id	sid	tid	token	lemma	pos
futech-184	1	1	scmx	scmx	NOUN
futech-184	1	2	wee	wee	ADV
futech-184	1	3	et	et	PROPN
futech-184	1	4	al	al	PROPN
futech-184	1	5	.	.	PROPN
futech-184	1	6	/future	/future	PUNCT
futech-184	1	7	technology	technology	PROPN
futech-184	1	8	november	november	PROPN
futech-184	1	9	2024|	2024|	NUM
futech-184	1	10	volume	volume	NOUN
futech-184	1	11	03	03	NUM
futech-184	2	1	|	|	ADV
futech-184	2	2	issue	issue	VERB
futech-184	2	3	04	04	NUM
futech-184	3	1	|	|	CCONJ
futech-184	3	2	pages	page	NOUN
futech-184	3	3	12	12	NUM
futech-184	3	4	-	-	SYM
futech-184	3	5	21	21	NUM
futech-184	3	6	12	12	NUM
futech-184	3	7	article	article	NOUN
futech-184	3	8	classification	classification	NOUN
futech-184	3	9	of	of	ADP
futech-184	3	10	vanilla	vanilla	NOUN
futech-184	3	11	by	by	ADP
futech-184	3	12	quality	quality	NOUN
futech-184	3	13	using	use	VERB
futech-184	3	14	mos	mos	NOUN
futech-184	3	15	gas	gas	NOUN
futech-184	3	16	sensors	sensor	NOUN
futech-184	3	17	:	:	PUNCT
futech-184	3	18	assessing	assess	VERB
futech-184	3	19	the	the	DET
futech-184	3	20	effectiveness	effectiveness	NOUN
futech-184	3	21	of	of	ADP
futech-184	3	22	wavelet	wavelet	NOUN
futech-184	3	23	time	time	NOUN
futech-184	3	24	-	-	PUNCT
futech-184	3	25	frequency	frequency	NOUN
futech-184	3	26	analyzer	analyzer	NOUN
futech-184	3	27	sherlyn	sherlyn	NOUN
futech-184	3	28	cheryl	cheryl	PROPN
futech-184	3	29	may	may	AUX
futech-184	3	30	xin	xin	PROPN
futech-184	3	31	wee	wee	PROPN
futech-184	3	32	,	,	PUNCT
futech-184	3	33	hui	hui	PROPN
futech-184	3	34	en	en	PROPN
futech-184	3	35	lee	lee	PROPN
futech-184	3	36	,	,	PUNCT
futech-184	3	37	hong	hong	PROPN
futech-184	3	38	siang	siang	PROPN
futech-184	3	39	chua	chua	PROPN
futech-184	3	40	*	*	PROPN
futech-184	3	41	swinburne	swinburne	PROPN
futech-184	3	42	university	university	PROPN
futech-184	3	43	of	of	ADP
futech-184	3	44	technology	technology	PROPN
futech-184	3	45	sarawak	sarawak	PROPN
futech-184	3	46	campus	campus	PROPN
futech-184	3	47	,	,	PUNCT
futech-184	3	48	kuching	kuching	NOUN
futech-184	3	49	,	,	PUNCT
futech-184	3	50	sarawak	sarawak	PROPN
futech-184	3	51	,	,	PUNCT
futech-184	3	52	malaysia	malaysia	PROPN
futech-184	3	53	a	a	DET
futech-184	3	54	r	r	NOUN
futech-184	3	55	t	t	NOUN
futech-184	4	1	i	i	PRON
futech-184	4	2	c	c	NOUN
futech-184	4	3	l	l	NOUN
futech-184	4	4	e	e	NOUN
futech-184	5	1	i	i	PRON
futech-184	5	2	n	n	VERB
futech-184	5	3	f	f	NOUN
futech-184	5	4	o	o	NOUN
futech-184	5	5	article	article	NOUN
futech-184	5	6	history	history	NOUN
futech-184	5	7	:	:	PUNCT
futech-184	5	8	received	receive	VERB
futech-184	5	9	21	21	NUM
futech-184	5	10	april	april	PROPN
futech-184	5	11	2024	2024	NUM
futech-184	5	12	received	receive	VERB
futech-184	5	13	in	in	ADP
futech-184	5	14	revised	revise	VERB
futech-184	5	15	form	form	NOUN
futech-184	5	16	15	15	NUM
futech-184	5	17	june	june	PROPN
futech-184	5	18	2024	2024	NUM
futech-184	5	19	accepted	accept	VERB
futech-184	5	20	03	03	NUM
futech-184	5	21	july	july	PROPN
futech-184	5	22	2024	2024	NUM
futech-184	5	23	keywords	keyword	NOUN
futech-184	5	24	:	:	PUNCT
futech-184	5	25	classification	classification	NOUN
futech-184	5	26	,	,	PUNCT
futech-184	5	27	electronic	electronic	ADJ
futech-184	5	28	nose	nose	NOUN
futech-184	5	29	,	,	PUNCT
futech-184	5	30	gas	gas	NOUN
futech-184	5	31	sensors	sensor	NOUN
futech-184	5	32	,	,	PUNCT
futech-184	5	33	machine	machine	NOUN
futech-184	5	34	learning	learning	NOUN
futech-184	5	35	,	,	PUNCT
futech-184	5	36	metal	metal	NOUN
futech-184	5	37	oxide	oxide	NOUN
futech-184	5	38	semiconductor	semiconductor	NOUN
futech-184	5	39	(	(	PUNCT
futech-184	5	40	mos	mos	NOUN
futech-184	5	41	)	)	PUNCT
futech-184	5	42	,	,	PUNCT
futech-184	5	43	principal	principal	ADJ
futech-184	5	44	component	component	NOUN
futech-184	5	45	analysis	analysis	NOUN
futech-184	5	46	(	(	PUNCT
futech-184	5	47	pca	pca	NOUN
futech-184	5	48	)	)	PUNCT
futech-184	5	49	*	*	PUNCT
futech-184	5	50	corresponding	correspond	VERB
futech-184	5	51	author	author	NOUN
futech-184	5	52	email	email	NOUN
futech-184	5	53	address	address	NOUN
futech-184	5	54	:	:	PUNCT
futech-184	5	55	hschua@swinburne.edu.my	hschua@swinburne.edu.my	NOUN
futech-184	5	56	doi	doi	PROPN
futech-184	5	57	:	:	PUNCT
futech-184	5	58	10.55670	10.55670	NUM
futech-184	5	59	/	/	SYM
futech-184	5	60	fpll.futech.3.4.2	fpll.futech.3.4.2	NOUN
futech-184	5	61	a	a	DET
futech-184	5	62	b	b	PROPN
futech-184	5	63	s	s	ADP
futech-184	5	64	t	t	PROPN
futech-184	5	65	r	r	NOUN
futech-184	5	66	a	a	DET
futech-184	5	67	c	c	NOUN
futech-184	5	68	t	t	NOUN
futech-184	5	69	this	this	DET
futech-184	5	70	paper	paper	NOUN
futech-184	5	71	presents	present	VERB
futech-184	5	72	an	an	DET
futech-184	5	73	overview	overview	NOUN
futech-184	5	74	of	of	ADP
futech-184	5	75	the	the	DET
futech-184	5	76	global	global	ADJ
futech-184	5	77	vanilla	vanilla	NOUN
futech-184	5	78	industry	industry	NOUN
futech-184	5	79	,	,	PUNCT
futech-184	5	80	emphasizing	emphasize	VERB
futech-184	5	81	vanilla	vanilla	NOUN
futech-184	5	82	’s	’s	PART
futech-184	5	83	status	status	NOUN
futech-184	5	84	as	as	ADP
futech-184	5	85	the	the	DET
futech-184	5	86	second	second	ADJ
futech-184	5	87	most	most	ADV
futech-184	5	88	costly	costly	ADJ
futech-184	5	89	spice	spice	NOUN
futech-184	5	90	and	and	CCONJ
futech-184	5	91	the	the	DET
futech-184	5	92	most	most	ADV
futech-184	5	93	extensively	extensively	ADV
futech-184	5	94	used	use	VERB
futech-184	5	95	flavoring	flavor	VERB
futech-184	5	96	worldwide	worldwide	ADV
futech-184	5	97	.	.	PUNCT
futech-184	6	1	to	to	PART
futech-184	6	2	satisfy	satisfy	VERB
futech-184	6	3	global	global	ADJ
futech-184	6	4	demand	demand	NOUN
futech-184	6	5	,	,	PUNCT
futech-184	6	6	there	there	PRON
futech-184	6	7	is	be	VERB
futech-184	6	8	an	an	DET
futech-184	6	9	increasing	increase	VERB
futech-184	6	10	reliance	reliance	NOUN
futech-184	6	11	on	on	ADP
futech-184	6	12	synthetic	synthetic	ADJ
futech-184	6	13	methods	method	NOUN
futech-184	6	14	for	for	ADP
futech-184	6	15	flavor	flavor	NOUN
futech-184	6	16	extraction	extraction	NOUN
futech-184	6	17	,	,	PUNCT
futech-184	6	18	raising	raise	VERB
futech-184	6	19	concerns	concern	NOUN
futech-184	6	20	about	about	ADP
futech-184	6	21	quality	quality	NOUN
futech-184	6	22	and	and	CCONJ
futech-184	6	23	health	health	NOUN
futech-184	6	24	risks	risk	NOUN
futech-184	6	25	due	due	ADJ
futech-184	6	26	to	to	ADP
futech-184	6	27	widespread	widespread	ADJ
futech-184	6	28	adulteration	adulteration	NOUN
futech-184	6	29	with	with	ADP
futech-184	6	30	cheaper	cheap	ADJ
futech-184	6	31	synthetic	synthetic	ADJ
futech-184	6	32	vanillin	vanillin	NOUN
futech-184	6	33	,	,	PUNCT
futech-184	6	34	often	often	ADV
futech-184	6	35	misrepresented	misrepresent	VERB
futech-184	6	36	as	as	ADP
futech-184	6	37	"	"	PUNCT
futech-184	6	38	pure	pure	ADJ
futech-184	6	39	.	.	PUNCT
futech-184	6	40	"	"	PUNCT
futech-184	7	1	to	to	PART
futech-184	7	2	tackle	tackle	VERB
futech-184	7	3	adulteration	adulteration	NOUN
futech-184	7	4	effectively	effectively	ADV
futech-184	7	5	and	and	CCONJ
futech-184	7	6	economically	economically	ADV
futech-184	7	7	,	,	PUNCT
futech-184	7	8	this	this	DET
futech-184	7	9	study	study	NOUN
futech-184	7	10	proposes	propose	VERB
futech-184	7	11	employing	employ	VERB
futech-184	7	12	a	a	DET
futech-184	7	13	single	single	ADJ
futech-184	7	14	-	-	PUNCT
futech-184	7	15	stage	stage	NOUN
futech-184	7	16	classification	classification	NOUN
futech-184	7	17	model	model	NOUN
futech-184	7	18	trained	train	VERB
futech-184	7	19	using	use	VERB
futech-184	7	20	the	the	DET
futech-184	7	21	transient	transient	ADJ
futech-184	7	22	response	response	NOUN
futech-184	7	23	of	of	ADP
futech-184	7	24	an	an	DET
futech-184	7	25	electronic	electronic	ADJ
futech-184	7	26	nose	nose	NOUN
futech-184	7	27	(	(	PUNCT
futech-184	7	28	e	e	NOUN
futech-184	7	29	-	-	NOUN
futech-184	7	30	nose	nose	NOUN
futech-184	7	31	)	)	PUNCT
futech-184	7	32	equipped	equip	VERB
futech-184	7	33	with	with	ADP
futech-184	7	34	four	four	NUM
futech-184	7	35	metal	metal	NOUN
futech-184	7	36	oxide	oxide	NOUN
futech-184	7	37	semiconductor	semiconductor	NOUN
futech-184	7	38	(	(	PUNCT
futech-184	7	39	mos	mos	NOUN
futech-184	7	40	)	)	PUNCT
futech-184	7	41	gas	gas	NOUN
futech-184	7	42	sensors	sensor	NOUN
futech-184	7	43	with	with	ADP
futech-184	7	44	principal	principal	ADJ
futech-184	7	45	component	component	NOUN
futech-184	7	46	analysis	analysis	NOUN
futech-184	7	47	(	(	PUNCT
futech-184	7	48	pca	pca	NOUN
futech-184	7	49	)	)	PUNCT
futech-184	7	50	and	and	CCONJ
futech-184	7	51	machine	machine	NOUN
futech-184	7	52	learning	learn	VERB
futech-184	7	53	classification	classification	NOUN
futech-184	7	54	models	model	NOUN
futech-184	7	55	to	to	PART
futech-184	7	56	sample	sample	VERB
futech-184	7	57	vanilla	vanilla	NOUN
futech-184	7	58	from	from	ADP
futech-184	7	59	various	various	ADJ
futech-184	7	60	countries	country	NOUN
futech-184	7	61	(	(	PUNCT
futech-184	7	62	indonesia	indonesia	PROPN
futech-184	7	63	&	&	CCONJ
futech-184	7	64	madagascar	madagascar	PROPN
futech-184	7	65	)	)	PUNCT
futech-184	7	66	and	and	CCONJ
futech-184	7	67	grades	grade	NOUN
futech-184	7	68	(	(	PUNCT
futech-184	7	69	grade	grade	NOUN
futech-184	7	70	a	a	PRON
futech-184	7	71	&	&	CCONJ
futech-184	7	72	b	b	NOUN
futech-184	7	73	)	)	PUNCT
futech-184	7	74	.	.	PUNCT
futech-184	8	1	33	33	NUM
futech-184	8	2	classifiers	classifier	NOUN
futech-184	8	3	were	be	AUX
futech-184	8	4	trained	train	VERB
futech-184	8	5	and	and	CCONJ
futech-184	8	6	compared	compare	VERB
futech-184	8	7	based	base	VERB
futech-184	8	8	on	on	ADP
futech-184	8	9	classification	classification	NOUN
futech-184	8	10	and	and	CCONJ
futech-184	8	11	validation	validation	NOUN
futech-184	8	12	accuracy	accuracy	NOUN
futech-184	8	13	.	.	PUNCT
futech-184	9	1	through	through	ADP
futech-184	9	2	trial	trial	NOUN
futech-184	9	3	and	and	CCONJ
futech-184	9	4	error	error	NOUN
futech-184	9	5	,	,	PUNCT
futech-184	9	6	it	it	PRON
futech-184	9	7	was	be	AUX
futech-184	9	8	determined	determine	VERB
futech-184	9	9	that	that	SCONJ
futech-184	9	10	the	the	DET
futech-184	9	11	sensor	sensor	NOUN
futech-184	9	12	response	response	NOUN
futech-184	9	13	times	time	NOUN
futech-184	9	14	at	at	ADP
futech-184	9	15	the	the	DET
futech-184	9	16	20s	20	NOUN
futech-184	9	17	,	,	PUNCT
futech-184	9	18	60s	60	NOUN
futech-184	9	19	,	,	PUNCT
futech-184	9	20	and	and	CCONJ
futech-184	9	21	90s	90s	NUM
futech-184	9	22	marks	mark	NOUN
futech-184	9	23	,	,	PUNCT
futech-184	9	24	using	use	VERB
futech-184	9	25	weighted	weight	VERB
futech-184	9	26	knn	knn	PROPN
futech-184	9	27	,	,	PUNCT
futech-184	9	28	contributed	contribute	VERB
futech-184	9	29	to	to	ADP
futech-184	9	30	100	100	NUM
futech-184	9	31	%	%	NOUN
futech-184	9	32	classification	classification	NOUN
futech-184	9	33	accuracy	accuracy	NOUN
futech-184	9	34	and	and	CCONJ
futech-184	9	35	80	80	NUM
futech-184	9	36	%	%	NOUN
futech-184	9	37	validation	validation	NOUN
futech-184	9	38	accuracy	accuracy	NOUN
futech-184	9	39	.	.	PUNCT
futech-184	10	1	a	a	DET
futech-184	10	2	second	second	ADJ
futech-184	10	3	analysis	analysis	NOUN
futech-184	10	4	method	method	NOUN
futech-184	10	5	was	be	AUX
futech-184	10	6	attempted	attempt	VERB
futech-184	10	7	where	where	SCONJ
futech-184	10	8	the	the	DET
futech-184	10	9	sensor	sensor	NOUN
futech-184	10	10	transient	transient	ADJ
futech-184	10	11	response	response	NOUN
futech-184	10	12	was	be	AUX
futech-184	10	13	processed	process	VERB
futech-184	10	14	using	use	VERB
futech-184	10	15	the	the	DET
futech-184	10	16	wavelet	wavelet	NOUN
futech-184	10	17	time	time	NOUN
futech-184	10	18	-	-	PUNCT
futech-184	10	19	frequency	frequency	NOUN
futech-184	10	20	analyzer	analyzer	NOUN
futech-184	10	21	.	.	PUNCT
futech-184	11	1	when	when	SCONJ
futech-184	11	2	training	train	VERB
futech-184	11	3	classification	classification	NOUN
futech-184	11	4	models	model	NOUN
futech-184	11	5	using	use	VERB
futech-184	11	6	the	the	DET
futech-184	11	7	processed	process	VERB
futech-184	11	8	data	datum	NOUN
futech-184	11	9	,	,	PUNCT
futech-184	11	10	the	the	DET
futech-184	11	11	bilayer	bilayer	NOUN
futech-184	11	12	neural	neural	ADJ
futech-184	11	13	network	network	NOUN
futech-184	11	14	yielded	yield	VERB
futech-184	11	15	the	the	DET
futech-184	11	16	highest	high	ADJ
futech-184	11	17	classification	classification	NOUN
futech-184	11	18	accuracy	accuracy	NOUN
futech-184	11	19	of	of	ADP
futech-184	11	20	100	100	NUM
futech-184	11	21	%	%	NOUN
futech-184	11	22	and	and	CCONJ
futech-184	11	23	validation	validation	NOUN
futech-184	11	24	accuracy	accuracy	NOUN
futech-184	11	25	of	of	ADP
futech-184	11	26	70	70	NUM
futech-184	11	27	%	%	NOUN
futech-184	11	28	.	.	PUNCT
futech-184	12	1	1	1	X
futech-184	12	2	.	.	X
futech-184	12	3	introduction	introduction	NOUN
futech-184	12	4	due	due	ADJ
futech-184	12	5	vanilla	vanilla	NOUN
futech-184	12	6	,	,	PUNCT
futech-184	12	7	the	the	DET
futech-184	12	8	second	second	ADV
futech-184	12	9	-	-	PUNCT
futech-184	12	10	costliest	costly	ADJ
futech-184	12	11	spice	spice	NOUN
futech-184	12	12	globally	globally	ADV
futech-184	12	13	and	and	CCONJ
futech-184	12	14	the	the	DET
futech-184	12	15	most	most	ADV
futech-184	12	16	widely	widely	ADV
futech-184	12	17	used	use	VERB
futech-184	12	18	flavoring	flavor	VERB
futech-184	12	19	agent	agent	NOUN
futech-184	12	20	in	in	ADP
futech-184	12	21	the	the	DET
futech-184	12	22	food	food	NOUN
futech-184	12	23	industry	industry	NOUN
futech-184	12	24	,	,	PUNCT
futech-184	12	25	is	be	AUX
futech-184	12	26	sourced	source	VERB
futech-184	12	27	from	from	ADP
futech-184	12	28	orchids	orchid	NOUN
futech-184	12	29	within	within	ADP
futech-184	12	30	the	the	DET
futech-184	12	31	vanilla	vanilla	NOUN
futech-184	12	32	genus	genus	NOUN
futech-184	12	33	,	,	PUNCT
futech-184	12	34	primarily	primarily	ADV
futech-184	12	35	native	native	ADJ
futech-184	12	36	to	to	ADP
futech-184	12	37	mexico	mexico	PROPN
futech-184	12	38	.	.	PUNCT
futech-184	13	1	the	the	DET
futech-184	13	2	primary	primary	ADJ
futech-184	13	3	contributor	contributor	NOUN
futech-184	13	4	to	to	ADP
futech-184	13	5	global	global	ADJ
futech-184	13	6	supply	supply	NOUN
futech-184	13	7	,	,	PUNCT
futech-184	13	8	vanilla	vanilla	NOUN
futech-184	13	9	planifolia	planifolia	PROPN
futech-184	13	10	,	,	PUNCT
futech-184	13	11	dominates	dominate	VERB
futech-184	13	12	production	production	NOUN
futech-184	13	13	at	at	ADP
futech-184	13	14	80	80	NUM
futech-184	13	15	%	%	NOUN
futech-184	13	16	,	,	PUNCT
futech-184	13	17	mainly	mainly	ADV
futech-184	13	18	cultivated	cultivate	VERB
futech-184	13	19	in	in	ADP
futech-184	13	20	madagascar	madagascar	PROPN
futech-184	13	21	and	and	CCONJ
futech-184	13	22	nearby	nearby	ADJ
futech-184	13	23	islands	island	NOUN
futech-184	13	24	[	[	X
futech-184	13	25	1	1	NUM
futech-184	13	26	]	]	PUNCT
futech-184	13	27	.	.	PUNCT
futech-184	14	1	despite	despite	SCONJ
futech-184	14	2	its	its	PRON
futech-184	14	3	value	value	NOUN
futech-184	14	4	in	in	ADP
futech-184	14	5	various	various	ADJ
futech-184	14	6	sectors	sector	NOUN
futech-184	14	7	,	,	PUNCT
futech-184	14	8	the	the	DET
futech-184	14	9	vanilla	vanilla	NOUN
futech-184	14	10	market	market	NOUN
futech-184	14	11	faces	face	VERB
futech-184	14	12	substantial	substantial	ADJ
futech-184	14	13	supply	supply	NOUN
futech-184	14	14	challenges	challenge	NOUN
futech-184	14	15	,	,	PUNCT
futech-184	14	16	exacerbated	exacerbate	VERB
futech-184	14	17	by	by	ADP
futech-184	14	18	the	the	DET
futech-184	14	19	2018	2018	NUM
futech-184	14	20	"	"	PUNCT
futech-184	14	21	vanilla	vanilla	NOUN
futech-184	14	22	crisis	crisis	NOUN
futech-184	14	23	,	,	PUNCT
futech-184	14	24	"	"	PUNCT
futech-184	14	25	leading	lead	VERB
futech-184	14	26	to	to	ADP
futech-184	14	27	price	price	NOUN
futech-184	14	28	surges	surge	NOUN
futech-184	14	29	and	and	CCONJ
futech-184	14	30	criminal	criminal	ADJ
futech-184	14	31	activities	activity	NOUN
futech-184	14	32	in	in	ADP
futech-184	14	33	producing	produce	VERB
futech-184	14	34	regions	region	NOUN
futech-184	14	35	[	[	X
futech-184	14	36	2	2	NUM
futech-184	14	37	,	,	PUNCT
futech-184	14	38	3	3	NUM
futech-184	14	39	]	]	PUNCT
futech-184	14	40	.	.	PUNCT
futech-184	15	1	synthetic	synthetic	ADJ
futech-184	15	2	means	mean	NOUN
futech-184	15	3	are	be	AUX
futech-184	15	4	increasingly	increasingly	ADV
futech-184	15	5	used	use	VERB
futech-184	15	6	due	due	ADP
futech-184	15	7	to	to	ADP
futech-184	15	8	the	the	DET
futech-184	15	9	limited	limited	ADJ
futech-184	15	10	availability	availability	NOUN
futech-184	15	11	and	and	CCONJ
futech-184	15	12	high	high	ADJ
futech-184	15	13	production	production	NOUN
futech-184	15	14	costs	cost	NOUN
futech-184	15	15	of	of	ADP
futech-184	15	16	natural	natural	ADJ
futech-184	15	17	vanilla	vanilla	NOUN
futech-184	15	18	[	[	X
futech-184	15	19	4	4	NUM
futech-184	15	20	]	]	PUNCT
futech-184	15	21	.	.	PUNCT
futech-184	16	1	adulteration	adulteration	NOUN
futech-184	16	2	with	with	ADP
futech-184	16	3	cheaper	cheap	ADJ
futech-184	16	4	synthetic	synthetic	ADJ
futech-184	16	5	vanillin	vanillin	NOUN
futech-184	16	6	poses	pose	VERB
futech-184	16	7	health	health	NOUN
futech-184	16	8	risks	risk	NOUN
futech-184	16	9	and	and	CCONJ
futech-184	16	10	quality	quality	NOUN
futech-184	16	11	concerns	concern	NOUN
futech-184	16	12	[	[	X
futech-184	16	13	5	5	NUM
futech-184	16	14	]	]	PUNCT
futech-184	16	15	.	.	PUNCT
futech-184	17	1	to	to	PART
futech-184	17	2	address	address	VERB
futech-184	17	3	these	these	DET
futech-184	17	4	challenges	challenge	NOUN
futech-184	17	5	,	,	PUNCT
futech-184	17	6	this	this	DET
futech-184	17	7	study	study	NOUN
futech-184	17	8	aims	aim	VERB
futech-184	17	9	to	to	PART
futech-184	17	10	distinguish	distinguish	VERB
futech-184	17	11	between	between	ADP
futech-184	17	12	natural	natural	ADJ
futech-184	17	13	and	and	CCONJ
futech-184	17	14	synthetic	synthetic	ADJ
futech-184	17	15	vanilla	vanilla	NOUN
futech-184	17	16	and	and	CCONJ
futech-184	17	17	enhance	enhance	VERB
futech-184	17	18	the	the	DET
futech-184	17	19	authenticity	authenticity	NOUN
futech-184	17	20	and	and	CCONJ
futech-184	17	21	traceability	traceability	NOUN
futech-184	17	22	of	of	ADP
futech-184	17	23	vanilla	vanilla	NOUN
futech-184	17	24	planifolia	planifolia	PROPN
futech-184	17	25	.	.	PUNCT
futech-184	18	1	vanilla	vanilla	NOUN
futech-184	18	2	samples	sample	NOUN
futech-184	18	3	from	from	ADP
futech-184	18	4	indonesia	indonesia	PROPN
futech-184	18	5	and	and	CCONJ
futech-184	18	6	madagascar	madagascar	PROPN
futech-184	18	7	,	,	PUNCT
futech-184	18	8	categorized	categorize	VERB
futech-184	18	9	into	into	ADP
futech-184	18	10	different	different	ADJ
futech-184	18	11	grades	grade	NOUN
futech-184	18	12	(	(	PUNCT
futech-184	18	13	a	a	PRON
futech-184	18	14	and	and	CCONJ
futech-184	18	15	b	b	NOUN
futech-184	18	16	)	)	PUNCT
futech-184	18	17	,	,	PUNCT
futech-184	18	18	have	have	AUX
futech-184	18	19	been	be	AUX
futech-184	18	20	prepared	prepare	VERB
futech-184	18	21	for	for	ADP
futech-184	18	22	this	this	DET
futech-184	18	23	purpose	purpose	NOUN
futech-184	18	24	.	.	PUNCT
futech-184	19	1	in	in	ADP
futech-184	19	2	the	the	DET
futech-184	19	3	current	current	ADJ
futech-184	19	4	phase	phase	NOUN
futech-184	19	5	of	of	ADP
futech-184	19	6	the	the	DET
futech-184	19	7	research	research	NOUN
futech-184	19	8	,	,	PUNCT
futech-184	19	9	a	a	DET
futech-184	19	10	single	single	ADJ
futech-184	19	11	-	-	PUNCT
futech-184	19	12	stage	stage	NOUN
futech-184	19	13	classification	classification	NOUN
futech-184	19	14	model	model	NOUN
futech-184	19	15	was	be	AUX
futech-184	19	16	created	create	VERB
futech-184	19	17	to	to	PART
futech-184	19	18	distinguish	distinguish	VERB
futech-184	19	19	between	between	ADP
futech-184	19	20	vanilla	vanilla	NOUN
futech-184	19	21	samples	sample	NOUN
futech-184	19	22	originating	originate	VERB
futech-184	19	23	from	from	ADP
futech-184	19	24	indonesia	indonesia	PROPN
futech-184	19	25	and	and	CCONJ
futech-184	19	26	madagascar	madagascar	PROPN
futech-184	19	27	,	,	PUNCT
futech-184	19	28	each	each	PRON
futech-184	19	29	with	with	ADP
futech-184	19	30	varying	vary	VERB
futech-184	19	31	grades	grade	NOUN
futech-184	19	32	.	.	PUNCT
futech-184	20	1	the	the	DET
futech-184	20	2	training	training	NOUN
futech-184	20	3	and	and	CCONJ
futech-184	20	4	prediction	prediction	NOUN
futech-184	20	5	processes	process	NOUN
futech-184	20	6	of	of	ADP
futech-184	20	7	the	the	DET
futech-184	20	8	classification	classification	NOUN
futech-184	20	9	model	model	NOUN
futech-184	20	10	were	be	AUX
futech-184	20	11	iterated	iterate	VERB
futech-184	20	12	to	to	PART
futech-184	20	13	ascertain	ascertain	VERB
futech-184	20	14	precise	precise	ADJ
futech-184	20	15	sample	sample	NOUN
futech-184	20	16	categorizations	categorization	NOUN
futech-184	20	17	.	.	PUNCT
futech-184	21	1	consequently	consequently	ADV
futech-184	21	2	,	,	PUNCT
futech-184	21	3	various	various	ADJ
futech-184	21	4	methods	method	NOUN
futech-184	21	5	were	be	AUX
futech-184	21	6	employed	employ	VERB
futech-184	21	7	subsequently	subsequently	ADV
futech-184	21	8	to	to	PART
futech-184	21	9	assess	assess	VERB
futech-184	21	10	the	the	DET
futech-184	21	11	accuracy	accuracy	NOUN
futech-184	21	12	of	of	ADP
futech-184	21	13	these	these	DET
futech-184	21	14	classifications	classification	NOUN
futech-184	21	15	.	.	PUNCT
futech-184	22	1	additionally	additionally	ADV
futech-184	22	2	,	,	PUNCT
futech-184	22	3	wavelet	wavelet	NOUN
futech-184	22	4	analysis	analysis	NOUN
futech-184	22	5	will	will	AUX
futech-184	22	6	be	be	AUX
futech-184	22	7	employed	employ	VERB
futech-184	22	8	to	to	PART
futech-184	22	9	assess	assess	VERB
futech-184	22	10	its	its	PRON
futech-184	22	11	effectiveness	effectiveness	NOUN
futech-184	22	12	in	in	ADP
futech-184	22	13	conjunction	conjunction	NOUN
futech-184	22	14	with	with	ADP
futech-184	22	15	the	the	DET
futech-184	22	16	single	single	ADJ
futech-184	22	17	-	-	PUNCT
futech-184	22	18	stage	stage	NOUN
futech-184	22	19	method	method	NOUN
futech-184	22	20	.	.	PUNCT
futech-184	23	1	the	the	DET
futech-184	23	2	continuous	continuous	ADJ
futech-184	23	3	wavelet	wavelet	NOUN
futech-184	23	4	transform	transform	NOUN
futech-184	23	5	(	(	PUNCT
futech-184	23	6	cwt	cwt	NOUN
futech-184	23	7	)	)	PUNCT
futech-184	23	8	is	be	AUX
futech-184	23	9	among	among	ADP
futech-184	23	10	the	the	DET
futech-184	23	11	various	various	ADJ
futech-184	23	12	iterations	iteration	NOUN
futech-184	23	13	of	of	ADP
futech-184	23	14	the	the	DET
futech-184	23	15	wavelet	wavelet	NOUN
futech-184	23	16	transform	transform	NOUN
futech-184	23	17	frequently	frequently	ADV
futech-184	23	18	utilized	utilize	VERB
futech-184	23	19	to	to	PART
futech-184	23	20	detect	detect	VERB
futech-184	23	21	patterns	pattern	NOUN
futech-184	23	22	or	or	CCONJ
futech-184	23	23	frequencies	frequency	NOUN
futech-184	23	24	within	within	ADP
futech-184	23	25	a	a	DET
futech-184	23	26	signal	signal	NOUN
futech-184	23	27	,	,	PUNCT
futech-184	23	28	with	with	ADP
futech-184	23	29	the	the	DET
futech-184	23	30	specific	specific	ADJ
futech-184	23	31	pattern	pattern	NOUN
futech-184	23	32	or	or	CCONJ
futech-184	23	33	frequency	frequency	NOUN
futech-184	23	34	corresponding	correspond	VERB
futech-184	23	35	to	to	ADP
futech-184	23	36	the	the	DET
futech-184	23	37	chosen	choose	VERB
futech-184	23	38	wavelet	wavelet	NOUN
futech-184	23	39	.	.	PUNCT
futech-184	24	1	continuous	continuous	ADJ
futech-184	24	2	analysis	analysis	NOUN
futech-184	24	3	often	often	ADV
futech-184	24	4	offers	offer	VERB
futech-184	24	5	easier	easy	ADJ
futech-184	24	6	interpretation	interpretation	NOUN
futech-184	24	7	due	due	ADP
futech-184	24	8	to	to	ADP
futech-184	24	9	its	its	PRON
futech-184	24	10	redundancy	redundancy	NOUN
futech-184	24	11	,	,	PUNCT
futech-184	24	12	reinforcing	reinforce	VERB
futech-184	24	13	signal	signal	NOUN
futech-184	24	14	traits	trait	NOUN
futech-184	24	15	and	and	CCONJ
futech-184	24	16	enhancing	enhance	VERB
futech-184	24	17	the	the	DET
futech-184	24	18	visibility	visibility	NOUN
futech-184	24	19	of	of	ADP
futech-184	24	20	all	all	DET
futech-184	24	21	information	information	NOUN
futech-184	24	22	,	,	PUNCT
futech-184	24	23	particularly	particularly	ADV
futech-184	24	24	subtle	subtle	ADJ
futech-184	24	25	details	detail	NOUN
futech-184	24	26	[	[	X
futech-184	24	27	6	6	NUM
futech-184	24	28	]	]	PUNCT
futech-184	24	29	.	.	PUNCT
futech-184	25	1	future	future	ADJ
futech-184	25	2	technology	technology	NOUN
futech-184	25	3	open	open	ADJ
futech-184	25	4	access	access	NOUN
futech-184	25	5	journal	journal	PROPN
futech-184	25	6	https://doi.org/10.55670/fpll.futech.3.4.2	https://doi.org/10.55670/fpll.futech.3.4.2	PROPN
futech-184	25	7	november	november	PROPN
futech-184	25	8	2024|	2024|	PROPN
futech-184	25	9	volume	volume	NOUN
futech-184	25	10	03	03	NUM
futech-184	26	1	|	|	ADV
futech-184	26	2	issue	issue	VERB
futech-184	26	3	04	04	NUM
futech-184	27	1	|	|	CCONJ
futech-184	27	2	pages	page	NOUN
futech-184	27	3	12	12	NUM
futech-184	27	4	-	-	SYM
futech-184	27	5	21	21	NUM
futech-184	27	6	journal	journal	NOUN
futech-184	27	7	homepage	homepage	NOUN
futech-184	27	8	:	:	PUNCT
futech-184	27	9	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-184	27	10	issn	issn	VERB
futech-184	27	11	2832	2832	NUM
futech-184	27	12	-	-	SYM
futech-184	27	13	0379	0379	NUM
futech-184	27	14	mailto:hschua@swinburne.edu.my	mailto:hschua@swinburne.edu.my	NOUN
futech-184	27	15	https://doi.org/10.55670/fpll.futech.3.4.2	https://doi.org/10.55670/fpll.futech.3.4.2	NOUN
futech-184	27	16	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-184	27	17	scmx	scmx	NOUN
futech-184	27	18	wee	wee	ADV
futech-184	28	1	et	et	PROPN
futech-184	28	2	al	al	PROPN
futech-184	28	3	.	.	PROPN
futech-184	28	4	/future	/future	PUNCT
futech-184	28	5	technology	technology	PROPN
futech-184	28	6	november	november	PROPN
futech-184	28	7	2024|	2024|	NUM
futech-184	29	1	volume	volume	NOUN
futech-184	29	2	03	03	NUM
futech-184	30	1	|	|	ADV
futech-184	30	2	issue	issue	VERB
futech-184	30	3	04	04	NUM
futech-184	31	1	|	|	CCONJ
futech-184	31	2	pages	page	NOUN
futech-184	31	3	12	12	NUM
futech-184	31	4	-	-	SYM
futech-184	31	5	21	21	NUM
futech-184	31	6	13	13	NUM
futech-184	31	7	2	2	NUM
futech-184	31	8	.	.	PUNCT
futech-184	31	9	methodology	methodology	NOUN
futech-184	31	10	2.1	2.1	NUM
futech-184	31	11	preparation	preparation	NOUN
futech-184	31	12	,	,	PUNCT
futech-184	31	13	storage	storage	NOUN
futech-184	31	14	,	,	PUNCT
futech-184	31	15	and	and	CCONJ
futech-184	31	16	sampling	sample	VERB
futech-184	31	17	of	of	ADP
futech-184	31	18	vanilla	vanilla	NOUN
futech-184	31	19	samples	sample	NOUN
futech-184	31	20	a	a	DET
futech-184	31	21	total	total	NOUN
futech-184	31	22	of	of	ADP
futech-184	31	23	68	68	NUM
futech-184	31	24	training	training	NOUN
futech-184	31	25	samples	sample	NOUN
futech-184	31	26	were	be	AUX
futech-184	31	27	gathered	gather	VERB
futech-184	31	28	as	as	SCONJ
futech-184	31	29	follows	follow	VERB
futech-184	31	30	:	:	PUNCT
futech-184	31	31	•	•	NUM
futech-184	31	32	20	20	NUM
futech-184	31	33	madagascar	madagascar	ADJ
futech-184	31	34	grade	grade	PROPN
futech-184	31	35	a	a	DET
futech-184	31	36	(	(	PUNCT
futech-184	31	37	mga	mga	PROPN
futech-184	31	38	)	)	PUNCT
futech-184	31	39	samples	sample	VERB
futech-184	31	40	•	•	NOUN
futech-184	31	41	20	20	NUM
futech-184	31	42	madagascar	madagascar	ADJ
futech-184	31	43	grade	grade	PROPN
futech-184	31	44	b	b	PROPN
futech-184	31	45	(	(	PUNCT
futech-184	31	46	mgb	mgb	NOUN
futech-184	31	47	)	)	PUNCT
futech-184	31	48	samples	sample	NOUN
futech-184	31	49	•	•	NOUN
futech-184	31	50	16	16	NUM
futech-184	31	51	indonesia	indonesia	PROPN
futech-184	31	52	grade	grade	PROPN
futech-184	31	53	a	a	DET
futech-184	31	54	(	(	PUNCT
futech-184	31	55	iga	iga	PROPN
futech-184	31	56	)	)	PUNCT
futech-184	31	57	samples	sample	NOUN
futech-184	31	58	•	•	NOUN
futech-184	31	59	12	12	NUM
futech-184	31	60	indonesia	indonesia	PROPN
futech-184	31	61	grade	grade	PROPN
futech-184	31	62	b	b	PROPN
futech-184	31	63	(	(	PUNCT
futech-184	31	64	igb	igb	NOUN
futech-184	31	65	)	)	PUNCT
futech-184	31	66	samples	sample	VERB
futech-184	31	67	these	these	DET
futech-184	31	68	samples	sample	NOUN
futech-184	31	69	were	be	AUX
futech-184	31	70	utilized	utilize	VERB
futech-184	31	71	to	to	PART
futech-184	31	72	form	form	VERB
futech-184	31	73	the	the	DET
futech-184	31	74	training	training	NOUN
futech-184	31	75	datasets	dataset	NOUN
futech-184	31	76	used	use	VERB
futech-184	31	77	in	in	ADP
futech-184	31	78	training	train	VERB
futech-184	31	79	the	the	DET
futech-184	31	80	classification	classification	NOUN
futech-184	31	81	models	model	NOUN
futech-184	31	82	examined	examine	VERB
futech-184	31	83	in	in	ADP
futech-184	31	84	this	this	DET
futech-184	31	85	investigation	investigation	NOUN
futech-184	31	86	.	.	PUNCT
futech-184	32	1	to	to	PART
futech-184	32	2	validate	validate	VERB
futech-184	32	3	the	the	DET
futech-184	32	4	trained	train	VERB
futech-184	32	5	classification	classification	NOUN
futech-184	32	6	models	model	NOUN
futech-184	32	7	,	,	PUNCT
futech-184	32	8	a	a	DET
futech-184	32	9	total	total	NOUN
futech-184	32	10	of	of	ADP
futech-184	32	11	20	20	NUM
futech-184	32	12	vanilla	vanilla	NOUN
futech-184	32	13	samples	sample	NOUN
futech-184	32	14	were	be	AUX
futech-184	32	15	prepared	prepare	VERB
futech-184	32	16	as	as	SCONJ
futech-184	32	17	follows	follow	VERB
futech-184	32	18	and	and	CCONJ
futech-184	32	19	predicted	predict	VERB
futech-184	32	20	by	by	ADP
futech-184	32	21	the	the	DET
futech-184	32	22	trained	train	VERB
futech-184	32	23	classification	classification	NOUN
futech-184	32	24	models	model	NOUN
futech-184	32	25	:	:	PUNCT
futech-184	32	26	•	•	NUM
futech-184	32	27	5	5	NUM
futech-184	32	28	madagascar	madagascar	ADJ
futech-184	32	29	grade	grade	PROPN
futech-184	32	30	a	a	DET
futech-184	32	31	(	(	PUNCT
futech-184	32	32	mga	mga	PROPN
futech-184	32	33	)	)	PUNCT
futech-184	32	34	samples	sample	VERB
futech-184	32	35	•	•	NOUN
futech-184	32	36	5	5	NUM
futech-184	32	37	madagascar	madagascar	ADJ
futech-184	32	38	grade	grade	PROPN
futech-184	32	39	b	b	PROPN
futech-184	32	40	(	(	PUNCT
futech-184	32	41	mgb	mgb	NOUN
futech-184	32	42	)	)	PUNCT
futech-184	32	43	samples	sample	VERB
futech-184	32	44	•	•	NOUN
futech-184	32	45	5	5	NUM
futech-184	32	46	indonesia	indonesia	PROPN
futech-184	32	47	grade	grade	NOUN
futech-184	32	48	a	a	DET
futech-184	32	49	(	(	PUNCT
futech-184	32	50	iga	iga	PROPN
futech-184	32	51	)	)	PUNCT
futech-184	32	52	samples	sample	NOUN
futech-184	32	53	•	•	NOUN
futech-184	32	54	5	5	NUM
futech-184	32	55	indonesia	indonesia	PROPN
futech-184	32	56	grade	grade	PROPN
futech-184	32	57	b	b	PROPN
futech-184	32	58	(	(	PUNCT
futech-184	32	59	igb	igb	NOUN
futech-184	32	60	)	)	PUNCT
futech-184	32	61	samples	sample	VERB
futech-184	32	62	the	the	DET
futech-184	32	63	vanilla	vanilla	NOUN
futech-184	32	64	samples	sample	NOUN
futech-184	32	65	in	in	ADP
futech-184	32	66	this	this	DET
futech-184	32	67	study	study	NOUN
futech-184	32	68	were	be	AUX
futech-184	32	69	stored	store	VERB
futech-184	32	70	in	in	ADP
futech-184	32	71	individual	individual	ADJ
futech-184	32	72	zip	zip	NOUN
futech-184	32	73	-	-	PUNCT
futech-184	32	74	lock	lock	NOUN
futech-184	32	75	plastic	plastic	NOUN
futech-184	32	76	bags	bag	NOUN
futech-184	32	77	,	,	PUNCT
futech-184	32	78	as	as	SCONJ
futech-184	32	79	shown	show	VERB
futech-184	32	80	in	in	ADP
futech-184	32	81	figure	figure	NOUN
futech-184	32	82	1	1	NUM
futech-184	32	83	.	.	PUNCT
futech-184	33	1	figure	figure	NOUN
futech-184	33	2	1	1	NUM
futech-184	33	3	.	.	PUNCT
futech-184	34	1	indonesia	indonesia	PROPN
futech-184	34	2	grade	grade	PROPN
futech-184	34	3	a	a	DET
futech-184	34	4	vanilla	vanilla	NOUN
futech-184	34	5	sampleeach	sampleeach	ADJ
futech-184	34	6	sample	sample	NOUN
futech-184	34	7	was	be	AUX
futech-184	34	8	stored	store	VERB
futech-184	34	9	in	in	ADP
futech-184	34	10	a	a	DET
futech-184	34	11	zip	zip	NOUN
futech-184	34	12	-	-	PUNCT
futech-184	34	13	lock	lock	NOUN
futech-184	34	14	plastic	plastic	NOUN
futech-184	34	15	bag	bag	NOUN
futech-184	34	16	vanilla	vanilla	NOUN
futech-184	34	17	sampling	sampling	NOUN
futech-184	34	18	was	be	AUX
futech-184	34	19	conducted	conduct	VERB
futech-184	34	20	by	by	ADP
futech-184	34	21	inserting	insert	VERB
futech-184	34	22	a	a	DET
futech-184	34	23	2	2	NUM
futech-184	34	24	cm	cm	NOUN
futech-184	34	25	sample	sample	NOUN
futech-184	34	26	into	into	ADP
futech-184	34	27	a	a	DET
futech-184	34	28	sensing	sense	VERB
futech-184	34	29	chamber	chamber	NOUN
futech-184	34	30	with	with	ADP
futech-184	34	31	four	four	NUM
futech-184	34	32	mos	mos	ADJ
futech-184	34	33	gas	gas	NOUN
futech-184	34	34	sensor	sensor	NOUN
futech-184	34	35	models	model	NOUN
futech-184	34	36	:	:	PUNCT
futech-184	34	37	tgs2600	tgs2600	NOUN
futech-184	34	38	,	,	PUNCT
futech-184	34	39	tgs2602	tgs2602	NOUN
futech-184	34	40	,	,	PUNCT
futech-184	34	41	tgs2611	tgs2611	NOUN
futech-184	34	42	,	,	PUNCT
futech-184	34	43	and	and	CCONJ
futech-184	34	44	tgs2620	tgs2620	NOUN
futech-184	34	45	for	for	ADP
futech-184	34	46	headspace	headspace	NOUN
futech-184	34	47	sampling	sampling	NOUN
futech-184	34	48	.	.	PUNCT
futech-184	35	1	table	table	NOUN
futech-184	35	2	1	1	NUM
futech-184	35	3	shows	show	VERB
futech-184	35	4	the	the	DET
futech-184	35	5	specifications	specification	NOUN
futech-184	35	6	of	of	ADP
futech-184	35	7	each	each	DET
futech-184	35	8	mos	mos	PROPN
futech-184	35	9	gas	gas	NOUN
futech-184	35	10	sensor	sensor	NOUN
futech-184	35	11	model	model	NOUN
futech-184	35	12	.	.	PUNCT
futech-184	36	1	each	each	DET
futech-184	36	2	sample	sample	NOUN
futech-184	36	3	was	be	AUX
futech-184	36	4	inserted	insert	VERB
futech-184	36	5	into	into	ADP
futech-184	36	6	a	a	DET
futech-184	36	7	sample	sample	NOUN
futech-184	36	8	holder	holder	NOUN
futech-184	36	9	before	before	ADP
futech-184	36	10	placing	place	VERB
futech-184	36	11	it	it	PRON
futech-184	36	12	within	within	ADP
futech-184	36	13	the	the	DET
futech-184	36	14	sensing	sense	VERB
futech-184	36	15	chamber	chamber	NOUN
futech-184	36	16	.	.	PUNCT
futech-184	37	1	given	give	VERB
futech-184	37	2	the	the	DET
futech-184	37	3	utilization	utilization	NOUN
futech-184	37	4	of	of	ADP
futech-184	37	5	two	two	NUM
futech-184	37	6	distinct	distinct	ADJ
futech-184	37	7	grades	grade	NOUN
futech-184	37	8	of	of	ADP
futech-184	37	9	vanilla	vanilla	NOUN
futech-184	37	10	samples	sample	NOUN
futech-184	37	11	,	,	PUNCT
futech-184	37	12	two	two	NUM
futech-184	37	13	separate	separate	ADJ
futech-184	37	14	sample	sample	NOUN
futech-184	37	15	holders	holder	NOUN
futech-184	37	16	shown	show	VERB
futech-184	37	17	in	in	ADP
futech-184	37	18	figure	figure	NOUN
futech-184	37	19	2	2	NUM
futech-184	37	20	were	be	AUX
futech-184	37	21	employed	employ	VERB
futech-184	37	22	.	.	PUNCT
futech-184	38	1	table	table	NOUN
futech-184	38	2	1	1	NUM
futech-184	38	3	.	.	PUNCT
futech-184	38	4	mos	mos	ADJ
futech-184	38	5	gas	gas	NOUN
futech-184	38	6	sensors	sensor	NOUN
futech-184	38	7	specifications	specification	NOUN
futech-184	38	8	sensor	sensor	NOUN
futech-184	38	9	model	model	NOUN
futech-184	38	10	target	target	NOUN
futech-184	38	11	gases	gas	NOUN
futech-184	38	12	tgs2600	tgs2600	PROPN
futech-184	38	13	hydrogen	hydrogen	NOUN
futech-184	38	14	,	,	PUNCT
futech-184	38	15	ethanol	ethanol	NOUN
futech-184	38	16	,	,	PUNCT
futech-184	38	17	smoke	smoke	NOUN
futech-184	38	18	,	,	PUNCT
futech-184	38	19	general	general	ADJ
futech-184	38	20	smoke	smoke	NOUN
futech-184	38	21	contaminants	contaminant	NOUN
futech-184	38	22	tgs2602	tgs2602	NOUN
futech-184	38	23	vocs	vocs	PROPN
futech-184	38	24	,	,	PUNCT
futech-184	38	25	ammonia	ammonia	NOUN
futech-184	38	26	,	,	PUNCT
futech-184	38	27	h2s	h2s	NOUN
futech-184	38	28	tgs2611	tgs2611	NOUN
futech-184	38	29	methane	methane	NOUN
futech-184	38	30	,	,	PUNCT
futech-184	38	31	natural	natural	ADJ
futech-184	38	32	gas	gas	NOUN
futech-184	38	33	tgs2620	tgs2620	NOUN
futech-184	38	34	alcohol	alcohol	PROPN
futech-184	38	35	,	,	PUNCT
futech-184	38	36	organic	organic	ADJ
futech-184	38	37	solvent	solvent	ADJ
futech-184	38	38	vapors	vapor	NOUN
futech-184	38	39	figure	figure	VERB
futech-184	38	40	2	2	NUM
futech-184	38	41	.	.	PUNCT
futech-184	38	42	vanilla	vanilla	NOUN
futech-184	38	43	sample	sample	NOUN
futech-184	38	44	holder	holder	NOUN
futech-184	38	45	this	this	DET
futech-184	38	46	division	division	NOUN
futech-184	38	47	is	be	AUX
futech-184	38	48	essential	essential	ADJ
futech-184	38	49	to	to	PART
futech-184	38	50	prevent	prevent	VERB
futech-184	38	51	the	the	DET
futech-184	38	52	crosscontamination	crosscontamination	NOUN
futech-184	38	53	of	of	ADP
futech-184	38	54	vanilla	vanilla	NOUN
futech-184	38	55	caviar	caviar	NOUN
futech-184	38	56	from	from	ADP
futech-184	38	57	the	the	DET
futech-184	38	58	two	two	NUM
futech-184	38	59	different	different	ADJ
futech-184	38	60	grades	grade	NOUN
futech-184	38	61	.	.	PUNCT
futech-184	39	1	upon	upon	SCONJ
futech-184	39	2	the	the	DET
futech-184	39	3	conclusion	conclusion	NOUN
futech-184	39	4	of	of	ADP
futech-184	39	5	the	the	DET
futech-184	39	6	sampling	sample	VERB
futech-184	39	7	procedure	procedure	NOUN
futech-184	39	8	,	,	PUNCT
futech-184	39	9	the	the	DET
futech-184	39	10	solenoid	solenoid	ADJ
futech-184	39	11	valves	valve	NOUN
futech-184	39	12	were	be	AUX
futech-184	39	13	unsealed	unseal	VERB
futech-184	39	14	to	to	PART
futech-184	39	15	enable	enable	VERB
futech-184	39	16	the	the	DET
futech-184	39	17	introduction	introduction	NOUN
futech-184	39	18	of	of	ADP
futech-184	39	19	the	the	DET
futech-184	39	20	carrier	carrier	NOUN
futech-184	39	21	gas	gas	NOUN
futech-184	39	22	.	.	PUNCT
futech-184	40	1	this	this	DET
futech-184	40	2	study	study	NOUN
futech-184	40	3	utilized	utilize	VERB
futech-184	40	4	the	the	DET
futech-184	40	5	mos	mos	PROPN
futech-184	40	6	gas	gas	NOUN
futech-184	40	7	sensors	sensor	NOUN
futech-184	40	8	module	module	NOUN
futech-184	40	9	,	,	PUNCT
futech-184	40	10	sampling	sample	VERB
futech-184	40	11	process	process	NOUN
futech-184	40	12	,	,	PUNCT
futech-184	40	13	and	and	CCONJ
futech-184	40	14	feature	feature	NOUN
futech-184	40	15	extraction	extraction	NOUN
futech-184	40	16	method	method	NOUN
futech-184	40	17	practiced	practice	VERB
futech-184	40	18	by	by	ADP
futech-184	40	19	lee	lee	PROPN
futech-184	40	20	et	et	PROPN
futech-184	40	21	al	al	PROPN
futech-184	40	22	.	.	PROPN
futech-184	41	1	in	in	ADP
futech-184	41	2	their	their	PRON
futech-184	41	3	studies	study	NOUN
futech-184	41	4	[	[	X
futech-184	41	5	7	7	NUM
futech-184	41	6	-	-	SYM
futech-184	41	7	10	10	NUM
futech-184	41	8	]	]	PUNCT
futech-184	41	9	.	.	PUNCT
futech-184	42	1	sensor	sensor	NOUN
futech-184	42	2	response	response	NOUN
futech-184	42	3	is	be	AUX
futech-184	42	4	defined	define	VERB
futech-184	42	5	as	as	ADP
futech-184	42	6	the	the	DET
futech-184	42	7	change	change	NOUN
futech-184	42	8	in	in	ADP
futech-184	42	9	sensor	sensor	NOUN
futech-184	42	10	output	output	NOUN
futech-184	42	11	voltage	voltage	NOUN
futech-184	42	12	(	(	PUNCT
futech-184	42	13	voltage	voltage	NOUN
futech-184	42	14	across	across	ADP
futech-184	42	15	an	an	DET
futech-184	42	16	external	external	ADJ
futech-184	42	17	load	load	NOUN
futech-184	42	18	resistor	resistor	NOUN
futech-184	42	19	)	)	PUNCT
futech-184	42	20	due	due	ADP
futech-184	42	21	to	to	ADP
futech-184	42	22	the	the	DET
futech-184	42	23	change	change	NOUN
futech-184	42	24	in	in	ADP
futech-184	42	25	resistance	resistance	NOUN
futech-184	42	26	of	of	ADP
futech-184	42	27	the	the	DET
futech-184	42	28	sensing	sense	VERB
futech-184	42	29	material	material	NOUN
futech-184	42	30	in	in	ADP
futech-184	42	31	the	the	DET
futech-184	42	32	sensor	sensor	NOUN
futech-184	42	33	.	.	PUNCT
futech-184	43	1	the	the	DET
futech-184	43	2	change	change	NOUN
futech-184	43	3	in	in	ADP
futech-184	43	4	sensor	sensor	NOUN
futech-184	43	5	output	output	NOUN
futech-184	43	6	voltage	voltage	NOUN
futech-184	43	7	is	be	AUX
futech-184	43	8	calculated	calculate	VERB
futech-184	43	9	as	as	ADP
futech-184	43	10	a	a	DET
futech-184	43	11	percentage	percentage	NOUN
futech-184	43	12	change	change	NOUN
futech-184	43	13	by	by	ADP
futech-184	43	14	comparing	compare	VERB
futech-184	43	15	it	it	PRON
futech-184	43	16	with	with	ADP
futech-184	43	17	the	the	DET
futech-184	43	18	sensor	sensor	NOUN
futech-184	43	19	output	output	NOUN
futech-184	43	20	voltage	voltage	NOUN
futech-184	43	21	baseline	baseline	NOUN
futech-184	43	22	,	,	PUNCT
futech-184	43	23	which	which	PRON
futech-184	43	24	was	be	AUX
futech-184	43	25	set	set	VERB
futech-184	43	26	to	to	ADP
futech-184	43	27	1.0	1.0	NUM
futech-184	43	28	v	v	NOUN
futech-184	43	29	in	in	ADP
futech-184	43	30	this	this	DET
futech-184	43	31	study	study	NOUN
futech-184	43	32	.	.	PUNCT
futech-184	44	1	the	the	DET
futech-184	44	2	complete	complete	ADJ
futech-184	44	3	e	e	NOUN
futech-184	44	4	-	-	ADJ
futech-184	44	5	nose	nose	NOUN
futech-184	44	6	circuit	circuit	NOUN
futech-184	44	7	configuration	configuration	NOUN
futech-184	44	8	is	be	AUX
futech-184	44	9	shown	show	VERB
futech-184	44	10	in	in	ADP
futech-184	44	11	figure	figure	NOUN
futech-184	44	12	3	3	NUM
futech-184	44	13	.	.	PUNCT
futech-184	45	1	the	the	DET
futech-184	45	2	sensors	sensor	NOUN
futech-184	45	3	were	be	AUX
futech-184	45	4	preheated	preheat	VERB
futech-184	45	5	before	before	ADP
futech-184	45	6	commencing	commence	VERB
futech-184	45	7	the	the	DET
futech-184	45	8	vanilla	vanilla	NOUN
futech-184	45	9	sample	sample	NOUN
futech-184	45	10	collection	collection	NOUN
futech-184	45	11	.	.	PUNCT
futech-184	46	1	this	this	PRON
futech-184	46	2	was	be	AUX
futech-184	46	3	done	do	VERB
futech-184	46	4	by	by	ADP
futech-184	46	5	adjusting	adjust	VERB
futech-184	46	6	the	the	DET
futech-184	46	7	sensor	sensor	NOUN
futech-184	46	8	heater	heater	NOUN
futech-184	46	9	to	to	ADP
futech-184	46	10	5	5	NUM
futech-184	46	11	v	v	NOUN
futech-184	46	12	and	and	CCONJ
futech-184	46	13	samples	sample	NOUN
futech-184	46	14	with	with	ADP
futech-184	46	15	strong	strong	ADJ
futech-184	46	16	aroma	aroma	NOUN
futech-184	46	17	,	,	PUNCT
futech-184	46	18	for	for	ADP
futech-184	46	19	example	example	NOUN
futech-184	46	20	,	,	PUNCT
futech-184	46	21	coffee	coffee	NOUN
futech-184	46	22	beans	bean	NOUN
futech-184	46	23	,	,	PUNCT
futech-184	46	24	were	be	AUX
futech-184	46	25	introduced	introduce	VERB
futech-184	46	26	into	into	ADP
futech-184	46	27	the	the	DET
futech-184	46	28	sensing	sense	VERB
futech-184	46	29	chamber	chamber	NOUN
futech-184	46	30	for	for	ADP
futech-184	46	31	a	a	DET
futech-184	46	32	duration	duration	NOUN
futech-184	46	33	of	of	ADP
futech-184	46	34	15	15	NUM
futech-184	46	35	minutes	minute	NOUN
futech-184	46	36	.	.	PUNCT
futech-184	47	1	after	after	ADP
futech-184	47	2	the	the	DET
futech-184	47	3	15	15	NUM
futech-184	47	4	-	-	PUNCT
futech-184	47	5	minute	minute	NOUN
futech-184	47	6	interval	interval	NOUN
futech-184	47	7	,	,	PUNCT
futech-184	47	8	the	the	DET
futech-184	47	9	coffee	coffee	NOUN
futech-184	47	10	beans	bean	NOUN
futech-184	47	11	were	be	AUX
futech-184	47	12	removed	remove	VERB
futech-184	47	13	,	,	PUNCT
futech-184	47	14	and	and	CCONJ
futech-184	47	15	purging	purging	NOUN
futech-184	47	16	was	be	AUX
futech-184	47	17	employed	employ	VERB
futech-184	47	18	until	until	SCONJ
futech-184	47	19	the	the	DET
futech-184	47	20	sensor	sensor	NOUN
futech-184	47	21	readings	reading	NOUN
futech-184	47	22	returned	return	VERB
futech-184	47	23	to	to	ADP
futech-184	47	24	the	the	DET
futech-184	47	25	baseline	baseline	ADJ
futech-184	47	26	values	value	NOUN
futech-184	47	27	,	,	PUNCT
futech-184	47	28	after	after	ADP
futech-184	47	29	which	which	PRON
futech-184	47	30	the	the	DET
futech-184	47	31	sampling	sample	VERB
futech-184	47	32	procedure	procedure	NOUN
futech-184	47	33	was	be	AUX
futech-184	47	34	initiated	initiate	VERB
futech-184	47	35	.	.	PUNCT
futech-184	48	1	figure	figure	VERB
futech-184	48	2	3	3	NUM
futech-184	48	3	.	.	PUNCT
futech-184	48	4	complete	complete	ADJ
futech-184	48	5	e	e	NOUN
futech-184	48	6	-	-	NOUN
futech-184	48	7	nose	nose	NOUN
futech-184	48	8	circuit	circuit	NOUN
futech-184	48	9	configuration	configuration	NOUN
futech-184	48	10	the	the	DET
futech-184	48	11	sampling	sample	VERB
futech-184	48	12	process	process	NOUN
futech-184	48	13	started	start	VERB
futech-184	48	14	with	with	ADP
futech-184	48	15	a	a	DET
futech-184	48	16	10	10	NUM
futech-184	48	17	-	-	PUNCT
futech-184	48	18	second	second	ADJ
futech-184	48	19	baseline	baseline	NOUN
futech-184	48	20	period	period	NOUN
futech-184	48	21	,	,	PUNCT
futech-184	48	22	followed	follow	VERB
futech-184	48	23	by	by	ADP
futech-184	48	24	static	static	ADJ
futech-184	48	25	headspace	headspace	NOUN
futech-184	48	26	sampling	sampling	NOUN
futech-184	48	27	of	of	ADP
futech-184	48	28	vanilla	vanilla	NOUN
futech-184	48	29	for	for	ADP
futech-184	48	30	120	120	NUM
futech-184	48	31	seconds	second	NOUN
futech-184	48	32	,	,	PUNCT
futech-184	48	33	a	a	DET
futech-184	48	34	maximum	maximum	ADJ
futech-184	48	35	purging	purge	VERB
futech-184	48	36	duration	duration	NOUN
futech-184	48	37	of	of	ADP
futech-184	48	38	30	30	NUM
futech-184	48	39	seconds	second	NOUN
futech-184	48	40	,	,	PUNCT
futech-184	48	41	and	and	CCONJ
futech-184	48	42	a	a	DET
futech-184	48	43	maximum	maximum	ADJ
futech-184	48	44	recovery	recovery	NOUN
futech-184	48	45	interval	interval	NOUN
futech-184	48	46	of	of	ADP
futech-184	48	47	250	250	NUM
futech-184	48	48	seconds	second	NOUN
futech-184	48	49	.	.	PUNCT
futech-184	49	1	this	this	PRON
futech-184	49	2	sums	sum	VERB
futech-184	49	3	up	up	ADP
futech-184	49	4	to	to	ADP
futech-184	49	5	a	a	DET
futech-184	49	6	total	total	ADJ
futech-184	49	7	duration	duration	NOUN
futech-184	49	8	of	of	ADP
futech-184	49	9	410	410	NUM
futech-184	49	10	seconds	second	NOUN
futech-184	49	11	.	.	PUNCT
futech-184	50	1	for	for	ADP
futech-184	50	2	the	the	DET
futech-184	50	3	vanilla	vanilla	NOUN
futech-184	50	4	sampling	sampling	NOUN
futech-184	50	5	process	process	NOUN
futech-184	50	6	,	,	PUNCT
futech-184	50	7	temperature	temperature	NOUN
futech-184	50	8	modulation	modulation	NOUN
futech-184	50	9	was	be	AUX
futech-184	50	10	employed	employ	VERB
futech-184	50	11	setting	set	VERB
futech-184	50	12	three	three	NUM
futech-184	50	13	different	different	ADJ
futech-184	50	14	levels	level	NOUN
futech-184	50	15	of	of	ADP
futech-184	50	16	heater	heater	NOUN
futech-184	50	17	voltage	voltage	NOUN
futech-184	50	18	at	at	ADP
futech-184	50	19	different	different	ADJ
futech-184	50	20	time	time	NOUN
futech-184	50	21	intervals	interval	NOUN
futech-184	50	22	to	to	PART
futech-184	50	23	produce	produce	VERB
futech-184	50	24	three	three	NUM
futech-184	50	25	different	different	ADJ
futech-184	50	26	temperatures	temperature	NOUN
futech-184	50	27	.	.	PUNCT
futech-184	51	1	the	the	DET
futech-184	51	2	three	three	NUM
futech-184	51	3	different	different	ADJ
futech-184	51	4	sensor	sensor	NOUN
futech-184	51	5	temperatures	temperature	NOUN
futech-184	51	6	contributed	contribute	VERB
futech-184	51	7	to	to	ADP
futech-184	51	8	three	three	NUM
futech-184	51	9	distinct	distinct	ADJ
futech-184	51	10	sensor	sensor	NOUN
futech-184	51	11	sensitivity	sensitivity	NOUN
futech-184	51	12	and	and	CCONJ
futech-184	51	13	selectivity	selectivity	NOUN
futech-184	51	14	.	.	PUNCT
futech-184	52	1	table	table	NOUN
futech-184	52	2	2	2	NUM
futech-184	52	3	lists	list	VERB
futech-184	52	4	the	the	DET
futech-184	52	5	heater	heater	NOUN
futech-184	52	6	voltage	voltage	NOUN
futech-184	52	7	corresponding	correspond	VERB
futech-184	52	8	to	to	ADP
futech-184	52	9	each	each	DET
futech-184	52	10	sensitivity	sensitivity	NOUN
futech-184	52	11	level	level	NOUN
futech-184	52	12	in	in	ADP
futech-184	52	13	this	this	DET
futech-184	52	14	study	study	NOUN
futech-184	52	15	.	.	PUNCT
futech-184	53	1	figure	figure	NOUN
futech-184	53	2	4	4	NUM
futech-184	53	3	shows	show	VERB
futech-184	53	4	the	the	DET
futech-184	53	5	flowchart	flowchart	NOUN
futech-184	53	6	of	of	ADP
futech-184	53	7	the	the	DET
futech-184	53	8	warmup	warmup	NOUN
futech-184	53	9	procedure	procedure	NOUN
futech-184	53	10	,	,	PUNCT
futech-184	53	11	whereas	whereas	SCONJ
futech-184	53	12	figure	figure	NOUN
futech-184	53	13	5	5	NUM
futech-184	53	14	shows	show	VERB
futech-184	53	15	the	the	DET
futech-184	53	16	flowchart	flowchart	NOUN
futech-184	53	17	of	of	ADP
futech-184	53	18	the	the	DET
futech-184	53	19	sampling	sample	VERB
futech-184	53	20	procedure	procedure	NOUN
futech-184	53	21	.	.	PUNCT
futech-184	54	1	scmx	scmx	NOUN
futech-184	54	2	wee	wee	PROPN
futech-184	54	3	et	et	PROPN
futech-184	54	4	al	al	PROPN
futech-184	54	5	.	.	PROPN
futech-184	54	6	/future	/future	PUNCT
futech-184	54	7	technology	technology	PROPN
futech-184	54	8	november	november	PROPN
futech-184	54	9	2024|	2024|	NUM
futech-184	54	10	volume	volume	NOUN
futech-184	54	11	03	03	NUM
futech-184	55	1	|	|	ADV
futech-184	55	2	issue	issue	VERB
futech-184	55	3	04	04	NUM
futech-184	56	1	|	|	CCONJ
futech-184	56	2	pages	page	NOUN
futech-184	56	3	12	12	NUM
futech-184	56	4	-	-	SYM
futech-184	56	5	21	21	NUM
futech-184	56	6	14	14	NUM
futech-184	56	7	table	table	NOUN
futech-184	56	8	2	2	NUM
futech-184	56	9	.	.	PUNCT
futech-184	57	1	the	the	DET
futech-184	57	2	heater	heater	NOUN
futech-184	57	3	voltage	voltage	NOUN
futech-184	57	4	corresponding	correspond	VERB
futech-184	57	5	to	to	ADP
futech-184	57	6	each	each	DET
futech-184	57	7	sensitivity	sensitivity	NOUN
futech-184	57	8	level	level	NOUN
futech-184	57	9	figure	figure	NOUN
futech-184	57	10	4	4	NUM
futech-184	57	11	.	.	PUNCT
futech-184	57	12	sensor	sensor	NOUN
futech-184	57	13	warmup	warmup	NOUN
futech-184	57	14	procedure	procedure	NOUN
futech-184	57	15	figure	figure	NOUN
futech-184	57	16	5	5	NUM
futech-184	57	17	.	.	PUNCT
futech-184	57	18	vanilla	vanilla	NOUN
futech-184	57	19	sampling	sample	VERB
futech-184	57	20	procedure	procedure	NOUN
futech-184	57	21	2.2	2.2	NUM
futech-184	57	22	sample	sample	NOUN
futech-184	57	23	data	datum	NOUN
futech-184	57	24	analysis	analysis	NOUN
futech-184	57	25	sample	sample	NOUN
futech-184	57	26	data	datum	NOUN
futech-184	57	27	analysis	analysis	NOUN
futech-184	57	28	was	be	AUX
futech-184	57	29	conducted	conduct	VERB
futech-184	57	30	using	use	VERB
futech-184	57	31	the	the	DET
futech-184	57	32	matlab	matlab	PROPN
futech-184	57	33	software	software	NOUN
futech-184	57	34	.	.	PUNCT
futech-184	58	1	data	datum	NOUN
futech-184	58	2	obtained	obtain	VERB
futech-184	58	3	from	from	ADP
futech-184	58	4	both	both	CCONJ
futech-184	58	5	the	the	DET
futech-184	58	6	training	training	NOUN
futech-184	58	7	and	and	CCONJ
futech-184	58	8	validation	validation	NOUN
futech-184	58	9	sets	set	NOUN
futech-184	58	10	was	be	AUX
futech-184	58	11	processed	process	VERB
futech-184	58	12	using	use	VERB
futech-184	58	13	principal	principal	ADJ
futech-184	58	14	component	component	NOUN
futech-184	58	15	analysis	analysis	NOUN
futech-184	58	16	(	(	PUNCT
futech-184	58	17	pca	pca	NOUN
futech-184	58	18	)	)	PUNCT
futech-184	58	19	for	for	ADP
futech-184	58	20	data	data	NOUN
futech-184	58	21	visualization	visualization	NOUN
futech-184	58	22	and	and	CCONJ
futech-184	58	23	interpretation	interpretation	NOUN
futech-184	58	24	.	.	PUNCT
futech-184	59	1	this	this	DET
futech-184	59	2	process	process	NOUN
futech-184	59	3	will	will	AUX
futech-184	59	4	reveal	reveal	VERB
futech-184	59	5	distinct	distinct	ADJ
futech-184	59	6	pca	pca	NOUN
futech-184	59	7	scatter	scatter	NOUN
futech-184	59	8	clusters	cluster	NOUN
futech-184	59	9	corresponding	correspond	VERB
futech-184	59	10	to	to	ADP
futech-184	59	11	each	each	DET
futech-184	59	12	grade	grade	NOUN
futech-184	59	13	and	and	CCONJ
futech-184	59	14	country	country	NOUN
futech-184	59	15	.	.	PUNCT
futech-184	60	1	however	however	ADV
futech-184	60	2	,	,	PUNCT
futech-184	60	3	to	to	PART
futech-184	60	4	augment	augment	VERB
futech-184	60	5	sample	sample	NOUN
futech-184	60	6	classification	classification	NOUN
futech-184	60	7	,	,	PUNCT
futech-184	60	8	the	the	DET
futech-184	60	9	processed	process	VERB
futech-184	60	10	data	datum	NOUN
futech-184	60	11	was	be	AUX
futech-184	60	12	then	then	ADV
futech-184	60	13	used	use	VERB
futech-184	60	14	to	to	PART
futech-184	60	15	train	train	VERB
futech-184	60	16	and	and	CCONJ
futech-184	60	17	validate	validate	VERB
futech-184	60	18	33	33	NUM
futech-184	60	19	classification	classification	NOUN
futech-184	60	20	models	model	NOUN
futech-184	60	21	from	from	ADP
futech-184	60	22	broad	broad	ADJ
futech-184	60	23	categories	category	NOUN
futech-184	60	24	of	of	ADP
futech-184	60	25	decision	decision	NOUN
futech-184	60	26	tree	tree	NOUN
futech-184	60	27	,	,	PUNCT
futech-184	60	28	discriminant	discriminant	ADJ
futech-184	60	29	analysis	analysis	NOUN
futech-184	60	30	,	,	PUNCT
futech-184	60	31	logistic	logistic	ADJ
futech-184	60	32	regression	regression	NOUN
futech-184	60	33	classifier	classifier	NOUN
futech-184	60	34	,	,	PUNCT
futech-184	60	35	naïve	naïve	ADJ
futech-184	60	36	bayes	bayes	PROPN
futech-184	60	37	classifier	classifier	NOUN
futech-184	60	38	,	,	PUNCT
futech-184	60	39	svm	svm	PROPN
futech-184	60	40	,	,	PUNCT
futech-184	60	41	k	k	ADJ
futech-184	60	42	-	-	PUNCT
futech-184	60	43	nearest	near	ADJ
futech-184	60	44	neighbour	neighbour	NOUN
futech-184	60	45	(	(	PUNCT
futech-184	60	46	knn	knn	PROPN
futech-184	60	47	)	)	PUNCT
futech-184	60	48	,	,	PUNCT
futech-184	60	49	ensemble	ensemble	ADJ
futech-184	60	50	classifier	classifier	NOUN
futech-184	60	51	and	and	CCONJ
futech-184	60	52	neural	neural	ADJ
futech-184	60	53	network	network	NOUN
futech-184	60	54	,	,	PUNCT
futech-184	60	55	from	from	ADP
futech-184	60	56	which	which	PRON
futech-184	60	57	the	the	DET
futech-184	60	58	most	most	ADV
futech-184	60	59	accurate	accurate	ADJ
futech-184	60	60	models	model	NOUN
futech-184	60	61	were	be	AUX
futech-184	60	62	shortlisted	shortlist	VERB
futech-184	60	63	to	to	PART
futech-184	60	64	evaluate	evaluate	VERB
futech-184	60	65	the	the	DET
futech-184	60	66	accuracy	accuracy	NOUN
futech-184	60	67	of	of	ADP
futech-184	60	68	sample	sample	NOUN
futech-184	60	69	classification	classification	NOUN
futech-184	60	70	.	.	PUNCT
futech-184	61	1	2.3	2.3	NUM
futech-184	61	2	wavelet	wavelet	NOUN
futech-184	61	3	time	time	NOUN
futech-184	61	4	-	-	PUNCT
futech-184	61	5	frequency	frequency	NOUN
futech-184	61	6	analyzer	analyzer	NOUN
futech-184	61	7	a	a	DET
futech-184	61	8	second	second	ADJ
futech-184	61	9	data	data	NOUN
futech-184	61	10	analysis	analysis	NOUN
futech-184	61	11	method	method	NOUN
futech-184	61	12	was	be	AUX
futech-184	61	13	developed	develop	VERB
futech-184	61	14	where	where	SCONJ
futech-184	61	15	the	the	DET
futech-184	61	16	sensor	sensor	NOUN
futech-184	61	17	transient	transient	ADJ
futech-184	61	18	response	response	NOUN
futech-184	61	19	(	(	PUNCT
futech-184	61	20	output	output	NOUN
futech-184	61	21	voltage	voltage	NOUN
futech-184	61	22	against	against	ADP
futech-184	61	23	time	time	NOUN
futech-184	61	24	)	)	PUNCT
futech-184	61	25	was	be	AUX
futech-184	61	26	analysed	analyse	VERB
futech-184	61	27	using	use	VERB
futech-184	61	28	the	the	DET
futech-184	61	29	wavelet	wavelet	NOUN
futech-184	61	30	time	time	NOUN
futech-184	61	31	-	-	PUNCT
futech-184	61	32	frequency	frequency	NOUN
futech-184	61	33	analyzer	analyzer	NOUN
futech-184	61	34	in	in	ADP
futech-184	61	35	matlab	matlab	PROPN
futech-184	61	36	.	.	PUNCT
futech-184	62	1	this	this	DET
futech-184	62	2	analysis	analysis	NOUN
futech-184	62	3	aimed	aim	VERB
futech-184	62	4	to	to	PART
futech-184	62	5	ascertain	ascertain	VERB
futech-184	62	6	whether	whether	SCONJ
futech-184	62	7	the	the	DET
futech-184	62	8	wavelet	wavelet	NOUN
futech-184	62	9	technique	technique	NOUN
futech-184	62	10	could	could	AUX
futech-184	62	11	improve	improve	VERB
futech-184	62	12	result	result	NOUN
futech-184	62	13	accuracy	accuracy	NOUN
futech-184	62	14	compared	compare	VERB
futech-184	62	15	to	to	ADP
futech-184	62	16	the	the	DET
futech-184	62	17	method	method	NOUN
futech-184	62	18	in	in	ADP
futech-184	62	19	section	section	NOUN
futech-184	62	20	2.2	2.2	NUM
futech-184	62	21	.	.	PUNCT
futech-184	62	22	figure	figure	VERB
futech-184	62	23	6	6	NUM
futech-184	62	24	outlines	outline	VERB
futech-184	62	25	the	the	DET
futech-184	62	26	steps	step	NOUN
futech-184	62	27	for	for	ADP
futech-184	62	28	using	use	VERB
futech-184	62	29	the	the	DET
futech-184	62	30	wavelet	wavelet	NOUN
futech-184	62	31	time	time	NOUN
futech-184	62	32	-	-	PUNCT
futech-184	62	33	frequency	frequency	NOUN
futech-184	62	34	analyzer	analyzer	NOUN
futech-184	62	35	.	.	PUNCT
futech-184	63	1	2.4	2.4	NUM
futech-184	63	2	vanilla	vanilla	NOUN
futech-184	63	3	classification	classification	NOUN
futech-184	63	4	methods	method	NOUN
futech-184	63	5	in	in	ADP
futech-184	63	6	this	this	DET
futech-184	63	7	study	study	NOUN
futech-184	63	8	,	,	PUNCT
futech-184	63	9	multiple	multiple	ADJ
futech-184	63	10	techniques	technique	NOUN
futech-184	63	11	(	(	PUNCT
futech-184	63	12	method	method	NOUN
futech-184	63	13	a	a	DET
futech-184	63	14	,	,	PUNCT
futech-184	63	15	b	b	NOUN
futech-184	63	16	,	,	PUNCT
futech-184	63	17	c	c	NOUN
futech-184	63	18	,	,	PUNCT
futech-184	63	19	d	d	NOUN
futech-184	63	20	,	,	PUNCT
futech-184	63	21	e	e	NOUN
futech-184	63	22	and	and	CCONJ
futech-184	63	23	f	f	X
futech-184	63	24	)	)	PUNCT
futech-184	63	25	were	be	AUX
futech-184	63	26	employed	employ	VERB
futech-184	63	27	to	to	PART
futech-184	63	28	classify	classify	VERB
futech-184	63	29	the	the	DET
futech-184	63	30	vanilla	vanilla	NOUN
futech-184	63	31	samples	sample	NOUN
futech-184	63	32	as	as	SCONJ
futech-184	63	33	follows	follow	VERB
futech-184	63	34	:	:	PUNCT
futech-184	63	35	a.	a.	NOUN
futech-184	63	36	method	method	NOUN
futech-184	63	37	a	a	DET
futech-184	63	38	:	:	PUNCT
futech-184	63	39	single	single	ADJ
futech-184	63	40	-	-	PUNCT
futech-184	63	41	stage	stage	NOUN
futech-184	63	42	multi	multi	ADJ
futech-184	63	43	-	-	ADJ
futech-184	63	44	class	class	ADJ
futech-184	63	45	machine	machine	NOUN
futech-184	63	46	learning	learning	NOUN
futech-184	63	47	,	,	PUNCT
futech-184	63	48	focusing	focus	VERB
futech-184	63	49	on	on	ADP
futech-184	63	50	distinctions	distinction	NOUN
futech-184	63	51	between	between	ADP
futech-184	63	52	grades	grade	NOUN
futech-184	63	53	and	and	CCONJ
futech-184	63	54	countries	country	NOUN
futech-184	63	55	.	.	PUNCT
futech-184	64	1	b.	b.	PROPN
futech-184	64	2	method	method	PROPN
futech-184	64	3	b	b	PROPN
futech-184	64	4	:	:	PUNCT
futech-184	64	5	multi	multi	ADJ
futech-184	64	6	-	-	ADJ
futech-184	64	7	stage	stage	ADJ
futech-184	64	8	two	two	NUM
futech-184	64	9	-	-	PUNCT
futech-184	64	10	class	class	NOUN
futech-184	64	11	machine	machine	NOUN
futech-184	64	12	learning	learning	NOUN
futech-184	64	13	,	,	PUNCT
futech-184	64	14	examining	examine	VERB
futech-184	64	15	relationships	relationship	NOUN
futech-184	64	16	between	between	ADP
futech-184	64	17	grades	grade	NOUN
futech-184	64	18	and	and	CCONJ
futech-184	64	19	countries	country	NOUN
futech-184	64	20	–	–	PUNCT
futech-184	64	21	madagascar	madagascar	PROPN
futech-184	64	22	grade	grade	NOUN
futech-184	64	23	a	a	PRON
futech-184	64	24	(	(	PUNCT
futech-184	64	25	mga	mga	PROPN
futech-184	64	26	)	)	PUNCT
futech-184	64	27	,	,	PUNCT
futech-184	64	28	madagascar	madagascar	ADJ
futech-184	64	29	grade	grade	PROPN
futech-184	64	30	b	b	PROPN
futech-184	64	31	(	(	PUNCT
futech-184	64	32	mgb	mgb	PROPN
futech-184	64	33	)	)	PUNCT
futech-184	64	34	,	,	PUNCT
futech-184	64	35	indonesia	indonesia	PROPN
futech-184	64	36	grade	grade	PROPN
futech-184	64	37	a	a	DET
futech-184	64	38	(	(	PUNCT
futech-184	64	39	iga	iga	PROPN
futech-184	64	40	)	)	PUNCT
futech-184	64	41	and	and	CCONJ
futech-184	64	42	indonesia	indonesia	PROPN
futech-184	64	43	grade	grade	PROPN
futech-184	64	44	b	b	PROPN
futech-184	64	45	(	(	PUNCT
futech-184	64	46	igb	igb	NOUN
futech-184	64	47	)	)	PUNCT
futech-184	64	48	–	–	PUNCT
futech-184	64	49	as	as	SCONJ
futech-184	64	50	illustrated	illustrate	VERB
futech-184	64	51	in	in	ADP
futech-184	64	52	figure	figure	NOUN
futech-184	64	53	7	7	NUM
futech-184	64	54	.	.	PUNCT
futech-184	64	55	c.	c.	PROPN
futech-184	64	56	method	method	PROPN
futech-184	65	1	c	c	NOUN
futech-184	65	2	:	:	PUNCT
futech-184	65	3	similar	similar	ADJ
futech-184	65	4	to	to	PART
futech-184	65	5	method	method	VERB
futech-184	65	6	b	b	NOUN
futech-184	65	7	,	,	PUNCT
futech-184	65	8	specifically	specifically	ADV
futech-184	65	9	comparing	compare	VERB
futech-184	65	10	the	the	DET
futech-184	65	11	classification	classification	NOUN
futech-184	65	12	and	and	CCONJ
futech-184	65	13	validation	validation	NOUN
futech-184	65	14	accuracy	accuracy	NOUN
futech-184	65	15	between	between	ADP
futech-184	65	16	the	the	DET
futech-184	65	17	two	two	NUM
futech-184	65	18	classification	classification	NOUN
futech-184	65	19	approaches	approach	NOUN
futech-184	65	20	in	in	ADP
futech-184	65	21	the	the	DET
futech-184	65	22	second	second	ADJ
futech-184	65	23	stage	stage	NOUN
futech-184	65	24	–	–	PUNCT
futech-184	65	25	(	(	PUNCT
futech-184	65	26	1	1	X
futech-184	65	27	)	)	PUNCT
futech-184	65	28	mga	mga	PROPN
futech-184	65	29	vs	vs	ADP
futech-184	65	30	non	non	PROPN
futech-184	65	31	-	-	PROPN
futech-184	65	32	mga	mga	X
futech-184	65	33	;	;	PUNCT
futech-184	65	34	(	(	PUNCT
futech-184	65	35	2	2	X
futech-184	65	36	)	)	PUNCT
futech-184	65	37	iga	iga	PROPN
futech-184	65	38	vs	vs	ADP
futech-184	65	39	non	non	PROPN
futech-184	65	40	-	-	PROPN
futech-184	65	41	iga	iga	PROPN
futech-184	65	42	.	.	PUNCT
futech-184	66	1	d.	d.	PROPN
futech-184	66	2	method	method	PROPN
futech-184	67	1	d	d	NOUN
futech-184	67	2	:	:	PUNCT
futech-184	67	3	similar	similar	ADJ
futech-184	67	4	to	to	PART
futech-184	67	5	method	method	VERB
futech-184	67	6	b	b	PROPN
futech-184	67	7	,	,	PUNCT
futech-184	67	8	concentrating	concentrate	VERB
futech-184	67	9	on	on	ADP
futech-184	67	10	the	the	DET
futech-184	67	11	classification	classification	NOUN
futech-184	67	12	of	of	ADP
futech-184	67	13	iga	iga	PROPN
futech-184	67	14	vs	vs	ADP
futech-184	67	15	non	non	PROPN
futech-184	67	16	-	-	ADJ
futech-184	67	17	iga	iga	ADJ
futech-184	67	18	in	in	ADP
futech-184	67	19	stage	stage	NOUN
futech-184	67	20	2	2	NUM
futech-184	67	21	.	.	X
futech-184	67	22	sensitivity	sensitivity	NOUN
futech-184	67	23	heater	heater	NOUN
futech-184	67	24	voltage	voltage	NOUN
futech-184	67	25	1	1	NUM
futech-184	67	26	4.6	4.6	NUM
futech-184	67	27	v	v	NUM
futech-184	67	28	2	2	NUM
futech-184	67	29	4.8	4.8	NUM
futech-184	67	30	v	v	ADP
futech-184	67	31	3	3	NUM
futech-184	67	32	5.0	5.0	NUM
futech-184	67	33	v	v	NOUN
futech-184	67	34	scmx	scmx	NOUN
futech-184	67	35	wee	wee	ADV
futech-184	68	1	et	et	PROPN
futech-184	68	2	al	al	PROPN
futech-184	68	3	.	.	PROPN
futech-184	68	4	/future	/future	PUNCT
futech-184	68	5	technology	technology	PROPN
futech-184	68	6	november	november	PROPN
futech-184	68	7	2024|	2024|	NUM
futech-184	69	1	volume	volume	NOUN
futech-184	69	2	03	03	NUM
futech-184	70	1	|	|	ADV
futech-184	70	2	issue	issue	VERB
futech-184	70	3	04	04	NUM
futech-184	71	1	|	|	CCONJ
futech-184	71	2	pages	page	NOUN
futech-184	71	3	12	12	NUM
futech-184	71	4	-	-	SYM
futech-184	71	5	21	21	NUM
futech-184	71	6	15	15	NUM
futech-184	71	7	figure	figure	NOUN
futech-184	71	8	6	6	NUM
futech-184	71	9	.	.	PUNCT
futech-184	71	10	procedure	procedure	NOUN
futech-184	71	11	for	for	ADP
futech-184	71	12	using	use	VERB
futech-184	71	13	the	the	DET
futech-184	71	14	wavelet	wavelet	NOUN
futech-184	71	15	time	time	NOUN
futech-184	71	16	-	-	PUNCT
futech-184	71	17	frequency	frequency	NOUN
futech-184	71	18	analyzer	analyzer	NOUN
futech-184	71	19	in	in	ADP
futech-184	71	20	matlab	matlab	PROPN
futech-184	71	21	figure	figure	NOUN
futech-184	71	22	7	7	NUM
futech-184	71	23	.	.	PUNCT
futech-184	71	24	method	method	PROPN
futech-184	71	25	b	b	PROPN
futech-184	71	26	of	of	ADP
futech-184	71	27	vanilla	vanilla	NOUN
futech-184	71	28	classification	classification	NOUN
futech-184	71	29	scmx	scmx	NOUN
futech-184	71	30	wee	wee	ADV
futech-184	71	31	et	et	PROPN
futech-184	71	32	al	al	PROPN
futech-184	71	33	.	.	PROPN
futech-184	71	34	/future	/future	PUNCT
futech-184	71	35	technology	technology	PROPN
futech-184	71	36	november	november	PROPN
futech-184	71	37	2024|	2024|	NUM
futech-184	72	1	volume	volume	NOUN
futech-184	72	2	03	03	NUM
futech-184	73	1	|	|	ADV
futech-184	73	2	issue	issue	VERB
futech-184	73	3	04	04	NUM
futech-184	74	1	|	|	CCONJ
futech-184	74	2	pages	page	NOUN
futech-184	74	3	12	12	NUM
futech-184	74	4	-	-	SYM
futech-184	74	5	21	21	NUM
futech-184	74	6	16	16	NUM
futech-184	74	7	e.	e.	PROPN
futech-184	74	8	method	method	PROPN
futech-184	75	1	e	e	PROPN
futech-184	75	2	:	:	PUNCT
futech-184	75	3	single	single	ADJ
futech-184	75	4	-	-	PUNCT
futech-184	75	5	stage	stage	NOUN
futech-184	75	6	machine	machine	NOUN
futech-184	75	7	learning	learning	NOUN
futech-184	75	8	that	that	PRON
futech-184	75	9	classifies	classify	VERB
futech-184	75	10	the	the	DET
futech-184	75	11	vanilla	vanilla	NOUN
futech-184	75	12	samples	sample	NOUN
futech-184	75	13	into	into	ADP
futech-184	75	14	two	two	NUM
futech-184	75	15	classes	class	NOUN
futech-184	75	16	only	only	ADV
futech-184	75	17	–	–	PUNCT
futech-184	75	18	madagascar	madagascar	PROPN
futech-184	75	19	or	or	CCONJ
futech-184	75	20	indonesia	indonesia	PROPN
futech-184	75	21	.	.	PUNCT
futech-184	76	1	f.	f.	PROPN
futech-184	76	2	method	method	PROPN
futech-184	76	3	f	f	X
futech-184	76	4	:	:	PUNCT
futech-184	76	5	similar	similar	ADJ
futech-184	76	6	to	to	PART
futech-184	76	7	method	method	VERB
futech-184	76	8	e	e	NOUN
futech-184	76	9	,	,	PUNCT
futech-184	76	10	except	except	SCONJ
futech-184	76	11	that	that	DET
futech-184	76	12	wavelet	wavelet	NOUN
futech-184	76	13	timefrequency	timefrequency	NOUN
futech-184	76	14	analysis	analysis	NOUN
futech-184	76	15	was	be	AUX
futech-184	76	16	used	use	VERB
futech-184	76	17	to	to	PART
futech-184	76	18	process	process	VERB
futech-184	76	19	the	the	DET
futech-184	76	20	sensor	sensor	NOUN
futech-184	76	21	transient	transient	ADJ
futech-184	76	22	response	response	NOUN
futech-184	76	23	.	.	PUNCT
futech-184	77	1	the	the	DET
futech-184	77	2	processed	process	VERB
futech-184	77	3	data	datum	NOUN
futech-184	77	4	was	be	AUX
futech-184	77	5	then	then	ADV
futech-184	77	6	used	use	VERB
futech-184	77	7	to	to	PART
futech-184	77	8	train	train	VERB
futech-184	77	9	the	the	DET
futech-184	77	10	classification	classification	NOUN
futech-184	77	11	models	model	NOUN
futech-184	77	12	.	.	PUNCT
futech-184	78	1	3	3	X
futech-184	78	2	.	.	NOUN
futech-184	78	3	results	result	NOUN
futech-184	78	4	and	and	CCONJ
futech-184	78	5	discussion	discussion	NOUN
futech-184	78	6	in	in	ADP
futech-184	78	7	this	this	DET
futech-184	78	8	study	study	NOUN
futech-184	78	9	,	,	PUNCT
futech-184	78	10	sensor	sensor	NOUN
futech-184	78	11	data	datum	NOUN
futech-184	78	12	was	be	AUX
futech-184	78	13	extracted	extract	VERB
futech-184	78	14	from	from	ADP
futech-184	78	15	three	three	NUM
futech-184	78	16	response	response	NOUN
futech-184	78	17	times	time	NOUN
futech-184	78	18	–	–	PUNCT
futech-184	78	19	20	20	NUM
futech-184	78	20	s	s	NOUN
futech-184	78	21	,	,	PUNCT
futech-184	78	22	60	60	NUM
futech-184	78	23	s	s	NOUN
futech-184	78	24	,	,	PUNCT
futech-184	78	25	and	and	CCONJ
futech-184	78	26	90	90	NUM
futech-184	78	27	s	s	NOUN
futech-184	78	28	–	–	PUNCT
futech-184	78	29	where	where	SCONJ
futech-184	78	30	each	each	DET
futech-184	78	31	response	response	NOUN
futech-184	78	32	time	time	NOUN
futech-184	78	33	corresponded	correspond	VERB
futech-184	78	34	to	to	ADP
futech-184	78	35	a	a	DET
futech-184	78	36	unique	unique	ADJ
futech-184	78	37	sensor	sensor	NOUN
futech-184	78	38	sensitivity	sensitivity	NOUN
futech-184	78	39	and	and	CCONJ
futech-184	78	40	selectivity	selectivity	NOUN
futech-184	78	41	.	.	PUNCT
futech-184	79	1	this	this	PRON
futech-184	79	2	contributed	contribute	VERB
futech-184	79	3	to	to	ADP
futech-184	79	4	greater	great	ADJ
futech-184	79	5	data	datum	NOUN
futech-184	79	6	dimensionality	dimensionality	NOUN
futech-184	79	7	,	,	PUNCT
futech-184	79	8	which	which	PRON
futech-184	79	9	led	lead	VERB
futech-184	79	10	to	to	PART
futech-184	79	11	better	well	ADV
futech-184	79	12	interclass	interclass	VERB
futech-184	79	13	separation	separation	NOUN
futech-184	79	14	of	of	ADP
futech-184	79	15	vanilla	vanilla	NOUN
futech-184	79	16	samples	sample	NOUN
futech-184	79	17	.	.	PUNCT
futech-184	80	1	3.1	3.1	NUM
futech-184	80	2	method	method	NOUN
futech-184	80	3	a	a	DET
futech-184	80	4	table	table	NOUN
futech-184	80	5	3	3	NUM
futech-184	80	6	discerns	discern	VERB
futech-184	80	7	that	that	SCONJ
futech-184	80	8	the	the	DET
futech-184	80	9	top	top	ADJ
futech-184	80	10	three	three	NUM
futech-184	80	11	most	most	ADV
futech-184	80	12	effective	effective	ADJ
futech-184	80	13	classification	classification	NOUN
futech-184	80	14	models	model	NOUN
futech-184	80	15	belong	belong	VERB
futech-184	80	16	to	to	ADP
futech-184	80	17	the	the	DET
futech-184	80	18	ensemble	ensemble	ADJ
futech-184	80	19	classifiers	classifier	NOUN
futech-184	80	20	category	category	NOUN
futech-184	80	21	.	.	PUNCT
futech-184	81	1	these	these	DET
futech-184	81	2	models	model	NOUN
futech-184	81	3	demonstrated	demonstrate	VERB
futech-184	81	4	perfect	perfect	ADJ
futech-184	81	5	accuracy	accuracy	NOUN
futech-184	81	6	of	of	ADP
futech-184	81	7	100	100	NUM
futech-184	81	8	%	%	NOUN
futech-184	81	9	with	with	ADP
futech-184	81	10	the	the	DET
futech-184	81	11	training	training	NOUN
futech-184	81	12	dataset	dataset	NOUN
futech-184	81	13	.	.	PUNCT
futech-184	82	1	however	however	ADV
futech-184	82	2	,	,	PUNCT
futech-184	82	3	in	in	ADP
futech-184	82	4	terms	term	NOUN
futech-184	82	5	of	of	ADP
futech-184	82	6	validation	validation	NOUN
futech-184	82	7	accuracy	accuracy	NOUN
futech-184	82	8	,	,	PUNCT
futech-184	82	9	the	the	DET
futech-184	82	10	performance	performance	NOUN
futech-184	82	11	ranged	range	VERB
futech-184	82	12	between	between	ADP
futech-184	82	13	50	50	NUM
futech-184	82	14	%	%	NOUN
futech-184	82	15	and	and	CCONJ
futech-184	82	16	60	60	NUM
futech-184	82	17	%	%	NOUN
futech-184	82	18	,	,	PUNCT
futech-184	82	19	falling	fall	VERB
futech-184	82	20	short	short	ADJ
futech-184	82	21	of	of	ADP
futech-184	82	22	satisfactory	satisfactory	ADJ
futech-184	82	23	levels	level	NOUN
futech-184	82	24	.	.	PUNCT
futech-184	83	1	consequently	consequently	ADV
futech-184	83	2	,	,	PUNCT
futech-184	83	3	the	the	DET
futech-184	83	4	subsequent	subsequent	ADJ
futech-184	83	5	section	section	NOUN
futech-184	83	6	will	will	AUX
futech-184	83	7	introduce	introduce	VERB
futech-184	83	8	an	an	DET
futech-184	83	9	approach	approach	NOUN
futech-184	83	10	aimed	aim	VERB
futech-184	83	11	at	at	ADP
futech-184	83	12	enhancing	enhance	VERB
futech-184	83	13	the	the	DET
futech-184	83	14	outcomes	outcome	NOUN
futech-184	83	15	.	.	PUNCT
futech-184	84	1	3.2	3.2	NUM
futech-184	84	2	method	method	NOUN
futech-184	84	3	b	b	PROPN
futech-184	84	4	in	in	ADP
futech-184	84	5	this	this	DET
futech-184	84	6	section	section	NOUN
futech-184	84	7	,	,	PUNCT
futech-184	84	8	a	a	DET
futech-184	84	9	multi	multi	NOUN
futech-184	84	10	-	-	NOUN
futech-184	84	11	stage	stage	NOUN
futech-184	84	12	,	,	PUNCT
futech-184	84	13	two	two	NUM
futech-184	84	14	-	-	PUNCT
futech-184	84	15	class	class	NOUN
futech-184	84	16	machine	machine	NOUN
futech-184	84	17	learning	learning	NOUN
futech-184	84	18	technique	technique	NOUN
futech-184	84	19	was	be	AUX
futech-184	84	20	employed	employ	VERB
futech-184	84	21	.	.	PUNCT
futech-184	85	1	this	this	DET
futech-184	85	2	method	method	NOUN
futech-184	85	3	involved	involve	VERB
futech-184	85	4	a	a	DET
futech-184	85	5	simpler	simple	ADJ
futech-184	85	6	classification	classification	NOUN
futech-184	85	7	process	process	NOUN
futech-184	85	8	where	where	SCONJ
futech-184	85	9	samples	sample	NOUN
futech-184	85	10	are	be	AUX
futech-184	85	11	divided	divide	VERB
futech-184	85	12	into	into	ADP
futech-184	85	13	two	two	NUM
futech-184	85	14	classes	class	NOUN
futech-184	85	15	rather	rather	ADV
futech-184	85	16	than	than	ADP
futech-184	85	17	four	four	NUM
futech-184	85	18	simultaneously	simultaneously	ADV
futech-184	85	19	.	.	PUNCT
futech-184	86	1	during	during	ADP
futech-184	86	2	data	data	NOUN
futech-184	86	3	training	training	NOUN
futech-184	86	4	,	,	PUNCT
futech-184	86	5	several	several	ADJ
futech-184	86	6	classification	classification	NOUN
futech-184	86	7	models	model	NOUN
futech-184	86	8	attained	attain	VERB
futech-184	86	9	a	a	DET
futech-184	86	10	perfect	perfect	ADJ
futech-184	86	11	classification	classification	NOUN
futech-184	86	12	(	(	PUNCT
futech-184	86	13	training	training	NOUN
futech-184	86	14	)	)	PUNCT
futech-184	86	15	accuracy	accuracy	NOUN
futech-184	86	16	of	of	ADP
futech-184	86	17	100	100	NUM
futech-184	86	18	%	%	NOUN
futech-184	86	19	,	,	PUNCT
futech-184	86	20	including	include	VERB
futech-184	86	21	support	support	NOUN
futech-184	86	22	vector	vector	NOUN
futech-184	86	23	machine	machine	NOUN
futech-184	86	24	(	(	PUNCT
futech-184	86	25	svm	svm	PROPN
futech-184	86	26	)	)	PUNCT
futech-184	86	27	,	,	PUNCT
futech-184	86	28	k	k	X
futech-184	86	29	-	-	PUNCT
futech-184	86	30	nearest	near	ADJ
futech-184	86	31	neighbor	neighbor	NOUN
futech-184	86	32	(	(	PUNCT
futech-184	86	33	knn	knn	PROPN
futech-184	86	34	)	)	PUNCT
futech-184	86	35	classifiers	classifier	NOUN
futech-184	86	36	,	,	PUNCT
futech-184	86	37	ensemble	ensemble	ADJ
futech-184	86	38	classifiers	classifier	NOUN
futech-184	86	39	,	,	PUNCT
futech-184	86	40	and	and	CCONJ
futech-184	86	41	neural	neural	ADJ
futech-184	86	42	network	network	NOUN
futech-184	86	43	.	.	PUNCT
futech-184	87	1	tables	table	NOUN
futech-184	87	2	4	4	NUM
futech-184	87	3	-	-	SYM
futech-184	87	4	6	6	NUM
futech-184	87	5	show	show	VERB
futech-184	87	6	the	the	DET
futech-184	87	7	best	good	ADJ
futech-184	87	8	performing	perform	VERB
futech-184	87	9	classification	classification	NOUN
futech-184	87	10	models	model	NOUN
futech-184	87	11	in	in	ADP
futech-184	87	12	terms	term	NOUN
futech-184	87	13	of	of	ADP
futech-184	87	14	validation	validation	NOUN
futech-184	87	15	results	result	NOUN
futech-184	87	16	at	at	ADP
futech-184	87	17	each	each	DET
futech-184	87	18	stage	stage	NOUN
futech-184	87	19	of	of	ADP
futech-184	87	20	method	method	PROPN
futech-184	87	21	b.	b.	PROPN
futech-184	87	22	for	for	ADP
futech-184	87	23	the	the	DET
futech-184	87	24	validation	validation	NOUN
futech-184	87	25	dataset	dataset	NOUN
futech-184	87	26	,	,	PUNCT
futech-184	87	27	linear	linear	ADJ
futech-184	87	28	discriminant	discriminant	NOUN
futech-184	87	29	,	,	PUNCT
futech-184	87	30	bagged	bagged	ADJ
futech-184	87	31	trees	tree	NOUN
futech-184	87	32	,	,	PUNCT
futech-184	87	33	trilayer	trilayer	ADJ
futech-184	87	34	neural	neural	ADJ
futech-184	87	35	network	network	NOUN
futech-184	87	36	,	,	PUNCT
futech-184	87	37	svm	svm	ADJ
futech-184	87	38	kernel	kernel	NOUN
futech-184	87	39	,	,	PUNCT
futech-184	87	40	and	and	CCONJ
futech-184	87	41	logistic	logistic	ADJ
futech-184	87	42	regression	regression	NOUN
futech-184	87	43	kernel	kernel	NOUN
futech-184	87	44	demonstrated	demonstrate	VERB
futech-184	87	45	robust	robust	ADJ
futech-184	87	46	performance	performance	NOUN
futech-184	87	47	in	in	ADP
futech-184	87	48	the	the	DET
futech-184	87	49	initial	initial	ADJ
futech-184	87	50	stage	stage	NOUN
futech-184	87	51	,	,	PUNCT
futech-184	87	52	achieving	achieve	VERB
futech-184	87	53	validation	validation	NOUN
futech-184	87	54	accuracies	accuracy	NOUN
futech-184	87	55	ranging	range	VERB
futech-184	87	56	from	from	ADP
futech-184	87	57	80	80	NUM
futech-184	87	58	%	%	NOUN
futech-184	87	59	to	to	ADP
futech-184	87	60	95	95	NUM
futech-184	87	61	%	%	NOUN
futech-184	87	62	.	.	PUNCT
futech-184	88	1	however	however	ADV
futech-184	88	2	,	,	PUNCT
futech-184	88	3	in	in	ADP
futech-184	88	4	the	the	DET
futech-184	88	5	second	second	ADJ
futech-184	88	6	stage	stage	NOUN
futech-184	88	7	,	,	PUNCT
futech-184	88	8	none	none	NOUN
futech-184	88	9	of	of	ADP
futech-184	88	10	the	the	DET
futech-184	88	11	models	model	NOUN
futech-184	88	12	effectively	effectively	ADV
futech-184	88	13	differentiated	differentiate	VERB
futech-184	88	14	between	between	ADP
futech-184	88	15	samples	sample	NOUN
futech-184	88	16	of	of	ADP
futech-184	88	17	indonesia	indonesia	PROPN
futech-184	88	18	grade	grade	PROPN
futech-184	88	19	b	b	PROPN
futech-184	88	20	and	and	CCONJ
futech-184	88	21	non	non	ADJ
futech-184	88	22	-	-	ADJ
futech-184	88	23	indonesia	indonesia	ADJ
futech-184	88	24	grade	grade	PROPN
futech-184	88	25	b	b	PROPN
futech-184	88	26	,	,	PUNCT
futech-184	88	27	with	with	ADP
futech-184	88	28	the	the	DET
futech-184	88	29	exception	exception	NOUN
futech-184	88	30	of	of	ADP
futech-184	88	31	fine	fine	ADJ
futech-184	88	32	knn	knn	PROPN
futech-184	88	33	and	and	CCONJ
futech-184	88	34	rus	rus	PROPN
futech-184	88	35	boosted	boost	VERB
futech-184	88	36	trees	tree	NOUN
futech-184	88	37	,	,	PUNCT
futech-184	88	38	which	which	PRON
futech-184	88	39	achieved	achieve	VERB
futech-184	88	40	an	an	DET
futech-184	88	41	accuracy	accuracy	NOUN
futech-184	88	42	of	of	ADP
futech-184	88	43	73.33	73.33	NUM
futech-184	88	44	%	%	NOUN
futech-184	88	45	.	.	PUNCT
futech-184	89	1	progressing	progress	VERB
futech-184	89	2	to	to	ADP
futech-184	89	3	the	the	DET
futech-184	89	4	final	final	ADJ
futech-184	89	5	stage	stage	NOUN
futech-184	89	6	,	,	PUNCT
futech-184	89	7	three	three	NUM
futech-184	89	8	models	model	NOUN
futech-184	89	9	—	—	PUNCT
futech-184	89	10	fine	fine	ADJ
futech-184	89	11	gaussian	gaussian	ADJ
futech-184	89	12	svm	svm	PROPN
futech-184	89	13	,	,	PUNCT
futech-184	89	14	subspace	subspace	PROPN
futech-184	89	15	knn	knn	PROPN
futech-184	89	16	,	,	PUNCT
futech-184	89	17	and	and	CCONJ
futech-184	89	18	trilayer	trilayer	ADJ
futech-184	89	19	neural	neural	ADJ
futech-184	89	20	network	network	NOUN
futech-184	89	21	—	—	PUNCT
futech-184	89	22	displayed	display	VERB
futech-184	89	23	enhanced	enhanced	ADJ
futech-184	89	24	proficiency	proficiency	NOUN
futech-184	89	25	in	in	ADP
futech-184	89	26	distinguishing	distinguish	VERB
futech-184	89	27	between	between	ADP
futech-184	89	28	samples	sample	NOUN
futech-184	89	29	of	of	ADP
futech-184	89	30	madagascar	madagascar	ADJ
futech-184	89	31	grade	grade	PROPN
futech-184	89	32	a	a	PRON
futech-184	89	33	and	and	CCONJ
futech-184	89	34	indonesia	indonesia	PROPN
futech-184	89	35	grade	grade	NOUN
futech-184	89	36	a.	a.	NOUN
futech-184	89	37	table	table	NOUN
futech-184	89	38	3	3	NUM
futech-184	89	39	.	.	PUNCT
futech-184	89	40	best	good	ADJ
futech-184	89	41	performing	perform	VERB
futech-184	89	42	classification	classification	NOUN
futech-184	89	43	models	model	NOUN
futech-184	89	44	in	in	ADP
futech-184	89	45	method	method	NOUN
futech-184	89	46	a	a	DET
futech-184	89	47	classification	classification	NOUN
futech-184	89	48	model	model	NOUN
futech-184	89	49	training	training	NOUN
futech-184	89	50	training	training	NOUN
futech-184	89	51	accuracy	accuracy	NOUN
futech-184	89	52	validation	validation	NOUN
futech-184	89	53	validation	validation	NOUN
futech-184	89	54	accuracy	accuracy	NOUN
futech-184	89	55	iga	iga	PROPN
futech-184	89	56	igb	igb	PROPN
futech-184	89	57	mga	mga	PROPN
futech-184	89	58	mgb	mgb	PROPN
futech-184	89	59	iga	iga	PROPN
futech-184	89	60	igb	igb	PROPN
futech-184	89	61	mga	mga	PROPN
futech-184	89	62	mgb	mgb	PROPN
futech-184	89	63	bagged	bag	VERB
futech-184	89	64	trees	tree	NOUN
futech-184	89	65	16/16	16/16	NUM
futech-184	89	66	12/12	12/12	NUM
futech-184	89	67	20/20	20/20	NUM
futech-184	89	68	20/20	20/20	NUM
futech-184	89	69	100	100	NUM
futech-184	89	70	%	%	NOUN
futech-184	89	71	3/5	3/5	NUM
futech-184	89	72	1/5	1/5	NUM
futech-184	89	73	1/5	1/5	NUM
futech-184	89	74	5/5	5/5	NUM
futech-184	89	75	50	50	NUM
futech-184	89	76	%	%	NOUN
futech-184	89	77	subspace	subspace	NOUN
futech-184	89	78	knn	knn	PROPN
futech-184	89	79	16/16	16/16	NUM
futech-184	90	1	12/12	12/12	NUM
futech-184	90	2	20/20	20/20	NUM
futech-184	90	3	20/20	20/20	NUM
futech-184	90	4	100	100	NUM
futech-184	90	5	%	%	NOUN
futech-184	90	6	2/5	2/5	NUM
futech-184	90	7	1/5	1/5	NUM
futech-184	90	8	3/5	3/5	NUM
futech-184	90	9	4/5	4/5	NUM
futech-184	90	10	50	50	NUM
futech-184	90	11	%	%	NOUN
futech-184	90	12	rus	rus	NOUN
futech-184	90	13	boosted	boost	VERB
futech-184	90	14	trees	tree	NOUN
futech-184	90	15	16/16	16/16	NUM
futech-184	90	16	12/12	12/12	NUM
futech-184	90	17	20/20	20/20	NUM
futech-184	90	18	20/20	20/20	NUM
futech-184	90	19	100	100	NUM
futech-184	90	20	%	%	NOUN
futech-184	90	21	4/5	4/5	NUM
futech-184	90	22	2/5	2/5	NUM
futech-184	90	23	1/5	1/5	NUM
futech-184	90	24	5/5	5/5	NUM
futech-184	90	25	60	60	NUM
futech-184	90	26	%	%	NOUN
futech-184	90	27	table	table	NOUN
futech-184	90	28	4	4	NUM
futech-184	90	29	.	.	PUNCT
futech-184	90	30	best	good	ADJ
futech-184	90	31	performing	perform	VERB
futech-184	90	32	classification	classification	NOUN
futech-184	90	33	models	model	NOUN
futech-184	90	34	in	in	ADP
futech-184	90	35	method	method	NOUN
futech-184	90	36	b	b	NOUN
futech-184	90	37	,	,	PUNCT
futech-184	90	38	stage	stage	NOUN
futech-184	90	39	1	1	NUM
futech-184	90	40	(	(	PUNCT
futech-184	90	41	mgb	mgb	NOUN
futech-184	90	42	vs	vs	ADP
futech-184	90	43	non	non	ADJ
futech-184	90	44	-	-	ADJ
futech-184	90	45	mgb	mgb	ADJ
futech-184	90	46	)	)	PUNCT
futech-184	90	47	validation	validation	NOUN
futech-184	90	48	classification	classification	NOUN
futech-184	90	49	model	model	NOUN
futech-184	90	50	stage	stage	NOUN
futech-184	90	51	1	1	NUM
futech-184	90	52	accuracy	accuracy	NOUN
futech-184	90	53	mgb	mgb	PROPN
futech-184	90	54	non	non	ADJ
futech-184	90	55	-	-	ADJ
futech-184	90	56	mgb	mgb	ADJ
futech-184	90	57	linear	linear	NOUN
futech-184	90	58	discriminant	discriminant	NOUN
futech-184	90	59	5/5	5/5	NUM
futech-184	90	60	12/15	12/15	NUM
futech-184	90	61	85	85	NUM
futech-184	90	62	%	%	NOUN
futech-184	90	63	bagged	bagged	ADJ
futech-184	90	64	trees	tree	NOUN
futech-184	90	65	5/5	5/5	NUM
futech-184	90	66	14/15	14/15	NUM
futech-184	90	67	95	95	NUM
futech-184	90	68	%	%	NOUN
futech-184	90	69	trilayer	trilayer	ADJ
futech-184	90	70	neural	neural	ADJ
futech-184	90	71	network	network	NOUN
futech-184	90	72	5/5	5/5	NUM
futech-184	90	73	11/15	11/15	NUM
futech-184	90	74	80	80	NUM
futech-184	90	75	%	%	NOUN
futech-184	90	76	svm	svm	ADJ
futech-184	90	77	kernel	kernel	NOUN
futech-184	90	78	5/5	5/5	NUM
futech-184	90	79	11/15	11/15	NUM
futech-184	90	80	80	80	NUM
futech-184	90	81	%	%	NOUN
futech-184	90	82	logistic	logistic	ADJ
futech-184	90	83	regression	regression	NOUN
futech-184	90	84	kernel	kernel	NOUN
futech-184	90	85	5/5	5/5	NUM
futech-184	90	86	11/15	11/15	NUM
futech-184	90	87	80	80	NUM
futech-184	90	88	%	%	NOUN
futech-184	90	89	table	table	NOUN
futech-184	90	90	5	5	NUM
futech-184	90	91	.	.	PUNCT
futech-184	90	92	best	good	ADJ
futech-184	90	93	performing	perform	VERB
futech-184	90	94	classification	classification	NOUN
futech-184	90	95	models	model	NOUN
futech-184	90	96	in	in	ADP
futech-184	90	97	method	method	NOUN
futech-184	90	98	b	b	NOUN
futech-184	90	99	,	,	PUNCT
futech-184	90	100	stage	stage	NOUN
futech-184	90	101	2	2	NUM
futech-184	90	102	(	(	PUNCT
futech-184	90	103	igb	igb	NOUN
futech-184	90	104	vs	vs	ADP
futech-184	90	105	non	non	ADJ
futech-184	90	106	-	-	ADJ
futech-184	90	107	igb	igb	ADJ
futech-184	90	108	)	)	PUNCT
futech-184	90	109	validation	validation	NOUN
futech-184	90	110	classification	classification	NOUN
futech-184	90	111	model	model	NOUN
futech-184	90	112	stage	stage	NOUN
futech-184	90	113	2	2	NUM
futech-184	90	114	accuracy	accuracy	NOUN
futech-184	90	115	igb	igb	PROPN
futech-184	90	116	non	non	PROPN
futech-184	90	117	-	-	PROPN
futech-184	90	118	igb	igb	ADJ
futech-184	90	119	fine	fine	NOUN
futech-184	90	120	knn	knn	PROPN
futech-184	90	121	1/5	1/5	NUM
futech-184	90	122	10/10	10/10	NUM
futech-184	90	123	73.33	73.33	NUM
futech-184	90	124	%	%	NOUN
futech-184	90	125	rus	rus	NOUN
futech-184	90	126	boosted	boost	VERB
futech-184	90	127	trees	tree	NOUN
futech-184	90	128	1/5	1/5	NUM
futech-184	90	129	10/10	10/10	NUM
futech-184	90	130	73.33	73.33	NUM
futech-184	90	131	%	%	NOUN
futech-184	90	132	scmx	scmx	NOUN
futech-184	90	133	wee	wee	PROPN
futech-184	91	1	et	et	PROPN
futech-184	91	2	al	al	PROPN
futech-184	91	3	.	.	PROPN
futech-184	91	4	/future	/future	PUNCT
futech-184	91	5	technology	technology	PROPN
futech-184	91	6	november	november	PROPN
futech-184	91	7	2024|	2024|	NUM
futech-184	92	1	volume	volume	NOUN
futech-184	92	2	03	03	NUM
futech-184	93	1	|	|	ADV
futech-184	93	2	issue	issue	VERB
futech-184	93	3	04	04	NUM
futech-184	94	1	|	|	CCONJ
futech-184	94	2	pages	page	NOUN
futech-184	94	3	12	12	NUM
futech-184	94	4	-	-	SYM
futech-184	94	5	21	21	NUM
futech-184	94	6	17	17	NUM
futech-184	94	7	3.3	3.3	NUM
futech-184	94	8	method	method	NOUN
futech-184	94	9	c	c	PROPN
futech-184	94	10	this	this	DET
futech-184	94	11	section	section	NOUN
futech-184	94	12	redirects	redirect	VERB
futech-184	94	13	its	its	PRON
futech-184	94	14	focus	focus	NOUN
futech-184	94	15	to	to	ADP
futech-184	94	16	testing	testing	NOUN
futech-184	94	17	and	and	CCONJ
futech-184	94	18	analyzing	analyze	VERB
futech-184	94	19	samples	sample	NOUN
futech-184	94	20	from	from	ADP
futech-184	94	21	madagascar	madagascar	PROPN
futech-184	94	22	and	and	CCONJ
futech-184	94	23	indonesia	indonesia	PROPN
futech-184	94	24	grade	grade	PROPN
futech-184	94	25	a	a	PRON
futech-184	94	26	,	,	PUNCT
futech-184	94	27	aiming	aim	VERB
futech-184	94	28	to	to	PART
futech-184	94	29	ascertain	ascertain	VERB
futech-184	94	30	which	which	DET
futech-184	94	31	origin	origin	NOUN
futech-184	94	32	offers	offer	VERB
futech-184	94	33	greater	great	ADJ
futech-184	94	34	separability	separability	NOUN
futech-184	94	35	from	from	ADP
futech-184	94	36	the	the	DET
futech-184	94	37	other	other	ADJ
futech-184	94	38	classes	class	NOUN
futech-184	94	39	during	during	ADP
futech-184	94	40	classification	classification	NOUN
futech-184	94	41	in	in	ADP
futech-184	94	42	the	the	DET
futech-184	94	43	second	second	ADJ
futech-184	94	44	stage	stage	NOUN
futech-184	94	45	.	.	PUNCT
futech-184	95	1	table	table	NOUN
futech-184	95	2	7	7	NUM
futech-184	95	3	lists	list	VERB
futech-184	95	4	the	the	DET
futech-184	95	5	models	model	NOUN
futech-184	95	6	with	with	ADP
futech-184	95	7	the	the	DET
futech-184	95	8	highest	high	ADJ
futech-184	95	9	validation	validation	NOUN
futech-184	95	10	accuracy	accuracy	NOUN
futech-184	95	11	for	for	ADP
futech-184	95	12	both	both	CCONJ
futech-184	95	13	madagascar	madagascar	PROPN
futech-184	95	14	and	and	CCONJ
futech-184	95	15	indonesia	indonesia	PROPN
futech-184	95	16	grade	grade	PROPN
futech-184	95	17	a.	a.	NOUN
futech-184	95	18	three	three	NUM
futech-184	95	19	models	model	NOUN
futech-184	95	20	showed	show	VERB
futech-184	95	21	outstanding	outstanding	ADJ
futech-184	95	22	performance	performance	NOUN
futech-184	95	23	on	on	ADP
futech-184	95	24	the	the	DET
futech-184	95	25	validation	validation	NOUN
futech-184	95	26	dataset	dataset	NOUN
futech-184	95	27	for	for	ADP
futech-184	95	28	indonesia	indonesia	PROPN
futech-184	95	29	grade	grade	PROPN
futech-184	95	30	a	a	NOUN
futech-184	95	31	,	,	PUNCT
futech-184	95	32	while	while	SCONJ
futech-184	95	33	none	none	NOUN
futech-184	95	34	stood	stand	VERB
futech-184	95	35	out	out	ADP
futech-184	95	36	for	for	ADP
futech-184	95	37	madagascar	madagascar	PROPN
futech-184	95	38	grade	grade	PROPN
futech-184	95	39	a.	a.	NOUN
futech-184	95	40	therefore	therefore	ADV
futech-184	95	41	,	,	PUNCT
futech-184	95	42	the	the	DET
futech-184	95	43	decision	decision	NOUN
futech-184	95	44	has	have	AUX
futech-184	95	45	been	be	AUX
futech-184	95	46	made	make	VERB
futech-184	95	47	to	to	PART
futech-184	95	48	differentiate	differentiate	VERB
futech-184	95	49	between	between	ADP
futech-184	95	50	indonesia	indonesia	PROPN
futech-184	95	51	and	and	CCONJ
futech-184	95	52	non	non	ADJ
futech-184	95	53	-	-	ADJ
futech-184	95	54	indonesia	indonesia	ADJ
futech-184	95	55	grade	grade	NOUN
futech-184	95	56	a	a	DET
futech-184	95	57	samples	sample	NOUN
futech-184	95	58	in	in	ADP
futech-184	95	59	stage	stage	NOUN
futech-184	95	60	2	2	NUM
futech-184	95	61	–	–	PUNCT
futech-184	95	62	this	this	PRON
futech-184	95	63	was	be	AUX
futech-184	95	64	employed	employ	VERB
futech-184	95	65	in	in	ADP
futech-184	95	66	method	method	NOUN
futech-184	95	67	d.	d.	PROPN
futech-184	95	68	3.4	3.4	NUM
futech-184	95	69	method	method	NOUN
futech-184	95	70	d	d	PROPN
futech-184	95	71	tables	table	VERB
futech-184	95	72	8	8	NUM
futech-184	95	73	-	-	SYM
futech-184	95	74	10	10	NUM
futech-184	95	75	show	show	VERB
futech-184	95	76	the	the	DET
futech-184	95	77	best	good	ADJ
futech-184	95	78	performing	perform	VERB
futech-184	95	79	classification	classification	NOUN
futech-184	95	80	models	model	NOUN
futech-184	95	81	in	in	ADP
futech-184	95	82	terms	term	NOUN
futech-184	95	83	of	of	ADP
futech-184	95	84	validation	validation	NOUN
futech-184	95	85	results	result	NOUN
futech-184	95	86	at	at	ADP
futech-184	95	87	each	each	DET
futech-184	95	88	stage	stage	NOUN
futech-184	95	89	of	of	ADP
futech-184	95	90	method	method	PROPN
futech-184	95	91	d.	d.	PROPN
futech-184	95	92	validation	validation	PROPN
futech-184	95	93	in	in	ADP
futech-184	95	94	stage	stage	NOUN
futech-184	95	95	1	1	NUM
futech-184	95	96	achieved	achieve	VERB
futech-184	95	97	accuracy	accuracy	NOUN
futech-184	95	98	ranging	range	VERB
futech-184	95	99	from	from	ADP
futech-184	95	100	75	75	NUM
futech-184	95	101	%	%	NOUN
futech-184	95	102	to	to	PART
futech-184	95	103	95	95	NUM
futech-184	95	104	%	%	NOUN
futech-184	95	105	.	.	PUNCT
futech-184	96	1	following	follow	VERB
futech-184	96	2	this	this	PRON
futech-184	96	3	,	,	PUNCT
futech-184	96	4	the	the	DET
futech-184	96	5	knn	knn	PROPN
futech-184	96	6	,	,	PUNCT
futech-184	96	7	rus	rus	NOUN
futech-184	96	8	boosted	boost	VERB
futech-184	96	9	trees	tree	NOUN
futech-184	96	10	,	,	PUNCT
futech-184	96	11	and	and	CCONJ
futech-184	96	12	neural	neural	ADJ
futech-184	96	13	network	network	NOUN
futech-184	96	14	models	model	NOUN
futech-184	96	15	produced	produce	VERB
futech-184	96	16	satisfactory	satisfactory	ADJ
futech-184	96	17	results	result	NOUN
futech-184	96	18	in	in	ADP
futech-184	96	19	stage	stage	NOUN
futech-184	96	20	table	table	NOUN
futech-184	96	21	6	6	NUM
futech-184	96	22	.	.	PUNCT
futech-184	97	1	best	good	ADJ
futech-184	97	2	performing	perform	VERB
futech-184	97	3	classification	classification	NOUN
futech-184	97	4	models	model	NOUN
futech-184	97	5	in	in	ADP
futech-184	97	6	method	method	NOUN
futech-184	97	7	b	b	NOUN
futech-184	97	8	,	,	PUNCT
futech-184	97	9	stage	stage	NOUN
futech-184	97	10	3	3	NUM
futech-184	97	11	(	(	PUNCT
futech-184	97	12	iga	iga	PROPN
futech-184	97	13	vs	vs	ADP
futech-184	97	14	mga	mga	PROPN
futech-184	97	15	)	)	PUNCT
futech-184	97	16	validation	validation	NOUN
futech-184	97	17	classification	classification	NOUN
futech-184	97	18	model	model	NOUN
futech-184	97	19	stage	stage	NOUN
futech-184	97	20	3	3	NUM
futech-184	97	21	accuracy	accuracy	NOUN
futech-184	97	22	iga	iga	PROPN
futech-184	97	23	mga	mga	PROPN
futech-184	97	24	fine	fine	ADJ
futech-184	97	25	gaussian	gaussian	NOUN
futech-184	97	26	svm	svm	VERB
futech-184	97	27	3/5	3/5	NUM
futech-184	97	28	2/5	2/5	NUM
futech-184	97	29	50	50	NUM
futech-184	97	30	%	%	NOUN
futech-184	97	31	subspace	subspace	NOUN
futech-184	97	32	knn	knn	PROPN
futech-184	97	33	4/5	4/5	NUM
futech-184	97	34	4/5	4/5	NUM
futech-184	97	35	80	80	NUM
futech-184	97	36	%	%	NOUN
futech-184	97	37	trilayer	trilayer	ADJ
futech-184	97	38	neural	neural	ADJ
futech-184	97	39	network	network	NOUN
futech-184	97	40	3/5	3/5	NUM
futech-184	97	41	3/5	3/5	NUM
futech-184	97	42	60	60	NUM
futech-184	97	43	%	%	NOUN
futech-184	97	44	table	table	NOUN
futech-184	97	45	7	7	NUM
futech-184	97	46	.	.	PUNCT
futech-184	98	1	best	good	ADJ
futech-184	98	2	performing	perform	VERB
futech-184	98	3	classification	classification	NOUN
futech-184	98	4	models	model	NOUN
futech-184	98	5	in	in	ADP
futech-184	98	6	method	method	NOUN
futech-184	98	7	c	c	PROPN
futech-184	98	8	validation	validation	NOUN
futech-184	98	9	classification	classification	NOUN
futech-184	98	10	model	model	NOUN
futech-184	98	11	stage	stage	NOUN
futech-184	98	12	2	2	NUM
futech-184	98	13	mga	mga	PROPN
futech-184	98	14	non	non	PROPN
futech-184	98	15	-	-	PROPN
futech-184	98	16	mga	mga	PROPN
futech-184	98	17	iga	iga	PROPN
futech-184	98	18	non	non	PROPN
futech-184	98	19	-	-	ADJ
futech-184	98	20	iga	iga	ADJ
futech-184	98	21	cubic	cubic	ADJ
futech-184	98	22	knn	knn	PROPN
futech-184	98	23	0/5	0/5	NUM
futech-184	98	24	10/10	10/10	NUM
futech-184	98	25	4/5	4/5	NUM
futech-184	98	26	6/10	6/10	NUM
futech-184	98	27	rus	rus	NOUN
futech-184	98	28	boosted	boost	VERB
futech-184	98	29	trees	tree	NOUN
futech-184	98	30	1/5	1/5	NUM
futech-184	98	31	10/10	10/10	NUM
futech-184	98	32	3/5	3/5	NUM
futech-184	98	33	6/10	6/10	NUM
futech-184	98	34	medium	medium	ADJ
futech-184	98	35	neural	neural	ADJ
futech-184	98	36	network	network	NOUN
futech-184	98	37	1/5	1/5	NUM
futech-184	98	38	5/10	5/10	NUM
futech-184	98	39	4/5	4/5	NUM
futech-184	98	40	5/10	5/10	NUM
futech-184	98	41	table	table	NOUN
futech-184	98	42	8	8	NUM
futech-184	98	43	.	.	PUNCT
futech-184	99	1	best	good	ADJ
futech-184	99	2	performing	perform	VERB
futech-184	99	3	classification	classification	NOUN
futech-184	99	4	models	model	NOUN
futech-184	99	5	in	in	ADP
futech-184	99	6	method	method	NOUN
futech-184	99	7	d	d	NOUN
futech-184	99	8	,	,	PUNCT
futech-184	99	9	stage	stage	NOUN
futech-184	99	10	1	1	NUM
futech-184	99	11	(	(	PUNCT
futech-184	99	12	mgb	mgb	NOUN
futech-184	99	13	vs	vs	ADP
futech-184	99	14	non	non	ADJ
futech-184	99	15	-	-	ADJ
futech-184	99	16	mgb	mgb	ADJ
futech-184	99	17	)	)	PUNCT
futech-184	99	18	validation	validation	NOUN
futech-184	99	19	classification	classification	NOUN
futech-184	99	20	model	model	NOUN
futech-184	99	21	stage	stage	NOUN
futech-184	99	22	1	1	NUM
futech-184	99	23	accuracy	accuracy	NOUN
futech-184	99	24	mgb	mgb	PROPN
futech-184	99	25	non	non	ADJ
futech-184	99	26	-	-	ADJ
futech-184	99	27	mgb	mgb	ADJ
futech-184	99	28	linear	linear	NOUN
futech-184	99	29	discriminant	discriminant	NOUN
futech-184	99	30	5/5	5/5	NUM
futech-184	99	31	12/15	12/15	NUM
futech-184	99	32	85	85	NUM
futech-184	99	33	%	%	NOUN
futech-184	99	34	weighted	weight	VERB
futech-184	99	35	knn	knn	PROPN
futech-184	99	36	4/5	4/5	NUM
futech-184	99	37	13/15	13/15	NUM
futech-184	99	38	85	85	NUM
futech-184	99	39	%	%	NOUN
futech-184	99	40	bagged	bagged	ADJ
futech-184	99	41	trees	tree	NOUN
futech-184	99	42	5/5	5/5	NUM
futech-184	99	43	14/15	14/15	NUM
futech-184	99	44	95	95	NUM
futech-184	99	45	%	%	NOUN
futech-184	99	46	medium	medium	NOUN
futech-184	99	47	neural	neural	ADJ
futech-184	99	48	network	network	NOUN
futech-184	99	49	4/5	4/5	NUM
futech-184	99	50	12/15	12/15	NUM
futech-184	99	51	80	80	NUM
futech-184	99	52	%	%	NOUN
futech-184	99	53	wide	wide	ADJ
futech-184	99	54	neural	neural	ADJ
futech-184	99	55	network	network	NOUN
futech-184	99	56	4/5	4/5	NUM
futech-184	99	57	11/15	11/15	NUM
futech-184	99	58	75	75	NUM
futech-184	99	59	%	%	NOUN
futech-184	99	60	bilayer	bilayer	NOUN
futech-184	99	61	neural	neural	ADJ
futech-184	99	62	network	network	NOUN
futech-184	99	63	4/5	4/5	NUM
futech-184	99	64	11/15	11/15	NUM
futech-184	99	65	75	75	NUM
futech-184	99	66	%	%	NOUN
futech-184	99	67	trilayer	trilayer	ADJ
futech-184	99	68	neural	neural	ADJ
futech-184	99	69	network	network	NOUN
futech-184	99	70	5/5	5/5	NUM
futech-184	99	71	11/15	11/15	NUM
futech-184	99	72	80	80	NUM
futech-184	99	73	%	%	NOUN
futech-184	99	74	svm	svm	ADJ
futech-184	99	75	kernel	kernel	NOUN
futech-184	99	76	5/5	5/5	NUM
futech-184	99	77	11/15	11/15	NUM
futech-184	99	78	80	80	NUM
futech-184	99	79	%	%	NOUN
futech-184	99	80	logistic	logistic	ADJ
futech-184	99	81	regression	regression	NOUN
futech-184	99	82	kernel	kernel	NOUN
futech-184	99	83	5/5	5/5	NUM
futech-184	99	84	11/15	11/15	NUM
futech-184	99	85	80	80	NUM
futech-184	99	86	%	%	NOUN
futech-184	99	87	scmx	scmx	NOUN
futech-184	99	88	wee	wee	PROPN
futech-184	100	1	et	et	PROPN
futech-184	100	2	al	al	PROPN
futech-184	100	3	.	.	PROPN
futech-184	100	4	/future	/future	PUNCT
futech-184	100	5	technology	technology	PROPN
futech-184	100	6	november	november	PROPN
futech-184	100	7	2024|	2024|	NUM
futech-184	101	1	volume	volume	NOUN
futech-184	101	2	03	03	NUM
futech-184	102	1	|	|	ADV
futech-184	102	2	issue	issue	VERB
futech-184	102	3	04	04	NUM
futech-184	103	1	|	|	CCONJ
futech-184	103	2	pages	page	NOUN
futech-184	103	3	12	12	NUM
futech-184	103	4	-	-	SYM
futech-184	103	5	21	21	NUM
futech-184	103	6	18	18	NUM
futech-184	103	7	2	2	NUM
futech-184	103	8	.	.	PUNCT
futech-184	104	1	however	however	ADV
futech-184	104	2	,	,	PUNCT
futech-184	104	3	stage	stage	NOUN
futech-184	104	4	3	3	NUM
futech-184	104	5	yielded	yield	VERB
futech-184	104	6	notably	notably	ADV
futech-184	104	7	less	less	ADV
futech-184	104	8	favorable	favorable	ADJ
futech-184	104	9	results	result	NOUN
futech-184	104	10	,	,	PUNCT
futech-184	104	11	with	with	ADP
futech-184	104	12	these	these	DET
futech-184	104	13	models	model	NOUN
futech-184	104	14	encountering	encounter	VERB
futech-184	104	15	challenges	challenge	NOUN
futech-184	104	16	in	in	ADP
futech-184	104	17	differentiating	differentiate	VERB
futech-184	104	18	between	between	ADP
futech-184	104	19	indonesia	indonesia	PROPN
futech-184	104	20	grade	grade	PROPN
futech-184	104	21	b	b	PROPN
futech-184	104	22	and	and	CCONJ
futech-184	104	23	madagascar	madagascar	PROPN
futech-184	104	24	grade	grade	NOUN
futech-184	104	25	a.	a.	NOUN
futech-184	104	26	in	in	ADP
futech-184	104	27	this	this	DET
futech-184	104	28	context	context	NOUN
futech-184	104	29	,	,	PUNCT
futech-184	104	30	only	only	ADV
futech-184	104	31	one	one	NUM
futech-184	104	32	model	model	NOUN
futech-184	104	33	achieved	achieve	VERB
futech-184	104	34	a	a	DET
futech-184	104	35	validation	validation	NOUN
futech-184	104	36	accuracy	accuracy	NOUN
futech-184	104	37	of	of	ADP
futech-184	104	38	60	60	NUM
futech-184	104	39	%	%	NOUN
futech-184	104	40	.	.	PUNCT
futech-184	105	1	conversely	conversely	ADV
futech-184	105	2	,	,	PUNCT
futech-184	105	3	the	the	DET
futech-184	105	4	training	training	NOUN
futech-184	105	5	dataset	dataset	NOUN
futech-184	105	6	showcased	showcase	VERB
futech-184	105	7	strong	strong	ADJ
futech-184	105	8	performance	performance	NOUN
futech-184	105	9	across	across	ADP
futech-184	105	10	various	various	ADJ
futech-184	105	11	classification	classification	NOUN
futech-184	105	12	models	model	NOUN
futech-184	105	13	.	.	PUNCT
futech-184	106	1	in	in	ADP
futech-184	106	2	conclusion	conclusion	NOUN
futech-184	106	3	,	,	PUNCT
futech-184	106	4	the	the	DET
futech-184	106	5	most	most	ADV
futech-184	106	6	effective	effective	ADJ
futech-184	106	7	models	model	NOUN
futech-184	106	8	stem	stem	VERB
futech-184	106	9	from	from	ADP
futech-184	106	10	the	the	DET
futech-184	106	11	neural	neural	ADJ
futech-184	106	12	network	network	NOUN
futech-184	106	13	category	category	NOUN
futech-184	106	14	,	,	PUNCT
futech-184	106	15	achieving	achieve	VERB
futech-184	106	16	a	a	DET
futech-184	106	17	classification	classification	NOUN
futech-184	106	18	accuracy	accuracy	NOUN
futech-184	106	19	of	of	ADP
futech-184	106	20	100	100	NUM
futech-184	106	21	%	%	NOUN
futech-184	106	22	for	for	ADP
futech-184	106	23	the	the	DET
futech-184	106	24	training	training	NOUN
futech-184	106	25	dataset	dataset	NOUN
futech-184	106	26	.	.	PUNCT
futech-184	107	1	moreover	moreover	ADV
futech-184	107	2	,	,	PUNCT
futech-184	107	3	the	the	DET
futech-184	107	4	medium	medium	ADJ
futech-184	107	5	neural	neural	ADJ
futech-184	107	6	network	network	NOUN
futech-184	107	7	achieved	achieve	VERB
futech-184	107	8	an	an	DET
futech-184	107	9	80	80	NUM
futech-184	107	10	%	%	NOUN
futech-184	107	11	validation	validation	NOUN
futech-184	107	12	accuracy	accuracy	NOUN
futech-184	107	13	in	in	ADP
futech-184	107	14	stage	stage	NOUN
futech-184	107	15	1	1	NUM
futech-184	107	16	and	and	CCONJ
futech-184	107	17	a	a	DET
futech-184	107	18	60	60	NUM
futech-184	107	19	%	%	NOUN
futech-184	107	20	validation	validation	NOUN
futech-184	107	21	accuracy	accuracy	NOUN
futech-184	107	22	in	in	ADP
futech-184	107	23	stage	stage	NOUN
futech-184	107	24	2	2	NUM
futech-184	107	25	,	,	PUNCT
futech-184	107	26	while	while	SCONJ
futech-184	107	27	the	the	DET
futech-184	107	28	wide	wide	ADJ
futech-184	107	29	neural	neural	ADJ
futech-184	107	30	network	network	NOUN
futech-184	107	31	attained	attain	VERB
futech-184	107	32	a	a	DET
futech-184	107	33	75	75	NUM
futech-184	107	34	%	%	NOUN
futech-184	107	35	validation	validation	NOUN
futech-184	107	36	accuracy	accuracy	NOUN
futech-184	107	37	in	in	ADP
futech-184	107	38	stage	stage	NOUN
futech-184	107	39	1	1	NUM
futech-184	107	40	and	and	CCONJ
futech-184	107	41	a	a	DET
futech-184	107	42	53.3	53.3	NUM
futech-184	107	43	%	%	NOUN
futech-184	107	44	validation	validation	NOUN
futech-184	107	45	accuracy	accuracy	NOUN
futech-184	107	46	in	in	ADP
futech-184	107	47	stage	stage	NOUN
futech-184	107	48	2	2	NUM
futech-184	107	49	.	.	PUNCT
futech-184	107	50	table	table	NOUN
futech-184	107	51	9	9	NUM
futech-184	107	52	.	.	PUNCT
futech-184	108	1	best	good	ADJ
futech-184	108	2	performing	perform	VERB
futech-184	108	3	classification	classification	NOUN
futech-184	108	4	models	model	NOUN
futech-184	108	5	in	in	ADP
futech-184	108	6	method	method	NOUN
futech-184	108	7	d	d	NOUN
futech-184	108	8	,	,	PUNCT
futech-184	108	9	stage	stage	NOUN
futech-184	108	10	2	2	NUM
futech-184	108	11	(	(	PUNCT
futech-184	108	12	iga	iga	PROPN
futech-184	108	13	vs	vs	ADP
futech-184	108	14	non	non	PROPN
futech-184	108	15	-	-	ADJ
futech-184	108	16	iga	iga	ADJ
futech-184	108	17	)	)	PUNCT
futech-184	108	18	validation	validation	NOUN
futech-184	108	19	classification	classification	NOUN
futech-184	108	20	model	model	NOUN
futech-184	108	21	stage	stage	NOUN
futech-184	108	22	2	2	NUM
futech-184	108	23	accuracy	accuracy	NOUN
futech-184	108	24	iga	iga	PROPN
futech-184	108	25	non	non	PROPN
futech-184	108	26	-	-	ADJ
futech-184	108	27	iga	iga	ADJ
futech-184	108	28	cubic	cubic	ADJ
futech-184	108	29	knn	knn	PROPN
futech-184	108	30	4/5	4/5	NUM
futech-184	108	31	6/10	6/10	NUM
futech-184	108	32	60	60	NUM
futech-184	108	33	%	%	NOUN
futech-184	108	34	rus	rus	NOUN
futech-184	108	35	boosted	boost	VERB
futech-184	108	36	trees	tree	NOUN
futech-184	108	37	3/5	3/5	NUM
futech-184	108	38	6/10	6/10	NUM
futech-184	108	39	60	60	NUM
futech-184	108	40	%	%	NOUN
futech-184	108	41	medium	medium	ADJ
futech-184	108	42	neural	neural	ADJ
futech-184	108	43	network	network	NOUN
futech-184	108	44	4/5	4/5	NUM
futech-184	108	45	5/10	5/10	NUM
futech-184	108	46	60	60	NUM
futech-184	108	47	%	%	NOUN
futech-184	108	48	wide	wide	ADJ
futech-184	108	49	neural	neural	ADJ
futech-184	108	50	network	network	NOUN
futech-184	108	51	3/5	3/5	NUM
futech-184	108	52	5/10	5/10	NUM
futech-184	108	53	53.33	53.33	NUM
futech-184	108	54	%	%	NOUN
futech-184	108	55	table	table	NOUN
futech-184	108	56	10	10	NUM
futech-184	108	57	.	.	PUNCT
futech-184	109	1	best	good	ADJ
futech-184	109	2	performing	perform	VERB
futech-184	109	3	classification	classification	NOUN
futech-184	109	4	models	model	NOUN
futech-184	109	5	in	in	ADP
futech-184	109	6	method	method	NOUN
futech-184	109	7	d	d	NOUN
futech-184	109	8	,	,	PUNCT
futech-184	109	9	stage	stage	NOUN
futech-184	109	10	3	3	NUM
futech-184	109	11	(	(	PUNCT
futech-184	109	12	igb	igb	PROPN
futech-184	109	13	vs	vs	ADP
futech-184	109	14	mga	mga	PROPN
futech-184	109	15	)	)	PUNCT
futech-184	109	16	validation	validation	NOUN
futech-184	109	17	classification	classification	NOUN
futech-184	109	18	model	model	NOUN
futech-184	109	19	stage	stage	NOUN
futech-184	109	20	3	3	NUM
futech-184	109	21	accuracy	accuracy	NOUN
futech-184	109	22	igb	igb	PROPN
futech-184	109	23	mga	mga	PROPN
futech-184	109	24	rus	rus	PROPN
futech-184	109	25	boosted	boost	VERB
futech-184	109	26	trees	tree	NOUN
futech-184	109	27	1/5	1/5	NUM
futech-184	109	28	5/5	5/5	NUM
futech-184	109	29	60	60	NUM
futech-184	109	30	%	%	NOUN
futech-184	109	31	table	table	NOUN
futech-184	109	32	11	11	NUM
futech-184	109	33	.	.	PUNCT
futech-184	110	1	best	good	ADJ
futech-184	110	2	performing	perform	VERB
futech-184	110	3	classification	classification	NOUN
futech-184	110	4	models	model	NOUN
futech-184	110	5	in	in	ADP
futech-184	110	6	method	method	NOUN
futech-184	110	7	e	e	NOUN
futech-184	110	8	–	–	PUNCT
futech-184	110	9	training	training	NOUN
futech-184	110	10	accuracy	accuracy	NOUN
futech-184	110	11	classification	classification	NOUN
futech-184	110	12	model	model	NOUN
futech-184	110	13	training	training	NOUN
futech-184	110	14	training	training	NOUN
futech-184	110	15	accuracy	accuracy	NOUN
futech-184	110	16	indonesia	indonesia	PROPN
futech-184	110	17	madagascar	madagascar	PROPN
futech-184	110	18	cubic	cubic	ADJ
futech-184	110	19	svm	svm	PROPN
futech-184	110	20	28/28	28/28	NUM
futech-184	110	21	40/40	40/40	NUM
futech-184	110	22	100	100	NUM
futech-184	110	23	%	%	NOUN
futech-184	110	24	medium	medium	ADJ
futech-184	110	25	gaussian	gaussian	ADJ
futech-184	110	26	svm	svm	NOUN
futech-184	110	27	28/28	28/28	NUM
futech-184	110	28	40/40	40/40	NUM
futech-184	110	29	100	100	NUM
futech-184	110	30	%	%	NOUN
futech-184	110	31	coarse	coarse	ADJ
futech-184	110	32	gaussian	gaussian	NOUN
futech-184	110	33	svm	svm	NOUN
futech-184	110	34	28/28	28/28	NUM
futech-184	110	35	40/40	40/40	NUM
futech-184	110	36	100	100	NUM
futech-184	110	37	%	%	NOUN
futech-184	110	38	fine	fine	ADJ
futech-184	110	39	knn	knn	PROPN
futech-184	110	40	28/28	28/28	NUM
futech-184	110	41	40/40	40/40	NUM
futech-184	110	42	100	100	NUM
futech-184	110	43	%	%	NOUN
futech-184	110	44	weighted	weight	VERB
futech-184	110	45	knn	knn	PROPN
futech-184	110	46	28/28	28/28	NUM
futech-184	110	47	40/40	40/40	NUM
futech-184	110	48	100	100	NUM
futech-184	110	49	%	%	NOUN
futech-184	110	50	bagged	bag	VERB
futech-184	110	51	trees	tree	NOUN
futech-184	110	52	28/28	28/28	NUM
futech-184	110	53	40/40	40/40	NUM
futech-184	110	54	100	100	NUM
futech-184	110	55	%	%	NOUN
futech-184	110	56	subspace	subspace	NOUN
futech-184	110	57	knn	knn	PROPN
futech-184	110	58	28/28	28/28	NUM
futech-184	110	59	40/40	40/40	NUM
futech-184	110	60	100	100	NUM
futech-184	110	61	%	%	NOUN
futech-184	110	62	rus	rus	NOUN
futech-184	110	63	boosted	boost	VERB
futech-184	110	64	trees	tree	NOUN
futech-184	110	65	28/28	28/28	NUM
futech-184	110	66	40/40	40/40	NUM
futech-184	110	67	100	100	NUM
futech-184	110	68	%	%	NOUN
futech-184	110	69	narrow	narrow	ADJ
futech-184	110	70	neural	neural	ADJ
futech-184	110	71	network	network	NOUN
futech-184	110	72	28/28	28/28	NUM
futech-184	110	73	40/40	40/40	NUM
futech-184	110	74	100	100	NUM
futech-184	110	75	%	%	NOUN
futech-184	110	76	medium	medium	ADJ
futech-184	110	77	neural	neural	ADJ
futech-184	110	78	network	network	NOUN
futech-184	110	79	28/28	28/28	NUM
futech-184	110	80	40/40	40/40	NUM
futech-184	110	81	100	100	NUM
futech-184	110	82	%	%	NOUN
futech-184	110	83	wide	wide	ADJ
futech-184	110	84	neural	neural	ADJ
futech-184	110	85	network	network	NOUN
futech-184	110	86	28/28	28/28	NUM
futech-184	110	87	40/40	40/40	NUM
futech-184	110	88	100	100	NUM
futech-184	110	89	%	%	NOUN
futech-184	110	90	bilayer	bilayer	NOUN
futech-184	110	91	neural	neural	ADJ
futech-184	110	92	network	network	NOUN
futech-184	110	93	28/28	28/28	NUM
futech-184	110	94	40/40	40/40	NUM
futech-184	110	95	100	100	NUM
futech-184	110	96	%	%	NOUN
futech-184	110	97	trilayer	trilayer	ADJ
futech-184	110	98	neural	neural	ADJ
futech-184	110	99	network	network	NOUN
futech-184	110	100	28/28	28/28	NUM
futech-184	110	101	40/40	40/40	NUM
futech-184	110	102	100	100	NUM
futech-184	110	103	%	%	NOUN
futech-184	110	104	svm	svm	ADJ
futech-184	110	105	kernel	kernel	PROPN
futech-184	110	106	28/28	28/28	NUM
futech-184	110	107	40/40	40/40	NUM
futech-184	110	108	100	100	NUM
futech-184	110	109	%	%	NOUN
futech-184	110	110	logistic	logistic	ADJ
futech-184	110	111	regression	regression	NOUN
futech-184	110	112	kernel	kernel	NOUN
futech-184	110	113	28/28	28/28	NUM
futech-184	110	114	40/40	40/40	NUM
futech-184	110	115	100	100	NUM
futech-184	110	116	%	%	NOUN
futech-184	110	117	scmx	scmx	NOUN
futech-184	110	118	wee	wee	PROPN
futech-184	111	1	et	et	PROPN
futech-184	111	2	al	al	PROPN
futech-184	111	3	.	.	PROPN
futech-184	111	4	/future	/future	PUNCT
futech-184	111	5	technology	technology	PROPN
futech-184	111	6	november	november	PROPN
futech-184	111	7	2024|	2024|	NUM
futech-184	112	1	volume	volume	NOUN
futech-184	112	2	03	03	NUM
futech-184	113	1	|	|	ADV
futech-184	113	2	issue	issue	VERB
futech-184	113	3	04	04	NUM
futech-184	114	1	|	|	CCONJ
futech-184	114	2	pages	page	NOUN
futech-184	114	3	12	12	NUM
futech-184	114	4	-	-	SYM
futech-184	114	5	21	21	NUM
futech-184	114	6	19	19	NUM
futech-184	114	7	3.5	3.5	NUM
futech-184	114	8	method	method	NOUN
futech-184	114	9	e	e	NOUN
futech-184	114	10	in	in	ADP
futech-184	114	11	this	this	DET
futech-184	114	12	section	section	NOUN
futech-184	114	13	,	,	PUNCT
futech-184	114	14	samples	sample	NOUN
futech-184	114	15	are	be	AUX
futech-184	114	16	segregated	segregate	VERB
futech-184	114	17	based	base	VERB
futech-184	114	18	on	on	ADP
futech-184	114	19	their	their	PRON
futech-184	114	20	respective	respective	ADJ
futech-184	114	21	countries	country	NOUN
futech-184	114	22	,	,	PUNCT
futech-184	114	23	regardless	regardless	ADV
futech-184	114	24	of	of	ADP
futech-184	114	25	their	their	PRON
futech-184	114	26	grades	grade	NOUN
futech-184	114	27	.	.	PUNCT
futech-184	115	1	it	it	PRON
futech-184	115	2	is	be	AUX
futech-184	115	3	evident	evident	ADJ
futech-184	115	4	that	that	SCONJ
futech-184	115	5	several	several	ADJ
futech-184	115	6	classification	classification	NOUN
futech-184	115	7	models	model	NOUN
futech-184	115	8	exhibited	exhibit	VERB
futech-184	115	9	exceptional	exceptional	ADJ
futech-184	115	10	performance	performance	NOUN
futech-184	115	11	on	on	ADP
futech-184	115	12	the	the	DET
futech-184	115	13	training	training	NOUN
futech-184	115	14	dataset	dataset	NOUN
futech-184	115	15	,	,	PUNCT
futech-184	115	16	achieving	achieve	VERB
futech-184	115	17	an	an	DET
futech-184	115	18	accuracy	accuracy	NOUN
futech-184	115	19	of	of	ADP
futech-184	115	20	100	100	NUM
futech-184	115	21	%	%	NOUN
futech-184	115	22	as	as	SCONJ
futech-184	115	23	shown	show	VERB
futech-184	115	24	in	in	ADP
futech-184	115	25	table	table	NOUN
futech-184	115	26	11	11	NUM
futech-184	115	27	.	.	PUNCT
futech-184	116	1	however	however	ADV
futech-184	116	2	,	,	PUNCT
futech-184	116	3	table	table	NOUN
futech-184	116	4	12	12	NUM
futech-184	116	5	shows	show	VERB
futech-184	116	6	that	that	SCONJ
futech-184	116	7	only	only	ADV
futech-184	116	8	two	two	NUM
futech-184	116	9	models	model	NOUN
futech-184	116	10	,	,	PUNCT
futech-184	116	11	cosine	cosine	NOUN
futech-184	116	12	knn	knn	PROPN
futech-184	116	13	and	and	CCONJ
futech-184	116	14	weighted	weight	VERB
futech-184	116	15	knn	knn	PROPN
futech-184	116	16	achieved	achieve	VERB
futech-184	116	17	satisfactory	satisfactory	ADJ
futech-184	116	18	validation	validation	NOUN
futech-184	116	19	accuracy	accuracy	NOUN
futech-184	116	20	of	of	ADP
futech-184	116	21	80	80	NUM
futech-184	116	22	%	%	NOUN
futech-184	116	23	.	.	PUNCT
futech-184	117	1	by	by	ADP
futech-184	117	2	summarising	summarise	VERB
futech-184	117	3	the	the	DET
futech-184	117	4	results	result	NOUN
futech-184	117	5	from	from	ADP
futech-184	117	6	table	table	NOUN
futech-184	117	7	11	11	NUM
futech-184	117	8	and	and	CCONJ
futech-184	117	9	12	12	NUM
futech-184	117	10	,	,	PUNCT
futech-184	117	11	weighted	weight	VERB
futech-184	117	12	knn	knn	PROPN
futech-184	117	13	emerged	emerge	VERB
futech-184	117	14	as	as	ADP
futech-184	117	15	the	the	DET
futech-184	117	16	most	most	ADV
futech-184	117	17	effective	effective	ADJ
futech-184	117	18	model	model	NOUN
futech-184	117	19	in	in	ADP
futech-184	117	20	distinguishing	distinguish	VERB
futech-184	117	21	samples	sample	NOUN
futech-184	117	22	based	base	VERB
futech-184	117	23	on	on	ADP
futech-184	117	24	their	their	PRON
futech-184	117	25	countries	country	NOUN
futech-184	117	26	,	,	PUNCT
futech-184	117	27	displaying	display	VERB
futech-184	117	28	a	a	DET
futech-184	117	29	training	training	NOUN
futech-184	117	30	dataset	dataset	NOUN
futech-184	117	31	accuracy	accuracy	NOUN
futech-184	117	32	of	of	ADP
futech-184	117	33	100	100	NUM
futech-184	117	34	%	%	NOUN
futech-184	117	35	and	and	CCONJ
futech-184	117	36	a	a	DET
futech-184	117	37	validation	validation	NOUN
futech-184	117	38	accuracy	accuracy	NOUN
futech-184	117	39	of	of	ADP
futech-184	117	40	80	80	NUM
futech-184	117	41	%	%	NOUN
futech-184	117	42	.	.	PUNCT
futech-184	118	1	3.6	3.6	NUM
futech-184	118	2	method	method	NOUN
futech-184	118	3	f	f	PROPN
futech-184	118	4	in	in	ADP
futech-184	118	5	this	this	DET
futech-184	118	6	stage	stage	NOUN
futech-184	118	7	,	,	PUNCT
futech-184	118	8	both	both	CCONJ
futech-184	118	9	the	the	DET
futech-184	118	10	training	training	NOUN
futech-184	118	11	and	and	CCONJ
futech-184	118	12	validation	validation	NOUN
futech-184	118	13	datasets	dataset	NOUN
futech-184	118	14	underwent	undergo	VERB
futech-184	118	15	a	a	DET
futech-184	118	16	transition	transition	NOUN
futech-184	118	17	from	from	ADP
futech-184	118	18	transient	transient	ADJ
futech-184	118	19	response	response	NOUN
futech-184	118	20	to	to	ADP
futech-184	118	21	timefrequency	timefrequency	NOUN
futech-184	118	22	analysis	analysis	NOUN
futech-184	118	23	.	.	PUNCT
futech-184	119	1	specifically	specifically	ADV
futech-184	119	2	,	,	PUNCT
futech-184	119	3	data	datum	NOUN
futech-184	119	4	from	from	ADP
futech-184	119	5	the	the	DET
futech-184	119	6	tgs2602	tgs2602	NOUN
futech-184	119	7	sensor	sensor	NOUN
futech-184	119	8	is	be	AUX
futech-184	119	9	selected	select	VERB
futech-184	119	10	for	for	ADP
futech-184	119	11	this	this	DET
futech-184	119	12	analytical	analytical	ADJ
futech-184	119	13	process	process	NOUN
futech-184	119	14	.	.	PUNCT
futech-184	120	1	the	the	DET
futech-184	120	2	sample	sample	NOUN
futech-184	120	3	rate	rate	NOUN
futech-184	120	4	is	be	AUX
futech-184	120	5	fixed	fix	VERB
futech-184	120	6	at	at	ADP
futech-184	120	7	1	1	NUM
futech-184	120	8	hz	hz	NOUN
futech-184	120	9	,	,	PUNCT
futech-184	120	10	considering	consider	VERB
futech-184	120	11	that	that	SCONJ
futech-184	120	12	the	the	DET
futech-184	120	13	entire	entire	ADJ
futech-184	120	14	sampling	sampling	NOUN
futech-184	120	15	process	process	NOUN
futech-184	120	16	lasts	last	VERB
futech-184	120	17	approximately	approximately	ADV
futech-184	120	18	130	130	NUM
futech-184	120	19	seconds	second	NOUN
futech-184	120	20	with	with	ADP
futech-184	120	21	a	a	DET
futech-184	120	22	1	1	NUM
futech-184	120	23	-	-	PUNCT
futech-184	120	24	second	second	NOUN
futech-184	120	25	interval	interval	NOUN
futech-184	120	26	.	.	PUNCT
futech-184	121	1	the	the	DET
futech-184	121	2	"	"	PUNCT
futech-184	121	3	bump	bump	NOUN
futech-184	121	4	"	"	PUNCT
futech-184	121	5	wavelet	wavelet	NOUN
futech-184	121	6	is	be	AUX
futech-184	121	7	opted	opt	VERB
futech-184	121	8	for	for	ADP
futech-184	121	9	this	this	DET
futech-184	121	10	analysis	analysis	NOUN
futech-184	121	11	.	.	PUNCT
futech-184	122	1	subsequently	subsequently	ADV
futech-184	122	2	,	,	PUNCT
futech-184	122	3	a	a	DET
futech-184	122	4	magnitude	magnitude	NOUN
futech-184	122	5	scalogram	scalogram	NOUN
futech-184	122	6	is	be	AUX
futech-184	122	7	generated	generate	VERB
futech-184	122	8	as	as	SCONJ
futech-184	122	9	shown	show	VERB
futech-184	122	10	in	in	ADP
futech-184	122	11	figure	figure	NOUN
futech-184	122	12	8	8	NUM
futech-184	122	13	,	,	PUNCT
futech-184	122	14	aiding	aid	VERB
futech-184	122	15	in	in	ADP
futech-184	122	16	the	the	DET
futech-184	122	17	precise	precise	ADJ
futech-184	122	18	identification	identification	NOUN
futech-184	122	19	of	of	ADP
futech-184	122	20	data	datum	NOUN
futech-184	122	21	at	at	ADP
futech-184	122	22	designated	designate	VERB
futech-184	122	23	timestamps	timestamp	NOUN
futech-184	122	24	.	.	PUNCT
futech-184	123	1	in	in	ADP
futech-184	123	2	this	this	DET
futech-184	123	3	scenario	scenario	NOUN
futech-184	123	4	,	,	PUNCT
futech-184	123	5	the	the	DET
futech-184	123	6	data	datum	NOUN
futech-184	123	7	are	be	AUX
futech-184	123	8	isolated	isolate	VERB
futech-184	123	9	at	at	ADP
futech-184	123	10	20	20	NUM
futech-184	123	11	,	,	PUNCT
futech-184	123	12	60	60	NUM
futech-184	123	13	,	,	PUNCT
futech-184	123	14	90	90	NUM
futech-184	123	15	,	,	PUNCT
futech-184	123	16	and	and	CCONJ
futech-184	123	17	100	100	NUM
futech-184	123	18	-	-	PUNCT
futech-184	123	19	second	second	NOUN
futech-184	123	20	intervals	interval	NOUN
futech-184	123	21	to	to	PART
futech-184	123	22	extract	extract	VERB
futech-184	123	23	the	the	DET
futech-184	123	24	rgb	rgb	PROPN
futech-184	123	25	frequencies	frequency	NOUN
futech-184	123	26	.	.	PUNCT
futech-184	124	1	the	the	DET
futech-184	124	2	data	datum	NOUN
futech-184	124	3	extracted	extract	VERB
futech-184	124	4	from	from	ADP
futech-184	124	5	the	the	DET
futech-184	124	6	magnitude	magnitude	NOUN
futech-184	124	7	scalogram	scalogram	NOUN
futech-184	124	8	was	be	AUX
futech-184	124	9	used	use	VERB
futech-184	124	10	to	to	PART
futech-184	124	11	train	train	VERB
futech-184	124	12	and	and	CCONJ
futech-184	124	13	validate	validate	VERB
futech-184	124	14	classification	classification	NOUN
futech-184	124	15	models	model	NOUN
futech-184	124	16	.	.	PUNCT
futech-184	125	1	table	table	NOUN
futech-184	125	2	13	13	NUM
futech-184	125	3	presents	present	VERB
futech-184	125	4	the	the	DET
futech-184	125	5	training	training	NOUN
futech-184	125	6	accuracy	accuracy	NOUN
futech-184	125	7	,	,	PUNCT
futech-184	125	8	whereas	whereas	SCONJ
futech-184	125	9	table	table	NOUN
futech-184	125	10	14	14	NUM
futech-184	125	11	presents	present	VERB
futech-184	125	12	the	the	DET
futech-184	125	13	validation	validation	NOUN
futech-184	125	14	accuracy	accuracy	NOUN
futech-184	125	15	.	.	PUNCT
futech-184	126	1	noteworthy	noteworthy	ADJ
futech-184	126	2	is	be	AUX
futech-184	126	3	the	the	DET
futech-184	126	4	attainment	attainment	NOUN
futech-184	126	5	of	of	ADP
futech-184	126	6	100	100	NUM
futech-184	126	7	%	%	NOUN
futech-184	126	8	accuracy	accuracy	NOUN
futech-184	126	9	by	by	ADP
futech-184	126	10	several	several	ADJ
futech-184	126	11	classification	classification	NOUN
futech-184	126	12	models	model	NOUN
futech-184	126	13	,	,	PUNCT
futech-184	126	14	while	while	SCONJ
futech-184	126	15	five	five	NUM
futech-184	126	16	models	model	NOUN
futech-184	126	17	achieve	achieve	VERB
futech-184	126	18	validation	validation	NOUN
futech-184	126	19	accuracy	accuracy	NOUN
futech-184	126	20	ranging	range	VERB
futech-184	126	21	between	between	ADP
futech-184	126	22	65	65	NUM
futech-184	126	23	%	%	NOUN
futech-184	126	24	and	and	CCONJ
futech-184	126	25	70	70	NUM
futech-184	126	26	%	%	NOUN
futech-184	126	27	.	.	PUNCT
futech-184	127	1	3.7	3.7	NUM
futech-184	127	2	comparison	comparison	NOUN
futech-184	127	3	between	between	ADP
futech-184	127	4	method	method	NOUN
futech-184	127	5	e	e	NOUN
futech-184	127	6	and	and	CCONJ
futech-184	127	7	f	f	PROPN
futech-184	127	8	tables	table	NOUN
futech-184	127	9	12	12	NUM
futech-184	127	10	and	and	CCONJ
futech-184	127	11	14	14	NUM
futech-184	127	12	were	be	AUX
futech-184	127	13	used	use	VERB
futech-184	127	14	to	to	PART
futech-184	127	15	compare	compare	VERB
futech-184	127	16	the	the	DET
futech-184	127	17	validation	validation	NOUN
futech-184	127	18	accuracy	accuracy	NOUN
futech-184	127	19	between	between	ADP
futech-184	127	20	methods	method	NOUN
futech-184	127	21	e	e	NOUN
futech-184	127	22	and	and	CCONJ
futech-184	127	23	f	f	PROPN
futech-184	127	24	using	use	VERB
futech-184	127	25	their	their	PRON
futech-184	127	26	bestperforming	bestperforme	VERB
futech-184	127	27	classification	classification	NOUN
futech-184	127	28	models	model	NOUN
futech-184	127	29	.	.	PUNCT
futech-184	128	1	it	it	PRON
futech-184	128	2	is	be	AUX
futech-184	128	3	apparent	apparent	ADJ
futech-184	128	4	that	that	SCONJ
futech-184	128	5	method	method	NOUN
futech-184	128	6	e	e	PRON
futech-184	128	7	surpassed	surpass	VERB
futech-184	128	8	the	the	DET
futech-184	128	9	performance	performance	NOUN
futech-184	128	10	of	of	ADP
futech-184	128	11	method	method	NOUN
futech-184	128	12	f	f	PROPN
futech-184	128	13	,	,	PUNCT
futech-184	128	14	attaining	attain	VERB
futech-184	128	15	a	a	DET
futech-184	128	16	superior	superior	ADJ
futech-184	128	17	validation	validation	NOUN
futech-184	128	18	accuracy	accuracy	NOUN
futech-184	128	19	of	of	ADP
futech-184	128	20	80	80	NUM
futech-184	128	21	%	%	NOUN
futech-184	128	22	in	in	ADP
futech-184	128	23	contrast	contrast	NOUN
futech-184	128	24	to	to	ADP
futech-184	128	25	the	the	DET
futech-184	128	26	latter	latter	NOUN
futech-184	128	27	's	's	PART
futech-184	128	28	maximum	maximum	ADJ
futech-184	128	29	accuracy	accuracy	NOUN
futech-184	128	30	of	of	ADP
futech-184	128	31	70	70	NUM
futech-184	128	32	%	%	NOUN
futech-184	128	33	.	.	PUNCT
futech-184	129	1	however	however	ADV
futech-184	129	2	,	,	PUNCT
futech-184	129	3	there	there	PRON
futech-184	129	4	is	be	VERB
futech-184	129	5	a	a	DET
futech-184	129	6	noticeable	noticeable	ADJ
futech-184	129	7	discrepancy	discrepancy	NOUN
futech-184	129	8	in	in	ADP
futech-184	129	9	data	datum	NOUN
futech-184	129	10	distribution	distribution	NOUN
futech-184	129	11	between	between	ADP
futech-184	129	12	methods	method	NOUN
futech-184	129	13	e	e	PROPN
futech-184	129	14	and	and	CCONJ
futech-184	129	15	f.	f.	PROPN
futech-184	129	16	for	for	ADP
futech-184	129	17	instance	instance	NOUN
futech-184	129	18	,	,	PUNCT
futech-184	129	19	in	in	ADP
futech-184	129	20	method	method	NOUN
futech-184	129	21	e	e	NOUN
futech-184	129	22	,	,	PUNCT
futech-184	129	23	the	the	DET
futech-184	129	24	linear	linear	ADJ
futech-184	129	25	svm	svm	PROPN
futech-184	129	26	model	model	NOUN
futech-184	129	27	correctly	correctly	ADV
futech-184	129	28	identified	identify	VERB
futech-184	129	29	only	only	ADV
futech-184	129	30	1	1	NUM
futech-184	129	31	out	out	ADP
futech-184	129	32	of	of	ADP
futech-184	129	33	10	10	NUM
futech-184	129	34	samples	sample	NOUN
futech-184	129	35	from	from	ADP
futech-184	129	36	indonesia	indonesia	PROPN
futech-184	129	37	and	and	CCONJ
futech-184	129	38	9	9	NUM
futech-184	129	39	out	out	ADP
futech-184	129	40	of	of	ADP
futech-184	129	41	10	10	NUM
futech-184	129	42	from	from	ADP
futech-184	129	43	madagascar	madagascar	NOUN
futech-184	129	44	.	.	PUNCT
futech-184	130	1	conversely	conversely	ADV
futech-184	130	2	,	,	PUNCT
futech-184	130	3	when	when	SCONJ
futech-184	130	4	utilizing	utilize	VERB
futech-184	130	5	the	the	DET
futech-184	130	6	wavelet	wavelet	NOUN
futech-184	130	7	time	time	NOUN
futech-184	130	8	-	-	PUNCT
futech-184	130	9	frequency	frequency	NOUN
futech-184	130	10	analyzer	analyzer	NOUN
futech-184	130	11	(	(	PUNCT
futech-184	130	12	method	method	NOUN
futech-184	130	13	f	f	PROPN
futech-184	130	14	)	)	PUNCT
futech-184	130	15	,	,	PUNCT
futech-184	130	16	6	6	NUM
futech-184	130	17	out	out	ADP
futech-184	130	18	of	of	ADP
futech-184	130	19	10	10	NUM
futech-184	130	20	samples	sample	NOUN
futech-184	130	21	from	from	ADP
futech-184	130	22	indonesia	indonesia	PROPN
futech-184	130	23	and	and	CCONJ
futech-184	130	24	4	4	NUM
futech-184	130	25	out	out	ADP
futech-184	130	26	of	of	ADP
futech-184	130	27	10	10	NUM
futech-184	130	28	samples	sample	NOUN
futech-184	130	29	from	from	ADP
futech-184	130	30	madagascar	madagascar	NOUN
futech-184	130	31	were	be	AUX
futech-184	130	32	predicted	predict	VERB
futech-184	130	33	correctly	correctly	ADV
futech-184	130	34	at	at	ADP
futech-184	130	35	validation	validation	NOUN
futech-184	130	36	stage	stage	NOUN
futech-184	130	37	.	.	PUNCT
futech-184	131	1	this	this	DET
futech-184	131	2	observation	observation	NOUN
futech-184	131	3	suggested	suggest	VERB
futech-184	131	4	that	that	SCONJ
futech-184	131	5	employing	employ	VERB
futech-184	131	6	different	different	ADJ
futech-184	131	7	signal	signal	NOUN
futech-184	131	8	processing	processing	NOUN
futech-184	131	9	methods	method	NOUN
futech-184	131	10	resulted	result	VERB
futech-184	131	11	in	in	ADP
futech-184	131	12	classification	classification	NOUN
futech-184	131	13	of	of	ADP
futech-184	131	14	samples	sample	NOUN
futech-184	131	15	from	from	ADP
futech-184	131	16	different	different	ADJ
futech-184	131	17	perspectives	perspective	NOUN
futech-184	131	18	.	.	PUNCT
futech-184	132	1	table	table	NOUN
futech-184	132	2	12	12	NUM
futech-184	132	3	.	.	PUNCT
futech-184	133	1	best	good	ADJ
futech-184	133	2	performing	perform	VERB
futech-184	133	3	classification	classification	NOUN
futech-184	133	4	models	model	NOUN
futech-184	133	5	in	in	ADP
futech-184	133	6	method	method	NOUN
futech-184	133	7	e	e	NOUN
futech-184	133	8	–	–	PUNCT
futech-184	133	9	validation	validation	NOUN
futech-184	133	10	accuracy	accuracy	NOUN
futech-184	133	11	classification	classification	NOUN
futech-184	133	12	model	model	NOUN
futech-184	133	13	validation	validation	NOUN
futech-184	133	14	validation	validation	NOUN
futech-184	133	15	accuracy	accuracy	NOUN
futech-184	133	16	indonesia	indonesia	PROPN
futech-184	133	17	madagascar	madagascar	PROPN
futech-184	133	18	cosine	cosine	PROPN
futech-184	133	19	knn	knn	PROPN
futech-184	133	20	7/10	7/10	NUM
futech-184	133	21	9/10	9/10	NUM
futech-184	133	22	80	80	NUM
futech-184	133	23	%	%	NOUN
futech-184	133	24	weighted	weight	VERB
futech-184	133	25	knn	knn	PROPN
futech-184	133	26	7/10	7/10	NUM
futech-184	133	27	9/10	9/10	NUM
futech-184	133	28	80	80	NUM
futech-184	133	29	%	%	NOUN
futech-184	133	30	figure	figure	NOUN
futech-184	133	31	8	8	NUM
futech-184	133	32	.	.	PUNCT
futech-184	134	1	magnitude	magnitude	PROPN
futech-184	134	2	scalogram	scalogram	PROPN
futech-184	134	3	scmx	scmx	NOUN
futech-184	134	4	wee	wee	ADV
futech-184	135	1	et	et	PROPN
futech-184	135	2	al	al	PROPN
futech-184	135	3	.	.	PROPN
futech-184	135	4	/future	/future	PUNCT
futech-184	135	5	technology	technology	PROPN
futech-184	135	6	november	november	PROPN
futech-184	135	7	2024|	2024|	NUM
futech-184	136	1	volume	volume	NOUN
futech-184	136	2	03	03	NUM
futech-184	137	1	|	|	ADV
futech-184	137	2	issue	issue	VERB
futech-184	137	3	04	04	NUM
futech-184	138	1	|	|	CCONJ
futech-184	138	2	pages	page	NOUN
futech-184	138	3	12	12	NUM
futech-184	138	4	-	-	SYM
futech-184	138	5	21	21	NUM
futech-184	138	6	20	20	NUM
futech-184	138	7	4	4	NUM
futech-184	138	8	.	.	PUNCT
futech-184	138	9	conclusion	conclusion	NOUN
futech-184	138	10	based	base	VERB
futech-184	138	11	on	on	ADP
futech-184	138	12	the	the	DET
futech-184	138	13	aforementioned	aforementioned	ADJ
futech-184	138	14	discoveries	discovery	NOUN
futech-184	138	15	,	,	PUNCT
futech-184	138	16	it	it	PRON
futech-184	138	17	is	be	AUX
futech-184	138	18	apparent	apparent	ADJ
futech-184	138	19	that	that	SCONJ
futech-184	138	20	method	method	NOUN
futech-184	138	21	a	a	PRON
futech-184	138	22	,	,	PUNCT
futech-184	138	23	which	which	PRON
futech-184	138	24	employs	employ	VERB
futech-184	138	25	single	single	ADJ
futech-184	138	26	-	-	PUNCT
futech-184	138	27	stage	stage	NOUN
futech-184	138	28	multi	multi	ADJ
futech-184	138	29	-	-	ADJ
futech-184	138	30	class	class	ADJ
futech-184	138	31	machine	machine	NOUN
futech-184	138	32	learning	learn	VERB
futech-184	138	33	to	to	PART
futech-184	138	34	differentiate	differentiate	VERB
futech-184	138	35	between	between	ADP
futech-184	138	36	grades	grade	NOUN
futech-184	138	37	and	and	CCONJ
futech-184	138	38	countries	country	NOUN
futech-184	138	39	,	,	PUNCT
futech-184	138	40	achieves	achieve	VERB
futech-184	138	41	a	a	DET
futech-184	138	42	training	training	NOUN
futech-184	138	43	dataset	dataset	NOUN
futech-184	138	44	accuracy	accuracy	NOUN
futech-184	138	45	of	of	ADP
futech-184	138	46	100	100	NUM
futech-184	138	47	%	%	NOUN
futech-184	138	48	and	and	CCONJ
futech-184	138	49	a	a	DET
futech-184	138	50	validation	validation	NOUN
futech-184	138	51	dataset	dataset	NOUN
futech-184	138	52	accuracy	accuracy	NOUN
futech-184	138	53	of	of	ADP
futech-184	138	54	60	60	NUM
futech-184	138	55	%	%	NOUN
futech-184	138	56	.	.	PUNCT
futech-184	139	1	meanwhile	meanwhile	ADV
futech-184	139	2	,	,	PUNCT
futech-184	139	3	method	method	PROPN
futech-184	139	4	b	b	NOUN
futech-184	139	5	,	,	PUNCT
futech-184	139	6	utilizing	utilize	VERB
futech-184	139	7	multi	multi	ADJ
futech-184	139	8	-	-	ADJ
futech-184	139	9	stage	stage	ADJ
futech-184	139	10	two	two	NUM
futech-184	139	11	-	-	PUNCT
futech-184	139	12	class	class	NOUN
futech-184	139	13	machine	machine	NOUN
futech-184	139	14	learning	learning	NOUN
futech-184	139	15	,	,	PUNCT
futech-184	139	16	demonstrates	demonstrate	VERB
futech-184	139	17	a	a	DET
futech-184	139	18	training	training	NOUN
futech-184	139	19	dataset	dataset	NOUN
futech-184	139	20	accuracy	accuracy	NOUN
futech-184	139	21	of	of	ADP
futech-184	139	22	100	100	NUM
futech-184	139	23	%	%	NOUN
futech-184	139	24	,	,	PUNCT
futech-184	139	25	with	with	ADP
futech-184	139	26	validation	validation	NOUN
futech-184	139	27	accuracies	accuracy	NOUN
futech-184	139	28	of	of	ADP
futech-184	139	29	95	95	NUM
futech-184	139	30	%	%	NOUN
futech-184	139	31	,	,	PUNCT
futech-184	139	32	73.33	73.33	NUM
futech-184	139	33	%	%	NOUN
futech-184	139	34	,	,	PUNCT
futech-184	139	35	and	and	CCONJ
futech-184	139	36	80	80	NUM
futech-184	139	37	%	%	NOUN
futech-184	139	38	for	for	ADP
futech-184	139	39	stages	stage	NOUN
futech-184	139	40	1	1	NUM
futech-184	139	41	,	,	PUNCT
futech-184	139	42	2	2	NUM
futech-184	139	43	,	,	PUNCT
futech-184	139	44	and	and	CCONJ
futech-184	139	45	3	3	NUM
futech-184	139	46	,	,	PUNCT
futech-184	139	47	respectively	respectively	ADV
futech-184	139	48	.	.	PUNCT
futech-184	140	1	furthermore	furthermore	ADV
futech-184	140	2	,	,	PUNCT
futech-184	140	3	method	method	NOUN
futech-184	140	4	d	d	PROPN
futech-184	140	5	,	,	PUNCT
futech-184	140	6	which	which	PRON
futech-184	140	7	also	also	ADV
futech-184	140	8	employs	employ	VERB
futech-184	140	9	multi	multi	ADJ
futech-184	140	10	-	-	ADJ
futech-184	140	11	stage	stage	ADJ
futech-184	140	12	two	two	NUM
futech-184	140	13	-	-	PUNCT
futech-184	140	14	class	class	NOUN
futech-184	140	15	machine	machine	NOUN
futech-184	140	16	learning	learning	NOUN
futech-184	140	17	but	but	CCONJ
futech-184	140	18	focuses	focus	VERB
futech-184	140	19	on	on	ADP
futech-184	140	20	indonesia	indonesia	PROPN
futech-184	140	21	grade	grade	PROPN
futech-184	140	22	a	a	PRON
futech-184	140	23	as	as	ADP
futech-184	140	24	stage	stage	NOUN
futech-184	140	25	2	2	NUM
futech-184	140	26	,	,	PUNCT
futech-184	140	27	indicates	indicate	VERB
futech-184	140	28	that	that	SCONJ
futech-184	140	29	the	the	DET
futech-184	140	30	medium	medium	ADJ
futech-184	140	31	neural	neural	ADJ
futech-184	140	32	network	network	NOUN
futech-184	140	33	yields	yield	VERB
futech-184	140	34	the	the	DET
futech-184	140	35	optimal	optimal	ADJ
futech-184	140	36	classification	classification	NOUN
futech-184	140	37	model	model	NOUN
futech-184	140	38	,	,	PUNCT
futech-184	140	39	achieving	achieve	VERB
futech-184	140	40	validation	validation	NOUN
futech-184	140	41	accuracies	accuracy	NOUN
futech-184	140	42	of	of	ADP
futech-184	140	43	80	80	NUM
futech-184	140	44	%	%	NOUN
futech-184	140	45	and	and	CCONJ
futech-184	140	46	60	60	NUM
futech-184	140	47	%	%	NOUN
futech-184	140	48	for	for	ADP
futech-184	140	49	stages	stage	NOUN
futech-184	140	50	1	1	NUM
futech-184	140	51	and	and	CCONJ
futech-184	140	52	2	2	NUM
futech-184	140	53	,	,	PUNCT
futech-184	140	54	respectively	respectively	ADV
futech-184	140	55	,	,	PUNCT
futech-184	140	56	albeit	albeit	SCONJ
futech-184	140	57	stage	stage	NOUN
futech-184	140	58	3	3	NUM
futech-184	140	59	yielding	yield	VERB
futech-184	140	60	unsatisfactory	unsatisfactory	ADJ
futech-184	140	61	results	result	NOUN
futech-184	140	62	.	.	PUNCT
futech-184	141	1	additionally	additionally	ADV
futech-184	141	2	,	,	PUNCT
futech-184	141	3	method	method	NOUN
futech-184	141	4	e	e	NOUN
futech-184	141	5	,	,	PUNCT
futech-184	141	6	similar	similar	ADJ
futech-184	141	7	to	to	PART
futech-184	141	8	method	method	VERB
futech-184	141	9	a	a	PRON
futech-184	141	10	but	but	CCONJ
futech-184	141	11	aimed	aim	VERB
futech-184	141	12	at	at	ADP
futech-184	141	13	distinguishing	distinguish	VERB
futech-184	141	14	samples	sample	NOUN
futech-184	141	15	between	between	ADP
futech-184	141	16	countries	country	NOUN
futech-184	141	17	,	,	PUNCT
futech-184	141	18	yields	yield	VERB
futech-184	141	19	satisfactory	satisfactory	ADJ
futech-184	141	20	outcomes	outcome	NOUN
futech-184	141	21	,	,	PUNCT
futech-184	141	22	particularly	particularly	ADV
futech-184	141	23	with	with	ADP
futech-184	141	24	the	the	DET
futech-184	141	25	weighted	weight	VERB
futech-184	141	26	knn	knn	PROPN
futech-184	141	27	model	model	PROPN
futech-184	141	28	achieving	achieve	VERB
futech-184	141	29	100	100	NUM
futech-184	141	30	%	%	NOUN
futech-184	141	31	for	for	ADP
futech-184	141	32	training	training	NOUN
futech-184	141	33	and	and	CCONJ
futech-184	141	34	80	80	NUM
futech-184	141	35	%	%	NOUN
futech-184	141	36	for	for	ADP
futech-184	141	37	validation	validation	NOUN
futech-184	141	38	.	.	PUNCT
futech-184	142	1	lastly	lastly	ADV
futech-184	142	2	,	,	PUNCT
futech-184	142	3	method	method	NOUN
futech-184	142	4	f	f	PROPN
futech-184	142	5	,	,	PUNCT
futech-184	142	6	utilizing	utilize	VERB
futech-184	142	7	the	the	DET
futech-184	142	8	wavelet	wavelet	NOUN
futech-184	142	9	time	time	NOUN
futech-184	142	10	-	-	PUNCT
futech-184	142	11	frequency	frequency	NOUN
futech-184	142	12	analyzer	analyzer	NOUN
futech-184	142	13	,	,	PUNCT
futech-184	142	14	demonstrates	demonstrate	VERB
futech-184	142	15	a	a	DET
futech-184	142	16	training	training	NOUN
futech-184	142	17	accuracy	accuracy	NOUN
futech-184	142	18	of	of	ADP
futech-184	142	19	100	100	NUM
futech-184	142	20	%	%	NOUN
futech-184	142	21	and	and	CCONJ
futech-184	142	22	a	a	DET
futech-184	142	23	validation	validation	NOUN
futech-184	142	24	accuracy	accuracy	NOUN
futech-184	142	25	of	of	ADP
futech-184	142	26	70	70	NUM
futech-184	142	27	%	%	NOUN
futech-184	142	28	for	for	ADP
futech-184	142	29	the	the	DET
futech-184	142	30	bilayer	bilayer	NOUN
futech-184	142	31	neural	neural	ADJ
futech-184	142	32	network	network	NOUN
futech-184	142	33	.	.	PUNCT
futech-184	143	1	in	in	ADP
futech-184	143	2	summary	summary	NOUN
futech-184	143	3	,	,	PUNCT
futech-184	143	4	it	it	PRON
futech-184	143	5	is	be	AUX
futech-184	143	6	evident	evident	ADJ
futech-184	143	7	that	that	SCONJ
futech-184	143	8	method	method	NOUN
futech-184	143	9	e	e	NOUN
futech-184	143	10	produces	produce	VERB
futech-184	143	11	the	the	DET
futech-184	143	12	most	most	ADV
futech-184	143	13	favorable	favorable	ADJ
futech-184	143	14	results	result	NOUN
futech-184	143	15	for	for	ADP
futech-184	143	16	the	the	DET
futech-184	143	17	samples	sample	NOUN
futech-184	143	18	.	.	PUNCT
futech-184	144	1	ethical	ethical	ADJ
futech-184	144	2	issue	issue	NOUN
futech-184	144	3	the	the	DET
futech-184	144	4	authors	author	NOUN
futech-184	144	5	are	be	AUX
futech-184	144	6	aware	aware	ADJ
futech-184	144	7	of	of	ADP
futech-184	144	8	and	and	CCONJ
futech-184	144	9	comply	comply	ADJ
futech-184	144	10	with	with	ADP
futech-184	144	11	best	good	ADJ
futech-184	144	12	practices	practice	NOUN
futech-184	144	13	in	in	ADP
futech-184	144	14	publication	publication	NOUN
futech-184	144	15	ethics	ethic	NOUN
futech-184	144	16	,	,	PUNCT
futech-184	144	17	specifically	specifically	ADV
futech-184	144	18	with	with	ADP
futech-184	144	19	regard	regard	NOUN
futech-184	144	20	to	to	ADP
futech-184	144	21	authorship	authorship	NOUN
futech-184	144	22	(	(	PUNCT
futech-184	144	23	avoidance	avoidance	NOUN
futech-184	144	24	of	of	ADP
futech-184	144	25	guest	guest	NOUN
futech-184	144	26	authorship	authorship	NOUN
futech-184	144	27	)	)	PUNCT
futech-184	144	28	,	,	PUNCT
futech-184	144	29	dual	dual	ADJ
futech-184	144	30	submission	submission	NOUN
futech-184	144	31	,	,	PUNCT
futech-184	144	32	manipulation	manipulation	NOUN
futech-184	144	33	of	of	ADP
futech-184	144	34	figures	figure	NOUN
futech-184	144	35	,	,	PUNCT
futech-184	144	36	competing	compete	VERB
futech-184	144	37	interests	interest	NOUN
futech-184	144	38	,	,	PUNCT
futech-184	144	39	and	and	CCONJ
futech-184	144	40	compliance	compliance	NOUN
futech-184	144	41	with	with	ADP
futech-184	144	42	policies	policy	NOUN
futech-184	144	43	on	on	ADP
futech-184	144	44	research	research	NOUN
futech-184	144	45	ethics	ethic	NOUN
futech-184	144	46	.	.	PUNCT
futech-184	145	1	the	the	DET
futech-184	145	2	authors	author	NOUN
futech-184	145	3	adhere	adhere	VERB
futech-184	145	4	to	to	ADP
futech-184	145	5	table	table	NOUN
futech-184	145	6	13	13	NUM
futech-184	145	7	.	.	PUNCT
futech-184	146	1	best	good	ADJ
futech-184	146	2	performing	perform	VERB
futech-184	146	3	classification	classification	NOUN
futech-184	146	4	models	model	NOUN
futech-184	146	5	in	in	ADP
futech-184	146	6	method	method	NOUN
futech-184	146	7	f	f	PROPN
futech-184	146	8	–	–	PUNCT
futech-184	146	9	training	training	NOUN
futech-184	146	10	accuracy	accuracy	NOUN
futech-184	146	11	classification	classification	NOUN
futech-184	146	12	model	model	NOUN
futech-184	146	13	training	training	NOUN
futech-184	146	14	training	training	NOUN
futech-184	146	15	accuracy	accuracy	NOUN
futech-184	146	16	indonesia	indonesia	PROPN
futech-184	146	17	madagascar	madagascar	PROPN
futech-184	146	18	cubic	cubic	PROPN
futech-184	146	19	svm	svm	PROPN
futech-184	146	20	20/20	20/20	PROPN
futech-184	146	21	20/20	20/20	NUM
futech-184	146	22	100	100	NUM
futech-184	146	23	%	%	NOUN
futech-184	146	24	coarse	coarse	NOUN
futech-184	146	25	gaussian	gaussian	NOUN
futech-184	146	26	svm	svm	NOUN
futech-184	146	27	20/20	20/20	NUM
futech-184	146	28	20/20	20/20	NUM
futech-184	146	29	100	100	NUM
futech-184	146	30	%	%	NOUN
futech-184	146	31	fine	fine	ADJ
futech-184	146	32	knn	knn	PROPN
futech-184	147	1	20/20	20/20	NUM
futech-184	147	2	20/20	20/20	NUM
futech-184	147	3	100	100	NUM
futech-184	147	4	%	%	NOUN
futech-184	147	5	weighted	weight	VERB
futech-184	147	6	knn	knn	PROPN
futech-184	147	7	20/20	20/20	NUM
futech-184	147	8	20/20	20/20	NUM
futech-184	147	9	100	100	NUM
futech-184	147	10	%	%	NOUN
futech-184	147	11	bagged	bag	VERB
futech-184	147	12	trees	tree	NOUN
futech-184	147	13	20/20	20/20	NUM
futech-184	147	14	20/20	20/20	NUM
futech-184	147	15	100	100	NUM
futech-184	147	16	%	%	NOUN
futech-184	147	17	subspace	subspace	NOUN
futech-184	147	18	knn	knn	PROPN
futech-184	147	19	20/20	20/20	NUM
futech-184	147	20	20/20	20/20	NUM
futech-184	147	21	100	100	NUM
futech-184	147	22	%	%	NOUN
futech-184	147	23	narrow	narrow	ADJ
futech-184	147	24	neural	neural	ADJ
futech-184	147	25	network	network	NOUN
futech-184	147	26	20/20	20/20	NUM
futech-184	147	27	20/20	20/20	NUM
futech-184	147	28	100	100	NUM
futech-184	147	29	%	%	NOUN
futech-184	147	30	medium	medium	ADJ
futech-184	147	31	neural	neural	ADJ
futech-184	147	32	network	network	NOUN
futech-184	147	33	20/20	20/20	NUM
futech-184	147	34	20/20	20/20	NUM
futech-184	147	35	100	100	NUM
futech-184	147	36	%	%	NOUN
futech-184	147	37	wide	wide	ADJ
futech-184	147	38	neural	neural	ADJ
futech-184	147	39	network	network	NOUN
futech-184	147	40	20/20	20/20	NUM
futech-184	147	41	20/20	20/20	NUM
futech-184	147	42	100	100	NUM
futech-184	147	43	%	%	NOUN
futech-184	147	44	bilayer	bilayer	NOUN
futech-184	147	45	neural	neural	ADJ
futech-184	147	46	network	network	NOUN
futech-184	147	47	20/20	20/20	NUM
futech-184	147	48	20/20	20/20	NUM
futech-184	147	49	100	100	NUM
futech-184	147	50	%	%	NOUN
futech-184	147	51	trilayer	trilayer	ADJ
futech-184	147	52	neural	neural	ADJ
futech-184	147	53	network	network	NOUN
futech-184	147	54	20/20	20/20	NUM
futech-184	147	55	20/20	20/20	NUM
futech-184	147	56	100	100	NUM
futech-184	147	57	%	%	NOUN
futech-184	147	58	svm	svm	PROPN
futech-184	147	59	kernel	kernel	PROPN
futech-184	147	60	20/20	20/20	NUM
futech-184	147	61	20/20	20/20	NUM
futech-184	147	62	100	100	NUM
futech-184	147	63	%	%	NOUN
futech-184	147	64	logistic	logistic	ADJ
futech-184	147	65	regression	regression	NOUN
futech-184	147	66	kernel	kernel	NOUN
futech-184	147	67	20/20	20/20	NUM
futech-184	147	68	20/20	20/20	NUM
futech-184	147	69	100	100	NUM
futech-184	147	70	%	%	NOUN
futech-184	147	71	table	table	NOUN
futech-184	147	72	14	14	NUM
futech-184	147	73	.	.	PUNCT
futech-184	148	1	best	good	ADJ
futech-184	148	2	performing	perform	VERB
futech-184	148	3	classification	classification	NOUN
futech-184	148	4	models	model	NOUN
futech-184	148	5	in	in	ADP
futech-184	148	6	method	method	NOUN
futech-184	148	7	f	f	PROPN
futech-184	148	8	–	–	PUNCT
futech-184	148	9	validation	validation	NOUN
futech-184	148	10	accuracy	accuracy	NOUN
futech-184	148	11	classification	classification	NOUN
futech-184	148	12	model	model	NOUN
futech-184	148	13	validation	validation	NOUN
futech-184	148	14	validation	validation	NOUN
futech-184	148	15	accuracy	accuracy	NOUN
futech-184	148	16	indonesia	indonesia	PROPN
futech-184	148	17	madagascar	madagascar	PROPN
futech-184	148	18	wide	wide	ADJ
futech-184	148	19	neural	neural	ADJ
futech-184	148	20	network	network	NOUN
futech-184	148	21	7/10	7/10	NUM
futech-184	148	22	6/10	6/10	NUM
futech-184	148	23	65	65	NUM
futech-184	148	24	%	%	NOUN
futech-184	148	25	bilayer	bilayer	NOUN
futech-184	148	26	neural	neural	ADJ
futech-184	148	27	network	network	NOUN
futech-184	148	28	7/10	7/10	NUM
futech-184	148	29	7/10	7/10	NUM
futech-184	148	30	70	70	NUM
futech-184	148	31	%	%	NOUN
futech-184	148	32	trilayer	trilayer	ADJ
futech-184	148	33	neural	neural	ADJ
futech-184	148	34	network	network	NOUN
futech-184	148	35	6/10	6/10	NUM
futech-184	148	36	7/10	7/10	NUM
futech-184	148	37	65	65	NUM
futech-184	148	38	%	%	NOUN
futech-184	148	39	svm	svm	ADJ
futech-184	148	40	kernel	kernel	NOUN
futech-184	148	41	6/10	6/10	NUM
futech-184	148	42	7/10	7/10	NUM
futech-184	148	43	65	65	NUM
futech-184	148	44	%	%	NOUN
futech-184	148	45	logistic	logistic	ADJ
futech-184	148	46	regression	regression	NOUN
futech-184	148	47	kernel	kernel	NOUN
futech-184	148	48	6/10	6/10	NUM
futech-184	148	49	7/10	7/10	NUM
futech-184	148	50	65	65	NUM
futech-184	148	51	%	%	NOUN
futech-184	148	52	scmx	scmx	NOUN
futech-184	148	53	wee	wee	PROPN
futech-184	148	54	et	et	PROPN
futech-184	148	55	al	al	PROPN
futech-184	148	56	.	.	PROPN
futech-184	148	57	/future	/future	PUNCT
futech-184	148	58	technology	technology	PROPN
futech-184	148	59	november	november	PROPN
futech-184	148	60	2024|	2024|	NUM
futech-184	148	61	volume	volume	NOUN
futech-184	148	62	03	03	NUM
futech-184	149	1	|	|	ADV
futech-184	149	2	issue	issue	VERB
futech-184	149	3	04	04	NUM
futech-184	150	1	|	|	CCONJ
futech-184	150	2	pages	page	NOUN
futech-184	150	3	12	12	NUM
futech-184	150	4	-	-	SYM
futech-184	150	5	21	21	NUM
futech-184	150	6	21	21	NUM
futech-184	150	7	publication	publication	NOUN
futech-184	150	8	requirements	requirement	NOUN
futech-184	150	9	that	that	SCONJ
futech-184	150	10	the	the	DET
futech-184	150	11	submitted	submit	VERB
futech-184	150	12	work	work	NOUN
futech-184	150	13	is	be	AUX
futech-184	150	14	original	original	ADJ
futech-184	150	15	and	and	CCONJ
futech-184	150	16	has	have	AUX
futech-184	150	17	not	not	PART
futech-184	150	18	been	be	AUX
futech-184	150	19	published	publish	VERB
futech-184	150	20	elsewhere	elsewhere	ADV
futech-184	150	21	.	.	PUNCT
futech-184	151	1	data	datum	NOUN
futech-184	151	2	availability	availability	NOUN
futech-184	151	3	statement	statement	NOUN
futech-184	151	4	the	the	DET
futech-184	151	5	datasets	dataset	NOUN
futech-184	151	6	analyzed	analyze	VERB
futech-184	151	7	during	during	ADP
futech-184	151	8	the	the	DET
futech-184	151	9	current	current	ADJ
futech-184	151	10	study	study	NOUN
futech-184	151	11	are	be	AUX
futech-184	151	12	available	available	ADJ
futech-184	151	13	and	and	CCONJ
futech-184	151	14	can	can	AUX
futech-184	151	15	be	be	AUX
futech-184	151	16	given	give	VERB
futech-184	151	17	upon	upon	SCONJ
futech-184	151	18	reasonable	reasonable	ADJ
futech-184	151	19	request	request	NOUN
futech-184	151	20	from	from	ADP
futech-184	151	21	the	the	DET
futech-184	151	22	corresponding	corresponding	ADJ
futech-184	151	23	author	author	NOUN
futech-184	151	24	.	.	PUNCT
futech-184	152	1	conflict	conflict	NOUN
futech-184	152	2	of	of	ADP
futech-184	152	3	interest	interest	NOUN
futech-184	152	4	the	the	DET
futech-184	152	5	authors	author	NOUN
futech-184	152	6	declare	declare	VERB
futech-184	152	7	no	no	DET
futech-184	152	8	potential	potential	ADJ
futech-184	152	9	conflict	conflict	NOUN
futech-184	152	10	of	of	ADP
futech-184	152	11	interest	interest	NOUN
futech-184	152	12	.	.	PUNCT
futech-184	153	1	references	reference	NOUN
futech-184	153	2	[	[	X
futech-184	153	3	1	1	NUM
futech-184	153	4	]	]	X
futech-184	153	5	quick	quick	ADJ
futech-184	153	6	facts	fact	NOUN
futech-184	153	7	:	:	PUNCT
futech-184	153	8	vanilla	vanilla	NOUN
futech-184	153	9	beans	bean	NOUN
futech-184	154	1	[	[	X
futech-184	154	2	online	online	X
futech-184	154	3	]	]	X
futech-184	154	4	available	available	ADJ
futech-184	154	5	:	:	PUNCT
futech-184	154	6	https://podillas.com/?p=250	https://podillas.com/?p=250	PROPN
futech-184	155	1	[	[	X
futech-184	155	2	2	2	NUM
futech-184	155	3	]	]	PUNCT
futech-184	155	4	r.	r.	PROPN
futech-184	155	5	t.	t.	PROPN
futech-184	155	6	des	des	PROPN
futech-184	155	7	oliveira	oliveira	PROPN
futech-184	155	8	,	,	PUNCT
futech-184	156	1	j.	j.	PROPN
futech-184	156	2	p.	p.	PROPN
futech-184	156	3	da	da	PROPN
futech-184	157	1	silva	silva	PROPN
futech-184	157	2	oliveira	oliveira	PROPN
futech-184	157	3	,	,	PUNCT
futech-184	157	4	and	and	CCONJ
futech-184	157	5	a.	a.	PROPN
futech-184	157	6	f.	f.	PROPN
futech-184	157	7	macedo	macedo	PROPN
futech-184	157	8	,	,	PUNCT
futech-184	157	9	"	"	PUNCT
futech-184	157	10	vanilla	vanilla	NOUN
futech-184	157	11	beyond	beyond	ADP
futech-184	157	12	vanilla	vanilla	NOUN
futech-184	157	13	planifolia	planifolia	NOUN
futech-184	157	14	and	and	CCONJ
futech-184	157	15	vanilla	vanilla	NOUN
futech-184	157	16	x	x	NOUN
futech-184	157	17	tahitensis	tahitensis	NOUN
futech-184	157	18	:	:	PUNCT
futech-184	157	19	taxonomy	taxonomy	NOUN
futech-184	157	20	and	and	CCONJ
futech-184	157	21	historical	historical	ADJ
futech-184	157	22	notes	note	NOUN
futech-184	157	23	,	,	PUNCT
futech-184	157	24	reproductive	reproductive	ADJ
futech-184	157	25	biology	biology	NOUN
futech-184	157	26	,	,	PUNCT
futech-184	157	27	and	and	CCONJ
futech-184	157	28	metabolites	metabolite	NOUN
futech-184	157	29	,	,	PUNCT
futech-184	157	30	"	"	PUNCT
futech-184	157	31	plants	plant	NOUN
futech-184	157	32	(	(	PUNCT
futech-184	157	33	basel	basel	PROPN
futech-184	157	34	)	)	PUNCT
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futech-184	163	5	:	:	PUNCT
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futech-184	165	2	-	-	SYM
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futech-184	167	5	:	:	PUNCT
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futech-184	171	20	sensors	sensor	NOUN
futech-184	171	21	,	,	PUNCT
futech-184	171	22	"	"	PUNCT
futech-184	171	23	phd	phd	NOUN
futech-184	171	24	,	,	PUNCT
futech-184	171	25	faculty	faculty	NOUN
futech-184	171	26	of	of	ADP
futech-184	171	27	engineering	engineering	NOUN
futech-184	171	28	,	,	PUNCT
futech-184	171	29	computing	computing	NOUN
futech-184	171	30	and	and	CCONJ
futech-184	171	31	science	science	NOUN
futech-184	171	32	,	,	PUNCT
futech-184	171	33	swinburne	swinburne	ADJ
futech-184	171	34	university	university	PROPN
futech-184	171	35	of	of	ADP
futech-184	171	36	technology	technology	NOUN
futech-184	171	37	,	,	PUNCT
futech-184	171	38	sarawak	sarawak	NOUN
futech-184	171	39	,	,	PUNCT
futech-184	171	40	malaysia	malaysia	PROPN
futech-184	171	41	,	,	PUNCT
futech-184	171	42	2022	2022	NUM
futech-184	171	43	.	.	PUNCT
futech-184	172	1	[	[	X
futech-184	172	2	online	online	X
futech-184	172	3	]	]	X
futech-184	172	4	.	.	PUNCT
futech-184	173	1	available	available	ADJ
futech-184	173	2	:	:	PUNCT
futech-184	173	3	http://hdl.handle.net/1959.3/468270	http://hdl.handle.net/1959.3/468270	NOUN
futech-184	173	4	this	this	DET
futech-184	173	5	article	article	NOUN
futech-184	173	6	is	be	AUX
futech-184	173	7	an	an	DET
futech-184	173	8	open	open	ADJ
futech-184	173	9	-	-	PUNCT
futech-184	173	10	access	access	NOUN
futech-184	173	11	article	article	NOUN
futech-184	173	12	distributed	distribute	VERB
futech-184	173	13	under	under	ADP
futech-184	173	14	the	the	DET
futech-184	173	15	terms	term	NOUN
futech-184	173	16	and	and	CCONJ
futech-184	173	17	conditions	condition	NOUN
futech-184	173	18	of	of	ADP
futech-184	173	19	the	the	DET
futech-184	173	20	creative	creative	ADJ
futech-184	173	21	commons	common	NOUN
futech-184	173	22	attribution	attribution	NOUN
futech-184	173	23	(	(	PUNCT
futech-184	173	24	cc	cc	NOUN
futech-184	173	25	by	by	ADP
futech-184	173	26	)	)	PUNCT
futech-184	173	27	license	license	NOUN
futech-184	173	28	(	(	PUNCT
futech-184	173	29	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-184	173	30	)	)	PUNCT
futech-184	173	31	.	.	PUNCT
futech-184	174	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN