ADP
asir-55146	72	27	the	the	DET
asir-55146	72	28	model	model	NOUN
asir-55146	72	29	's	's	PART
asir-55146	72	30	predicted	predict	VERB
asir-55146	72	31	results	result	NOUN
asir-55146	72	32	and	and	CCONJ
asir-55146	72	33	the	the	DET
asir-55146	72	34	actual	actual	ADJ
asir-55146	72	35	class	class	NOUN
asir-55146	72	36	labels	label	NOUN
asir-55146	72	37	.	.	PUNCT
asir-55146	73	1	a	a	DET
asir-55146	73	2	heatmap	heatmap	NOUN
asir-55146	73	3	is	be	AUX
asir-55146	73	4	a	a	DET
asir-55146	73	5	data	data	NOUN
asir-55146	73	6	visualization	visualization	NOUN
asir-55146	73	7	technique	technique	NOUN
asir-55146	73	8	that	that	PRON
asir-55146	73	9	represents	represent	VERB
asir-55146	73	10	data	datum	NOUN
asir-55146	73	11	using	use	VERB
asir-55146	73	12	colored	colored	ADJ
asir-55146	73	13	squares	square	NOUN
asir-55146	73	14	or	or	CCONJ
asir-55146	73	15	matrices	matrix	NOUN
asir-55146	73	16	to	to	PART
asir-55146	73	17	display	display	VERB
asir-55146	73	18	data	datum	NOUN
asir-55146	73	19	distribution	distribution	NOUN
asir-55146	73	20	and	and	CCONJ
asir-55146	73	21	relationships	relationship	NOUN
asir-55146	73	22	.	.	PUNCT
asir-55146	74	1	combining	combine	VERB
asir-55146	74	2	the	the	DET
asir-55146	74	3	confusion	confusion	NOUN
asir-55146	74	4	matrix	matrix	NOUN
asir-55146	74	5	and	and	CCONJ
asir-55146	74	6	heatmap	heatmap	NOUN
asir-55146	74	7	allows	allow	VERB
asir-55146	74	8	for	for	ADP
asir-55146	74	9	a	a	DET
asir-55146	74	10	more	more	ADV
asir-55146	74	11	comprehensive	comprehensive	ADJ
asir-55146	74	12	evaluation	evaluation	NOUN
asir-55146	74	13	of	of	ADP
asir-55146	74	14	the	the	DET
asir-55146	74	15	classification	classification	NOUN
asir-55146	74	16	model	model	NOUN
asir-55146	74	17	's	's	PART
asir-55146	74	18	performance	performance	NOUN
asir-55146	74	19	.	.	PUNCT
asir-55146	75	1	(	(	PUNCT
asir-55146	75	2	a	a	X
asir-55146	75	3	)	)	PUNCT
asir-55146	75	4	adaboost	adaboost	ADJ
asir-55146	75	5	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55146	75	6	applied	apply	VERB
asir-55146	75	7	science	science	NOUN
asir-55146	75	8	and	and	CCONJ
asir-55146	75	9	innovative	innovative	ADJ
asir-55146	75	10	research	research	NOUN
asir-55146	75	11	vol	vol	NOUN
asir-55146	75	12	.	.	PROPN
asir-55146	76	1	8	8	NUM
asir-55146	76	2	,	,	PUNCT
asir-55146	76	3	no	no	INTJ
asir-55146	76	4	.	.	NOUN
asir-55146	76	5	4	4	NUM
asir-55146	76	6	,	,	PUNCT
asir-55146	76	7	2024	2024	NUM
asir-55146	76	8	44	44	NUM
asir-55146	76	9	published	publish	VERB
asir-55146	76	10	by	by	ADP
asir-55146	76	11	scholink	scholink	PROPN
asir-55146	76	12	inc	inc	PROPN
asir-55146	76	13	.	.	PUNCT
asir-55146	77	1	(	(	PUNCT
asir-55146	77	2	b	b	X
asir-55146	77	3	)	)	PUNCT
asir-55146	77	4	random	random	ADJ
asir-55146	77	5	forest	forest	NOUN
asir-55146	77	6	(	(	PUNCT
asir-55146	77	7	c	c	NOUN
asir-55146	77	8	)	)	PUNCT
asir-55146	77	9	gradient	gradient	NOUN
asir-55146	77	10	boosting	boost	VERB
asir-55146	77	11	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55146	77	12	applied	apply	VERB
asir-55146	77	13	science	science	NOUN
asir-55146	77	14	and	and	CCONJ
asir-55146	77	15	innovative	innovative	ADJ
asir-55146	77	16	research	research	NOUN
asir-55146	77	17	vol	vol	NOUN
asir-55146	77	18	.	.	PROPN
asir-55146	78	1	8	8	NUM
asir-55146	78	2	,	,	PUNCT
asir-55146	78	3	no	no	INTJ
asir-55146	78	4	.	.	NOUN
asir-55146	78	5	4	4	NUM
asir-55146	78	6	,	,	PUNCT
asir-55146	78	7	2024	2024	NUM
asir-55146	78	8	45	45	NUM
asir-55146	78	9	published	publish	VERB
asir-55146	78	10	by	by	ADP
asir-55146	78	11	scholink	scholink	PROPN
asir-55146	78	12	inc	inc	PROPN
asir-55146	78	13	.	.	PUNCT
asir-55146	79	1	(	(	PUNCT
asir-55146	79	2	d	d	X
asir-55146	79	3	)	)	PUNCT
asir-55146	79	4	decision	decision	NOUN
asir-55146	79	5	tree	tree	NOUN
asir-55146	79	6	(	(	PUNCT
asir-55146	79	7	e	e	NOUN
asir-55146	79	8	)	)	PUNCT
asir-55146	79	9	svm	svm	ADJ
asir-55146	79	10	figure	figure	NOUN
asir-55146	79	11	4	4	NUM
asir-55146	79	12	.	.	PUNCT
asir-55146	79	13	feature	feature	NOUN
asir-55146	79	14	band	band	NOUN
asir-55146	79	15	extraction	extraction	NOUN
asir-55146	79	16	using	use	VERB
asir-55146	79	17	pca	pca	PROPN
asir-55146	79	18	5	5	NUM
asir-55146	79	19	.	.	PUNCT
asir-55146	80	1	conclusion	conclusion	NOUN
asir-55146	80	2	the	the	DET
asir-55146	80	3	study	study	NOUN
asir-55146	80	4	focuses	focus	VERB
asir-55146	80	5	on	on	ADP
asir-55146	80	6	combustible	combustible	ADJ
asir-55146	80	7	materials	material	NOUN
asir-55146	80	8	,	,	PUNCT
asir-55146	80	9	utilizing	utilize	VERB
asir-55146	80	10	a	a	DET
asir-55146	80	11	fiber	fiber	NOUN
asir-55146	80	12	optic	optic	NOUN
asir-55146	80	13	spectrometer	spectrometer	NOUN
asir-55146	80	14	system	system	NOUN
asir-55146	80	15	to	to	PART
asir-55146	80	16	acquire	acquire	VERB
asir-55146	80	17	flame	flame	ADJ
asir-55146	80	18	spectral	spectral	ADJ
asir-55146	80	19	data	datum	NOUN
asir-55146	80	20	from	from	ADP
asir-55146	80	21	six	six	NUM
asir-55146	80	22	combustible	combustible	ADJ
asir-55146	80	23	material	material	NOUN
asir-55146	80	24	samples	sample	NOUN
asir-55146	80	25	.	.	PUNCT
asir-55146	81	1	the	the	DET
asir-55146	81	2	data	datum	NOUN
asir-55146	81	3	is	be	AUX
asir-55146	81	4	preprocessed	preprocesse	VERB
asir-55146	81	5	with	with	ADP
asir-55146	81	6	sg	sg	NOUN
asir-55146	81	7	smoothing	smooth	VERB
asir-55146	81	8	and	and	CCONJ
asir-55146	81	9	subjected	subject	VERB
asir-55146	81	10	to	to	ADP
asir-55146	81	11	principal	principal	ADJ
asir-55146	81	12	component	component	NOUN
asir-55146	81	13	analysis	analysis	NOUN
asir-55146	81	14	(	(	PUNCT
asir-55146	81	15	pca	pca	PROPN
asir-55146	81	16	)	)	PUNCT
asir-55146	81	17	.	.	PUNCT
asir-55146	82	1	five	five	NUM
asir-55146	82	2	classification	classification	NOUN
asir-55146	82	3	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55146	82	4	applied	apply	VERB
asir-55146	82	5	science	science	NOUN
asir-55146	82	6	and	and	CCONJ
asir-55146	82	7	innovative	innovative	ADJ
asir-55146	82	8	research	research	NOUN
asir-55146	82	9	vol	vol	NOUN
asir-55146	82	10	.	.	PROPN
asir-55146	82	11	8	8	NUM
asir-55146	82	12	,	,	PUNCT
asir-55146	82	13	no	no	INTJ
asir-55146	82	14	.	.	NOUN
asir-55146	82	15	4	4	NUM
asir-55146	82	16	,	,	PUNCT
asir-55146	82	17	2024	2024	NUM
asir-55146	82	18	46	46	NUM
asir-55146	82	19	published	publish	VERB
asir-55146	82	20	by	by	ADP
asir-55146	82	21	scholink	scholink	PROPN
asir-55146	82	22	inc	inc	PROPN
asir-55146	82	23	.	.	PROPN
asir-55146	82	24	algorithms	algorithms	PROPN
asir-55146	82	25	—	—	PUNCT
asir-55146	82	26	adaboost	adaboost	ADV
asir-55146	82	27	,	,	PUNCT
asir-55146	82	28	random	random	ADJ
asir-55146	82	29	forest	forest	NOUN
asir-55146	82	30	,	,	PUNCT
asir-55146	82	31	gradient	gradient	ADJ
asir-55146	82	32	boosting	boosting	NOUN
asir-55146	82	33	,	,	PUNCT
asir-55146	82	34	decision	decision	NOUN
asir-55146	82	35	tree	tree	NOUN
asir-55146	82	36	,	,	PUNCT
asir-55146	82	37	and	and	CCONJ
asir-55146	82	38	svm	svm	ADJ
asir-55146	82	39	—	—	PUNCT
asir-55146	82	40	are	be	AUX
asir-55146	82	41	employed	employ	VERB
asir-55146	82	42	to	to	PART
asir-55146	82	43	build	build	VERB
asir-55146	82	44	combustible	combustible	ADJ
asir-55146	82	45	material	material	NOUN
asir-55146	82	46	classification	classification	NOUN
asir-55146	82	47	models	model	NOUN
asir-55146	82	48	for	for	ADP
asir-55146	82	49	training	training	NOUN
asir-55146	82	50	and	and	CCONJ
asir-55146	82	51	classification	classification	NOUN
asir-55146	82	52	.	.	PUNCT
asir-55146	83	1	the	the	DET
asir-55146	83	2	final	final	ADJ
asir-55146	83	3	output	output	NOUN
asir-55146	83	4	includes	include	VERB
asir-55146	83	5	the	the	DET
asir-55146	83	6	classification	classification	NOUN
asir-55146	83	7	results	result	NOUN
asir-55146	83	8	and	and	CCONJ
asir-55146	83	9	their	their	PRON
asir-55146	83	10	corresponding	corresponding	ADJ
asir-55146	83	11	confusion	confusion	NOUN
asir-55146	83	12	matrix	matrix	NOUN
asir-55146	83	13	heatmaps	heatmap	NOUN
asir-55146	83	14	.	.	PUNCT
asir-55146	84	1	results	result	NOUN
asir-55146	84	2	indicate	indicate	VERB
asir-55146	84	3	that	that	SCONJ
asir-55146	84	4	among	among	ADP
asir-55146	84	5	the	the	DET
asir-55146	84	6	five	five	NUM
asir-55146	84	7	classification	classification	NOUN
asir-55146	84	8	algorithms	algorithm	NOUN
asir-55146	84	9	,	,	PUNCT
asir-55146	84	10	svm	svm	PROPN
asir-55146	84	11	achieves	achieve	VERB
asir-55146	84	12	the	the	DET
asir-55146	84	13	highest	high	ADJ
asir-55146	84	14	classification	classification	NOUN
asir-55146	84	15	accuracy	accuracy	NOUN
asir-55146	84	16	and	and	CCONJ
asir-55146	84	17	demonstrates	demonstrate	VERB
asir-55146	84	18	the	the	DET
asir-55146	84	19	best	good	ADJ
asir-55146	84	20	performance	performance	NOUN
asir-55146	84	21	.	.	PUNCT
asir-55146	85	1	the	the	DET
asir-55146	85	2	research	research	NOUN
asir-55146	85	3	findings	finding	NOUN
asir-55146	85	4	suggest	suggest	VERB
asir-55146	85	5	that	that	SCONJ
asir-55146	85	6	based	base	VERB
asir-55146	85	7	on	on	ADP
asir-55146	85	8	fiber	fiber	NOUN
asir-55146	85	9	optic	optic	NOUN
asir-55146	85	10	spectrometer	spectrometer	NOUN
asir-55146	85	11	technology	technology	NOUN
asir-55146	85	12	and	and	CCONJ
asir-55146	85	13	appropriate	appropriate	ADJ
asir-55146	85	14	machine	machine	NOUN
asir-55146	85	15	learning	learning	NOUN
asir-55146	85	16	algorithms	algorithm	NOUN
asir-55146	85	17	,	,	PUNCT
asir-55146	85	18	it	it	PRON
asir-55146	85	19	is	be	AUX
asir-55146	85	20	possible	possible	ADJ
asir-55146	85	21	to	to	PART
asir-55146	85	22	effectively	effectively	ADV
asir-55146	85	23	classify	classify	VERB
asir-55146	85	24	different	different	ADJ
asir-55146	85	25	types	type	NOUN
asir-55146	85	26	of	of	ADP
asir-55146	85	27	combustible	combustible	ADJ
asir-55146	85	28	materials	material	NOUN
asir-55146	85	29	.	.	PUNCT
asir-55146	86	1	these	these	DET
asir-55146	86	2	six	six	NUM
asir-55146	86	3	combustible	combustible	ADJ
asir-55146	86	4	materials	material	NOUN
asir-55146	86	5	can	can	AUX
asir-55146	86	6	be	be	AUX
asir-55146	86	7	categorized	categorize	VERB
asir-55146	86	8	into	into	ADP
asir-55146	86	9	two	two	NUM
asir-55146	86	10	groups	group	NOUN
asir-55146	86	11	:	:	PUNCT
asir-55146	86	12	solid	solid	ADJ
asir-55146	86	13	combustibles	combustible	NOUN
asir-55146	86	14	(	(	PUNCT
asir-55146	86	15	wood	wood	NOUN
asir-55146	86	16	chips	chip	NOUN
asir-55146	86	17	,	,	PUNCT
asir-55146	86	18	paper	paper	NOUN
asir-55146	86	19	)	)	PUNCT
asir-55146	86	20	and	and	CCONJ
asir-55146	86	21	liquid	liquid	ADJ
asir-55146	86	22	combustibles	combustible	NOUN
asir-55146	86	23	(	(	PUNCT
asir-55146	86	24	olive	olive	NOUN
asir-55146	86	25	oil	oil	NOUN
asir-55146	86	26	,	,	PUNCT
asir-55146	86	27	candle	candle	NOUN
asir-55146	86	28	,	,	PUNCT
asir-55146	86	29	alcohol	alcohol	NOUN
asir-55146	86	30	,	,	PUNCT
asir-55146	86	31	butter	butter	NOUN
asir-55146	86	32	)	)	PUNCT
asir-55146	86	33	.	.	PUNCT
asir-55146	87	1	the	the	DET
asir-55146	87	2	confusion	confusion	NOUN
asir-55146	87	3	matrix	matrix	NOUN
asir-55146	87	4	heatmap	heatmap	NOUN
asir-55146	87	5	reveals	reveal	VERB
asir-55146	87	6	a	a	DET
asir-55146	87	7	higher	high	ADJ
asir-55146	87	8	probability	probability	NOUN
asir-55146	87	9	of	of	ADP
asir-55146	87	10	misidentification	misidentification	NOUN
asir-55146	87	11	among	among	ADP
asir-55146	87	12	combustible	combustible	ADJ
asir-55146	87	13	materials	material	NOUN
asir-55146	87	14	of	of	ADP
asir-55146	87	15	the	the	DET
asir-55146	87	16	same	same	ADJ
asir-55146	87	17	type	type	NOUN
asir-55146	87	18	.	.	PUNCT
asir-55146	88	1	different	different	ADJ
asir-55146	88	2	types	type	NOUN
asir-55146	88	3	of	of	ADP
asir-55146	88	4	combustible	combustible	ADJ
asir-55146	88	5	materials	material	NOUN
asir-55146	88	6	possess	possess	VERB
asir-55146	88	7	distinct	distinct	ADJ
asir-55146	88	8	combustion	combustion	NOUN
asir-55146	88	9	properties	property	NOUN
asir-55146	88	10	,	,	PUNCT
asir-55146	88	11	while	while	SCONJ
asir-55146	88	12	combustibles	combustible	NOUN
asir-55146	88	13	of	of	ADP
asir-55146	88	14	the	the	DET
asir-55146	88	15	same	same	ADJ
asir-55146	88	16	type	type	NOUN
asir-55146	88	17	exhibit	exhibit	VERB
asir-55146	88	18	similar	similar	ADJ
asir-55146	88	19	combustion	combustion	NOUN
asir-55146	88	20	attributes	attribute	VERB
asir-55146	88	21	.	.	PUNCT
asir-55146	89	1	the	the	DET
asir-55146	89	2	study	study	NOUN
asir-55146	89	3	demonstrates	demonstrate	VERB
asir-55146	89	4	that	that	SCONJ
asir-55146	89	5	flame	flame	PROPN
asir-55146	89	6	spectra	spectra	NOUN
asir-55146	89	7	can	can	AUX
asir-55146	89	8	serve	serve	VERB
asir-55146	89	9	as	as	ADP
asir-55146	89	10	a	a	DET
asir-55146	89	11	basis	basis	NOUN
asir-55146	89	12	for	for	ADP
asir-55146	89	13	combustible	combustible	ADJ
asir-55146	89	14	material	material	NOUN
asir-55146	89	15	classification	classification	NOUN
asir-55146	89	16	,	,	PUNCT
asir-55146	89	17	and	and	CCONJ
asir-55146	89	18	the	the	DET
asir-55146	89	19	results	result	NOUN
asir-55146	89	20	can	can	AUX
asir-55146	89	21	further	far	ADV
asir-55146	89	22	contribute	contribute	VERB
asir-55146	89	23	to	to	ADP
asir-55146	89	24	combustible	combustible	ADJ
asir-55146	89	25	material	material	NOUN
asir-55146	89	26	classification	classification	NOUN
asir-55146	89	27	and	and	CCONJ
asir-55146	89	28	flame	flame	NOUN
asir-55146	89	29	spectral	spectral	ADJ
asir-55146	89	30	analysis	analysis	NOUN
asir-55146	89	31	.	.	PUNCT
asir-55146	90	1	references	reference	NOUN
asir-55146	90	2	chen	chen	PROPN
asir-55146	90	3	,	,	PUNCT
asir-55146	90	4	y.	y.	PROPN
asir-55146	90	5	,	,	PUNCT
asir-55146	90	6	zhang	zhang	PROPN
asir-55146	90	7	,	,	PUNCT
asir-55146	90	8	y.	y.	PROPN
asir-55146	90	9	,	,	PUNCT
asir-55146	90	10	xin	xin	PROPN
asir-55146	90	11	,	,	PUNCT
asir-55146	90	12	j.	j.	PROPN
asir-55146	90	13	,	,	PUNCT
asir-55146	90	14	et	et	PROPN
asir-55146	90	15	al	al	PROPN
asir-55146	90	16	.	.	PUNCT
asir-55146	90	17	(	(	PUNCT
asir-55146	90	18	2018	2018	NUM
asir-55146	90	19	)	)	PUNCT
asir-55146	90	20	.	.	PUNCT
asir-55146	91	1	a	a	DET
asir-55146	91	2	uav	uav	PROPN
asir-55146	91	3	-	-	PUNCT
asir-55146	91	4	based	base	VERB
asir-55146	91	5	forest	forest	NOUN
asir-55146	91	6	fire	fire	NOUN
asir-55146	91	7	detection	detection	NOUN
asir-55146	91	8	algorithm	algorithm	NOUN
asir-55146	91	9	using	use	VERB
asir-55146	91	10	convolutional	convolutional	ADJ
asir-55146	91	11	neural	neural	ADJ
asir-55146	91	12	network	network	NOUN
asir-55146	91	13	.	.	PUNCT
asir-55146	92	1	chinese	chinese	ADJ
asir-55146	92	2	association	association	PROPN
asir-55146	92	3	of	of	ADP
asir-55146	92	4	automation	automation	NOUN
asir-55146	92	5	,	,	PUNCT
asir-55146	92	6	committee	committee	NOUN
asir-55146	92	7	on	on	ADP
asir-55146	92	8	control	control	PROPN
asir-55146	92	9	theory	theory	PROPN
asir-55146	92	10	.	.	PUNCT
asir-55146	93	1	proceedings	proceeding	NOUN
asir-55146	93	2	of	of	ADP
asir-55146	93	3	the	the	DET
asir-55146	93	4	37th	37th	ADJ
asir-55146	93	5	chinese	chinese	ADJ
asir-55146	93	6	control	control	PROPN
asir-55146	93	7	conference	conference	PROPN
asir-55146	93	8	(	(	PUNCT
asir-55146	93	9	volume	volume	NOUN
asir-55146	93	10	g	g	PROPN
asir-55146	93	11	)	)	PUNCT
asir-55146	93	12	.	.	PUNCT
asir-55146	94	1	xi'an	xi'an	PROPN
asir-55146	94	2	university	university	PROPN
asir-55146	94	3	of	of	ADP
asir-55146	94	4	technology	technology	PROPN
asir-55146	94	5	;	;	PUNCT
asir-55146	94	6	concordia	concordia	PROPN
asir-55146	94	7	university	university	PROPN
asir-55146	94	8	,	,	PUNCT
asir-55146	94	9	2018:6	2018:6	NOUN
asir-55146	94	10	.	.	PUNCT
asir-55146	95	1	gb	gb	ADP
asir-55146	95	2	/	/	SYM
asir-55146	95	3	t	t	NOUN
asir-55146	95	4	4968	4968	NUM
asir-55146	95	5	-	-	SYM
asir-55146	95	6	2008	2008	NUM
asir-55146	95	7	,	,	PUNCT
asir-55146	95	8	fire	fire	NOUN
asir-55146	95	9	classification	classification	NOUN
asir-55146	95	10	.	.	PUNCT
asir-55146	96	1	jia	jia	PROPN
asir-55146	96	2	zhicheng	zhicheng	PROPN
asir-55146	96	3	,	,	PUNCT
asir-55146	96	4	duan	duan	PROPN
asir-55146	96	5	qifeng	qifeng	PROPN
asir-55146	96	6	,	,	PUNCT
asir-55146	96	7	&	&	CCONJ
asir-55146	96	8	wang	wang	PROPN
asir-55146	96	9	dong	dong	PROPN
asir-55146	96	10	.	.	PUNCT
asir-55146	97	1	(	(	PUNCT
asir-55146	97	2	2024	2024	NUM
asir-55146	97	3	)	)	PUNCT
asir-55146	97	4	.	.	PUNCT
asir-55146	98	1	forest	forest	NOUN
asir-55146	98	2	fire	fire	NOUN
asir-55146	98	3	monitoring	monitoring	NOUN
asir-55146	98	4	model	model	NOUN
asir-55146	98	5	based	base	VERB
asir-55146	98	6	on	on	ADP
asir-55146	98	7	uav	uav	PROPN
asir-55146	98	8	multispectral	multispectral	ADJ
asir-55146	98	9	remote	remote	ADJ
asir-55146	98	10	sensing	sensing	NOUN
asir-55146	98	11	.	.	PUNCT
asir-55146	99	1	journal	journal	NOUN
asir-55146	99	2	of	of	ADP
asir-55146	99	3	central	central	PROPN
asir-55146	99	4	south	south	PROPN
asir-55146	99	5	university	university	PROPN
asir-55146	99	6	of	of	ADP
asir-55146	99	7	forestry	forestry	NOUN
asir-55146	99	8	and	and	CCONJ
asir-55146	99	9	technology	technology	NOUN
asir-55146	99	10	,	,	PUNCT
asir-55146	99	11	44(03	44(03	NOUN
asir-55146	99	12	)	)	PUNCT
asir-55146	99	13	,	,	PUNCT
asir-55146	99	14	22	22	NUM
asir-55146	99	15	-	-	SYM
asir-55146	99	16	32	32	NUM
asir-55146	99	17	.	.	PUNCT
asir-55146	100	1	http://doi.org/10.14067/j.cnki.1673-923x.2024.03.003	http://doi.org/10.14067/j.cnki.1673-923x.2024.03.003	PROPN
asir-55146	100	2	jiang	jiang	PROPN
asir-55146	100	3	jingxue	jingxue	PROPN
asir-55146	100	4	.	.	PUNCT
asir-55146	101	1	(	(	PUNCT
asir-55146	101	2	2012	2012	NUM
asir-55146	101	3	)	)	PUNCT
asir-55146	101	4	.	.	PUNCT
asir-55146	102	1	research	research	NOUN
asir-55146	102	2	and	and	CCONJ
asir-55146	102	3	design	design	NOUN
asir-55146	102	4	of	of	ADP
asir-55146	102	5	fire	fire	NOUN
asir-55146	102	6	detection	detection	NOUN
asir-55146	102	7	system	system	NOUN
asir-55146	102	8	based	base	VERB
asir-55146	102	9	on	on	ADP
asir-55146	102	10	combustion	combustion	NOUN
asir-55146	102	11	sound	sound	NOUN
asir-55146	102	12	recognition	recognition	NOUN
asir-55146	102	13	.	.	PUNCT
asir-55146	103	1	donghua	donghua	PROPN
asir-55146	103	2	university	university	PROPN
asir-55146	103	3	.	.	PUNCT
asir-55146	104	1	li	li	PROPN
asir-55146	104	2	peng	peng	PROPN
asir-55146	104	3	,	,	PUNCT
asir-55146	104	4	liu	liu	PROPN
asir-55146	104	5	aolin	aolin	PROPN
asir-55146	104	6	,	,	PUNCT
asir-55146	104	7	wu	wu	PROPN
asir-55146	104	8	baoyi	baoyi	PROPN
asir-55146	104	9	,	,	PUNCT
asir-55146	104	10	et	et	PROPN
asir-55146	104	11	al	al	PROPN
asir-55146	104	12	.	.	PROPN
asir-55146	104	13	(	(	PUNCT
asir-55146	104	14	2021	2021	NUM
asir-55146	104	15	)	)	PUNCT
asir-55146	104	16	.	.	PUNCT
asir-55146	105	1	device	device	NOUN
asir-55146	105	2	and	and	CCONJ
asir-55146	105	3	method	method	NOUN
asir-55146	105	4	for	for	ADP
asir-55146	105	5	identifying	identify	VERB
asir-55146	105	6	sulfur	sulfur	NOUN
asir-55146	105	7	-	-	PUNCT
asir-55146	105	8	containing	contain	VERB
asir-55146	105	9	substances	substance	NOUN
asir-55146	105	10	in	in	ADP
asir-55146	105	11	combustibles	combustible	NOUN
asir-55146	105	12	in	in	ADP
asir-55146	105	13	fires	fire	NOUN
asir-55146	105	14	.	.	PUNCT
asir-55146	106	1	shandong	shandong	PROPN
asir-55146	106	2	province	province	PROPN
asir-55146	106	3	:	:	PUNCT
asir-55146	106	4	cn202010003525.6	cn202010003525.6	NUM
asir-55146	106	5	,	,	PUNCT
asir-55146	106	6	2021	2021	NUM
asir-55146	106	7	-	-	SYM
asir-55146	106	8	07	07	NUM
asir-55146	106	9	-	-	PUNCT
asir-55146	106	10	06	06	NUM
asir-55146	106	11	.	.	PUNCT
asir-55146	107	1	li	li	PROPN
asir-55146	107	2	peng	peng	PROPN
asir-55146	107	3	,	,	PUNCT
asir-55146	107	4	zhang	zhang	PROPN
asir-55146	107	5	xiangqian	xiangqian	PROPN
asir-55146	107	6	,	,	PUNCT
asir-55146	107	7	zhang	zhang	PROPN
asir-55146	107	8	huiguang	huiguang	PROPN
asir-55146	107	9	,	,	PUNCT
asir-55146	107	10	et	et	PROPN
asir-55146	107	11	al	al	PROPN
asir-55146	107	12	.	.	PROPN
asir-55146	107	13	(	(	PUNCT
asir-55146	107	14	2021	2021	NUM
asir-55146	107	15	)	)	PUNCT
asir-55146	107	16	.	.	PUNCT
asir-55146	108	1	device	device	NOUN
asir-55146	108	2	and	and	CCONJ
asir-55146	108	3	method	method	NOUN
asir-55146	108	4	for	for	ADP
asir-55146	108	5	identifying	identify	VERB
asir-55146	108	6	nitrogen	nitrogen	NOUN
asir-55146	108	7	-	-	PUNCT
asir-55146	108	8	containing	contain	VERB
asir-55146	108	9	substances	substance	NOUN
asir-55146	108	10	in	in	ADP
asir-55146	108	11	combustibles	combustible	NOUN
asir-55146	108	12	in	in	ADP
asir-55146	108	13	fires	fire	NOUN
asir-55146	108	14	.	.	PUNCT
asir-55146	109	1	shandong	shandong	PROPN
asir-55146	109	2	province	province	PROPN
asir-55146	109	3	:	:	PUNCT
asir-55146	109	4	cn202010003528	cn202010003528	PROPN
asir-55146	109	5	.	.	PUNCT
asir-55146	110	1	x	x	X
asir-55146	110	2	,	,	PUNCT
asir-55146	110	3	2021	2021	NUM
asir-55146	110	4	-	-	SYM
asir-55146	110	5	07	07	NUM
asir-55146	110	6	-	-	PUNCT
asir-55146	110	7	06	06	NUM
asir-55146	110	8	.	.	PUNCT
asir-55146	111	1	li	li	PROPN
asir-55146	111	2	xu	xu	PROPN
asir-55146	111	3	.	.	PUNCT
asir-55146	112	1	(	(	PUNCT
asir-55146	112	2	2023	2023	NUM
asir-55146	112	3	)	)	PUNCT
asir-55146	112	4	.	.	PUNCT
asir-55146	113	1	research	research	NOUN
asir-55146	113	2	on	on	ADP
asir-55146	113	3	smoke	smoke	NOUN
asir-55146	113	4	detection	detection	NOUN
asir-55146	113	5	technology	technology	NOUN
asir-55146	113	6	and	and	CCONJ
asir-55146	113	7	its	its	PRON
asir-55146	113	8	application	application	NOUN
asir-55146	113	9	based	base	VERB
asir-55146	113	10	on	on	ADP
asir-55146	113	11	deep	deep	ADJ
asir-55146	113	12	learning	learning	NOUN
asir-55146	113	13	.	.	PUNCT
asir-55146	114	1	nanjing	nanjing	PROPN
asir-55146	114	2	university	university	PROPN
asir-55146	114	3	of	of	ADP
asir-55146	114	4	posts	post	NOUN
asir-55146	114	5	and	and	CCONJ
asir-55146	114	6	telecommunications	telecommunication	NOUN
asir-55146	114	7	,	,	PUNCT
asir-55146	114	8	2023	2023	NUM
asir-55146	114	9	.	.	PUNCT
asir-55146	115	1	http://doi.org/10.27251/d.cnki.gnjdc.2023	http://doi.org/10.27251/d.cnki.gnjdc.2023	PROPN
asir-55146	115	2	.	.	PROPN
asir-55146	115	3	001193	001193	NUM
asir-55146	116	1	liu	liu	PROPN
asir-55146	116	2	kai	kai	PROPN
asir-55146	116	3	,	,	PUNCT
asir-55146	116	4	zhao	zhao	PROPN
asir-55146	116	5	xianfeng	xianfeng	PROPN
asir-55146	116	6	,	,	PUNCT
asir-55146	116	7	&	&	CCONJ
asir-55146	116	8	bao	bao	PROPN
asir-55146	116	9	yuqing	yuqe	VERB
asir-55146	116	10	.	.	PUNCT
asir-55146	117	1	(	(	PUNCT
asir-55146	117	2	2019	2019	NUM
asir-55146	117	3	)	)	PUNCT
asir-55146	117	4	.	.	PUNCT
asir-55146	118	1	combustible	combustible	ADJ
asir-55146	118	2	material	material	NOUN
asir-55146	118	3	identification	identification	NOUN
asir-55146	118	4	method	method	NOUN
asir-55146	118	5	for	for	ADP
asir-55146	118	6	fire	fire	NOUN
asir-55146	118	7	detection	detection	NOUN
asir-55146	118	8	based	base	VERB
asir-55146	118	9	on	on	ADP
asir-55146	118	10	combustion	combustion	NOUN
asir-55146	118	11	state	state	NOUN
asir-55146	118	12	information	information	NOUN
asir-55146	118	13	.	.	PUNCT
asir-55146	119	1	journal	journal	PROPN
asir-55146	119	2	of	of	ADP
asir-55146	119	3	zhejiang	zhejiang	PROPN
asir-55146	119	4	university	university	PROPN
asir-55146	119	5	of	of	ADP
asir-55146	119	6	technology	technology	NOUN
asir-55146	119	7	,	,	PUNCT
asir-55146	119	8	47(01	47(01	NOUN
asir-55146	119	9	)	)	PUNCT
asir-55146	119	10	,	,	PUNCT
asir-55146	119	11	74	74	NUM
asir-55146	119	12	-	-	SYM
asir-55146	119	13	79	79	NUM
asir-55146	119	14	.	.	PUNCT
asir-55146	120	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-55146	120	2	applied	apply	VERB
asir-55146	120	3	science	science	NOUN
asir-55146	120	4	and	and	CCONJ
asir-55146	120	5	innovative	innovative	ADJ
asir-55146	120	6	research	research	NOUN
asir-55146	120	7	vol	vol	NOUN
asir-55146	120	8	.	.	PROPN
asir-55146	121	1	8	8	NUM
asir-55146	121	2	,	,	PUNCT
asir-55146	121	3	no	no	INTJ
asir-55146	121	4	.	.	NOUN
asir-55146	121	5	4	4	NUM
asir-55146	121	6	,	,	PUNCT
asir-55146	121	7	2024	2024	NUM
asir-55146	121	8	47	47	NUM
asir-55146	121	9	published	publish	VERB
asir-55146	121	10	by	by	ADP
asir-55146	121	11	scholink	scholink	PROPN
asir-55146	121	12	inc	inc	PROPN
asir-55146	121	13	.	.	PROPN
asir-55146	122	1	liu	liu	PROPN
asir-55146	122	2	kuo	kuo	PROPN
asir-55146	122	3	,	,	PUNCT
asir-55146	122	4	liu	liu	PROPN
asir-55146	122	5	wenyuan	wenyuan	PROPN
asir-55146	122	6	,	,	PUNCT
asir-55146	122	7	zeng	zeng	PROPN
asir-55146	122	8	huibin	huibin	PROPN
asir-55146	122	9	,	,	PUNCT
asir-55146	122	10	et	et	PROPN
asir-55146	122	11	al	al	PROPN
asir-55146	122	12	.	.	PUNCT
asir-55146	122	13	(	(	PUNCT
asir-55146	122	14	2024	2024	NUM
asir-55146	122	15	)	)	PUNCT
asir-55146	122	16	.	.	PUNCT
asir-55146	123	1	design	design	NOUN
asir-55146	123	2	of	of	ADP
asir-55146	123	3	fire	fire	NOUN
asir-55146	123	4	detection	detection	NOUN
asir-55146	123	5	and	and	CCONJ
asir-55146	123	6	automated	automate	VERB
asir-55146	123	7	early	early	ADJ
asir-55146	123	8	warning	warning	NOUN
asir-55146	123	9	system	system	NOUN
asir-55146	123	10	based	base	VERB
asir-55146	123	11	on	on	ADP
asir-55146	123	12	multi	multi	ADJ
asir-55146	123	13	-	-	ADJ
asir-55146	123	14	sensor	sensor	ADJ
asir-55146	123	15	information	information	NOUN
asir-55146	123	16	fusion	fusion	NOUN
asir-55146	123	17	.	.	PUNCT
asir-55146	124	1	automation	automation	NOUN
asir-55146	124	2	and	and	CCONJ
asir-55146	124	3	instrumentation	instrumentation	NOUN
asir-55146	124	4	,	,	PUNCT
asir-55146	124	5	39(05	39(05	NUM
asir-55146	124	6	)	)	PUNCT
asir-55146	124	7	,	,	PUNCT
asir-55146	124	8	89	89	NUM
asir-55146	124	9	-	-	SYM
asir-55146	124	10	93	93	NUM
asir-55146	124	11	.	.	PUNCT
asir-55146	125	1	http://doi.org/10.19557/j.cnki.1001-9944.2024.05.019	http://doi.org/10.19557/j.cnki.1001-9944.2024.05.019	PROPN
asir-55146	125	2	shenyuan	shenyuan	PROPN
asir-55146	125	3	,	,	PUNCT
asir-55146	125	4	g.	g.	PROPN
asir-55146	125	5	,	,	PUNCT
asir-55146	125	6	guozhong	guozhong	PROPN
asir-55146	125	7	,	,	PUNCT
asir-55146	125	8	h.	h.	PROPN
asir-55146	125	9	,	,	PUNCT
asir-55146	125	10	xiaolong	xiaolong	PROPN
asir-55146	125	11	,	,	PUNCT
asir-55146	125	12	c.	c.	PROPN
asir-55146	125	13	,	,	PUNCT
asir-55146	125	14	et	et	PROPN
asir-55146	125	15	al	al	PROPN
asir-55146	125	16	.	.	PUNCT
asir-55146	125	17	(	(	PUNCT
asir-55146	125	18	2024	2024	NUM
asir-55146	125	19	)	)	PUNCT
asir-55146	125	20	.	.	PUNCT
asir-55146	126	1	two	two	NUM
asir-55146	126	2	-	-	PUNCT
asir-55146	126	3	stage	stage	NOUN
asir-55146	126	4	deep	deep	ADJ
asir-55146	126	5	learning	learning	NOUN
asir-55146	126	6	-	-	PUNCT
asir-55146	126	7	based	base	VERB
asir-55146	126	8	video	video	NOUN
asir-55146	126	9	image	image	NOUN
asir-55146	126	10	recognition	recognition	NOUN
asir-55146	126	11	of	of	ADP
asir-55146	126	12	early	early	ADJ
asir-55146	126	13	fires	fire	NOUN
asir-55146	126	14	in	in	ADP
asir-55146	126	15	heritage	heritage	NOUN
asir-55146	126	16	buildings	building	NOUN
asir-55146	126	17	.	.	PUNCT
asir-55146	127	1	engineering	engineering	NOUN
asir-55146	127	2	applications	application	NOUN
asir-55146	127	3	of	of	ADP
asir-55146	127	4	artificial	artificial	ADJ
asir-55146	127	5	intelligence	intelligence	NOUN
asir-55146	127	6	,	,	PUNCT
asir-55146	127	7	2024	2024	NUM
asir-55146	127	8	,	,	PUNCT
asir-55146	127	9	129107598	129107598	NUM
asir-55146	127	10	.	.	PUNCT
asir-55146	128	1	su	su	PROPN
asir-55146	128	2	,	,	PUNCT
asir-55146	128	3	q.	q.	PROPN
asir-55146	128	4	,	,	PUNCT
asir-55146	128	5	hu	hu	PROPN
asir-55146	128	6	,	,	PUNCT
asir-55146	128	7	g.	g.	PROPN
asir-55146	128	8	,	,	PUNCT
asir-55146	128	9	&	&	CCONJ
asir-55146	128	10	liu	liu	PROPN
asir-55146	128	11	,	,	PUNCT
asir-55146	128	12	z.	z.	PROPN
asir-55146	128	13	(	(	PUNCT
asir-55146	128	14	2024	2024	NUM
asir-55146	128	15	)	)	PUNCT
asir-55146	128	16	.	.	PUNCT
asir-55146	129	1	research	research	NOUN
asir-55146	129	2	on	on	ADP
asir-55146	129	3	fire	fire	NOUN
asir-55146	129	4	detection	detection	NOUN
asir-55146	129	5	method	method	NOUN
asir-55146	129	6	of	of	ADP
asir-55146	129	7	complex	complex	ADJ
asir-55146	129	8	space	space	NOUN
asir-55146	129	9	based	base	VERB
asir-55146	129	10	on	on	ADP
asir-55146	129	11	multi	multi	ADJ
asir-55146	129	12	-	-	ADJ
asir-55146	129	13	sensor	sensor	ADJ
asir-55146	129	14	data	datum	NOUN
asir-55146	129	15	fusion	fusion	NOUN
asir-55146	129	16	.	.	PUNCT
asir-55146	130	1	measurement	measurement	NOUN
asir-55146	130	2	science	science	NOUN
asir-55146	130	3	and	and	CCONJ
asir-55146	130	4	technology	technology	NOUN
asir-55146	130	5	,	,	PUNCT
asir-55146	130	6	35(8	35(8	NUM
asir-55146	130	7	)	)	PUNCT
asir-55146	130	8	.	.	PUNCT
asir-55146	131	1	wang	wang	PROPN
asir-55146	131	2	,	,	PUNCT
asir-55146	131	3	l.	l.	PROPN
asir-55146	131	4	,	,	PUNCT
asir-55146	131	5	li	li	PROPN
asir-55146	131	6	,	,	PUNCT
asir-55146	131	7	b.	b.	PROPN
asir-55146	131	8	,	,	PUNCT
asir-55146	131	9	yu	yu	PROPN
asir-55146	131	10	,	,	PUNCT
asir-55146	131	11	x.	x.	PROPN
asir-55146	131	12	,	,	PUNCT
asir-55146	131	13	et	et	PROPN
asir-55146	131	14	al	al	PROPN
asir-55146	131	15	.	.	PUNCT
asir-55146	131	16	(	(	PUNCT
asir-55146	131	17	2024	2024	NUM
asir-55146	131	18	)	)	PUNCT
asir-55146	131	19	.	.	PUNCT
asir-55146	132	1	multi	multi	ADJ
asir-55146	132	2	-	-	ADJ
asir-55146	132	3	height	height	ADJ
asir-55146	132	4	and	and	CCONJ
asir-55146	132	5	heterogeneous	heterogeneous	ADJ
asir-55146	132	6	sensor	sensor	NOUN
asir-55146	132	7	fusion	fusion	NOUN
asir-55146	132	8	discriminant	discriminant	NOUN
asir-55146	132	9	with	with	ADP
asir-55146	132	10	lstm	lstm	NOUN
asir-55146	132	11	for	for	ADP
asir-55146	132	12	weak	weak	ADJ
asir-55146	132	13	fire	fire	NOUN
asir-55146	132	14	signal	signal	NOUN
asir-55146	132	15	detection	detection	NOUN
asir-55146	132	16	in	in	ADP
asir-55146	132	17	large	large	ADJ
asir-55146	132	18	spaces	space	NOUN
asir-55146	132	19	with	with	ADP
asir-55146	132	20	high	high	ADJ
asir-55146	132	21	ceilings	ceiling	NOUN
asir-55146	132	22	.	.	PUNCT
asir-55146	133	1	electronics	electronic	NOUN
asir-55146	133	2	,	,	PUNCT
asir-55146	133	3	13(13	13(13	NUM
asir-55146	133	4	)	)	PUNCT
asir-55146	133	5	,	,	PUNCT
asir-55146	133	6	2572	2572	NUM
asir-55146	133	7	-	-	SYM
asir-55146	133	8	2572	2572	NUM
asir-55146	133	9	.	.	PUNCT
asir-55146	134	1	zhang	zhang	PROPN
asir-55146	134	2	zhiyi	zhiyi	PROPN
asir-55146	134	3	.	.	PUNCT
asir-55146	135	1	(	(	PUNCT
asir-55146	135	2	2011	2011	NUM
asir-55146	135	3	)	)	PUNCT
asir-55146	135	4	.	.	PUNCT
asir-55146	136	1	research	research	NOUN
asir-55146	136	2	on	on	ADP
asir-55146	136	3	combustible	combustible	ADJ
asir-55146	136	4	material	material	NOUN
asir-55146	136	5	recognition	recognition	NOUN
asir-55146	136	6	technology	technology	NOUN
asir-55146	136	7	based	base	VERB
asir-55146	136	8	on	on	ADP
asir-55146	136	9	image	image	NOUN
asir-55146	136	10	processing	processing	NOUN
asir-55146	136	11	.	.	PUNCT
asir-55146	137	1	donghua	donghua	PROPN
asir-55146	137	2	university	university	PROPN
asir-55146	137	3	.	.	PUNCT
asir-55146	138	1	zheng	zheng	PROPN
asir-55146	138	2	dan	dan	PROPN
asir-55146	138	3	,	,	PUNCT
asir-55146	138	4	luo	luo	PROPN
asir-55146	138	5	yanling	yanling	PROPN
asir-55146	138	6	,	,	PUNCT
asir-55146	138	7	hui	hui	PROPN
asir-55146	138	8	piaopiao	piaopiao	PROPN
asir-55146	138	9	,	,	PUNCT
asir-55146	138	10	et	et	PROPN
asir-55146	138	11	al	al	PROPN
asir-55146	138	12	.	.	PUNCT
asir-55146	138	13	(	(	PUNCT
asir-55146	138	14	2024	2024	NUM
asir-55146	138	15	)	)	PUNCT
asir-55146	138	16	.	.	PUNCT
asir-55146	139	1	design	design	NOUN
asir-55146	139	2	and	and	CCONJ
asir-55146	139	3	implementation	implementation	NOUN
asir-55146	139	4	of	of	ADP
asir-55146	139	5	forest	forest	NOUN
asir-55146	139	6	fire	fire	NOUN
asir-55146	139	7	alarm	alarm	NOUN
asir-55146	139	8	system	system	NOUN
asir-55146	139	9	based	base	VERB
asir-55146	139	10	on	on	ADP
asir-55146	139	11	video	video	NOUN
asir-55146	139	12	image	image	NOUN
asir-55146	140	1	[	[	X
asir-55146	140	2	j	j	X
asir-55146	140	3	]	]	X
asir-55146	140	4	.	.	PUNCT
asir-55146	141	1	science	science	NOUN
asir-55146	141	2	and	and	CCONJ
asir-55146	141	3	technology	technology	NOUN
asir-55146	141	4	innovation	innovation	NOUN
asir-55146	141	5	and	and	CCONJ
asir-55146	141	6	applications	application	NOUN
asir-55146	141	7	,	,	PUNCT
asir-55146	141	8	14(20	14(20	NUM
asir-55146	141	9	)	)	PUNCT
asir-55146	141	10	,	,	PUNCT
asir-55146	141	11	25	25	NUM
asir-55146	141	12	-	-	SYM
asir-55146	141	13	31	31	NUM
asir-55146	141	14	.	.	PUNCT
asir-55146	142	1	http://doi.org/10.19981/j.cn23-1581/g3.2024.20.006	http://doi.org/10.19981/j.cn23-1581/g3.2024.20.006	PROPN