id	sid	tid	token	lemma	pos
cana-3540	1	1	communications	communication	NOUN
cana-3540	1	2	on	on	ADP
cana-3540	1	3	applied	apply	VERB
cana-3540	1	4	nonlinear	nonlinear	ADJ
cana-3540	1	5	analysis	analysis	NOUN
cana-3540	1	6	issn	issn	NOUN
cana-3540	1	7	:	:	PUNCT
cana-3540	1	8	1074	1074	NUM
cana-3540	1	9	-	-	PUNCT
cana-3540	1	10	133x	133x	NUM
cana-3540	1	11	vol	vol	NOUN
cana-3540	1	12	32	32	NUM
cana-3540	1	13	no	no	NOUN
cana-3540	1	14	.	.	PUNCT
cana-3540	2	1	8s	8s	PROPN
cana-3540	2	2	(	(	PUNCT
cana-3540	2	3	2025	2025	NUM
cana-3540	2	4	)	)	PUNCT
cana-3540	2	5	48	48	NUM
cana-3540	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3540	2	7	a	a	DET
cana-3540	2	8	python	python	NOUN
cana-3540	2	9	framework	framework	NOUN
cana-3540	2	10	for	for	ADP
cana-3540	2	11	pest	pest	NOUN
cana-3540	2	12	management	management	NOUN
cana-3540	2	13	and	and	CCONJ
cana-3540	2	14	crop	crop	NOUN
cana-3540	2	15	yield	yield	NOUN
cana-3540	2	16	prediction	prediction	NOUN
cana-3540	2	17	yogesh	yogesh	PROPN
cana-3540	2	18	v.	v.	ADP
cana-3540	2	19	gandge1	gandge1	PROPN
cana-3540	2	20	,	,	PUNCT
cana-3540	2	21	dr	dr	PROPN
cana-3540	2	22	.	.	PROPN
cana-3540	3	1	p	p	PROPN
cana-3540	3	2	sandhya2	sandhya2	ADJ
cana-3540	3	3	department	department	NOUN
cana-3540	3	4	of	of	ADP
cana-3540	3	5	mca	mca	PROPN
cana-3540	3	6	,	,	PUNCT
cana-3540	3	7	bkit	bkit	NOUN
cana-3540	3	8	bhalki	bhalki	VERB
cana-3540	3	9	,	,	PUNCT
cana-3540	3	10	department	department	NOUN
cana-3540	3	11	of	of	ADP
cana-3540	3	12	studies	study	NOUN
cana-3540	3	13	in	in	ADP
cana-3540	3	14	computer	computer	NOUN
cana-3540	3	15	applications	application	NOUN
cana-3540	3	16	,	,	PUNCT
cana-3540	3	17	vtu	vtu	NOUN
cana-3540	3	18	pg	pg	NOUN
cana-3540	3	19	centre	centre	NOUN
cana-3540	3	20	,	,	PUNCT
cana-3540	3	21	mysuru	mysuru	PROPN
cana-3540	3	22	,	,	PUNCT
cana-3540	3	23	india	india	PROPN
cana-3540	3	24	.	.	PUNCT
cana-3540	4	1	article	article	PROPN
cana-3540	4	2	history	history	NOUN
cana-3540	4	3	:	:	PUNCT
cana-3540	4	4	received	receive	VERB
cana-3540	4	5	:	:	PUNCT
cana-3540	4	6	29	29	NUM
cana-3540	4	7	-	-	SYM
cana-3540	4	8	10	10	NUM
cana-3540	4	9	-	-	PUNCT
cana-3540	4	10	2024	2024	NUM
cana-3540	4	11	revised:13	revised:13	PUNCT
cana-3540	4	12	-	-	PUNCT
cana-3540	4	13	11	11	NUM
cana-3540	4	14	-	-	PUNCT
cana-3540	4	15	2024	2024	NUM
cana-3540	4	16	accepted:20	accepted:20	NOUN
cana-3540	4	17	-	-	PUNCT
cana-3540	4	18	12	12	NUM
cana-3540	4	19	-	-	PUNCT
cana-3540	4	20	2024	2024	NUM
cana-3540	4	21	abstract	abstract	NOUN
cana-3540	4	22	:	:	PUNCT
cana-3540	4	23	in	in	ADP
cana-3540	4	24	recent	recent	ADJ
cana-3540	4	25	years	year	NOUN
cana-3540	4	26	,	,	PUNCT
cana-3540	4	27	agriculture	agriculture	NOUN
cana-3540	4	28	has	have	AUX
cana-3540	4	29	become	become	VERB
cana-3540	4	30	increasingly	increasingly	ADV
cana-3540	4	31	important	important	ADJ
cana-3540	4	32	as	as	SCONJ
cana-3540	4	33	the	the	DET
cana-3540	4	34	world	world	NOUN
cana-3540	4	35	's	's	PART
cana-3540	4	36	population	population	NOUN
cana-3540	4	37	continues	continue	VERB
cana-3540	4	38	to	to	PART
cana-3540	4	39	grow	grow	VERB
cana-3540	4	40	.	.	PUNCT
cana-3540	5	1	the	the	DET
cana-3540	5	2	demand	demand	NOUN
cana-3540	5	3	for	for	ADP
cana-3540	5	4	food	food	NOUN
cana-3540	5	5	grains	grain	NOUN
cana-3540	5	6	is	be	AUX
cana-3540	5	7	constantly	constantly	ADV
cana-3540	5	8	on	on	ADP
cana-3540	5	9	the	the	DET
cana-3540	5	10	rise	rise	NOUN
cana-3540	5	11	;	;	PUNCT
cana-3540	5	12	this	this	PRON
cana-3540	5	13	exerts	exert	VERB
cana-3540	5	14	more	more	ADJ
cana-3540	5	15	pressure	pressure	NOUN
cana-3540	5	16	on	on	ADP
cana-3540	5	17	farmers	farmer	NOUN
cana-3540	5	18	to	to	PART
cana-3540	5	19	maximize	maximize	VERB
cana-3540	5	20	their	their	PRON
cana-3540	5	21	crop	crop	NOUN
cana-3540	5	22	yields	yield	NOUN
cana-3540	5	23	.	.	PUNCT
cana-3540	6	1	one	one	NUM
cana-3540	6	2	of	of	ADP
cana-3540	6	3	the	the	DET
cana-3540	6	4	biggest	big	ADJ
cana-3540	6	5	challenges	challenge	NOUN
cana-3540	6	6	the	the	DET
cana-3540	6	7	farmers	farmer	NOUN
cana-3540	6	8	face	face	VERB
cana-3540	6	9	is	be	AUX
cana-3540	6	10	managing	manage	VERB
cana-3540	6	11	pests	pest	NOUN
cana-3540	6	12	and	and	CCONJ
cana-3540	6	13	maintaining	maintain	VERB
cana-3540	6	14	soil	soil	NOUN
cana-3540	6	15	fertility	fertility	NOUN
cana-3540	6	16	.	.	PUNCT
cana-3540	7	1	farmers	farmer	NOUN
cana-3540	7	2	apply	apply	VERB
cana-3540	7	3	pesticides	pesticide	NOUN
cana-3540	7	4	only	only	ADV
cana-3540	7	5	after	after	ADP
cana-3540	7	6	witnessing	witness	VERB
cana-3540	7	7	the	the	DET
cana-3540	7	8	pest	pest	NOUN
cana-3540	7	9	on	on	ADP
cana-3540	7	10	the	the	DET
cana-3540	7	11	crop	crop	NOUN
cana-3540	7	12	.	.	PUNCT
cana-3540	8	1	by	by	ADP
cana-3540	8	2	this	this	DET
cana-3540	8	3	time	time	NOUN
cana-3540	8	4	the	the	DET
cana-3540	8	5	pest	pest	NOUN
cana-3540	8	6	has	have	AUX
cana-3540	8	7	already	already	ADV
cana-3540	8	8	made	make	VERB
cana-3540	8	9	an	an	DET
cana-3540	8	10	impact	impact	NOUN
cana-3540	8	11	on	on	ADP
cana-3540	8	12	the	the	DET
cana-3540	8	13	crop	crop	NOUN
cana-3540	8	14	leading	lead	VERB
cana-3540	8	15	to	to	ADP
cana-3540	8	16	crop	crop	NOUN
cana-3540	8	17	loss	loss	NOUN
cana-3540	8	18	.	.	PUNCT
cana-3540	9	1	traditional	traditional	ADJ
cana-3540	9	2	methods	method	NOUN
cana-3540	9	3	of	of	ADP
cana-3540	9	4	pest	pest	NOUN
cana-3540	9	5	management	management	NOUN
cana-3540	9	6	and	and	CCONJ
cana-3540	9	7	preserving	preserve	VERB
cana-3540	9	8	soil	soil	NOUN
cana-3540	9	9	fertility	fertility	NOUN
cana-3540	9	10	are	be	AUX
cana-3540	9	11	time	time	NOUN
cana-3540	9	12	-	-	PUNCT
cana-3540	9	13	consuming	consume	VERB
cana-3540	9	14	and	and	CCONJ
cana-3540	9	15	less	less	ADJ
cana-3540	9	16	effective.in	effective.in	PRON
cana-3540	9	17	this	this	DET
cana-3540	9	18	paper	paper	NOUN
cana-3540	9	19	,	,	PUNCT
cana-3540	9	20	a	a	DET
cana-3540	9	21	python	python	NOUN
cana-3540	9	22	framework	framework	NOUN
cana-3540	9	23	has	have	AUX
cana-3540	9	24	been	be	AUX
cana-3540	9	25	developed	develop	VERB
cana-3540	9	26	that	that	PRON
cana-3540	9	27	can	can	AUX
cana-3540	9	28	help	help	VERB
cana-3540	9	29	farmers	farmer	NOUN
cana-3540	9	30	maximize	maximize	VERB
cana-3540	9	31	their	their	PRON
cana-3540	9	32	crop	crop	NOUN
cana-3540	9	33	yield	yield	NOUN
cana-3540	9	34	by	by	ADP
cana-3540	9	35	predicting	predict	VERB
cana-3540	9	36	the	the	DET
cana-3540	9	37	attack	attack	NOUN
cana-3540	9	38	of	of	ADP
cana-3540	9	39	the	the	DET
cana-3540	9	40	pest	pest	NOUN
cana-3540	9	41	on	on	ADP
cana-3540	9	42	the	the	DET
cana-3540	9	43	crop	crop	NOUN
cana-3540	9	44	and	and	CCONJ
cana-3540	9	45	the	the	DET
cana-3540	9	46	most	most	ADV
cana-3540	9	47	suitable	suitable	ADJ
cana-3540	9	48	period	period	NOUN
cana-3540	9	49	for	for	ADP
cana-3540	9	50	spraying	spray	VERB
cana-3540	9	51	the	the	DET
cana-3540	9	52	pesticide.timely	pesticide.timely	ADV
cana-3540	9	53	and	and	CCONJ
cana-3540	9	54	precise	precise	ADJ
cana-3540	9	55	prediction	prediction	NOUN
cana-3540	9	56	of	of	ADP
cana-3540	9	57	outbreak	outbreak	NOUN
cana-3540	9	58	of	of	ADP
cana-3540	9	59	pest	pest	NOUN
cana-3540	9	60	can	can	AUX
cana-3540	9	61	help	help	VERB
cana-3540	9	62	in	in	ADP
cana-3540	9	63	controlling	control	VERB
cana-3540	9	64	the	the	DET
cana-3540	9	65	pest	pest	NOUN
cana-3540	9	66	and	and	CCONJ
cana-3540	9	67	improving	improve	VERB
cana-3540	9	68	crop	crop	NOUN
cana-3540	9	69	yield	yield	NOUN
cana-3540	9	70	.	.	PUNCT
cana-3540	10	1	dm	dm	NOUN
cana-3540	10	2	is	be	AUX
cana-3540	10	3	used	use	VERB
cana-3540	10	4	to	to	PART
cana-3540	10	5	forecast	forecast	VERB
cana-3540	10	6	pest	pest	NOUN
cana-3540	10	7	attacks	attack	NOUN
cana-3540	10	8	.	.	PUNCT
cana-3540	11	1	time	time	NOUN
cana-3540	11	2	series	series	PROPN
cana-3540	11	3	data	datum	NOUN
cana-3540	11	4	on	on	ADP
cana-3540	11	5	the	the	DET
cana-3540	11	6	pest	pest	NOUN
cana-3540	11	7	trap	trap	NOUN
cana-3540	11	8	values	value	NOUN
cana-3540	11	9	is	be	AUX
cana-3540	11	10	collected	collect	VERB
cana-3540	11	11	from	from	ADP
cana-3540	11	12	the	the	DET
cana-3540	11	13	website	website	NOUN
cana-3540	11	14	.	.	PUNCT
cana-3540	12	1	here	here	ADV
cana-3540	12	2	the	the	DET
cana-3540	12	3	pest	pest	NOUN
cana-3540	12	4	considered	consider	VERB
cana-3540	12	5	is	be	AUX
cana-3540	12	6	american	american	ADJ
cana-3540	12	7	ball	ball	NOUN
cana-3540	12	8	worm	worm	NOUN
cana-3540	12	9	adult	adult	PROPN
cana-3540	12	10	and	and	CCONJ
cana-3540	12	11	the	the	DET
cana-3540	12	12	crop	crop	NOUN
cana-3540	12	13	considered	consider	VERB
cana-3540	12	14	is	be	AUX
cana-3540	12	15	cotton	cotton	NOUN
cana-3540	12	16	.	.	PUNCT
cana-3540	13	1	the	the	DET
cana-3540	13	2	weekly	weekly	ADJ
cana-3540	13	3	data	datum	NOUN
cana-3540	13	4	is	be	AUX
cana-3540	13	5	collected	collect	VERB
cana-3540	13	6	from	from	ADP
cana-3540	13	7	1991	1991	NUM
cana-3540	13	8	to	to	ADP
cana-3540	13	9	2000.on	2000.on	NUM
cana-3540	13	10	this	this	DET
cana-3540	13	11	data	datum	NOUN
cana-3540	13	12	after	after	ADP
cana-3540	13	13	preprocessing	preprocesse	VERB
cana-3540	13	14	it	it	PRON
cana-3540	13	15	is	be	AUX
cana-3540	13	16	subjected	subject	VERB
cana-3540	13	17	to	to	ADP
cana-3540	13	18	dm	dm	PROPN
cana-3540	13	19	model	model	NOUN
cana-3540	13	20	.	.	PUNCT
cana-3540	14	1	for	for	ADP
cana-3540	14	2	prediction	prediction	NOUN
cana-3540	14	3	10	10	NUM
cana-3540	14	4	years	year	NOUN
cana-3540	14	5	data	datum	NOUN
cana-3540	14	6	is	be	AUX
cana-3540	14	7	considered	consider	VERB
cana-3540	14	8	.	.	PUNCT
cana-3540	15	1	arima	arima	PROPN
cana-3540	15	2	model	model	NOUN
cana-3540	15	3	is	be	AUX
cana-3540	15	4	developed	develop	VERB
cana-3540	15	5	and	and	CCONJ
cana-3540	15	6	employed	employ	VERB
cana-3540	15	7	on	on	ADP
cana-3540	15	8	this	this	DET
cana-3540	15	9	time	time	NOUN
cana-3540	15	10	series	series	NOUN
cana-3540	15	11	data.the	data.the	DET
cana-3540	15	12	accuracy	accuracy	NOUN
cana-3540	15	13	of	of	ADP
cana-3540	15	14	the	the	DET
cana-3540	15	15	forecasting	forecasting	NOUN
cana-3540	15	16	model	model	NOUN
cana-3540	15	17	is	be	AUX
cana-3540	15	18	verified	verify	VERB
cana-3540	15	19	by	by	ADP
cana-3540	15	20	using	use	VERB
cana-3540	15	21	rmse	rmse	ADJ
cana-3540	15	22	value	value	NOUN
cana-3540	15	23	.	.	PUNCT
cana-3540	16	1	we	we	PRON
cana-3540	16	2	will	will	AUX
cana-3540	16	3	go	go	VERB
cana-3540	16	4	through	through	ADP
cana-3540	16	5	the	the	DET
cana-3540	16	6	benefits	benefit	NOUN
cana-3540	16	7	of	of	ADP
cana-3540	16	8	using	use	VERB
cana-3540	16	9	this	this	DET
cana-3540	16	10	framework	framework	NOUN
cana-3540	16	11	and	and	CCONJ
cana-3540	16	12	describe	describe	VERB
cana-3540	16	13	how	how	SCONJ
cana-3540	16	14	it	it	PRON
cana-3540	16	15	can	can	AUX
cana-3540	16	16	make	make	VERB
cana-3540	16	17	farming	farming	NOUN
cana-3540	16	18	more	more	ADV
cana-3540	16	19	efficient	efficient	ADJ
cana-3540	16	20	and	and	CCONJ
cana-3540	16	21	productive	productive	ADJ
cana-3540	16	22	.	.	PUNCT
cana-3540	17	1	keywords	keyword	NOUN
cana-3540	17	2	:	:	PUNCT
cana-3540	17	3	crop	crop	NOUN
cana-3540	17	4	yield	yield	NOUN
cana-3540	17	5	maximization	maximization	NOUN
cana-3540	17	6	;	;	PUNCT
cana-3540	17	7	python	python	NOUN
cana-3540	17	8	framework	framework	NOUN
cana-3540	17	9	;	;	PUNCT
cana-3540	17	10	pest	pest	NOUN
cana-3540	17	11	management	management	NOUN
cana-3540	17	12	;	;	PUNCT
cana-3540	17	13	soil	soil	NOUN
cana-3540	17	14	fertility	fertility	NOUN
cana-3540	17	15	prediction	prediction	NOUN
cana-3540	17	16	;	;	PUNCT
cana-3540	17	17	agricultural	agricultural	ADJ
cana-3540	17	18	data	datum	NOUN
cana-3540	17	19	analysis	analysis	NOUN
cana-3540	17	20	;	;	PUNCT
cana-3540	17	21	precision	precision	NOUN
cana-3540	17	22	farming	farming	NOUN
cana-3540	17	23	;	;	PUNCT
cana-3540	17	24	prediction	prediction	NOUN
cana-3540	17	25	modeling	modeling	NOUN
cana-3540	17	26	;	;	PUNCT
cana-3540	17	27	integrated	integrated	ADJ
cana-3540	17	28	pest	pest	NOUN
cana-3540	17	29	management	management	NOUN
cana-3540	17	30	;	;	PUNCT
cana-3540	17	31	soil	soil	NOUN
cana-3540	17	32	nutrient	nutrient	NOUN
cana-3540	17	33	analysis	analysis	NOUN
cana-3540	17	34	;	;	PUNCT
cana-3540	17	35	yield	yield	NOUN
cana-3540	17	36	enhancement	enhancement	NOUN
cana-3540	17	37	.	.	PUNCT
cana-3540	18	1	1	1	X
cana-3540	18	2	.	.	X
cana-3540	18	3	introduction	introduction	NOUN
cana-3540	18	4	in	in	ADP
cana-3540	18	5	recent	recent	ADJ
cana-3540	18	6	years	year	NOUN
cana-3540	18	7	ai	ai	VERB
cana-3540	18	8	&	&	CCONJ
cana-3540	18	9	ml	ml	PROPN
cana-3540	18	10	has	have	AUX
cana-3540	18	11	emerged	emerge	VERB
cana-3540	18	12	as	as	ADP
cana-3540	18	13	the	the	DET
cana-3540	18	14	pioneering	pioneering	ADJ
cana-3540	18	15	force	force	NOUN
cana-3540	18	16	for	for	ADP
cana-3540	18	17	data	datum	NOUN
cana-3540	18	18	analysis	analysis	NOUN
cana-3540	18	19	and	and	CCONJ
cana-3540	18	20	prediction	prediction	NOUN
cana-3540	18	21	.	.	PUNCT
cana-3540	19	1	aiml	aiml	NOUN
cana-3540	19	2	has	have	AUX
cana-3540	19	3	found	find	VERB
cana-3540	19	4	its	its	PRON
cana-3540	19	5	application	application	NOUN
cana-3540	19	6	in	in	ADP
cana-3540	19	7	every	every	DET
cana-3540	19	8	sector	sector	NOUN
cana-3540	19	9	of	of	ADP
cana-3540	19	10	farming	farming	NOUN
cana-3540	19	11	and	and	CCONJ
cana-3540	19	12	agric	agric	ADJ
cana-3540	19	13	business	business	NOUN
cana-3540	19	14	.	.	PUNCT
cana-3540	20	1	dm	dm	PROPN
cana-3540	20	2	is	be	AUX
cana-3540	20	3	used	use	VERB
cana-3540	20	4	widely	widely	ADV
cana-3540	20	5	in	in	ADP
cana-3540	20	6	yield	yield	NOUN
cana-3540	20	7	prediction	prediction	NOUN
cana-3540	20	8	,	,	PUNCT
cana-3540	20	9	pest	pest	NOUN
cana-3540	20	10	prediction	prediction	NOUN
cana-3540	20	11	,	,	PUNCT
cana-3540	20	12	soil	soil	NOUN
cana-3540	20	13	fertility	fertility	NOUN
cana-3540	20	14	prediction	prediction	NOUN
cana-3540	20	15	,	,	PUNCT
cana-3540	20	16	soil	soil	NOUN
cana-3540	20	17	classification	classification	NOUN
cana-3540	20	18	and	and	CCONJ
cana-3540	20	19	identifying	identify	VERB
cana-3540	20	20	the	the	DET
cana-3540	20	21	correlation	correlation	NOUN
cana-3540	20	22	among	among	ADP
cana-3540	20	23	the	the	DET
cana-3540	20	24	attributes	attribute	NOUN
cana-3540	20	25	of	of	ADP
cana-3540	20	26	the	the	DET
cana-3540	20	27	dataset	dataset	NOUN
cana-3540	20	28	obtained	obtain	VERB
cana-3540	20	29	from	from	ADP
cana-3540	20	30	soil	soil	NOUN
cana-3540	20	31	analysis.dm	analysis.dm	NUM
cana-3540	20	32	is	be	AUX
cana-3540	20	33	the	the	DET
cana-3540	20	34	process	process	NOUN
cana-3540	20	35	of	of	ADP
cana-3540	20	36	identifying	identify	VERB
cana-3540	20	37	hidden	hidden	ADJ
cana-3540	20	38	knowledge	knowledge	NOUN
cana-3540	20	39	from	from	ADP
cana-3540	20	40	the	the	DET
cana-3540	20	41	dataset	dataset	NOUN
cana-3540	20	42	which	which	PRON
cana-3540	20	43	was	be	AUX
cana-3540	20	44	not	not	PART
cana-3540	20	45	discovered	discover	VERB
cana-3540	20	46	till	till	SCONJ
cana-3540	20	47	now	now	ADV
cana-3540	20	48	.	.	PUNCT
cana-3540	21	1	the	the	DET
cana-3540	21	2	knowledge	knowledge	NOUN
cana-3540	21	3	which	which	PRON
cana-3540	21	4	is	be	AUX
cana-3540	21	5	discovered	discover	VERB
cana-3540	21	6	through	through	ADP
cana-3540	21	7	dm	dm	PROPN
cana-3540	21	8	is	be	AUX
cana-3540	21	9	based	base	VERB
cana-3540	21	10	on	on	ADP
cana-3540	21	11	the	the	DET
cana-3540	21	12	scientific	scientific	ADJ
cana-3540	21	13	model	model	NOUN
cana-3540	21	14	which	which	PRON
cana-3540	21	15	is	be	AUX
cana-3540	21	16	properly	properly	ADV
cana-3540	21	17	trained	train	VERB
cana-3540	21	18	and	and	CCONJ
cana-3540	21	19	tested	test	VERB
cana-3540	21	20	.	.	PUNCT
cana-3540	22	1	once	once	SCONJ
cana-3540	22	2	the	the	DET
cana-3540	22	3	model	model	NOUN
cana-3540	22	4	is	be	AUX
cana-3540	22	5	developed	develop	VERB
cana-3540	22	6	then	then	ADV
cana-3540	22	7	such	such	ADJ
cana-3540	22	8	model	model	NOUN
cana-3540	22	9	can	can	AUX
cana-3540	22	10	work	work	VERB
cana-3540	22	11	on	on	ADP
cana-3540	22	12	any	any	DET
cana-3540	22	13	new	new	ADJ
cana-3540	22	14	dataset	dataset	NOUN
cana-3540	22	15	with	with	ADP
cana-3540	22	16	similar	similar	ADJ
cana-3540	22	17	domain	domain	NOUN
cana-3540	22	18	.	.	PUNCT
cana-3540	23	1	such	such	ADJ
cana-3540	23	2	models	model	NOUN
cana-3540	23	3	can	can	AUX
cana-3540	23	4	be	be	AUX
cana-3540	23	5	used	use	VERB
cana-3540	23	6	for	for	ADP
cana-3540	23	7	classification	classification	NOUN
cana-3540	23	8	,	,	PUNCT
cana-3540	23	9	prediction	prediction	NOUN
cana-3540	23	10	and	and	CCONJ
cana-3540	23	11	identifying	identify	VERB
cana-3540	23	12	correlation	correlation	NOUN
cana-3540	23	13	among	among	ADP
cana-3540	23	14	the	the	DET
cana-3540	23	15	attributes	attribute	NOUN
cana-3540	23	16	.	.	PUNCT
cana-3540	24	1	through	through	ADP
cana-3540	24	2	dm	dm	PROPN
cana-3540	24	3	latest	late	ADJ
cana-3540	24	4	information	information	NOUN
cana-3540	24	5	can	can	AUX
cana-3540	24	6	be	be	AUX
cana-3540	24	7	discovered	discover	VERB
cana-3540	24	8	from	from	ADP
cana-3540	24	9	the	the	DET
cana-3540	24	10	huge	huge	ADJ
cana-3540	24	11	dataset	dataset	NOUN
cana-3540	24	12	deriving	deriving	NOUN
cana-3540	24	13	from	from	ADP
cana-3540	24	14	the	the	DET
cana-3540	24	15	soil	soil	NOUN
cana-3540	24	16	analysis	analysis	NOUN
cana-3540	24	17	and	and	CCONJ
cana-3540	24	18	such	such	ADJ
cana-3540	24	19	information	information	NOUN
cana-3540	24	20	can	can	AUX
cana-3540	24	21	be	be	AUX
cana-3540	24	22	provided	provide	VERB
cana-3540	24	23	to	to	ADP
cana-3540	24	24	the	the	DET
cana-3540	24	25	concerned	concerned	ADJ
cana-3540	24	26	stakeholders	stakeholder	NOUN
cana-3540	24	27	well	well	ADV
cana-3540	24	28	in	in	ADP
cana-3540	24	29	advance	advance	NOUN
cana-3540	24	30	so	so	SCONJ
cana-3540	24	31	that	that	SCONJ
cana-3540	24	32	resources	resource	NOUN
cana-3540	24	33	can	can	AUX
cana-3540	24	34	be	be	AUX
cana-3540	24	35	planned	plan	VERB
cana-3540	24	36	and	and	CCONJ
cana-3540	24	37	corrective	corrective	ADJ
cana-3540	24	38	action	action	NOUN
cana-3540	24	39	can	can	AUX
cana-3540	24	40	be	be	AUX
cana-3540	24	41	taken	take	VERB
cana-3540	24	42	beforehand	beforehand	ADV
cana-3540	24	43	.	.	PUNCT
cana-3540	25	1	in	in	ADP
cana-3540	25	2	dm	dm	PROPN
cana-3540	25	3	various	various	ADJ
cana-3540	25	4	models	model	NOUN
cana-3540	25	5	are	be	AUX
cana-3540	25	6	developed	develop	VERB
cana-3540	25	7	for	for	ADP
cana-3540	25	8	data	datum	NOUN
cana-3540	25	9	analysis	analysis	NOUN
cana-3540	25	10	,	,	PUNCT
cana-3540	25	11	classification	classification	NOUN
cana-3540	25	12	and	and	CCONJ
cana-3540	25	13	prediction	prediction	NOUN
cana-3540	25	14	.	.	PUNCT
cana-3540	26	1	in	in	ADP
cana-3540	26	2	this	this	DET
cana-3540	26	3	paper	paper	NOUN
cana-3540	26	4	the	the	DET
cana-3540	26	5	study	study	NOUN
cana-3540	26	6	is	be	AUX
cana-3540	26	7	focused	focus	VERB
cana-3540	26	8	on	on	ADP
cana-3540	26	9	pest	pest	NOUN
cana-3540	26	10	value	value	NOUN
cana-3540	26	11	prediction	prediction	NOUN
cana-3540	26	12	and	and	CCONJ
cana-3540	26	13	the	the	DET
cana-3540	26	14	best	good	ADJ
cana-3540	26	15	time	time	NOUN
cana-3540	26	16	for	for	ADP
cana-3540	26	17	the	the	DET
cana-3540	26	18	application	application	NOUN
cana-3540	26	19	of	of	ADP
cana-3540	26	20	the	the	DET
cana-3540	26	21	pesticide	pesticide	NOUN
cana-3540	26	22	to	to	ADP
cana-3540	26	23	the	the	DET
cana-3540	26	24	crop	crop	NOUN
cana-3540	26	25	.	.	PUNCT
cana-3540	27	1	in	in	ADP
cana-3540	27	2	fig	fig	NOUN
cana-3540	27	3	1	1	NUM
cana-3540	27	4	the	the	DET
cana-3540	27	5	steps	step	NOUN
cana-3540	27	6	followed	follow	VERB
cana-3540	27	7	in	in	ADP
cana-3540	27	8	knowledge	knowledge	NOUN
cana-3540	27	9	discovery	discovery	NOUN
cana-3540	27	10	is	be	AUX
cana-3540	27	11	depicted	depict	VERB
cana-3540	27	12	.	.	PUNCT
cana-3540	28	1	communications	communication	NOUN
cana-3540	28	2	on	on	ADP
cana-3540	28	3	applied	apply	VERB
cana-3540	28	4	nonlinear	nonlinear	ADJ
cana-3540	28	5	analysis	analysis	NOUN
cana-3540	28	6	issn	issn	NOUN
cana-3540	28	7	:	:	PUNCT
cana-3540	28	8	1074	1074	NUM
cana-3540	28	9	-	-	PUNCT
cana-3540	28	10	133x	133x	NUM
cana-3540	28	11	vol	vol	NOUN
cana-3540	28	12	32	32	NUM
cana-3540	28	13	no	no	NOUN
cana-3540	28	14	.	.	PUNCT
cana-3540	29	1	8s	8s	PROPN
cana-3540	29	2	(	(	PUNCT
cana-3540	29	3	2025	2025	NUM
cana-3540	29	4	)	)	PUNCT
cana-3540	29	5	49	49	NUM
cana-3540	29	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3540	29	7	fig1	fig1	PROPN
cana-3540	29	8	:	:	PUNCT
cana-3540	29	9	steps	step	NOUN
cana-3540	29	10	in	in	ADP
cana-3540	29	11	knowledge	knowledge	NOUN
cana-3540	29	12	discovery	discovery	NOUN
cana-3540	29	13	predictions	prediction	NOUN
cana-3540	29	14	beforehand	beforehand	ADV
cana-3540	29	15	will	will	AUX
cana-3540	29	16	help	help	VERB
cana-3540	29	17	the	the	DET
cana-3540	29	18	farmers	farmer	NOUN
cana-3540	29	19	in	in	ADP
cana-3540	29	20	planning	plan	VERB
cana-3540	29	21	the	the	DET
cana-3540	29	22	resources	resource	NOUN
cana-3540	29	23	and	and	CCONJ
cana-3540	29	24	the	the	DET
cana-3540	29	25	optimal	optimal	ADJ
cana-3540	29	26	resource	resource	NOUN
cana-3540	29	27	utilization	utilization	NOUN
cana-3540	29	28	with	with	ADP
cana-3540	29	29	fewer	few	ADJ
cana-3540	29	30	burdens	burden	NOUN
cana-3540	29	31	on	on	ADP
cana-3540	29	32	their	their	PRON
cana-3540	29	33	economy	economy	NOUN
cana-3540	29	34	.	.	PUNCT
cana-3540	30	1	the	the	DET
cana-3540	30	2	major	major	ADJ
cana-3540	30	3	hurdle	hurdle	NOUN
cana-3540	30	4	in	in	ADP
cana-3540	30	5	enhancing	enhance	VERB
cana-3540	30	6	crop	crop	NOUN
cana-3540	30	7	yield	yield	NOUN
cana-3540	30	8	is	be	AUX
cana-3540	30	9	pest	pest	VERB
cana-3540	30	10	which	which	PRON
cana-3540	30	11	drastically	drastically	ADV
cana-3540	30	12	affects	affect	VERB
cana-3540	30	13	the	the	DET
cana-3540	30	14	yield	yield	NOUN
cana-3540	30	15	and	and	CCONJ
cana-3540	30	16	the	the	DET
cana-3540	30	17	economic	economic	ADJ
cana-3540	30	18	state	state	NOUN
cana-3540	30	19	of	of	ADP
cana-3540	30	20	farmer	farmer	NOUN
cana-3540	31	1	[	[	X
cana-3540	31	2	1].there	1].there	NUM
cana-3540	31	3	are	be	AUX
cana-3540	31	4	different	different	ADJ
cana-3540	31	5	types	type	NOUN
cana-3540	31	6	of	of	ADP
cana-3540	31	7	pest	pest	NOUN
cana-3540	31	8	or	or	CCONJ
cana-3540	31	9	insects	insect	NOUN
cana-3540	31	10	which	which	PRON
cana-3540	31	11	effect	effect	VERB
cana-3540	31	12	different	different	ADJ
cana-3540	31	13	crops	crop	NOUN
cana-3540	31	14	.	.	PUNCT
cana-3540	32	1	pest	pest	NOUN
cana-3540	32	2	and	and	CCONJ
cana-3540	32	3	insects	insect	NOUN
cana-3540	32	4	are	be	AUX
cana-3540	32	5	having	have	VERB
cana-3540	32	6	their	their	PRON
cana-3540	32	7	own	own	ADJ
cana-3540	32	8	life	life	NOUN
cana-3540	32	9	cycle	cycle	NOUN
cana-3540	32	10	.	.	PUNCT
cana-3540	33	1	here	here	ADV
cana-3540	33	2	the	the	DET
cana-3540	33	3	goal	goal	NOUN
cana-3540	33	4	is	be	AUX
cana-3540	33	5	not	not	PART
cana-3540	33	6	to	to	PART
cana-3540	33	7	completely	completely	ADV
cana-3540	33	8	eradicate	eradicate	VERB
cana-3540	33	9	the	the	DET
cana-3540	33	10	pest	pest	NOUN
cana-3540	33	11	but	but	CCONJ
cana-3540	33	12	to	to	PART
cana-3540	33	13	restrict	restrict	VERB
cana-3540	33	14	the	the	DET
cana-3540	33	15	intensification	intensification	NOUN
cana-3540	33	16	of	of	ADP
cana-3540	33	17	the	the	DET
cana-3540	33	18	pest	pest	NOUN
cana-3540	33	19	to	to	ADP
cana-3540	33	20	such	such	DET
cana-3540	33	21	a	a	DET
cana-3540	33	22	level	level	NOUN
cana-3540	33	23	that	that	SCONJ
cana-3540	33	24	its	its	PRON
cana-3540	33	25	presence	presence	NOUN
cana-3540	33	26	should	should	AUX
cana-3540	33	27	not	not	PART
cana-3540	33	28	harm	harm	VERB
cana-3540	33	29	the	the	DET
cana-3540	33	30	crop	crop	NOUN
cana-3540	33	31	flowers	flower	NOUN
cana-3540	33	32	,	,	PUNCT
cana-3540	33	33	leaves	leave	NOUN
cana-3540	33	34	and	and	CCONJ
cana-3540	33	35	seed	seed	NOUN
cana-3540	33	36	buds	bud	NOUN
cana-3540	33	37	.	.	PUNCT
cana-3540	34	1	integrated	integrate	VERB
cana-3540	34	2	pest	pest	NOUN
cana-3540	34	3	management	management	NOUN
cana-3540	34	4	is	be	AUX
cana-3540	34	5	one	one	NUM
cana-3540	34	6	best	good	ADJ
cana-3540	34	7	solution	solution	NOUN
cana-3540	34	8	for	for	ADP
cana-3540	34	9	managing	manage	VERB
cana-3540	34	10	pest	pest	NOUN
cana-3540	34	11	and	and	CCONJ
cana-3540	34	12	improving	improve	VERB
cana-3540	34	13	yield	yield	NOUN
cana-3540	34	14	.	.	PUNCT
cana-3540	35	1	the	the	DET
cana-3540	35	2	emergence	emergence	NOUN
cana-3540	35	3	of	of	ADP
cana-3540	35	4	pest	pest	NOUN
cana-3540	35	5	is	be	AUX
cana-3540	35	6	generally	generally	ADV
cana-3540	35	7	induced	induce	VERB
cana-3540	35	8	by	by	ADP
cana-3540	35	9	various	various	ADJ
cana-3540	35	10	climatic	climatic	ADJ
cana-3540	35	11	factors	factor	NOUN
cana-3540	35	12	like	like	ADP
cana-3540	35	13	humidity	humidity	NOUN
cana-3540	35	14	,	,	PUNCT
cana-3540	35	15	windspeed	windspeed	NOUN
cana-3540	35	16	,	,	PUNCT
cana-3540	35	17	temperature	temperature	NOUN
cana-3540	35	18	,	,	PUNCT
cana-3540	35	19	etc[2	etc[2	X
cana-3540	35	20	]	]	PUNCT
cana-3540	35	21	.	.	PUNCT
cana-3540	36	1	growth	growth	NOUN
cana-3540	36	2	of	of	ADP
cana-3540	36	3	plant	plant	NOUN
cana-3540	36	4	and	and	CCONJ
cana-3540	36	5	its	its	PRON
cana-3540	36	6	yield	yield	NOUN
cana-3540	36	7	is	be	AUX
cana-3540	36	8	directly	directly	ADV
cana-3540	36	9	affected	affect	VERB
cana-3540	36	10	by	by	ADP
cana-3540	36	11	two	two	NUM
cana-3540	36	12	categories	category	NOUN
cana-3540	36	13	of	of	ADP
cana-3540	36	14	insects	insect	NOUN
cana-3540	36	15	.	.	PUNCT
cana-3540	37	1	one	one	NUM
cana-3540	37	2	type	type	NOUN
cana-3540	37	3	will	will	AUX
cana-3540	37	4	affect	affect	VERB
cana-3540	37	5	the	the	DET
cana-3540	37	6	leaves	leave	NOUN
cana-3540	37	7	,	,	PUNCT
cana-3540	37	8	flowers	flower	NOUN
cana-3540	37	9	and	and	CCONJ
cana-3540	37	10	fleshy	fleshy	ADJ
cana-3540	37	11	fruit	fruit	NOUN
cana-3540	37	12	buds	bud	NOUN
cana-3540	37	13	.	.	PUNCT
cana-3540	38	1	and	and	CCONJ
cana-3540	38	2	another	another	DET
cana-3540	38	3	type	type	NOUN
cana-3540	38	4	affect	affect	VERB
cana-3540	38	5	by	by	ADP
cana-3540	38	6	spreading	spread	VERB
cana-3540	38	7	viral	viral	ADJ
cana-3540	38	8	or	or	CCONJ
cana-3540	38	9	fungal	fungal	ADJ
cana-3540	38	10	infection	infection	NOUN
cana-3540	38	11	to	to	ADP
cana-3540	38	12	the	the	DET
cana-3540	38	13	crop	crop	NOUN
cana-3540	39	1	[	[	X
cana-3540	39	2	3].when	3].when	ADV
cana-3540	39	3	the	the	DET
cana-3540	39	4	climatic	climatic	ADJ
cana-3540	39	5	conditions	condition	NOUN
cana-3540	39	6	are	be	AUX
cana-3540	39	7	conducive	conducive	ADJ
cana-3540	39	8	for	for	ADP
cana-3540	39	9	the	the	DET
cana-3540	39	10	pest	pest	NOUN
cana-3540	39	11	then	then	ADV
cana-3540	39	12	there	there	PRON
cana-3540	39	13	will	will	AUX
cana-3540	39	14	be	be	AUX
cana-3540	39	15	a	a	DET
cana-3540	39	16	high	high	ADJ
cana-3540	39	17	growth	growth	NOUN
cana-3540	39	18	of	of	ADP
cana-3540	39	19	pest	pest	NOUN
cana-3540	39	20	and	and	CCONJ
cana-3540	39	21	there	there	PRON
cana-3540	39	22	will	will	AUX
cana-3540	39	23	be	be	AUX
cana-3540	39	24	an	an	DET
cana-3540	39	25	increase	increase	NOUN
cana-3540	39	26	in	in	ADP
cana-3540	39	27	the	the	DET
cana-3540	39	28	activity	activity	NOUN
cana-3540	39	29	of	of	ADP
cana-3540	39	30	pest	pest	NOUN
cana-3540	39	31	which	which	PRON
cana-3540	39	32	leads	lead	VERB
cana-3540	39	33	to	to	ADP
cana-3540	39	34	crop	crop	NOUN
cana-3540	39	35	loss	loss	NOUN
cana-3540	39	36	.	.	PUNCT
cana-3540	40	1	growth	growth	NOUN
cana-3540	40	2	of	of	ADP
cana-3540	40	3	pest	pest	NOUN
cana-3540	40	4	depends	depend	VERB
cana-3540	40	5	upon	upon	SCONJ
cana-3540	40	6	the	the	DET
cana-3540	40	7	climatic	climatic	ADJ
cana-3540	40	8	parameters[4	parameters[4	PROPN
cana-3540	40	9	]	]	X
cana-3540	40	10	.	.	PUNCT
cana-3540	41	1	early	early	ADJ
cana-3540	41	2	forecasting	forecasting	NOUN
cana-3540	41	3	of	of	ADP
cana-3540	41	4	pest	pest	NOUN
cana-3540	41	5	outbreak	outbreak	NOUN
cana-3540	41	6	would	would	AUX
cana-3540	41	7	be	be	AUX
cana-3540	41	8	very	very	ADV
cana-3540	41	9	much	much	ADV
cana-3540	41	10	beneficial	beneficial	ADJ
cana-3540	41	11	in	in	ADP
cana-3540	41	12	avoiding	avoid	VERB
cana-3540	41	13	the	the	DET
cana-3540	41	14	loss	loss	NOUN
cana-3540	41	15	in	in	ADP
cana-3540	41	16	yield	yield	NOUN
cana-3540	41	17	and	and	CCONJ
cana-3540	41	18	for	for	ADP
cana-3540	41	19	optimum	optimum	ADJ
cana-3540	41	20	resource	resource	NOUN
cana-3540	41	21	utilization	utilization	NOUN
cana-3540	41	22	[	[	X
cana-3540	41	23	5	5	NUM
cana-3540	41	24	]	]	PUNCT
cana-3540	41	25	.	.	PUNCT
cana-3540	42	1	global	global	ADJ
cana-3540	42	2	warming	warming	NOUN
cana-3540	42	3	and	and	CCONJ
cana-3540	42	4	climate	climate	NOUN
cana-3540	42	5	change	change	NOUN
cana-3540	42	6	are	be	AUX
cana-3540	42	7	posing	pose	VERB
cana-3540	42	8	threat	threat	NOUN
cana-3540	42	9	to	to	ADP
cana-3540	42	10	the	the	DET
cana-3540	42	11	agric	agric	ADJ
cana-3540	42	12	sector	sector	NOUN
cana-3540	42	13	[	[	X
cana-3540	42	14	6][7].transboundary	6][7].transboundary	NUM
cana-3540	42	15	crop	crop	NOUN
cana-3540	42	16	diseases	disease	NOUN
cana-3540	42	17	affect	affect	VERB
cana-3540	42	18	the	the	DET
cana-3540	42	19	yield	yield	NOUN
cana-3540	42	20	of	of	ADP
cana-3540	42	21	the	the	DET
cana-3540	42	22	crop	crop	NOUN
cana-3540	42	23	in	in	ADP
cana-3540	42	24	numerous	numerous	ADJ
cana-3540	42	25	ways	way	NOUN
cana-3540	42	26	[	[	X
cana-3540	42	27	8	8	NUM
cana-3540	42	28	]	]	PUNCT
cana-3540	42	29	.	.	PUNCT
cana-3540	43	1	predicting	predict	VERB
cana-3540	43	2	beforehand	beforehand	ADV
cana-3540	43	3	will	will	AUX
cana-3540	43	4	provide	provide	VERB
cana-3540	43	5	leverage	leverage	NOUN
cana-3540	43	6	to	to	ADP
cana-3540	43	7	the	the	DET
cana-3540	43	8	farmers	farmer	NOUN
cana-3540	43	9	in	in	ADP
cana-3540	43	10	handling	handle	VERB
cana-3540	43	11	the	the	DET
cana-3540	43	12	pest	pest	NOUN
cana-3540	43	13	problem	problem	NOUN
cana-3540	43	14	in	in	ADP
cana-3540	43	15	more	more	ADV
cana-3540	43	16	effective	effective	ADJ
cana-3540	43	17	manner	manner	NOUN
cana-3540	43	18	.	.	PUNCT
cana-3540	44	1	this	this	DET
cana-3540	44	2	forecasting	forecasting	NOUN
cana-3540	44	3	not	not	PART
cana-3540	44	4	only	only	ADV
cana-3540	44	5	provides	provide	VERB
cana-3540	44	6	the	the	DET
cana-3540	44	7	pest	p	ADJ
cana-3540	44	8	outbreak	outbreak	NOUN
cana-3540	44	9	time	time	NOUN
cana-3540	44	10	but	but	CCONJ
cana-3540	44	11	also	also	ADV
cana-3540	44	12	it	it	PRON
cana-3540	44	13	helps	help	VERB
cana-3540	44	14	in	in	ADP
cana-3540	44	15	farmers	farmer	NOUN
cana-3540	44	16	selecting	select	VERB
cana-3540	44	17	more	more	ADV
cana-3540	44	18	pest	pest	ADJ
cana-3540	44	19	tolerant	tolerant	ADJ
cana-3540	44	20	variety	variety	NOUN
cana-3540	44	21	of	of	ADP
cana-3540	44	22	seeds	seed	NOUN
cana-3540	44	23	,	,	PUNCT
cana-3540	44	24	planning	plan	VERB
cana-3540	44	25	in	in	ADP
cana-3540	44	26	crop	crop	NOUN
cana-3540	44	27	rotation	rotation	NOUN
cana-3540	44	28	etc	etc	X
cana-3540	44	29	.	.	X
cana-3540	45	1	not	not	PART
cana-3540	45	2	only	only	ADV
cana-3540	45	3	does	do	AUX
cana-3540	45	4	this	this	PRON
cana-3540	45	5	will	will	AUX
cana-3540	45	6	help	help	VERB
cana-3540	45	7	the	the	DET
cana-3540	45	8	farmers	farmer	NOUN
cana-3540	45	9	but	but	CCONJ
cana-3540	45	10	also	also	ADV
cana-3540	45	11	it	it	PRON
cana-3540	45	12	will	will	AUX
cana-3540	45	13	help	help	VERB
cana-3540	45	14	the	the	DET
cana-3540	45	15	government	government	NOUN
cana-3540	45	16	agencies	agency	NOUN
cana-3540	45	17	and	and	CCONJ
cana-3540	45	18	private	private	ADJ
cana-3540	45	19	agencies	agency	NOUN
cana-3540	45	20	to	to	PART
cana-3540	45	21	develop	develop	VERB
cana-3540	45	22	pest	pest	VERB
cana-3540	45	23	tolerant	tolerant	ADJ
cana-3540	45	24	seeds	seed	NOUN
cana-3540	45	25	and	and	CCONJ
cana-3540	45	26	production	production	NOUN
cana-3540	45	27	of	of	ADP
cana-3540	45	28	such	such	ADJ
cana-3540	45	29	pesticides	pesticide	NOUN
cana-3540	45	30	which	which	PRON
cana-3540	45	31	are	be	AUX
cana-3540	45	32	less	less	ADV
cana-3540	45	33	dangerous	dangerous	ADJ
cana-3540	45	34	to	to	ADP
cana-3540	45	35	the	the	DET
cana-3540	45	36	ecosystem	ecosystem	NOUN
cana-3540	45	37	.	.	PUNCT
cana-3540	46	1	yield	yield	NOUN
cana-3540	46	2	of	of	ADP
cana-3540	46	3	cotton	cotton	NOUN
cana-3540	46	4	at	at	ADP
cana-3540	46	5	several	several	ADJ
cana-3540	46	6	places	place	NOUN
cana-3540	46	7	has	have	AUX
cana-3540	46	8	been	be	AUX
cana-3540	46	9	declined	decline	VERB
cana-3540	46	10	due	due	ADJ
cana-3540	46	11	to	to	ADP
cana-3540	46	12	unplanned	unplanned	ADJ
cana-3540	46	13	pest	pest	NOUN
cana-3540	46	14	management	management	NOUN
cana-3540	46	15	system[9][10].pest	system[9][10].pest	NOUN
cana-3540	46	16	attack	attack	NOUN
cana-3540	46	17	not	not	PART
cana-3540	46	18	only	only	ADV
cana-3540	46	19	affects	affect	VERB
cana-3540	46	20	the	the	DET
cana-3540	46	21	crop	crop	NOUN
cana-3540	46	22	yield	yield	NOUN
cana-3540	46	23	but	but	CCONJ
cana-3540	46	24	also	also	ADV
cana-3540	46	25	it	it	PRON
cana-3540	46	26	affects	affect	VERB
cana-3540	46	27	the	the	DET
cana-3540	46	28	country	country	NOUN
cana-3540	46	29	’s	’s	PART
cana-3540	46	30	economy[11][12].due	economy[11][12].due	PROPN
cana-3540	46	31	to	to	ADP
cana-3540	46	32	sudden	sudden	ADJ
cana-3540	46	33	change	change	NOUN
cana-3540	46	34	in	in	ADP
cana-3540	46	35	the	the	DET
cana-3540	46	36	climatic	climatic	ADJ
cana-3540	46	37	factors	factor	NOUN
cana-3540	46	38	it	it	PRON
cana-3540	46	39	provides	provide	VERB
cana-3540	46	40	an	an	DET
cana-3540	46	41	environment	environment	NOUN
cana-3540	46	42	where	where	SCONJ
cana-3540	46	43	in	in	ADP
cana-3540	46	44	pest	pest	NOUN
cana-3540	46	45	can	can	AUX
cana-3540	46	46	breed	breed	VERB
cana-3540	46	47	and	and	CCONJ
cana-3540	46	48	dwell[6	dwell[6	NOUN
cana-3540	46	49	]	]	X
cana-3540	46	50	.therefore	.therefore	ADP
cana-3540	46	51	an	an	DET
cana-3540	46	52	early	early	ADJ
cana-3540	46	53	warning	warning	NOUN
cana-3540	46	54	mechanism	mechanism	NOUN
cana-3540	46	55	would	would	AUX
cana-3540	46	56	be	be	AUX
cana-3540	46	57	more	more	ADJ
cana-3540	46	58	beneficial.dm	beneficial.dm	NOUN
cana-3540	46	59	and	and	CCONJ
cana-3540	46	60	ml	ml	ADV
cana-3540	46	61	can	can	AUX
cana-3540	46	62	help	help	VERB
cana-3540	46	63	in	in	ADP
cana-3540	46	64	providing	provide	VERB
cana-3540	46	65	early	early	ADJ
cana-3540	46	66	warning	warning	NOUN
cana-3540	46	67	mechanism	mechanism	NOUN
cana-3540	46	68	.in	.in	PUNCT
cana-3540	46	69	the	the	DET
cana-3540	46	70	absence	absence	NOUN
cana-3540	46	71	of	of	ADP
cana-3540	46	72	the	the	DET
cana-3540	46	73	proper	proper	ADJ
cana-3540	46	74	pest	pest	NOUN
cana-3540	46	75	management	management	NOUN
cana-3540	46	76	the	the	DET
cana-3540	46	77	farmers	farmer	NOUN
cana-3540	46	78	face	face	VERB
cana-3540	46	79	huge	huge	ADJ
cana-3540	46	80	crop	crop	NOUN
cana-3540	46	81	loss[13	loss[13	NOUN
cana-3540	46	82	]	]	PUNCT
cana-3540	46	83	.	.	PUNCT
cana-3540	47	1	to	to	PART
cana-3540	47	2	effectively	effectively	ADV
cana-3540	47	3	provide	provide	VERB
cana-3540	47	4	the	the	DET
cana-3540	47	5	early	early	ADJ
cana-3540	47	6	warning	warning	NOUN
cana-3540	47	7	mechanism	mechanism	NOUN
cana-3540	47	8	on	on	ADP
cana-3540	47	9	pest	pest	VERB
cana-3540	47	10	outbreak	outbreak	ADP
cana-3540	47	11	a	a	DET
cana-3540	47	12	model	model	NOUN
cana-3540	47	13	is	be	AUX
cana-3540	47	14	proposed	propose	VERB
cana-3540	47	15	which	which	PRON
cana-3540	47	16	makes	make	VERB
cana-3540	47	17	use	use	NOUN
cana-3540	47	18	of	of	ADP
cana-3540	47	19	the	the	DET
cana-3540	47	20	huge	huge	ADJ
cana-3540	47	21	dataset	dataset	NOUN
cana-3540	47	22	on	on	ADP
cana-3540	47	23	the	the	DET
cana-3540	47	24	pest	pest	NOUN
cana-3540	47	25	trap	trap	NOUN
cana-3540	47	26	values	value	NOUN
cana-3540	47	27	.	.	PUNCT
cana-3540	48	1	communications	communication	NOUN
cana-3540	48	2	on	on	ADP
cana-3540	48	3	applied	apply	VERB
cana-3540	48	4	nonlinear	nonlinear	ADJ
cana-3540	48	5	analysis	analysis	NOUN
cana-3540	48	6	issn	issn	NOUN
cana-3540	48	7	:	:	PUNCT
cana-3540	48	8	1074	1074	NUM
cana-3540	48	9	-	-	PUNCT
cana-3540	48	10	133x	133x	NUM
cana-3540	48	11	vol	vol	NOUN
cana-3540	48	12	32	32	NUM
cana-3540	48	13	no	no	NOUN
cana-3540	48	14	.	.	PUNCT
cana-3540	49	1	8s	8s	PROPN
cana-3540	49	2	(	(	PUNCT
cana-3540	49	3	2025	2025	NUM
cana-3540	49	4	)	)	PUNCT
cana-3540	49	5	50	50	NUM
cana-3540	49	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3540	49	7	2	2	NUM
cana-3540	49	8	.	.	NUM
cana-3540	49	9	related	relate	VERB
cana-3540	49	10	work	work	NOUN
cana-3540	49	11	d.markovic	d.markovic	PROPN
cana-3540	49	12	et	et	PROPN
cana-3540	49	13	al	al	PROPN
cana-3540	49	14	.	.	PUNCT
cana-3540	50	1	[	[	X
cana-3540	50	2	14	14	NUM
cana-3540	50	3	]	]	PUNCT
cana-3540	50	4	presented	present	VERB
cana-3540	50	5	prediction	prediction	NOUN
cana-3540	50	6	of	of	ADP
cana-3540	50	7	pest	pest	NOUN
cana-3540	50	8	by	by	ADP
cana-3540	50	9	considering	consider	VERB
cana-3540	50	10	temperature	temperature	NOUN
cana-3540	50	11	and	and	CCONJ
cana-3540	50	12	humidity	humidity	NOUN
cana-3540	50	13	.	.	PUNCT
cana-3540	51	1	they	they	PRON
cana-3540	51	2	obtained	obtain	VERB
cana-3540	51	3	an	an	DET
cana-3540	51	4	accuracy	accuracy	NOUN
cana-3540	51	5	of	of	ADP
cana-3540	51	6	76.5	76.5	NUM
cana-3540	51	7	%	%	NOUN
cana-3540	51	8	.	.	PUNCT
cana-3540	52	1	muhammad	muhammad	PROPN
cana-3540	52	2	salman	salman	PROPN
cana-3540	52	3	et	et	PROPN
cana-3540	52	4	al	al	PROPN
cana-3540	52	5	.	.	PUNCT
cana-3540	53	1	[	[	X
cana-3540	53	2	15	15	NUM
cana-3540	53	3	]	]	PUNCT
cana-3540	53	4	considered	consider	VERB
cana-3540	53	5	climatic	climatic	ADJ
cana-3540	53	6	factors	factor	NOUN
cana-3540	53	7	like	like	ADP
cana-3540	53	8	temperature	temperature	NOUN
cana-3540	53	9	,	,	PUNCT
cana-3540	53	10	relative	relative	ADJ
cana-3540	53	11	humidity	humidity	NOUN
cana-3540	53	12	and	and	CCONJ
cana-3540	53	13	rainfall	rainfall	NOUN
cana-3540	53	14	.	.	PUNCT
cana-3540	54	1	their	their	PRON
cana-3540	54	2	study	study	NOUN
cana-3540	54	3	used	use	VERB
cana-3540	54	4	parameters	parameter	NOUN
cana-3540	54	5	like	like	ADP
cana-3540	54	6	temperature	temperature	NOUN
cana-3540	54	7	,	,	PUNCT
cana-3540	54	8	relative	relative	ADJ
cana-3540	54	9	humidity	humidity	NOUN
cana-3540	54	10	,	,	PUNCT
cana-3540	54	11	and	and	CCONJ
cana-3540	54	12	rain	rain	NOUN
cana-3540	54	13	sensors	sensor	NOUN
cana-3540	54	14	along	along	ADP
cana-3540	54	15	with	with	ADP
cana-3540	54	16	ann	ann	PROPN
cana-3540	54	17	to	to	PART
cana-3540	54	18	predict	predict	VERB
cana-3540	54	19	pest	pest	NOUN
cana-3540	54	20	attack	attack	NOUN
cana-3540	54	21	.	.	PUNCT
cana-3540	55	1	they	they	PRON
cana-3540	55	2	obtained	obtain	VERB
cana-3540	55	3	a	a	DET
cana-3540	55	4	result	result	NOUN
cana-3540	55	5	of	of	ADP
cana-3540	55	6	85.6	85.6	NUM
cana-3540	55	7	%	%	NOUN
cana-3540	55	8	accuracy	accuracy	NOUN
cana-3540	55	9	.	.	PUNCT
cana-3540	56	1	earlier	early	ADJ
cana-3540	56	2	study	study	NOUN
cana-3540	56	3	focused	focus	VERB
cana-3540	56	4	on	on	ADP
cana-3540	56	5	presence	presence	NOUN
cana-3540	56	6	of	of	ADP
cana-3540	56	7	pest	pest	NOUN
cana-3540	56	8	on	on	ADP
cana-3540	56	9	crop	crop	NOUN
cana-3540	56	10	using	use	VERB
cana-3540	56	11	image	image	NOUN
cana-3540	56	12	processing	processing	NOUN
cana-3540	56	13	.	.	PUNCT
cana-3540	57	1	few	few	ADJ
cana-3540	57	2	researchers	researcher	NOUN
cana-3540	57	3	also	also	ADV
cana-3540	57	4	predicted	predict	VERB
cana-3540	57	5	the	the	DET
cana-3540	57	6	pest	pest	NOUN
cana-3540	57	7	attack	attack	NOUN
cana-3540	57	8	using	use	VERB
cana-3540	57	9	image	image	NOUN
cana-3540	57	10	processing	processing	NOUN
cana-3540	57	11	.	.	PUNCT
cana-3540	58	1	ornela	ornela	PROPN
cana-3540	58	2	et	et	PROPN
cana-3540	58	3	al	al	PROPN
cana-3540	58	4	.	.	PROPN
cana-3540	59	1	utilized	utilize	VERB
cana-3540	59	2	explainable	explainable	ADJ
cana-3540	59	3	boosting	boost	VERB
cana-3540	59	4	machine	machine	NOUN
cana-3540	59	5	,	,	PUNCT
cana-3540	59	6	which	which	PRON
cana-3540	59	7	uses	use	VERB
cana-3540	59	8	earth	earth	NOUN
cana-3540	59	9	observation	observation	NOUN
cana-3540	59	10	vegetation	vegetation	NOUN
cana-3540	59	11	indices	index	NOUN
cana-3540	59	12	,	,	PUNCT
cana-3540	59	13	numerical	numerical	ADJ
cana-3540	59	14	weather	weather	NOUN
cana-3540	59	15	predictions	prediction	NOUN
cana-3540	59	16	and	and	CCONJ
cana-3540	59	17	insect	insect	NOUN
cana-3540	59	18	trap	trap	NOUN
cana-3540	59	19	catches	catch	NOUN
cana-3540	59	20	to	to	PART
cana-3540	59	21	predict	predict	VERB
cana-3540	59	22	the	the	DET
cana-3540	59	23	pest	pest	NOUN
cana-3540	59	24	attack	attack	NOUN
cana-3540	59	25	and	and	CCONJ
cana-3540	59	26	its	its	PRON
cana-3540	59	27	severity	severity	NOUN
cana-3540	59	28	.	.	PUNCT
cana-3540	60	1	they	they	PRON
cana-3540	60	2	implemented	implement	VERB
cana-3540	60	3	their	their	PRON
cana-3540	60	4	model	model	NOUN
cana-3540	60	5	to	to	PART
cana-3540	60	6	predict	predict	VERB
cana-3540	60	7	bollworm	bollworm	NOUN
cana-3540	60	8	pest	pest	NOUN
cana-3540	60	9	attack	attack	NOUN
cana-3540	60	10	on	on	ADP
cana-3540	60	11	cotton	cotton	NOUN
cana-3540	60	12	crop	crop	NOUN
cana-3540	60	13	in	in	ADP
cana-3540	60	14	greece[16	greece[16	PROPN
cana-3540	60	15	]	]	PUNCT
cana-3540	60	16	.	.	PUNCT
cana-3540	61	1	[	[	X
cana-3540	61	2	17	17	NUM
cana-3540	61	3	]	]	X
cana-3540	61	4	matheus	matheus	PROPN
cana-3540	61	5	et.al	et.al	PROPN
cana-3540	61	6	.	.	PUNCT
cana-3540	61	7	reviewed	review	VERB
cana-3540	61	8	the	the	DET
cana-3540	61	9	techniques	technique	NOUN
cana-3540	61	10	and	and	CCONJ
cana-3540	61	11	scientific	scientific	ADJ
cana-3540	61	12	approach	approach	NOUN
cana-3540	61	13	used	use	VERB
cana-3540	61	14	by	by	ADP
cana-3540	61	15	sensors	sensor	NOUN
cana-3540	61	16	for	for	ADP
cana-3540	61	17	mechanical	mechanical	ADJ
cana-3540	61	18	detection	detection	NOUN
cana-3540	61	19	and	and	CCONJ
cana-3540	61	20	monitoring	monitoring	NOUN
cana-3540	61	21	of	of	ADP
cana-3540	61	22	pests	pest	NOUN
cana-3540	61	23	.	.	PUNCT
cana-3540	62	1	their	their	PRON
cana-3540	62	2	focus	focus	NOUN
cana-3540	62	3	is	be	AUX
cana-3540	62	4	on	on	ADP
cana-3540	62	5	the	the	DET
cana-3540	62	6	methods	method	NOUN
cana-3540	62	7	for	for	ADP
cana-3540	62	8	identification	identification	NOUN
cana-3540	62	9	of	of	ADP
cana-3540	62	10	pests	pest	NOUN
cana-3540	62	11	using	use	VERB
cana-3540	62	12	infrared	infrared	ADJ
cana-3540	62	13	sensors	sensor	NOUN
cana-3540	62	14	,	,	PUNCT
cana-3540	62	15	audio	audio	ADJ
cana-3540	62	16	sensors	sensor	NOUN
cana-3540	62	17	and	and	CCONJ
cana-3540	62	18	image	image	NOUN
cana-3540	62	19	-	-	PUNCT
cana-3540	62	20	based	base	VERB
cana-3540	62	21	classification	classification	NOUN
cana-3540	62	22	.	.	PUNCT
cana-3540	63	1	tamoghna	tamoghna	PROPN
cana-3540	63	2	ojha	ojha	PROPN
cana-3540	63	3	et	et	PROPN
cana-3540	63	4	al	al	PROPN
cana-3540	63	5	.	.	PUNCT
cana-3540	64	1	[	[	X
cana-3540	64	2	18	18	NUM
cana-3540	64	3	]	]	PUNCT
cana-3540	64	4	focused	focus	VERB
cana-3540	64	5	on	on	ADP
cana-3540	64	6	the	the	DET
cana-3540	64	7	importance	importance	NOUN
cana-3540	64	8	of	of	ADP
cana-3540	64	9	iot	iot	NOUN
cana-3540	64	10	in	in	ADP
cana-3540	64	11	agriculture	agriculture	NOUN
cana-3540	64	12	practices	practice	NOUN
cana-3540	64	13	.	.	PUNCT
cana-3540	65	1	they	they	PRON
cana-3540	65	2	presented	present	VERB
cana-3540	65	3	a	a	DET
cana-3540	65	4	framework	framework	NOUN
cana-3540	65	5	to	to	PART
cana-3540	65	6	address	address	VERB
cana-3540	65	7	challenges	challenge	NOUN
cana-3540	65	8	that	that	PRON
cana-3540	65	9	are	be	AUX
cana-3540	65	10	faced	face	VERB
cana-3540	65	11	in	in	ADP
cana-3540	65	12	agriculture	agriculture	NOUN
cana-3540	65	13	.	.	PUNCT
cana-3540	66	1	they	they	PRON
cana-3540	66	2	also	also	ADV
cana-3540	66	3	focused	focus	VERB
cana-3540	66	4	on	on	ADP
cana-3540	66	5	energy	energy	NOUN
cana-3540	66	6	optimization	optimization	NOUN
cana-3540	66	7	while	while	SCONJ
cana-3540	66	8	using	use	VERB
cana-3540	66	9	the	the	DET
cana-3540	66	10	framework	framework	NOUN
cana-3540	66	11	.	.	PUNCT
cana-3540	67	1	changqing	changqe	VERB
cana-3540	67	2	et	et	PROPN
cana-3540	67	3	al	al	PROPN
cana-3540	67	4	.	.	PUNCT
cana-3540	68	1	[	[	X
cana-3540	68	2	19	19	NUM
cana-3540	68	3	]	]	PUNCT
cana-3540	68	4	proposed	propose	VERB
cana-3540	68	5	a	a	DET
cana-3540	68	6	greenhouse	greenhouse	NOUN
cana-3540	68	7	environment	environment	NOUN
cana-3540	68	8	monitoring	monitor	VERB
cana-3540	68	9	solution	solution	NOUN
cana-3540	68	10	for	for	ADP
cana-3540	68	11	continuous	continuous	ADJ
cana-3540	68	12	provisions	provision	NOUN
cana-3540	68	13	of	of	ADP
cana-3540	68	14	environment	environment	NOUN
cana-3540	68	15	conditions	condition	NOUN
cana-3540	68	16	desired	desire	VERB
cana-3540	68	17	for	for	ADP
cana-3540	68	18	the	the	DET
cana-3540	68	19	crop	crop	NOUN
cana-3540	68	20	.	.	PUNCT
cana-3540	69	1	the	the	DET
cana-3540	69	2	authors	author	NOUN
cana-3540	69	3	have	have	AUX
cana-3540	69	4	used	use	VERB
cana-3540	69	5	layered	layered	ADJ
cana-3540	69	6	technologies	technology	NOUN
cana-3540	69	7	to	to	PART
cana-3540	69	8	monitor	monitor	VERB
cana-3540	69	9	the	the	DET
cana-3540	69	10	environmental	environmental	ADJ
cana-3540	69	11	parameters	parameter	NOUN
cana-3540	69	12	.	.	PUNCT
cana-3540	70	1	demin	demin	NOUN
cana-3540	70	2	gao	gao	PROPN
cana-3540	70	3	et.al	et.al	PROPN
cana-3540	70	4	.	.	PUNCT
cana-3540	71	1	[	[	X
cana-3540	71	2	20	20	NUM
cana-3540	71	3	]	]	PUNCT
cana-3540	71	4	presented	present	VERB
cana-3540	71	5	that	that	SCONJ
cana-3540	71	6	through	through	ADP
cana-3540	71	7	iot	iot	NOUN
cana-3540	71	8	and	and	CCONJ
cana-3540	71	9	drones	drone	NOUN
cana-3540	71	10	agriculture	agriculture	NOUN
cana-3540	71	11	fields	field	NOUN
cana-3540	71	12	can	can	AUX
cana-3540	71	13	be	be	AUX
cana-3540	71	14	properly	properly	ADV
cana-3540	71	15	monitored	monitor	VERB
cana-3540	71	16	for	for	ADP
cana-3540	71	17	identifying	identify	VERB
cana-3540	71	18	pest	pest	NOUN
cana-3540	71	19	attack	attack	NOUN
cana-3540	71	20	on	on	ADP
cana-3540	71	21	the	the	DET
cana-3540	71	22	crop	crop	NOUN
cana-3540	71	23	.	.	PUNCT
cana-3540	72	1	huge	huge	ADJ
cana-3540	72	2	data	datum	NOUN
cana-3540	72	3	is	be	AUX
cana-3540	72	4	collected	collect	VERB
cana-3540	72	5	through	through	ADP
cana-3540	72	6	iot	iot	ADJ
cana-3540	72	7	sensors	sensor	NOUN
cana-3540	72	8	and	and	CCONJ
cana-3540	72	9	drones	drone	NOUN
cana-3540	72	10	.	.	PUNCT
cana-3540	73	1	data	datum	NOUN
cana-3540	73	2	models	model	NOUN
cana-3540	73	3	for	for	ADP
cana-3540	73	4	pest	pest	NOUN
cana-3540	73	5	prediction	prediction	NOUN
cana-3540	73	6	were	be	AUX
cana-3540	73	7	developed	develop	VERB
cana-3540	73	8	.	.	PUNCT
cana-3540	74	1	they	they	PRON
cana-3540	74	2	implemented	implement	VERB
cana-3540	74	3	this	this	DET
cana-3540	74	4	framework	framework	NOUN
cana-3540	74	5	in	in	ADP
cana-3540	74	6	the	the	DET
cana-3540	74	7	yangtze	yangtze	PROPN
cana-3540	74	8	river	river	PROPN
cana-3540	74	9	zone	zone	NOUN
cana-3540	74	10	of	of	ADP
cana-3540	74	11	china	china	PROPN
cana-3540	74	12	.	.	PUNCT
cana-3540	75	1	and	and	CCONJ
cana-3540	75	2	they	they	PRON
cana-3540	75	3	concluded	conclude	VERB
cana-3540	75	4	that	that	SCONJ
cana-3540	75	5	wheat	wheat	NOUN
cana-3540	75	6	is	be	AUX
cana-3540	75	7	vulnerable	vulnerable	ADJ
cana-3540	75	8	to	to	ADP
cana-3540	75	9	disease	disease	NOUN
cana-3540	75	10	when	when	SCONJ
cana-3540	75	11	the	the	DET
cana-3540	75	12	temperature	temperature	NOUN
cana-3540	75	13	is	be	AUX
cana-3540	75	14	between	between	ADP
cana-3540	75	15	14	14	NUM
cana-3540	75	16	to	to	PART
cana-3540	75	17	16	16	NUM
cana-3540	75	18	degree	degree	NOUN
cana-3540	75	19	centigrade	centigrade	ADJ
cana-3540	75	20	and	and	CCONJ
cana-3540	75	21	high	high	ADJ
cana-3540	75	22	precipitation	precipitation	NOUN
cana-3540	75	23	decreases	decrease	VERB
cana-3540	75	24	the	the	DET
cana-3540	75	25	spread	spread	NOUN
cana-3540	75	26	of	of	ADP
cana-3540	75	27	wheat	wheat	NOUN
cana-3540	75	28	powdery	powdery	NOUN
cana-3540	75	29	mildew	mildew	NOUN
cana-3540	75	30	.	.	PUNCT
cana-3540	76	1	[	[	X
cana-3540	76	2	21	21	NUM
cana-3540	76	3	]	]	SYM
cana-3540	76	4	min	min	NOUN
cana-3540	76	5	dai	dai	PROPN
cana-3540	76	6	et.al	et.al	PROPN
cana-3540	76	7	.	.	PROPN
cana-3540	76	8	presented	present	VERB
cana-3540	76	9	yolov5	yolov5	NOUN
cana-3540	76	10	based	base	VERB
cana-3540	76	11	on	on	ADP
cana-3540	76	12	cnn	cnn	PROPN
cana-3540	76	13	for	for	ADP
cana-3540	76	14	recognizing	recognize	VERB
cana-3540	76	15	pest	pest	NOUN
cana-3540	76	16	on	on	ADP
cana-3540	76	17	plants	plant	NOUN
cana-3540	76	18	.	.	PUNCT
cana-3540	77	1	they	they	PRON
cana-3540	77	2	implemented	implement	VERB
cana-3540	77	3	the	the	DET
cana-3540	77	4	algorithm	algorithm	NOUN
cana-3540	77	5	on	on	ADP
cana-3540	77	6	the	the	DET
cana-3540	77	7	pest	pest	NOUN
cana-3540	77	8	images	image	NOUN
cana-3540	77	9	and	and	CCONJ
cana-3540	77	10	obtained	obtain	VERB
cana-3540	77	11	the	the	DET
cana-3540	77	12	result	result	NOUN
cana-3540	77	13	of	of	ADP
cana-3540	77	14	95.7	95.7	NUM
cana-3540	77	15	%	%	NOUN
cana-3540	77	16	accuracy	accuracy	NOUN
cana-3540	77	17	.	.	PUNCT
cana-3540	78	1	[	[	X
cana-3540	78	2	22	22	NUM
cana-3540	78	3	]	]	PUNCT
cana-3540	78	4	mohamed	mohamed	PROPN
cana-3540	78	5	esmail	esmail	PROPN
cana-3540	78	6	karar	karar	PROPN
cana-3540	78	7	et.al	et.al	PROPN
cana-3540	78	8	.	.	PROPN
cana-3540	78	9	presented	present	VERB
cana-3540	78	10	a	a	DET
cana-3540	78	11	mobile	mobile	ADJ
cana-3540	78	12	application	application	NOUN
cana-3540	78	13	to	to	PART
cana-3540	78	14	robotically	robotically	ADV
cana-3540	78	15	classify	classify	VERB
cana-3540	78	16	pests	pest	NOUN
cana-3540	78	17	using	use	VERB
cana-3540	78	18	deep	deep	ADJ
cana-3540	78	19	-	-	PUNCT
cana-3540	78	20	learning	learning	NOUN
cana-3540	78	21	.	.	PUNCT
cana-3540	79	1	they	they	PRON
cana-3540	79	2	used	use	VERB
cana-3540	79	3	faster	fast	ADJ
cana-3540	79	4	region	region	NOUN
cana-3540	79	5	-	-	PUNCT
cana-3540	79	6	based	base	VERB
cana-3540	79	7	convolutional	convolutional	ADJ
cana-3540	79	8	neural	neural	ADJ
cana-3540	79	9	network	network	NOUN
cana-3540	79	10	for	for	ADP
cana-3540	79	11	recognizing	recognize	VERB
cana-3540	79	12	pests	pest	NOUN
cana-3540	79	13	based	base	VERB
cana-3540	79	14	on	on	ADP
cana-3540	79	15	cloud	cloud	NOUN
cana-3540	79	16	computing	computing	NOUN
cana-3540	79	17	.	.	PUNCT
cana-3540	80	1	this	this	DET
cana-3540	80	2	study	study	NOUN
cana-3540	80	3	has	have	AUX
cana-3540	80	4	been	be	AUX
cana-3540	80	5	successfully	successfully	ADV
cana-3540	80	6	validated	validate	VERB
cana-3540	80	7	on	on	ADP
cana-3540	80	8	five	five	NUM
cana-3540	80	9	types	type	NOUN
cana-3540	80	10	of	of	ADP
cana-3540	80	11	pests	pest	NOUN
cana-3540	80	12	;	;	PUNCT
cana-3540	80	13	namely	namely	ADV
cana-3540	80	14	aphids	aphid	NOUN
cana-3540	80	15	,	,	PUNCT
cana-3540	80	16	cicadellidae	cicadellidae	ADJ
cana-3540	80	17	,	,	PUNCT
cana-3540	80	18	flax	flax	NOUN
cana-3540	80	19	budworm	budworm	NOUN
cana-3540	80	20	,	,	PUNCT
cana-3540	80	21	flea	flea	NOUN
cana-3540	80	22	beetles	beetle	NOUN
cana-3540	80	23	,	,	PUNCT
cana-3540	80	24	and	and	CCONJ
cana-3540	80	25	red	red	ADJ
cana-3540	80	26	spider	spider	NOUN
cana-3540	80	27	.	.	PUNCT
cana-3540	81	1	the	the	DET
cana-3540	81	2	presented	present	VERB
cana-3540	81	3	algorithm	algorithm	NOUN
cana-3540	81	4	rcnn	rcnn	PROPN
cana-3540	81	5	had	have	VERB
cana-3540	81	6	highest	high	ADJ
cana-3540	81	7	accuracy	accuracy	NOUN
cana-3540	81	8	with	with	ADP
cana-3540	81	9	results	result	NOUN
cana-3540	81	10	of	of	ADP
cana-3540	81	11	99.0	99.0	NUM
cana-3540	81	12	%	%	NOUN
cana-3540	81	13	.	.	PUNCT
cana-3540	82	1	presently	presently	ADV
cana-3540	82	2	iot	iot	PROPN
cana-3540	82	3	is	be	AUX
cana-3540	82	4	used	use	VERB
cana-3540	82	5	in	in	ADP
cana-3540	82	6	every	every	DET
cana-3540	82	7	sector	sector	NOUN
cana-3540	82	8	,	,	PUNCT
cana-3540	82	9	even	even	ADV
cana-3540	82	10	for	for	ADP
cana-3540	82	11	pest	pest	NOUN
cana-3540	82	12	identification	identification	NOUN
cana-3540	82	13	,	,	PUNCT
cana-3540	82	14	prediction	prediction	NOUN
cana-3540	82	15	and	and	CCONJ
cana-3540	82	16	for	for	ADP
cana-3540	82	17	controlling	control	VERB
cana-3540	82	18	the	the	DET
cana-3540	82	19	spread	spread	NOUN
cana-3540	82	20	of	of	ADP
cana-3540	82	21	pest	pest	NOUN
cana-3540	82	22	iot	iot	NOUN
cana-3540	82	23	can	can	AUX
cana-3540	82	24	be	be	AUX
cana-3540	82	25	utilized	utilize	VERB
cana-3540	82	26	.	.	PUNCT
cana-3540	83	1	iot	iot	PROPN
cana-3540	83	2	can	can	AUX
cana-3540	83	3	also	also	ADV
cana-3540	83	4	be	be	AUX
cana-3540	83	5	used	use	VERB
cana-3540	83	6	for	for	ADP
cana-3540	83	7	continuously	continuously	ADV
cana-3540	83	8	sensing	sense	VERB
cana-3540	83	9	the	the	DET
cana-3540	83	10	various	various	ADJ
cana-3540	83	11	factors	factor	NOUN
cana-3540	83	12	like	like	ADP
cana-3540	83	13	temperature	temperature	NOUN
cana-3540	83	14	,	,	PUNCT
cana-3540	83	15	humidity	humidity	NOUN
cana-3540	83	16	,	,	PUNCT
cana-3540	83	17	moisture	moisture	NOUN
cana-3540	83	18	in	in	ADP
cana-3540	83	19	soil	soil	NOUN
cana-3540	83	20	.	.	PUNCT
cana-3540	84	1	these	these	DET
cana-3540	84	2	factors	factor	NOUN
cana-3540	84	3	affect	affect	VERB
cana-3540	84	4	the	the	DET
cana-3540	84	5	growth	growth	NOUN
cana-3540	84	6	of	of	ADP
cana-3540	84	7	pest	pest	NOUN
cana-3540	84	8	.	.	PUNCT
cana-3540	85	1	pest	pest	VERB
cana-3540	85	2	or	or	CCONJ
cana-3540	85	3	insect	insect	VERB
cana-3540	85	4	attack	attack	NOUN
cana-3540	85	5	on	on	ADP
cana-3540	85	6	crops	crop	NOUN
cana-3540	85	7	is	be	AUX
cana-3540	85	8	a	a	DET
cana-3540	85	9	very	very	ADV
cana-3540	85	10	severe	severe	ADJ
cana-3540	85	11	problem	problem	NOUN
cana-3540	85	12	which	which	PRON
cana-3540	85	13	every	every	DET
cana-3540	85	14	farmer	farmer	NOUN
cana-3540	85	15	across	across	ADP
cana-3540	85	16	india	india	PROPN
cana-3540	85	17	faces	face	VERB
cana-3540	85	18	.	.	PUNCT
cana-3540	86	1	several	several	ADJ
cana-3540	86	2	pest	pest	NOUN
cana-3540	86	3	attack	attack	NOUN
cana-3540	86	4	identification	identification	NOUN
cana-3540	86	5	using	use	VERB
cana-3540	86	6	image	image	NOUN
cana-3540	86	7	based	base	VERB
cana-3540	86	8	processing	processing	NOUN
cana-3540	86	9	are	be	AUX
cana-3540	86	10	used	use	VERB
cana-3540	86	11	but	but	CCONJ
cana-3540	86	12	they	they	PRON
cana-3540	86	13	are	be	AUX
cana-3540	86	14	effective	effective	ADJ
cana-3540	86	15	only	only	ADV
cana-3540	86	16	https://itiis.org/journals/tiis/digital-library/category-search?author=muhammad%20salman%20latif	https://itiis.org/journals/tiis/digital-library/category-search?author=muhammad%20salman%20latif	ADP
cana-3540	86	17	communications	communication	NOUN
cana-3540	86	18	on	on	ADP
cana-3540	86	19	applied	apply	VERB
cana-3540	86	20	nonlinear	nonlinear	ADJ
cana-3540	86	21	analysis	analysis	NOUN
cana-3540	86	22	issn	issn	NOUN
cana-3540	86	23	:	:	PUNCT
cana-3540	86	24	1074	1074	NUM
cana-3540	86	25	-	-	PUNCT
cana-3540	86	26	133x	133x	NUM
cana-3540	86	27	vol	vol	NOUN
cana-3540	86	28	32	32	NUM
cana-3540	86	29	no	no	NOUN
cana-3540	86	30	.	.	PUNCT
cana-3540	87	1	8s	8s	PROPN
cana-3540	87	2	(	(	PUNCT
cana-3540	87	3	2025	2025	NUM
cana-3540	87	4	)	)	PUNCT
cana-3540	87	5	51	51	NUM
cana-3540	87	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3540	87	7	after	after	SCONJ
cana-3540	87	8	the	the	DET
cana-3540	87	9	pest	pest	NOUN
cana-3540	87	10	has	have	AUX
cana-3540	87	11	already	already	ADV
cana-3540	87	12	created	create	VERB
cana-3540	87	13	loss	loss	NOUN
cana-3540	87	14	on	on	ADP
cana-3540	87	15	crop	crop	NOUN
cana-3540	87	16	.	.	PUNCT
cana-3540	88	1	moreover	moreover	ADV
cana-3540	88	2	there	there	PRON
cana-3540	88	3	is	be	VERB
cana-3540	88	4	a	a	DET
cana-3540	88	5	strong	strong	ADJ
cana-3540	88	6	correlation	correlation	NOUN
cana-3540	88	7	between	between	ADP
cana-3540	88	8	the	the	DET
cana-3540	88	9	environment	environment	NOUN
cana-3540	88	10	factors	factor	NOUN
cana-3540	88	11	and	and	CCONJ
cana-3540	88	12	the	the	DET
cana-3540	88	13	sudden	sudden	ADJ
cana-3540	88	14	outbreak	outbreak	NOUN
cana-3540	88	15	of	of	ADP
cana-3540	88	16	pest	pest	NOUN
cana-3540	88	17	.	.	PUNCT
cana-3540	89	1	some	some	DET
cana-3540	89	2	studies	study	NOUN
cana-3540	89	3	have	have	AUX
cana-3540	89	4	been	be	AUX
cana-3540	89	5	carried	carry	VERB
cana-3540	89	6	out	out	ADP
cana-3540	89	7	based	base	VERB
cana-3540	89	8	on	on	ADP
cana-3540	89	9	the	the	DET
cana-3540	89	10	climatic	climatic	ADJ
cana-3540	89	11	factors	factor	NOUN
cana-3540	89	12	as	as	ADV
cana-3540	89	13	well	well	ADV
cana-3540	89	14	.	.	PUNCT
cana-3540	90	1	but	but	CCONJ
cana-3540	90	2	this	this	PRON
cana-3540	90	3	is	be	AUX
cana-3540	90	4	also	also	ADV
cana-3540	90	5	not	not	PART
cana-3540	90	6	sufficient	sufficient	ADJ
cana-3540	90	7	.therefore	.therefore	PUNCT
cana-3540	90	8	there	there	PRON
cana-3540	90	9	is	be	VERB
cana-3540	90	10	a	a	DET
cana-3540	90	11	need	need	NOUN
cana-3540	90	12	for	for	ADP
cana-3540	90	13	the	the	DET
cana-3540	90	14	pest	p	ADJ
cana-3540	90	15	outbreak	outbreak	NOUN
cana-3540	90	16	prediction	prediction	NOUN
cana-3540	90	17	beforehand	beforehand	ADV
cana-3540	90	18	so	so	SCONJ
cana-3540	90	19	that	that	SCONJ
cana-3540	90	20	crop	crop	NOUN
cana-3540	90	21	loss	loss	NOUN
cana-3540	90	22	can	can	AUX
cana-3540	90	23	be	be	AUX
cana-3540	90	24	reduced	reduce	VERB
cana-3540	90	25	by	by	ADP
cana-3540	90	26	using	use	VERB
cana-3540	90	27	time	time	NOUN
cana-3540	90	28	series	series	PROPN
cana-3540	90	29	data	data	PROPN
cana-3540	90	30	.	.	PUNCT
cana-3540	91	1	3	3	X
cana-3540	91	2	.	.	X
cana-3540	91	3	methodology	methodology	NOUN
cana-3540	91	4	the	the	DET
cana-3540	91	5	structural	structural	ADJ
cana-3540	91	6	design	design	NOUN
cana-3540	91	7	of	of	ADP
cana-3540	91	8	the	the	DET
cana-3540	91	9	projected	project	VERB
cana-3540	91	10	solution	solution	NOUN
cana-3540	91	11	i.e.	i.e.	X
cana-3540	91	12	the	the	DET
cana-3540	91	13	projected	project	VERB
cana-3540	91	14	pest	pest	NOUN
cana-3540	91	15	forecasting	forecasting	NOUN
cana-3540	91	16	model	model	NOUN
cana-3540	91	17	is	be	AUX
cana-3540	91	18	shown	show	VERB
cana-3540	91	19	below	below	ADP
cana-3540	91	20	in	in	ADP
cana-3540	91	21	fig.2	fig.2	PROPN
cana-3540	91	22	.	.	PUNCT
cana-3540	92	1	the	the	DET
cana-3540	92	2	pest	pest	NOUN
cana-3540	92	3	forecasting	forecasting	NOUN
cana-3540	92	4	is	be	AUX
cana-3540	92	5	based	base	VERB
cana-3540	92	6	on	on	ADP
cana-3540	92	7	the	the	DET
cana-3540	92	8	time	time	NOUN
cana-3540	92	9	series	series	PROPN
cana-3540	92	10	data	data	PROPN
cana-3540	92	11	.	.	PUNCT
cana-3540	93	1	the	the	DET
cana-3540	93	2	data	datum	NOUN
cana-3540	93	3	collected	collect	VERB
cana-3540	93	4	is	be	AUX
cana-3540	93	5	regarding	regard	VERB
cana-3540	93	6	pest	pest	NOUN
cana-3540	93	7	trap	trap	NOUN
cana-3540	93	8	values	value	NOUN
cana-3540	93	9	since	since	SCONJ
cana-3540	93	10	1991	1991	NUM
cana-3540	93	11	to	to	ADP
cana-3540	93	12	2000.the	2000.the	DET
cana-3540	93	13	crop	crop	NOUN
cana-3540	93	14	and	and	CCONJ
cana-3540	93	15	the	the	DET
cana-3540	93	16	pest	pest	NOUN
cana-3540	93	17	which	which	PRON
cana-3540	93	18	is	be	AUX
cana-3540	93	19	considered	consider	VERB
cana-3540	93	20	in	in	ADP
cana-3540	93	21	this	this	DET
cana-3540	93	22	study	study	NOUN
cana-3540	93	23	are	be	AUX
cana-3540	93	24	cotton	cotton	NOUN
cana-3540	93	25	and	and	CCONJ
cana-3540	93	26	american	american	ADJ
cana-3540	93	27	bollworm	bollworm	NOUN
cana-3540	93	28	-	-	PUNCT
cana-3540	93	29	adult	adult	NOUN
cana-3540	93	30	respectively	respectively	ADV
cana-3540	93	31	.	.	PUNCT
cana-3540	94	1	the	the	DET
cana-3540	94	2	geographical	geographical	ADJ
cana-3540	94	3	area	area	NOUN
cana-3540	94	4	considered	consider	VERB
cana-3540	94	5	for	for	ADP
cana-3540	94	6	the	the	DET
cana-3540	94	7	study	study	NOUN
cana-3540	94	8	is	be	AUX
cana-3540	94	9	lam	lam	PROPN
cana-3540	94	10	.	.	PUNCT
cana-3540	95	1	the	the	DET
cana-3540	95	2	data	datum	NOUN
cana-3540	95	3	collected	collect	VERB
cana-3540	95	4	is	be	AUX
cana-3540	95	5	weekly	weekly	ADJ
cana-3540	95	6	basis	basis	NOUN
cana-3540	95	7	;	;	PUNCT
cana-3540	95	8	this	this	DET
cana-3540	95	9	data	data	NOUN
cana-3540	95	10	is	be	AUX
cana-3540	95	11	averaged	average	VERB
cana-3540	95	12	to	to	ADP
cana-3540	95	13	month	month	NOUN
cana-3540	95	14	wise	wise	ADJ
cana-3540	95	15	data	datum	NOUN
cana-3540	95	16	.	.	PUNCT
cana-3540	96	1	this	this	DET
cana-3540	96	2	dataset	dataset	NOUN
cana-3540	96	3	is	be	AUX
cana-3540	96	4	used	use	VERB
cana-3540	96	5	to	to	PART
cana-3540	96	6	train	train	VERB
cana-3540	96	7	the	the	DET
cana-3540	96	8	model	model	NOUN
cana-3540	96	9	.	.	PUNCT
cana-3540	97	1	after	after	ADP
cana-3540	97	2	the	the	DET
cana-3540	97	3	training	training	NOUN
cana-3540	97	4	of	of	ADP
cana-3540	97	5	the	the	DET
cana-3540	97	6	model	model	NOUN
cana-3540	97	7	it	it	PRON
cana-3540	97	8	is	be	AUX
cana-3540	97	9	used	use	VERB
cana-3540	97	10	to	to	PART
cana-3540	97	11	predict	predict	VERB
cana-3540	97	12	the	the	DET
cana-3540	97	13	outbreak	outbreak	NOUN
cana-3540	97	14	of	of	ADP
cana-3540	97	15	the	the	DET
cana-3540	97	16	pest	pest	NOUN
cana-3540	97	17	.	.	PUNCT
cana-3540	98	1	fig	fig	NOUN
cana-3540	98	2	2.architecture	2.architecture	NUM
cana-3540	98	3	of	of	ADP
cana-3540	98	4	pest	pest	NOUN
cana-3540	98	5	prediction	prediction	NOUN
cana-3540	98	6	approach	approach	NOUN
cana-3540	98	7	4	4	NUM
cana-3540	98	8	.	.	PUNCT
cana-3540	99	1	implementation	implementation	NOUN
cana-3540	99	2	the	the	DET
cana-3540	99	3	major	major	ADJ
cana-3540	99	4	focus	focus	NOUN
cana-3540	99	5	of	of	ADP
cana-3540	99	6	the	the	DET
cana-3540	99	7	earlier	early	ADJ
cana-3540	99	8	research	research	NOUN
cana-3540	99	9	was	be	AUX
cana-3540	99	10	to	to	PART
cana-3540	99	11	discover	discover	VERB
cana-3540	99	12	and	and	CCONJ
cana-3540	99	13	classify	classify	VERB
cana-3540	99	14	the	the	DET
cana-3540	99	15	pest	pest	NOUN
cana-3540	99	16	which	which	PRON
cana-3540	99	17	affects	affect	VERB
cana-3540	99	18	the	the	DET
cana-3540	99	19	crop	crop	NOUN
cana-3540	99	20	.	.	PUNCT
cana-3540	100	1	but	but	CCONJ
cana-3540	100	2	in	in	ADP
cana-3540	100	3	this	this	DET
cana-3540	100	4	research	research	NOUN
cana-3540	100	5	we	we	PRON
cana-3540	100	6	are	be	AUX
cana-3540	100	7	forecasting	forecast	VERB
cana-3540	100	8	the	the	DET
cana-3540	100	9	occurrence	occurrence	NOUN
cana-3540	100	10	of	of	ADP
cana-3540	100	11	the	the	DET
cana-3540	100	12	pest	pest	NOUN
cana-3540	100	13	much	much	ADV
cana-3540	100	14	before	before	ADP
cana-3540	100	15	the	the	DET
cana-3540	100	16	pest	pest	NOUN
cana-3540	100	17	attack	attack	NOUN
cana-3540	100	18	.	.	PUNCT
cana-3540	101	1	due	due	ADP
cana-3540	101	2	to	to	ADP
cana-3540	101	3	such	such	ADJ
cana-3540	101	4	forecasting	forecasting	NOUN
cana-3540	101	5	the	the	DET
cana-3540	101	6	farmers	farmer	NOUN
cana-3540	101	7	can	can	AUX
cana-3540	101	8	plan	plan	VERB
cana-3540	101	9	well	well	ADV
cana-3540	101	10	ahead	ahead	ADV
cana-3540	101	11	with	with	ADP
cana-3540	101	12	regard	regard	NOUN
cana-3540	101	13	to	to	ADP
cana-3540	101	14	spraying	spray	VERB
cana-3540	101	15	of	of	ADP
cana-3540	101	16	pesticides	pesticide	NOUN
cana-3540	101	17	.	.	PUNCT
cana-3540	102	1	the	the	DET
cana-3540	102	2	dataset	dataset	NOUN
cana-3540	102	3	is	be	AUX
cana-3540	102	4	collected	collect	VERB
cana-3540	102	5	from	from	ADP
cana-3540	102	6	the	the	DET
cana-3540	102	7	source	source	NOUN
cana-3540	102	8	http://www.icar-crida.res.in:8080/naip/accessdata.jsp	http://www.icar-crida.res.in:8080/naip/accessdata.jsp	PROPN
cana-3540	102	9	algorithm	algorithm	NOUN
cana-3540	102	10	:	:	PUNCT
cana-3540	102	11	prediction	prediction	NOUN
cana-3540	102	12	of	of	ADP
cana-3540	102	13	the	the	DET
cana-3540	102	14	pest	pest	NOUN
cana-3540	102	15	attack	attack	NOUN
cana-3540	102	16	input	input	NOUN
cana-3540	102	17	:	:	PUNCT
cana-3540	102	18	dataset	dataset	NOUN
cana-3540	102	19	consisting	consist	VERB
cana-3540	102	20	of	of	ADP
cana-3540	102	21	attributes	attribute	NOUN
cana-3540	102	22	date	date	NOUN
cana-3540	102	23	and	and	CCONJ
cana-3540	102	24	pest	pest	VERB
cana-3540	102	25	trap	trap	NOUN
cana-3540	102	26	count	count	NOUN
cana-3540	102	27	output	output	NOUN
cana-3540	102	28	:	:	PUNCT
cana-3540	102	29	forecasting	forecasting	NOUN
cana-3540	102	30	of	of	ADP
cana-3540	102	31	pest	pest	NOUN
cana-3540	102	32	outbreak	outbreak	NOUN
cana-3540	102	33	step	step	NOUN
cana-3540	102	34	1	1	NUM
cana-3540	102	35	:	:	PUNCT
cana-3540	102	36	reading	read	VERB
cana-3540	102	37	the	the	DET
cana-3540	102	38	data	datum	NOUN
cana-3540	102	39	.	.	PUNCT
cana-3540	103	1	before	before	ADP
cana-3540	103	2	reading	read	VERB
cana-3540	103	3	the	the	DET
cana-3540	103	4	data	datum	NOUN
cana-3540	103	5	,	,	PUNCT
cana-3540	103	6	date	date	NOUN
cana-3540	103	7	is	be	AUX
cana-3540	103	8	positioned	position	VERB
cana-3540	103	9	as	as	ADP
cana-3540	103	10	the	the	DET
cana-3540	103	11	index	index	NOUN
cana-3540	103	12	.	.	PUNCT
cana-3540	104	1	the	the	DET
cana-3540	104	2	pest	pest	NOUN
cana-3540	104	3	catch	catch	NOUN
cana-3540	104	4	value	value	NOUN
cana-3540	104	5	attribute	attribute	NOUN
cana-3540	104	6	is	be	AUX
cana-3540	104	7	the	the	DET
cana-3540	104	8	mean	mean	ADJ
cana-3540	104	9	value	value	NOUN
cana-3540	104	10	of	of	ADP
cana-3540	104	11	four	four	NUM
cana-3540	104	12	weeks	week	NOUN
cana-3540	104	13	in	in	ADP
cana-3540	104	14	a	a	DET
cana-3540	104	15	month	month	NOUN
cana-3540	104	16	step	step	NOUN
cana-3540	104	17	2	2	NUM
cana-3540	104	18	:	:	PUNCT
cana-3540	104	19	preprocessing	preprocesse	VERB
cana-3540	104	20	presence	presence	NOUN
cana-3540	104	21	of	of	ADP
cana-3540	104	22	null	null	ADJ
cana-3540	104	23	values	value	NOUN
cana-3540	104	24	and	and	CCONJ
cana-3540	104	25	outliers	outlier	NOUN
cana-3540	104	26	are	be	AUX
cana-3540	104	27	checked	check	VERB
cana-3540	104	28	and	and	CCONJ
cana-3540	104	29	are	be	AUX
cana-3540	104	30	removed	remove	VERB
cana-3540	104	31	.	.	PUNCT
cana-3540	105	1	https://links.rediff.com/cgi-bin/red.cgi?red=https%3a%2f%2flinks%2erediff%2ecom%2fcgi%2dbin%2fred%2ecgi%3fred%3dhttp%253a%252f%252fwww%252eicar%252dcrida%252eres%252ein%253a8080%252fnaip%252faccessdata%252ejsp%26amp%3bisimage%3d0%26amp%3bblockimage%3d0%26amp%3brediffng%3d0%26amp%3brogue%3d0c6d13476716e5d900ccde13fad6caa3b0cbcf78%26amp%3brdf%3dvxluovq0agbve11hbintwac9xjrfnq%3d%3d&isimage=0&blockimage=0&rediffng=0&rogue=27c03d4748ea131241966fa2203e5782d7c62247&rdf=uhwfafu1a2mallbsasqhdfbqbw8mzg==	https://links.rediff.com/cgi-bin/red.cgi?red=https%3a%2f%2flinks%2erediff%2ecom%2fcgi%2dbin%2fred%2ecgi%3fred%3dhttp%253a%252f%252fwww%252eicar%252dcrida%252eres%252ein%253a8080%252fnaip%252faccessdata%252ejsp%26amp%3bisimage%3d0%26amp%3bblockimage%3d0%26amp%3brediffng%3d0%26amp%3brogue%3d0c6d13476716e5d900ccde13fad6caa3b0cbcf78%26amp%3brdf%3dvxluovq0agbve11hbintwac9xjrfnq%3d%3d&isimage=0&blockimage=0&rediffng=0&rogue=27c03d4748ea131241966fa2203e5782d7c62247&rdf=uhwfafu1a2mallbsasqhdfbqbw8mzg==	PROPN
cana-3540	105	2	communications	communication	NOUN
cana-3540	105	3	on	on	ADP
cana-3540	105	4	applied	apply	VERB
cana-3540	105	5	nonlinear	nonlinear	ADJ
cana-3540	105	6	analysis	analysis	NOUN
cana-3540	105	7	issn	issn	NOUN
cana-3540	105	8	:	:	PUNCT
cana-3540	105	9	1074	1074	NUM
cana-3540	105	10	-	-	PUNCT
cana-3540	105	11	133x	133x	NUM
cana-3540	105	12	vol	vol	NOUN
cana-3540	105	13	32	32	NUM
cana-3540	105	14	no	no	NOUN
cana-3540	105	15	.	.	PUNCT
cana-3540	106	1	8s	8s	PROPN
cana-3540	106	2	(	(	PUNCT
cana-3540	106	3	2025	2025	NUM
cana-3540	106	4	)	)	PUNCT
cana-3540	106	5	52	52	NUM
cana-3540	106	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3540	106	7	step	step	NOUN
cana-3540	106	8	3	3	NUM
cana-3540	106	9	:	:	PUNCT
cana-3540	106	10	data	datum	NOUN
cana-3540	106	11	is	be	AUX
cana-3540	106	12	tested	test	VERB
cana-3540	106	13	for	for	ADP
cana-3540	106	14	the	the	DET
cana-3540	106	15	stationarity	stationarity	NOUN
cana-3540	106	16	using	use	VERB
cana-3540	106	17	augmented	augment	VERB
cana-3540	106	18	dickey	dickey	PROPN
cana-3540	106	19	fuller	full	ADJ
cana-3540	106	20	test	test	NOUN
cana-3540	106	21	.	.	PUNCT
cana-3540	107	1	if	if	SCONJ
cana-3540	107	2	the	the	DET
cana-3540	107	3	data	data	NOUN
cana-3540	107	4	is	be	AUX
cana-3540	107	5	not	not	PART
cana-3540	107	6	stationary	stationary	ADJ
cana-3540	107	7	then	then	ADV
cana-3540	107	8	differencing	differencing	NOUN
cana-3540	107	9	is	be	AUX
cana-3540	107	10	carried	carry	VERB
cana-3540	107	11	out	out	ADP
cana-3540	107	12	.	.	PUNCT
cana-3540	108	1	otherwise	otherwise	ADV
cana-3540	108	2	go	go	VERB
cana-3540	108	3	to	to	PART
cana-3540	108	4	step	step	VERB
cana-3540	108	5	4	4	NUM
cana-3540	108	6	.	.	PUNCT
cana-3540	109	1	step	step	NOUN
cana-3540	109	2	4	4	NUM
cana-3540	109	3	:	:	PUNCT
cana-3540	109	4	identify	identify	VERB
cana-3540	109	5	the	the	DET
cana-3540	109	6	best	good	ADJ
cana-3540	109	7	possible	possible	ADJ
cana-3540	109	8	values	value	NOUN
cana-3540	109	9	for	for	ADP
cana-3540	109	10	the	the	DET
cana-3540	109	11	parameters	parameter	NOUN
cana-3540	109	12	:	:	PUNCT
cana-3540	109	13	arima(p	arima(p	PROPN
cana-3540	109	14	,	,	PUNCT
cana-3540	109	15	d	d	NOUN
cana-3540	109	16	,	,	PUNCT
cana-3540	109	17	q	q	NOUN
cana-3540	109	18	)	)	PUNCT
cana-3540	109	19	using	use	VERB
cana-3540	109	20	autoarima	autoarima	NOUN
cana-3540	109	21	package	package	NOUN
cana-3540	109	22	,	,	PUNCT
cana-3540	109	23	the	the	DET
cana-3540	109	24	significance	significance	NOUN
cana-3540	109	25	values	value	VERB
cana-3540	109	26	with	with	ADP
cana-3540	109	27	the	the	DET
cana-3540	109	28	lowest	low	ADJ
cana-3540	109	29	aic	aic	PROPN
cana-3540	109	30	will	will	AUX
cana-3540	109	31	be	be	AUX
cana-3540	109	32	used	use	VERB
cana-3540	109	33	for	for	ADP
cana-3540	109	34	the	the	DET
cana-3540	109	35	p	p	X
cana-3540	109	36	,	,	PUNCT
cana-3540	109	37	d	d	NOUN
cana-3540	109	38	,	,	PUNCT
cana-3540	109	39	q	q	ADJ
cana-3540	109	40	parameters	parameter	NOUN
cana-3540	109	41	of	of	ADP
cana-3540	109	42	arima	arima	PROPN
cana-3540	109	43	model	model	NOUN
cana-3540	109	44	.	.	PUNCT
cana-3540	110	1	the	the	DET
cana-3540	110	2	values	value	NOUN
cana-3540	110	3	for	for	ADP
cana-3540	110	4	the	the	DET
cana-3540	110	5	parameters	parameter	NOUN
cana-3540	110	6	p	p	X
cana-3540	110	7	,	,	PUNCT
cana-3540	110	8	d	d	NOUN
cana-3540	110	9	,	,	PUNCT
cana-3540	110	10	q	q	PROPN
cana-3540	110	11	vary	vary	VERB
cana-3540	110	12	from	from	ADP
cana-3540	110	13	0	0	NUM
cana-3540	110	14	to	to	ADP
cana-3540	110	15	2	2	NUM
cana-3540	110	16	.	.	PUNCT
cana-3540	111	1	the	the	DET
cana-3540	111	2	optimal	optimal	ADJ
cana-3540	111	3	values	value	NOUN
cana-3540	111	4	obtained	obtain	VERB
cana-3540	111	5	for	for	ADP
cana-3540	111	6	p	p	PROPN
cana-3540	111	7	,	,	PUNCT
cana-3540	111	8	d	d	PROPN
cana-3540	111	9	,	,	PUNCT
cana-3540	111	10	q	q	X
cana-3540	111	11	are	be	AUX
cana-3540	111	12	(	(	PUNCT
cana-3540	111	13	2,0,0	2,0,0	NOUN
cana-3540	111	14	)	)	PUNCT
cana-3540	111	15	with	with	ADP
cana-3540	111	16	lowest	low	ADJ
cana-3540	111	17	aic	aic	PROPN
cana-3540	111	18	value	value	NOUN
cana-3540	111	19	.	.	PUNCT
cana-3540	112	1	values	value	NOUN
cana-3540	112	2	for	for	ADP
cana-3540	112	3	the	the	DET
cana-3540	112	4	p	p	X
cana-3540	112	5	,	,	PUNCT
cana-3540	112	6	d	d	NOUN
cana-3540	112	7	,	,	PUNCT
cana-3540	112	8	q	q	INTJ
cana-3540	112	9	,	,	PUNCT
cana-3540	112	10	are	be	AUX
cana-3540	112	11	determined	determine	VERB
cana-3540	112	12	where	where	SCONJ
cana-3540	112	13	p	p	NOUN
cana-3540	112	14	=	=	NOUN
cana-3540	112	15	amount	amount	NOUN
cana-3540	112	16	of	of	ADP
cana-3540	112	17	autoregressive	autoregressive	ADJ
cana-3540	112	18	terms	term	NOUN
cana-3540	112	19	.	.	PUNCT
cana-3540	113	1	d	d	NOUN
cana-3540	113	2	=	=	PUNCT
cana-3540	113	3	amount	amount	NOUN
cana-3540	113	4	of	of	ADP
cana-3540	113	5	nonseasonal	nonseasonal	ADJ
cana-3540	113	6	differences	difference	NOUN
cana-3540	113	7	.	.	PUNCT
cana-3540	114	1	q	q	NOUN
cana-3540	115	1	=	=	NOUN
cana-3540	115	2	amount	amount	NOUN
cana-3540	115	3	of	of	ADP
cana-3540	115	4	moving	move	VERB
cana-3540	115	5	-	-	PUNCT
cana-3540	115	6	average	average	ADJ
cana-3540	115	7	terms	term	NOUN
cana-3540	115	8	.	.	PUNCT
cana-3540	116	1	step	step	NOUN
cana-3540	116	2	5	5	NUM
cana-3540	116	3	:	:	PUNCT
cana-3540	116	4	data	datum	NOUN
cana-3540	116	5	records	record	NOUN
cana-3540	116	6	are	be	AUX
cana-3540	116	7	partitioned	partition	VERB
cana-3540	116	8	into	into	ADP
cana-3540	116	9	training	training	NOUN
cana-3540	116	10	data	datum	NOUN
cana-3540	116	11	and	and	CCONJ
cana-3540	116	12	evaluating	evaluate	VERB
cana-3540	116	13	data	datum	NOUN
cana-3540	116	14	in	in	ADP
cana-3540	116	15	the	the	DET
cana-3540	116	16	proportion	proportion	NOUN
cana-3540	116	17	(	(	PUNCT
cana-3540	116	18	80:20	80:20	NUM
cana-3540	116	19	)	)	PUNCT
cana-3540	116	20	step	step	NOUN
cana-3540	116	21	6	6	NUM
cana-3540	116	22	:	:	PUNCT
cana-3540	116	23	fitting	fit	VERB
cana-3540	116	24	the	the	DET
cana-3540	116	25	arima	arima	PROPN
cana-3540	116	26	model	model	NOUN
cana-3540	116	27	with	with	ADP
cana-3540	116	28	the	the	DET
cana-3540	116	29	parameters	parameter	NOUN
cana-3540	116	30	identified(p	identified(p	ADP
cana-3540	116	31	,	,	PUNCT
cana-3540	116	32	d	d	NOUN
cana-3540	116	33	,	,	PUNCT
cana-3540	116	34	q	q	NOUN
cana-3540	116	35	)	)	PUNCT
cana-3540	116	36	by	by	ADP
cana-3540	116	37	using	use	VERB
cana-3540	116	38	the	the	DET
cana-3540	116	39	most	most	ADV
cana-3540	116	40	optimal	optimal	ADJ
cana-3540	116	41	values	value	NOUN
cana-3540	116	42	calculated	calculate	VERB
cana-3540	116	43	in	in	ADP
cana-3540	116	44	the	the	DET
cana-3540	116	45	step	step	NOUN
cana-3540	116	46	4	4	NUM
cana-3540	116	47	,	,	PUNCT
cana-3540	116	48	the	the	DET
cana-3540	116	49	representative	representative	ADJ
cana-3540	116	50	model	model	NOUN
cana-3540	116	51	is	be	AUX
cana-3540	116	52	fitted	fit	VERB
cana-3540	116	53	on	on	ADP
cana-3540	116	54	the	the	DET
cana-3540	116	55	data	data	NOUN
cana-3540	116	56	records	record	NOUN
cana-3540	116	57	.	.	PUNCT
cana-3540	117	1	step	step	NOUN
cana-3540	117	2	7	7	NUM
cana-3540	117	3	:	:	PUNCT
cana-3540	117	4	model	model	NOUN
cana-3540	117	5	predicts	predict	VERB
cana-3540	117	6	the	the	DET
cana-3540	117	7	pest	pest	NOUN
cana-3540	117	8	values	value	NOUN
cana-3540	117	9	from	from	ADP
cana-3540	117	10	31	31	NUM
cana-3540	117	11	-	-	SYM
cana-3540	117	12	1	1	NUM
cana-3540	117	13	-	-	PUNCT
cana-3540	117	14	2023	2023	NUM
cana-3540	117	15	to	to	ADP
cana-3540	117	16	31	31	NUM
cana-3540	117	17	-	-	SYM
cana-3540	117	18	12	12	NUM
cana-3540	117	19	-	-	SYM
cana-3540	117	20	23	23	NUM
cana-3540	117	21	step	step	NOUN
cana-3540	117	22	8	8	NUM
cana-3540	117	23	:	:	PUNCT
cana-3540	117	24	validating	validate	VERB
cana-3540	117	25	the	the	DET
cana-3540	117	26	result	result	NOUN
cana-3540	117	27	the	the	DET
cana-3540	117	28	forecasting	forecasting	NOUN
cana-3540	117	29	is	be	AUX
cana-3540	117	30	provided	provide	VERB
cana-3540	117	31	for	for	ADP
cana-3540	117	32	the	the	DET
cana-3540	117	33	upcoming	upcoming	ADJ
cana-3540	117	34	12	12	NUM
cana-3540	117	35	months	month	NOUN
cana-3540	117	36	.	.	PUNCT
cana-3540	118	1	rmse	rmse	PROPN
cana-3540	118	2	is	be	AUX
cana-3540	118	3	used	use	VERB
cana-3540	118	4	for	for	ADP
cana-3540	118	5	validating	validate	VERB
cana-3540	118	6	the	the	DET
cana-3540	118	7	model	model	NOUN
cana-3540	118	8	.	.	PUNCT
cana-3540	119	1	5	5	X
cana-3540	119	2	.	.	NOUN
cana-3540	119	3	results	result	NOUN
cana-3540	119	4	and	and	CCONJ
cana-3540	119	5	discussion	discussion	NOUN
cana-3540	119	6	the	the	DET
cana-3540	119	7	dataset	dataset	NOUN
cana-3540	119	8	consists	consist	VERB
cana-3540	119	9	of	of	ADP
cana-3540	119	10	the	the	DET
cana-3540	119	11	weekly	weekly	ADJ
cana-3540	119	12	pest	pest	NOUN
cana-3540	119	13	trap	trap	NOUN
cana-3540	119	14	value	value	NOUN
cana-3540	119	15	.	.	PUNCT
cana-3540	120	1	in	in	ADP
cana-3540	120	2	this	this	DET
cana-3540	120	3	dataset	dataset	NOUN
cana-3540	120	4	,	,	PUNCT
cana-3540	120	5	for	for	ADP
cana-3540	120	6	every	every	DET
cana-3540	120	7	month	month	NOUN
cana-3540	120	8	the	the	DET
cana-3540	120	9	mean	mean	NOUN
cana-3540	120	10	of	of	ADP
cana-3540	120	11	the	the	DET
cana-3540	120	12	pest	pest	NOUN
cana-3540	120	13	trap	trap	NOUN
cana-3540	120	14	value	value	NOUN
cana-3540	120	15	for	for	ADP
cana-3540	120	16	all	all	DET
cana-3540	120	17	the	the	DET
cana-3540	120	18	four	four	NUM
cana-3540	120	19	weeks	week	NOUN
cana-3540	120	20	in	in	ADP
cana-3540	120	21	a	a	DET
cana-3540	120	22	month	month	NOUN
cana-3540	120	23	is	be	AUX
cana-3540	120	24	calculated	calculate	VERB
cana-3540	120	25	.	.	PUNCT
cana-3540	121	1	the	the	DET
cana-3540	121	2	data	datum	NOUN
cana-3540	121	3	collected	collect	VERB
cana-3540	121	4	is	be	AUX
cana-3540	121	5	since	since	SCONJ
cana-3540	121	6	1991	1991	NUM
cana-3540	121	7	to	to	ADP
cana-3540	121	8	2000.as	2000.as	NOUN
cana-3540	121	9	per	per	ADP
cana-3540	121	10	the	the	DET
cana-3540	121	11	result	result	NOUN
cana-3540	121	12	obtained	obtain	VERB
cana-3540	121	13	it	it	PRON
cana-3540	121	14	is	be	AUX
cana-3540	121	15	clearly	clearly	ADV
cana-3540	121	16	visible	visible	ADJ
cana-3540	121	17	that	that	SCONJ
cana-3540	121	18	from	from	ADP
cana-3540	121	19	the	the	DET
cana-3540	121	20	april	april	PROPN
cana-3540	121	21	to	to	ADP
cana-3540	121	22	aug	aug	PROPN
cana-3540	121	23	month	month	NOUN
cana-3540	121	24	there	there	PRON
cana-3540	121	25	is	be	VERB
cana-3540	121	26	high	high	ADJ
cana-3540	121	27	pest	pest	NOUN
cana-3540	121	28	occurrence	occurrence	NOUN
cana-3540	121	29	.	.	PUNCT
cana-3540	122	1	it	it	PRON
cana-3540	122	2	may	may	AUX
cana-3540	122	3	be	be	AUX
cana-3540	122	4	due	due	ADJ
cana-3540	122	5	to	to	ADP
cana-3540	122	6	the	the	DET
cana-3540	122	7	slight	slight	ADJ
cana-3540	122	8	increase	increase	NOUN
cana-3540	122	9	in	in	ADP
cana-3540	122	10	temperature	temperature	NOUN
cana-3540	122	11	.	.	PUNCT
cana-3540	123	1	therefore	therefore	ADV
cana-3540	123	2	it	it	PRON
cana-3540	123	3	could	could	AUX
cana-3540	123	4	be	be	AUX
cana-3540	123	5	predicted	predict	VERB
cana-3540	123	6	that	that	SCONJ
cana-3540	123	7	in	in	ADP
cana-3540	123	8	cotton	cotton	NOUN
cana-3540	123	9	crop	crop	NOUN
cana-3540	123	10	pest	pest	NOUN
cana-3540	123	11	attack	attack	NOUN
cana-3540	123	12	will	will	AUX
cana-3540	123	13	be	be	AUX
cana-3540	123	14	more	more	ADV
cana-3540	123	15	during	during	ADP
cana-3540	123	16	april	april	PROPN
cana-3540	123	17	to	to	ADP
cana-3540	123	18	july	july	PROPN
cana-3540	123	19	.	.	PUNCT
cana-3540	124	1	conclusion	conclusion	NOUN
cana-3540	124	2	machine	machine	NOUN
cana-3540	124	3	learning	learning	NOUN
cana-3540	124	4	model	model	NOUN
cana-3540	124	5	is	be	AUX
cana-3540	124	6	prepared	prepare	VERB
cana-3540	124	7	and	and	CCONJ
cana-3540	124	8	used	use	VERB
cana-3540	124	9	for	for	ADP
cana-3540	124	10	forecasting	forecasting	NOUN
cana-3540	124	11	of	of	ADP
cana-3540	124	12	pest	pest	NOUN
cana-3540	124	13	attack	attack	NOUN
cana-3540	124	14	.	.	PUNCT
cana-3540	125	1	this	this	DET
cana-3540	125	2	forecasting	forecasting	NOUN
cana-3540	125	3	model	model	NOUN
cana-3540	125	4	utilizes	utilize	VERB
cana-3540	125	5	pest	pest	NOUN
cana-3540	125	6	trap	trap	NOUN
cana-3540	125	7	values	value	NOUN
cana-3540	125	8	on	on	ADP
cana-3540	125	9	cotton	cotton	NOUN
cana-3540	125	10	crop	crop	NOUN
cana-3540	125	11	.	.	PUNCT
cana-3540	126	1	the	the	DET
cana-3540	126	2	pest	pest	NOUN
cana-3540	126	3	which	which	PRON
cana-3540	126	4	is	be	AUX
cana-3540	126	5	under	under	ADP
cana-3540	126	6	the	the	DET
cana-3540	126	7	study	study	NOUN
cana-3540	126	8	is	be	AUX
cana-3540	126	9	american	american	PROPN
cana-3540	126	10	ball	ball	PROPN
cana-3540	126	11	worm	worm	PROPN
cana-3540	126	12	adult	adult	PROPN
cana-3540	126	13	.	.	PUNCT
cana-3540	127	1	the	the	DET
cana-3540	127	2	prediction	prediction	NOUN
cana-3540	127	3	is	be	AUX
cana-3540	127	4	based	base	VERB
cana-3540	127	5	on	on	ADP
cana-3540	127	6	the	the	DET
cana-3540	127	7	weekly	weekly	ADJ
cana-3540	127	8	pest	pest	NOUN
cana-3540	127	9	trap	trap	NOUN
cana-3540	127	10	values	value	NOUN
cana-3540	127	11	.	.	PUNCT
cana-3540	128	1	this	this	DET
cana-3540	128	2	model	model	NOUN
cana-3540	128	3	will	will	AUX
cana-3540	128	4	provide	provide	VERB
cana-3540	128	5	the	the	DET
cana-3540	128	6	accurate	accurate	ADJ
cana-3540	128	7	information	information	NOUN
cana-3540	128	8	about	about	ADP
cana-3540	128	9	the	the	DET
cana-3540	128	10	pest	pest	NOUN
cana-3540	128	11	attack	attack	NOUN
cana-3540	128	12	well	well	ADV
cana-3540	128	13	in	in	ADP
cana-3540	128	14	advance	advance	NOUN
cana-3540	128	15	by	by	ADP
cana-3540	128	16	which	which	PRON
cana-3540	128	17	the	the	DET
cana-3540	128	18	farmers	farmer	NOUN
cana-3540	128	19	can	can	AUX
cana-3540	128	20	plan	plan	VERB
cana-3540	128	21	for	for	ADP
cana-3540	128	22	the	the	DET
cana-3540	128	23	resources	resource	NOUN
cana-3540	128	24	.	.	PUNCT
cana-3540	129	1	at	at	ADP
cana-3540	129	2	the	the	DET
cana-3540	129	3	same	same	ADJ
cana-3540	129	4	time	time	NOUN
cana-3540	129	5	this	this	DET
cana-3540	129	6	model	model	NOUN
cana-3540	129	7	will	will	AUX
cana-3540	129	8	help	help	VERB
cana-3540	129	9	the	the	DET
cana-3540	129	10	farmers	farmer	NOUN
cana-3540	129	11	to	to	PART
cana-3540	129	12	plan	plan	VERB
cana-3540	129	13	ahead	ahead	ADV
cana-3540	129	14	of	of	ADP
cana-3540	129	15	time	time	NOUN
cana-3540	129	16	,	,	PUNCT
cana-3540	129	17	before	before	ADP
cana-3540	129	18	the	the	DET
cana-3540	129	19	actual	actual	ADJ
cana-3540	129	20	impact	impact	NOUN
cana-3540	129	21	of	of	ADP
cana-3540	129	22	pest	pest	NOUN
cana-3540	129	23	.	.	PUNCT
cana-3540	130	1	arima	arima	PROPN
cana-3540	130	2	model	model	NOUN
cana-3540	130	3	is	be	AUX
cana-3540	130	4	proposed	propose	VERB
cana-3540	130	5	and	and	CCONJ
cana-3540	130	6	used	use	VERB
cana-3540	130	7	,	,	PUNCT
cana-3540	130	8	this	this	DET
cana-3540	130	9	model	model	NOUN
cana-3540	130	10	can	can	AUX
cana-3540	130	11	also	also	ADV
cana-3540	130	12	be	be	AUX
cana-3540	130	13	implemented	implement	VERB
cana-3540	130	14	on	on	ADP
cana-3540	130	15	any	any	DET
cana-3540	130	16	crop	crop	NOUN
cana-3540	130	17	.	.	PUNCT
cana-3540	131	1	the	the	DET
cana-3540	131	2	model	model	NOUN
cana-3540	131	3	presented	present	VERB
cana-3540	131	4	here	here	ADV
cana-3540	131	5	showed	show	VERB
cana-3540	131	6	the	the	DET
cana-3540	131	7	least	least	ADJ
cana-3540	131	8	aic	aic	PROPN
cana-3540	131	9	value	value	NOUN
cana-3540	131	10	and	and	CCONJ
cana-3540	131	11	the	the	DET
cana-3540	131	12	least	least	ADJ
cana-3540	131	13	rmse	rmse	ADJ
cana-3540	131	14	value	value	NOUN
cana-3540	131	15	.	.	PUNCT
cana-3540	132	1	future	future	ADJ
cana-3540	132	2	work	work	NOUN
cana-3540	132	3	in	in	ADP
cana-3540	132	4	the	the	DET
cana-3540	132	5	present	present	ADJ
cana-3540	132	6	study	study	NOUN
cana-3540	132	7	only	only	ADV
cana-3540	132	8	the	the	DET
cana-3540	132	9	time	time	NOUN
cana-3540	132	10	series	series	PROPN
cana-3540	132	11	data	datum	NOUN
cana-3540	132	12	on	on	ADP
cana-3540	132	13	pest	pest	NOUN
cana-3540	132	14	trap	trap	NOUN
cana-3540	132	15	value	value	NOUN
cana-3540	132	16	is	be	AUX
cana-3540	132	17	considered	consider	VERB
cana-3540	132	18	but	but	CCONJ
cana-3540	132	19	in	in	ADP
cana-3540	132	20	the	the	DET
cana-3540	132	21	future	future	ADJ
cana-3540	132	22	work	work	NOUN
cana-3540	132	23	other	other	ADJ
cana-3540	132	24	attributes	attribute	VERB
cana-3540	132	25	like	like	ADP
cana-3540	132	26	temperature	temperature	NOUN
cana-3540	132	27	and	and	CCONJ
cana-3540	132	28	humidity	humidity	NOUN
cana-3540	132	29	can	can	AUX
cana-3540	132	30	also	also	ADV
cana-3540	132	31	be	be	AUX
cana-3540	132	32	considered	consider	VERB
cana-3540	132	33	along	along	ADV
cana-3540	132	34	with	with	ADP
cana-3540	132	35	pest	pest	NOUN
cana-3540	132	36	trap	trap	NOUN
cana-3540	132	37	value	value	NOUN
cana-3540	132	38	.	.	PUNCT
cana-3540	133	1	by	by	ADP
cana-3540	133	2	communications	communication	NOUN
cana-3540	133	3	on	on	ADP
cana-3540	133	4	applied	apply	VERB
cana-3540	133	5	nonlinear	nonlinear	ADJ
cana-3540	133	6	analysis	analysis	NOUN
cana-3540	133	7	issn	issn	NOUN
cana-3540	133	8	:	:	PUNCT
cana-3540	133	9	1074	1074	NUM
cana-3540	133	10	-	-	PUNCT
cana-3540	133	11	133x	133x	NUM
cana-3540	133	12	vol	vol	NOUN
cana-3540	133	13	32	32	NUM
cana-3540	133	14	no	no	NOUN
cana-3540	133	15	.	.	PUNCT
cana-3540	134	1	8s	8s	PROPN
cana-3540	134	2	(	(	PUNCT
cana-3540	134	3	2025	2025	NUM
cana-3540	134	4	)	)	PUNCT
cana-3540	134	5	53	53	NUM
cana-3540	134	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3540	134	7	appending	append	VERB
cana-3540	134	8	temperature	temperature	NOUN
cana-3540	134	9	,	,	PUNCT
cana-3540	134	10	humidity	humidity	NOUN
cana-3540	134	11	values	value	NOUN
cana-3540	134	12	in	in	ADP
cana-3540	134	13	the	the	DET
cana-3540	134	14	pest	pest	NOUN
cana-3540	134	15	trap	trap	NOUN
cana-3540	134	16	values	value	NOUN
cana-3540	134	17	dataset	dataset	VERB
cana-3540	134	18	more	more	ADV
cana-3540	134	19	inside	inside	ADP
cana-3540	134	20	information	information	NOUN
cana-3540	134	21	can	can	AUX
cana-3540	134	22	be	be	AUX
cana-3540	134	23	discovered	discover	VERB
cana-3540	134	24	.	.	PUNCT
cana-3540	135	1	refrences	refrence	VERB
cana-3540	136	1	[	[	X
cana-3540	136	2	1	1	X
cana-3540	136	3	]	]	PUNCT
cana-3540	136	4	h.	h.	PROPN
cana-3540	136	5	lee	lee	PROPN
cana-3540	136	6	,	,	PUNCT
cana-3540	136	7	a.	a.	PROPN
cana-3540	136	8	moon	moon	PROPN
cana-3540	136	9	,	,	PUNCT
cana-3540	136	10	k.	k.	PROPN
cana-3540	136	11	moon	moon	PROPN
cana-3540	136	12	,	,	PUNCT
cana-3540	136	13	and	and	CCONJ
cana-3540	136	14	y.	y.	PROPN
cana-3540	136	15	lee	lee	PROPN
cana-3540	136	16	,	,	PUNCT
cana-3540	136	17	‘	'	PUNCT
cana-3540	136	18	‘	'	PUNCT
cana-3540	136	19	disease	disease	NOUN
cana-3540	136	20	and	and	CCONJ
cana-3540	136	21	pest	pest	VERB
cana-3540	136	22	prediction	prediction	NOUN
cana-3540	136	23	iot	iot	NOUN
cana-3540	136	24	system	system	NOUN
cana-3540	136	25	in	in	ADP
cana-3540	136	26	orchard	orchard	NOUN
cana-3540	136	27	:	:	PUNCT
cana-3540	136	28	a	a	DET
cana-3540	136	29	preliminary	preliminary	ADJ
cana-3540	136	30	study	study	NOUN
cana-3540	136	31	,	,	PUNCT
cana-3540	136	32	’’	’'	PUNCT
cana-3540	136	33	in	in	ADP
cana-3540	136	34	proc	proc	NOUN
cana-3540	136	35	.	.	PUNCT
cana-3540	137	1	9th	9th	ADJ
cana-3540	137	2	int	int	NOUN
cana-3540	137	3	.	.	PUNCT
cana-3540	137	4	conf	conf	PROPN
cana-3540	137	5	.	.	PUNCT
cana-3540	138	1	ubiquitous	ubiquitous	ADJ
cana-3540	138	2	future	future	ADJ
cana-3540	138	3	netw	netw	NOUN
cana-3540	138	4	.	.	PUNCT
cana-3540	139	1	(	(	PUNCT
cana-3540	139	2	icufn	icufn	PROPN
cana-3540	139	3	)	)	PUNCT
cana-3540	139	4	,	,	PUNCT
cana-3540	139	5	jul	jul	PROPN
cana-3540	139	6	.	.	PROPN
cana-3540	139	7	2017	2017	NUM
cana-3540	139	8	,	,	PUNCT
cana-3540	139	9	pp	pp	ADJ
cana-3540	139	10	.	.	PUNCT
cana-3540	140	1	525–527	525–527	NUM
cana-3540	140	2	[	[	X
cana-3540	140	3	2	2	NUM
cana-3540	140	4	]	]	X
cana-3540	140	5	r.	r.	PROPN
cana-3540	140	6	m.	m.	PROPN
cana-3540	140	7	nadeem	nadeem	PROPN
cana-3540	140	8	,	,	PUNCT
cana-3540	140	9	a.	a.	PROPN
cana-3540	140	10	jaffar	jaffar	PROPN
cana-3540	140	11	,	,	PUNCT
cana-3540	140	12	and	and	CCONJ
cana-3540	140	13	r.	r.	PROPN
cana-3540	140	14	m.	m.	PROPN
cana-3540	140	15	saleem	saleem	PROPN
cana-3540	140	16	,	,	PUNCT
cana-3540	140	17	‘	'	PUNCT
cana-3540	140	18	‘	'	PUNCT
cana-3540	140	19	iot	iot	ADJ
cana-3540	140	20	and	and	CCONJ
cana-3540	140	21	machine	machine	NOUN
cana-3540	140	22	learning	learning	NOUN
cana-3540	140	23	based	base	VERB
cana-3540	140	24	stem	stem	NOUN
cana-3540	140	25	borer	borer	NOUN
cana-3540	140	26	pest	pest	NOUN
cana-3540	140	27	prediction	prediction	NOUN
cana-3540	140	28	,	,	PUNCT
cana-3540	140	29	’’	’'	PUNCT
cana-3540	140	30	intell	intell	PROPN
cana-3540	140	31	.	.	PUNCT
cana-3540	141	1	autom	autom	PROPN
cana-3540	141	2	.	.	PUNCT
cana-3540	142	1	soft	soft	ADJ
cana-3540	142	2	comput	comput	NOUN
cana-3540	142	3	.	.	PUNCT
cana-3540	143	1	,	,	PUNCT
cana-3540	143	2	vol	vol	NOUN
cana-3540	143	3	.	.	PUNCT
cana-3540	144	1	31,no	31,no	NUM
cana-3540	144	2	.	.	NOUN
cana-3540	144	3	3	3	NUM
cana-3540	144	4	,	,	PUNCT
cana-3540	144	5	pp	pp	ADJ
cana-3540	144	6	.	.	PUNCT
cana-3540	145	1	1377–1392	1377–1392	NUM
cana-3540	145	2	,	,	PUNCT
cana-3540	145	3	2022	2022	NUM
cana-3540	145	4	[	[	X
cana-3540	145	5	3	3	X
cana-3540	145	6	]	]	PUNCT
cana-3540	145	7	j.	j.	PROPN
cana-3540	145	8	cho	cho	PROPN
cana-3540	145	9	,	,	PUNCT
cana-3540	145	10	j.	j.	PROPN
cana-3540	145	11	choi	choi	PROPN
cana-3540	145	12	,	,	PUNCT
cana-3540	145	13	m.	m.	NOUN
cana-3540	145	14	qiao	qiao	PROPN
cana-3540	145	15	,	,	PUNCT
cana-3540	145	16	c.-w	c.-w	PROPN
cana-3540	145	17	.	.	PUNCT
cana-3540	146	1	ji	ji	PROPN
cana-3540	146	2	,	,	PUNCT
cana-3540	146	3	h.-y	h.-y	NOUN
cana-3540	146	4	.	.	PUNCT
cana-3540	147	1	kim	kim	PROPN
cana-3540	147	2	,	,	PUNCT
cana-3540	147	3	and	and	CCONJ
cana-3540	147	4	k.-b	k.-b	PROPN
cana-3540	147	5	.	.	PROPN
cana-3540	147	6	uhm	uhm	PROPN
cana-3540	147	7	,	,	PUNCT
cana-3540	147	8	‘	'	PUNCT
cana-3540	147	9	‘	'	PUNCT
cana-3540	147	10	automatic	automatic	ADJ
cana-3540	147	11	identification	identification	NOUN
cana-3540	147	12	of	of	ADP
cana-3540	147	13	tobacco	tobacco	NOUN
cana-3540	147	14	whiteflies	whitefly	NOUN
cana-3540	147	15	,	,	PUNCT
cana-3540	147	16	aphids	aphid	NOUN
cana-3540	147	17	and	and	CCONJ
cana-3540	147	18	thrips	thrip	NOUN
cana-3540	147	19	in	in	ADP
cana-3540	147	20	greenhouse	greenhouse	NOUN
cana-3540	147	21	using	use	VERB
cana-3540	147	22	image	image	NOUN
cana-3540	147	23	processing	processing	NOUN
cana-3540	147	24	techniques	technique	NOUN
cana-3540	147	25	,	,	PUNCT
cana-3540	147	26	’’	’'	PUNCT
cana-3540	147	27	red	red	ADJ
cana-3540	147	28	,	,	PUNCT
cana-3540	147	29	vol	vol	NOUN
cana-3540	147	30	.	.	PROPN
cana-3540	147	31	346	346	NUM
cana-3540	147	32	,	,	PUNCT
cana-3540	147	33	p.	p.	NOUN
cana-3540	147	34	244	244	NUM
cana-3540	147	35	,	,	PUNCT
cana-3540	147	36	jan	jan	PROPN
cana-3540	147	37	.	.	PROPN
cana-3540	147	38	2007	2007	NUM
cana-3540	147	39	.	.	PUNCT
cana-3540	148	1	[	[	X
cana-3540	148	2	4	4	X
cana-3540	148	3	]	]	PUNCT
cana-3540	148	4	j.	j.	PROPN
cana-3540	148	5	lu	lu	PROPN
cana-3540	148	6	,	,	PUNCT
cana-3540	148	7	r.	r.	PROPN
cana-3540	148	8	ehsani	ehsani	PROPN
cana-3540	148	9	,	,	PUNCT
cana-3540	148	10	y.	y.	PROPN
cana-3540	148	11	shi	shi	PROPN
cana-3540	148	12	,	,	PUNCT
cana-3540	148	13	j.	j.	PROPN
cana-3540	148	14	abdulridha	abdulridha	PROPN
cana-3540	148	15	,	,	PUNCT
cana-3540	148	16	a.	a.	PROPN
cana-3540	148	17	i.	i.	PROPN
cana-3540	148	18	de	de	PROPN
cana-3540	148	19	castro	castro	PROPN
cana-3540	148	20	,	,	PUNCT
cana-3540	148	21	and	and	CCONJ
cana-3540	148	22	y.	y.	PROPN
cana-3540	148	23	xu	xu	PROPN
cana-3540	148	24	,	,	PUNCT
cana-3540	148	25	‘	'	PUNCT
cana-3540	148	26	‘	'	PUNCT
cana-3540	148	27	field	field	NOUN
cana-3540	148	28	detection	detection	NOUN
cana-3540	148	29	of	of	ADP
cana-3540	148	30	anthracnose	anthracnose	ADJ
cana-3540	148	31	crown	crown	NOUN
cana-3540	148	32	rot	rot	VERB
cana-3540	148	33	in	in	ADP
cana-3540	148	34	strawberry	strawberry	NOUN
cana-3540	148	35	using	use	VERB
cana-3540	148	36	spectroscopy	spectroscopy	NOUN
cana-3540	148	37	technology	technology	NOUN
cana-3540	148	38	,	,	PUNCT
cana-3540	148	39	’’	’'	PUNCT
cana-3540	148	40	comput	comput	NOUN
cana-3540	148	41	.	.	PUNCT
cana-3540	149	1	electron	electron	PROPN
cana-3540	149	2	.	.	PUNCT
cana-3540	149	3	agricult	agricult	PROPN
cana-3540	149	4	.	.	PUNCT
cana-3540	150	1	,	,	PUNCT
cana-3540	150	2	vol	vol	NOUN
cana-3540	150	3	.	.	PROPN
cana-3540	150	4	135	135	NUM
cana-3540	150	5	,	,	PUNCT
cana-3540	150	6	pp	pp	ADJ
cana-3540	150	7	.	.	PUNCT
cana-3540	151	1	289–299	289–299	NUM
cana-3540	151	2	,	,	PUNCT
cana-3540	151	3	apr	apr	NOUN
cana-3540	151	4	.	.	PROPN
cana-3540	151	5	2017	2017	NUM
cana-3540	151	6	.	.	PUNCT
cana-3540	152	1	[	[	X
cana-3540	152	2	5	5	X
cana-3540	152	3	]	]	X
cana-3540	152	4	y.	y.	PROPN
cana-3540	152	5	shang	shang	PROPN
cana-3540	152	6	and	and	CCONJ
cana-3540	152	7	y.	y.	PROPN
cana-3540	152	8	zhu	zhu	PROPN
cana-3540	152	9	,	,	PUNCT
cana-3540	152	10	‘	'	PUNCT
cana-3540	152	11	‘	'	PUNCT
cana-3540	152	12	research	research	NOUN
cana-3540	152	13	on	on	ADP
cana-3540	152	14	intelligent	intelligent	ADJ
cana-3540	152	15	pest	pest	NOUN
cana-3540	152	16	prediction	prediction	NOUN
cana-3540	152	17	of	of	ADP
cana-3540	152	18	based	base	VERB
cana-3540	152	19	on	on	ADP
cana-3540	152	20	improved	improve	VERB
cana-3540	152	21	artificial	artificial	ADJ
cana-3540	152	22	neural	neural	ADJ
cana-3540	152	23	network	network	NOUN
cana-3540	152	24	,	,	PUNCT
cana-3540	152	25	’’	’'	PUNCT
cana-3540	152	26	in	in	ADP
cana-3540	152	27	proc	proc	NOUN
cana-3540	152	28	.	.	PUNCT
cana-3540	153	1	chin	chin	PROPN
cana-3540	153	2	.	.	PUNCT
cana-3540	153	3	autom	autom	PROPN
cana-3540	153	4	.	.	PUNCT
cana-3540	154	1	congr	congr	PROPN
cana-3540	154	2	.	.	PUNCT
cana-3540	155	1	(	(	PUNCT
cana-3540	155	2	cac),nov	cac),nov	NOUN
cana-3540	155	3	.	.	NOUN
cana-3540	155	4	2018	2018	NUM
cana-3540	155	5	,	,	PUNCT
cana-3540	155	6	pp	pp	ADJ
cana-3540	155	7	.	.	PUNCT
cana-3540	156	1	3633–3638	3633–3638	NUM
cana-3540	156	2	[	[	X
cana-3540	156	3	6	6	NUM
cana-3540	156	4	]	]	PUNCT
cana-3540	156	5	o.	o.	PROPN
cana-3540	156	6	z.	z.	PROPN
cana-3540	156	7	aregbesola	aregbesola	PROPN
cana-3540	156	8	,	,	PUNCT
cana-3540	156	9	j.	j.	PROPN
cana-3540	156	10	p.	p.	PROPN
cana-3540	156	11	legg	legg	PROPN
cana-3540	156	12	,	,	PUNCT
cana-3540	156	13	l.	l.	PROPN
cana-3540	156	14	sigsgaard	sigsgaard	PROPN
cana-3540	156	15	,	,	PUNCT
cana-3540	156	16	o.	o.	PROPN
cana-3540	156	17	s.	s.	PROPN
cana-3540	156	18	lund	lund	PROPN
cana-3540	156	19	,	,	PUNCT
cana-3540	156	20	and	and	CCONJ
cana-3540	156	21	c.	c.	PROPN
cana-3540	156	22	rapisarda	rapisarda	PROPN
cana-3540	156	23	,	,	PUNCT
cana-3540	156	24	‘	'	PUNCT
cana-3540	156	25	‘	'	PUNCT
cana-3540	156	26	potential	potential	ADJ
cana-3540	156	27	impact	impact	NOUN
cana-3540	156	28	of	of	ADP
cana-3540	156	29	climate	climate	NOUN
cana-3540	156	30	change	change	NOUN
cana-3540	156	31	on	on	ADP
cana-3540	156	32	whiteflies	whitefly	NOUN
cana-3540	156	33	and	and	CCONJ
cana-3540	156	34	implications	implication	NOUN
cana-3540	156	35	for	for	ADP
cana-3540	156	36	the	the	DET
cana-3540	156	37	spread	spread	NOUN
cana-3540	156	38	of	of	ADP
cana-3540	156	39	vectored	vectore	VERB
cana-3540	156	40	viruses	virus	NOUN
cana-3540	156	41	,	,	PUNCT
cana-3540	156	42	’’	’'	PUNCT
cana-3540	156	43	j.	j.	PROPN
cana-3540	156	44	pest	pest	PROPN
cana-3540	156	45	sci	sci	PROPN
cana-3540	156	46	.	.	PROPN
cana-3540	156	47	,	,	PUNCT
cana-3540	156	48	vol	vol	NOUN
cana-3540	156	49	.	.	PROPN
cana-3540	157	1	92	92	NUM
cana-3540	157	2	,	,	PUNCT
cana-3540	157	3	no	no	INTJ
cana-3540	157	4	.	.	NOUN
cana-3540	157	5	2	2	NUM
cana-3540	157	6	,	,	PUNCT
cana-3540	157	7	pp	pp	ADJ
cana-3540	157	8	.	.	PUNCT
cana-3540	158	1	381–392	381–392	NUM
cana-3540	158	2	,	,	PUNCT
cana-3540	158	3	mar	mar	PROPN
cana-3540	158	4	.	.	PROPN
cana-3540	158	5	2019	2019	NUM
cana-3540	158	6	.	.	PUNCT
cana-3540	159	1	[	[	X
cana-3540	159	2	7	7	X
cana-3540	159	3	]	]	X
cana-3540	159	4	r.	r.	PROPN
cana-3540	159	5	m.	m.	PROPN
cana-3540	159	6	saleem	saleem	PROPN
cana-3540	159	7	,	,	PUNCT
cana-3540	159	8	r.	r.	PROPN
cana-3540	159	9	kazmi	kazmi	PROPN
cana-3540	159	10	,	,	PUNCT
cana-3540	159	11	i.	i.	PROPN
cana-3540	159	12	s.	s.	PROPN
cana-3540	159	13	bajwa	bajwa	PROPN
cana-3540	159	14	,	,	PUNCT
cana-3540	159	15	a.	a.	NOUN
cana-3540	159	16	ashraf	ashraf	PROPN
cana-3540	159	17	,	,	PUNCT
cana-3540	159	18	s.	s.	PROPN
cana-3540	159	19	ramzan	ramzan	PROPN
cana-3540	159	20	,	,	PUNCT
cana-3540	159	21	and	and	CCONJ
cana-3540	159	22	w.	w.	PROPN
cana-3540	159	23	anwar	anwar	PROPN
cana-3540	159	24	,	,	PUNCT
cana-3540	159	25	‘	'	PUNCT
cana-3540	159	26	‘	'	PUNCT
cana-3540	159	27	iot	iot	ADJ
cana-3540	159	28	-	-	PUNCT
cana-3540	159	29	based	base	VERB
cana-3540	159	30	cotton	cotton	NOUN
cana-3540	159	31	whitefly	whitefly	NOUN
cana-3540	159	32	prediction	prediction	NOUN
cana-3540	159	33	using	use	VERB
cana-3540	159	34	deep	deep	ADJ
cana-3540	159	35	learning	learning	NOUN
cana-3540	159	36	,	,	PUNCT
cana-3540	159	37	’’	’'	PUNCT
cana-3540	159	38	sci	sci	PROPN
cana-3540	159	39	.	.	PROPN
cana-3540	159	40	program	program	PROPN
cana-3540	159	41	.	.	PUNCT
cana-3540	159	42	,	,	PUNCT
cana-3540	159	43	vol	vol	NOUN
cana-3540	159	44	.	.	PROPN
cana-3540	159	45	2021	2021	NUM
cana-3540	159	46	,	,	PUNCT
cana-3540	159	47	pp	pp	ADV
cana-3540	159	48	.	.	PUNCT
cana-3540	160	1	1–17	1–17	NOUN
cana-3540	160	2	,	,	PUNCT
cana-3540	160	3	jul	jul	PROPN
cana-3540	160	4	.	.	PROPN
cana-3540	160	5	2021	2021	NUM
cana-3540	160	6	.	.	PUNCT
cana-3540	161	1	[	[	X
cana-3540	161	2	8	8	NUM
cana-3540	161	3	]	]	X
cana-3540	161	4	n.	n.	NOUN
cana-3540	161	5	materne	materne	NOUN
cana-3540	161	6	and	and	CCONJ
cana-3540	161	7	m.	m.	NOUN
cana-3540	161	8	inoue	inoue	PROPN
cana-3540	161	9	,	,	PUNCT
cana-3540	161	10	‘	'	PUNCT
cana-3540	161	11	‘	'	PUNCT
cana-3540	161	12	iot	iot	ADJ
cana-3540	161	13	monitoring	monitoring	NOUN
cana-3540	161	14	system	system	NOUN
cana-3540	161	15	for	for	ADP
cana-3540	161	16	early	early	ADJ
cana-3540	161	17	detection	detection	NOUN
cana-3540	161	18	of	of	ADP
cana-3540	161	19	agricultural	agricultural	ADJ
cana-3540	161	20	pests	pest	NOUN
cana-3540	161	21	and	and	CCONJ
cana-3540	161	22	diseases	disease	NOUN
cana-3540	161	23	,	,	PUNCT
cana-3540	161	24	’’	’'	PUNCT
cana-3540	161	25	in	in	ADP
cana-3540	161	26	proc	proc	NOUN
cana-3540	161	27	.	.	PUNCT
cana-3540	162	1	12th	12th	PROPN
cana-3540	162	2	south	south	PROPN
cana-3540	162	3	east	east	PROPN
cana-3540	162	4	asian	asian	PROPN
cana-3540	162	5	tech	tech	NOUN
cana-3540	162	6	.	.	PUNCT
cana-3540	163	1	univ.consortium	univ.consortium	NOUN
cana-3540	163	2	(	(	PUNCT
cana-3540	163	3	seatuc	seatuc	NOUN
cana-3540	163	4	)	)	PUNCT
cana-3540	163	5	,	,	PUNCT
cana-3540	163	6	vol	vol	NOUN
cana-3540	163	7	.	.	PROPN
cana-3540	163	8	1	1	NUM
cana-3540	163	9	,	,	PUNCT
cana-3540	163	10	mar	mar	PROPN
cana-3540	163	11	.	.	PROPN
cana-3540	163	12	2018	2018	NUM
cana-3540	163	13	,	,	PUNCT
cana-3540	163	14	pp	pp	ADJ
cana-3540	163	15	.	.	PUNCT
cana-3540	164	1	1–5	1–5	X
cana-3540	164	2	.	.	PUNCT
cana-3540	165	1	[	[	X
cana-3540	165	2	9	9	NUM
cana-3540	165	3	]	]	PUNCT
cana-3540	165	4	index	index	NOUN
cana-3540	165	5	mundi	mundi	PROPN
cana-3540	165	6	usa	usa	PROPN
cana-3540	165	7	.	.	PROPN
cana-3540	165	8	accessed	access	VERB
cana-3540	165	9	:	:	PUNCT
cana-3540	165	10	feb	feb	PROPN
cana-3540	165	11	.	.	PROPN
cana-3540	165	12	5	5	NUM
cana-3540	165	13	,	,	PUNCT
cana-3540	165	14	2022	2022	NUM
cana-3540	165	15	.	.	PUNCT
cana-3540	166	1	[	[	X
cana-3540	166	2	online	online	X
cana-3540	166	3	]	]	X
cana-3540	166	4	.	.	PUNCT
cana-3540	167	1	available	available	ADJ
cana-3540	167	2	:	:	PUNCT
cana-3540	168	1	https://www.indexmundi.com/agriculture/?country=pk&commodity=cotton	https://www.indexmundi.com/agriculture/?country=pk&commodity=cotton	PROPN
cana-3540	168	2	&	&	CCONJ
cana-3540	168	3	graph	graph	NOUN
cana-3540	168	4	=	=	NOUN
cana-3540	168	5	yield	yield	NOUN
cana-3540	168	6	[	[	X
cana-3540	168	7	10	10	NUM
cana-3540	168	8	]	]	PUNCT
cana-3540	168	9	s.	s.	PROPN
cana-3540	168	10	m.	m.	PROPN
cana-3540	168	11	rahman	rahman	PROPN
cana-3540	168	12	and	and	CCONJ
cana-3540	168	13	g.	g.	PROPN
cana-3540	168	14	ravi	ravi	PROPN
cana-3540	168	15	,	,	PUNCT
cana-3540	168	16	‘	'	PUNCT
cana-3540	168	17	‘	'	PUNCT
cana-3540	168	18	role	role	NOUN
cana-3540	168	19	of	of	ADP
cana-3540	168	20	artificial	artificial	ADJ
cana-3540	168	21	intelligence	intelligence	NOUN
cana-3540	168	22	in	in	ADP
cana-3540	168	23	pest	pest	NOUN
cana-3540	168	24	management,’’current	management,’’current	NOUN
cana-3540	168	25	topics	topic	NOUN
cana-3540	168	26	agricult	agricult	NOUN
cana-3540	168	27	.	.	PUNCT
cana-3540	169	1	sci	sci	PROPN
cana-3540	169	2	.	.	PROPN
cana-3540	169	3	,	,	PUNCT
cana-3540	169	4	vol	vol	NOUN
cana-3540	169	5	.	.	PROPN
cana-3540	169	6	7	7	NUM
cana-3540	169	7	,	,	PUNCT
cana-3540	169	8	pp	pp	ADJ
cana-3540	169	9	.	.	PUNCT
cana-3540	170	1	64–81	64–81	NUM
cana-3540	170	2	,	,	PUNCT
cana-3540	170	3	jan	jan	PROPN
cana-3540	170	4	.	.	PROPN
cana-3540	170	5	2022	2022	NUM
cana-3540	170	6	.	.	PUNCT
cana-3540	171	1	[	[	X
cana-3540	171	2	11	11	NUM
cana-3540	171	3	]	]	PUNCT
cana-3540	171	4	i.	i.	NOUN
cana-3540	171	5	saher	saher	PROPN
cana-3540	171	6	,	,	PUNCT
cana-3540	171	7	a.	a.	PROPN
cana-3540	171	8	khan	khan	PROPN
cana-3540	171	9	,	,	PUNCT
cana-3540	171	10	m.	m.	NOUN
cana-3540	171	11	z.	z.	PROPN
cana-3540	171	12	jhandir	jhandir	PROPN
cana-3540	171	13	,	,	PUNCT
cana-3540	171	14	r.	r.	PROPN
cana-3540	171	15	kazmi	kazmi	PROPN
cana-3540	171	16	,	,	PUNCT
cana-3540	171	17	and	and	CCONJ
cana-3540	171	18	i.	i.	PROPN
cana-3540	171	19	s.	s.	PROPN
cana-3540	171	20	bajwa	bajwa	PROPN
cana-3540	171	21	,	,	PUNCT
cana-3540	171	22	‘	'	PUNCT
cana-3540	171	23	‘	'	PUNCT
cana-3540	171	24	analyzing	analyze	VERB
cana-3540	171	25	app	app	NOUN
cana-3540	171	26	releasing	releasing	NOUN
cana-3540	171	27	and	and	CCONJ
cana-3540	171	28	the	the	DET
cana-3540	171	29	updating	update	VERB
cana-3540	171	30	behavior	behavior	NOUN
cana-3540	171	31	of	of	ADP
cana-3540	171	32	android	android	PROPN
cana-3540	171	33	apps	app	NOUN
cana-3540	171	34	developers,’’pakistan	developers,’’pakistan	PROPN
cana-3540	171	35	j.	j.	PROPN
cana-3540	171	36	eng	eng	PROPN
cana-3540	171	37	.	.	PROPN
cana-3540	171	38	technol	technol	PROPN
cana-3540	171	39	.	.	PROPN
cana-3540	171	40	,	,	PUNCT
cana-3540	171	41	vol	vol	NOUN
cana-3540	171	42	.	.	PROPN
cana-3540	171	43	4	4	NUM
cana-3540	171	44	,	,	PUNCT
cana-3540	171	45	pp	pp	ADJ
cana-3540	171	46	.	.	PUNCT
cana-3540	172	1	106–111	106–111	NUM
cana-3540	172	2	,	,	PUNCT
cana-3540	172	3	jan	jan	PROPN
cana-3540	172	4	.	.	PROPN
cana-3540	172	5	2021	2021	NUM
cana-3540	172	6	[	[	X
cana-3540	172	7	12	12	NUM
cana-3540	172	8	]	]	X
cana-3540	172	9	b.	b.	PROPN
cana-3540	172	10	ramzan	ramzan	PROPN
cana-3540	172	11	,	,	PUNCT
cana-3540	172	12	i.	i.	PROPN
cana-3540	172	13	bajwa	bajwa	PROPN
cana-3540	172	14	,	,	PUNCT
cana-3540	172	15	r.	r.	PROPN
cana-3540	172	16	kazmi	kazmi	PROPN
cana-3540	172	17	,	,	PUNCT
cana-3540	172	18	and	and	CCONJ
cana-3540	172	19	s.	s.	PROPN
cana-3540	172	20	ramzan	ramzan	PROPN
cana-3540	172	21	,	,	PUNCT
cana-3540	172	22	‘	'	PUNCT
cana-3540	172	23	‘	'	PUNCT
cana-3540	172	24	an	an	DET
cana-3540	172	25	intelligent	intelligent	ADJ
cana-3540	172	26	data	datum	NOUN
cana-3540	172	27	analytics	analytic	NOUN
cana-3540	172	28	based	base	VERB
cana-3540	172	29	model	model	NOUN
cana-3540	172	30	driven	drive	VERB
cana-3540	172	31	recommendation	recommendation	NOUN
cana-3540	172	32	system	system	NOUN
cana-3540	172	33	,	,	PUNCT
cana-3540	172	34	’’	’'	PUNCT
cana-3540	172	35	j.	j.	PROPN
cana-3540	172	36	universal	universal	PROPN
cana-3540	172	37	comput.sci	comput.sci	NOUN
cana-3540	172	38	.	.	PUNCT
cana-3540	172	39	,	,	PUNCT
cana-3540	172	40	vol	vol	NOUN
cana-3540	172	41	.	.	PROPN
cana-3540	172	42	25	25	NUM
cana-3540	172	43	,	,	PUNCT
cana-3540	172	44	p.	p.	NOUN
cana-3540	172	45	1353	1353	NUM
cana-3540	172	46	,	,	PUNCT
cana-3540	172	47	feb	feb	PROPN
cana-3540	172	48	.	.	PROPN
cana-3540	172	49	2019	2019	NUM
cana-3540	173	1	[	[	SYM
cana-3540	173	2	13	13	NUM
cana-3540	173	3	]	]	PUNCT
cana-3540	173	4	a.	a.	NOUN
cana-3540	173	5	hussain	hussain	PROPN
cana-3540	173	6	,	,	PUNCT
cana-3540	173	7	k.	k.	PROPN
cana-3540	173	8	lakshminarayanan	lakshminarayanan	PROPN
cana-3540	173	9	,	,	PUNCT
cana-3540	173	10	r.	r.	PROPN
cana-3540	173	11	dhanker	dhanker	PROPN
cana-3540	173	12	,	,	PUNCT
cana-3540	173	13	s.	s.	PROPN
cana-3540	173	14	shastri	shastri	PROPN
cana-3540	173	15	,	,	PUNCT
cana-3540	173	16	and	and	CCONJ
cana-3540	173	17	m.	m.	PROPN
cana-3540	173	18	b.	b.	PROPN
cana-3540	173	19	desai	desai	PROPN
cana-3540	173	20	,	,	PUNCT
cana-3540	173	21	‘	'	PUNCT
cana-3540	173	22	‘	'	PUNCT
cana-3540	173	23	analysis	analysis	NOUN
cana-3540	173	24	and	and	CCONJ
cana-3540	173	25	prediction	prediction	NOUN
cana-3540	173	26	of	of	ADP
cana-3540	173	27	crop	crop	NOUN
cana-3540	173	28	infestation	infestation	NOUN
cana-3540	173	29	using	use	VERB
cana-3540	173	30	machine	machine	NOUN
cana-3540	173	31	learning	learning	NOUN
cana-3540	173	32	,	,	PUNCT
cana-3540	173	33	’’	’'	PUNCT
cana-3540	173	34	in	in	ADP
cana-3540	173	35	sustainable	sustainable	ADJ
cana-3540	173	36	advanced	advanced	ADJ
cana-3540	173	37	computing	computing	NOUN
cana-3540	173	38	.	.	PUNCT
cana-3540	174	1	cham	cham	PROPN
cana-3540	174	2	,	,	PUNCT
cana-3540	174	3	switzerland	switzerland	PROPN
cana-3540	174	4	:	:	PUNCT
cana-3540	174	5	springer	springer	NOUN
cana-3540	174	6	,	,	PUNCT
cana-3540	174	7	2022	2022	NUM
cana-3540	174	8	,	,	PUNCT
cana-3540	174	9	pp	pp	ADJ
cana-3540	174	10	.	.	PUNCT
cana-3540	175	1	15–26	15–26	NUM
cana-3540	176	1	[	[	X
cana-3540	176	2	14	14	NUM
cana-3540	176	3	]	]	X
cana-3540	176	4	d.	d.	PROPN
cana-3540	176	5	marković	marković	PROPN
cana-3540	176	6	,	,	PUNCT
cana-3540	176	7	d.	d.	PROPN
cana-3540	176	8	vujičić	vujičić	PROPN
cana-3540	176	9	,	,	PUNCT
cana-3540	176	10	s.	s.	PROPN
cana-3540	176	11	tanasković	tanasković	PROPN
cana-3540	176	12	,	,	PUNCT
cana-3540	176	13	b.	b.	PROPN
cana-3540	176	14	dordevic	dordevic	PROPN
cana-3540	176	15	,	,	PUNCT
cana-3540	176	16	s.	s.	PROPN
cana-3540	176	17	randić	randić	PROPN
cana-3540	176	18	,	,	PUNCT
cana-3540	176	19	and	and	CCONJ
cana-3540	176	20	z.stamenković	z.stamenković	ADV
cana-3540	176	21	,	,	PUNCT
cana-3540	176	22	‘	'	PUNCT
cana-3540	176	23	‘	'	PUNCT
cana-3540	176	24	prediction	prediction	NOUN
cana-3540	176	25	of	of	ADP
cana-3540	176	26	pest	pest	NOUN
cana-3540	176	27	insect	insect	NOUN
cana-3540	176	28	appearance	appearance	NOUN
cana-3540	176	29	using	use	VERB
cana-3540	176	30	sensors	sensor	NOUN
cana-3540	176	31	and	and	CCONJ
cana-3540	176	32	machine	machine	NOUN
cana-3540	176	33	learning	learning	NOUN
cana-3540	176	34	,	,	PUNCT
cana-3540	176	35	’’	’'	PUNCT
cana-3540	176	36	sensors	sensor	NOUN
cana-3540	176	37	,	,	PUNCT
cana-3540	176	38	vol	vol	NOUN
cana-3540	176	39	.	.	PROPN
cana-3540	176	40	21	21	NUM
cana-3540	176	41	,	,	PUNCT
cana-3540	176	42	no	no	INTJ
cana-3540	176	43	.	.	NOUN
cana-3540	176	44	14	14	NUM
cana-3540	176	45	,	,	PUNCT
cana-3540	176	46	p.	p.	NOUN
cana-3540	176	47	4846	4846	NUM
cana-3540	176	48	,	,	PUNCT
cana-3540	176	49	jul	jul	PROPN
cana-3540	176	50	.	.	PROPN
cana-3540	176	51	2021	2021	NUM
cana-3540	177	1	[	[	X
cana-3540	177	2	15	15	NUM
cana-3540	177	3	]	]	PUNCT
cana-3540	177	4	m.	m.	NOUN
cana-3540	177	5	s.	s.	PROPN
cana-3540	177	6	latif	latif	PROPN
cana-3540	177	7	,	,	PUNCT
cana-3540	177	8	r.	r.	PROPN
cana-3540	177	9	kazmi	kazmi	PROPN
cana-3540	177	10	,	,	PUNCT
cana-3540	177	11	n.	n.	PROPN
cana-3540	177	12	khan	khan	PROPN
cana-3540	177	13	,	,	PUNCT
cana-3540	177	14	r.	r.	PROPN
cana-3540	177	15	majeed	majeed	PROPN
cana-3540	177	16	,	,	PUNCT
cana-3540	177	17	s.	s.	PROPN
cana-3540	177	18	ikram	ikram	PROPN
cana-3540	177	19	,	,	PUNCT
cana-3540	177	20	and	and	CCONJ
cana-3540	177	21	m.	m.	NOUN
cana-3540	177	22	m.	m.	PROPN
cana-3540	177	23	ali	ali	PROPN
cana-3540	177	24	-	-	PUNCT
cana-3540	177	25	shahid	shahid	PROPN
cana-3540	177	26	,	,	PUNCT
cana-3540	177	27	‘	'	PUNCT
cana-3540	177	28	‘	'	PUNCT
cana-3540	177	29	pest	pest	NOUN
cana-3540	177	30	prediction	prediction	NOUN
cana-3540	177	31	in	in	ADP
cana-3540	177	32	rice	rice	NOUN
cana-3540	177	33	using	use	VERB
cana-3540	177	34	iot	iot	NOUN
cana-3540	177	35	and	and	CCONJ
cana-3540	177	36	feed	feed	VERB
cana-3540	177	37	forward	forward	ADV
cana-3540	177	38	neural	neural	ADJ
cana-3540	177	39	network	network	NOUN
cana-3540	177	40	,	,	PUNCT
cana-3540	177	41	’’	’'	PUNCT
cana-3540	177	42	ksii	ksii	ADJ
cana-3540	177	43	trans	trans	PROPN
cana-3540	177	44	.	.	PUNCT
cana-3540	177	45	internet	internet	PROPN
cana-3540	177	46	inf	inf	PROPN
cana-3540	177	47	.	.	PUNCT
cana-3540	178	1	syst	syst	PROPN
cana-3540	178	2	.	.	PUNCT
cana-3540	178	3	,	,	PUNCT
cana-3540	178	4	vol	vol	NOUN
cana-3540	178	5	.	.	PROPN
cana-3540	179	1	16	16	NUM
cana-3540	179	2	,	,	PUNCT
cana-3540	179	3	pp	pp	ADJ
cana-3540	179	4	.	.	PUNCT
cana-3540	180	1	133–152	133–152	NUM
cana-3540	180	2	,	,	PUNCT
cana-3540	180	3	jan	jan	PROPN
cana-3540	180	4	.	.	PROPN
cana-3540	180	5	2022	2022	NUM
cana-3540	181	1	[	[	X
cana-3540	181	2	16	16	NUM
cana-3540	181	3	]	]	X
cana-3540	181	4	o.	o.	PROPN
cana-3540	181	5	nanushi	nanushi	PROPN
cana-3540	181	6	,	,	PUNCT
cana-3540	181	7	v.	v.	ADP
cana-3540	181	8	sitokonstantinou	sitokonstantinou	PROPN
cana-3540	181	9	,	,	PUNCT
cana-3540	181	10	i.	i.	NOUN
cana-3540	181	11	tsoumas	tsouma	NOUN
cana-3540	181	12	,	,	PUNCT
cana-3540	181	13	and	and	CCONJ
cana-3540	181	14	c.	c.	PROPN
cana-3540	181	15	kontoes	kontoes	PROPN
cana-3540	181	16	,	,	PUNCT
cana-3540	181	17	‘	'	PUNCT
cana-3540	181	18	‘	'	PUNCT
cana-3540	181	19	pest	pest	ADJ
cana-3540	181	20	presence	presence	NOUN
cana-3540	181	21	prediction	prediction	NOUN
cana-3540	181	22	using	use	VERB
cana-3540	181	23	interpretable	interpretable	ADJ
cana-3540	181	24	machine	machine	NOUN
cana-3540	181	25	learning	learning	NOUN
cana-3540	181	26	,	,	PUNCT
cana-3540	181	27	’’	’'	PUNCT
cana-3540	181	28	2022	2022	NUM
cana-3540	181	29	,	,	PUNCT
cana-3540	181	30	arxiv:2205.07723	arxiv:2205.07723	NOUN
cana-3540	181	31	[	[	X
cana-3540	181	32	17	17	NUM
cana-3540	181	33	]	]	X
cana-3540	181	34	o.	o.	PROPN
cana-3540	181	35	nanushi	nanushi	PROPN
cana-3540	181	36	,	,	PUNCT
cana-3540	181	37	v.	v.	ADP
cana-3540	181	38	sitokonstantinou	sitokonstantinou	PROPN
cana-3540	181	39	,	,	PUNCT
cana-3540	181	40	i.	i.	NOUN
cana-3540	181	41	tsoumas	tsouma	NOUN
cana-3540	181	42	,	,	PUNCT
cana-3540	181	43	and	and	CCONJ
cana-3540	181	44	c.	c.	PROPN
cana-3540	181	45	kontoes	kontoes	PROPN
cana-3540	181	46	,	,	PUNCT
cana-3540	181	47	‘	'	PUNCT
cana-3540	181	48	‘	'	PUNCT
cana-3540	181	49	pest	pest	ADJ
cana-3540	181	50	presence	presence	NOUN
cana-3540	181	51	prediction	prediction	NOUN
cana-3540	181	52	using	use	VERB
cana-3540	181	53	interpretable	interpretable	ADJ
cana-3540	181	54	machine	machine	NOUN
cana-3540	181	55	learning	learning	NOUN
cana-3540	181	56	,	,	PUNCT
cana-3540	181	57	’’	’'	PUNCT
cana-3540	181	58	2022	2022	NUM
cana-3540	181	59	,	,	PUNCT
cana-3540	181	60	arxiv:2205.07723	arxiv:2205.07723	NOUN
cana-3540	181	61	[	[	X
cana-3540	181	62	18	18	NUM
cana-3540	181	63	]	]	PUNCT
cana-3540	181	64	t.	t.	NOUN
cana-3540	181	65	ojha	ojha	PROPN
cana-3540	181	66	,	,	PUNCT
cana-3540	181	67	s.	s.	PROPN
cana-3540	181	68	misra	misra	PROPN
cana-3540	181	69	,	,	PUNCT
cana-3540	181	70	and	and	CCONJ
cana-3540	181	71	n.	n.	PROPN
cana-3540	181	72	s.	s.	PROPN
cana-3540	181	73	raghuwanshi	raghuwanshi	PROPN
cana-3540	181	74	,	,	PUNCT
cana-3540	181	75	‘	'	PUNCT
cana-3540	181	76	‘	'	PUNCT
cana-3540	181	77	sensing	sense	VERB
cana-3540	181	78	-	-	PUNCT
cana-3540	181	79	cloud	cloud	NOUN
cana-3540	181	80	:	:	PUNCT
cana-3540	181	81	leveraging	leverage	VERB
cana-3540	181	82	the	the	DET
cana-3540	181	83	benefits	benefit	NOUN
cana-3540	181	84	for	for	ADP
cana-3540	181	85	agricultural	agricultural	ADJ
cana-3540	181	86	applications	application	NOUN
cana-3540	181	87	,	,	PUNCT
cana-3540	181	88	’’	’'	PUNCT
cana-3540	181	89	comput	comput	NOUN
cana-3540	181	90	.	.	PUNCT
cana-3540	182	1	electron	electron	PROPN
cana-3540	182	2	.	.	PUNCT
cana-3540	182	3	agricult	agricult	NOUN
cana-3540	182	4	.	.	PUNCT
cana-3540	183	1	,vol	,vol	PUNCT
cana-3540	183	2	.	.	PUNCT
cana-3540	184	1	135	135	NUM
cana-3540	184	2	,	,	PUNCT
cana-3540	184	3	pp	pp	ADJ
cana-3540	184	4	.	.	PUNCT
cana-3540	185	1	96–107	96–107	NUM
cana-3540	185	2	,	,	PUNCT
cana-3540	185	3	2017	2017	NUM
cana-3540	185	4	[	[	SYM
cana-3540	185	5	19	19	NUM
cana-3540	185	6	]	]	X
cana-3540	185	7	c.	c.	PROPN
cana-3540	185	8	changqing	changqing	PROPN
cana-3540	185	9	,	,	PUNCT
cana-3540	185	10	l.	l.	PROPN
cana-3540	185	11	hui	hui	PROPN
cana-3540	185	12	,	,	PUNCT
cana-3540	185	13	and	and	CCONJ
cana-3540	185	14	h.wenjun	h.wenjun	ADJ
cana-3540	185	15	,	,	PUNCT
cana-3540	185	16	‘	'	PUNCT
cana-3540	185	17	‘	'	PUNCT
cana-3540	185	18	internet	internet	NOUN
cana-3540	185	19	of	of	ADP
cana-3540	185	20	agriculture	agriculture	NOUN
cana-3540	185	21	-	-	PUNCT
cana-3540	185	22	based	base	VERB
cana-3540	185	23	low	low	ADJ
cana-3540	185	24	cost	cost	NOUN
cana-3540	185	25	smart	smart	ADJ
cana-3540	185	26	greenhouse	greenhouse	NOUN
cana-3540	185	27	remote	remote	ADJ
cana-3540	185	28	monitor	monitor	NOUN
cana-3540	185	29	system	system	NOUN
cana-3540	185	30	,	,	PUNCT
cana-3540	185	31	’’	’'	PUNCT
cana-3540	185	32	in	in	ADP
cana-3540	185	33	proc	proc	NOUN
cana-3540	185	34	.	.	PUNCT
cana-3540	186	1	chin	chin	NOUN
cana-3540	186	2	.	.	PUNCT
cana-3540	187	1	autom.congr	autom.congr	NOUN
cana-3540	187	2	.	.	PUNCT
cana-3540	188	1	(	(	PUNCT
cana-3540	188	2	cac	cac	PROPN
cana-3540	188	3	)	)	PUNCT
cana-3540	188	4	,	,	PUNCT
cana-3540	188	5	2018	2018	NUM
cana-3540	188	6	,	,	PUNCT
cana-3540	188	7	pp	pp	ADV
cana-3540	188	8	.	.	PUNCT
cana-3540	189	1	3940–3945	3940–3945	NUM
cana-3540	189	2	[	[	SYM
cana-3540	189	3	20	20	NUM
cana-3540	189	4	]	]	PUNCT
cana-3540	189	5	d.	d.	PROPN
cana-3540	189	6	gao	gao	PROPN
cana-3540	189	7	,	,	PUNCT
cana-3540	189	8	q.	q.	PROPN
cana-3540	189	9	sun	sun	PROPN
cana-3540	189	10	,	,	PUNCT
cana-3540	189	11	b.	b.	PROPN
cana-3540	189	12	hu	hu	PROPN
cana-3540	189	13	,	,	PUNCT
cana-3540	189	14	and	and	CCONJ
cana-3540	189	15	s.	s.	PROPN
cana-3540	189	16	zhang	zhang	PROPN
cana-3540	189	17	,	,	PUNCT
cana-3540	189	18	‘	'	PUNCT
cana-3540	189	19	‘	'	PUNCT
cana-3540	189	20	a	a	DET
cana-3540	189	21	framework	framework	NOUN
cana-3540	189	22	for	for	ADP
cana-3540	189	23	agricultural	agricultural	ADJ
cana-3540	189	24	pest	pest	NOUN
cana-3540	189	25	and	and	CCONJ
cana-3540	189	26	disease	disease	NOUN
cana-3540	189	27	monitoring	monitoring	NOUN
cana-3540	189	28	based	base	VERB
cana-3540	189	29	on	on	ADP
cana-3540	189	30	internet	internet	NOUN
cana-3540	189	31	-	-	PUNCT
cana-3540	189	32	of	of	ADP
cana-3540	189	33	-	-	PUNCT
cana-3540	189	34	things	thing	NOUN
cana-3540	189	35	and	and	CCONJ
cana-3540	189	36	unmanned	unmanned	ADJ
cana-3540	189	37	aerial	aerial	ADJ
cana-3540	189	38	vehicles	vehicle	NOUN
cana-3540	189	39	,	,	PUNCT
cana-3540	189	40	’’	’'	PUNCT
cana-3540	189	41	sensors	sensor	NOUN
cana-3540	189	42	,	,	PUNCT
cana-3540	189	43	vol	vol	NOUN
cana-3540	189	44	.	.	PROPN
cana-3540	189	45	20	20	NUM
cana-3540	189	46	,	,	PUNCT
cana-3540	189	47	no	no	INTJ
cana-3540	189	48	.	.	NOUN
cana-3540	189	49	5	5	NUM
cana-3540	189	50	,	,	PUNCT
cana-3540	189	51	p.	p.	NOUN
cana-3540	189	52	1487	1487	NUM
cana-3540	189	53	,	,	PUNCT
cana-3540	189	54	mar	mar	PROPN
cana-3540	189	55	.	.	PROPN
cana-3540	189	56	2020	2020	NUM
cana-3540	190	1	[	[	X
cana-3540	190	2	21	21	NUM
cana-3540	190	3	]	]	X
cana-3540	190	4	m.	m.	NOUN
cana-3540	190	5	dai	dai	PROPN
cana-3540	190	6	,	,	PUNCT
cana-3540	190	7	m.	m.	NOUN
cana-3540	190	8	m.	m.	PROPN
cana-3540	190	9	h.	h.	PROPN
cana-3540	190	10	dorjoy	dorjoy	PROPN
cana-3540	190	11	,	,	PUNCT
cana-3540	190	12	h.	h.	PROPN
cana-3540	190	13	miao	miao	PROPN
cana-3540	190	14	,	,	PUNCT
cana-3540	190	15	and	and	CCONJ
cana-3540	190	16	s.	s.	PROPN
cana-3540	190	17	zhang	zhang	PROPN
cana-3540	190	18	,	,	PUNCT
cana-3540	190	19	‘	'	PUNCT
cana-3540	190	20	‘	'	PUNCT
cana-3540	190	21	a	a	DET
cana-3540	190	22	new	new	ADJ
cana-3540	190	23	pest	pest	NOUN
cana-3540	190	24	detection	detection	NOUN
cana-3540	190	25	method	method	NOUN
cana-3540	190	26	based	base	VERB
cana-3540	190	27	on	on	ADP
cana-3540	190	28	improved	improved	ADJ
cana-3540	190	29	yolov5	yolov5	PROPN
cana-3540	190	30	m	m	PROPN
cana-3540	190	31	,	,	PUNCT
cana-3540	190	32	’’	’'	PUNCT
cana-3540	190	33	insects	insect	NOUN
cana-3540	190	34	,	,	PUNCT
cana-3540	190	35	vol	vol	NOUN
cana-3540	190	36	.	.	PROPN
cana-3540	190	37	14	14	NUM
cana-3540	190	38	,	,	PUNCT
cana-3540	190	39	no	no	INTJ
cana-3540	190	40	.	.	NOUN
cana-3540	190	41	1	1	NUM
cana-3540	190	42	,	,	PUNCT
cana-3540	190	43	p.	p.	NOUN
cana-3540	190	44	54,jan	54,jan	NOUN
cana-3540	190	45	.	.	NOUN
cana-3540	190	46	2023	2023	NUM
cana-3540	191	1	[	[	X
cana-3540	191	2	22	22	NUM
cana-3540	191	3	]	]	PUNCT
cana-3540	191	4	a	a	DET
cana-3540	191	5	new	new	ADJ
cana-3540	191	6	mobile	mobile	ADJ
cana-3540	191	7	application	application	NOUN
cana-3540	191	8	of	of	ADP
cana-3540	191	9	agricultural	agricultural	ADJ
cana-3540	191	10	pests	pest	NOUN
cana-3540	191	11	recognition	recognition	NOUN
cana-3540	191	12	using	use	VERB
cana-3540	191	13	deep	deep	ADJ
cana-3540	191	14	learning	learning	NOUN
cana-3540	191	15	in	in	ADP
cana-3540	191	16	cloud	cloud	NOUN
cana-3540	191	17	computing	computing	NOUN
cana-3540	191	18	system	system	NOUN
cana-3540	191	19	,	,	PUNCT
cana-3540	191	20	mohamed	mohamed	PROPN
cana-3540	191	21	esmail	esmail	PROPN
cana-3540	191	22	karar	karar	PROPN
cana-3540	191	23	,	,	PUNCT
cana-3540	191	24	fahad	fahad	PROPN
cana-3540	191	25	alsunaydi	alsunaydi	VERB
cana-3540	191	26	,	,	PUNCT
cana-3540	191	27	sultan	sultan	PROPN
cana-3540	191	28	albusaymi	albusaymi	NOUN
cana-3540	191	29	,	,	PUNCT
cana-3540	191	30	sultan	sultan	ADJ
cana-3540	191	31	alotaibi	alotaibi	NOUN
cana-3540	191	32	,	,	PUNCT
cana-3540	191	33	alexandria	alexandria	PROPN
cana-3540	191	34	engineering	engineering	PROPN
cana-3540	191	35	journal	journal	PROPN
cana-3540	191	36	,	,	PUNCT
cana-3540	191	37	volume	volume	NOUN
cana-3540	191	38	60	60	NUM
cana-3540	191	39	,	,	PUNCT
cana-3540	191	40	issue	issue	NOUN
cana-3540	191	41	5	5	NUM
cana-3540	191	42	,	,	PUNCT
cana-3540	191	43	october	october	PROPN
cana-3540	191	44	2021	2021	NUM
cana-3540	191	45	,	,	PUNCT
cana-3540	191	46	pages	page	NOUN
cana-3540	191	47	4423	4423	NUM
cana-3540	191	48	-	-	SYM
cana-3540	191	49	4432	4432	NUM
cana-3540	191	50	,	,	PUNCT
cana-3540	191	51	https://doi.org/10.1016/j.aej.2021.03.009	https://doi.org/10.1016/j.aej.2021.03.009	PROPN
cana-3540	192	1	[	[	X
cana-3540	192	2	23	23	X
cana-3540	192	3	]	]	PUNCT
cana-3540	192	4	t.	t.	NOUN
cana-3540	192	5	ojha	ojha	PROPN
cana-3540	192	6	,	,	PUNCT
cana-3540	192	7	s.	s.	PROPN
cana-3540	192	8	misra	misra	PROPN
cana-3540	192	9	,	,	PUNCT
cana-3540	192	10	and	and	CCONJ
cana-3540	192	11	n.	n.	PROPN
cana-3540	192	12	s.	s.	PROPN
cana-3540	192	13	raghuwanshi	raghuwanshi	PROPN
cana-3540	192	14	,	,	PUNCT
cana-3540	192	15	‘	'	PUNCT
cana-3540	192	16	‘	'	PUNCT
cana-3540	192	17	wireless	wireless	ADJ
cana-3540	192	18	sensor	sensor	NOUN
cana-3540	192	19	networks	network	NOUN
cana-3540	192	20	for	for	ADP
cana-3540	192	21	agriculture	agriculture	NOUN
cana-3540	192	22	:	:	PUNCT
cana-3540	192	23	the	the	DET
cana-3540	192	24	state	state	NOUN
cana-3540	192	25	-	-	PUNCT
cana-3540	192	26	of	of	ADP
cana-3540	192	27	-	-	PUNCT
cana-3540	192	28	the	the	DET
cana-3540	192	29	-	-	PUNCT
cana-3540	192	30	art	art	NOUN
cana-3540	192	31	in	in	ADP
cana-3540	192	32	practice	practice	NOUN
cana-3540	192	33	and	and	CCONJ
cana-3540	192	34	future	future	ADJ
cana-3540	192	35	challenges	challenge	NOUN
cana-3540	192	36	,	,	PUNCT
cana-3540	192	37	’’	’'	PUNCT
cana-3540	192	38	comput.electron	comput.electron	PROPN
cana-3540	192	39	.	.	PUNCT
cana-3540	192	40	agricult	agricult	NOUN
cana-3540	192	41	.	.	PUNCT
cana-3540	192	42	,	,	PUNCT
cana-3540	192	43	vol	vol	NOUN
cana-3540	192	44	.	.	PROPN
cana-3540	192	45	118	118	NUM
cana-3540	192	46	,	,	PUNCT
cana-3540	192	47	pp	pp	ADJ
cana-3540	192	48	.	.	PUNCT
cana-3540	193	1	66–84,oct	66–84,oct	NUM
cana-3540	193	2	.	.	PUNCT
cana-3540	194	1	2015	2015	NUM
cana-3540	194	2	https://www.sciencedirect.com/journal/alexandria-engineering-journal	https://www.sciencedirect.com/journal/alexandria-engineering-journal	PROPN
cana-3540	194	3	https://www.sciencedirect.com/journal/alexandria-engineering-journal	https://www.sciencedirect.com/journal/alexandria-engineering-journal	PROPN
cana-3540	194	4	https://www.sciencedirect.com/journal/alexandria-engineering-journal/vol/60/issue/5	https://www.sciencedirect.com/journal/alexandria-engineering-journal/vol/60/issue/5	X
cana-3540	194	5	https://doi.org/10.1016/j.aej.2021.03.009	https://doi.org/10.1016/j.aej.2021.03.009	X