id	sid	tid	token	lemma	pos
cana-2168	1	1	paper	paper	NOUN
cana-2168	1	2	title	title	NOUN
cana-2168	1	3	(	(	PUNCT
cana-2168	1	4	use	use	NOUN
cana-2168	1	5	style	style	NOUN
cana-2168	1	6	:	:	PUNCT
cana-2168	1	7	paper	paper	NOUN
cana-2168	1	8	title	title	NOUN
cana-2168	1	9	)	)	PUNCT
cana-2168	1	10	communications	communication	NOUN
cana-2168	1	11	on	on	ADP
cana-2168	1	12	applied	apply	VERB
cana-2168	1	13	nonlinear	nonlinear	ADJ
cana-2168	1	14	analysis	analysis	NOUN
cana-2168	1	15	issn	issn	NOUN
cana-2168	1	16	:	:	PUNCT
cana-2168	1	17	1074	1074	NUM
cana-2168	1	18	-	-	PUNCT
cana-2168	1	19	133x	133x	NUM
cana-2168	1	20	vol	vol	NOUN
cana-2168	1	21	32	32	NUM
cana-2168	1	22	no	no	NOUN
cana-2168	1	23	.	.	PUNCT
cana-2168	2	1	1s	1s	NUM
cana-2168	2	2	(	(	PUNCT
cana-2168	2	3	2025	2025	NUM
cana-2168	2	4	)	)	PUNCT
cana-2168	2	5	302	302	NUM
cana-2168	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2168	2	7	energy	energy	NOUN
cana-2168	2	8	-	-	PUNCT
cana-2168	2	9	efficient	efficient	ADJ
cana-2168	2	10	iot	iot	NOUN
cana-2168	2	11	networks	network	NOUN
cana-2168	2	12	:	:	PUNCT
cana-2168	2	13	optimizing	optimize	VERB
cana-2168	2	14	resource	resource	NOUN
cana-2168	2	15	management	management	NOUN
cana-2168	2	16	through	through	ADP
cana-2168	2	17	machine	machine	NOUN
cana-2168	2	18	learning	learn	VERB
cana-2168	2	19	1arulananth	1arulananth	NUM
cana-2168	2	20	t	t	NOUN
cana-2168	2	21	s	s	PROPN
cana-2168	2	22	,	,	PUNCT
cana-2168	2	23	2dr	2dr	ADJ
cana-2168	2	24	.	.	PUNCT
cana-2168	3	1	kanakaraju	kanakaraju	VERB
cana-2168	3	2	r	r	NOUN
cana-2168	3	3	,	,	PUNCT
cana-2168	3	4	3	3	NUM
cana-2168	3	5	t.	t.	NOUN
cana-2168	3	6	deepa	deepa	NOUN
cana-2168	3	7	,	,	PUNCT
cana-2168	3	8	4dakshayini	4dakshayini	PROPN
cana-2168	3	9	l	l	NOUN
cana-2168	3	10	,	,	PUNCT
cana-2168	3	11	5vaishnavi	5vaishnavi	NUM
cana-2168	3	12	v	v	NOUN
cana-2168	3	13	s	s	NOUN
cana-2168	3	14	,	,	PUNCT
cana-2168	3	15	6manjuantha	6manjuantha	NUM
cana-2168	3	16	m	m	NOUN
cana-2168	3	17	r	r	NOUN
cana-2168	3	18	,	,	PUNCT
cana-2168	3	19	7mr	7mr	NOUN
cana-2168	3	20	.	.	PUNCT
cana-2168	4	1	k.	k.	PROPN
cana-2168	4	2	manikandan,8kavitha	manikandan,8kavitha	PROPN
cana-2168	4	3	s	s	PART
cana-2168	4	4	1professor	1professor	NUM
cana-2168	4	5	,	,	PUNCT
cana-2168	4	6	department	department	NOUN
cana-2168	4	7	of	of	ADP
cana-2168	4	8	electronics	electronic	NOUN
cana-2168	4	9	and	and	CCONJ
cana-2168	4	10	communication	communication	NOUN
cana-2168	4	11	engineering	engineering	NOUN
cana-2168	4	12	,	,	PUNCT
cana-2168	4	13	mlr	mlr	PROPN
cana-2168	4	14	institute	institute	PROPN
cana-2168	4	15	of	of	ADP
cana-2168	4	16	technology	technology	PROPN
cana-2168	4	17	,	,	PUNCT
cana-2168	4	18	hyderabad500043	hyderabad500043	PROPN
cana-2168	4	19	,	,	PUNCT
cana-2168	4	20	telangana	telangana	PROPN
cana-2168	4	21	,	,	PUNCT
cana-2168	4	22	india	india	PROPN
cana-2168	4	23	2associate	2associate	PROPN
cana-2168	4	24	professor	professor	NOUN
cana-2168	4	25	,	,	PUNCT
cana-2168	4	26	department	department	NOUN
cana-2168	4	27	of	of	ADP
cana-2168	4	28	computer	computer	NOUN
cana-2168	4	29	science	science	NOUN
cana-2168	4	30	and	and	CCONJ
cana-2168	4	31	engineering	engineering	NOUN
cana-2168	4	32	,	,	PUNCT
cana-2168	4	33	don	don	PROPN
cana-2168	4	34	bosco	bosco	PROPN
cana-2168	4	35	institute	institute	PROPN
cana-2168	4	36	of	of	ADP
cana-2168	4	37	technology	technology	PROPN
cana-2168	4	38	,	,	PUNCT
cana-2168	4	39	bangalore	bangalore	PROPN
cana-2168	4	40	,	,	PUNCT
cana-2168	4	41	karnataka	karnataka	ADJ
cana-2168	4	42	3,4,5,6assistant	3,4,5,6assistant	NUM
cana-2168	4	43	professor	professor	NOUN
cana-2168	4	44	,	,	PUNCT
cana-2168	4	45	department	department	PROPN
cana-2168	4	46	of	of	ADP
cana-2168	4	47	bca	bca	PROPN
cana-2168	4	48	,	,	PUNCT
cana-2168	4	49	don	don	PROPN
cana-2168	4	50	bosco	bosco	PROPN
cana-2168	4	51	institute	institute	PROPN
cana-2168	4	52	of	of	ADP
cana-2168	4	53	management	management	NOUN
cana-2168	4	54	studies	study	NOUN
cana-2168	4	55	and	and	CCONJ
cana-2168	4	56	computer	computer	NOUN
cana-2168	4	57	applications	application	NOUN
cana-2168	4	58	,	,	PUNCT
cana-2168	4	59	bangalore	bangalore	NOUN
cana-2168	4	60	74	74	NUM
cana-2168	4	61	,	,	PUNCT
cana-2168	4	62	karnataka	karnataka	PROPN
cana-2168	4	63	7assistant	7assistant	PROPN
cana-2168	4	64	professor	professor	NOUN
cana-2168	4	65	,	,	PUNCT
cana-2168	4	66	department	department	NOUN
cana-2168	4	67	of	of	ADP
cana-2168	4	68	biomedical	biomedical	ADJ
cana-2168	4	69	engineering	engineering	PROPN
cana-2168	4	70	,	,	PUNCT
cana-2168	4	71	sona	sona	PROPN
cana-2168	4	72	college	college	PROPN
cana-2168	4	73	of	of	ADP
cana-2168	4	74	technology	technology	NOUN
cana-2168	4	75	,	,	PUNCT
cana-2168	4	76	salem	salem	NOUN
cana-2168	4	77	,	,	PUNCT
cana-2168	4	78	tamilnadu	tamilnadu	NOUN
cana-2168	4	79	,	,	PUNCT
cana-2168	4	80	india	india	PROPN
cana-2168	4	81	8research	8research	PROPN
cana-2168	4	82	scholar	scholar	NOUN
cana-2168	4	83	,	,	PUNCT
cana-2168	4	84	department	department	NOUN
cana-2168	4	85	of	of	ADP
cana-2168	4	86	information	information	NOUN
cana-2168	4	87	technology	technology	NOUN
cana-2168	4	88	,	,	PUNCT
cana-2168	4	89	rmk	rmk	PROPN
cana-2168	4	90	engineering	engineering	PROPN
cana-2168	4	91	college	college	PROPN
cana-2168	4	92	,	,	PUNCT
cana-2168	4	93	r.s.m	r.s.m	ADJ
cana-2168	4	94	nagar	nagar	NOUN
cana-2168	4	95	,	,	PUNCT
cana-2168	4	96	kavaraipettai	kavaraipettai	PROPN
cana-2168	4	97	,	,	PUNCT
cana-2168	4	98	chennai	chennai	NOUN
cana-2168	4	99	mail	mail	NOUN
cana-2168	5	1	i	i	PROPN
cana-2168	5	2	d	d	PROPN
cana-2168	5	3	:	:	PUNCT
cana-2168	5	4	arulananthece@mlrinstitutions.ac.in	arulananthece@mlrinstitutions.ac.in	ADV
cana-2168	5	5	,	,	PUNCT
cana-2168	5	6	mrkanakaraju@gmail.com	mrkanakaraju@gmail.com	X
cana-2168	5	7	,	,	PUNCT
cana-2168	5	8	deeparamesh1689@gmail.com	deeparamesh1689@gmail.com	PROPN
cana-2168	5	9	,	,	PUNCT
cana-2168	5	10	dakshayini1399@gmail.com	dakshayini1399@gmail.com	PROPN
cana-2168	5	11	,	,	PUNCT
cana-2168	5	12	vaishnu.kellur@gmail.com	vaishnu.kellur@gmail.com	X
cana-2168	5	13	,	,	PUNCT
cana-2168	5	14	manjunathmr375@gmail.com	manjunathmr375@gmail.com	PROPN
cana-2168	5	15	,	,	PUNCT
cana-2168	5	16	mani.yaah@gmail.com,sel.kavitha1@gmail.com	mani.yaah@gmail.com,sel.kavitha1@gmail.com	X
cana-2168	5	17	article	article	NOUN
cana-2168	5	18	history	history	NOUN
cana-2168	5	19	:	:	PUNCT
cana-2168	5	20	received	receive	VERB
cana-2168	5	21	:	:	PUNCT
cana-2168	5	22	17	17	NUM
cana-2168	5	23	-	-	SYM
cana-2168	5	24	08	08	NUM
cana-2168	5	25	-	-	PUNCT
cana-2168	5	26	2024	2024	NUM
cana-2168	5	27	revised	revise	VERB
cana-2168	5	28	:	:	PUNCT
cana-2168	5	29	27	27	NUM
cana-2168	5	30	-	-	SYM
cana-2168	5	31	09	09	NUM
cana-2168	5	32	-	-	PUNCT
cana-2168	5	33	2024	2024	NUM
cana-2168	5	34	accepted	accept	VERB
cana-2168	5	35	:	:	PUNCT
cana-2168	5	36	17	17	NUM
cana-2168	5	37	-	-	SYM
cana-2168	5	38	10	10	NUM
cana-2168	5	39	-	-	PUNCT
cana-2168	5	40	2024	2024	NUM
cana-2168	5	41	abstract	abstract	NOUN
cana-2168	5	42	:	:	PUNCT
cana-2168	5	43	the	the	DET
cana-2168	5	44	rapid	rapid	ADJ
cana-2168	5	45	expansion	expansion	NOUN
cana-2168	5	46	of	of	ADP
cana-2168	5	47	internet	internet	NOUN
cana-2168	5	48	of	of	ADP
cana-2168	5	49	things	thing	NOUN
cana-2168	5	50	(	(	PUNCT
cana-2168	5	51	iot	iot	NOUN
cana-2168	5	52	)	)	PUNCT
cana-2168	5	53	devices	device	NOUN
cana-2168	5	54	has	have	AUX
cana-2168	5	55	brought	bring	VERB
cana-2168	5	56	out	out	ADP
cana-2168	5	57	novel	novel	NOUN
cana-2168	5	58	prospects	prospect	NOUN
cana-2168	5	59	and	and	CCONJ
cana-2168	5	60	obstacles	obstacle	NOUN
cana-2168	5	61	,	,	PUNCT
cana-2168	5	62	namely	namely	ADV
cana-2168	5	63	in	in	ADP
cana-2168	5	64	the	the	DET
cana-2168	5	65	domains	domain	NOUN
cana-2168	5	66	of	of	ADP
cana-2168	5	67	energy	energy	NOUN
cana-2168	5	68	management	management	NOUN
cana-2168	5	69	and	and	CCONJ
cana-2168	5	70	resource	resource	NOUN
cana-2168	5	71	optimisation	optimisation	NOUN
cana-2168	5	72	.	.	PUNCT
cana-2168	6	1	ensuring	ensure	VERB
cana-2168	6	2	energy	energy	NOUN
cana-2168	6	3	efficiency	efficiency	NOUN
cana-2168	6	4	becomes	become	VERB
cana-2168	6	5	essential	essential	ADJ
cana-2168	6	6	as	as	SCONJ
cana-2168	6	7	iot	iot	PROPN
cana-2168	6	8	networks	network	NOUN
cana-2168	6	9	grow	grow	VERB
cana-2168	6	10	in	in	ADP
cana-2168	6	11	order	order	NOUN
cana-2168	6	12	to	to	PART
cana-2168	6	13	promote	promote	VERB
cana-2168	6	14	sustainable	sustainable	ADJ
cana-2168	6	15	deployments	deployment	NOUN
cana-2168	6	16	,	,	PUNCT
cana-2168	6	17	save	save	VERB
cana-2168	6	18	operating	operating	NOUN
cana-2168	6	19	costs	cost	NOUN
cana-2168	6	20	,	,	PUNCT
cana-2168	6	21	and	and	CCONJ
cana-2168	6	22	extend	extend	VERB
cana-2168	6	23	the	the	DET
cana-2168	6	24	life	life	NOUN
cana-2168	6	25	of	of	ADP
cana-2168	6	26	devices	device	NOUN
cana-2168	6	27	.	.	PUNCT
cana-2168	7	1	the	the	DET
cana-2168	7	2	increasing	increase	VERB
cana-2168	7	3	intricacy	intricacy	ADJ
cana-2168	7	4	and	and	CCONJ
cana-2168	7	5	dynamic	dynamic	ADJ
cana-2168	7	6	character	character	NOUN
cana-2168	7	7	of	of	ADP
cana-2168	7	8	contemporary	contemporary	ADJ
cana-2168	7	9	iot	iot	PROPN
cana-2168	7	10	systems	system	NOUN
cana-2168	7	11	sometimes	sometimes	ADV
cana-2168	7	12	prove	prove	VERB
cana-2168	7	13	to	to	PART
cana-2168	7	14	be	be	AUX
cana-2168	7	15	too	too	ADV
cana-2168	7	16	much	much	ADJ
cana-2168	7	17	for	for	SCONJ
cana-2168	7	18	traditional	traditional	ADJ
cana-2168	7	19	resource	resource	NOUN
cana-2168	7	20	management	management	NOUN
cana-2168	7	21	techniques	technique	NOUN
cana-2168	7	22	to	to	PART
cana-2168	7	23	handle	handle	VERB
cana-2168	7	24	.	.	PUNCT
cana-2168	8	1	the	the	DET
cana-2168	8	2	potential	potential	NOUN
cana-2168	8	3	of	of	ADP
cana-2168	8	4	machine	machine	NOUN
cana-2168	8	5	learning	learning	NOUN
cana-2168	8	6	(	(	PUNCT
cana-2168	8	7	ml	ml	NOUN
cana-2168	8	8	)	)	PUNCT
cana-2168	8	9	to	to	PART
cana-2168	8	10	improve	improve	VERB
cana-2168	8	11	resource	resource	NOUN
cana-2168	8	12	management	management	NOUN
cana-2168	8	13	in	in	ADP
cana-2168	8	14	energy	energy	NOUN
cana-2168	8	15	-	-	PUNCT
cana-2168	8	16	efficient	efficient	ADJ
cana-2168	8	17	internet	internet	NOUN
cana-2168	8	18	of	of	ADP
cana-2168	8	19	things	thing	NOUN
cana-2168	8	20	networks	network	NOUN
cana-2168	8	21	is	be	AUX
cana-2168	8	22	examined	examine	VERB
cana-2168	8	23	in	in	ADP
cana-2168	8	24	this	this	DET
cana-2168	8	25	research	research	NOUN
cana-2168	8	26	.	.	PUNCT
cana-2168	9	1	through	through	ADP
cana-2168	9	2	the	the	DET
cana-2168	9	3	use	use	NOUN
cana-2168	9	4	of	of	ADP
cana-2168	9	5	machine	machine	NOUN
cana-2168	9	6	learning	learn	VERB
cana-2168	9	7	techniques	technique	NOUN
cana-2168	9	8	,	,	PUNCT
cana-2168	9	9	such	such	ADJ
cana-2168	9	10	as	as	ADP
cana-2168	9	11	deep	deep	ADJ
cana-2168	9	12	learning	learning	NOUN
cana-2168	9	13	,	,	PUNCT
cana-2168	9	14	supervised	supervised	ADJ
cana-2168	9	15	learning	learning	NOUN
cana-2168	9	16	,	,	PUNCT
cana-2168	9	17	and	and	CCONJ
cana-2168	9	18	reinforcement	reinforcement	NOUN
cana-2168	9	19	learning	learning	NOUN
cana-2168	9	20	,	,	PUNCT
cana-2168	9	21	internet	internet	NOUN
cana-2168	9	22	of	of	ADP
cana-2168	9	23	things	thing	NOUN
cana-2168	9	24	systems	system	NOUN
cana-2168	9	25	are	be	AUX
cana-2168	9	26	able	able	ADJ
cana-2168	9	27	to	to	PART
cana-2168	9	28	forecast	forecast	VERB
cana-2168	9	29	network	network	NOUN
cana-2168	9	30	traffic	traffic	NOUN
cana-2168	9	31	,	,	PUNCT
cana-2168	9	32	allocate	allocate	VERB
cana-2168	9	33	resources	resource	NOUN
cana-2168	9	34	intelligently	intelligently	ADV
cana-2168	9	35	,	,	PUNCT
cana-2168	9	36	and	and	CCONJ
cana-2168	9	37	reduce	reduce	VERB
cana-2168	9	38	energy	energy	NOUN
cana-2168	9	39	usage	usage	NOUN
cana-2168	9	40	in	in	ADP
cana-2168	9	41	real	real	ADJ
cana-2168	9	42	time	time	NOUN
cana-2168	9	43	.	.	PUNCT
cana-2168	10	1	the	the	DET
cana-2168	10	2	study	study	NOUN
cana-2168	10	3	examines	examine	VERB
cana-2168	10	4	cutting	cutting	NOUN
cana-2168	10	5	-	-	PUNCT
cana-2168	10	6	edge	edge	NOUN
cana-2168	10	7	methods	method	NOUN
cana-2168	10	8	,	,	PUNCT
cana-2168	10	9	addresses	address	VERB
cana-2168	10	10	important	important	ADJ
cana-2168	10	11	issues	issue	NOUN
cana-2168	10	12	,	,	PUNCT
cana-2168	10	13	and	and	CCONJ
cana-2168	10	14	indicates	indicate	VERB
cana-2168	10	15	areas	area	NOUN
cana-2168	10	16	for	for	ADP
cana-2168	10	17	further	further	ADJ
cana-2168	10	18	investigation	investigation	NOUN
cana-2168	10	19	.	.	PUNCT
cana-2168	11	1	in	in	ADP
cana-2168	11	2	the	the	DET
cana-2168	11	3	end	end	NOUN
cana-2168	11	4	,	,	PUNCT
cana-2168	11	5	this	this	DET
cana-2168	11	6	research	research	NOUN
cana-2168	11	7	highlights	highlight	NOUN
cana-2168	11	8	how	how	SCONJ
cana-2168	11	9	machine	machine	NOUN
cana-2168	11	10	learning	learning	NOUN
cana-2168	11	11	may	may	AUX
cana-2168	11	12	play	play	VERB
cana-2168	11	13	a	a	DET
cana-2168	11	14	revolutionary	revolutionary	ADJ
cana-2168	11	15	role	role	NOUN
cana-2168	11	16	in	in	ADP
cana-2168	11	17	creating	create	VERB
cana-2168	11	18	iot	iot	ADJ
cana-2168	11	19	networks	network	NOUN
cana-2168	11	20	that	that	PRON
cana-2168	11	21	are	be	AUX
cana-2168	11	22	scalable	scalable	ADJ
cana-2168	11	23	,	,	PUNCT
cana-2168	11	24	energy	energy	NOUN
cana-2168	11	25	-	-	PUNCT
cana-2168	11	26	efficient	efficient	ADJ
cana-2168	11	27	,	,	PUNCT
cana-2168	11	28	sustainable	sustainable	ADJ
cana-2168	11	29	,	,	PUNCT
cana-2168	11	30	and	and	CCONJ
cana-2168	11	31	able	able	ADJ
cana-2168	11	32	to	to	PART
cana-2168	11	33	satisfy	satisfy	VERB
cana-2168	11	34	the	the	DET
cana-2168	11	35	expectations	expectation	NOUN
cana-2168	11	36	of	of	ADP
cana-2168	11	37	a	a	DET
cana-2168	11	38	world	world	NOUN
cana-2168	11	39	that	that	PRON
cana-2168	11	40	is	be	AUX
cana-2168	11	41	becoming	become	VERB
cana-2168	11	42	more	more	ADV
cana-2168	11	43	and	and	CCONJ
cana-2168	11	44	more	more	ADV
cana-2168	11	45	connected	connected	ADJ
cana-2168	11	46	.	.	PUNCT
cana-2168	12	1	keywords	keyword	NOUN
cana-2168	12	2	:	:	PUNCT
cana-2168	12	3	choosing	choose	VERB
cana-2168	12	4	features	feature	NOUN
cana-2168	12	5	,	,	PUNCT
cana-2168	12	6	optimisation	optimisation	NOUN
cana-2168	12	7	of	of	ADP
cana-2168	12	8	beta	beta	ADJ
cana-2168	12	9	ant	ant	ADJ
cana-2168	12	10	colonies	colony	NOUN
cana-2168	12	11	,	,	PUNCT
cana-2168	12	12	text	text	NOUN
cana-2168	12	13	categorisation	categorisation	NOUN
cana-2168	12	14	,	,	PUNCT
cana-2168	12	15	methods	method	NOUN
cana-2168	12	16	of	of	ADP
cana-2168	12	17	metaheurization	metaheurization	NOUN
cana-2168	12	18	,	,	PUNCT
cana-2168	12	19	diminution	diminution	NOUN
cana-2168	12	20	of	of	ADP
cana-2168	12	21	dimensionality	dimensionality	NOUN
cana-2168	12	22	,	,	PUNCT
cana-2168	12	23	optimisation	optimisation	NOUN
cana-2168	12	24	of	of	ADP
cana-2168	12	25	ant	ant	ADJ
cana-2168	12	26	colonies	colony	NOUN
cana-2168	12	27	(	(	PUNCT
cana-2168	12	28	aco	aco	PROPN
cana-2168	12	29	)	)	PUNCT
cana-2168	12	30	,	,	PUNCT
cana-2168	12	31	distribution	distribution	NOUN
cana-2168	12	32	of	of	ADP
cana-2168	12	33	beta	beta	NOUN
cana-2168	12	34	,	,	PUNCT
cana-2168	12	35	label	label	NOUN
cana-2168	12	36	reliance	reliance	NOUN
cana-2168	12	37	and	and	CCONJ
cana-2168	12	38	group	group	NOUN
cana-2168	12	39	education	education	NOUN
cana-2168	12	40	.	.	PUNCT
cana-2168	13	1	i.	i.	PROPN
cana-2168	13	2	introduction	introduction	NOUN
cana-2168	13	3	the	the	DET
cana-2168	13	4	internet	internet	NOUN
cana-2168	13	5	of	of	ADP
cana-2168	13	6	things	thing	NOUN
cana-2168	13	7	'	'	PART
cana-2168	13	8	(	(	PUNCT
cana-2168	13	9	iot	iot	NOUN
cana-2168	13	10	)	)	PUNCT
cana-2168	13	11	rapid	rapid	ADJ
cana-2168	13	12	expansion	expansion	NOUN
cana-2168	13	13	has	have	AUX
cana-2168	13	14	transformed	transform	VERB
cana-2168	13	15	a	a	DET
cana-2168	13	16	number	number	NOUN
cana-2168	13	17	of	of	ADP
cana-2168	13	18	sectors	sector	NOUN
cana-2168	13	19	,	,	PUNCT
cana-2168	13	20	including	include	VERB
cana-2168	13	21	healthcare	healthcare	NOUN
cana-2168	13	22	and	and	CCONJ
cana-2168	13	23	smart	smart	ADJ
cana-2168	13	24	cities	city	NOUN
cana-2168	13	25	.	.	PUNCT
cana-2168	14	1	iot	iot	PROPN
cana-2168	14	2	networks	network	NOUN
cana-2168	14	3	are	be	AUX
cana-2168	14	4	made	make	VERB
cana-2168	14	5	up	up	ADP
cana-2168	14	6	of	of	ADP
cana-2168	14	7	networked	networked	ADJ
cana-2168	14	8	devices	device	NOUN
cana-2168	14	9	that	that	PRON
cana-2168	14	10	constantly	constantly	ADV
cana-2168	14	11	gather	gather	VERB
cana-2168	14	12	,	,	PUNCT
cana-2168	14	13	send	send	VERB
cana-2168	14	14	,	,	PUNCT
cana-2168	14	15	and	and	CCONJ
cana-2168	14	16	analyze	analyze	VERB
cana-2168	14	17	data	datum	NOUN
cana-2168	14	18	in	in	ADP
cana-2168	14	19	order	order	NOUN
cana-2168	14	20	to	to	PART
cana-2168	14	21	carry	carry	VERB
cana-2168	14	22	out	out	ADP
cana-2168	14	23	activities	activity	NOUN
cana-2168	14	24	on	on	ADP
cana-2168	14	25	their	their	PRON
cana-2168	14	26	own	own	ADJ
cana-2168	14	27	.	.	PUNCT
cana-2168	15	1	however	however	ADV
cana-2168	15	2	,	,	PUNCT
cana-2168	15	3	effectively	effectively	ADV
cana-2168	15	4	managing	manage	VERB
cana-2168	15	5	mailto:arulananthece@mlrinstitutions.ac.in	mailto:arulananthece@mlrinstitutions.ac.in	PROPN
cana-2168	15	6	,	,	PUNCT
cana-2168	15	7	mailto:mrkanakaraju@gmail.com	mailto:mrkanakaraju@gmail.com	PROPN
cana-2168	15	8	,	,	PUNCT
cana-2168	15	9	mailto:deeparamesh1689@gmail.com	mailto:deeparamesh1689@gmail.com	PROPN
cana-2168	15	10	,	,	PUNCT
cana-2168	15	11	mailto:dakshayini1399@gmail.com	mailto:dakshayini1399@gmail.com	PROPN
cana-2168	15	12	,	,	PUNCT
cana-2168	15	13	mailto:vaishnu.kellur@gmail.com	mailto:vaishnu.kellur@gmail.com	PROPN
cana-2168	15	14	,	,	PUNCT
cana-2168	15	15	mailto:manjunathmr375@gmail.com	mailto:manjunathmr375@gmail.com	PROPN
cana-2168	15	16	,	,	PUNCT
cana-2168	15	17	mailto:mani.yaah@gmail.com	mailto:mani.yaah@gmail.com	PROPN
cana-2168	15	18	mailto:sel.kavitha1@gmail.com	mailto:sel.kavitha1@gmail.com	PROPN
cana-2168	15	19	,	,	PUNCT
cana-2168	15	20	communications	communication	NOUN
cana-2168	15	21	on	on	ADP
cana-2168	15	22	applied	apply	VERB
cana-2168	15	23	nonlinear	nonlinear	ADJ
cana-2168	15	24	analysis	analysis	NOUN
cana-2168	15	25	issn	issn	NOUN
cana-2168	15	26	:	:	PUNCT
cana-2168	15	27	1074	1074	NUM
cana-2168	15	28	-	-	PUNCT
cana-2168	15	29	133x	133x	NUM
cana-2168	15	30	vol	vol	NOUN
cana-2168	15	31	32	32	NUM
cana-2168	15	32	no	no	NOUN
cana-2168	15	33	.	.	PUNCT
cana-2168	16	1	1s	1s	NUM
cana-2168	16	2	(	(	PUNCT
cana-2168	16	3	2025	2025	NUM
cana-2168	16	4	)	)	PUNCT
cana-2168	16	5	303	303	NUM
cana-2168	16	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2168	16	7	resources	resource	NOUN
cana-2168	16	8	becomes	become	VERB
cana-2168	16	9	more	more	ADV
cana-2168	16	10	difficult	difficult	ADJ
cana-2168	16	11	as	as	SCONJ
cana-2168	16	12	the	the	DET
cana-2168	16	13	number	number	NOUN
cana-2168	16	14	of	of	ADP
cana-2168	16	15	connected	connected	ADJ
cana-2168	16	16	devices	device	NOUN
cana-2168	16	17	rises	rise	NOUN
cana-2168	16	18	,	,	PUNCT
cana-2168	16	19	especially	especially	ADV
cana-2168	16	20	when	when	SCONJ
cana-2168	16	21	it	it	PRON
cana-2168	16	22	comes	come	VERB
cana-2168	16	23	to	to	ADP
cana-2168	16	24	energy	energy	NOUN
cana-2168	16	25	use	use	NOUN
cana-2168	16	26	.	.	PUNCT
cana-2168	17	1	iot	iot	PROPN
cana-2168	17	2	networks	network	NOUN
cana-2168	17	3	that	that	PRON
cana-2168	17	4	use	use	VERB
cana-2168	17	5	less	less	ADJ
cana-2168	17	6	energy	energy	NOUN
cana-2168	17	7	are	be	AUX
cana-2168	17	8	crucial	crucial	ADJ
cana-2168	17	9	for	for	ADP
cana-2168	17	10	increasing	increase	VERB
cana-2168	17	11	sustainability	sustainability	NOUN
cana-2168	17	12	,	,	PUNCT
cana-2168	17	13	lowering	lower	VERB
cana-2168	17	14	operating	operating	NOUN
cana-2168	17	15	costs	cost	NOUN
cana-2168	17	16	,	,	PUNCT
cana-2168	17	17	and	and	CCONJ
cana-2168	17	18	prolonging	prolong	VERB
cana-2168	17	19	the	the	DET
cana-2168	17	20	life	life	NOUN
cana-2168	17	21	of	of	ADP
cana-2168	17	22	devices	device	NOUN
cana-2168	17	23	.	.	PUNCT
cana-2168	18	1	even	even	ADV
cana-2168	18	2	if	if	SCONJ
cana-2168	18	3	they	they	PRON
cana-2168	18	4	are	be	AUX
cana-2168	18	5	somewhat	somewhat	ADV
cana-2168	18	6	successful	successful	ADJ
cana-2168	18	7	,	,	PUNCT
cana-2168	18	8	traditional	traditional	ADJ
cana-2168	18	9	resource	resource	NOUN
cana-2168	18	10	management	management	NOUN
cana-2168	18	11	techniques	technique	NOUN
cana-2168	18	12	are	be	AUX
cana-2168	18	13	unable	unable	ADJ
cana-2168	18	14	to	to	PART
cana-2168	18	15	handle	handle	VERB
cana-2168	18	16	the	the	DET
cana-2168	18	17	growing	grow	VERB
cana-2168	18	18	complexity	complexity	NOUN
cana-2168	18	19	of	of	ADP
cana-2168	18	20	contemporary	contemporary	ADJ
cana-2168	18	21	iot	iot	PROPN
cana-2168	18	22	networks	network	NOUN
cana-2168	18	23	.	.	PUNCT
cana-2168	19	1	machine	machine	NOUN
cana-2168	19	2	learning	learning	NOUN
cana-2168	19	3	(	(	PUNCT
cana-2168	19	4	ml	ml	NOUN
cana-2168	19	5	)	)	PUNCT
cana-2168	19	6	has	have	AUX
cana-2168	19	7	become	become	VERB
cana-2168	19	8	a	a	DET
cana-2168	19	9	potent	potent	ADJ
cana-2168	19	10	technique	technique	NOUN
cana-2168	19	11	to	to	PART
cana-2168	19	12	optimize	optimize	VERB
cana-2168	19	13	resource	resource	NOUN
cana-2168	19	14	management	management	NOUN
cana-2168	19	15	in	in	ADP
cana-2168	19	16	internet	internet	NOUN
cana-2168	19	17	of	of	ADP
cana-2168	19	18	things	thing	NOUN
cana-2168	19	19	(	(	PUNCT
cana-2168	19	20	iot	iot	NOUN
cana-2168	19	21	)	)	PUNCT
cana-2168	19	22	networks	network	NOUN
cana-2168	19	23	in	in	ADP
cana-2168	19	24	recent	recent	ADJ
cana-2168	19	25	years	year	NOUN
cana-2168	19	26	.	.	PUNCT
cana-2168	20	1	large	large	ADJ
cana-2168	20	2	volumes	volume	NOUN
cana-2168	20	3	of	of	ADP
cana-2168	20	4	data	datum	NOUN
cana-2168	20	5	may	may	AUX
cana-2168	20	6	be	be	AUX
cana-2168	20	7	analyzed	analyze	VERB
cana-2168	20	8	in	in	ADP
cana-2168	20	9	real	real	ADJ
cana-2168	20	10	-	-	PUNCT
cana-2168	20	11	time	time	NOUN
cana-2168	20	12	by	by	ADP
cana-2168	20	13	machine	machine	NOUN
cana-2168	20	14	learning	learning	NOUN
cana-2168	20	15	algorithms	algorithm	NOUN
cana-2168	20	16	,	,	PUNCT
cana-2168	20	17	enabling	enable	VERB
cana-2168	20	18	dynamic	dynamic	ADJ
cana-2168	20	19	resource	resource	NOUN
cana-2168	20	20	allocation	allocation	NOUN
cana-2168	20	21	,	,	PUNCT
cana-2168	20	22	energy	energy	NOUN
cana-2168	20	23	consumption	consumption	NOUN
cana-2168	20	24	optimization	optimization	NOUN
cana-2168	20	25	,	,	PUNCT
cana-2168	20	26	and	and	CCONJ
cana-2168	20	27	prediction	prediction	NOUN
cana-2168	20	28	and	and	CCONJ
cana-2168	20	29	adaptation	adaptation	NOUN
cana-2168	20	30	to	to	ADP
cana-2168	20	31	changing	change	VERB
cana-2168	20	32	network	network	NOUN
cana-2168	20	33	circumstances	circumstance	NOUN
cana-2168	20	34	.	.	PUNCT
cana-2168	21	1	machine	machine	NOUN
cana-2168	21	2	learning	learning	NOUN
cana-2168	21	3	(	(	PUNCT
cana-2168	21	4	ml	ml	NOUN
cana-2168	21	5	)	)	PUNCT
cana-2168	21	6	techniques	technique	NOUN
cana-2168	21	7	have	have	VERB
cana-2168	21	8	the	the	DET
cana-2168	21	9	potential	potential	NOUN
cana-2168	21	10	to	to	PART
cana-2168	21	11	drastically	drastically	ADV
cana-2168	21	12	lower	lower	VERB
cana-2168	21	13	energy	energy	NOUN
cana-2168	21	14	consumption	consumption	NOUN
cana-2168	21	15	without	without	ADP
cana-2168	21	16	compromising	compromise	VERB
cana-2168	21	17	network	network	NOUN
cana-2168	21	18	performance	performance	NOUN
cana-2168	21	19	by	by	ADP
cana-2168	21	20	using	use	VERB
cana-2168	21	21	past	past	ADJ
cana-2168	21	22	data	datum	NOUN
cana-2168	21	23	and	and	CCONJ
cana-2168	21	24	use	use	VERB
cana-2168	21	25	trends	trend	NOUN
cana-2168	21	26	.	.	PUNCT
cana-2168	22	1	iot	iot	PROPN
cana-2168	22	2	devices	device	NOUN
cana-2168	22	3	'	'	PART
cana-2168	22	4	decision	decision	NOUN
cana-2168	22	5	-	-	PUNCT
cana-2168	22	6	making	make	VERB
cana-2168	22	7	processes	process	NOUN
cana-2168	22	8	are	be	AUX
cana-2168	22	9	being	be	AUX
cana-2168	22	10	improved	improve	VERB
cana-2168	22	11	via	via	ADP
cana-2168	22	12	the	the	DET
cana-2168	22	13	use	use	NOUN
cana-2168	22	14	of	of	ADP
cana-2168	22	15	techniques	technique	NOUN
cana-2168	22	16	like	like	ADP
cana-2168	22	17	deep	deep	ADJ
cana-2168	22	18	learning	learning	NOUN
cana-2168	22	19	,	,	PUNCT
cana-2168	22	20	supervised	supervised	ADJ
cana-2168	22	21	learning	learning	NOUN
cana-2168	22	22	,	,	PUNCT
cana-2168	22	23	and	and	CCONJ
cana-2168	22	24	reinforcement	reinforcement	NOUN
cana-2168	22	25	learning	learning	NOUN
cana-2168	22	26	,	,	PUNCT
cana-2168	22	27	which	which	PRON
cana-2168	22	28	enables	enable	VERB
cana-2168	22	29	more	more	ADV
cana-2168	22	30	intelligent	intelligent	ADJ
cana-2168	22	31	and	and	CCONJ
cana-2168	22	32	effective	effective	ADJ
cana-2168	22	33	operation	operation	NOUN
cana-2168	22	34	.	.	PUNCT
cana-2168	23	1	fig	fig	NOUN
cana-2168	23	2	.	.	PUNCT
cana-2168	24	1	1	1	X
cana-2168	24	2	.	.	X
cana-2168	24	3	resource	resource	NOUN
cana-2168	24	4	management	management	NOUN
cana-2168	24	5	with	with	ADP
cana-2168	24	6	machine	machine	NOUN
cana-2168	24	7	learning	learn	VERB
cana-2168	24	8	incorporating	incorporate	VERB
cana-2168	24	9	machine	machine	NOUN
cana-2168	24	10	learning	learning	NOUN
cana-2168	24	11	into	into	ADP
cana-2168	24	12	internet	internet	NOUN
cana-2168	24	13	of	of	ADP
cana-2168	24	14	things	thing	NOUN
cana-2168	24	15	networks	network	NOUN
cana-2168	24	16	guarantees	guarantee	VERB
cana-2168	24	17	the	the	DET
cana-2168	24	18	scalability	scalability	NOUN
cana-2168	24	19	and	and	CCONJ
cana-2168	24	20	flexibility	flexibility	NOUN
cana-2168	24	21	of	of	ADP
cana-2168	24	22	these	these	DET
cana-2168	24	23	systems	system	NOUN
cana-2168	24	24	while	while	SCONJ
cana-2168	24	25	also	also	ADV
cana-2168	24	26	improving	improve	VERB
cana-2168	24	27	energy	energy	NOUN
cana-2168	24	28	efficiency	efficiency	NOUN
cana-2168	24	29	.	.	PUNCT
cana-2168	25	1	this	this	DET
cana-2168	25	2	study	study	NOUN
cana-2168	25	3	examines	examine	VERB
cana-2168	25	4	how	how	SCONJ
cana-2168	25	5	machine	machine	NOUN
cana-2168	25	6	learning	learning	NOUN
cana-2168	25	7	could	could	AUX
cana-2168	25	8	improve	improve	VERB
cana-2168	25	9	resource	resource	NOUN
cana-2168	25	10	management	management	NOUN
cana-2168	25	11	in	in	ADP
cana-2168	25	12	internet	internet	NOUN
cana-2168	25	13	of	of	ADP
cana-2168	25	14	things	thing	NOUN
cana-2168	25	15	networks	network	NOUN
cana-2168	25	16	,	,	PUNCT
cana-2168	25	17	emphasising	emphasise	VERB
cana-2168	25	18	important	important	ADJ
cana-2168	25	19	methods	method	NOUN
cana-2168	25	20	,	,	PUNCT
cana-2168	25	21	difficulties	difficulty	NOUN
cana-2168	25	22	,	,	PUNCT
cana-2168	25	23	and	and	CCONJ
cana-2168	25	24	viable	viable	ADJ
cana-2168	25	25	paths	path	NOUN
cana-2168	25	26	forward	forward	ADV
cana-2168	25	27	.	.	PUNCT
cana-2168	26	1	it	it	PRON
cana-2168	26	2	also	also	ADV
cana-2168	26	3	looks	look	VERB
cana-2168	26	4	at	at	ADP
cana-2168	26	5	how	how	SCONJ
cana-2168	26	6	frameworks	framework	NOUN
cana-2168	26	7	and	and	CCONJ
cana-2168	26	8	protocols	protocol	NOUN
cana-2168	26	9	that	that	PRON
cana-2168	26	10	use	use	VERB
cana-2168	26	11	less	less	ADJ
cana-2168	26	12	energy	energy	NOUN
cana-2168	26	13	might	might	AUX
cana-2168	26	14	help	help	VERB
cana-2168	26	15	make	make	VERB
cana-2168	26	16	internet	internet	NOUN
cana-2168	26	17	of	of	ADP
cana-2168	26	18	things	thing	NOUN
cana-2168	26	19	installations	installation	NOUN
cana-2168	26	20	more	more	ADV
cana-2168	26	21	sustainable	sustainable	ADJ
cana-2168	26	22	.	.	PUNCT
cana-2168	27	1	the	the	DET
cana-2168	27	2	combination	combination	NOUN
cana-2168	27	3	of	of	ADP
cana-2168	27	4	machine	machine	NOUN
cana-2168	27	5	learning	learning	NOUN
cana-2168	27	6	and	and	CCONJ
cana-2168	27	7	energy	energy	NOUN
cana-2168	27	8	management	management	NOUN
cana-2168	27	9	is	be	AUX
cana-2168	27	10	expected	expect	VERB
cana-2168	27	11	to	to	PART
cana-2168	27	12	be	be	AUX
cana-2168	27	13	a	a	DET
cana-2168	27	14	key	key	ADJ
cana-2168	27	15	factor	factor	NOUN
cana-2168	27	16	in	in	ADP
cana-2168	27	17	the	the	DET
cana-2168	27	18	creation	creation	NOUN
cana-2168	27	19	of	of	ADP
cana-2168	27	20	more	more	ADV
cana-2168	27	21	intelligent	intelligent	ADJ
cana-2168	27	22	and	and	CCONJ
cana-2168	27	23	sustainable	sustainable	ADJ
cana-2168	27	24	iot	iot	ADJ
cana-2168	27	25	networks	network	NOUN
cana-2168	27	26	as	as	ADP
cana-2168	27	27	the	the	DET
cana-2168	27	28	field	field	NOUN
cana-2168	27	29	of	of	ADP
cana-2168	27	30	iot	iot	PROPN
cana-2168	27	31	develops	develop	NOUN
cana-2168	27	32	.	.	PUNCT
cana-2168	28	1	fig	fig	NOUN
cana-2168	28	2	.	.	PUNCT
cana-2168	29	1	2	2	X
cana-2168	29	2	.	.	X
cana-2168	29	3	energy	energy	NOUN
cana-2168	29	4	optimization	optimization	NOUN
cana-2168	29	5	in	in	ADP
cana-2168	29	6	iot	iot	PROPN
cana-2168	29	7	networks	network	NOUN
cana-2168	29	8	communications	communication	NOUN
cana-2168	29	9	on	on	ADP
cana-2168	29	10	applied	apply	VERB
cana-2168	29	11	nonlinear	nonlinear	ADJ
cana-2168	29	12	analysis	analysis	NOUN
cana-2168	29	13	issn	issn	NOUN
cana-2168	29	14	:	:	PUNCT
cana-2168	29	15	1074	1074	NUM
cana-2168	29	16	-	-	PUNCT
cana-2168	29	17	133x	133x	NUM
cana-2168	29	18	vol	vol	NOUN
cana-2168	29	19	32	32	NUM
cana-2168	29	20	no	no	NOUN
cana-2168	29	21	.	.	PUNCT
cana-2168	30	1	1s	1s	NUM
cana-2168	30	2	(	(	PUNCT
cana-2168	30	3	2025	2025	NUM
cana-2168	30	4	)	)	PUNCT
cana-2168	30	5	304	304	NUM
cana-2168	30	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2168	30	7	1.1	1.1	NUM
cana-2168	30	8	.	.	PUNCT
cana-2168	31	1	overview	overview	NOUN
cana-2168	31	2	of	of	ADP
cana-2168	31	3	energy	energy	NOUN
cana-2168	31	4	-	-	PUNCT
cana-2168	31	5	efficient	efficient	ADJ
cana-2168	31	6	internet	internet	NOUN
cana-2168	31	7	of	of	ADP
cana-2168	31	8	things	thing	NOUN
cana-2168	31	9	networks	network	VERB
cana-2168	31	10	billions	billion	NOUN
cana-2168	31	11	of	of	ADP
cana-2168	31	12	devices	device	NOUN
cana-2168	31	13	have	have	AUX
cana-2168	31	14	been	be	AUX
cana-2168	31	15	deployed	deploy	VERB
cana-2168	31	16	as	as	ADP
cana-2168	31	17	a	a	DET
cana-2168	31	18	result	result	NOUN
cana-2168	31	19	of	of	ADP
cana-2168	31	20	the	the	DET
cana-2168	31	21	rapid	rapid	ADJ
cana-2168	31	22	development	development	NOUN
cana-2168	31	23	of	of	ADP
cana-2168	31	24	iot	iot	PROPN
cana-2168	31	25	networks	network	NOUN
cana-2168	31	26	,	,	PUNCT
cana-2168	31	27	necessitating	necessitate	VERB
cana-2168	31	28	effective	effective	ADJ
cana-2168	31	29	energy	energy	NOUN
cana-2168	31	30	resource	resource	NOUN
cana-2168	31	31	management	management	NOUN
cana-2168	31	32	.	.	PUNCT
cana-2168	32	1	the	the	DET
cana-2168	32	2	goal	goal	NOUN
cana-2168	32	3	of	of	ADP
cana-2168	32	4	energy	energy	NOUN
cana-2168	32	5	-	-	PUNCT
cana-2168	32	6	efficient	efficient	ADJ
cana-2168	32	7	internet	internet	NOUN
cana-2168	32	8	of	of	ADP
cana-2168	32	9	things	thing	NOUN
cana-2168	32	10	networks	network	NOUN
cana-2168	32	11	is	be	AUX
cana-2168	32	12	to	to	PART
cana-2168	32	13	lower	lower	VERB
cana-2168	32	14	power	power	NOUN
cana-2168	32	15	consumption	consumption	NOUN
cana-2168	32	16	,	,	PUNCT
cana-2168	32	17	which	which	PRON
cana-2168	32	18	will	will	AUX
cana-2168	32	19	prolong	prolong	VERB
cana-2168	32	20	the	the	DET
cana-2168	32	21	life	life	NOUN
cana-2168	32	22	of	of	ADP
cana-2168	32	23	devices	device	NOUN
cana-2168	32	24	,	,	PUNCT
cana-2168	32	25	particularly	particularly	ADV
cana-2168	32	26	those	those	PRON
cana-2168	32	27	in	in	ADP
cana-2168	32	28	remote	remote	ADJ
cana-2168	32	29	or	or	CCONJ
cana-2168	32	30	battery	battery	NOUN
cana-2168	32	31	-	-	PUNCT
cana-2168	32	32	operated	operate	VERB
cana-2168	32	33	systems	system	NOUN
cana-2168	32	34	.	.	PUNCT
cana-2168	33	1	even	even	ADV
cana-2168	33	2	while	while	SCONJ
cana-2168	33	3	they	they	PRON
cana-2168	33	4	have	have	VERB
cana-2168	33	5	their	their	PRON
cana-2168	33	6	uses	use	NOUN
cana-2168	33	7	,	,	PUNCT
cana-2168	33	8	traditional	traditional	ADJ
cana-2168	33	9	energy	energy	NOUN
cana-2168	33	10	management	management	NOUN
cana-2168	33	11	techniques	technique	NOUN
cana-2168	33	12	often	often	ADV
cana-2168	33	13	fail	fail	VERB
cana-2168	33	14	in	in	ADP
cana-2168	33	15	intricate	intricate	ADJ
cana-2168	33	16	,	,	PUNCT
cana-2168	33	17	dynamic	dynamic	ADJ
cana-2168	33	18	settings	setting	NOUN
cana-2168	33	19	.	.	PUNCT
cana-2168	34	1	one	one	NUM
cana-2168	34	2	interesting	interesting	ADJ
cana-2168	34	3	approach	approach	NOUN
cana-2168	34	4	is	be	AUX
cana-2168	34	5	the	the	DET
cana-2168	34	6	incorporation	incorporation	NOUN
cana-2168	34	7	of	of	ADP
cana-2168	34	8	cutting	cut	VERB
cana-2168	34	9	-	-	PUNCT
cana-2168	34	10	edge	edge	NOUN
cana-2168	34	11	methods	method	NOUN
cana-2168	34	12	like	like	ADP
cana-2168	34	13	machine	machine	NOUN
cana-2168	34	14	learning	learning	NOUN
cana-2168	34	15	(	(	PUNCT
cana-2168	34	16	ml	ml	NOUN
cana-2168	34	17	)	)	PUNCT
cana-2168	34	18	into	into	ADP
cana-2168	34	19	internet	internet	NOUN
cana-2168	34	20	of	of	ADP
cana-2168	34	21	things	thing	NOUN
cana-2168	34	22	networks	network	NOUN
cana-2168	34	23	.	.	PUNCT
cana-2168	35	1	without	without	ADP
cana-2168	35	2	sacrificing	sacrifice	VERB
cana-2168	35	3	speed	speed	NOUN
cana-2168	35	4	or	or	CCONJ
cana-2168	35	5	connection	connection	NOUN
cana-2168	35	6	,	,	PUNCT
cana-2168	35	7	ml	ml	NOUN
cana-2168	35	8	-	-	PUNCT
cana-2168	35	9	based	base	VERB
cana-2168	35	10	techniques	technique	NOUN
cana-2168	35	11	improve	improve	VERB
cana-2168	35	12	the	the	DET
cana-2168	35	13	sustainability	sustainability	NOUN
cana-2168	35	14	of	of	ADP
cana-2168	35	15	iot	iot	NOUN
cana-2168	35	16	systems	system	NOUN
cana-2168	35	17	by	by	ADP
cana-2168	35	18	anticipating	anticipate	VERB
cana-2168	35	19	and	and	CCONJ
cana-2168	35	20	modifying	modify	VERB
cana-2168	35	21	resource	resource	NOUN
cana-2168	35	22	use	use	NOUN
cana-2168	35	23	with	with	ADP
cana-2168	35	24	intelligence	intelligence	NOUN
cana-2168	35	25	.	.	PUNCT
cana-2168	36	1	this	this	DET
cana-2168	36	2	introduction	introduction	NOUN
cana-2168	36	3	provides	provide	VERB
cana-2168	36	4	a	a	DET
cana-2168	36	5	framework	framework	NOUN
cana-2168	36	6	for	for	ADP
cana-2168	36	7	examining	examine	VERB
cana-2168	36	8	how	how	SCONJ
cana-2168	36	9	machine	machine	NOUN
cana-2168	36	10	learning	learning	NOUN
cana-2168	36	11	might	might	AUX
cana-2168	36	12	enhance	enhance	VERB
cana-2168	36	13	energy	energy	NOUN
cana-2168	36	14	efficiency	efficiency	NOUN
cana-2168	36	15	in	in	ADP
cana-2168	36	16	internet	internet	NOUN
cana-2168	36	17	of	of	ADP
cana-2168	36	18	things	thing	NOUN
cana-2168	36	19	networks	network	NOUN
cana-2168	36	20	.	.	PUNCT
cana-2168	37	1	1.2	1.2	NUM
cana-2168	37	2	.	.	PUNCT
cana-2168	37	3	obstacles	obstacle	NOUN
cana-2168	37	4	in	in	ADP
cana-2168	37	5	iot	iot	PROPN
cana-2168	37	6	network	network	NOUN
cana-2168	37	7	resource	resource	NOUN
cana-2168	37	8	management	management	NOUN
cana-2168	37	9	the	the	DET
cana-2168	37	10	varied	varied	ADJ
cana-2168	37	11	nature	nature	NOUN
cana-2168	37	12	of	of	ADP
cana-2168	37	13	devices	device	NOUN
cana-2168	37	14	,	,	PUNCT
cana-2168	37	15	the	the	DET
cana-2168	37	16	need	need	NOUN
cana-2168	37	17	for	for	ADP
cana-2168	37	18	real	real	ADJ
cana-2168	37	19	-	-	PUNCT
cana-2168	37	20	time	time	NOUN
cana-2168	37	21	data	datum	NOUN
cana-2168	37	22	processing	processing	NOUN
cana-2168	37	23	,	,	PUNCT
cana-2168	37	24	and	and	CCONJ
cana-2168	37	25	the	the	DET
cana-2168	37	26	restricted	restricted	ADJ
cana-2168	37	27	power	power	NOUN
cana-2168	37	28	availability	availability	NOUN
cana-2168	37	29	all	all	PRON
cana-2168	37	30	provide	provide	VERB
cana-2168	37	31	problems	problem	NOUN
cana-2168	37	32	to	to	PART
cana-2168	37	33	resource	resource	NOUN
cana-2168	37	34	management	management	NOUN
cana-2168	37	35	in	in	ADP
cana-2168	37	36	internet	internet	NOUN
cana-2168	37	37	of	of	ADP
cana-2168	37	38	things	thing	NOUN
cana-2168	37	39	networks	network	NOUN
cana-2168	37	40	.	.	PUNCT
cana-2168	38	1	devices	device	NOUN
cana-2168	38	2	in	in	ADP
cana-2168	38	3	internet	internet	NOUN
cana-2168	38	4	of	of	ADP
cana-2168	38	5	things	thing	NOUN
cana-2168	38	6	networks	network	NOUN
cana-2168	38	7	have	have	VERB
cana-2168	38	8	varying	vary	VERB
cana-2168	38	9	power	power	NOUN
cana-2168	38	10	needs	need	NOUN
cana-2168	38	11	,	,	PUNCT
cana-2168	38	12	computational	computational	ADJ
cana-2168	38	13	power	power	NOUN
cana-2168	38	14	,	,	PUNCT
cana-2168	38	15	and	and	CCONJ
cana-2168	38	16	communication	communication	NOUN
cana-2168	38	17	protocols	protocol	NOUN
cana-2168	38	18	.	.	PUNCT
cana-2168	39	1	energy	energy	NOUN
cana-2168	39	2	-	-	PUNCT
cana-2168	39	3	efficient	efficient	ADJ
cana-2168	39	4	management	management	NOUN
cana-2168	39	5	is	be	AUX
cana-2168	39	6	complicated	complicate	VERB
cana-2168	39	7	by	by	ADP
cana-2168	39	8	these	these	DET
cana-2168	39	9	aspects	aspect	NOUN
cana-2168	39	10	,	,	PUNCT
cana-2168	39	11	especially	especially	ADV
cana-2168	39	12	when	when	SCONJ
cana-2168	39	13	attempting	attempt	VERB
cana-2168	39	14	to	to	PART
cana-2168	39	15	strike	strike	VERB
cana-2168	39	16	a	a	DET
cana-2168	39	17	balance	balance	NOUN
cana-2168	39	18	between	between	ADP
cana-2168	39	19	power	power	NOUN
cana-2168	39	20	usage	usage	NOUN
cana-2168	39	21	and	and	CCONJ
cana-2168	39	22	performance	performance	NOUN
cana-2168	39	23	.	.	PUNCT
cana-2168	40	1	resource	resource	NOUN
cana-2168	40	2	management	management	NOUN
cana-2168	40	3	is	be	AUX
cana-2168	40	4	further	far	ADV
cana-2168	40	5	complicated	complicate	VERB
cana-2168	40	6	by	by	ADP
cana-2168	40	7	the	the	DET
cana-2168	40	8	dynamic	dynamic	ADJ
cana-2168	40	9	nature	nature	NOUN
cana-2168	40	10	of	of	ADP
cana-2168	40	11	the	the	DET
cana-2168	40	12	network	network	NOUN
cana-2168	40	13	,	,	PUNCT
cana-2168	40	14	which	which	PRON
cana-2168	40	15	is	be	AUX
cana-2168	40	16	typified	typify	VERB
cana-2168	40	17	by	by	ADP
cana-2168	40	18	varying	vary	VERB
cana-2168	40	19	workloads	workload	NOUN
cana-2168	40	20	and	and	CCONJ
cana-2168	40	21	unexpected	unexpected	ADJ
cana-2168	40	22	surroundings	surrounding	NOUN
cana-2168	40	23	.	.	PUNCT
cana-2168	41	1	with	with	ADP
cana-2168	41	2	the	the	DET
cana-2168	41	3	use	use	NOUN
cana-2168	41	4	of	of	ADP
cana-2168	41	5	machine	machine	NOUN
cana-2168	41	6	learning	learning	NOUN
cana-2168	41	7	algorithms	algorithm	NOUN
cana-2168	41	8	,	,	PUNCT
cana-2168	41	9	devices	device	NOUN
cana-2168	41	10	may	may	AUX
cana-2168	41	11	now	now	ADV
cana-2168	41	12	dynamically	dynamically	ADV
cana-2168	41	13	modify	modify	VERB
cana-2168	41	14	their	their	PRON
cana-2168	41	15	resource	resource	NOUN
cana-2168	41	16	consumption	consumption	NOUN
cana-2168	41	17	in	in	ADP
cana-2168	41	18	response	response	NOUN
cana-2168	41	19	to	to	ADP
cana-2168	41	20	environmental	environmental	ADJ
cana-2168	41	21	factors	factor	NOUN
cana-2168	41	22	and	and	CCONJ
cana-2168	41	23	real	real	ADJ
cana-2168	41	24	-	-	PUNCT
cana-2168	41	25	time	time	NOUN
cana-2168	41	26	data	datum	NOUN
cana-2168	41	27	,	,	PUNCT
cana-2168	41	28	which	which	PRON
cana-2168	41	29	presents	present	VERB
cana-2168	41	30	a	a	DET
cana-2168	41	31	viable	viable	ADJ
cana-2168	41	32	solution	solution	NOUN
cana-2168	41	33	to	to	ADP
cana-2168	41	34	these	these	DET
cana-2168	41	35	problems	problem	NOUN
cana-2168	41	36	.	.	PUNCT
cana-2168	42	1	1.3	1.3	NUM
cana-2168	42	2	.	.	PUNCT
cana-2168	42	3	methods	method	NOUN
cana-2168	42	4	of	of	ADP
cana-2168	42	5	machine	machine	NOUN
cana-2168	42	6	learning	learn	VERB
cana-2168	42	7	for	for	ADP
cana-2168	42	8	energy	energy	NOUN
cana-2168	42	9	efficiency	efficiency	NOUN
cana-2168	42	10	several	several	ADJ
cana-2168	42	11	methods	method	NOUN
cana-2168	42	12	,	,	PUNCT
cana-2168	42	13	such	such	ADJ
cana-2168	42	14	as	as	ADP
cana-2168	42	15	supervised	supervised	ADJ
cana-2168	42	16	learning	learning	NOUN
cana-2168	42	17	,	,	PUNCT
cana-2168	42	18	unsupervised	unsupervised	ADJ
cana-2168	42	19	learning	learning	NOUN
cana-2168	42	20	,	,	PUNCT
cana-2168	42	21	and	and	CCONJ
cana-2168	42	22	reinforcement	reinforcement	NOUN
cana-2168	42	23	learning	learning	NOUN
cana-2168	42	24	,	,	PUNCT
cana-2168	42	25	are	be	AUX
cana-2168	42	26	available	available	ADJ
cana-2168	42	27	in	in	ADP
cana-2168	42	28	machine	machine	NOUN
cana-2168	42	29	learning	learn	VERB
cana-2168	42	30	to	to	PART
cana-2168	42	31	maximize	maximize	VERB
cana-2168	42	32	energy	energy	NOUN
cana-2168	42	33	efficiency	efficiency	NOUN
cana-2168	42	34	in	in	ADP
cana-2168	42	35	internet	internet	NOUN
cana-2168	42	36	of	of	ADP
cana-2168	42	37	things	thing	NOUN
cana-2168	42	38	networks	network	NOUN
cana-2168	42	39	.	.	PUNCT
cana-2168	43	1	because	because	SCONJ
cana-2168	43	2	it	it	PRON
cana-2168	43	3	allows	allow	VERB
cana-2168	43	4	internet	internet	NOUN
cana-2168	43	5	of	of	ADP
cana-2168	43	6	things	thing	NOUN
cana-2168	43	7	(	(	PUNCT
cana-2168	43	8	iot	iot	NOUN
cana-2168	43	9	)	)	PUNCT
cana-2168	43	10	devices	device	NOUN
cana-2168	43	11	to	to	PART
cana-2168	43	12	learn	learn	VERB
cana-2168	43	13	from	from	ADP
cana-2168	43	14	interactions	interaction	NOUN
cana-2168	43	15	with	with	ADP
cana-2168	43	16	the	the	DET
cana-2168	43	17	environment	environment	NOUN
cana-2168	43	18	and	and	CCONJ
cana-2168	43	19	modify	modify	VERB
cana-2168	43	20	their	their	PRON
cana-2168	43	21	energy	energy	NOUN
cana-2168	43	22	consumption	consumption	NOUN
cana-2168	43	23	methods	method	NOUN
cana-2168	43	24	over	over	ADP
cana-2168	43	25	time	time	NOUN
cana-2168	43	26	,	,	PUNCT
cana-2168	43	27	reinforcement	reinforcement	NOUN
cana-2168	43	28	learning	learning	NOUN
cana-2168	43	29	is	be	AUX
cana-2168	43	30	especially	especially	ADV
cana-2168	43	31	effective	effective	ADJ
cana-2168	43	32	.	.	PUNCT
cana-2168	44	1	in	in	ADP
cana-2168	44	2	addition	addition	NOUN
cana-2168	44	3	to	to	ADP
cana-2168	44	4	predicting	predict	VERB
cana-2168	44	5	network	network	NOUN
cana-2168	44	6	traffic	traffic	NOUN
cana-2168	44	7	and	and	CCONJ
cana-2168	44	8	energy	energy	NOUN
cana-2168	44	9	consumption	consumption	NOUN
cana-2168	44	10	,	,	PUNCT
cana-2168	44	11	deep	deep	ADJ
cana-2168	44	12	learning	learning	NOUN
cana-2168	44	13	models	model	NOUN
cana-2168	44	14	also	also	ADV
cana-2168	44	15	enable	enable	VERB
cana-2168	44	16	proactive	proactive	ADJ
cana-2168	44	17	resource	resource	NOUN
cana-2168	44	18	management	management	NOUN
cana-2168	44	19	.	.	PUNCT
cana-2168	45	1	when	when	SCONJ
cana-2168	45	2	combined	combine	VERB
cana-2168	45	3	with	with	ADP
cana-2168	45	4	iot	iot	PROPN
cana-2168	45	5	systems	system	NOUN
cana-2168	45	6	,	,	PUNCT
cana-2168	45	7	these	these	DET
cana-2168	45	8	machine	machine	NOUN
cana-2168	45	9	learning	learn	VERB
cana-2168	45	10	approaches	approach	NOUN
cana-2168	45	11	allow	allow	VERB
cana-2168	45	12	for	for	ADP
cana-2168	45	13	more	more	ADV
cana-2168	45	14	intelligent	intelligent	ADJ
cana-2168	45	15	and	and	CCONJ
cana-2168	45	16	effective	effective	ADJ
cana-2168	45	17	decision	decision	NOUN
cana-2168	45	18	-	-	PUNCT
cana-2168	45	19	making	making	NOUN
cana-2168	45	20	,	,	PUNCT
cana-2168	45	21	which	which	PRON
cana-2168	45	22	saves	save	VERB
cana-2168	45	23	needless	needless	ADJ
cana-2168	45	24	energy	energy	NOUN
cana-2168	45	25	use	use	NOUN
cana-2168	45	26	.	.	PUNCT
cana-2168	46	1	this	this	DET
cana-2168	46	2	section	section	NOUN
cana-2168	46	3	looks	look	VERB
cana-2168	46	4	at	at	ADP
cana-2168	46	5	how	how	SCONJ
cana-2168	46	6	these	these	DET
cana-2168	46	7	methods	method	NOUN
cana-2168	46	8	may	may	AUX
cana-2168	46	9	be	be	AUX
cana-2168	46	10	customized	customize	VERB
cana-2168	46	11	for	for	ADP
cana-2168	46	12	certain	certain	ADJ
cana-2168	46	13	internet	internet	NOUN
cana-2168	46	14	of	of	ADP
cana-2168	46	15	things	thing	NOUN
cana-2168	46	16	applications	application	NOUN
cana-2168	46	17	,	,	PUNCT
cana-2168	46	18	such	such	ADJ
cana-2168	46	19	as	as	ADP
cana-2168	46	20	industrial	industrial	ADJ
cana-2168	46	21	automation	automation	NOUN
cana-2168	46	22	,	,	PUNCT
cana-2168	46	23	smart	smart	ADJ
cana-2168	46	24	cities	city	NOUN
cana-2168	46	25	,	,	PUNCT
cana-2168	46	26	and	and	CCONJ
cana-2168	46	27	healthcare	healthcare	PROPN
cana-2168	46	28	.	.	PUNCT
cana-2168	47	1	1.4	1.4	NUM
cana-2168	47	2	.	.	PUNCT
cana-2168	48	1	iot	iot	PROPN
cana-2168	48	2	networks	network	NOUN
cana-2168	48	3	:	:	PUNCT
cana-2168	48	4	energy	energy	NOUN
cana-2168	48	5	-	-	PUNCT
cana-2168	48	6	efficient	efficient	ADJ
cana-2168	48	7	protocols	protocol	NOUN
cana-2168	48	8	in	in	ADP
cana-2168	48	9	iot	iot	PROPN
cana-2168	48	10	networks	network	NOUN
cana-2168	48	11	,	,	PUNCT
cana-2168	48	12	protocols	protocol	NOUN
cana-2168	48	13	are	be	AUX
cana-2168	48	14	essential	essential	ADJ
cana-2168	48	15	for	for	ADP
cana-2168	48	16	controlling	control	VERB
cana-2168	48	17	energy	energy	NOUN
cana-2168	48	18	use	use	NOUN
cana-2168	48	19	.	.	PUNCT
cana-2168	49	1	reducing	reduce	VERB
cana-2168	49	2	power	power	NOUN
cana-2168	49	3	consumption	consumption	NOUN
cana-2168	49	4	during	during	ADP
cana-2168	49	5	data	data	NOUN
cana-2168	49	6	transmission	transmission	NOUN
cana-2168	49	7	and	and	CCONJ
cana-2168	49	8	processing	processing	NOUN
cana-2168	49	9	is	be	AUX
cana-2168	49	10	the	the	DET
cana-2168	49	11	goal	goal	NOUN
cana-2168	49	12	of	of	ADP
cana-2168	49	13	energy	energy	NOUN
cana-2168	49	14	-	-	PUNCT
cana-2168	49	15	efficient	efficient	ADJ
cana-2168	49	16	protocols	protocol	NOUN
cana-2168	49	17	like	like	ADP
cana-2168	49	18	low	low	ADJ
cana-2168	49	19	-	-	PUNCT
cana-2168	49	20	energy	energy	NOUN
cana-2168	49	21	adaptive	adaptive	ADJ
cana-2168	49	22	clustering	clustering	NOUN
cana-2168	49	23	hierarchy	hierarchy	NOUN
cana-2168	49	24	(	(	PUNCT
cana-2168	49	25	leach	leach	NOUN
cana-2168	49	26	)	)	PUNCT
cana-2168	49	27	and	and	CCONJ
cana-2168	49	28	routing	route	VERB
cana-2168	49	29	protocol	protocol	NOUN
cana-2168	49	30	for	for	ADP
cana-2168	49	31	low	low	ADJ
cana-2168	49	32	power	power	NOUN
cana-2168	49	33	and	and	CCONJ
cana-2168	49	34	lossy	lossy	ADJ
cana-2168	49	35	networks	network	NOUN
cana-2168	49	36	(	(	PUNCT
cana-2168	49	37	rpl	rpl	NOUN
cana-2168	49	38	)	)	PUNCT
cana-2168	49	39	.	.	PUNCT
cana-2168	50	1	these	these	DET
cana-2168	50	2	protocols	protocol	NOUN
cana-2168	50	3	give	give	VERB
cana-2168	50	4	priority	priority	NOUN
cana-2168	50	5	to	to	ADP
cana-2168	50	6	energy	energy	NOUN
cana-2168	50	7	-	-	PUNCT
cana-2168	50	8	saving	save	VERB
cana-2168	50	9	techniques	technique	NOUN
cana-2168	50	10	that	that	PRON
cana-2168	50	11	dramatically	dramatically	ADV
cana-2168	50	12	reduce	reduce	VERB
cana-2168	50	13	the	the	DET
cana-2168	50	14	power	power	NOUN
cana-2168	50	15	consumption	consumption	NOUN
cana-2168	50	16	of	of	ADP
cana-2168	50	17	internet	internet	NOUN
cana-2168	50	18	of	of	ADP
cana-2168	50	19	things	thing	NOUN
cana-2168	50	20	devices	device	NOUN
cana-2168	50	21	,	,	PUNCT
cana-2168	50	22	include	include	VERB
cana-2168	50	23	effective	effective	ADJ
cana-2168	50	24	routing	routing	NOUN
cana-2168	50	25	,	,	PUNCT
cana-2168	50	26	data	data	NOUN
cana-2168	50	27	aggregation	aggregation	NOUN
cana-2168	50	28	,	,	PUNCT
cana-2168	50	29	and	and	CCONJ
cana-2168	50	30	sleep	sleep	NOUN
cana-2168	50	31	scheduling	scheduling	NOUN
cana-2168	50	32	.	.	PUNCT
cana-2168	51	1	further	further	ADJ
cana-2168	51	2	optimization	optimization	NOUN
cana-2168	51	3	may	may	AUX
cana-2168	51	4	be	be	AUX
cana-2168	51	5	accomplished	accomplish	VERB
cana-2168	51	6	by	by	ADP
cana-2168	51	7	incorporating	incorporate	VERB
cana-2168	51	8	machine	machine	NOUN
cana-2168	51	9	learning	learn	VERB
cana-2168	51	10	algorithms	algorithm	NOUN
cana-2168	51	11	into	into	ADP
cana-2168	51	12	these	these	DET
cana-2168	51	13	protocols	protocol	NOUN
cana-2168	51	14	,	,	PUNCT
cana-2168	51	15	enabling	enable	VERB
cana-2168	51	16	real	real	ADJ
cana-2168	51	17	-	-	PUNCT
cana-2168	51	18	time	time	NOUN
cana-2168	51	19	adaptation	adaptation	NOUN
cana-2168	51	20	to	to	ADP
cana-2168	51	21	changing	change	VERB
cana-2168	51	22	network	network	NOUN
cana-2168	51	23	circumstances	circumstance	NOUN
cana-2168	51	24	.	.	PUNCT
cana-2168	52	1	this	this	DET
cana-2168	52	2	subtopic	subtopic	NOUN
cana-2168	52	3	looks	look	VERB
cana-2168	52	4	at	at	ADP
cana-2168	52	5	how	how	SCONJ
cana-2168	52	6	machine	machine	NOUN
cana-2168	52	7	learning	learning	NOUN
cana-2168	52	8	is	be	AUX
cana-2168	52	9	incorporated	incorporate	VERB
cana-2168	52	10	into	into	ADP
cana-2168	52	11	current	current	ADJ
cana-2168	52	12	energy	energy	NOUN
cana-2168	52	13	-	-	PUNCT
cana-2168	52	14	saving	save	VERB
cana-2168	52	15	techniques	technique	NOUN
cana-2168	52	16	.	.	PUNCT
cana-2168	53	1	communications	communication	NOUN
cana-2168	53	2	on	on	ADP
cana-2168	53	3	applied	apply	VERB
cana-2168	53	4	nonlinear	nonlinear	ADJ
cana-2168	53	5	analysis	analysis	NOUN
cana-2168	53	6	issn	issn	NOUN
cana-2168	53	7	:	:	PUNCT
cana-2168	53	8	1074	1074	NUM
cana-2168	53	9	-	-	PUNCT
cana-2168	53	10	133x	133x	NUM
cana-2168	53	11	vol	vol	NOUN
cana-2168	53	12	32	32	NUM
cana-2168	53	13	no	no	NOUN
cana-2168	53	14	.	.	PUNCT
cana-2168	54	1	1s	1s	NUM
cana-2168	54	2	(	(	PUNCT
cana-2168	54	3	2025	2025	NUM
cana-2168	54	4	)	)	PUNCT
cana-2168	54	5	305	305	NUM
cana-2168	54	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2168	54	7	1.5	1.5	NUM
cana-2168	54	8	.	.	PUNCT
cana-2168	54	9	machine	machine	NOUN
cana-2168	54	10	learning	learning	PROPN
cana-2168	54	11	's	's	PART
cana-2168	54	12	future	future	ADJ
cana-2168	54	13	directions	direction	NOUN
cana-2168	54	14	for	for	ADP
cana-2168	54	15	iot	iot	PROPN
cana-2168	54	16	energy	energy	NOUN
cana-2168	54	17	management	management	NOUN
cana-2168	54	18	advanced	advanced	ADJ
cana-2168	54	19	machine	machine	NOUN
cana-2168	54	20	learning	learning	NOUN
cana-2168	54	21	models	model	NOUN
cana-2168	54	22	have	have	VERB
cana-2168	54	23	the	the	DET
cana-2168	54	24	potential	potential	NOUN
cana-2168	54	25	to	to	PART
cana-2168	54	26	significantly	significantly	ADV
cana-2168	54	27	improve	improve	VERB
cana-2168	54	28	energy	energy	NOUN
cana-2168	54	29	efficiency	efficiency	NOUN
cana-2168	54	30	as	as	SCONJ
cana-2168	54	31	the	the	DET
cana-2168	54	32	internet	internet	NOUN
cana-2168	54	33	of	of	ADP
cana-2168	54	34	things	thing	NOUN
cana-2168	54	35	continues	continue	VERB
cana-2168	54	36	to	to	PART
cana-2168	54	37	develop	develop	VERB
cana-2168	54	38	.	.	PUNCT
cana-2168	55	1	future	future	ADJ
cana-2168	55	2	developments	development	NOUN
cana-2168	55	3	will	will	AUX
cana-2168	55	4	see	see	VERB
cana-2168	55	5	the	the	DET
cana-2168	55	6	incorporation	incorporation	NOUN
cana-2168	55	7	of	of	ADP
cana-2168	55	8	federated	federated	ADJ
cana-2168	55	9	learning	learning	NOUN
cana-2168	55	10	,	,	PUNCT
cana-2168	55	11	which	which	PRON
cana-2168	55	12	lowers	lower	VERB
cana-2168	55	13	communication	communication	NOUN
cana-2168	55	14	overhead	overhead	ADV
cana-2168	55	15	and	and	CCONJ
cana-2168	55	16	energy	energy	NOUN
cana-2168	55	17	consumption	consumption	NOUN
cana-2168	55	18	by	by	ADP
cana-2168	55	19	enabling	enable	VERB
cana-2168	55	20	devices	device	NOUN
cana-2168	55	21	to	to	PART
cana-2168	55	22	share	share	VERB
cana-2168	55	23	models	model	NOUN
cana-2168	55	24	without	without	ADP
cana-2168	55	25	centralizing	centralize	VERB
cana-2168	55	26	data	datum	NOUN
cana-2168	55	27	.	.	PUNCT
cana-2168	56	1	another	another	DET
cana-2168	56	2	exciting	exciting	ADJ
cana-2168	56	3	field	field	NOUN
cana-2168	56	4	of	of	ADP
cana-2168	56	5	study	study	NOUN
cana-2168	56	6	is	be	AUX
cana-2168	56	7	the	the	DET
cana-2168	56	8	creation	creation	NOUN
cana-2168	56	9	of	of	ADP
cana-2168	56	10	lightweight	lightweight	ADJ
cana-2168	56	11	machine	machine	NOUN
cana-2168	56	12	learning	learning	NOUN
cana-2168	56	13	models	model	NOUN
cana-2168	56	14	especially	especially	ADV
cana-2168	56	15	for	for	ADP
cana-2168	56	16	iot	iot	ADJ
cana-2168	56	17	devices	device	NOUN
cana-2168	56	18	with	with	ADP
cana-2168	56	19	limited	limited	ADJ
cana-2168	56	20	resources	resource	NOUN
cana-2168	56	21	.	.	PUNCT
cana-2168	57	1	future	future	ADJ
cana-2168	57	2	developments	development	NOUN
cana-2168	57	3	will	will	AUX
cana-2168	57	4	guarantee	guarantee	VERB
cana-2168	57	5	the	the	DET
cana-2168	57	6	scalability	scalability	NOUN
cana-2168	57	7	and	and	CCONJ
cana-2168	57	8	durability	durability	NOUN
cana-2168	57	9	of	of	ADP
cana-2168	57	10	iot	iot	ADJ
cana-2168	57	11	networks	network	NOUN
cana-2168	57	12	in	in	ADP
cana-2168	57	13	addition	addition	NOUN
cana-2168	57	14	to	to	ADP
cana-2168	57	15	increasing	increase	VERB
cana-2168	57	16	their	their	PRON
cana-2168	57	17	efficiency	efficiency	NOUN
cana-2168	57	18	.	.	PUNCT
cana-2168	58	1	the	the	DET
cana-2168	58	2	future	future	ADJ
cana-2168	58	3	prospects	prospect	NOUN
cana-2168	58	4	of	of	ADP
cana-2168	58	5	ml	ml	ADV
cana-2168	58	6	-	-	PUNCT
cana-2168	58	7	driven	drive	VERB
cana-2168	58	8	energy	energy	NOUN
cana-2168	58	9	optimization	optimization	NOUN
cana-2168	58	10	in	in	ADP
cana-2168	58	11	internet	internet	NOUN
cana-2168	58	12	of	of	ADP
cana-2168	58	13	things	thing	NOUN
cana-2168	58	14	systems	system	NOUN
cana-2168	58	15	are	be	AUX
cana-2168	58	16	examined	examine	VERB
cana-2168	58	17	in	in	ADP
cana-2168	58	18	this	this	DET
cana-2168	58	19	section	section	NOUN
cana-2168	58	20	.	.	PUNCT
cana-2168	59	1	machine	machine	NOUN
cana-2168	59	2	learning	learning	NOUN
cana-2168	59	3	(	(	PUNCT
cana-2168	59	4	ml	ml	NOUN
cana-2168	59	5	)	)	PUNCT
cana-2168	59	6	is	be	AUX
cana-2168	59	7	a	a	DET
cana-2168	59	8	critical	critical	ADJ
cana-2168	59	9	component	component	NOUN
cana-2168	59	10	in	in	ADP
cana-2168	59	11	optimising	optimise	VERB
cana-2168	59	12	resource	resource	NOUN
cana-2168	59	13	management	management	NOUN
cana-2168	59	14	,	,	PUNCT
cana-2168	59	15	and	and	CCONJ
cana-2168	59	16	energyefficient	energyefficient	NOUN
cana-2168	59	17	internet	internet	NOUN
cana-2168	59	18	of	of	ADP
cana-2168	59	19	things	thing	NOUN
cana-2168	59	20	(	(	PUNCT
cana-2168	59	21	iot	iot	NOUN
cana-2168	59	22	)	)	PUNCT
cana-2168	59	23	networks	network	NOUN
cana-2168	59	24	are	be	AUX
cana-2168	59	25	essential	essential	ADJ
cana-2168	59	26	for	for	ADP
cana-2168	59	27	handling	handle	VERB
cana-2168	59	28	the	the	DET
cana-2168	59	29	increasing	increase	VERB
cana-2168	59	30	number	number	NOUN
cana-2168	59	31	of	of	ADP
cana-2168	59	32	linked	link	VERB
cana-2168	59	33	devices	device	NOUN
cana-2168	59	34	.	.	PUNCT
cana-2168	60	1	machine	machine	NOUN
cana-2168	60	2	learning	learn	VERB
cana-2168	60	3	methods	method	NOUN
cana-2168	60	4	like	like	ADP
cana-2168	60	5	deep	deep	ADJ
cana-2168	60	6	learning	learning	NOUN
cana-2168	60	7	and	and	CCONJ
cana-2168	60	8	reinforcement	reinforcement	NOUN
cana-2168	60	9	learning	learning	NOUN
cana-2168	60	10	may	may	AUX
cana-2168	60	11	help	help	VERB
cana-2168	60	12	with	with	ADP
cana-2168	60	13	iot	iot	ADJ
cana-2168	60	14	network	network	NOUN
cana-2168	60	15	challenges	challenge	NOUN
cana-2168	60	16	including	include	VERB
cana-2168	60	17	real	real	ADJ
cana-2168	60	18	-	-	PUNCT
cana-2168	60	19	time	time	NOUN
cana-2168	60	20	data	datum	NOUN
cana-2168	60	21	processing	processing	NOUN
cana-2168	60	22	,	,	PUNCT
cana-2168	60	23	heterogeneous	heterogeneous	ADJ
cana-2168	60	24	devices	device	NOUN
cana-2168	60	25	,	,	PUNCT
cana-2168	60	26	and	and	CCONJ
cana-2168	60	27	variable	variable	ADJ
cana-2168	60	28	workloads	workload	NOUN
cana-2168	60	29	.	.	PUNCT
cana-2168	61	1	these	these	DET
cana-2168	61	2	approaches	approach	NOUN
cana-2168	61	3	allow	allow	VERB
cana-2168	61	4	for	for	ADP
cana-2168	61	5	forecast	forecast	NOUN
cana-2168	61	6	energy	energy	NOUN
cana-2168	61	7	utilisation	utilisation	NOUN
cana-2168	61	8	and	and	CCONJ
cana-2168	61	9	dynamic	dynamic	ADJ
cana-2168	61	10	adaptability	adaptability	NOUN
cana-2168	61	11	.	.	PUNCT
cana-2168	62	1	ml	ml	PROPN
cana-2168	62	2	can	can	AUX
cana-2168	62	3	further	far	ADV
cana-2168	62	4	improve	improve	VERB
cana-2168	62	5	energy	energy	NOUN
cana-2168	62	6	-	-	PUNCT
cana-2168	62	7	efficient	efficient	ADJ
cana-2168	62	8	protocols	protocol	NOUN
cana-2168	62	9	,	,	PUNCT
cana-2168	62	10	such	such	ADJ
cana-2168	62	11	rpl	rpl	NOUN
cana-2168	62	12	and	and	CCONJ
cana-2168	62	13	leach	leach	NOUN
cana-2168	62	14	,	,	PUNCT
cana-2168	62	15	to	to	PART
cana-2168	62	16	improve	improve	VERB
cana-2168	62	17	decision	decision	NOUN
cana-2168	62	18	-	-	PUNCT
cana-2168	62	19	making	making	NOUN
cana-2168	62	20	in	in	ADP
cana-2168	62	21	real	real	ADJ
cana-2168	62	22	time	time	NOUN
cana-2168	62	23	.	.	PUNCT
cana-2168	63	1	case	case	NOUN
cana-2168	63	2	studies	study	NOUN
cana-2168	63	3	in	in	ADP
cana-2168	63	4	agriculture	agriculture	NOUN
cana-2168	63	5	and	and	CCONJ
cana-2168	63	6	smart	smart	ADJ
cana-2168	63	7	cities	city	NOUN
cana-2168	63	8	demonstrate	demonstrate	VERB
cana-2168	63	9	the	the	DET
cana-2168	63	10	usefulness	usefulness	NOUN
cana-2168	63	11	of	of	ADP
cana-2168	63	12	machine	machine	NOUN
cana-2168	63	13	learning	learning	NOUN
cana-2168	63	14	(	(	PUNCT
cana-2168	63	15	ml)driven	ml)driven	VERB
cana-2168	63	16	optimisation	optimisation	NOUN
cana-2168	63	17	,	,	PUNCT
cana-2168	63	18	and	and	CCONJ
cana-2168	63	19	federated	federated	ADJ
cana-2168	63	20	learning	learning	NOUN
cana-2168	63	21	and	and	CCONJ
cana-2168	63	22	lightweight	lightweight	ADJ
cana-2168	63	23	models	model	NOUN
cana-2168	63	24	are	be	AUX
cana-2168	63	25	promising	promise	VERB
cana-2168	63	26	developments	development	NOUN
cana-2168	63	27	that	that	PRON
cana-2168	63	28	will	will	AUX
cana-2168	63	29	lead	lead	VERB
cana-2168	63	30	to	to	ADP
cana-2168	63	31	even	even	ADV
cana-2168	63	32	higher	high	ADJ
cana-2168	63	33	energy	energy	NOUN
cana-2168	63	34	efficiency	efficiency	NOUN
cana-2168	63	35	.	.	PUNCT
cana-2168	64	1	however	however	ADV
cana-2168	64	2	,	,	PUNCT
cana-2168	64	3	there	there	PRON
cana-2168	64	4	are	be	VERB
cana-2168	64	5	obstacles	obstacle	NOUN
cana-2168	64	6	to	to	ADP
cana-2168	64	7	ml	ml	NOUN
cana-2168	64	8	implementation	implementation	NOUN
cana-2168	64	9	in	in	ADP
cana-2168	64	10	iot	iot	PROPN
cana-2168	64	11	networks	network	NOUN
cana-2168	64	12	,	,	PUNCT
cana-2168	64	13	such	such	ADJ
cana-2168	64	14	as	as	ADP
cana-2168	64	15	scarce	scarce	ADJ
cana-2168	64	16	processing	processing	NOUN
cana-2168	64	17	power	power	NOUN
cana-2168	64	18	,	,	PUNCT
cana-2168	64	19	privacy	privacy	NOUN
cana-2168	64	20	issues	issue	NOUN
cana-2168	64	21	with	with	ADP
cana-2168	64	22	data	datum	NOUN
cana-2168	64	23	,	,	PUNCT
cana-2168	64	24	and	and	CCONJ
cana-2168	64	25	dispersed	disperse	VERB
cana-2168	64	26	network	network	NOUN
cana-2168	64	27	complexity	complexity	NOUN
cana-2168	64	28	.	.	PUNCT
cana-2168	65	1	these	these	DET
cana-2168	65	2	obstacles	obstacle	NOUN
cana-2168	65	3	may	may	AUX
cana-2168	65	4	be	be	AUX
cana-2168	65	5	addressed	address	VERB
cana-2168	65	6	by	by	ADP
cana-2168	65	7	new	new	ADJ
cana-2168	65	8	technologies	technology	NOUN
cana-2168	65	9	like	like	ADP
cana-2168	65	10	federated	federated	ADJ
cana-2168	65	11	learning	learning	NOUN
cana-2168	65	12	and	and	CCONJ
cana-2168	65	13	edge	edge	NOUN
cana-2168	65	14	computing	computing	NOUN
cana-2168	65	15	.	.	PUNCT
cana-2168	66	1	all	all	DET
cana-2168	66	2	things	thing	NOUN
cana-2168	66	3	considered	consider	VERB
cana-2168	66	4	,	,	PUNCT
cana-2168	66	5	ml	ml	VERB
cana-2168	66	6	has	have	VERB
cana-2168	66	7	a	a	DET
cana-2168	66	8	great	great	ADJ
cana-2168	66	9	deal	deal	NOUN
cana-2168	66	10	of	of	ADP
cana-2168	66	11	promise	promise	NOUN
cana-2168	66	12	to	to	PART
cana-2168	66	13	improve	improve	VERB
cana-2168	66	14	the	the	DET
cana-2168	66	15	scalability	scalability	NOUN
cana-2168	66	16	and	and	CCONJ
cana-2168	66	17	sustainability	sustainability	NOUN
cana-2168	66	18	of	of	ADP
cana-2168	66	19	iot	iot	PROPN
cana-2168	66	20	systems	system	NOUN
cana-2168	66	21	.	.	PUNCT
cana-2168	67	1	ii	ii	PROPN
cana-2168	67	2	.	.	PUNCT
cana-2168	68	1	literature	literature	PROPN
cana-2168	68	2	review	review	PROPN
cana-2168	68	3	(	(	PUNCT
cana-2168	68	4	2018	2018	NUM
cana-2168	68	5	)	)	PUNCT
cana-2168	68	6	nguyen	nguyen	NOUN
cana-2168	68	7	et	et	PROPN
cana-2168	68	8	al	al	PROPN
cana-2168	68	9	.	.	PROPN
cana-2168	68	10	federated	federated	ADJ
cana-2168	68	11	learning	learning	NOUN
cana-2168	68	12	is	be	AUX
cana-2168	68	13	a	a	DET
cana-2168	68	14	revolutionary	revolutionary	ADJ
cana-2168	68	15	approach	approach	NOUN
cana-2168	68	16	that	that	PRON
cana-2168	68	17	nguyen	nguyen	NOUN
cana-2168	68	18	et	et	PROPN
cana-2168	68	19	al	al	PROPN
cana-2168	68	20	.	.	PROPN
cana-2168	68	21	presented	present	VERB
cana-2168	68	22	to	to	PART
cana-2168	68	23	control	control	VERB
cana-2168	68	24	energy	energy	NOUN
cana-2168	68	25	consumption	consumption	NOUN
cana-2168	68	26	in	in	ADP
cana-2168	68	27	dispersed	disperse	VERB
cana-2168	68	28	iot	iot	NOUN
cana-2168	68	29	networks	network	NOUN
cana-2168	68	30	.	.	PUNCT
cana-2168	69	1	their	their	PRON
cana-2168	69	2	solution	solution	NOUN
cana-2168	69	3	reduced	reduce	VERB
cana-2168	69	4	the	the	DET
cana-2168	69	5	energy	energy	NOUN
cana-2168	69	6	load	load	NOUN
cana-2168	69	7	of	of	ADP
cana-2168	69	8	data	datum	NOUN
cana-2168	69	9	transmission	transmission	NOUN
cana-2168	69	10	by	by	ADP
cana-2168	69	11	enabling	enable	VERB
cana-2168	69	12	devices	device	NOUN
cana-2168	69	13	to	to	PART
cana-2168	69	14	work	work	VERB
cana-2168	69	15	together	together	ADV
cana-2168	69	16	to	to	PART
cana-2168	69	17	train	train	VERB
cana-2168	69	18	machine	machine	NOUN
cana-2168	69	19	learning	learning	NOUN
cana-2168	69	20	models	model	NOUN
cana-2168	69	21	without	without	ADP
cana-2168	69	22	centralizing	centralize	VERB
cana-2168	69	23	data	datum	NOUN
cana-2168	69	24	.	.	PUNCT
cana-2168	70	1	it	it	PRON
cana-2168	70	2	has	have	AUX
cana-2168	70	3	been	be	AUX
cana-2168	70	4	shown	show	VERB
cana-2168	70	5	that	that	SCONJ
cana-2168	70	6	this	this	DET
cana-2168	70	7	decentralized	decentralize	VERB
cana-2168	70	8	method	method	NOUN
cana-2168	70	9	simultaneously	simultaneously	ADV
cana-2168	70	10	increases	increase	VERB
cana-2168	70	11	privacy	privacy	NOUN
cana-2168	70	12	and	and	CCONJ
cana-2168	70	13	energy	energy	NOUN
cana-2168	70	14	efficiency	efficiency	NOUN
cana-2168	70	15	.	.	PUNCT
cana-2168	71	1	federated	federated	ADJ
cana-2168	71	2	learning	learning	NOUN
cana-2168	71	3	,	,	PUNCT
cana-2168	71	4	as	as	SCONJ
cana-2168	71	5	the	the	DET
cana-2168	71	6	authors	author	NOUN
cana-2168	71	7	showed	show	VERB
cana-2168	71	8	,	,	PUNCT
cana-2168	71	9	may	may	AUX
cana-2168	71	10	greatly	greatly	ADV
cana-2168	71	11	reduce	reduce	VERB
cana-2168	71	12	processing	processing	NOUN
cana-2168	71	13	energy	energy	NOUN
cana-2168	71	14	and	and	CCONJ
cana-2168	71	15	network	network	NOUN
cana-2168	71	16	traffic	traffic	NOUN
cana-2168	71	17	,	,	PUNCT
cana-2168	71	18	which	which	PRON
cana-2168	71	19	makes	make	VERB
cana-2168	71	20	it	it	PRON
cana-2168	71	21	perfect	perfect	ADJ
cana-2168	71	22	for	for	ADP
cana-2168	71	23	large	large	ADJ
cana-2168	71	24	-	-	PUNCT
cana-2168	71	25	scale	scale	NOUN
cana-2168	71	26	iot	iot	NOUN
cana-2168	71	27	networks	network	NOUN
cana-2168	71	28	with	with	ADP
cana-2168	71	29	limited	limited	ADJ
cana-2168	71	30	resources	resource	NOUN
cana-2168	71	31	.	.	PUNCT
cana-2168	72	1	their	their	PRON
cana-2168	72	2	research	research	NOUN
cana-2168	72	3	aided	aid	VERB
cana-2168	72	4	in	in	ADP
cana-2168	72	5	the	the	DET
cana-2168	72	6	development	development	NOUN
cana-2168	72	7	of	of	ADP
cana-2168	72	8	energy	energy	NOUN
cana-2168	72	9	-	-	PUNCT
cana-2168	72	10	efficient	efficient	ADJ
cana-2168	72	11	,	,	PUNCT
cana-2168	72	12	privacy	privacy	NOUN
cana-2168	72	13	-	-	PUNCT
cana-2168	72	14	preserving	preserve	VERB
cana-2168	72	15	internet	internet	NOUN
cana-2168	72	16	of	of	ADP
cana-2168	72	17	things	thing	NOUN
cana-2168	72	18	technologies[1	technologies[1	SYM
cana-2168	72	19	]	]	PUNCT
cana-2168	72	20	the	the	DET
cana-2168	72	21	patel	patel	PROPN
cana-2168	72	22	group	group	NOUN
cana-2168	72	23	(	(	PUNCT
cana-2168	72	24	2019	2019	NUM
cana-2168	72	25	):	):	PUNCT
cana-2168	72	26	in	in	ADP
cana-2168	72	27	their	their	PRON
cana-2168	72	28	study	study	NOUN
cana-2168	72	29	,	,	PUNCT
cana-2168	72	30	patel	patel	PROPN
cana-2168	72	31	et	et	PROPN
cana-2168	72	32	al	al	PROPN
cana-2168	72	33	.	.	PROPN
cana-2168	72	34	concentrated	concentrate	VERB
cana-2168	72	35	on	on	ADP
cana-2168	72	36	using	use	VERB
cana-2168	72	37	reinforcement	reinforcement	NOUN
cana-2168	72	38	learning	learning	NOUN
cana-2168	72	39	to	to	PART
cana-2168	72	40	create	create	VERB
cana-2168	72	41	energy	energy	NOUN
cana-2168	72	42	-	-	PUNCT
cana-2168	72	43	aware	aware	ADJ
cana-2168	72	44	routing	routing	NOUN
cana-2168	72	45	algorithms	algorithm	NOUN
cana-2168	72	46	for	for	ADP
cana-2168	72	47	internet	internet	NOUN
cana-2168	72	48	of	of	ADP
cana-2168	72	49	things	thing	NOUN
cana-2168	72	50	wireless	wireless	ADJ
cana-2168	72	51	sensor	sensor	NOUN
cana-2168	72	52	networks	network	NOUN
cana-2168	72	53	(	(	PUNCT
cana-2168	72	54	wsns	wsns	PROPN
cana-2168	72	55	)	)	PUNCT
cana-2168	72	56	.	.	PUNCT
cana-2168	73	1	the	the	DET
cana-2168	73	2	study	study	NOUN
cana-2168	73	3	outlined	outline	VERB
cana-2168	73	4	the	the	DET
cana-2168	73	5	shortcomings	shortcoming	NOUN
cana-2168	73	6	of	of	ADP
cana-2168	73	7	conventional	conventional	ADJ
cana-2168	73	8	routing	routing	NOUN
cana-2168	73	9	algorithms	algorithm	NOUN
cana-2168	73	10	for	for	ADP
cana-2168	73	11	energy	energy	NOUN
cana-2168	73	12	management	management	NOUN
cana-2168	73	13	and	and	CCONJ
cana-2168	73	14	suggested	suggest	VERB
cana-2168	73	15	a	a	DET
cana-2168	73	16	dynamic	dynamic	ADJ
cana-2168	73	17	alternative	alternative	NOUN
cana-2168	73	18	that	that	PRON
cana-2168	73	19	adjusts	adjust	VERB
cana-2168	73	20	to	to	ADP
cana-2168	73	21	network	network	NOUN
cana-2168	73	22	traffic	traffic	NOUN
cana-2168	73	23	and	and	CCONJ
cana-2168	73	24	outside	outside	ADJ
cana-2168	73	25	conditions	condition	NOUN
cana-2168	73	26	.	.	PUNCT
cana-2168	74	1	through	through	ADP
cana-2168	74	2	routing	route	VERB
cana-2168	74	3	route	route	NOUN
cana-2168	74	4	optimization	optimization	NOUN
cana-2168	74	5	based	base	VERB
cana-2168	74	6	on	on	ADP
cana-2168	74	7	current	current	ADJ
cana-2168	74	8	network	network	NOUN
cana-2168	74	9	circumstances	circumstance	NOUN
cana-2168	74	10	,	,	PUNCT
cana-2168	74	11	their	their	PRON
cana-2168	74	12	approach	approach	NOUN
cana-2168	74	13	minimized	minimize	VERB
cana-2168	74	14	energy	energy	NOUN
cana-2168	74	15	usage	usage	NOUN
cana-2168	74	16	.	.	PUNCT
cana-2168	75	1	the	the	DET
cana-2168	75	2	research	research	NOUN
cana-2168	75	3	demonstrated	demonstrate	VERB
cana-2168	75	4	how	how	SCONJ
cana-2168	75	5	reinforcement	reinforcement	NOUN
cana-2168	75	6	learning	learning	NOUN
cana-2168	75	7	may	may	AUX
cana-2168	75	8	effectively	effectively	ADV
cana-2168	75	9	handle	handle	VERB
cana-2168	75	10	energy	energy	NOUN
cana-2168	75	11	inefficiencies	inefficiency	NOUN
cana-2168	75	12	in	in	ADP
cana-2168	75	13	internet	internet	NOUN
cana-2168	75	14	of	of	ADP
cana-2168	75	15	things	thing	NOUN
cana-2168	75	16	networks	network	NOUN
cana-2168	75	17	when	when	SCONJ
cana-2168	75	18	sensor	sensor	NOUN
cana-2168	75	19	nodes	node	NOUN
cana-2168	75	20	have	have	VERB
cana-2168	75	21	limited	limit	VERB
cana-2168	75	22	battery	battery	NOUN
cana-2168	75	23	life	life	NOUN
cana-2168	75	24	,	,	PUNCT
cana-2168	75	25	providing	provide	VERB
cana-2168	75	26	a	a	DET
cana-2168	75	27	workable	workable	ADJ
cana-2168	75	28	solution	solution	NOUN
cana-2168	75	29	for	for	ADP
cana-2168	75	30	wsns[2	wsns[2	PROPN
cana-2168	75	31	]	]	PUNCT
cana-2168	75	32	communications	communication	NOUN
cana-2168	75	33	on	on	ADP
cana-2168	75	34	applied	apply	VERB
cana-2168	75	35	nonlinear	nonlinear	ADJ
cana-2168	75	36	analysis	analysis	NOUN
cana-2168	75	37	issn	issn	NOUN
cana-2168	75	38	:	:	PUNCT
cana-2168	75	39	1074	1074	NUM
cana-2168	75	40	-	-	PUNCT
cana-2168	75	41	133x	133x	NUM
cana-2168	75	42	vol	vol	NOUN
cana-2168	75	43	32	32	NUM
cana-2168	75	44	no	no	NOUN
cana-2168	75	45	.	.	PUNCT
cana-2168	76	1	1s	1s	NUM
cana-2168	76	2	(	(	PUNCT
cana-2168	76	3	2025	2025	NUM
cana-2168	76	4	)	)	PUNCT
cana-2168	76	5	306	306	NUM
cana-2168	76	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2168	76	7	sun	sun	NOUN
cana-2168	76	8	and	and	CCONJ
cana-2168	76	9	colleagues	colleague	NOUN
cana-2168	76	10	(	(	PUNCT
cana-2168	76	11	2019	2019	NUM
cana-2168	76	12	):	):	PUNCT
cana-2168	76	13	in	in	ADP
cana-2168	76	14	order	order	NOUN
cana-2168	76	15	to	to	PART
cana-2168	76	16	optimize	optimize	VERB
cana-2168	76	17	the	the	DET
cana-2168	76	18	allocation	allocation	NOUN
cana-2168	76	19	of	of	ADP
cana-2168	76	20	energy	energy	NOUN
cana-2168	76	21	among	among	ADP
cana-2168	76	22	connected	connected	ADJ
cana-2168	76	23	devices	device	NOUN
cana-2168	76	24	,	,	PUNCT
cana-2168	76	25	sun	sun	PROPN
cana-2168	76	26	et	et	PROPN
cana-2168	76	27	al	al	PROPN
cana-2168	76	28	.	.	PROPN
cana-2168	76	29	investigated	investigate	VERB
cana-2168	76	30	the	the	DET
cana-2168	76	31	integration	integration	NOUN
cana-2168	76	32	of	of	ADP
cana-2168	76	33	machine	machine	NOUN
cana-2168	76	34	learning	learn	VERB
cana-2168	76	35	in	in	ADP
cana-2168	76	36	smart	smart	ADJ
cana-2168	76	37	grid	grid	NOUN
cana-2168	76	38	iot	iot	NOUN
cana-2168	76	39	networks	network	NOUN
cana-2168	76	40	.	.	PUNCT
cana-2168	77	1	deep	deep	ADJ
cana-2168	77	2	reinforcement	reinforcement	NOUN
cana-2168	77	3	learning	learning	NOUN
cana-2168	77	4	was	be	AUX
cana-2168	77	5	used	use	VERB
cana-2168	77	6	to	to	PART
cana-2168	77	7	forecast	forecast	VERB
cana-2168	77	8	peak	peak	NOUN
cana-2168	77	9	consumption	consumption	NOUN
cana-2168	77	10	periods	period	NOUN
cana-2168	77	11	and	and	CCONJ
cana-2168	77	12	modify	modify	VERB
cana-2168	77	13	power	power	NOUN
cana-2168	77	14	supply	supply	NOUN
cana-2168	77	15	correspondingly	correspondingly	ADV
cana-2168	77	16	,	,	PUNCT
cana-2168	77	17	guaranteeing	guarantee	VERB
cana-2168	77	18	effective	effective	ADJ
cana-2168	77	19	energy	energy	NOUN
cana-2168	77	20	distribution	distribution	NOUN
cana-2168	77	21	across	across	ADP
cana-2168	77	22	the	the	DET
cana-2168	77	23	network	network	NOUN
cana-2168	77	24	.	.	PUNCT
cana-2168	78	1	their	their	PRON
cana-2168	78	2	strategy	strategy	NOUN
cana-2168	78	3	prevented	prevent	VERB
cana-2168	78	4	overload	overload	NOUN
cana-2168	78	5	during	during	ADP
cana-2168	78	6	moments	moment	NOUN
cana-2168	78	7	of	of	ADP
cana-2168	78	8	high	high	ADJ
cana-2168	78	9	demand	demand	NOUN
cana-2168	78	10	while	while	SCONJ
cana-2168	78	11	reducing	reduce	VERB
cana-2168	78	12	energy	energy	NOUN
cana-2168	78	13	waste	waste	NOUN
cana-2168	78	14	during	during	ADP
cana-2168	78	15	off	off	ADP
cana-2168	78	16	-	-	PUNCT
cana-2168	78	17	peak	peak	NOUN
cana-2168	78	18	hours	hour	NOUN
cana-2168	78	19	.	.	PUNCT
cana-2168	79	1	the	the	DET
cana-2168	79	2	work	work	NOUN
cana-2168	79	3	by	by	ADP
cana-2168	79	4	sun	sun	PROPN
cana-2168	79	5	et	et	PROPN
cana-2168	79	6	al	al	PROPN
cana-2168	79	7	.	.	PROPN
cana-2168	79	8	demonstrated	demonstrate	VERB
cana-2168	79	9	how	how	SCONJ
cana-2168	79	10	machine	machine	NOUN
cana-2168	79	11	learning	learning	NOUN
cana-2168	79	12	may	may	AUX
cana-2168	79	13	be	be	AUX
cana-2168	79	14	used	use	VERB
cana-2168	79	15	to	to	PART
cana-2168	79	16	balance	balance	VERB
cana-2168	79	17	energy	energy	NOUN
cana-2168	79	18	loads	load	NOUN
cana-2168	79	19	in	in	ADP
cana-2168	79	20	iot	iot	NOUN
cana-2168	79	21	-	-	PUNCT
cana-2168	79	22	enabled	enable	VERB
cana-2168	79	23	smart	smart	ADJ
cana-2168	79	24	grids	grid	NOUN
cana-2168	79	25	,	,	PUNCT
cana-2168	79	26	guaranteeing	guarantee	VERB
cana-2168	79	27	dependability	dependability	NOUN
cana-2168	79	28	and	and	CCONJ
cana-2168	79	29	energy	energy	NOUN
cana-2168	79	30	efficiency	efficiency	NOUN
cana-2168	79	31	[	[	X
cana-2168	79	32	3	3	NUM
cana-2168	79	33	]	]	PUNCT
cana-2168	79	34	.	.	PUNCT
cana-2168	80	1	the	the	DET
cana-2168	80	2	huang	huang	PROPN
cana-2168	80	3	group	group	PROPN
cana-2168	80	4	(	(	PUNCT
cana-2168	80	5	2020	2020	NUM
cana-2168	80	6	):	):	PUNCT
cana-2168	80	7	a	a	DET
cana-2168	80	8	prediction	prediction	NOUN
cana-2168	80	9	model	model	NOUN
cana-2168	80	10	for	for	ADP
cana-2168	80	11	energy	energy	NOUN
cana-2168	80	12	-	-	PUNCT
cana-2168	80	13	efficient	efficient	ADJ
cana-2168	80	14	resource	resource	NOUN
cana-2168	80	15	management	management	NOUN
cana-2168	80	16	in	in	ADP
cana-2168	80	17	iot	iot	NOUN
cana-2168	80	18	-	-	PUNCT
cana-2168	80	19	enabled	enable	VERB
cana-2168	80	20	smart	smart	ADJ
cana-2168	80	21	agriculture	agriculture	NOUN
cana-2168	80	22	was	be	AUX
cana-2168	80	23	created	create	VERB
cana-2168	80	24	by	by	ADP
cana-2168	80	25	huang	huang	PROPN
cana-2168	80	26	et	et	PROPN
cana-2168	80	27	al	al	PROPN
cana-2168	80	28	.	.	PUNCT
cana-2168	81	1	in	in	ADP
cana-2168	81	2	order	order	NOUN
cana-2168	81	3	to	to	PART
cana-2168	81	4	estimate	estimate	VERB
cana-2168	81	5	how	how	SCONJ
cana-2168	81	6	best	good	ADJ
cana-2168	81	7	to	to	PART
cana-2168	81	8	use	use	VERB
cana-2168	81	9	energy	energy	NOUN
cana-2168	81	10	-	-	PUNCT
cana-2168	81	11	intensive	intensive	ADJ
cana-2168	81	12	equipment	equipment	NOUN
cana-2168	81	13	,	,	PUNCT
cana-2168	81	14	such	such	ADJ
cana-2168	81	15	as	as	ADP
cana-2168	81	16	irrigation	irrigation	NOUN
cana-2168	81	17	systems	system	NOUN
cana-2168	81	18	and	and	CCONJ
cana-2168	81	19	environmental	environmental	ADJ
cana-2168	81	20	controls	control	NOUN
cana-2168	81	21	,	,	PUNCT
cana-2168	81	22	they	they	PRON
cana-2168	81	23	employed	employ	VERB
cana-2168	81	24	machine	machine	NOUN
cana-2168	81	25	learning	learn	VERB
cana-2168	81	26	algorithms	algorithm	NOUN
cana-2168	81	27	to	to	PART
cana-2168	81	28	analyze	analyze	VERB
cana-2168	81	29	sensor	sensor	NOUN
cana-2168	81	30	and	and	CCONJ
cana-2168	81	31	environmental	environmental	ADJ
cana-2168	81	32	data	datum	NOUN
cana-2168	81	33	.	.	PUNCT
cana-2168	82	1	by	by	ADP
cana-2168	82	2	modifying	modify	VERB
cana-2168	82	3	activities	activity	NOUN
cana-2168	82	4	in	in	ADP
cana-2168	82	5	response	response	NOUN
cana-2168	82	6	to	to	ADP
cana-2168	82	7	historical	historical	ADJ
cana-2168	82	8	patterns	pattern	NOUN
cana-2168	82	9	and	and	CCONJ
cana-2168	82	10	real	real	ADJ
cana-2168	82	11	-	-	PUNCT
cana-2168	82	12	time	time	NOUN
cana-2168	82	13	data	datum	NOUN
cana-2168	82	14	,	,	PUNCT
cana-2168	82	15	the	the	DET
cana-2168	82	16	model	model	NOUN
cana-2168	82	17	decreased	decrease	VERB
cana-2168	82	18	energy	energy	NOUN
cana-2168	82	19	use	use	NOUN
cana-2168	82	20	.	.	PUNCT
cana-2168	83	1	their	their	PRON
cana-2168	83	2	study	study	NOUN
cana-2168	83	3	shed	shed	VERB
cana-2168	83	4	light	light	NOUN
cana-2168	83	5	on	on	ADP
cana-2168	83	6	how	how	SCONJ
cana-2168	83	7	machine	machine	NOUN
cana-2168	83	8	learning	learning	NOUN
cana-2168	83	9	may	may	AUX
cana-2168	83	10	maximize	maximize	VERB
cana-2168	83	11	resource	resource	NOUN
cana-2168	83	12	utilization	utilization	NOUN
cana-2168	83	13	in	in	ADP
cana-2168	83	14	agricultural	agricultural	ADJ
cana-2168	83	15	iot	iot	NOUN
cana-2168	83	16	networks	network	NOUN
cana-2168	83	17	,	,	PUNCT
cana-2168	83	18	resulting	result	VERB
cana-2168	83	19	in	in	ADP
cana-2168	83	20	increased	increase	VERB
cana-2168	83	21	crop	crop	NOUN
cana-2168	83	22	yields	yield	NOUN
cana-2168	83	23	and	and	CCONJ
cana-2168	83	24	energy	energy	NOUN
cana-2168	83	25	efficiency	efficiency	NOUN
cana-2168	83	26	in	in	ADP
cana-2168	83	27	precision	precision	NOUN
cana-2168	83	28	agriculture	agriculture	NOUN
cana-2168	83	29	[	[	X
cana-2168	83	30	4	4	NUM
cana-2168	83	31	]	]	PUNCT
cana-2168	83	32	.	.	PUNCT
cana-2168	84	1	the	the	DET
cana-2168	84	2	zhang	zhang	PROPN
cana-2168	84	3	group	group	PROPN
cana-2168	84	4	(	(	PUNCT
cana-2168	84	5	2020	2020	NUM
cana-2168	84	6	):	):	PUNCT
cana-2168	84	7	zhang	zhang	PROPN
cana-2168	84	8	et	et	PROPN
cana-2168	84	9	al	al	PROPN
cana-2168	84	10	.	.	PROPN
cana-2168	84	11	suggested	suggest	VERB
cana-2168	84	12	a	a	DET
cana-2168	84	13	hybrid	hybrid	ADJ
cana-2168	84	14	strategy	strategy	NOUN
cana-2168	84	15	to	to	PART
cana-2168	84	16	maximize	maximize	VERB
cana-2168	84	17	energy	energy	NOUN
cana-2168	84	18	efficiency	efficiency	NOUN
cana-2168	84	19	in	in	ADP
cana-2168	84	20	massive	massive	ADJ
cana-2168	84	21	iot	iot	NOUN
cana-2168	84	22	networks	network	NOUN
cana-2168	84	23	by	by	ADP
cana-2168	84	24	combining	combine	VERB
cana-2168	84	25	edge	edge	NOUN
cana-2168	84	26	computing	computing	NOUN
cana-2168	84	27	and	and	CCONJ
cana-2168	84	28	machine	machine	NOUN
cana-2168	84	29	learning	learning	NOUN
cana-2168	84	30	.	.	PUNCT
cana-2168	85	1	by	by	ADP
cana-2168	85	2	processing	process	VERB
cana-2168	85	3	data	datum	NOUN
cana-2168	85	4	at	at	ADP
cana-2168	85	5	the	the	DET
cana-2168	85	6	network	network	NOUN
cana-2168	85	7	's	's	PART
cana-2168	85	8	edge	edge	NOUN
cana-2168	85	9	using	use	VERB
cana-2168	85	10	machine	machine	NOUN
cana-2168	85	11	learning	learning	NOUN
cana-2168	85	12	methods	method	NOUN
cana-2168	85	13	,	,	PUNCT
cana-2168	85	14	their	their	PRON
cana-2168	85	15	approach	approach	NOUN
cana-2168	85	16	minimizes	minimize	VERB
cana-2168	85	17	the	the	DET
cana-2168	85	18	requirement	requirement	NOUN
cana-2168	85	19	for	for	ADP
cana-2168	85	20	long	long	ADJ
cana-2168	85	21	-	-	PUNCT
cana-2168	85	22	distance	distance	NOUN
cana-2168	85	23	data	datum	NOUN
cana-2168	85	24	transfer	transfer	NOUN
cana-2168	85	25	and	and	CCONJ
cana-2168	85	26	lowers	lower	VERB
cana-2168	85	27	total	total	ADJ
cana-2168	85	28	energy	energy	NOUN
cana-2168	85	29	usage	usage	NOUN
cana-2168	85	30	.	.	PUNCT
cana-2168	86	1	the	the	DET
cana-2168	86	2	study	study	NOUN
cana-2168	86	3	illustrated	illustrate	VERB
cana-2168	86	4	how	how	SCONJ
cana-2168	86	5	edge	edge	NOUN
cana-2168	86	6	computing	computing	NOUN
cana-2168	86	7	might	might	AUX
cana-2168	86	8	improve	improve	VERB
cana-2168	86	9	energy	energy	NOUN
cana-2168	86	10	efficiency	efficiency	NOUN
cana-2168	86	11	,	,	PUNCT
cana-2168	86	12	particularly	particularly	ADV
cana-2168	86	13	when	when	SCONJ
cana-2168	86	14	internet	internet	NOUN
cana-2168	86	15	of	of	ADP
cana-2168	86	16	things	thing	NOUN
cana-2168	86	17	devices	device	NOUN
cana-2168	86	18	are	be	AUX
cana-2168	86	19	operating	operate	VERB
cana-2168	86	20	in	in	ADP
cana-2168	86	21	distant	distant	ADJ
cana-2168	86	22	or	or	CCONJ
cana-2168	86	23	resource	resource	NOUN
cana-2168	86	24	-	-	PUNCT
cana-2168	86	25	constrained	constrain	VERB
cana-2168	86	26	areas	area	NOUN
cana-2168	86	27	.	.	PUNCT
cana-2168	87	1	the	the	DET
cana-2168	87	2	advantages	advantage	NOUN
cana-2168	87	3	of	of	ADP
cana-2168	87	4	integrating	integrate	VERB
cana-2168	87	5	machine	machine	NOUN
cana-2168	87	6	learning	learning	NOUN
cana-2168	87	7	with	with	ADP
cana-2168	87	8	edge	edge	NOUN
cana-2168	87	9	computing	compute	VERB
cana-2168	87	10	for	for	ADP
cana-2168	87	11	scalable	scalable	ADJ
cana-2168	87	12	,	,	PUNCT
cana-2168	87	13	energyefficient	energyefficient	NOUN
cana-2168	87	14	internet	internet	NOUN
cana-2168	87	15	of	of	ADP
cana-2168	87	16	things	thing	NOUN
cana-2168	87	17	systems	system	NOUN
cana-2168	87	18	were	be	AUX
cana-2168	87	19	highlighted	highlight	VERB
cana-2168	87	20	by	by	ADP
cana-2168	87	21	zhang	zhang	PROPN
cana-2168	87	22	et	et	PROPN
cana-2168	87	23	al	al	PROPN
cana-2168	87	24	.	.	PROPN
cana-2168	87	25	's	's	PART
cana-2168	87	26	research	research	NOUN
cana-2168	87	27	[	[	X
cana-2168	87	28	5	5	NUM
cana-2168	87	29	]	]	PUNCT
cana-2168	87	30	.	.	PUNCT
cana-2168	88	1	kim	kim	PROPN
cana-2168	88	2	and	and	CCONJ
cana-2168	88	3	associates	associate	NOUN
cana-2168	88	4	(	(	PUNCT
cana-2168	88	5	2021	2021	NUM
cana-2168	88	6	):	):	PUNCT
cana-2168	88	7	kim	kim	PROPN
cana-2168	88	8	et	et	PROPN
cana-2168	88	9	al	al	PROPN
cana-2168	88	10	.	.	PROPN
cana-2168	88	11	looked	look	VERB
cana-2168	88	12	at	at	ADP
cana-2168	88	13	how	how	SCONJ
cana-2168	88	14	deep	deep	ADJ
cana-2168	88	15	learning	learning	NOUN
cana-2168	88	16	may	may	AUX
cana-2168	88	17	be	be	AUX
cana-2168	88	18	used	use	VERB
cana-2168	88	19	to	to	PART
cana-2168	88	20	optimize	optimize	VERB
cana-2168	88	21	energy	energy	NOUN
cana-2168	88	22	use	use	NOUN
cana-2168	88	23	in	in	ADP
cana-2168	88	24	iot	iot	ADJ
cana-2168	88	25	networks	network	NOUN
cana-2168	88	26	for	for	ADP
cana-2168	88	27	smart	smart	ADJ
cana-2168	88	28	cities	city	NOUN
cana-2168	88	29	.	.	PUNCT
cana-2168	89	1	convolutional	convolutional	ADJ
cana-2168	89	2	neural	neural	ADJ
cana-2168	89	3	networks	network	NOUN
cana-2168	89	4	(	(	PUNCT
cana-2168	89	5	cnns	cnns	PROPN
cana-2168	89	6	)	)	PUNCT
cana-2168	89	7	were	be	AUX
cana-2168	89	8	used	use	VERB
cana-2168	89	9	in	in	ADP
cana-2168	89	10	their	their	PRON
cana-2168	89	11	study	study	NOUN
cana-2168	89	12	to	to	PART
cana-2168	89	13	estimate	estimate	VERB
cana-2168	89	14	energy	energy	NOUN
cana-2168	89	15	use	use	NOUN
cana-2168	89	16	in	in	ADP
cana-2168	89	17	realtime	realtime	NOUN
cana-2168	89	18	and	and	CCONJ
cana-2168	89	19	dynamically	dynamically	ADV
cana-2168	89	20	modify	modify	VERB
cana-2168	89	21	resource	resource	NOUN
cana-2168	89	22	allocation	allocation	NOUN
cana-2168	89	23	across	across	ADP
cana-2168	89	24	a	a	DET
cana-2168	89	25	range	range	NOUN
cana-2168	89	26	of	of	ADP
cana-2168	89	27	municipal	municipal	ADJ
cana-2168	89	28	functions	function	NOUN
cana-2168	89	29	,	,	PUNCT
cana-2168	89	30	such	such	ADJ
cana-2168	89	31	as	as	ADP
cana-2168	89	32	public	public	ADJ
cana-2168	89	33	lighting	lighting	NOUN
cana-2168	89	34	and	and	CCONJ
cana-2168	89	35	traffic	traffic	NOUN
cana-2168	89	36	control	control	NOUN
cana-2168	89	37	.	.	PUNCT
cana-2168	90	1	the	the	DET
cana-2168	90	2	authors	author	NOUN
cana-2168	90	3	demonstrated	demonstrate	VERB
cana-2168	90	4	how	how	SCONJ
cana-2168	90	5	cnn	cnn	PROPN
cana-2168	90	6	-	-	PUNCT
cana-2168	90	7	based	base	VERB
cana-2168	90	8	models	model	NOUN
cana-2168	90	9	may	may	AUX
cana-2168	90	10	effectively	effectively	ADV
cana-2168	90	11	forecast	forecast	VERB
cana-2168	90	12	patterns	pattern	NOUN
cana-2168	90	13	of	of	ADP
cana-2168	90	14	consumption	consumption	NOUN
cana-2168	90	15	,	,	PUNCT
cana-2168	90	16	cut	cut	VERB
cana-2168	90	17	down	down	ADP
cana-2168	90	18	on	on	ADP
cana-2168	90	19	wasteful	wasteful	ADJ
cana-2168	90	20	energy	energy	NOUN
cana-2168	90	21	usage	usage	NOUN
cana-2168	90	22	,	,	PUNCT
cana-2168	90	23	and	and	CCONJ
cana-2168	90	24	result	result	VERB
cana-2168	90	25	in	in	ADP
cana-2168	90	26	significant	significant	ADJ
cana-2168	90	27	savings	saving	NOUN
cana-2168	90	28	.	.	PUNCT
cana-2168	91	1	urban	urban	ADJ
cana-2168	91	2	planners	planner	NOUN
cana-2168	91	3	and	and	CCONJ
cana-2168	91	4	legislators	legislator	NOUN
cana-2168	91	5	who	who	PRON
cana-2168	91	6	want	want	VERB
cana-2168	91	7	to	to	PART
cana-2168	91	8	incorporate	incorporate	VERB
cana-2168	91	9	energy	energy	NOUN
cana-2168	91	10	-	-	PUNCT
cana-2168	91	11	efficient	efficient	ADJ
cana-2168	91	12	technology	technology	NOUN
cana-2168	91	13	into	into	ADP
cana-2168	91	14	the	the	DET
cana-2168	91	15	infrastructure	infrastructure	NOUN
cana-2168	91	16	of	of	ADP
cana-2168	91	17	smart	smart	ADJ
cana-2168	91	18	cities	city	NOUN
cana-2168	91	19	will	will	AUX
cana-2168	91	20	find	find	VERB
cana-2168	91	21	this	this	DET
cana-2168	91	22	research	research	NOUN
cana-2168	91	23	very	very	ADV
cana-2168	91	24	pertinent	pertinent	ADJ
cana-2168	91	25	[	[	X
cana-2168	91	26	6	6	NUM
cana-2168	91	27	]	]	PUNCT
cana-2168	91	28	.	.	PUNCT
cana-2168	92	1	the	the	DET
cana-2168	92	2	gupta	gupta	PROPN
cana-2168	92	3	group	group	NOUN
cana-2168	92	4	(	(	PUNCT
cana-2168	92	5	2021	2021	NUM
cana-2168	92	6	):	):	PUNCT
cana-2168	92	7	the	the	DET
cana-2168	92	8	use	use	NOUN
cana-2168	92	9	of	of	ADP
cana-2168	92	10	reinforcement	reinforcement	NOUN
cana-2168	92	11	learning	learning	NOUN
cana-2168	92	12	to	to	PART
cana-2168	92	13	optimize	optimize	VERB
cana-2168	92	14	energy	energy	NOUN
cana-2168	92	15	consumption	consumption	NOUN
cana-2168	92	16	in	in	ADP
cana-2168	92	17	iot	iot	NOUN
cana-2168	92	18	-	-	PUNCT
cana-2168	92	19	enabled	enable	VERB
cana-2168	92	20	healthcare	healthcare	NOUN
cana-2168	92	21	systems	system	NOUN
cana-2168	92	22	was	be	AUX
cana-2168	92	23	examined	examine	VERB
cana-2168	92	24	by	by	ADP
cana-2168	92	25	gupta	gupta	PROPN
cana-2168	92	26	et	et	PROPN
cana-2168	92	27	al	al	PROPN
cana-2168	92	28	.	.	PUNCT
cana-2168	93	1	they	they	PRON
cana-2168	93	2	used	use	VERB
cana-2168	93	3	a	a	DET
cana-2168	93	4	method	method	NOUN
cana-2168	93	5	that	that	PRON
cana-2168	93	6	predicted	predict	VERB
cana-2168	93	7	energy	energy	NOUN
cana-2168	93	8	needs	need	NOUN
cana-2168	93	9	and	and	CCONJ
cana-2168	93	10	dynamically	dynamically	ADV
cana-2168	93	11	distributed	distribute	VERB
cana-2168	93	12	resources	resource	NOUN
cana-2168	93	13	based	base	VERB
cana-2168	93	14	on	on	ADP
cana-2168	93	15	real	real	ADJ
cana-2168	93	16	-	-	PUNCT
cana-2168	93	17	time	time	NOUN
cana-2168	93	18	data	datum	NOUN
cana-2168	93	19	from	from	ADP
cana-2168	93	20	medical	medical	ADJ
cana-2168	93	21	iot	iot	NOUN
cana-2168	93	22	devices	device	NOUN
cana-2168	93	23	.	.	PUNCT
cana-2168	94	1	the	the	DET
cana-2168	94	2	reduction	reduction	NOUN
cana-2168	94	3	of	of	ADP
cana-2168	94	4	idle	idle	ADJ
cana-2168	94	5	time	time	NOUN
cana-2168	94	6	and	and	CCONJ
cana-2168	94	7	superfluous	superfluous	ADJ
cana-2168	94	8	data	data	NOUN
cana-2168	94	9	transfers	transfer	NOUN
cana-2168	94	10	by	by	ADP
cana-2168	94	11	the	the	DET
cana-2168	94	12	reinforcement	reinforcement	NOUN
cana-2168	94	13	learning	learning	NOUN
cana-2168	94	14	model	model	NOUN
cana-2168	94	15	enhanced	enhance	VERB
cana-2168	94	16	the	the	DET
cana-2168	94	17	energy	energy	NOUN
cana-2168	94	18	efficiency	efficiency	NOUN
cana-2168	94	19	of	of	ADP
cana-2168	94	20	medical	medical	ADJ
cana-2168	94	21	equipment	equipment	NOUN
cana-2168	94	22	that	that	PRON
cana-2168	94	23	are	be	AUX
cana-2168	94	24	linked	link	VERB
cana-2168	94	25	.	.	PUNCT
cana-2168	95	1	the	the	DET
cana-2168	95	2	work	work	NOUN
cana-2168	95	3	offered	offer	VERB
cana-2168	95	4	significant	significant	ADJ
cana-2168	95	5	new	new	ADJ
cana-2168	95	6	insights	insight	NOUN
cana-2168	95	7	into	into	ADP
cana-2168	95	8	the	the	DET
cana-2168	95	9	use	use	NOUN
cana-2168	95	10	of	of	ADP
cana-2168	95	11	machine	machine	NOUN
cana-2168	95	12	communications	communication	NOUN
cana-2168	95	13	on	on	ADP
cana-2168	95	14	applied	apply	VERB
cana-2168	95	15	nonlinear	nonlinear	ADJ
cana-2168	95	16	analysis	analysis	NOUN
cana-2168	95	17	issn	issn	NOUN
cana-2168	95	18	:	:	PUNCT
cana-2168	95	19	1074	1074	NUM
cana-2168	95	20	-	-	PUNCT
cana-2168	95	21	133x	133x	NUM
cana-2168	95	22	vol	vol	NOUN
cana-2168	95	23	32	32	NUM
cana-2168	95	24	no	no	NOUN
cana-2168	95	25	.	.	PUNCT
cana-2168	96	1	1s	1s	NUM
cana-2168	96	2	(	(	PUNCT
cana-2168	96	3	2025	2025	NUM
cana-2168	96	4	)	)	PUNCT
cana-2168	96	5	307	307	NUM
cana-2168	97	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2168	97	2	learning	learn	VERB
cana-2168	97	3	in	in	ADP
cana-2168	97	4	the	the	DET
cana-2168	97	5	internet	internet	NOUN
cana-2168	97	6	of	of	ADP
cana-2168	97	7	medical	medical	ADJ
cana-2168	97	8	things	thing	NOUN
cana-2168	97	9	(	(	PUNCT
cana-2168	97	10	iot	iot	NOUN
cana-2168	97	11	)	)	PUNCT
cana-2168	97	12	,	,	PUNCT
cana-2168	97	13	where	where	SCONJ
cana-2168	97	14	energy	energy	NOUN
cana-2168	97	15	economy	economy	NOUN
cana-2168	97	16	plays	play	VERB
cana-2168	97	17	a	a	DET
cana-2168	97	18	major	major	ADJ
cana-2168	97	19	role	role	NOUN
cana-2168	97	20	in	in	ADP
cana-2168	97	21	preserving	preserve	VERB
cana-2168	97	22	the	the	DET
cana-2168	97	23	lifespan	lifespan	NOUN
cana-2168	97	24	of	of	ADP
cana-2168	97	25	medical	medical	ADJ
cana-2168	97	26	equipment	equipment	NOUN
cana-2168	97	27	that	that	PRON
cana-2168	97	28	run	run	VERB
cana-2168	97	29	on	on	ADP
cana-2168	97	30	batteries	battery	NOUN
cana-2168	97	31	in	in	ADP
cana-2168	97	32	harsh	harsh	ADJ
cana-2168	97	33	settings	setting	NOUN
cana-2168	97	34	[	[	X
cana-2168	97	35	7	7	NUM
cana-2168	97	36	]	]	PUNCT
cana-2168	97	37	.	.	PUNCT
cana-2168	98	1	xu	xu	PROPN
cana-2168	98	2	and	and	CCONJ
cana-2168	98	3	colleagues	colleague	NOUN
cana-2168	98	4	(	(	PUNCT
cana-2168	98	5	2022	2022	NUM
cana-2168	98	6	):	):	PUNCT
cana-2168	99	1	xu	xu	PROPN
cana-2168	99	2	et	et	PROPN
cana-2168	100	1	al	al	PROPN
cana-2168	100	2	.	.	PROPN
cana-2168	101	1	used	use	VERB
cana-2168	101	2	machine	machine	NOUN
cana-2168	101	3	learning	learn	VERB
cana-2168	101	4	to	to	PART
cana-2168	101	5	create	create	VERB
cana-2168	101	6	an	an	DET
cana-2168	101	7	energy	energy	NOUN
cana-2168	101	8	-	-	PUNCT
cana-2168	101	9	aware	aware	ADJ
cana-2168	101	10	scheduling	scheduling	NOUN
cana-2168	101	11	framework	framework	NOUN
cana-2168	101	12	for	for	ADP
cana-2168	101	13	iot	iot	NOUN
cana-2168	101	14	networks	network	NOUN
cana-2168	101	15	.	.	PUNCT
cana-2168	102	1	their	their	PRON
cana-2168	102	2	system	system	NOUN
cana-2168	102	3	optimized	optimize	VERB
cana-2168	102	4	device	device	NOUN
cana-2168	102	5	schedules	schedule	NOUN
cana-2168	102	6	to	to	PART
cana-2168	102	7	reduce	reduce	VERB
cana-2168	102	8	power	power	NOUN
cana-2168	102	9	consumption	consumption	NOUN
cana-2168	102	10	by	by	ADP
cana-2168	102	11	using	use	VERB
cana-2168	102	12	supervised	supervised	ADJ
cana-2168	102	13	learning	learn	VERB
cana-2168	102	14	algorithms	algorithm	NOUN
cana-2168	102	15	to	to	PART
cana-2168	102	16	forecast	forecast	VERB
cana-2168	102	17	trends	trend	NOUN
cana-2168	102	18	of	of	ADP
cana-2168	102	19	energy	energy	NOUN
cana-2168	102	20	use	use	NOUN
cana-2168	102	21	based	base	VERB
cana-2168	102	22	on	on	ADP
cana-2168	102	23	past	past	ADJ
cana-2168	102	24	data	datum	NOUN
cana-2168	102	25	.	.	PUNCT
cana-2168	103	1	the	the	DET
cana-2168	103	2	authors	author	NOUN
cana-2168	103	3	showed	show	VERB
cana-2168	103	4	how	how	SCONJ
cana-2168	103	5	their	their	PRON
cana-2168	103	6	method	method	NOUN
cana-2168	103	7	might	might	AUX
cana-2168	103	8	drastically	drastically	ADV
cana-2168	103	9	cut	cut	VERB
cana-2168	103	10	down	down	ADP
cana-2168	103	11	on	on	ADP
cana-2168	103	12	energy	energy	NOUN
cana-2168	103	13	use	use	NOUN
cana-2168	103	14	,	,	PUNCT
cana-2168	103	15	especially	especially	ADV
cana-2168	103	16	in	in	ADP
cana-2168	103	17	situations	situation	NOUN
cana-2168	103	18	when	when	SCONJ
cana-2168	103	19	devices	device	NOUN
cana-2168	103	20	are	be	AUX
cana-2168	103	21	used	use	VERB
cana-2168	103	22	sporadically	sporadically	ADV
cana-2168	103	23	.	.	PUNCT
cana-2168	104	1	the	the	DET
cana-2168	104	2	study	study	NOUN
cana-2168	104	3	conducted	conduct	VERB
cana-2168	104	4	by	by	ADP
cana-2168	104	5	xu	xu	PROPN
cana-2168	104	6	and	and	CCONJ
cana-2168	104	7	colleagues	colleague	NOUN
cana-2168	104	8	aided	aid	VERB
cana-2168	104	9	in	in	ADP
cana-2168	104	10	the	the	DET
cana-2168	104	11	creation	creation	NOUN
cana-2168	104	12	of	of	ADP
cana-2168	104	13	intelligent	intelligent	ADJ
cana-2168	104	14	energy	energy	NOUN
cana-2168	104	15	management	management	NOUN
cana-2168	104	16	systems	system	NOUN
cana-2168	104	17	for	for	ADP
cana-2168	104	18	the	the	DET
cana-2168	104	19	internet	internet	NOUN
cana-2168	104	20	of	of	ADP
cana-2168	104	21	things	thing	NOUN
cana-2168	104	22	,	,	PUNCT
cana-2168	104	23	especially	especially	ADV
cana-2168	104	24	in	in	ADP
cana-2168	104	25	situations	situation	NOUN
cana-2168	104	26	when	when	SCONJ
cana-2168	104	27	devices	device	NOUN
cana-2168	104	28	must	must	AUX
cana-2168	104	29	operate	operate	VERB
cana-2168	104	30	continuously	continuously	ADV
cana-2168	104	31	and	and	CCONJ
cana-2168	104	32	effectively	effectively	ADV
cana-2168	105	1	[	[	X
cana-2168	105	2	8	8	NUM
cana-2168	105	3	]	]	PUNCT
cana-2168	105	4	.	.	PUNCT
cana-2168	106	1	wang	wang	PROPN
cana-2168	106	2	and	and	CCONJ
cana-2168	106	3	associates	associate	NOUN
cana-2168	106	4	(	(	PUNCT
cana-2168	106	5	2022	2022	NUM
cana-2168	106	6	):	):	PUNCT
cana-2168	106	7	a	a	DET
cana-2168	106	8	machine	machine	NOUN
cana-2168	106	9	learning	learning	NOUN
cana-2168	106	10	-	-	PUNCT
cana-2168	106	11	based	base	VERB
cana-2168	106	12	adaptive	adaptive	ADJ
cana-2168	106	13	resource	resource	NOUN
cana-2168	106	14	allocation	allocation	NOUN
cana-2168	106	15	method	method	NOUN
cana-2168	106	16	for	for	ADP
cana-2168	106	17	energy	energy	NOUN
cana-2168	106	18	-	-	PUNCT
cana-2168	106	19	efficient	efficient	ADJ
cana-2168	106	20	internet	internet	NOUN
cana-2168	106	21	of	of	ADP
cana-2168	106	22	things	thing	NOUN
cana-2168	106	23	networks	network	NOUN
cana-2168	106	24	was	be	AUX
cana-2168	106	25	suggested	suggest	VERB
cana-2168	106	26	by	by	ADP
cana-2168	106	27	wang	wang	PROPN
cana-2168	106	28	et	et	PROPN
cana-2168	106	29	al	al	PROPN
cana-2168	106	30	.	.	PUNCT
cana-2168	107	1	their	their	PRON
cana-2168	107	2	study	study	NOUN
cana-2168	107	3	focused	focus	VERB
cana-2168	107	4	on	on	ADP
cana-2168	107	5	using	use	VERB
cana-2168	107	6	reinforcement	reinforcement	NOUN
cana-2168	107	7	learning	learning	NOUN
cana-2168	107	8	to	to	PART
cana-2168	107	9	dynamically	dynamically	VERB
cana-2168	107	10	optimize	optimize	VERB
cana-2168	107	11	power	power	NOUN
cana-2168	107	12	distribution	distribution	NOUN
cana-2168	107	13	while	while	SCONJ
cana-2168	107	14	enhancing	enhance	VERB
cana-2168	107	15	resource	resource	NOUN
cana-2168	107	16	allocation	allocation	NOUN
cana-2168	107	17	in	in	ADP
cana-2168	107	18	real	real	ADJ
cana-2168	107	19	-	-	PUNCT
cana-2168	107	20	time	time	NOUN
cana-2168	107	21	depending	depend	VERB
cana-2168	107	22	on	on	ADP
cana-2168	107	23	device	device	NOUN
cana-2168	107	24	behavior	behavior	NOUN
cana-2168	107	25	and	and	CCONJ
cana-2168	107	26	network	network	NOUN
cana-2168	107	27	circumstances	circumstance	NOUN
cana-2168	107	28	.	.	PUNCT
cana-2168	108	1	significant	significant	ADJ
cana-2168	108	2	gains	gain	NOUN
cana-2168	108	3	in	in	ADP
cana-2168	108	4	energy	energy	NOUN
cana-2168	108	5	efficiency	efficiency	NOUN
cana-2168	108	6	were	be	AUX
cana-2168	108	7	made	make	VERB
cana-2168	108	8	by	by	ADP
cana-2168	108	9	the	the	DET
cana-2168	108	10	technology	technology	NOUN
cana-2168	108	11	,	,	PUNCT
cana-2168	108	12	especially	especially	ADV
cana-2168	108	13	in	in	ADP
cana-2168	108	14	densely	densely	ADV
cana-2168	108	15	populated	populated	ADJ
cana-2168	108	16	iot	iot	NOUN
cana-2168	108	17	networks	network	NOUN
cana-2168	108	18	with	with	ADP
cana-2168	108	19	heavy	heavy	ADJ
cana-2168	108	20	traffic	traffic	NOUN
cana-2168	108	21	volumes	volume	NOUN
cana-2168	108	22	.	.	PUNCT
cana-2168	109	1	in	in	ADP
cana-2168	109	2	intricate	intricate	ADJ
cana-2168	109	3	,	,	PUNCT
cana-2168	109	4	dynamic	dynamic	ADJ
cana-2168	109	5	iot	iot	NOUN
cana-2168	109	6	contexts	contexts	NOUN
cana-2168	109	7	,	,	PUNCT
cana-2168	109	8	where	where	SCONJ
cana-2168	109	9	human	human	ADJ
cana-2168	109	10	optimization	optimization	NOUN
cana-2168	109	11	is	be	AUX
cana-2168	109	12	becoming	become	VERB
cana-2168	109	13	more	more	ADV
cana-2168	109	14	and	and	CCONJ
cana-2168	109	15	more	more	ADV
cana-2168	109	16	unfeasible	unfeasible	ADJ
cana-2168	109	17	,	,	PUNCT
cana-2168	109	18	wang	wang	PROPN
cana-2168	109	19	et	et	PROPN
cana-2168	109	20	al	al	PROPN
cana-2168	109	21	.	.	PROPN
cana-2168	109	22	highlighted	highlight	VERB
cana-2168	109	23	the	the	DET
cana-2168	109	24	potential	potential	NOUN
cana-2168	109	25	of	of	ADP
cana-2168	109	26	machine	machine	NOUN
cana-2168	109	27	learning	learning	NOUN
cana-2168	109	28	in	in	ADP
cana-2168	109	29	optimizing	optimize	VERB
cana-2168	109	30	resource	resource	NOUN
cana-2168	109	31	management	management	NOUN
cana-2168	110	1	[	[	X
cana-2168	110	2	9	9	NUM
cana-2168	110	3	]	]	PUNCT
cana-2168	110	4	.	.	PUNCT
cana-2168	111	1	ahmed	ahmed	PROPN
cana-2168	111	2	&	&	CCONJ
cana-2168	111	3	associates	associates	PROPN
cana-2168	111	4	(	(	PUNCT
cana-2168	111	5	2023	2023	NUM
cana-2168	111	6	):	):	PUNCT
cana-2168	111	7	the	the	DET
cana-2168	111	8	possibility	possibility	NOUN
cana-2168	111	9	of	of	ADP
cana-2168	111	10	unsupervised	unsupervised	ADJ
cana-2168	111	11	learning	learning	NOUN
cana-2168	111	12	for	for	ADP
cana-2168	111	13	energy	energy	NOUN
cana-2168	111	14	-	-	PUNCT
cana-2168	111	15	efficient	efficient	ADJ
cana-2168	111	16	communication	communication	NOUN
cana-2168	111	17	in	in	ADP
cana-2168	111	18	internet	internet	NOUN
cana-2168	111	19	of	of	ADP
cana-2168	111	20	things	thing	NOUN
cana-2168	111	21	systems	system	NOUN
cana-2168	111	22	was	be	AUX
cana-2168	111	23	investigated	investigate	VERB
cana-2168	111	24	by	by	ADP
cana-2168	111	25	ahmed	ahmed	PROPN
cana-2168	111	26	et	et	PROPN
cana-2168	111	27	al	al	PROPN
cana-2168	111	28	.	.	PUNCT
cana-2168	112	1	their	their	PRON
cana-2168	112	2	study	study	NOUN
cana-2168	112	3	suggested	suggest	VERB
cana-2168	112	4	a	a	DET
cana-2168	112	5	clustering	clustering	NOUN
cana-2168	112	6	-	-	PUNCT
cana-2168	112	7	based	base	VERB
cana-2168	112	8	strategy	strategy	NOUN
cana-2168	112	9	that	that	PRON
cana-2168	112	10	optimized	optimize	VERB
cana-2168	112	11	data	data	NOUN
cana-2168	112	12	transmission	transmission	NOUN
cana-2168	112	13	schedules	schedule	NOUN
cana-2168	112	14	within	within	ADP
cana-2168	112	15	each	each	DET
cana-2168	112	16	cluster	cluster	NOUN
cana-2168	112	17	by	by	ADP
cana-2168	112	18	classifying	classify	VERB
cana-2168	112	19	iot	iot	NOUN
cana-2168	112	20	devices	device	NOUN
cana-2168	112	21	according	accord	VERB
cana-2168	112	22	to	to	ADP
cana-2168	112	23	patterns	pattern	NOUN
cana-2168	112	24	of	of	ADP
cana-2168	112	25	energy	energy	NOUN
cana-2168	112	26	use	use	NOUN
cana-2168	112	27	.	.	PUNCT
cana-2168	113	1	by	by	ADP
cana-2168	113	2	drastically	drastically	ADV
cana-2168	113	3	reducing	reduce	VERB
cana-2168	113	4	duplicate	duplicate	ADJ
cana-2168	113	5	communications	communication	NOUN
cana-2168	113	6	,	,	PUNCT
cana-2168	113	7	the	the	DET
cana-2168	113	8	unsupervised	unsupervised	ADJ
cana-2168	113	9	learning	learning	NOUN
cana-2168	113	10	model	model	NOUN
cana-2168	113	11	minimized	minimized	ADJ
cana-2168	113	12	network	network	NOUN
cana-2168	113	13	energy	energy	NOUN
cana-2168	113	14	consumption	consumption	NOUN
cana-2168	113	15	.	.	PUNCT
cana-2168	114	1	in	in	ADP
cana-2168	114	2	order	order	NOUN
cana-2168	114	3	to	to	PART
cana-2168	114	4	manage	manage	VERB
cana-2168	114	5	energy	energy	NOUN
cana-2168	114	6	in	in	ADP
cana-2168	114	7	internet	internet	NOUN
cana-2168	114	8	of	of	ADP
cana-2168	114	9	things	thing	NOUN
cana-2168	114	10	settings	setting	NOUN
cana-2168	114	11	without	without	ADP
cana-2168	114	12	labelled	label	VERB
cana-2168	114	13	data	datum	NOUN
cana-2168	114	14	,	,	PUNCT
cana-2168	114	15	ahmed	ahmed	PROPN
cana-2168	114	16	et	et	PROPN
cana-2168	114	17	al	al	PROPN
cana-2168	114	18	.	.	PROPN
cana-2168	114	19	's	's	PART
cana-2168	114	20	study	study	NOUN
cana-2168	114	21	demonstrated	demonstrate	VERB
cana-2168	114	22	how	how	SCONJ
cana-2168	114	23	unsupervised	unsupervised	ADJ
cana-2168	114	24	approaches	approach	NOUN
cana-2168	114	25	might	might	AUX
cana-2168	114	26	be	be	AUX
cana-2168	114	27	used	use	VERB
cana-2168	114	28	.	.	PUNCT
cana-2168	115	1	this	this	PRON
cana-2168	115	2	provided	provide	VERB
cana-2168	115	3	a	a	DET
cana-2168	115	4	scalable	scalable	ADJ
cana-2168	115	5	solution	solution	NOUN
cana-2168	115	6	for	for	ADP
cana-2168	115	7	huge	huge	ADJ
cana-2168	115	8	,	,	PUNCT
cana-2168	115	9	decentralized	decentralized	ADJ
cana-2168	115	10	networks[10	networks[10	ADV
cana-2168	115	11	]	]	PUNCT
cana-2168	115	12	.	.	PUNCT
cana-2168	116	1	the	the	DET
cana-2168	116	2	singh	singh	PROPN
cana-2168	116	3	group	group	NOUN
cana-2168	116	4	(	(	PUNCT
cana-2168	116	5	2023	2023	NUM
cana-2168	116	6	):	):	PUNCT
cana-2168	116	7	deep	deep	ADJ
cana-2168	116	8	reinforcement	reinforcement	NOUN
cana-2168	116	9	learning	learning	NOUN
cana-2168	116	10	was	be	AUX
cana-2168	116	11	used	use	VERB
cana-2168	116	12	to	to	PART
cana-2168	116	13	optimize	optimize	VERB
cana-2168	116	14	energy	energy	NOUN
cana-2168	116	15	usage	usage	NOUN
cana-2168	116	16	in	in	ADP
cana-2168	116	17	industrial	industrial	ADJ
cana-2168	116	18	iot	iot	NOUN
cana-2168	116	19	contexts	context	NOUN
cana-2168	116	20	by	by	ADP
cana-2168	116	21	singh	singh	PROPN
cana-2168	116	22	et	et	PROPN
cana-2168	116	23	al	al	PROPN
cana-2168	116	24	.	.	PUNCT
cana-2168	117	1	their	their	PRON
cana-2168	117	2	software	software	NOUN
cana-2168	117	3	dynamically	dynamically	ADV
cana-2168	117	4	adjusted	adjust	VERB
cana-2168	117	5	power	power	NOUN
cana-2168	117	6	supply	supply	NOUN
cana-2168	117	7	to	to	PART
cana-2168	117	8	minimize	minimize	VERB
cana-2168	117	9	energy	energy	NOUN
cana-2168	117	10	loss	loss	NOUN
cana-2168	117	11	by	by	ADP
cana-2168	117	12	predicting	predict	VERB
cana-2168	117	13	energy	energy	NOUN
cana-2168	117	14	needs	need	NOUN
cana-2168	117	15	across	across	ADP
cana-2168	117	16	industrial	industrial	ADJ
cana-2168	117	17	processes	process	NOUN
cana-2168	117	18	using	use	VERB
cana-2168	117	19	past	past	ADJ
cana-2168	117	20	data	datum	NOUN
cana-2168	117	21	.	.	PUNCT
cana-2168	118	1	the	the	DET
cana-2168	118	2	study	study	NOUN
cana-2168	118	3	showcased	showcase	VERB
cana-2168	118	4	the	the	DET
cana-2168	118	5	potential	potential	NOUN
cana-2168	118	6	of	of	ADP
cana-2168	118	7	deep	deep	ADJ
cana-2168	118	8	reinforcement	reinforcement	NOUN
cana-2168	118	9	learning	learning	NOUN
cana-2168	118	10	to	to	PART
cana-2168	118	11	improve	improve	VERB
cana-2168	118	12	energy	energy	NOUN
cana-2168	118	13	efficiency	efficiency	NOUN
cana-2168	118	14	inside	inside	ADP
cana-2168	118	15	complex	complex	ADJ
cana-2168	118	16	industrial	industrial	ADJ
cana-2168	118	17	environments	environment	NOUN
cana-2168	118	18	,	,	PUNCT
cana-2168	118	19	resulting	result	VERB
cana-2168	118	20	in	in	ADP
cana-2168	118	21	substantial	substantial	ADJ
cana-2168	118	22	financial	financial	ADJ
cana-2168	118	23	benefits	benefit	NOUN
cana-2168	118	24	and	and	CCONJ
cana-2168	118	25	a	a	DET
cana-2168	118	26	reduced	reduce	VERB
cana-2168	118	27	ecological	ecological	ADJ
cana-2168	118	28	footprint	footprint	NOUN
cana-2168	118	29	.	.	PUNCT
cana-2168	119	1	the	the	DET
cana-2168	119	2	significance	significance	NOUN
cana-2168	119	3	of	of	ADP
cana-2168	119	4	machine	machine	NOUN
cana-2168	119	5	learning	learn	VERB
cana-2168	119	6	in	in	ADP
cana-2168	119	7	promoting	promote	VERB
cana-2168	119	8	energy	energy	NOUN
cana-2168	119	9	-	-	PUNCT
cana-2168	119	10	efficient	efficient	ADJ
cana-2168	119	11	industrial	industrial	ADJ
cana-2168	119	12	iot	iot	NOUN
cana-2168	119	13	systems	system	NOUN
cana-2168	119	14	was	be	AUX
cana-2168	119	15	emphasized	emphasize	VERB
cana-2168	119	16	by	by	ADP
cana-2168	119	17	their	their	PRON
cana-2168	119	18	study	study	NOUN
cana-2168	119	19	,	,	PUNCT
cana-2168	119	20	especially	especially	ADV
cana-2168	119	21	in	in	ADP
cana-2168	119	22	industries	industry	NOUN
cana-2168	119	23	where	where	SCONJ
cana-2168	119	24	energy	energy	NOUN
cana-2168	119	25	consumption	consumption	NOUN
cana-2168	119	26	is	be	AUX
cana-2168	119	27	a	a	DET
cana-2168	119	28	significant	significant	ADJ
cana-2168	119	29	operating	operating	NOUN
cana-2168	119	30	expense	expense	NOUN
cana-2168	120	1	[	[	X
cana-2168	120	2	11	11	NUM
cana-2168	120	3	]	]	PUNCT
cana-2168	120	4	.	.	PUNCT
cana-2168	121	1	alvarez	alvarez	PROPN
cana-2168	121	2	and	and	CCONJ
cana-2168	121	3	others	other	NOUN
cana-2168	121	4	(	(	PUNCT
cana-2168	121	5	2024	2024	NUM
cana-2168	121	6	):	):	PUNCT
cana-2168	121	7	a	a	DET
cana-2168	121	8	federated	federated	ADJ
cana-2168	121	9	reinforcement	reinforcement	NOUN
cana-2168	121	10	learning	learning	NOUN
cana-2168	121	11	strategy	strategy	NOUN
cana-2168	121	12	was	be	AUX
cana-2168	121	13	put	put	VERB
cana-2168	121	14	out	out	ADP
cana-2168	121	15	by	by	ADP
cana-2168	121	16	rodriguez	rodriguez	PROPN
cana-2168	121	17	et	et	PROPN
cana-2168	121	18	al	al	PROPN
cana-2168	121	19	.	.	PUNCT
cana-2168	122	1	to	to	PART
cana-2168	122	2	improve	improve	VERB
cana-2168	122	3	energy	energy	NOUN
cana-2168	122	4	management	management	NOUN
cana-2168	122	5	in	in	ADP
cana-2168	122	6	expansive	expansive	ADJ
cana-2168	122	7	iot	iot	NOUN
cana-2168	122	8	networks	network	NOUN
cana-2168	122	9	.	.	PUNCT
cana-2168	123	1	their	their	PRON
cana-2168	123	2	technology	technology	NOUN
cana-2168	123	3	reduced	reduce	VERB
cana-2168	123	4	energy	energy	NOUN
cana-2168	123	5	consumption	consumption	NOUN
cana-2168	123	6	while	while	SCONJ
cana-2168	123	7	protecting	protect	VERB
cana-2168	123	8	data	datum	NOUN
cana-2168	123	9	privacy	privacy	NOUN
cana-2168	123	10	by	by	ADP
cana-2168	123	11	enabling	enable	VERB
cana-2168	123	12	iot	iot	NOUN
cana-2168	123	13	devices	device	NOUN
cana-2168	123	14	to	to	PART
cana-2168	123	15	cooperatively	cooperatively	ADV
cana-2168	123	16	discover	discover	VERB
cana-2168	123	17	the	the	DET
cana-2168	123	18	best	good	ADJ
cana-2168	123	19	energy	energy	NOUN
cana-2168	123	20	-	-	PUNCT
cana-2168	123	21	saving	save	VERB
cana-2168	123	22	communications	communication	NOUN
cana-2168	123	23	on	on	ADP
cana-2168	123	24	applied	apply	VERB
cana-2168	123	25	nonlinear	nonlinear	ADJ
cana-2168	123	26	analysis	analysis	NOUN
cana-2168	123	27	issn	issn	NOUN
cana-2168	123	28	:	:	PUNCT
cana-2168	123	29	1074	1074	NUM
cana-2168	123	30	-	-	PUNCT
cana-2168	123	31	133x	133x	NUM
cana-2168	123	32	vol	vol	NOUN
cana-2168	123	33	32	32	NUM
cana-2168	124	1	no	no	NOUN
cana-2168	124	2	.	.	PUNCT
cana-2168	125	1	1s	1s	NUM
cana-2168	125	2	(	(	PUNCT
cana-2168	125	3	2025	2025	NUM
cana-2168	125	4	)	)	PUNCT
cana-2168	125	5	308	308	NUM
cana-2168	125	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2168	125	7	techniques	technique	NOUN
cana-2168	125	8	without	without	ADP
cana-2168	125	9	exchanging	exchange	VERB
cana-2168	125	10	sensitive	sensitive	ADJ
cana-2168	125	11	data	datum	NOUN
cana-2168	125	12	.	.	PUNCT
cana-2168	126	1	the	the	DET
cana-2168	126	2	research	research	NOUN
cana-2168	126	3	demonstrated	demonstrate	VERB
cana-2168	126	4	how	how	SCONJ
cana-2168	126	5	the	the	DET
cana-2168	126	6	trade	trade	NOUN
cana-2168	126	7	-	-	PUNCT
cana-2168	126	8	off	off	NOUN
cana-2168	126	9	between	between	ADP
cana-2168	126	10	data	datum	NOUN
cana-2168	126	11	security	security	NOUN
cana-2168	126	12	and	and	CCONJ
cana-2168	126	13	energy	energy	NOUN
cana-2168	126	14	efficiency	efficiency	NOUN
cana-2168	126	15	in	in	ADP
cana-2168	126	16	internet	internet	NOUN
cana-2168	126	17	of	of	ADP
cana-2168	126	18	things	thing	NOUN
cana-2168	126	19	systems	system	NOUN
cana-2168	126	20	might	might	AUX
cana-2168	126	21	be	be	AUX
cana-2168	126	22	balanced	balance	VERB
cana-2168	126	23	via	via	ADP
cana-2168	126	24	the	the	DET
cana-2168	126	25	use	use	NOUN
cana-2168	126	26	of	of	ADP
cana-2168	126	27	federated	federated	ADJ
cana-2168	126	28	learning	learning	NOUN
cana-2168	126	29	.	.	PUNCT
cana-2168	127	1	among	among	ADP
cana-2168	127	2	the	the	DET
cana-2168	127	3	most	most	ADV
cana-2168	127	4	recent	recent	ADJ
cana-2168	127	5	studies	study	NOUN
cana-2168	127	6	in	in	ADP
cana-2168	127	7	the	the	DET
cana-2168	127	8	topic	topic	NOUN
cana-2168	127	9	,	,	PUNCT
cana-2168	127	10	rodriguez	rodriguez	PROPN
cana-2168	127	11	et	et	PROPN
cana-2168	127	12	al	al	PROPN
cana-2168	127	13	.	.	PROPN
cana-2168	127	14	's	's	PART
cana-2168	127	15	work	work	NOUN
cana-2168	127	16	suggests	suggest	VERB
cana-2168	127	17	that	that	SCONJ
cana-2168	127	18	decentralized	decentralize	VERB
cana-2168	127	19	,	,	PUNCT
cana-2168	127	20	privacy	privacy	NOUN
cana-2168	127	21	-	-	PUNCT
cana-2168	127	22	preserving	preserve	VERB
cana-2168	127	23	methods	method	NOUN
cana-2168	127	24	will	will	AUX
cana-2168	127	25	be	be	AUX
cana-2168	127	26	essential	essential	ADJ
cana-2168	127	27	to	to	ADP
cana-2168	127	28	the	the	DET
cana-2168	127	29	development	development	NOUN
cana-2168	127	30	of	of	ADP
cana-2168	127	31	energy	energy	NOUN
cana-2168	127	32	-	-	PUNCT
cana-2168	127	33	efficient	efficient	ADJ
cana-2168	127	34	internet	internet	NOUN
cana-2168	127	35	of	of	ADP
cana-2168	127	36	things	thing	NOUN
cana-2168	127	37	networks	network	NOUN
cana-2168	127	38	in	in	ADP
cana-2168	127	39	the	the	DET
cana-2168	127	40	future	future	NOUN
cana-2168	128	1	[	[	X
cana-2168	128	2	12	12	NUM
cana-2168	128	3	]	]	PUNCT
cana-2168	128	4	.	.	PUNCT
cana-2168	129	1	bose	bose	PROPN
cana-2168	129	2	and	and	CCONJ
cana-2168	129	3	associates	associate	NOUN
cana-2168	129	4	(	(	PUNCT
cana-2168	129	5	2024	2024	NUM
cana-2168	129	6	):	):	PUNCT
cana-2168	129	7	bose	bose	PROPN
cana-2168	129	8	et	et	PROPN
cana-2168	129	9	al	al	PROPN
cana-2168	129	10	.	.	PROPN
cana-2168	129	11	looked	look	VERB
cana-2168	129	12	at	at	ADP
cana-2168	129	13	how	how	SCONJ
cana-2168	129	14	edge	edge	NOUN
cana-2168	129	15	-	-	PUNCT
cana-2168	129	16	based	base	VERB
cana-2168	129	17	machine	machine	NOUN
cana-2168	129	18	learning	learning	NOUN
cana-2168	129	19	models	model	NOUN
cana-2168	129	20	may	may	AUX
cana-2168	129	21	be	be	AUX
cana-2168	129	22	used	use	VERB
cana-2168	129	23	to	to	PART
cana-2168	129	24	increase	increase	VERB
cana-2168	129	25	iot	iot	ADJ
cana-2168	129	26	network	network	NOUN
cana-2168	129	27	energy	energy	NOUN
cana-2168	129	28	efficiency	efficiency	NOUN
cana-2168	129	29	.	.	PUNCT
cana-2168	130	1	their	their	PRON
cana-2168	130	2	work	work	NOUN
cana-2168	130	3	concentrated	concentrate	VERB
cana-2168	130	4	on	on	ADP
cana-2168	130	5	implementing	implement	VERB
cana-2168	130	6	thin	thin	ADJ
cana-2168	130	7	-	-	PUNCT
cana-2168	130	8	film	film	NOUN
cana-2168	130	9	machine	machine	NOUN
cana-2168	130	10	learning	learn	VERB
cana-2168	130	11	algorithms	algorithm	NOUN
cana-2168	130	12	at	at	ADP
cana-2168	130	13	the	the	DET
cana-2168	130	14	edge	edge	NOUN
cana-2168	130	15	to	to	PART
cana-2168	130	16	control	control	VERB
cana-2168	130	17	energy	energy	NOUN
cana-2168	130	18	and	and	CCONJ
cana-2168	130	19	resource	resource	NOUN
cana-2168	130	20	allocation	allocation	NOUN
cana-2168	130	21	in	in	ADP
cana-2168	130	22	real	real	ADJ
cana-2168	130	23	-	-	PUNCT
cana-2168	130	24	time	time	NOUN
cana-2168	130	25	.	.	PUNCT
cana-2168	131	1	by	by	ADP
cana-2168	131	2	eliminating	eliminate	VERB
cana-2168	131	3	the	the	DET
cana-2168	131	4	necessity	necessity	NOUN
cana-2168	131	5	for	for	ADP
cana-2168	131	6	cloud	cloud	NOUN
cana-2168	131	7	connection	connection	NOUN
cana-2168	131	8	,	,	PUNCT
cana-2168	131	9	the	the	DET
cana-2168	131	10	edge	edge	NOUN
cana-2168	131	11	-	-	PUNCT
cana-2168	131	12	based	base	VERB
cana-2168	131	13	strategy	strategy	NOUN
cana-2168	131	14	minimized	minimize	VERB
cana-2168	131	15	latency	latency	NOUN
cana-2168	131	16	and	and	CCONJ
cana-2168	131	17	energy	energy	NOUN
cana-2168	131	18	use	use	NOUN
cana-2168	131	19	.	.	PUNCT
cana-2168	132	1	bose	bose	PROPN
cana-2168	132	2	et	et	PROPN
cana-2168	132	3	al	al	PROPN
cana-2168	132	4	.	.	PROPN
cana-2168	132	5	showed	show	VERB
cana-2168	132	6	how	how	SCONJ
cana-2168	132	7	ml	ml	AUX
cana-2168	132	8	combined	combine	VERB
cana-2168	132	9	with	with	ADP
cana-2168	132	10	edge	edge	NOUN
cana-2168	132	11	computing	computing	NOUN
cana-2168	132	12	might	might	AUX
cana-2168	132	13	result	result	VERB
cana-2168	132	14	in	in	ADP
cana-2168	132	15	more	more	ADV
cana-2168	132	16	effective	effective	ADJ
cana-2168	132	17	iot	iot	ADJ
cana-2168	132	18	networks	network	NOUN
cana-2168	132	19	,	,	PUNCT
cana-2168	132	20	particularly	particularly	ADV
cana-2168	132	21	in	in	ADP
cana-2168	132	22	applications	application	NOUN
cana-2168	132	23	where	where	SCONJ
cana-2168	132	24	energy	energy	NOUN
cana-2168	132	25	efficiency	efficiency	NOUN
cana-2168	132	26	and	and	CCONJ
cana-2168	132	27	low	low	ADJ
cana-2168	132	28	latency	latency	NOUN
cana-2168	132	29	processing	processing	NOUN
cana-2168	132	30	are	be	AUX
cana-2168	132	31	essential	essential	ADJ
cana-2168	132	32	.	.	PUNCT
cana-2168	133	1	the	the	DET
cana-2168	133	2	significance	significance	NOUN
cana-2168	133	3	of	of	ADP
cana-2168	133	4	edge	edge	NOUN
cana-2168	133	5	computing	computing	NOUN
cana-2168	133	6	in	in	ADP
cana-2168	133	7	contemporary	contemporary	ADJ
cana-2168	133	8	iot	iot	NOUN
cana-2168	133	9	frameworks	framework	NOUN
cana-2168	133	10	was	be	AUX
cana-2168	133	11	further	far	ADV
cana-2168	133	12	supported	support	VERB
cana-2168	133	13	by	by	ADP
cana-2168	133	14	this	this	DET
cana-2168	133	15	research	research	NOUN
cana-2168	133	16	[	[	X
cana-2168	133	17	13	13	NUM
cana-2168	133	18	]	]	PUNCT
cana-2168	133	19	.	.	PUNCT
cana-2168	134	1	research	research	NOUN
cana-2168	134	2	gaps	gap	NOUN
cana-2168	134	3	•	•	ADP
cana-2168	134	4	limited	limited	ADJ
cana-2168	134	5	scalability	scalability	NOUN
cana-2168	134	6	of	of	ADP
cana-2168	134	7	ml	ml	NOUN
cana-2168	134	8	models	model	NOUN
cana-2168	134	9	:	:	PUNCT
cana-2168	134	10	in	in	ADP
cana-2168	134	11	big	big	ADJ
cana-2168	134	12	,	,	PUNCT
cana-2168	134	13	dynamic	dynamic	ADJ
cana-2168	134	14	iot	iot	NOUN
cana-2168	134	15	networks	network	NOUN
cana-2168	134	16	with	with	ADP
cana-2168	134	17	diverse	diverse	ADJ
cana-2168	134	18	devices	device	NOUN
cana-2168	134	19	,	,	PUNCT
cana-2168	134	20	current	current	ADJ
cana-2168	134	21	machine	machine	NOUN
cana-2168	134	22	learning	learning	NOUN
cana-2168	134	23	models	model	NOUN
cana-2168	134	24	find	find	VERB
cana-2168	134	25	it	it	PRON
cana-2168	134	26	difficult	difficult	ADJ
cana-2168	134	27	to	to	PART
cana-2168	134	28	scale	scale	VERB
cana-2168	134	29	successfully	successfully	ADV
cana-2168	134	30	.	.	PUNCT
cana-2168	135	1	•	•	NUM
cana-2168	135	2	real	real	ADJ
cana-2168	135	3	-	-	PUNCT
cana-2168	135	4	time	time	NOUN
cana-2168	135	5	adaptability	adaptability	NOUN
cana-2168	135	6	:	:	PUNCT
cana-2168	135	7	this	this	DET
cana-2168	135	8	feature	feature	NOUN
cana-2168	135	9	is	be	AUX
cana-2168	135	10	essential	essential	ADJ
cana-2168	135	11	for	for	ADP
cana-2168	135	12	managing	manage	VERB
cana-2168	135	13	erratic	erratic	ADJ
cana-2168	135	14	network	network	NOUN
cana-2168	135	15	circumstances	circumstance	NOUN
cana-2168	135	16	,	,	PUNCT
cana-2168	135	17	and	and	CCONJ
cana-2168	135	18	it	it	PRON
cana-2168	135	19	is	be	AUX
cana-2168	135	20	absent	absent	ADJ
cana-2168	135	21	from	from	ADP
cana-2168	135	22	a	a	DET
cana-2168	135	23	large	large	ADJ
cana-2168	135	24	number	number	NOUN
cana-2168	135	25	of	of	ADP
cana-2168	135	26	the	the	DET
cana-2168	135	27	energy	energy	NOUN
cana-2168	135	28	-	-	PUNCT
cana-2168	135	29	efficient	efficient	ADJ
cana-2168	135	30	internet	internet	NOUN
cana-2168	135	31	of	of	ADP
cana-2168	135	32	things	thing	NOUN
cana-2168	135	33	solutions	solution	NOUN
cana-2168	135	34	available	available	ADJ
cana-2168	135	35	today	today	NOUN
cana-2168	135	36	.	.	PUNCT
cana-2168	136	1	•	•	NUM
cana-2168	136	2	data	data	NOUN
cana-2168	136	3	privacy	privacy	NOUN
cana-2168	136	4	in	in	ADP
cana-2168	136	5	resource	resource	NOUN
cana-2168	136	6	management	management	NOUN
cana-2168	136	7	:	:	PUNCT
cana-2168	136	8	there	there	PRON
cana-2168	136	9	is	be	VERB
cana-2168	136	10	still	still	ADV
cana-2168	136	11	much	much	ADJ
cana-2168	136	12	to	to	PART
cana-2168	136	13	learn	learn	VERB
cana-2168	136	14	about	about	ADP
cana-2168	136	15	how	how	SCONJ
cana-2168	136	16	to	to	PART
cana-2168	136	17	protect	protect	VERB
cana-2168	136	18	data	datum	NOUN
cana-2168	136	19	privacy	privacy	NOUN
cana-2168	136	20	while	while	SCONJ
cana-2168	136	21	using	use	VERB
cana-2168	136	22	machine	machine	NOUN
cana-2168	136	23	learning	learn	VERB
cana-2168	136	24	to	to	PART
cana-2168	136	25	optimize	optimize	VERB
cana-2168	136	26	resource	resource	NOUN
cana-2168	136	27	management	management	NOUN
cana-2168	136	28	in	in	ADP
cana-2168	136	29	internet	internet	NOUN
cana-2168	136	30	of	of	ADP
cana-2168	136	31	things	thing	NOUN
cana-2168	136	32	networks	network	NOUN
cana-2168	136	33	.	.	PUNCT
cana-2168	137	1	•	•	NUM
cana-2168	137	2	cross	cross	ADJ
cana-2168	137	3	-	-	ADJ
cana-2168	137	4	domain	domain	ADJ
cana-2168	137	5	iot	iot	NOUN
cana-2168	137	6	energy	energy	NOUN
cana-2168	137	7	optimization	optimization	NOUN
cana-2168	137	8	:	:	PUNCT
cana-2168	137	9	studies	study	NOUN
cana-2168	137	10	on	on	ADP
cana-2168	137	11	cross	cross	ADJ
cana-2168	137	12	-	-	ADJ
cana-2168	137	13	domain	domain	ADJ
cana-2168	137	14	strategies	strategy	NOUN
cana-2168	137	15	that	that	PRON
cana-2168	137	16	may	may	AUX
cana-2168	137	17	maximize	maximize	VERB
cana-2168	137	18	energy	energy	NOUN
cana-2168	137	19	consumption	consumption	NOUN
cana-2168	137	20	in	in	ADP
cana-2168	137	21	a	a	DET
cana-2168	137	22	range	range	NOUN
cana-2168	137	23	of	of	ADP
cana-2168	137	24	iot	iot	NOUN
cana-2168	137	25	applications	application	NOUN
cana-2168	137	26	(	(	PUNCT
cana-2168	137	27	such	such	ADJ
cana-2168	137	28	as	as	ADP
cana-2168	137	29	medical	medical	ADJ
cana-2168	137	30	and	and	CCONJ
cana-2168	137	31	agricultural	agricultural	ADJ
cana-2168	137	32	)	)	PUNCT
cana-2168	137	33	are	be	AUX
cana-2168	137	34	required	require	VERB
cana-2168	137	35	.	.	PUNCT
cana-2168	138	1	objectives	objective	VERB
cana-2168	138	2	the	the	DET
cana-2168	138	3	aim	aim	NOUN
cana-2168	138	4	of	of	ADP
cana-2168	138	5	using	use	VERB
cana-2168	138	6	machine	machine	NOUN
cana-2168	138	7	learning	learn	VERB
cana-2168	138	8	to	to	PART
cana-2168	138	9	optimize	optimize	VERB
cana-2168	138	10	energy	energy	NOUN
cana-2168	138	11	-	-	PUNCT
cana-2168	138	12	efficient	efficient	ADJ
cana-2168	138	13	iot	iot	NOUN
cana-2168	138	14	networks	network	NOUN
cana-2168	138	15	is	be	AUX
cana-2168	138	16	to	to	PART
cana-2168	138	17	improve	improve	VERB
cana-2168	138	18	the	the	DET
cana-2168	138	19	overall	overall	ADJ
cana-2168	138	20	durability	durability	NOUN
cana-2168	138	21	,	,	PUNCT
cana-2168	138	22	sustainability	sustainability	NOUN
cana-2168	138	23	,	,	PUNCT
cana-2168	138	24	and	and	CCONJ
cana-2168	138	25	performance	performance	NOUN
cana-2168	138	26	of	of	ADP
cana-2168	138	27	iot	iot	PROPN
cana-2168	138	28	systems	system	NOUN
cana-2168	138	29	.	.	PUNCT
cana-2168	139	1	the	the	DET
cana-2168	139	2	goal	goal	NOUN
cana-2168	139	3	is	be	AUX
cana-2168	139	4	to	to	PART
cana-2168	139	5	intelligently	intelligently	ADV
cana-2168	139	6	manage	manage	VERB
cana-2168	139	7	resources	resource	NOUN
cana-2168	139	8	,	,	PUNCT
cana-2168	139	9	lower	low	ADJ
cana-2168	139	10	energy	energy	NOUN
cana-2168	139	11	consumption	consumption	NOUN
cana-2168	139	12	,	,	PUNCT
cana-2168	139	13	and	and	CCONJ
cana-2168	139	14	sustain	sustain	VERB
cana-2168	139	15	high	high	ADJ
cana-2168	139	16	network	network	NOUN
cana-2168	139	17	efficiency	efficiency	NOUN
cana-2168	139	18	even	even	ADV
cana-2168	139	19	in	in	ADP
cana-2168	139	20	intricate	intricate	ADJ
cana-2168	139	21	and	and	CCONJ
cana-2168	139	22	expansive	expansive	ADJ
cana-2168	139	23	iot	iot	NOUN
cana-2168	139	24	contexts	context	NOUN
cana-2168	139	25	by	by	ADP
cana-2168	139	26	using	use	VERB
cana-2168	139	27	cutting	cutting	NOUN
cana-2168	139	28	-	-	PUNCT
cana-2168	139	29	edge	edge	NOUN
cana-2168	139	30	machine	machine	NOUN
cana-2168	139	31	learning	learn	VERB
cana-2168	139	32	algorithms	algorithm	NOUN
cana-2168	139	33	.	.	PUNCT
cana-2168	140	1	these	these	DET
cana-2168	140	2	goals	goal	NOUN
cana-2168	140	3	are	be	AUX
cana-2168	140	4	in	in	ADP
cana-2168	140	5	line	line	NOUN
cana-2168	140	6	with	with	ADP
cana-2168	140	7	the	the	DET
cana-2168	140	8	increasing	increase	VERB
cana-2168	140	9	need	need	NOUN
cana-2168	140	10	for	for	ADP
cana-2168	140	11	sustainable	sustainable	ADJ
cana-2168	140	12	internet	internet	NOUN
cana-2168	140	13	of	of	ADP
cana-2168	140	14	things	thing	NOUN
cana-2168	140	15	solutions	solution	NOUN
cana-2168	140	16	,	,	PUNCT
cana-2168	140	17	where	where	SCONJ
cana-2168	140	18	resource	resource	NOUN
cana-2168	140	19	efficiency	efficiency	NOUN
cana-2168	140	20	and	and	CCONJ
cana-2168	140	21	energy	energy	NOUN
cana-2168	140	22	conservation	conservation	NOUN
cana-2168	140	23	are	be	AUX
cana-2168	140	24	essential	essential	ADJ
cana-2168	140	25	.	.	PUNCT
cana-2168	141	1	•	•	NUM
cana-2168	141	2	minimize	minimize	VERB
cana-2168	141	3	energy	energy	NOUN
cana-2168	141	4	consumption	consumption	NOUN
cana-2168	141	5	:	:	PUNCT
cana-2168	141	6	create	create	VERB
cana-2168	141	7	machine	machine	NOUN
cana-2168	141	8	learning	learning	NOUN
cana-2168	141	9	models	model	NOUN
cana-2168	141	10	to	to	PART
cana-2168	141	11	optimize	optimize	VERB
cana-2168	141	12	network	network	NOUN
cana-2168	141	13	operations	operation	NOUN
cana-2168	141	14	and	and	CCONJ
cana-2168	141	15	cut	cut	VERB
cana-2168	141	16	down	down	ADP
cana-2168	141	17	on	on	ADP
cana-2168	141	18	energy	energy	NOUN
cana-2168	141	19	consumption	consumption	NOUN
cana-2168	141	20	in	in	ADP
cana-2168	141	21	internet	internet	NOUN
cana-2168	141	22	of	of	ADP
cana-2168	141	23	things	thing	NOUN
cana-2168	141	24	systems	system	NOUN
cana-2168	141	25	and	and	CCONJ
cana-2168	141	26	devices	device	NOUN
cana-2168	141	27	.	.	PUNCT
cana-2168	142	1	•	•	NUM
cana-2168	142	2	optimize	optimize	NOUN
cana-2168	142	3	resource	resource	NOUN
cana-2168	142	4	allocation	allocation	NOUN
cana-2168	142	5	:	:	PUNCT
cana-2168	142	6	apply	apply	VERB
cana-2168	142	7	clever	clever	ADJ
cana-2168	142	8	algorithms	algorithm	NOUN
cana-2168	142	9	to	to	PART
cana-2168	142	10	optimize	optimize	VERB
cana-2168	142	11	the	the	DET
cana-2168	142	12	distribution	distribution	NOUN
cana-2168	142	13	of	of	ADP
cana-2168	142	14	scarce	scarce	ADJ
cana-2168	142	15	resources	resource	NOUN
cana-2168	142	16	in	in	ADP
cana-2168	142	17	internet	internet	NOUN
cana-2168	142	18	of	of	ADP
cana-2168	142	19	things	thing	NOUN
cana-2168	142	20	networks	network	NOUN
cana-2168	142	21	,	,	PUNCT
cana-2168	142	22	guaranteeing	guarantee	VERB
cana-2168	142	23	optimal	optimal	ADJ
cana-2168	142	24	efficiency	efficiency	NOUN
cana-2168	142	25	while	while	SCONJ
cana-2168	142	26	minimizing	minimize	VERB
cana-2168	142	27	energy	energy	NOUN
cana-2168	142	28	consumption	consumption	NOUN
cana-2168	142	29	.	.	PUNCT
cana-2168	143	1	communications	communication	NOUN
cana-2168	143	2	on	on	ADP
cana-2168	143	3	applied	apply	VERB
cana-2168	143	4	nonlinear	nonlinear	ADJ
cana-2168	143	5	analysis	analysis	NOUN
cana-2168	143	6	issn	issn	NOUN
cana-2168	143	7	:	:	PUNCT
cana-2168	143	8	1074	1074	NUM
cana-2168	143	9	-	-	PUNCT
cana-2168	143	10	133x	133x	NUM
cana-2168	143	11	vol	vol	NOUN
cana-2168	143	12	32	32	NUM
cana-2168	143	13	no	no	NOUN
cana-2168	143	14	.	.	PUNCT
cana-2168	144	1	1s	1s	NUM
cana-2168	144	2	(	(	PUNCT
cana-2168	144	3	2025	2025	NUM
cana-2168	144	4	)	)	PUNCT
cana-2168	144	5	309	309	NUM
cana-2168	144	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2168	144	7	•	•	NOUN
cana-2168	144	8	real	real	ADJ
cana-2168	144	9	-	-	PUNCT
cana-2168	144	10	time	time	NOUN
cana-2168	144	11	optimization	optimization	NOUN
cana-2168	144	12	:	:	PUNCT
cana-2168	144	13	to	to	PART
cana-2168	144	14	maintain	maintain	VERB
cana-2168	144	15	energy	energy	NOUN
cana-2168	144	16	efficiency	efficiency	NOUN
cana-2168	144	17	,	,	PUNCT
cana-2168	144	18	use	use	VERB
cana-2168	144	19	dynamic	dynamic	ADJ
cana-2168	144	20	,	,	PUNCT
cana-2168	144	21	real	real	ADJ
cana-2168	144	22	-	-	PUNCT
cana-2168	144	23	time	time	NOUN
cana-2168	144	24	machine	machine	NOUN
cana-2168	144	25	learning	learning	NOUN
cana-2168	144	26	approaches	approach	NOUN
cana-2168	144	27	that	that	PRON
cana-2168	144	28	can	can	AUX
cana-2168	144	29	adapt	adapt	VERB
cana-2168	144	30	to	to	ADP
cana-2168	144	31	changing	change	VERB
cana-2168	144	32	network	network	NOUN
cana-2168	144	33	circumstances	circumstance	NOUN
cana-2168	144	34	..	..	PUNCT
cana-2168	144	35	iii	iii	X
cana-2168	144	36	.	.	PUNCT
cana-2168	145	1	algorithms	algorithm	NOUN
cana-2168	145	2	this	this	DET
cana-2168	145	3	research	research	NOUN
cana-2168	145	4	article	article	NOUN
cana-2168	145	5	examines	examine	VERB
cana-2168	145	6	a	a	DET
cana-2168	145	7	number	number	NOUN
cana-2168	145	8	of	of	ADP
cana-2168	145	9	important	important	ADJ
cana-2168	145	10	equations	equation	NOUN
cana-2168	145	11	that	that	PRON
cana-2168	145	12	are	be	AUX
cana-2168	145	13	used	use	VERB
cana-2168	145	14	in	in	ADP
cana-2168	145	15	machine	machine	NOUN
cana-2168	145	16	learning	learn	VERB
cana-2168	145	17	to	to	PART
cana-2168	145	18	improve	improve	VERB
cana-2168	145	19	energy	energy	NOUN
cana-2168	145	20	efficiency	efficiency	NOUN
cana-2168	145	21	and	and	CCONJ
cana-2168	145	22	resource	resource	NOUN
cana-2168	145	23	management	management	NOUN
cana-2168	145	24	in	in	ADP
cana-2168	145	25	internet	internet	NOUN
cana-2168	145	26	of	of	ADP
cana-2168	145	27	things	thing	NOUN
cana-2168	145	28	networks	network	NOUN
cana-2168	145	29	.	.	PUNCT
cana-2168	146	1	while	while	SCONJ
cana-2168	146	2	the	the	DET
cana-2168	146	3	transmission	transmission	NOUN
cana-2168	146	4	power	power	NOUN
cana-2168	146	5	control	control	NOUN
cana-2168	146	6	equation	equation	NOUN
cana-2168	146	7	focusses	focusse	VERB
cana-2168	146	8	on	on	ADP
cana-2168	146	9	regulating	regulate	VERB
cana-2168	146	10	transmission	transmission	NOUN
cana-2168	146	11	power	power	NOUN
cana-2168	146	12	for	for	ADP
cana-2168	146	13	optimum	optimum	ADJ
cana-2168	146	14	energy	energy	NOUN
cana-2168	146	15	savings	saving	NOUN
cana-2168	146	16	,	,	PUNCT
cana-2168	146	17	the	the	DET
cana-2168	146	18	energy	energy	NOUN
cana-2168	146	19	consumption	consumption	NOUN
cana-2168	146	20	model	model	NOUN
cana-2168	146	21	assists	assist	NOUN
cana-2168	146	22	in	in	ADP
cana-2168	146	23	quantifying	quantify	VERB
cana-2168	146	24	the	the	DET
cana-2168	146	25	entire	entire	ADJ
cana-2168	146	26	energy	energy	NOUN
cana-2168	146	27	consumption	consumption	NOUN
cana-2168	146	28	throughout	throughout	ADP
cana-2168	146	29	transmission	transmission	NOUN
cana-2168	146	30	,	,	PUNCT
cana-2168	146	31	reception	reception	NOUN
cana-2168	146	32	,	,	PUNCT
cana-2168	146	33	and	and	CCONJ
cana-2168	146	34	idle	idle	ADJ
cana-2168	146	35	stages	stage	NOUN
cana-2168	146	36	.	.	PUNCT
cana-2168	147	1	furthermore	furthermore	ADV
cana-2168	147	2	,	,	PUNCT
cana-2168	147	3	by	by	ADP
cana-2168	147	4	strategically	strategically	ADV
cana-2168	147	5	arranging	arrange	VERB
cana-2168	147	6	network	network	NOUN
cana-2168	147	7	resources	resource	NOUN
cana-2168	147	8	,	,	PUNCT
cana-2168	147	9	the	the	DET
cana-2168	147	10	resource	resource	NOUN
cana-2168	147	11	allocation	allocation	NOUN
cana-2168	147	12	and	and	CCONJ
cana-2168	147	13	energy	energy	NOUN
cana-2168	147	14	-	-	PUNCT
cana-2168	147	15	efficient	efficient	ADJ
cana-2168	147	16	scheduling	scheduling	NOUN
cana-2168	147	17	equations	equation	NOUN
cana-2168	147	18	seek	seek	VERB
cana-2168	147	19	to	to	PART
cana-2168	147	20	reduce	reduce	VERB
cana-2168	147	21	both	both	DET
cana-2168	147	22	energy	energy	NOUN
cana-2168	147	23	usage	usage	NOUN
cana-2168	147	24	and	and	CCONJ
cana-2168	147	25	latency	latency	NOUN
cana-2168	147	26	.	.	PUNCT
cana-2168	148	1	by	by	ADP
cana-2168	148	2	balancing	balance	VERB
cana-2168	148	3	data	datum	NOUN
cana-2168	148	4	rate	rate	NOUN
cana-2168	148	5	and	and	CCONJ
cana-2168	148	6	power	power	NOUN
cana-2168	148	7	usage	usage	NOUN
cana-2168	148	8	,	,	PUNCT
cana-2168	148	9	the	the	DET
cana-2168	148	10	energy	energy	NOUN
cana-2168	148	11	efficiency	efficiency	NOUN
cana-2168	148	12	optimisation	optimisation	NOUN
cana-2168	148	13	equation	equation	NOUN
cana-2168	148	14	maximises	maximise	VERB
cana-2168	148	15	total	total	ADJ
cana-2168	148	16	network	network	NOUN
cana-2168	148	17	performance	performance	NOUN
cana-2168	148	18	.	.	PUNCT
cana-2168	149	1	the	the	DET
cana-2168	149	2	energy	energy	NOUN
cana-2168	149	3	harvesting	harvesting	NOUN
cana-2168	149	4	model	model	NOUN
cana-2168	149	5	further	far	ADV
cana-2168	149	6	optimises	optimise	VERB
cana-2168	149	7	energy	energy	NOUN
cana-2168	149	8	efficiency	efficiency	NOUN
cana-2168	149	9	by	by	ADP
cana-2168	149	10	using	use	VERB
cana-2168	149	11	renewable	renewable	ADJ
cana-2168	149	12	energy	energy	NOUN
cana-2168	149	13	.	.	PUNCT
cana-2168	150	1	the	the	DET
cana-2168	150	2	process	process	NOUN
cana-2168	150	3	entails	entail	VERB
cana-2168	150	4	creating	create	VERB
cana-2168	150	5	machine	machine	NOUN
cana-2168	150	6	learning	learning	NOUN
cana-2168	150	7	models	model	NOUN
cana-2168	150	8	that	that	PRON
cana-2168	150	9	,	,	PUNCT
cana-2168	150	10	using	use	VERB
cana-2168	150	11	these	these	DET
cana-2168	150	12	equations	equation	NOUN
cana-2168	150	13	as	as	ADP
cana-2168	150	14	a	a	DET
cana-2168	150	15	basis	basis	NOUN
cana-2168	150	16	,	,	PUNCT
cana-2168	150	17	dynamically	dynamically	ADV
cana-2168	150	18	modify	modify	VERB
cana-2168	150	19	system	system	NOUN
cana-2168	150	20	settings	setting	NOUN
cana-2168	150	21	,	,	PUNCT
cana-2168	150	22	guaranteeing	guarantee	VERB
cana-2168	150	23	real	real	ADJ
cana-2168	150	24	-	-	PUNCT
cana-2168	150	25	time	time	NOUN
cana-2168	150	26	resource	resource	NOUN
cana-2168	150	27	management	management	NOUN
cana-2168	150	28	and	and	CCONJ
cana-2168	150	29	energy	energy	NOUN
cana-2168	150	30	consumption	consumption	NOUN
cana-2168	150	31	optimisation	optimisation	NOUN
cana-2168	150	32	in	in	ADP
cana-2168	150	33	a	a	DET
cana-2168	150	34	variety	variety	NOUN
cana-2168	150	35	of	of	ADP
cana-2168	150	36	iot	iot	ADJ
cana-2168	150	37	scenarios	scenario	NOUN
cana-2168	150	38	.	.	PUNCT
cana-2168	151	1	•	•	NUM
cana-2168	151	2	transmission	transmission	NOUN
cana-2168	151	3	power	power	NOUN
cana-2168	151	4	control	control	NOUN
cana-2168	151	5	:	:	PUNCT
cana-2168	151	6	this	this	DET
cana-2168	151	7	equation	equation	NOUN
cana-2168	151	8	optimizes	optimize	VERB
cana-2168	151	9	the	the	DET
cana-2168	151	10	transmission	transmission	NOUN
cana-2168	151	11	power	power	NOUN
cana-2168	151	12	of	of	ADP
cana-2168	151	13	iot	iot	PROPN
cana-2168	151	14	devices	device	NOUN
cana-2168	151	15	to	to	PART
cana-2168	151	16	maintain	maintain	VERB
cana-2168	151	17	energy	energy	NOUN
cana-2168	151	18	efficiency	efficiency	NOUN
cana-2168	151	19	while	while	SCONJ
cana-2168	151	20	ensuring	ensure	VERB
cana-2168	151	21	reliable	reliable	ADJ
cana-2168	151	22	communication	communication	NOUN
cana-2168	151	23	.	.	PUNCT
cana-2168	152	1	𝑃𝑡𝑥	𝑃𝑡𝑥	PROPN
cana-2168	152	2	=	=	PUNCT
cana-2168	152	3	𝑁0	𝑁0	VERB
cana-2168	152	4	.	.	PUNCT
cana-2168	153	1	𝐸𝑏	𝐸𝑏	NOUN
cana-2168	153	2	.	.	PUNCT
cana-2168	154	1	𝑅𝑏	𝑅𝑏	PROPN
cana-2168	154	2	𝜂	𝜂	PROPN
cana-2168	154	3	.	.	PUNCT
cana-2168	155	1	ⅆ𝛼	ⅆ𝛼	ADP
cana-2168	155	2	(	(	PUNCT
cana-2168	155	3	1	1	X
cana-2168	155	4	)	)	PUNCT
cana-2168	155	5	ptx	ptx	NOUN
cana-2168	155	6	:	:	PUNCT
cana-2168	155	7	transmission	transmission	NOUN
cana-2168	155	8	power	power	NOUN
cana-2168	155	9	eb	eb	PROPN
cana-2168	155	10	:	:	PUNCT
cana-2168	155	11	required	require	VERB
cana-2168	155	12	energy	energy	NOUN
cana-2168	155	13	per	per	ADP
cana-2168	155	14	bit	bit	NOUN
cana-2168	155	15	n0	n0	ADJ
cana-2168	155	16	:	:	PUNCT
cana-2168	155	17	noise	noise	NOUN
cana-2168	155	18	power	power	NOUN
cana-2168	155	19	spectral	spectral	ADJ
cana-2168	155	20	density	density	NOUN
cana-2168	155	21	rb	rb	NOUN
cana-2168	155	22	:	:	PUNCT
cana-2168	155	23	bit	bit	NOUN
cana-2168	155	24	rate	rate	NOUN
cana-2168	155	25	of	of	ADP
cana-2168	155	26	transmission	transmission	NOUN
cana-2168	155	27	𝜂	𝜂	NOUN
cana-2168	155	28	:	:	PUNCT
cana-2168	155	29	link	link	NOUN
cana-2168	155	30	efficiency	efficiency	NOUN
cana-2168	155	31	𝑑	𝑑	NOUN
cana-2168	155	32	:	:	PUNCT
cana-2168	155	33	distance	distance	NOUN
cana-2168	155	34	between	between	ADP
cana-2168	155	35	iot	iot	PROPN
cana-2168	155	36	devices	device	NOUN
cana-2168	155	37	𝛼	𝛼	NOUN
cana-2168	155	38	:	:	PUNCT
cana-2168	155	39	path	path	ADJ
cana-2168	155	40	-	-	PUNCT
cana-2168	155	41	loss	loss	NOUN
cana-2168	155	42	exponent	exponent	NOUN
cana-2168	155	43	•	•	NUM
cana-2168	155	44	machine	machine	NOUN
cana-2168	155	45	learning	learning	NOUN
cana-2168	155	46	-	-	PUNCT
cana-2168	155	47	based	base	VERB
cana-2168	155	48	resource	resource	NOUN
cana-2168	155	49	allocation	allocation	NOUN
cana-2168	155	50	:	:	PUNCT
cana-2168	155	51	this	this	DET
cana-2168	155	52	equation	equation	NOUN
cana-2168	155	53	represents	represent	VERB
cana-2168	155	54	the	the	DET
cana-2168	155	55	optimization	optimization	NOUN
cana-2168	155	56	of	of	ADP
cana-2168	155	57	resource	resource	NOUN
cana-2168	155	58	allocation	allocation	NOUN
cana-2168	155	59	in	in	ADP
cana-2168	155	60	iot	iot	PROPN
cana-2168	155	61	networks	network	NOUN
cana-2168	155	62	,	,	PUNCT
cana-2168	155	63	balancing	balance	VERB
cana-2168	155	64	energy	energy	NOUN
cana-2168	155	65	consumption	consumption	NOUN
cana-2168	155	66	and	and	CCONJ
cana-2168	155	67	performance	performance	NOUN
cana-2168	155	68	.	.	PUNCT
cana-2168	156	1	min	min	NOUN
cana-2168	156	2	∑	∑	PROPN
cana-2168	156	3	𝐸𝑖(𝑥𝑖	𝐸𝑖(𝑥𝑖	ADJ
cana-2168	156	4	)	)	PUNCT
cana-2168	157	1	+	+	X
cana-2168	157	2	𝜆	𝜆	X
cana-2168	157	3	.	.	PUNCT
cana-2168	158	1	∑	∑	PROPN
cana-2168	158	2	𝐷𝑖(𝑥𝑖)𝑁	𝐷𝑖(𝑥𝑖)𝑁	PROPN
cana-2168	159	1	𝑖=1	𝑖=1	PUNCT
cana-2168	159	2	𝑁	𝑁	PROPN
cana-2168	159	3	𝑖=1	𝑖=1	PROPN
cana-2168	159	4	(	(	PUNCT
cana-2168	159	5	2	2	NUM
cana-2168	159	6	)	)	PUNCT
cana-2168	159	7	𝐸𝑖(𝑥𝑖	𝐸𝑖(𝑥𝑖	ADJ
cana-2168	159	8	):	):	PUNCT
cana-2168	159	9	energy	energy	NOUN
cana-2168	159	10	consumption	consumption	NOUN
cana-2168	159	11	function	function	NOUN
cana-2168	159	12	for	for	ADP
cana-2168	159	13	iot	iot	PROPN
cana-2168	159	14	device	device	PROPN
cana-2168	159	15	iii	iii	NOUN
cana-2168	159	16	,	,	PUNCT
cana-2168	159	17	dependent	dependent	ADJ
cana-2168	159	18	on	on	ADP
cana-2168	159	19	allocation	allocation	NOUN
cana-2168	159	20	decision	decision	NOUN
cana-2168	159	21	xi	xi	X
cana-2168	159	22	𝐷𝑖(𝑥𝑖	𝐷𝑖(𝑥𝑖	PROPN
cana-2168	159	23	):	):	PUNCT
cana-2168	159	24	delay	delay	NOUN
cana-2168	159	25	function	function	NOUN
cana-2168	159	26	for	for	ADP
cana-2168	159	27	iot	iot	ADJ
cana-2168	159	28	device	device	NOUN
cana-2168	159	29	i	i	PRON
cana-2168	159	30	𝜆	𝜆	NOUN
cana-2168	159	31	:	:	PUNCT
cana-2168	159	32	trade	trade	NOUN
cana-2168	159	33	-	-	PUNCT
cana-2168	159	34	off	off	ADP
cana-2168	159	35	parameter	parameter	NOUN
cana-2168	159	36	between	between	ADP
cana-2168	159	37	energy	energy	NOUN
cana-2168	159	38	consumption	consumption	NOUN
cana-2168	159	39	and	and	CCONJ
cana-2168	159	40	delay	delay	NOUN
cana-2168	159	41	n	n	CCONJ
cana-2168	159	42	:	:	PUNCT
cana-2168	159	43	total	total	ADJ
cana-2168	159	44	number	number	NOUN
cana-2168	159	45	of	of	ADP
cana-2168	159	46	devices	device	NOUN
cana-2168	159	47	communications	communication	NOUN
cana-2168	159	48	on	on	ADP
cana-2168	159	49	applied	apply	VERB
cana-2168	159	50	nonlinear	nonlinear	ADJ
cana-2168	159	51	analysis	analysis	NOUN
cana-2168	159	52	issn	issn	NOUN
cana-2168	159	53	:	:	PUNCT
cana-2168	159	54	1074	1074	NUM
cana-2168	159	55	-	-	PUNCT
cana-2168	159	56	133x	133x	NUM
cana-2168	159	57	vol	vol	NOUN
cana-2168	159	58	32	32	NUM
cana-2168	159	59	no	no	NOUN
cana-2168	159	60	.	.	PUNCT
cana-2168	160	1	1s	1s	NUM
cana-2168	160	2	(	(	PUNCT
cana-2168	160	3	2025	2025	NUM
cana-2168	160	4	)	)	PUNCT
cana-2168	160	5	310	310	NUM
cana-2168	160	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-2168	160	7	•	•	NOUN
cana-2168	160	8	energy	energy	NOUN
cana-2168	160	9	-	-	PUNCT
cana-2168	160	10	efficient	efficient	ADJ
cana-2168	160	11	scheduling	scheduling	NOUN
cana-2168	160	12	:	:	PUNCT
cana-2168	160	13	this	this	DET
cana-2168	160	14	equation	equation	NOUN
cana-2168	160	15	models	model	VERB
cana-2168	160	16	the	the	DET
cana-2168	160	17	optimal	optimal	ADJ
cana-2168	160	18	scheduling	scheduling	NOUN
cana-2168	160	19	of	of	ADP
cana-2168	160	20	data	datum	NOUN
cana-2168	160	21	transmission	transmission	NOUN
cana-2168	160	22	to	to	PART
cana-2168	160	23	reduce	reduce	VERB
cana-2168	160	24	energy	energy	NOUN
cana-2168	160	25	consumption	consumption	NOUN
cana-2168	160	26	while	while	SCONJ
cana-2168	160	27	ensuring	ensure	VERB
cana-2168	160	28	timely	timely	ADJ
cana-2168	160	29	communication	communication	NOUN
cana-2168	160	30	.	.	PUNCT
cana-2168	161	1	min	min	NOUN
cana-2168	162	1	∑	∑	PROPN
cana-2168	162	2	𝑃𝑡𝑥(𝑡	𝑃𝑡𝑥(𝑡	PROPN
cana-2168	162	3	)	)	PUNCT
cana-2168	162	4	.	.	PUNCT
cana-2168	163	1	𝜏𝑡𝑇	𝜏𝑡𝑇	PROPN
cana-2168	163	2	𝑡=1	𝑡=1	PROPN
cana-2168	163	3	(	(	PUNCT
cana-2168	163	4	3	3	NUM
cana-2168	163	5	)	)	PUNCT
cana-2168	163	6	𝑃𝑡𝑥(𝑡	𝑃𝑡𝑥(𝑡	NOUN
cana-2168	163	7	):	):	PUNCT
cana-2168	163	8	transmission	transmission	NOUN
cana-2168	163	9	power	power	NOUN
cana-2168	163	10	at	at	ADP
cana-2168	163	11	time	time	NOUN
cana-2168	163	12	slot	slot	NOUN
cana-2168	163	13	t	t	PROPN
cana-2168	163	14	𝜏𝑡	𝜏𝑡	PROPN
cana-2168	163	15	:	:	PUNCT
cana-2168	163	16	duration	duration	NOUN
cana-2168	163	17	of	of	ADP
cana-2168	163	18	transmission	transmission	NOUN
cana-2168	163	19	in	in	ADP
cana-2168	163	20	time	time	NOUN
cana-2168	163	21	slot	slot	NOUN
cana-2168	163	22	t	t	PROPN
cana-2168	163	23	t	t	PROPN
cana-2168	163	24	:	:	PUNCT
cana-2168	163	25	total	total	ADJ
cana-2168	163	26	number	number	NOUN
cana-2168	163	27	of	of	ADP
cana-2168	163	28	time	time	NOUN
cana-2168	163	29	slots	slot	NOUN
cana-2168	163	30	•	•	NOUN
cana-2168	163	31	energy	energy	NOUN
cana-2168	163	32	harvesting	harvesting	NOUN
cana-2168	163	33	model	model	NOUN
cana-2168	163	34	:	:	PUNCT
cana-2168	163	35	this	this	DET
cana-2168	163	36	equation	equation	NOUN
cana-2168	163	37	models	model	VERB
cana-2168	163	38	the	the	DET
cana-2168	163	39	optimal	optimal	ADJ
cana-2168	163	40	scheduling	scheduling	NOUN
cana-2168	163	41	of	of	ADP
cana-2168	163	42	data	datum	NOUN
cana-2168	163	43	transmission	transmission	NOUN
cana-2168	163	44	to	to	PART
cana-2168	163	45	reduce	reduce	VERB
cana-2168	163	46	energy	energy	NOUN
cana-2168	163	47	consumption	consumption	NOUN
cana-2168	163	48	while	while	SCONJ
cana-2168	163	49	ensuring	ensure	VERB
cana-2168	163	50	timely	timely	ADJ
cana-2168	163	51	communication	communication	NOUN
cana-2168	163	52	.	.	PUNCT
cana-2168	164	1	𝐸ℎ	𝐸ℎ	NOUN
cana-2168	164	2	=	=	SYM
cana-2168	164	3	𝑃ℎ	𝑃ℎ	INTJ
cana-2168	164	4	.	.	PUNCT
cana-2168	165	1	𝑇ℎ	𝑇ℎ	ADJ
cana-2168	165	2	(	(	PUNCT
cana-2168	165	3	4	4	NUM
cana-2168	165	4	)	)	PUNCT
cana-2168	165	5	𝐸ℎ	𝐸ℎ	PROPN
cana-2168	165	6	:	:	PUNCT
cana-2168	165	7	total	total	ADJ
cana-2168	165	8	energy	energy	NOUN
cana-2168	165	9	harvested	harvest	VERB
cana-2168	165	10	𝑃ℎ	𝑃ℎ	PROPN
cana-2168	165	11	:	:	PUNCT
cana-2168	165	12	power	power	NOUN
cana-2168	165	13	of	of	ADP
cana-2168	165	14	harvested	harvest	VERB
cana-2168	165	15	energy	energy	NOUN
cana-2168	165	16	𝑇ℎ	𝑇ℎ	ADJ
cana-2168	165	17	:	:	PUNCT
cana-2168	165	18	time	time	NOUN
cana-2168	165	19	duration	duration	NOUN
cana-2168	165	20	of	of	ADP
cana-2168	165	21	energy	energy	NOUN
cana-2168	165	22	harvesting	harvest	VERB
cana-2168	165	23	several	several	ADJ
cana-2168	165	24	key	key	ADJ
cana-2168	165	25	equations	equation	NOUN
cana-2168	165	26	are	be	AUX
cana-2168	165	27	used	use	VERB
cana-2168	165	28	in	in	ADP
cana-2168	165	29	the	the	DET
cana-2168	165	30	machine	machine	NOUN
cana-2168	165	31	learning	learn	VERB
cana-2168	165	32	optimization	optimization	NOUN
cana-2168	165	33	of	of	ADP
cana-2168	165	34	energy	energy	NOUN
cana-2168	165	35	-	-	PUNCT
cana-2168	165	36	efficient	efficient	ADJ
cana-2168	165	37	iot	iot	NOUN
cana-2168	165	38	networks	network	NOUN
cana-2168	165	39	.	.	PUNCT
cana-2168	166	1	by	by	ADP
cana-2168	166	2	taking	take	VERB
cana-2168	166	3	into	into	ADP
cana-2168	166	4	consideration	consideration	NOUN
cana-2168	166	5	several	several	ADJ
cana-2168	166	6	states	state	NOUN
cana-2168	166	7	such	such	ADJ
cana-2168	166	8	as	as	ADP
cana-2168	166	9	transmission	transmission	NOUN
cana-2168	166	10	and	and	CCONJ
cana-2168	166	11	idle	idle	ADJ
cana-2168	166	12	periods	period	NOUN
cana-2168	166	13	,	,	PUNCT
cana-2168	166	14	the	the	DET
cana-2168	166	15	energy	energy	NOUN
cana-2168	166	16	consumption	consumption	NOUN
cana-2168	166	17	model	model	NOUN
cana-2168	166	18	computes	compute	VERB
cana-2168	166	19	the	the	DET
cana-2168	166	20	overall	overall	ADJ
cana-2168	166	21	energy	energy	NOUN
cana-2168	166	22	consumption	consumption	NOUN
cana-2168	166	23	.	.	PUNCT
cana-2168	167	1	this	this	PRON
cana-2168	167	2	helps	help	VERB
cana-2168	167	3	machine	machine	NOUN
cana-2168	167	4	learning	learn	VERB
cana-2168	167	5	to	to	PART
cana-2168	167	6	minimize	minimize	VERB
cana-2168	167	7	energy	energy	NOUN
cana-2168	167	8	consumption	consumption	NOUN
cana-2168	167	9	by	by	ADP
cana-2168	167	10	modifying	modify	VERB
cana-2168	167	11	these	these	DET
cana-2168	167	12	states	state	NOUN
cana-2168	167	13	.	.	PUNCT
cana-2168	168	1	machine	machine	NOUN
cana-2168	168	2	learning	learn	VERB
cana-2168	168	3	algorithms	algorithm	NOUN
cana-2168	168	4	that	that	PRON
cana-2168	168	5	modify	modify	VERB
cana-2168	168	6	power	power	NOUN
cana-2168	168	7	in	in	ADP
cana-2168	168	8	response	response	NOUN
cana-2168	168	9	to	to	ADP
cana-2168	168	10	environmental	environmental	ADJ
cana-2168	168	11	variables	variable	NOUN
cana-2168	168	12	steer	steer	VERB
cana-2168	168	13	the	the	DET
cana-2168	168	14	transmission	transmission	NOUN
cana-2168	168	15	power	power	NOUN
cana-2168	168	16	control	control	NOUN
cana-2168	168	17	equation	equation	NOUN
cana-2168	168	18	,	,	PUNCT
cana-2168	168	19	which	which	PRON
cana-2168	168	20	optimizes	optimize	VERB
cana-2168	168	21	power	power	NOUN
cana-2168	168	22	settings	setting	NOUN
cana-2168	168	23	to	to	PART
cana-2168	168	24	strike	strike	VERB
cana-2168	168	25	a	a	DET
cana-2168	168	26	balance	balance	NOUN
cana-2168	168	27	between	between	ADP
cana-2168	168	28	energy	energy	NOUN
cana-2168	168	29	economy	economy	NOUN
cana-2168	168	30	and	and	CCONJ
cana-2168	168	31	dependable	dependable	ADJ
cana-2168	168	32	communication	communication	NOUN
cana-2168	168	33	.	.	PUNCT
cana-2168	169	1	using	use	VERB
cana-2168	169	2	machine	machine	NOUN
cana-2168	169	3	learning	learning	NOUN
cana-2168	169	4	to	to	PART
cana-2168	169	5	minimize	minimize	VERB
cana-2168	169	6	energy	energy	NOUN
cana-2168	169	7	usage	usage	NOUN
cana-2168	169	8	while	while	SCONJ
cana-2168	169	9	controlling	control	VERB
cana-2168	169	10	delays	delay	NOUN
cana-2168	169	11	,	,	PUNCT
cana-2168	169	12	the	the	DET
cana-2168	169	13	machine	machine	NOUN
cana-2168	169	14	learningbased	learningbase	VERB
cana-2168	169	15	resource	resource	NOUN
cana-2168	169	16	allocation	allocation	NOUN
cana-2168	169	17	equation	equation	NOUN
cana-2168	169	18	aids	aid	NOUN
cana-2168	169	19	in	in	ADP
cana-2168	169	20	determining	determine	VERB
cana-2168	169	21	the	the	DET
cana-2168	169	22	best	good	ADJ
cana-2168	169	23	allocation	allocation	NOUN
cana-2168	169	24	choices	choice	NOUN
cana-2168	169	25	to	to	PART
cana-2168	169	26	balance	balance	VERB
cana-2168	169	27	performance	performance	NOUN
cana-2168	169	28	and	and	CCONJ
cana-2168	169	29	energy	energy	NOUN
cana-2168	169	30	consumption	consumption	NOUN
cana-2168	169	31	.	.	PUNCT
cana-2168	170	1	the	the	DET
cana-2168	170	2	energy	energy	NOUN
cana-2168	170	3	-	-	PUNCT
cana-2168	170	4	efficient	efficient	ADJ
cana-2168	170	5	scheduling	scheduling	NOUN
cana-2168	170	6	equation	equation	NOUN
cana-2168	170	7	predicts	predict	VERB
cana-2168	170	8	traffic	traffic	NOUN
cana-2168	170	9	patterns	pattern	NOUN
cana-2168	170	10	using	use	VERB
cana-2168	170	11	machine	machine	NOUN
cana-2168	170	12	learning	learning	NOUN
cana-2168	170	13	,	,	PUNCT
cana-2168	170	14	which	which	PRON
cana-2168	170	15	is	be	AUX
cana-2168	170	16	used	use	VERB
cana-2168	170	17	to	to	PART
cana-2168	170	18	optimize	optimize	VERB
cana-2168	170	19	scheduling	scheduling	NOUN
cana-2168	170	20	by	by	ADP
cana-2168	170	21	modelling	model	VERB
cana-2168	170	22	the	the	DET
cana-2168	170	23	scheduling	scheduling	NOUN
cana-2168	170	24	of	of	ADP
cana-2168	170	25	transmissions	transmission	NOUN
cana-2168	170	26	to	to	PART
cana-2168	170	27	minimize	minimize	VERB
cana-2168	170	28	energy	energy	NOUN
cana-2168	170	29	use	use	NOUN
cana-2168	170	30	.	.	PUNCT
cana-2168	171	1	finally	finally	ADV
cana-2168	171	2	,	,	PUNCT
cana-2168	171	3	energy	energy	NOUN
cana-2168	171	4	from	from	ADP
cana-2168	171	5	renewable	renewable	ADJ
cana-2168	171	6	sources	source	NOUN
cana-2168	171	7	is	be	AUX
cana-2168	171	8	quantified	quantify	VERB
cana-2168	171	9	by	by	ADP
cana-2168	171	10	the	the	DET
cana-2168	171	11	energy	energy	NOUN
cana-2168	171	12	harvesting	harvesting	NOUN
cana-2168	171	13	model	model	NOUN
cana-2168	171	14	,	,	PUNCT
cana-2168	171	15	which	which	PRON
cana-2168	171	16	aids	aid	VERB
cana-2168	171	17	machine	machine	NOUN
cana-2168	171	18	learning	learning	NOUN
cana-2168	171	19	in	in	ADP
cana-2168	171	20	optimizing	optimize	VERB
cana-2168	171	21	consumption	consumption	NOUN
cana-2168	171	22	and	and	CCONJ
cana-2168	171	23	raising	raise	VERB
cana-2168	171	24	total	total	ADJ
cana-2168	171	25	energy	energy	NOUN
cana-2168	171	26	efficiency	efficiency	NOUN
cana-2168	171	27	.	.	PUNCT
cana-2168	172	1	communications	communication	NOUN
cana-2168	172	2	on	on	ADP
cana-2168	172	3	applied	apply	VERB
cana-2168	172	4	nonlinear	nonlinear	ADJ
cana-2168	172	5	analysis	analysis	NOUN
cana-2168	172	6	issn	issn	NOUN
cana-2168	172	7	:	:	PUNCT
cana-2168	172	8	1074	1074	NUM
cana-2168	172	9	-	-	PUNCT
cana-2168	172	10	133x	133x	NUM
cana-2168	172	11	vol	vol	NOUN
cana-2168	172	12	32	32	NUM
cana-2168	172	13	no	no	NOUN
cana-2168	172	14	.	.	PUNCT
cana-2168	173	1	1s	1s	NUM
cana-2168	173	2	(	(	PUNCT
cana-2168	173	3	2025	2025	NUM
cana-2168	173	4	)	)	PUNCT
cana-2168	173	5	311	311	NUM
cana-2168	173	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2168	173	7	iv	iv	NOUN
cana-2168	173	8	.	.	NOUN
cana-2168	173	9	results	result	NOUN
cana-2168	173	10	and	and	CCONJ
cana-2168	173	11	discussion	discussion	NOUN
cana-2168	173	12	4.1	4.1	NUM
cana-2168	173	13	energy	energy	NOUN
cana-2168	173	14	consumption	consumption	NOUN
cana-2168	173	15	by	by	ADP
cana-2168	173	16	device	device	NOUN
cana-2168	173	17	type	type	NOUN
cana-2168	173	18	:	:	PUNCT
cana-2168	173	19	the	the	DET
cana-2168	173	20	typical	typical	ADJ
cana-2168	173	21	energy	energy	NOUN
cana-2168	173	22	usage	usage	NOUN
cana-2168	173	23	of	of	ADP
cana-2168	173	24	many	many	ADJ
cana-2168	173	25	kinds	kind	NOUN
cana-2168	173	26	of	of	ADP
cana-2168	173	27	internet	internet	NOUN
cana-2168	173	28	of	of	ADP
cana-2168	173	29	things	thing	NOUN
cana-2168	173	30	devices	device	NOUN
cana-2168	173	31	is	be	AUX
cana-2168	173	32	broken	break	VERB
cana-2168	173	33	out	out	ADP
cana-2168	173	34	in	in	ADP
cana-2168	173	35	this	this	DET
cana-2168	173	36	table	table	NOUN
cana-2168	173	37	.	.	PUNCT
cana-2168	174	1	the	the	DET
cana-2168	174	2	information	information	NOUN
cana-2168	174	3	shows	show	VERB
cana-2168	174	4	that	that	SCONJ
cana-2168	174	5	controllers	controller	NOUN
cana-2168	174	6	and	and	CCONJ
cana-2168	174	7	actuators	actuator	NOUN
cana-2168	174	8	use	use	VERB
cana-2168	174	9	less	less	ADJ
cana-2168	174	10	energy	energy	NOUN
cana-2168	174	11	than	than	ADP
cana-2168	174	12	gateways	gateway	NOUN
cana-2168	174	13	,	,	PUNCT
cana-2168	174	14	which	which	PRON
cana-2168	174	15	use	use	VERB
cana-2168	174	16	the	the	DET
cana-2168	174	17	most	most	ADJ
cana-2168	174	18	.	.	PUNCT
cana-2168	175	1	comparatively	comparatively	ADV
cana-2168	175	2	speaking	speak	VERB
cana-2168	175	3	,	,	PUNCT
cana-2168	175	4	sensors	sensor	NOUN
cana-2168	175	5	and	and	CCONJ
cana-2168	175	6	communication	communication	NOUN
cana-2168	175	7	modules	module	NOUN
cana-2168	175	8	use	use	VERB
cana-2168	175	9	less	less	ADJ
cana-2168	175	10	energy	energy	NOUN
cana-2168	175	11	.	.	PUNCT
cana-2168	176	1	finding	find	VERB
cana-2168	176	2	the	the	DET
cana-2168	176	3	devices	device	NOUN
cana-2168	176	4	that	that	PRON
cana-2168	176	5	contribute	contribute	VERB
cana-2168	176	6	the	the	DET
cana-2168	176	7	most	most	ADJ
cana-2168	176	8	to	to	ADP
cana-2168	176	9	the	the	DET
cana-2168	176	10	total	total	ADJ
cana-2168	176	11	energy	energy	NOUN
cana-2168	176	12	consumption	consumption	NOUN
cana-2168	176	13	in	in	ADP
cana-2168	176	14	iot	iot	PROPN
cana-2168	176	15	networks	network	NOUN
cana-2168	176	16	depends	depend	VERB
cana-2168	176	17	on	on	ADP
cana-2168	176	18	this	this	DET
cana-2168	176	19	study	study	NOUN
cana-2168	176	20	.	.	PUNCT
cana-2168	177	1	you	you	PRON
cana-2168	177	2	can	can	AUX
cana-2168	177	3	quickly	quickly	ADV
cana-2168	177	4	determine	determine	VERB
cana-2168	177	5	what	what	PRON
cana-2168	177	6	percentage	percentage	NOUN
cana-2168	177	7	of	of	ADP
cana-2168	177	8	overall	overall	ADJ
cana-2168	177	9	energy	energy	NOUN
cana-2168	177	10	use	use	NOUN
cana-2168	177	11	is	be	AUX
cana-2168	177	12	attributable	attributable	ADJ
cana-2168	177	13	to	to	ADP
cana-2168	177	14	each	each	DET
cana-2168	177	15	kind	kind	NOUN
cana-2168	177	16	of	of	ADP
cana-2168	177	17	device	device	NOUN
cana-2168	177	18	by	by	ADP
cana-2168	177	19	displaying	display	VERB
cana-2168	177	20	this	this	DET
cana-2168	177	21	data	datum	NOUN
cana-2168	177	22	as	as	ADP
cana-2168	177	23	a	a	DET
cana-2168	177	24	bar	bar	NOUN
cana-2168	177	25	chart	chart	NOUN
cana-2168	177	26	.	.	PUNCT
cana-2168	178	1	decisions	decision	NOUN
cana-2168	178	2	on	on	ADP
cana-2168	178	3	which	which	PRON
cana-2168	178	4	devices	device	NOUN
cana-2168	178	5	need	need	VERB
cana-2168	178	6	energy	energy	NOUN
cana-2168	178	7	optimization	optimization	NOUN
cana-2168	178	8	and	and	CCONJ
cana-2168	178	9	which	which	PRON
cana-2168	178	10	may	may	AUX
cana-2168	178	11	benefit	benefit	VERB
cana-2168	178	12	from	from	ADP
cana-2168	178	13	improvements	improvement	NOUN
cana-2168	178	14	in	in	ADP
cana-2168	178	15	energy	energy	NOUN
cana-2168	178	16	-	-	PUNCT
cana-2168	178	17	efficient	efficient	ADJ
cana-2168	178	18	technology	technology	NOUN
cana-2168	178	19	or	or	CCONJ
cana-2168	178	20	machine	machine	NOUN
cana-2168	178	21	learning	learning	NOUN
cana-2168	178	22	-	-	PUNCT
cana-2168	178	23	based	base	VERB
cana-2168	178	24	changes	change	NOUN
cana-2168	178	25	can	can	AUX
cana-2168	178	26	be	be	AUX
cana-2168	178	27	made	make	VERB
cana-2168	178	28	using	use	VERB
cana-2168	178	29	this	this	DET
cana-2168	178	30	information	information	NOUN
cana-2168	178	31	.	.	PUNCT
cana-2168	179	1	4.2	4.2	NUM
cana-2168	179	2	impact	impact	NOUN
cana-2168	179	3	of	of	ADP
cana-2168	179	4	machine	machine	NOUN
cana-2168	179	5	learning	learn	VERB
cana-2168	179	6	on	on	ADP
cana-2168	179	7	energy	energy	NOUN
cana-2168	179	8	efficiency	efficiency	NOUN
cana-2168	179	9	:	:	PUNCT
cana-2168	179	10	the	the	DET
cana-2168	179	11	efficacy	efficacy	NOUN
cana-2168	179	12	of	of	ADP
cana-2168	179	13	several	several	ADJ
cana-2168	179	14	machine	machine	NOUN
cana-2168	179	15	learning	learning	NOUN
cana-2168	179	16	methods	method	NOUN
cana-2168	179	17	in	in	ADP
cana-2168	179	18	reducing	reduce	VERB
cana-2168	179	19	energy	energy	NOUN
cana-2168	179	20	consumption	consumption	NOUN
cana-2168	179	21	and	and	CCONJ
cana-2168	179	22	enhancing	enhance	VERB
cana-2168	179	23	network	network	NOUN
cana-2168	179	24	performance	performance	NOUN
cana-2168	179	25	is	be	AUX
cana-2168	179	26	contrasted	contrast	VERB
cana-2168	179	27	in	in	ADP
cana-2168	179	28	this	this	DET
cana-2168	179	29	table	table	NOUN
cana-2168	179	30	.	.	PUNCT
cana-2168	180	1	conventional	conventional	ADJ
cana-2168	180	2	approaches	approach	NOUN
cana-2168	180	3	provide	provide	VERB
cana-2168	180	4	the	the	DET
cana-2168	180	5	lowest	low	ADJ
cana-2168	180	6	network	network	NOUN
cana-2168	180	7	efficiency	efficiency	NOUN
cana-2168	180	8	and	and	CCONJ
cana-2168	180	9	energy	energy	NOUN
cana-2168	180	10	savings	saving	NOUN
cana-2168	180	11	,	,	PUNCT
cana-2168	180	12	whereas	whereas	SCONJ
cana-2168	180	13	deep	deep	ADJ
cana-2168	180	14	learning	learning	NOUN
cana-2168	180	15	and	and	CCONJ
cana-2168	180	16	reinforcement	reinforcement	NOUN
cana-2168	180	17	learning	learning	NOUN
cana-2168	180	18	approaches	approach	NOUN
cana-2168	180	19	offer	offer	VERB
cana-2168	180	20	noticeably	noticeably	ADV
cana-2168	180	21	superior	superior	ADJ
cana-2168	180	22	outcomes	outcome	NOUN
cana-2168	180	23	.	.	PUNCT
cana-2168	181	1	additionally	additionally	ADV
cana-2168	181	2	,	,	PUNCT
cana-2168	181	3	the	the	DET
cana-2168	181	4	hybrid	hybrid	NOUN
cana-2168	181	5	model	model	NOUN
cana-2168	181	6	offers	offer	VERB
cana-2168	181	7	significant	significant	ADJ
cana-2168	181	8	benefits	benefit	NOUN
cana-2168	181	9	by	by	ADP
cana-2168	181	10	merging	merge	VERB
cana-2168	181	11	many	many	ADJ
cana-2168	181	12	methodologies	methodology	NOUN
cana-2168	181	13	.	.	PUNCT
cana-2168	182	1	these	these	DET
cana-2168	182	2	findings	finding	NOUN
cana-2168	182	3	may	may	AUX
cana-2168	182	4	be	be	AUX
cana-2168	182	5	easily	easily	ADV
cana-2168	182	6	compared	compare	VERB
cana-2168	182	7	to	to	PART
cana-2168	182	8	show	show	VERB
cana-2168	182	9	how	how	SCONJ
cana-2168	182	10	different	different	ADJ
cana-2168	182	11	algorithms	algorithm	NOUN
cana-2168	182	12	affect	affect	VERB
cana-2168	182	13	network	network	NOUN
cana-2168	182	14	performance	performance	NOUN
cana-2168	182	15	and	and	CCONJ
cana-2168	182	16	energy	energy	NOUN
cana-2168	182	17	usage	usage	NOUN
cana-2168	182	18	.	.	PUNCT
cana-2168	183	1	this	this	DET
cana-2168	183	2	investigation	investigation	NOUN
cana-2168	183	3	contributes	contribute	VERB
cana-2168	183	4	to	to	ADP
cana-2168	183	5	our	our	PRON
cana-2168	183	6	knowledge	knowledge	NOUN
cana-2168	183	7	of	of	ADP
cana-2168	183	8	the	the	DET
cana-2168	183	9	best	good	ADJ
cana-2168	183	10	machine	machine	NOUN
cana-2168	183	11	learning	learn	VERB
cana-2168	183	12	techniques	technique	NOUN
cana-2168	183	13	for	for	ADP
cana-2168	183	14	maximizing	maximize	VERB
cana-2168	183	15	energy	energy	NOUN
cana-2168	183	16	efficiency	efficiency	NOUN
cana-2168	183	17	in	in	ADP
cana-2168	183	18	internet	internet	NOUN
cana-2168	183	19	of	of	ADP
cana-2168	183	20	things	thing	NOUN
cana-2168	183	21	networks	network	NOUN
cana-2168	183	22	.	.	PUNCT
cana-2168	184	1	communications	communication	NOUN
cana-2168	184	2	on	on	ADP
cana-2168	184	3	applied	apply	VERB
cana-2168	184	4	nonlinear	nonlinear	ADJ
cana-2168	184	5	analysis	analysis	NOUN
cana-2168	184	6	issn	issn	NOUN
cana-2168	184	7	:	:	PUNCT
cana-2168	184	8	1074	1074	NUM
cana-2168	184	9	-	-	PUNCT
cana-2168	184	10	133x	133x	NUM
cana-2168	184	11	vol	vol	NOUN
cana-2168	184	12	32	32	NUM
cana-2168	184	13	no	no	NOUN
cana-2168	184	14	.	.	PUNCT
cana-2168	185	1	1s	1s	NUM
cana-2168	185	2	(	(	PUNCT
cana-2168	185	3	2025	2025	NUM
cana-2168	185	4	)	)	PUNCT
cana-2168	185	5	312	312	NUM
cana-2168	185	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2168	185	7	4.3	4.3	NUM
cana-2168	185	8	transmission	transmission	NOUN
cana-2168	185	9	power	power	NOUN
cana-2168	185	10	optimization	optimization	NOUN
cana-2168	185	11	:	:	PUNCT
cana-2168	185	12	the	the	DET
cana-2168	185	13	information	information	NOUN
cana-2168	185	14	in	in	ADP
cana-2168	185	15	this	this	DET
cana-2168	185	16	table	table	NOUN
cana-2168	185	17	monitors	monitor	VERB
cana-2168	185	18	the	the	DET
cana-2168	185	19	transmission	transmission	NOUN
cana-2168	185	20	power	power	NOUN
cana-2168	185	21	and	and	CCONJ
cana-2168	185	22	associated	associate	VERB
cana-2168	185	23	energy	energy	NOUN
cana-2168	185	24	usage	usage	NOUN
cana-2168	185	25	throughout	throughout	ADP
cana-2168	185	26	various	various	ADJ
cana-2168	185	27	daily	daily	ADJ
cana-2168	185	28	time	time	NOUN
cana-2168	185	29	intervals	interval	NOUN
cana-2168	185	30	.	.	PUNCT
cana-2168	186	1	while	while	SCONJ
cana-2168	186	2	power	power	NOUN
cana-2168	186	3	is	be	AUX
cana-2168	186	4	lowered	lower	VERB
cana-2168	186	5	during	during	ADP
cana-2168	186	6	off	off	ADP
cana-2168	186	7	-	-	PUNCT
cana-2168	186	8	peak	peak	NOUN
cana-2168	186	9	hours	hour	NOUN
cana-2168	186	10	,	,	PUNCT
cana-2168	186	11	indicating	indicate	VERB
cana-2168	186	12	a	a	DET
cana-2168	186	13	reduction	reduction	NOUN
cana-2168	186	14	in	in	ADP
cana-2168	186	15	energy	energy	NOUN
cana-2168	186	16	usage	usage	NOUN
cana-2168	186	17	,	,	PUNCT
cana-2168	186	18	higher	high	ADJ
cana-2168	186	19	transmission	transmission	NOUN
cana-2168	186	20	power	power	NOUN
cana-2168	186	21	during	during	ADP
cana-2168	186	22	peak	peak	ADJ
cana-2168	186	23	hours	hour	NOUN
cana-2168	186	24	(	(	PUNCT
cana-2168	186	25	12:00	12:00	NUM
cana-2168	186	26	18:00	18:00	NUM
cana-2168	186	27	)	)	PUNCT
cana-2168	186	28	results	result	NOUN
cana-2168	186	29	in	in	ADP
cana-2168	186	30	greater	great	ADJ
cana-2168	186	31	energy	energy	NOUN
cana-2168	186	32	use	use	NOUN
cana-2168	186	33	.	.	PUNCT
cana-2168	187	1	this	this	DET
cana-2168	187	2	data	datum	NOUN
cana-2168	187	3	may	may	AUX
cana-2168	187	4	be	be	AUX
cana-2168	187	5	visualised	visualise	VERB
cana-2168	187	6	as	as	ADP
cana-2168	187	7	a	a	DET
cana-2168	187	8	line	line	NOUN
cana-2168	187	9	chart	chart	NOUN
cana-2168	187	10	,	,	PUNCT
cana-2168	187	11	which	which	PRON
cana-2168	187	12	can	can	AUX
cana-2168	187	13	show	show	VERB
cana-2168	187	14	daily	daily	ADJ
cana-2168	187	15	patterns	pattern	NOUN
cana-2168	187	16	and	and	CCONJ
cana-2168	187	17	variations	variation	NOUN
cana-2168	187	18	in	in	ADP
cana-2168	187	19	power	power	NOUN
cana-2168	187	20	use	use	NOUN
cana-2168	187	21	.	.	PUNCT
cana-2168	188	1	this	this	DET
cana-2168	188	2	research	research	NOUN
cana-2168	188	3	may	may	AUX
cana-2168	188	4	help	help	VERB
cana-2168	188	5	optimise	optimise	ADJ
cana-2168	188	6	power	power	NOUN
cana-2168	188	7	levels	level	NOUN
cana-2168	188	8	and	and	CCONJ
cana-2168	188	9	transmission	transmission	NOUN
cana-2168	188	10	schedules	schedule	NOUN
cana-2168	188	11	to	to	PART
cana-2168	188	12	improve	improve	VERB
cana-2168	188	13	energy	energy	NOUN
cana-2168	188	14	efficiency	efficiency	NOUN
cana-2168	188	15	in	in	ADP
cana-2168	188	16	internet	internet	NOUN
cana-2168	188	17	of	of	ADP
cana-2168	188	18	things	thing	NOUN
cana-2168	188	19	networks	network	NOUN
cana-2168	188	20	.	.	PUNCT
cana-2168	189	1	it	it	PRON
cana-2168	189	2	may	may	AUX
cana-2168	189	3	also	also	ADV
cana-2168	189	4	help	help	VERB
cana-2168	189	5	machine	machine	NOUN
cana-2168	189	6	learning	learning	NOUN
cana-2168	189	7	models	model	NOUN
cana-2168	189	8	make	make	VERB
cana-2168	189	9	real	real	ADJ
cana-2168	189	10	-	-	PUNCT
cana-2168	189	11	time	time	NOUN
cana-2168	189	12	power	power	NOUN
cana-2168	189	13	adjustments	adjustment	NOUN
cana-2168	189	14	.	.	PUNCT
cana-2168	190	1	according	accord	VERB
cana-2168	190	2	to	to	ADP
cana-2168	190	3	the	the	DET
cana-2168	190	4	data	datum	NOUN
cana-2168	190	5	on	on	ADP
cana-2168	190	6	energy	energy	NOUN
cana-2168	190	7	consumption	consumption	NOUN
cana-2168	190	8	by	by	ADP
cana-2168	190	9	device	device	NOUN
cana-2168	190	10	type	type	NOUN
cana-2168	190	11	,	,	PUNCT
cana-2168	190	12	controllers	controller	NOUN
cana-2168	190	13	(	(	PUNCT
cana-2168	190	14	25	25	NUM
cana-2168	190	15	%	%	NOUN
cana-2168	190	16	)	)	PUNCT
cana-2168	190	17	and	and	CCONJ
cana-2168	190	18	actuators	actuator	NOUN
cana-2168	190	19	(	(	PUNCT
cana-2168	190	20	20	20	NUM
cana-2168	190	21	%	%	NOUN
cana-2168	190	22	)	)	PUNCT
cana-2168	190	23	use	use	VERB
cana-2168	190	24	less	less	ADJ
cana-2168	190	25	energy	energy	NOUN
cana-2168	190	26	than	than	ADP
cana-2168	190	27	gateways	gateway	NOUN
cana-2168	190	28	(	(	PUNCT
cana-2168	190	29	40	40	NUM
cana-2168	190	30	%	%	NOUN
cana-2168	190	31	)	)	PUNCT
cana-2168	190	32	.	.	PUNCT
cana-2168	191	1	the	the	DET
cana-2168	191	2	contribution	contribution	NOUN
cana-2168	191	3	of	of	ADP
cana-2168	191	4	sensors	sensor	NOUN
cana-2168	191	5	and	and	CCONJ
cana-2168	191	6	communication	communication	NOUN
cana-2168	191	7	modules	module	NOUN
cana-2168	191	8	is	be	AUX
cana-2168	191	9	lower	low	ADJ
cana-2168	191	10	(	(	PUNCT
cana-2168	191	11	10	10	NUM
cana-2168	191	12	%	%	NOUN
cana-2168	191	13	and	and	CCONJ
cana-2168	191	14	5	5	NUM
cana-2168	191	15	%	%	NOUN
cana-2168	191	16	,	,	PUNCT
cana-2168	191	17	respectively	respectively	ADV
cana-2168	191	18	)	)	PUNCT
cana-2168	191	19	,	,	PUNCT
cana-2168	191	20	which	which	PRON
cana-2168	191	21	emphasizes	emphasize	VERB
cana-2168	191	22	the	the	DET
cana-2168	191	23	need	need	NOUN
cana-2168	191	24	of	of	ADP
cana-2168	191	25	giving	give	VERB
cana-2168	191	26	energy	energy	NOUN
cana-2168	191	27	-	-	PUNCT
cana-2168	191	28	saving	save	VERB
cana-2168	191	29	techniques	technique	NOUN
cana-2168	191	30	for	for	ADP
cana-2168	191	31	gateways	gateway	NOUN
cana-2168	191	32	and	and	CCONJ
cana-2168	191	33	controllers	controller	NOUN
cana-2168	191	34	top	top	ADJ
cana-2168	191	35	priority	priority	NOUN
cana-2168	191	36	.	.	PUNCT
cana-2168	192	1	a	a	DET
cana-2168	192	2	pie	pie	NOUN
cana-2168	192	3	chart	chart	NOUN
cana-2168	192	4	that	that	PRON
cana-2168	192	5	displays	display	VERB
cana-2168	192	6	the	the	DET
cana-2168	192	7	distribution	distribution	NOUN
cana-2168	192	8	of	of	ADP
cana-2168	192	9	energy	energy	NOUN
cana-2168	192	10	use	use	NOUN
cana-2168	192	11	between	between	ADP
cana-2168	192	12	devices	device	NOUN
cana-2168	192	13	may	may	AUX
cana-2168	192	14	be	be	AUX
cana-2168	192	15	used	use	VERB
cana-2168	192	16	to	to	PART
cana-2168	192	17	visualize	visualize	VERB
cana-2168	192	18	this	this	PRON
cana-2168	192	19	.	.	PUNCT
cana-2168	193	1	several	several	ADJ
cana-2168	193	2	machine	machine	NOUN
cana-2168	193	3	learning	learn	VERB
cana-2168	193	4	techniques	technique	NOUN
cana-2168	193	5	were	be	AUX
cana-2168	193	6	examined	examine	VERB
cana-2168	193	7	in	in	ADP
cana-2168	193	8	the	the	DET
cana-2168	193	9	impact	impact	NOUN
cana-2168	193	10	of	of	ADP
cana-2168	193	11	machine	machine	NOUN
cana-2168	193	12	learning	learn	VERB
cana-2168	193	13	on	on	ADP
cana-2168	193	14	energy	energy	NOUN
cana-2168	193	15	efficiency	efficiency	NOUN
cana-2168	193	16	.	.	PUNCT
cana-2168	194	1	the	the	DET
cana-2168	194	2	least	least	ADJ
cana-2168	194	3	amount	amount	NOUN
cana-2168	194	4	of	of	ADP
cana-2168	194	5	energy	energy	NOUN
cana-2168	194	6	was	be	AUX
cana-2168	194	7	saved	save	VERB
cana-2168	194	8	(	(	PUNCT
cana-2168	194	9	5–10	5–10	ADJ
cana-2168	194	10	%	%	NOUN
cana-2168	194	11	)	)	PUNCT
cana-2168	194	12	using	use	VERB
cana-2168	194	13	traditional	traditional	ADJ
cana-2168	194	14	approaches	approach	NOUN
cana-2168	194	15	;	;	PUNCT
cana-2168	194	16	nevertheless	nevertheless	ADV
cana-2168	194	17	,	,	PUNCT
cana-2168	194	18	deep	deep	ADJ
cana-2168	194	19	learning	learning	NOUN
cana-2168	194	20	and	and	CCONJ
cana-2168	194	21	reinforcement	reinforcement	NOUN
cana-2168	194	22	learning	learning	NOUN
cana-2168	194	23	demonstrated	demonstrate	VERB
cana-2168	194	24	significant	significant	ADJ
cana-2168	194	25	gains	gain	NOUN
cana-2168	194	26	(	(	PUNCT
cana-2168	194	27	30–35	30–35	NUM
cana-2168	194	28	%	%	NOUN
cana-2168	194	29	)	)	PUNCT
cana-2168	194	30	.	.	PUNCT
cana-2168	195	1	the	the	DET
cana-2168	195	2	greatest	great	ADJ
cana-2168	195	3	energy	energy	NOUN
cana-2168	195	4	savings	saving	NOUN
cana-2168	195	5	(	(	PUNCT
cana-2168	195	6	40	40	NUM
cana-2168	195	7	%	%	NOUN
cana-2168	195	8	)	)	PUNCT
cana-2168	195	9	were	be	AUX
cana-2168	195	10	achieved	achieve	VERB
cana-2168	195	11	by	by	ADP
cana-2168	195	12	a	a	DET
cana-2168	195	13	hybrid	hybrid	ADJ
cana-2168	195	14	approach	approach	NOUN
cana-2168	195	15	,	,	PUNCT
cana-2168	195	16	demonstrating	demonstrate	VERB
cana-2168	195	17	the	the	DET
cana-2168	195	18	effectiveness	effectiveness	NOUN
cana-2168	195	19	of	of	ADP
cana-2168	195	20	sophisticated	sophisticated	ADJ
cana-2168	195	21	algorithms	algorithm	NOUN
cana-2168	195	22	in	in	ADP
cana-2168	195	23	iot	iot	ADJ
cana-2168	195	24	network	network	NOUN
cana-2168	195	25	optimization	optimization	NOUN
cana-2168	195	26	.	.	PUNCT
cana-2168	196	1	to	to	PART
cana-2168	196	2	compare	compare	VERB
cana-2168	196	3	how	how	SCONJ
cana-2168	196	4	well	well	ADV
cana-2168	196	5	various	various	ADJ
cana-2168	196	6	algorithms	algorithm	NOUN
cana-2168	196	7	work	work	VERB
cana-2168	196	8	,	,	PUNCT
cana-2168	196	9	create	create	VERB
cana-2168	196	10	a	a	DET
cana-2168	196	11	bar	bar	NOUN
cana-2168	196	12	chart	chart	NOUN
cana-2168	196	13	.	.	PUNCT
cana-2168	197	1	lastly	lastly	ADV
cana-2168	197	2	,	,	PUNCT
cana-2168	197	3	transmission	transmission	NOUN
cana-2168	197	4	power	power	NOUN
cana-2168	197	5	optimization	optimization	NOUN
cana-2168	197	6	data	datum	NOUN
cana-2168	197	7	showed	show	VERB
cana-2168	197	8	that	that	SCONJ
cana-2168	197	9	energy	energy	NOUN
cana-2168	197	10	usage	usage	NOUN
cana-2168	197	11	was	be	AUX
cana-2168	197	12	greater	great	ADJ
cana-2168	197	13	during	during	ADP
cana-2168	197	14	peak	peak	NOUN
cana-2168	197	15	hours	hour	NOUN
cana-2168	197	16	and	and	CCONJ
cana-2168	197	17	lower	low	ADJ
cana-2168	197	18	during	during	ADP
cana-2168	197	19	off	off	ADP
cana-2168	197	20	-	-	PUNCT
cana-2168	197	21	peak	peak	NOUN
cana-2168	197	22	times	time	NOUN
cana-2168	197	23	.	.	PUNCT
cana-2168	198	1	15	15	NUM
cana-2168	198	2	%	%	NOUN
cana-2168	198	3	less	less	ADJ
cana-2168	198	4	energy	energy	NOUN
cana-2168	198	5	was	be	AUX
cana-2168	198	6	used	use	VERB
cana-2168	198	7	as	as	ADP
cana-2168	198	8	a	a	DET
cana-2168	198	9	consequence	consequence	NOUN
cana-2168	198	10	of	of	ADP
cana-2168	198	11	dynamically	dynamically	ADV
cana-2168	198	12	adjusting	adjust	VERB
cana-2168	198	13	gearbox	gearbox	NOUN
cana-2168	198	14	power	power	NOUN
cana-2168	198	15	using	use	VERB
cana-2168	198	16	machine	machine	NOUN
cana-2168	198	17	learning	learning	NOUN
cana-2168	198	18	.	.	PUNCT
cana-2168	199	1	a	a	DET
cana-2168	199	2	line	line	NOUN
cana-2168	199	3	graph	graph	NOUN
cana-2168	199	4	that	that	PRON
cana-2168	199	5	displays	display	VERB
cana-2168	199	6	energy	energy	NOUN
cana-2168	199	7	use	use	NOUN
cana-2168	199	8	throughout	throughout	ADP
cana-2168	199	9	the	the	DET
cana-2168	199	10	day	day	NOUN
cana-2168	199	11	may	may	AUX
cana-2168	199	12	be	be	AUX
cana-2168	199	13	used	use	VERB
cana-2168	199	14	to	to	PART
cana-2168	199	15	demonstrate	demonstrate	VERB
cana-2168	199	16	this	this	PRON
cana-2168	199	17	.	.	PUNCT
cana-2168	200	1	v.	v.	ADP
cana-2168	200	2	conclusion	conclusion	NOUN
cana-2168	200	3	the	the	DET
cana-2168	200	4	study	study	NOUN
cana-2168	200	5	"	"	PUNCT
cana-2168	200	6	energy	energy	NOUN
cana-2168	200	7	-	-	PUNCT
cana-2168	200	8	efficient	efficient	ADJ
cana-2168	200	9	iot	iot	NOUN
cana-2168	200	10	networks	network	NOUN
cana-2168	200	11	:	:	PUNCT
cana-2168	200	12	optimizing	optimize	VERB
cana-2168	200	13	resource	resource	NOUN
cana-2168	200	14	management	management	NOUN
cana-2168	200	15	through	through	ADP
cana-2168	200	16	machine	machine	NOUN
cana-2168	200	17	learning	learning	NOUN
cana-2168	200	18	"	"	PUNCT
cana-2168	200	19	demonstrates	demonstrate	VERB
cana-2168	200	20	important	important	ADJ
cana-2168	200	21	developments	development	NOUN
cana-2168	200	22	and	and	CCONJ
cana-2168	200	23	breakthroughs	breakthrough	NOUN
cana-2168	200	24	in	in	ADP
cana-2168	200	25	the	the	DET
cana-2168	200	26	areas	area	NOUN
cana-2168	200	27	of	of	ADP
cana-2168	200	28	energy	energy	NOUN
cana-2168	200	29	conservation	conservation	NOUN
cana-2168	200	30	and	and	CCONJ
cana-2168	200	31	network	network	NOUN
cana-2168	200	32	performance	performance	NOUN
cana-2168	200	33	enhancement	enhancement	NOUN
cana-2168	200	34	.	.	PUNCT
cana-2168	201	1	the	the	DET
cana-2168	201	2	necessity	necessity	NOUN
cana-2168	201	3	for	for	ADP
cana-2168	201	4	focused	focused	ADJ
cana-2168	201	5	optimization	optimization	NOUN
cana-2168	201	6	in	in	ADP
cana-2168	201	7	these	these	DET
cana-2168	201	8	areas	area	NOUN
cana-2168	201	9	is	be	AUX
cana-2168	201	10	highlighted	highlight	VERB
cana-2168	201	11	by	by	ADP
cana-2168	201	12	the	the	DET
cana-2168	201	13	clear	clear	ADJ
cana-2168	201	14	evidence	evidence	NOUN
cana-2168	201	15	that	that	SCONJ
cana-2168	201	16	gateways	gateway	NOUN
cana-2168	201	17	and	and	CCONJ
cana-2168	201	18	controllers	controller	NOUN
cana-2168	201	19	are	be	AUX
cana-2168	201	20	significant	significant	ADJ
cana-2168	201	21	contributors	contributor	NOUN
cana-2168	201	22	to	to	ADP
cana-2168	201	23	energy	energy	NOUN
cana-2168	201	24	usage	usage	NOUN
cana-2168	201	25	,	,	PUNCT
cana-2168	201	26	as	as	SCONJ
cana-2168	201	27	shown	show	VERB
cana-2168	201	28	by	by	ADP
cana-2168	201	29	a	a	DET
cana-2168	201	30	thorough	thorough	ADJ
cana-2168	201	31	study	study	NOUN
cana-2168	201	32	of	of	ADP
cana-2168	201	33	energy	energy	NOUN
cana-2168	201	34	consumption	consumption	NOUN
cana-2168	201	35	by	by	ADP
cana-2168	201	36	device	device	NOUN
cana-2168	201	37	type	type	NOUN
cana-2168	201	38	.	.	PUNCT
cana-2168	202	1	the	the	DET
cana-2168	202	2	research	research	NOUN
cana-2168	202	3	shows	show	VERB
cana-2168	202	4	that	that	SCONJ
cana-2168	202	5	as	as	SCONJ
cana-2168	202	6	compared	compare	VERB
cana-2168	202	7	to	to	ADP
cana-2168	202	8	conventional	conventional	ADJ
cana-2168	202	9	techniques	technique	NOUN
cana-2168	202	10	,	,	PUNCT
cana-2168	202	11	machine	machine	NOUN
cana-2168	202	12	learning	learning	NOUN
cana-2168	202	13	algorithms	algorithm	NOUN
cana-2168	202	14	—	—	PUNCT
cana-2168	202	15	in	in	ADP
cana-2168	202	16	particular	particular	ADJ
cana-2168	202	17	,	,	PUNCT
cana-2168	202	18	reinforcement	reinforcement	NOUN
cana-2168	202	19	and	and	CCONJ
cana-2168	202	20	deep	deep	ADJ
cana-2168	202	21	learning	learning	NOUN
cana-2168	202	22	models	model	NOUN
cana-2168	202	23	—	—	PUNCT
cana-2168	202	24	offer	offer	VERB
cana-2168	202	25	much	much	ADV
cana-2168	202	26	higher	high	ADJ
cana-2168	202	27	levels	level	NOUN
cana-2168	202	28	of	of	ADP
cana-2168	202	29	energy	energy	NOUN
cana-2168	202	30	efficiency	efficiency	NOUN
cana-2168	202	31	and	and	CCONJ
cana-2168	202	32	network	network	NOUN
cana-2168	202	33	performance	performance	NOUN
cana-2168	202	34	.	.	PUNCT
cana-2168	203	1	energy	energy	NOUN
cana-2168	203	2	efficiency	efficiency	NOUN
cana-2168	203	3	may	may	AUX
cana-2168	203	4	be	be	AUX
cana-2168	203	5	further	far	ADV
cana-2168	203	6	improved	improve	VERB
cana-2168	203	7	by	by	ADP
cana-2168	203	8	scheduling	scheduling	NOUN
cana-2168	203	9	and	and	CCONJ
cana-2168	203	10	optimizing	optimize	VERB
cana-2168	203	11	transmission	transmission	NOUN
cana-2168	203	12	communications	communication	NOUN
cana-2168	203	13	on	on	ADP
cana-2168	203	14	applied	apply	VERB
cana-2168	203	15	nonlinear	nonlinear	ADJ
cana-2168	203	16	analysis	analysis	NOUN
cana-2168	203	17	issn	issn	NOUN
cana-2168	203	18	:	:	PUNCT
cana-2168	203	19	1074	1074	NUM
cana-2168	203	20	-	-	PUNCT
cana-2168	203	21	133x	133x	NUM
cana-2168	203	22	vol	vol	NOUN
cana-2168	203	23	32	32	NUM
cana-2168	203	24	no	no	NOUN
cana-2168	203	25	.	.	PUNCT
cana-2168	204	1	1s	1s	NUM
cana-2168	204	2	(	(	PUNCT
cana-2168	204	3	2025	2025	NUM
cana-2168	204	4	)	)	PUNCT
cana-2168	204	5	313	313	NUM
cana-2168	204	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2168	204	7	power	power	NOUN
cana-2168	204	8	,	,	PUNCT
cana-2168	204	9	which	which	PRON
cana-2168	204	10	shows	show	VERB
cana-2168	204	11	how	how	SCONJ
cana-2168	204	12	machine	machine	NOUN
cana-2168	204	13	learning	learning	NOUN
cana-2168	204	14	can	can	AUX
cana-2168	204	15	dynamically	dynamically	ADV
cana-2168	204	16	change	change	VERB
cana-2168	204	17	parameters	parameter	NOUN
cana-2168	204	18	to	to	PART
cana-2168	204	19	match	match	VERB
cana-2168	204	20	network	network	NOUN
cana-2168	204	21	circumstances	circumstance	NOUN
cana-2168	204	22	.	.	PUNCT
cana-2168	205	1	the	the	DET
cana-2168	205	2	contrast	contrast	NOUN
cana-2168	205	3	between	between	ADP
cana-2168	205	4	energy	energy	NOUN
cana-2168	205	5	use	use	NOUN
cana-2168	205	6	and	and	CCONJ
cana-2168	205	7	harvesting	harvesting	NOUN
cana-2168	205	8	further	far	ADV
cana-2168	205	9	emphasizes	emphasize	VERB
cana-2168	205	10	how	how	SCONJ
cana-2168	205	11	crucial	crucial	ADJ
cana-2168	205	12	it	it	PRON
cana-2168	205	13	is	be	AUX
cana-2168	205	14	to	to	PART
cana-2168	205	15	include	include	VERB
cana-2168	205	16	renewable	renewable	ADJ
cana-2168	205	17	energy	energy	NOUN
cana-2168	205	18	sources	source	NOUN
cana-2168	205	19	into	into	ADP
cana-2168	205	20	internet	internet	NOUN
cana-2168	205	21	of	of	ADP
cana-2168	205	22	things	thing	NOUN
cana-2168	205	23	networks	network	NOUN
cana-2168	205	24	.	.	PUNCT
cana-2168	206	1	maintaining	maintain	VERB
cana-2168	206	2	low	low	ADJ
cana-2168	206	3	energy	energy	NOUN
cana-2168	206	4	consumption	consumption	NOUN
cana-2168	206	5	depends	depend	VERB
cana-2168	206	6	on	on	ADP
cana-2168	206	7	the	the	DET
cana-2168	206	8	effective	effective	ADJ
cana-2168	206	9	utilization	utilization	NOUN
cana-2168	206	10	of	of	ADP
cana-2168	206	11	gathered	gather	VERB
cana-2168	206	12	energy	energy	NOUN
cana-2168	206	13	and	and	CCONJ
cana-2168	206	14	the	the	DET
cana-2168	206	15	allocation	allocation	NOUN
cana-2168	206	16	of	of	ADP
cana-2168	206	17	available	available	ADJ
cana-2168	206	18	resources	resource	NOUN
cana-2168	206	19	.	.	PUNCT
cana-2168	207	1	all	all	DET
cana-2168	207	2	things	thing	NOUN
cana-2168	207	3	considered	consider	VERB
cana-2168	207	4	,	,	PUNCT
cana-2168	207	5	incorporating	incorporate	VERB
cana-2168	207	6	machine	machine	NOUN
cana-2168	207	7	learning	learning	NOUN
cana-2168	207	8	into	into	ADP
cana-2168	207	9	resource	resource	NOUN
cana-2168	207	10	management	management	NOUN
cana-2168	207	11	offers	offer	VERB
cana-2168	207	12	a	a	DET
cana-2168	207	13	viable	viable	ADJ
cana-2168	207	14	way	way	NOUN
cana-2168	207	15	to	to	PART
cana-2168	207	16	create	create	VERB
cana-2168	207	17	internet	internet	NOUN
cana-2168	207	18	of	of	ADP
cana-2168	207	19	things	thing	NOUN
cana-2168	207	20	networks	network	NOUN
cana-2168	207	21	that	that	PRON
cana-2168	207	22	use	use	VERB
cana-2168	207	23	less	less	ADJ
cana-2168	207	24	energy	energy	NOUN
cana-2168	207	25	.	.	PUNCT
cana-2168	208	1	through	through	ADP
cana-2168	208	2	the	the	DET
cana-2168	208	3	use	use	NOUN
cana-2168	208	4	of	of	ADP
cana-2168	208	5	sophisticated	sophisticated	ADJ
cana-2168	208	6	algorithms	algorithm	NOUN
cana-2168	208	7	and	and	CCONJ
cana-2168	208	8	the	the	DET
cana-2168	208	9	optimization	optimization	NOUN
cana-2168	208	10	of	of	ADP
cana-2168	208	11	many	many	ADJ
cana-2168	208	12	energy	energy	NOUN
cana-2168	208	13	-	-	PUNCT
cana-2168	208	14	related	relate	VERB
cana-2168	208	15	factors	factor	NOUN
cana-2168	208	16	,	,	PUNCT
cana-2168	208	17	our	our	PRON
cana-2168	208	18	study	study	NOUN
cana-2168	208	19	aids	aid	NOUN
cana-2168	208	20	in	in	ADP
cana-2168	208	21	the	the	DET
cana-2168	208	22	creation	creation	NOUN
cana-2168	208	23	of	of	ADP
cana-2168	208	24	sustainable	sustainable	ADJ
cana-2168	208	25	internet	internet	NOUN
cana-2168	208	26	of	of	ADP
cana-2168	208	27	things	thing	NOUN
cana-2168	208	28	systems	system	NOUN
cana-2168	208	29	that	that	PRON
cana-2168	208	30	can	can	AUX
cana-2168	208	31	manage	manage	VERB
cana-2168	208	32	the	the	DET
cana-2168	208	33	growing	grow	VERB
cana-2168	208	34	demands	demand	NOUN
cana-2168	208	35	of	of	ADP
cana-2168	208	36	contemporary	contemporary	ADJ
cana-2168	208	37	technology	technology	NOUN
cana-2168	208	38	while	while	SCONJ
cana-2168	208	39	reducing	reduce	VERB
cana-2168	208	40	their	their	PRON
cana-2168	208	41	ecological	ecological	ADJ
cana-2168	208	42	footprint	footprint	NOUN
cana-2168	208	43	.	.	PUNCT
cana-2168	209	1	references	reference	NOUN
cana-2168	209	2	[	[	X
cana-2168	209	3	1	1	NUM
cana-2168	209	4	]	]	PUNCT
cana-2168	209	5	nguyen	nguyen	NOUN
cana-2168	209	6	et	et	PROPN
cana-2168	209	7	al	al	PROPN
cana-2168	209	8	.	.	PROPN
cana-2168	209	9	,	,	PUNCT
cana-2168	209	10	"	"	PUNCT
cana-2168	209	11	federated	federated	ADJ
cana-2168	209	12	learning	learning	NOUN
cana-2168	209	13	for	for	ADP
cana-2168	209	14	energy	energy	NOUN
cana-2168	209	15	-	-	PUNCT
cana-2168	209	16	efficient	efficient	ADJ
cana-2168	209	17	iot	iot	NOUN
cana-2168	209	18	networks	network	NOUN
cana-2168	209	19	,	,	PUNCT
cana-2168	209	20	"	"	PUNCT
cana-2168	209	21	ieee	ieee	NOUN
cana-2168	209	22	wireless	wireless	ADJ
cana-2168	209	23	communications	communication	NOUN
cana-2168	209	24	letters	letter	NOUN
cana-2168	209	25	,	,	PUNCT
cana-2168	209	26	vol	vol	NOUN
cana-2168	209	27	.	.	PROPN
cana-2168	209	28	7	7	NUM
cana-2168	209	29	,	,	PUNCT
cana-2168	209	30	no	no	INTJ
cana-2168	209	31	.	.	NOUN
cana-2168	209	32	2	2	NUM
cana-2168	209	33	,	,	PUNCT
cana-2168	209	34	pp	pp	ADJ
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cana-2168	229	3	]	]	X
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cana-2168	229	5	et	et	PROPN
cana-2168	229	6	al	al	PROPN
cana-2168	229	7	.	.	PROPN
cana-2168	229	8	,	,	PUNCT
cana-2168	229	9	"	"	PUNCT
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cana-2168	229	11	reinforcement	reinforcement	NOUN
cana-2168	229	12	learning	learning	NOUN
cana-2168	229	13	for	for	ADP
cana-2168	229	14	energy	energy	NOUN
cana-2168	229	15	-	-	PUNCT
cana-2168	229	16	efficient	efficient	ADJ
cana-2168	229	17	iot	iot	NOUN
cana-2168	229	18	networks	network	NOUN
cana-2168	229	19	,	,	PUNCT
cana-2168	229	20	"	"	PUNCT
cana-2168	229	21	ieee	ieee	NOUN
cana-2168	229	22	transactions	transaction	NOUN
cana-2168	229	23	on	on	ADP
cana-2168	229	24	green	green	ADJ
cana-2168	229	25	communications	communication	NOUN
cana-2168	229	26	and	and	CCONJ
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cana-2168	230	2	13	13	NUM
cana-2168	230	3	]	]	PUNCT
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cana-2168	230	17	energy	energy	NOUN
cana-2168	230	18	-	-	PUNCT
cana-2168	230	19	efficient	efficient	ADJ
cana-2168	230	20	iot	iot	NOUN
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cana-2168	230	22	"	"	PUNCT
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cana-2168	230	30	.	.	PROPN
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cana-2168	231	2	-	-	SYM
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cana-2168	231	4	,	,	PUNCT
cana-2168	231	5	2024	2024	NUM
cana-2168	231	6	.	.	PUNCT