id	sid	tid	token	lemma	pos
cana-5218	1	1	communications	communication	NOUN
cana-5218	1	2	on	on	ADP
cana-5218	1	3	applied	apply	VERB
cana-5218	1	4	nonlinear	nonlinear	ADJ
cana-5218	1	5	analysis	analysis	NOUN
cana-5218	1	6	issn	issn	NOUN
cana-5218	1	7	:	:	PUNCT
cana-5218	1	8	1074	1074	NUM
cana-5218	1	9	-	-	PUNCT
cana-5218	1	10	133x	133x	NUM
cana-5218	1	11	vol	vol	VERB
cana-5218	1	12	32	32	NUM
cana-5218	1	13	no	no	NOUN
cana-5218	1	14	.	.	PUNCT
cana-5218	2	1	10s	10	NOUN
cana-5218	2	2	(	(	PUNCT
cana-5218	2	3	2025	2025	NUM
cana-5218	2	4	)	)	PUNCT
cana-5218	2	5	1188	1188	NUM
cana-5218	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5218	2	7	accelerometer	accelerometer	NOUN
cana-5218	2	8	-	-	PUNCT
cana-5218	2	9	based	base	VERB
cana-5218	2	10	motion	motion	NOUN
cana-5218	2	11	recognition	recognition	NOUN
cana-5218	2	12	and	and	CCONJ
cana-5218	2	13	alerting	alert	VERB
cana-5218	2	14	system	system	NOUN
cana-5218	2	15	for	for	ADP
cana-5218	2	16	abnormal	abnormal	ADJ
cana-5218	2	17	activity	activity	NOUN
cana-5218	2	18	detection	detection	NOUN
cana-5218	2	19	in	in	ADP
cana-5218	2	20	dynamic	dynamic	ADJ
cana-5218	2	21	environments	environment	NOUN
cana-5218	2	22	1mr	1mr	NOUN
cana-5218	2	23	.	.	PUNCT
cana-5218	3	1	mayur	mayur	PROPN
cana-5218	3	2	sambhaji	sambhaji	PROPN
cana-5218	3	3	nanekar	nanekar	PROPN
cana-5218	3	4	,	,	PUNCT
cana-5218	3	5	2prof	2prof	NUM
cana-5218	3	6	.	.	PUNCT
cana-5218	4	1	dr	dr	PROPN
cana-5218	4	2	.	.	PROPN
cana-5218	4	3	monika	monika	PROPN
cana-5218	4	4	rokade	rokade	PROPN
cana-5218	4	5	,	,	PUNCT
cana-5218	4	6	3prof	3prof	NUM
cana-5218	4	7	.	.	PUNCT
cana-5218	5	1	dr	dr	PROPN
cana-5218	5	2	.	.	PROPN
cana-5218	5	3	sunil	sunil	PROPN
cana-5218	5	4	khatal	khatal	PROPN
cana-5218	5	5	1department	1department	NUM
cana-5218	5	6	of	of	ADP
cana-5218	5	7	computer	computer	NOUN
cana-5218	5	8	engineering	engineering	NOUN
cana-5218	5	9	,	,	PUNCT
cana-5218	5	10	sharadchandra	sharadchandra	PROPN
cana-5218	5	11	pawar	pawar	PROPN
cana-5218	5	12	college	college	PROPN
cana-5218	5	13	of	of	ADP
cana-5218	5	14	engineering	engineering	PROPN
cana-5218	5	15	,	,	PUNCT
cana-5218	5	16	dumbarwadi	dumbarwadi	NOUN
cana-5218	5	17	,	,	PUNCT
cana-5218	5	18	otur	otur	NOUN
cana-5218	5	19	,	,	PUNCT
cana-5218	5	20	pune	pune	NOUN
cana-5218	5	21	,	,	PUNCT
cana-5218	5	22	india	india	PROPN
cana-5218	5	23	m.nanekar@nanosoftrd.com	m.nanekar@nanosoftrd.com	X
cana-5218	6	1	2department	2department	NUM
cana-5218	6	2	of	of	ADP
cana-5218	6	3	computer	computer	NOUN
cana-5218	6	4	engineering	engineering	NOUN
cana-5218	6	5	,	,	PUNCT
cana-5218	6	6	sharadchandra	sharadchandra	PROPN
cana-5218	6	7	pawar	pawar	PROPN
cana-5218	6	8	college	college	PROPN
cana-5218	6	9	of	of	ADP
cana-5218	6	10	engineering	engineering	PROPN
cana-5218	6	11	,	,	PUNCT
cana-5218	6	12	dumbarwadi	dumbarwadi	NOUN
cana-5218	6	13	,	,	PUNCT
cana-5218	6	14	otur	otur	NOUN
cana-5218	6	15	,	,	PUNCT
cana-5218	6	16	pune	pune	NOUN
cana-5218	6	17	,	,	PUNCT
cana-5218	6	18	india	india	PROPN
cana-5218	6	19	monikarokade4@gmail.com	monikarokade4@gmail.com	PROPN
cana-5218	6	20	3hod	3hod	NOUN
cana-5218	6	21	,	,	PUNCT
cana-5218	6	22	department	department	NOUN
cana-5218	6	23	of	of	ADP
cana-5218	6	24	computer	computer	NOUN
cana-5218	6	25	engineering	engineering	NOUN
cana-5218	6	26	,	,	PUNCT
cana-5218	6	27	sharadchandra	sharadchandra	PROPN
cana-5218	6	28	pawar	pawar	PROPN
cana-5218	6	29	college	college	PROPN
cana-5218	6	30	of	of	ADP
cana-5218	6	31	engineering	engineering	PROPN
cana-5218	6	32	,	,	PUNCT
cana-5218	6	33	dumbarwadi	dumbarwadi	NOUN
cana-5218	6	34	,	,	PUNCT
cana-5218	6	35	otur	otur	NOUN
cana-5218	6	36	,	,	PUNCT
cana-5218	6	37	pune	pune	NOUN
cana-5218	6	38	,	,	PUNCT
cana-5218	6	39	india	india	PROPN
cana-5218	6	40	khatalsunil88@gmail.com	khatalsunil88@gmail.com	PROPN
cana-5218	6	41	article	article	NOUN
cana-5218	6	42	history	history	NOUN
cana-5218	6	43	:	:	PUNCT
cana-5218	6	44	received	receive	VERB
cana-5218	6	45	:	:	PUNCT
cana-5218	6	46	12	12	NUM
cana-5218	6	47	-	-	SYM
cana-5218	6	48	01	01	NUM
cana-5218	6	49	-	-	PUNCT
cana-5218	6	50	2025	2025	NUM
cana-5218	6	51	revised	revise	VERB
cana-5218	6	52	:	:	PUNCT
cana-5218	6	53	15	15	NUM
cana-5218	6	54	-	-	NUM
cana-5218	6	55	02	02	NUM
cana-5218	6	56	-	-	PUNCT
cana-5218	6	57	2025	2025	NUM
cana-5218	6	58	accepted	accept	VERB
cana-5218	6	59	:	:	PUNCT
cana-5218	6	60	01	01	NUM
cana-5218	6	61	-	-	SYM
cana-5218	6	62	03	03	NUM
cana-5218	6	63	-	-	PUNCT
cana-5218	6	64	2025	2025	NUM
cana-5218	6	65	abstract	abstract	NOUN
cana-5218	6	66	:	:	PUNCT
cana-5218	7	1	anomaly	anomaly	NOUN
cana-5218	7	2	detection	detection	NOUN
cana-5218	7	3	(	(	PUNCT
cana-5218	7	4	ad	ad	NOUN
cana-5218	7	5	)	)	PUNCT
cana-5218	7	6	plays	play	VERB
cana-5218	7	7	a	a	DET
cana-5218	7	8	crucial	crucial	ADJ
cana-5218	7	9	role	role	NOUN
cana-5218	7	10	in	in	ADP
cana-5218	7	11	identifying	identify	VERB
cana-5218	7	12	patterns	pattern	NOUN
cana-5218	7	13	in	in	ADP
cana-5218	7	14	data	datum	NOUN
cana-5218	7	15	that	that	PRON
cana-5218	7	16	deviate	deviate	VERB
cana-5218	7	17	from	from	ADP
cana-5218	7	18	expected	expect	VERB
cana-5218	7	19	behavior	behavior	NOUN
cana-5218	7	20	,	,	PUNCT
cana-5218	7	21	especially	especially	ADV
cana-5218	7	22	in	in	ADP
cana-5218	7	23	industrial	industrial	ADJ
cana-5218	7	24	environments	environment	NOUN
cana-5218	7	25	where	where	SCONJ
cana-5218	7	26	equipment	equipment	NOUN
cana-5218	7	27	failures	failure	NOUN
cana-5218	7	28	can	can	AUX
cana-5218	7	29	severely	severely	ADV
cana-5218	7	30	disrupt	disrupt	VERB
cana-5218	7	31	productivity	productivity	NOUN
cana-5218	7	32	.	.	PUNCT
cana-5218	8	1	to	to	PART
cana-5218	8	2	address	address	VERB
cana-5218	8	3	such	such	ADJ
cana-5218	8	4	challenges	challenge	NOUN
cana-5218	8	5	in	in	ADP
cana-5218	8	6	real	real	ADJ
cana-5218	8	7	-	-	PUNCT
cana-5218	8	8	time	time	NOUN
cana-5218	8	9	and	and	CCONJ
cana-5218	8	10	resourceconstrained	resourceconstraine	VERB
cana-5218	8	11	settings	setting	NOUN
cana-5218	8	12	,	,	PUNCT
cana-5218	8	13	tiny	tiny	ADJ
cana-5218	8	14	machine	machine	NOUN
cana-5218	8	15	learning	learning	NOUN
cana-5218	8	16	(	(	PUNCT
cana-5218	8	17	tinyml	tinyml	ADJ
cana-5218	8	18	)	)	PUNCT
cana-5218	8	19	has	have	AUX
cana-5218	8	20	emerged	emerge	VERB
cana-5218	8	21	as	as	ADP
cana-5218	8	22	a	a	DET
cana-5218	8	23	promising	promising	ADJ
cana-5218	8	24	solution	solution	NOUN
cana-5218	8	25	.	.	PUNCT
cana-5218	9	1	this	this	DET
cana-5218	9	2	paper	paper	NOUN
cana-5218	9	3	presents	present	VERB
cana-5218	9	4	the	the	DET
cana-5218	9	5	design	design	NOUN
cana-5218	9	6	and	and	CCONJ
cana-5218	9	7	implementation	implementation	NOUN
cana-5218	9	8	of	of	ADP
cana-5218	9	9	a	a	DET
cana-5218	9	10	real	real	ADJ
cana-5218	9	11	-	-	PUNCT
cana-5218	9	12	time	time	NOUN
cana-5218	9	13	activity	activity	NOUN
cana-5218	9	14	recognition	recognition	NOUN
cana-5218	9	15	and	and	CCONJ
cana-5218	9	16	abnormal	abnormal	ADJ
cana-5218	9	17	motion	motion	NOUN
cana-5218	9	18	detection	detection	NOUN
cana-5218	9	19	system	system	NOUN
cana-5218	9	20	using	use	VERB
cana-5218	9	21	accelerometer	accelerometer	NOUN
cana-5218	9	22	data	datum	NOUN
cana-5218	9	23	and	and	CCONJ
cana-5218	9	24	edgebased	edgebase	VERB
cana-5218	9	25	machine	machine	NOUN
cana-5218	9	26	learning	learning	NOUN
cana-5218	9	27	,	,	PUNCT
cana-5218	9	28	specifically	specifically	ADV
cana-5218	9	29	optimized	optimize	VERB
cana-5218	9	30	through	through	ADP
cana-5218	9	31	tinyml	tinyml	ADJ
cana-5218	9	32	techniques	technique	NOUN
cana-5218	9	33	.	.	PUNCT
cana-5218	10	1	the	the	DET
cana-5218	10	2	system	system	NOUN
cana-5218	10	3	comprises	comprise	VERB
cana-5218	10	4	eight	eight	NUM
cana-5218	10	5	modular	modular	ADJ
cana-5218	10	6	components	component	NOUN
cana-5218	10	7	:	:	PUNCT
cana-5218	10	8	motion	motion	NOUN
cana-5218	10	9	sensing	sense	VERB
cana-5218	10	10	via	via	ADP
cana-5218	10	11	a	a	DET
cana-5218	10	12	3	3	NUM
cana-5218	10	13	-	-	PUNCT
cana-5218	10	14	axis	axis	NOUN
cana-5218	10	15	accelerometer	accelerometer	NOUN
cana-5218	10	16	,	,	PUNCT
cana-5218	10	17	continuous	continuous	ADJ
cana-5218	10	18	data	datum	NOUN
cana-5218	10	19	acquisition	acquisition	NOUN
cana-5218	10	20	,	,	PUNCT
cana-5218	10	21	signal	signal	NOUN
cana-5218	10	22	preprocessing	preprocessing	NOUN
cana-5218	10	23	,	,	PUNCT
cana-5218	10	24	efficient	efficient	ADJ
cana-5218	10	25	inference	inference	NOUN
cana-5218	10	26	through	through	ADP
cana-5218	10	27	tensorflow	tensorflow	NOUN
cana-5218	10	28	lite	lite	NOUN
cana-5218	10	29	,	,	PUNCT
cana-5218	10	30	activity	activity	NOUN
cana-5218	10	31	classification	classification	NOUN
cana-5218	10	32	,	,	PUNCT
cana-5218	10	33	command	command	NOUN
cana-5218	10	34	response	response	NOUN
cana-5218	10	35	control	control	NOUN
cana-5218	10	36	,	,	PUNCT
cana-5218	10	37	alert	alert	ADJ
cana-5218	10	38	generation	generation	NOUN
cana-5218	10	39	using	use	VERB
cana-5218	10	40	leds	led	NOUN
cana-5218	10	41	and	and	CCONJ
cana-5218	10	42	buzzers	buzzer	NOUN
cana-5218	10	43	,	,	PUNCT
cana-5218	10	44	and	and	CCONJ
cana-5218	10	45	a	a	DET
cana-5218	10	46	continuous	continuous	ADJ
cana-5218	10	47	monitoring	monitoring	NOUN
cana-5218	10	48	loop	loop	NOUN
cana-5218	10	49	.	.	PUNCT
cana-5218	11	1	motion	motion	NOUN
cana-5218	11	2	signals	signal	NOUN
cana-5218	11	3	are	be	AUX
cana-5218	11	4	processed	process	VERB
cana-5218	11	5	to	to	PART
cana-5218	11	6	extract	extract	VERB
cana-5218	11	7	statistical	statistical	ADJ
cana-5218	11	8	and	and	CCONJ
cana-5218	11	9	temporal	temporal	ADJ
cana-5218	11	10	features	feature	NOUN
cana-5218	11	11	,	,	PUNCT
cana-5218	11	12	which	which	PRON
cana-5218	11	13	serve	serve	VERB
cana-5218	11	14	as	as	ADP
cana-5218	11	15	input	input	NOUN
cana-5218	11	16	to	to	ADP
cana-5218	11	17	a	a	DET
cana-5218	11	18	pre	pre	ADJ
cana-5218	11	19	-	-	ADJ
cana-5218	11	20	trained	train	VERB
cana-5218	11	21	lightweight	lightweight	ADJ
cana-5218	11	22	machine	machine	NOUN
cana-5218	11	23	learning	learning	NOUN
cana-5218	11	24	model	model	NOUN
cana-5218	11	25	designed	design	VERB
cana-5218	11	26	for	for	ADP
cana-5218	11	27	real	real	ADJ
cana-5218	11	28	-	-	PUNCT
cana-5218	11	29	time	time	NOUN
cana-5218	11	30	inference	inference	NOUN
cana-5218	11	31	on	on	ADP
cana-5218	11	32	low	low	ADJ
cana-5218	11	33	-	-	PUNCT
cana-5218	11	34	power	power	NOUN
cana-5218	11	35	embedded	embed	VERB
cana-5218	11	36	devices	device	NOUN
cana-5218	11	37	.	.	PUNCT
cana-5218	12	1	the	the	DET
cana-5218	12	2	tinyml	tinyml	ADJ
cana-5218	12	3	model	model	NOUN
cana-5218	12	4	,	,	PUNCT
cana-5218	12	5	trained	train	VERB
cana-5218	12	6	on	on	ADP
cana-5218	12	7	a	a	DET
cana-5218	12	8	labeled	label	VERB
cana-5218	12	9	dataset	dataset	NOUN
cana-5218	12	10	of	of	ADP
cana-5218	12	11	human	human	ADJ
cana-5218	12	12	activity	activity	NOUN
cana-5218	12	13	patterns	pattern	NOUN
cana-5218	12	14	,	,	PUNCT
cana-5218	12	15	achieved	achieve	VERB
cana-5218	12	16	a	a	DET
cana-5218	12	17	detection	detection	NOUN
cana-5218	12	18	accuracy	accuracy	NOUN
cana-5218	12	19	of	of	ADP
cana-5218	12	20	98.8	98.8	NUM
cana-5218	12	21	%	%	NOUN
cana-5218	12	22	in	in	ADP
cana-5218	12	23	distinguishing	distinguish	VERB
cana-5218	12	24	between	between	ADP
cana-5218	12	25	normal	normal	ADJ
cana-5218	12	26	and	and	CCONJ
cana-5218	12	27	abnormal	abnormal	ADJ
cana-5218	12	28	movements	movement	NOUN
cana-5218	12	29	such	such	ADJ
cana-5218	12	30	as	as	ADP
cana-5218	12	31	falls	fall	NOUN
cana-5218	12	32	,	,	PUNCT
cana-5218	12	33	sudden	sudden	ADJ
cana-5218	12	34	jolts	jolt	NOUN
cana-5218	12	35	,	,	PUNCT
cana-5218	12	36	or	or	CCONJ
cana-5218	12	37	prolonged	prolong	VERB
cana-5218	12	38	inactivity	inactivity	NOUN
cana-5218	12	39	.	.	PUNCT
cana-5218	13	1	the	the	DET
cana-5218	13	2	model	model	NOUN
cana-5218	13	3	’s	’s	PART
cana-5218	13	4	performance	performance	NOUN
cana-5218	13	5	,	,	PUNCT
cana-5218	13	6	measured	measure	VERB
cana-5218	13	7	through	through	ADP
cana-5218	13	8	precision	precision	NOUN
cana-5218	13	9	,	,	PUNCT
cana-5218	13	10	recall	recall	NOUN
cana-5218	13	11	,	,	PUNCT
cana-5218	13	12	and	and	CCONJ
cana-5218	13	13	f1	f1	ADJ
cana-5218	13	14	-	-	PUNCT
cana-5218	13	15	score	score	NOUN
cana-5218	13	16	metrics	metric	NOUN
cana-5218	13	17	,	,	PUNCT
cana-5218	13	18	indicates	indicate	VERB
cana-5218	13	19	strong	strong	ADJ
cana-5218	13	20	generalization	generalization	NOUN
cana-5218	13	21	and	and	CCONJ
cana-5218	13	22	reliability	reliability	NOUN
cana-5218	13	23	for	for	ADP
cana-5218	13	24	edge	edge	NOUN
cana-5218	13	25	deployment	deployment	NOUN
cana-5218	13	26	.	.	PUNCT
cana-5218	14	1	abnormal	abnormal	ADJ
cana-5218	14	2	activity	activity	NOUN
cana-5218	14	3	triggers	trigger	VERB
cana-5218	14	4	an	an	DET
cana-5218	14	5	immediate	immediate	ADJ
cana-5218	14	6	hardware	hardware	NOUN
cana-5218	14	7	response	response	NOUN
cana-5218	14	8	via	via	ADP
cana-5218	14	9	audiovisual	audiovisual	ADJ
cana-5218	14	10	cues	cue	NOUN
cana-5218	14	11	,	,	PUNCT
cana-5218	14	12	facilitating	facilitate	VERB
cana-5218	14	13	timely	timely	ADJ
cana-5218	14	14	interventions	intervention	NOUN
cana-5218	14	15	in	in	ADP
cana-5218	14	16	sensitive	sensitive	ADJ
cana-5218	14	17	environments	environment	NOUN
cana-5218	14	18	such	such	ADJ
cana-5218	14	19	as	as	ADP
cana-5218	14	20	elderly	elderly	ADJ
cana-5218	14	21	care	care	NOUN
cana-5218	14	22	,	,	PUNCT
cana-5218	14	23	occupational	occupational	ADJ
cana-5218	14	24	safety	safety	NOUN
cana-5218	14	25	,	,	PUNCT
cana-5218	14	26	or	or	CCONJ
cana-5218	14	27	remote	remote	ADJ
cana-5218	14	28	health	health	NOUN
cana-5218	14	29	monitoring	monitoring	NOUN
cana-5218	14	30	.	.	PUNCT
cana-5218	15	1	mathematical	mathematical	ADJ
cana-5218	15	2	underpinnings	underpinning	NOUN
cana-5218	15	3	of	of	ADP
cana-5218	15	4	the	the	DET
cana-5218	15	5	system	system	NOUN
cana-5218	15	6	,	,	PUNCT
cana-5218	15	7	including	include	VERB
cana-5218	15	8	signal	signal	NOUN
cana-5218	15	9	transformation	transformation	NOUN
cana-5218	15	10	,	,	PUNCT
cana-5218	15	11	feature	feature	NOUN
cana-5218	15	12	extraction	extraction	NOUN
cana-5218	15	13	,	,	PUNCT
cana-5218	15	14	and	and	CCONJ
cana-5218	15	15	binary	binary	ADJ
cana-5218	15	16	classification	classification	NOUN
cana-5218	15	17	logic	logic	NOUN
cana-5218	15	18	,	,	PUNCT
cana-5218	15	19	are	be	AUX
cana-5218	15	20	explored	explore	VERB
cana-5218	15	21	in	in	ADP
cana-5218	15	22	detail	detail	NOUN
cana-5218	15	23	.	.	PUNCT
cana-5218	16	1	the	the	DET
cana-5218	16	2	system	system	NOUN
cana-5218	16	3	operates	operate	VERB
cana-5218	16	4	entirely	entirely	ADV
cana-5218	16	5	offline	offline	ADJ
cana-5218	16	6	,	,	PUNCT
cana-5218	16	7	requiring	require	VERB
cana-5218	16	8	no	no	DET
cana-5218	16	9	external	external	ADJ
cana-5218	16	10	cloud	cloud	NOUN
cana-5218	16	11	connectivity	connectivity	NOUN
cana-5218	16	12	,	,	PUNCT
cana-5218	16	13	and	and	CCONJ
cana-5218	16	14	supports	support	VERB
cana-5218	16	15	continuous	continuous	ADJ
cana-5218	16	16	monitoring	monitoring	NOUN
cana-5218	16	17	with	with	ADP
cana-5218	16	18	minimal	minimal	ADJ
cana-5218	16	19	latency	latency	NOUN
cana-5218	16	20	and	and	CCONJ
cana-5218	16	21	energy	energy	NOUN
cana-5218	16	22	consumption	consumption	NOUN
cana-5218	16	23	.	.	PUNCT
cana-5218	17	1	keywords	keyword	NOUN
cana-5218	17	2	:	:	PUNCT
cana-5218	17	3	tinyml	tinyml	ADJ
cana-5218	17	4	,	,	PUNCT
cana-5218	17	5	activity	activity	NOUN
cana-5218	17	6	recognition	recognition	NOUN
cana-5218	17	7	,	,	PUNCT
cana-5218	17	8	abnormal	abnormal	ADJ
cana-5218	17	9	motion	motion	NOUN
cana-5218	17	10	detection	detection	NOUN
cana-5218	17	11	,	,	PUNCT
cana-5218	17	12	accelerometer	accelerometer	NOUN
cana-5218	17	13	sensor	sensor	NOUN
cana-5218	17	14	,	,	PUNCT
cana-5218	17	15	edge	edge	NOUN
cana-5218	17	16	computing	computing	NOUN
cana-5218	17	17	,	,	PUNCT
cana-5218	17	18	real	real	ADJ
cana-5218	17	19	-	-	PUNCT
cana-5218	17	20	time	time	NOUN
cana-5218	17	21	monitoring	monitoring	NOUN
cana-5218	17	22	.	.	PUNCT
cana-5218	18	1	introduction	introduction	NOUN
cana-5218	18	2	in	in	ADP
cana-5218	18	3	recent	recent	ADJ
cana-5218	18	4	years	year	NOUN
cana-5218	18	5	,	,	PUNCT
cana-5218	18	6	the	the	DET
cana-5218	18	7	integration	integration	NOUN
cana-5218	18	8	of	of	ADP
cana-5218	18	9	intelligent	intelligent	ADJ
cana-5218	18	10	systems	system	NOUN
cana-5218	18	11	into	into	ADP
cana-5218	18	12	industrial	industrial	ADJ
cana-5218	18	13	applications	application	NOUN
cana-5218	18	14	has	have	AUX
cana-5218	18	15	become	become	VERB
cana-5218	18	16	increasingly	increasingly	ADV
cana-5218	18	17	critical	critical	ADJ
cana-5218	18	18	for	for	ADP
cana-5218	18	19	ensuring	ensure	VERB
cana-5218	18	20	operational	operational	ADJ
cana-5218	18	21	efficiency	efficiency	NOUN
cana-5218	18	22	and	and	CCONJ
cana-5218	18	23	minimizing	minimize	VERB
cana-5218	18	24	downtime	downtime	NOUN
cana-5218	18	25	.	.	PUNCT
cana-5218	19	1	one	one	NUM
cana-5218	19	2	of	of	ADP
cana-5218	19	3	the	the	DET
cana-5218	19	4	most	most	ADV
cana-5218	19	5	vital	vital	ADJ
cana-5218	19	6	components	component	NOUN
cana-5218	19	7	in	in	ADP
cana-5218	19	8	achieving	achieve	VERB
cana-5218	19	9	this	this	DET
cana-5218	19	10	goal	goal	NOUN
cana-5218	19	11	is	be	AUX
cana-5218	19	12	the	the	DET
cana-5218	19	13	ability	ability	NOUN
cana-5218	19	14	to	to	PART
cana-5218	19	15	detect	detect	VERB
cana-5218	19	16	anomalies	anomaly	NOUN
cana-5218	19	17	in	in	ADP
cana-5218	19	18	system	system	NOUN
cana-5218	19	19	behavior	behavior	NOUN
cana-5218	19	20	before	before	SCONJ
cana-5218	19	21	they	they	PRON
cana-5218	19	22	lead	lead	VERB
cana-5218	19	23	to	to	ADP
cana-5218	19	24	significant	significant	ADJ
cana-5218	19	25	malfunctions	malfunction	NOUN
cana-5218	19	26	or	or	CCONJ
cana-5218	19	27	failures	failure	NOUN
cana-5218	19	28	.	.	PUNCT
cana-5218	20	1	anomaly	anomaly	NOUN
cana-5218	20	2	detection	detection	NOUN
cana-5218	20	3	(	(	PUNCT
cana-5218	20	4	ad	ad	NOUN
cana-5218	20	5	)	)	PUNCT
cana-5218	20	6	,	,	PUNCT
cana-5218	20	7	which	which	PRON
cana-5218	20	8	involves	involve	VERB
cana-5218	20	9	identifying	identify	VERB
cana-5218	20	10	patterns	pattern	NOUN
cana-5218	20	11	in	in	ADP
cana-5218	20	12	data	datum	NOUN
cana-5218	20	13	that	that	PRON
cana-5218	20	14	deviate	deviate	VERB
cana-5218	20	15	from	from	ADP
cana-5218	20	16	the	the	DET
cana-5218	20	17	expected	expect	VERB
cana-5218	20	18	behavior	behavior	NOUN
cana-5218	20	19	,	,	PUNCT
cana-5218	20	20	is	be	AUX
cana-5218	20	21	a	a	DET
cana-5218	20	22	core	core	NOUN
cana-5218	20	23	technique	technique	NOUN
cana-5218	20	24	in	in	ADP
cana-5218	20	25	predictive	predictive	ADJ
cana-5218	20	26	maintenance	maintenance	NOUN
cana-5218	20	27	mailto:m.nanekar@nanosoftrd.com	mailto:m.nanekar@nanosoftrd.com	X
cana-5218	20	28	mailto:monikarokade4@gmail.com	mailto:monikarokade4@gmail.com	X
cana-5218	20	29	mailto:khatalsunil88@gmail.com	mailto:khatalsunil88@gmail.com	PROPN
cana-5218	20	30	communications	communication	NOUN
cana-5218	20	31	on	on	ADP
cana-5218	20	32	applied	apply	VERB
cana-5218	20	33	nonlinear	nonlinear	ADJ
cana-5218	20	34	analysis	analysis	NOUN
cana-5218	20	35	issn	issn	NOUN
cana-5218	20	36	:	:	PUNCT
cana-5218	20	37	1074	1074	NUM
cana-5218	20	38	-	-	PUNCT
cana-5218	20	39	133x	133x	NUM
cana-5218	20	40	vol	vol	VERB
cana-5218	20	41	32	32	NUM
cana-5218	20	42	no	no	NOUN
cana-5218	20	43	.	.	PUNCT
cana-5218	21	1	10s	10	NOUN
cana-5218	21	2	(	(	PUNCT
cana-5218	21	3	2025	2025	NUM
cana-5218	21	4	)	)	PUNCT
cana-5218	21	5	1189	1189	NUM
cana-5218	21	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5218	21	7	and	and	CCONJ
cana-5218	21	8	real	real	ADJ
cana-5218	21	9	-	-	PUNCT
cana-5218	21	10	time	time	NOUN
cana-5218	21	11	monitoring	monitoring	NOUN
cana-5218	21	12	systems	system	NOUN
cana-5218	21	13	.	.	PUNCT
cana-5218	22	1	ad	ad	NOUN
cana-5218	22	2	plays	play	VERB
cana-5218	22	3	a	a	DET
cana-5218	22	4	pivotal	pivotal	ADJ
cana-5218	22	5	role	role	NOUN
cana-5218	22	6	in	in	ADP
cana-5218	22	7	identifying	identify	VERB
cana-5218	22	8	potential	potential	ADJ
cana-5218	22	9	failures	failure	NOUN
cana-5218	22	10	in	in	ADP
cana-5218	22	11	machinery	machinery	NOUN
cana-5218	22	12	,	,	PUNCT
cana-5218	22	13	sensors	sensor	NOUN
cana-5218	22	14	,	,	PUNCT
cana-5218	22	15	and	and	CCONJ
cana-5218	22	16	other	other	ADJ
cana-5218	22	17	critical	critical	ADJ
cana-5218	22	18	equipment	equipment	NOUN
cana-5218	22	19	,	,	PUNCT
cana-5218	22	20	helping	help	VERB
cana-5218	22	21	industries	industry	NOUN
cana-5218	22	22	avoid	avoid	VERB
cana-5218	22	23	costly	costly	ADJ
cana-5218	22	24	repairs	repair	NOUN
cana-5218	22	25	and	and	CCONJ
cana-5218	22	26	production	production	NOUN
cana-5218	22	27	halts	halt	NOUN
cana-5218	22	28	.	.	PUNCT
cana-5218	23	1	traditional	traditional	ADJ
cana-5218	23	2	machine	machine	NOUN
cana-5218	23	3	learning	learning	NOUN
cana-5218	23	4	(	(	PUNCT
cana-5218	23	5	ml	ml	NOUN
cana-5218	23	6	)	)	PUNCT
cana-5218	23	7	methods	method	NOUN
cana-5218	23	8	for	for	ADP
cana-5218	23	9	anomaly	anomaly	NOUN
cana-5218	23	10	detection	detection	NOUN
cana-5218	23	11	typically	typically	ADV
cana-5218	23	12	require	require	VERB
cana-5218	23	13	substantial	substantial	ADJ
cana-5218	23	14	computational	computational	ADJ
cana-5218	23	15	resources	resource	NOUN
cana-5218	23	16	and	and	CCONJ
cana-5218	23	17	connectivity	connectivity	NOUN
cana-5218	23	18	to	to	ADP
cana-5218	23	19	centralized	centralized	ADJ
cana-5218	23	20	servers	server	NOUN
cana-5218	23	21	or	or	CCONJ
cana-5218	23	22	cloud	cloud	NOUN
cana-5218	23	23	-	-	PUNCT
cana-5218	23	24	based	base	VERB
cana-5218	23	25	systems	system	NOUN
cana-5218	23	26	.	.	PUNCT
cana-5218	24	1	however	however	ADV
cana-5218	24	2	,	,	PUNCT
cana-5218	24	3	with	with	ADP
cana-5218	24	4	the	the	DET
cana-5218	24	5	growing	grow	VERB
cana-5218	24	6	demand	demand	NOUN
cana-5218	24	7	for	for	ADP
cana-5218	24	8	real	real	ADJ
cana-5218	24	9	-	-	PUNCT
cana-5218	24	10	time	time	NOUN
cana-5218	24	11	responses	response	NOUN
cana-5218	24	12	and	and	CCONJ
cana-5218	24	13	privacy	privacy	NOUN
cana-5218	24	14	-	-	PUNCT
cana-5218	24	15	preserving	preserve	VERB
cana-5218	24	16	computation	computation	NOUN
cana-5218	24	17	,	,	PUNCT
cana-5218	24	18	especially	especially	ADV
cana-5218	24	19	in	in	ADP
cana-5218	24	20	edge	edge	NOUN
cana-5218	24	21	computing	compute	VERB
cana-5218	24	22	scenarios	scenario	NOUN
cana-5218	24	23	,	,	PUNCT
cana-5218	24	24	these	these	DET
cana-5218	24	25	traditional	traditional	ADJ
cana-5218	24	26	approaches	approach	NOUN
cana-5218	24	27	face	face	VERB
cana-5218	24	28	significant	significant	ADJ
cana-5218	24	29	limitations	limitation	NOUN
cana-5218	24	30	.	.	PUNCT
cana-5218	25	1	in	in	ADP
cana-5218	25	2	response	response	NOUN
cana-5218	25	3	,	,	PUNCT
cana-5218	25	4	tiny	tiny	ADJ
cana-5218	25	5	machine	machine	NOUN
cana-5218	25	6	learning	learning	NOUN
cana-5218	25	7	(	(	PUNCT
cana-5218	25	8	tinyml	tinyml	ADJ
cana-5218	25	9	)	)	PUNCT
cana-5218	25	10	has	have	AUX
cana-5218	25	11	emerged	emerge	VERB
cana-5218	25	12	as	as	ADP
cana-5218	25	13	a	a	DET
cana-5218	25	14	groundbreaking	groundbreaking	ADJ
cana-5218	25	15	solution	solution	NOUN
cana-5218	25	16	.	.	PUNCT
cana-5218	26	1	tinyml	tinyml	PROPN
cana-5218	26	2	refers	refer	VERB
cana-5218	26	3	to	to	ADP
cana-5218	26	4	the	the	DET
cana-5218	26	5	deployment	deployment	NOUN
cana-5218	26	6	of	of	ADP
cana-5218	26	7	machine	machine	NOUN
cana-5218	26	8	learning	learning	NOUN
cana-5218	26	9	models	model	NOUN
cana-5218	26	10	on	on	ADP
cana-5218	26	11	ultra	ultra	ADJ
cana-5218	26	12	-	-	ADJ
cana-5218	26	13	low	low	ADJ
cana-5218	26	14	-	-	PUNCT
cana-5218	26	15	power	power	NOUN
cana-5218	26	16	microcontroller	microcontroller	NOUN
cana-5218	26	17	units	unit	NOUN
cana-5218	26	18	(	(	PUNCT
cana-5218	26	19	mcus	mcus	NOUN
cana-5218	26	20	)	)	PUNCT
cana-5218	26	21	and	and	CCONJ
cana-5218	26	22	embedded	embed	VERB
cana-5218	26	23	devices	device	NOUN
cana-5218	26	24	.	.	PUNCT
cana-5218	27	1	these	these	DET
cana-5218	27	2	devices	device	NOUN
cana-5218	27	3	are	be	AUX
cana-5218	27	4	capable	capable	ADJ
cana-5218	27	5	of	of	ADP
cana-5218	27	6	executing	execute	VERB
cana-5218	27	7	ml	ml	NOUN
cana-5218	27	8	models	model	NOUN
cana-5218	27	9	locally	locally	ADV
cana-5218	27	10	,	,	PUNCT
cana-5218	27	11	allowing	allow	VERB
cana-5218	27	12	for	for	ADP
cana-5218	27	13	on	on	ADP
cana-5218	27	14	-	-	PUNCT
cana-5218	27	15	device	device	NOUN
cana-5218	27	16	inference	inference	NOUN
cana-5218	27	17	,	,	PUNCT
cana-5218	27	18	reduced	reduced	ADJ
cana-5218	27	19	latency	latency	NOUN
cana-5218	27	20	,	,	PUNCT
cana-5218	27	21	lower	low	ADJ
cana-5218	27	22	energy	energy	NOUN
cana-5218	27	23	consumption	consumption	NOUN
cana-5218	27	24	,	,	PUNCT
cana-5218	27	25	and	and	CCONJ
cana-5218	27	26	enhanced	enhanced	ADJ
cana-5218	27	27	privacy	privacy	NOUN
cana-5218	27	28	.	.	PUNCT
cana-5218	28	1	tinyml	tinyml	PROPN
cana-5218	28	2	has	have	AUX
cana-5218	28	3	shown	show	VERB
cana-5218	28	4	significant	significant	ADJ
cana-5218	28	5	promise	promise	NOUN
cana-5218	28	6	in	in	ADP
cana-5218	28	7	supporting	support	VERB
cana-5218	28	8	anomaly	anomaly	NOUN
cana-5218	28	9	detection	detection	NOUN
cana-5218	28	10	directly	directly	ADV
cana-5218	28	11	on	on	ADP
cana-5218	28	12	edge	edge	NOUN
cana-5218	28	13	devices	device	NOUN
cana-5218	28	14	without	without	ADP
cana-5218	28	15	relying	rely	VERB
cana-5218	28	16	on	on	ADP
cana-5218	28	17	external	external	ADJ
cana-5218	28	18	data	datum	NOUN
cana-5218	28	19	processing	processing	NOUN
cana-5218	28	20	units	unit	NOUN
cana-5218	28	21	.	.	PUNCT
cana-5218	29	1	this	this	DET
cana-5218	29	2	local	local	ADJ
cana-5218	29	3	processing	processing	NOUN
cana-5218	29	4	capability	capability	NOUN
cana-5218	29	5	is	be	AUX
cana-5218	29	6	especially	especially	ADV
cana-5218	29	7	beneficial	beneficial	ADJ
cana-5218	29	8	in	in	ADP
cana-5218	29	9	industrial	industrial	ADJ
cana-5218	29	10	settings	setting	NOUN
cana-5218	29	11	,	,	PUNCT
cana-5218	29	12	where	where	SCONJ
cana-5218	29	13	network	network	NOUN
cana-5218	29	14	connectivity	connectivity	NOUN
cana-5218	29	15	may	may	AUX
cana-5218	29	16	be	be	AUX
cana-5218	29	17	inconsistent	inconsistent	ADJ
cana-5218	29	18	or	or	CCONJ
cana-5218	29	19	delayed	delay	VERB
cana-5218	29	20	.	.	PUNCT
cana-5218	30	1	moreover	moreover	ADV
cana-5218	30	2	,	,	PUNCT
cana-5218	30	3	by	by	ADP
cana-5218	30	4	embedding	embed	VERB
cana-5218	30	5	anomaly	anomaly	NOUN
cana-5218	30	6	detection	detection	NOUN
cana-5218	30	7	models	model	NOUN
cana-5218	30	8	into	into	ADP
cana-5218	30	9	microcontrollers	microcontroller	NOUN
cana-5218	30	10	,	,	PUNCT
cana-5218	30	11	systems	system	NOUN
cana-5218	30	12	can	can	AUX
cana-5218	30	13	autonomously	autonomously	ADV
cana-5218	30	14	monitor	monitor	VERB
cana-5218	30	15	their	their	PRON
cana-5218	30	16	operational	operational	ADJ
cana-5218	30	17	health	health	NOUN
cana-5218	30	18	,	,	PUNCT
cana-5218	30	19	detect	detect	VERB
cana-5218	30	20	deviations	deviation	NOUN
cana-5218	30	21	in	in	ADP
cana-5218	30	22	real	real	ADJ
cana-5218	30	23	time	time	NOUN
cana-5218	30	24	,	,	PUNCT
cana-5218	30	25	and	and	CCONJ
cana-5218	30	26	alert	alert	VERB
cana-5218	30	27	users	user	NOUN
cana-5218	30	28	instantly	instantly	ADV
cana-5218	30	29	.	.	PUNCT
cana-5218	31	1	the	the	DET
cana-5218	31	2	process	process	NOUN
cana-5218	31	3	of	of	ADP
cana-5218	31	4	integrating	integrate	VERB
cana-5218	31	5	machine	machine	NOUN
cana-5218	31	6	learning	learn	VERB
cana-5218	31	7	algorithms	algorithm	NOUN
cana-5218	31	8	into	into	ADP
cana-5218	31	9	tinyml	tinyml	ADJ
cana-5218	31	10	systems	system	NOUN
cana-5218	31	11	involves	involve	VERB
cana-5218	31	12	several	several	ADJ
cana-5218	31	13	stages	stage	NOUN
cana-5218	31	14	.	.	PUNCT
cana-5218	32	1	a	a	DET
cana-5218	32	2	model	model	NOUN
cana-5218	32	3	is	be	AUX
cana-5218	32	4	first	first	ADV
cana-5218	32	5	developed	develop	VERB
cana-5218	32	6	and	and	CCONJ
cana-5218	32	7	trained	train	VERB
cana-5218	32	8	using	use	VERB
cana-5218	32	9	standard	standard	ADJ
cana-5218	32	10	ml	ml	NOUN
cana-5218	32	11	frameworks	framework	NOUN
cana-5218	32	12	such	such	ADJ
cana-5218	32	13	as	as	ADP
cana-5218	32	14	tensorflow	tensorflow	NOUN
cana-5218	32	15	.	.	PUNCT
cana-5218	33	1	the	the	DET
cana-5218	33	2	trained	train	VERB
cana-5218	33	3	model	model	NOUN
cana-5218	33	4	must	must	AUX
cana-5218	33	5	then	then	ADV
cana-5218	33	6	be	be	AUX
cana-5218	33	7	optimized	optimize	VERB
cana-5218	33	8	and	and	CCONJ
cana-5218	33	9	converted	convert	VERB
cana-5218	33	10	to	to	ADP
cana-5218	33	11	tensorflow	tensorflow	NOUN
cana-5218	33	12	lite	lite	NOUN
cana-5218	33	13	and	and	CCONJ
cana-5218	33	14	subsequently	subsequently	ADV
cana-5218	33	15	to	to	ADP
cana-5218	33	16	tensorflow	tensorflow	PROPN
cana-5218	33	17	lite	lite	PROPN
cana-5218	33	18	micro	micro	PROPN
cana-5218	33	19	formats	format	NOUN
cana-5218	33	20	to	to	PART
cana-5218	33	21	ensure	ensure	VERB
cana-5218	33	22	compatibility	compatibility	NOUN
cana-5218	33	23	with	with	ADP
cana-5218	33	24	constrained	constrained	ADJ
cana-5218	33	25	hardware	hardware	NOUN
cana-5218	33	26	environments	environment	NOUN
cana-5218	33	27	.	.	PUNCT
cana-5218	34	1	this	this	DET
cana-5218	34	2	conversion	conversion	NOUN
cana-5218	34	3	process	process	NOUN
cana-5218	34	4	ensures	ensure	VERB
cana-5218	34	5	that	that	SCONJ
cana-5218	34	6	the	the	DET
cana-5218	34	7	model	model	NOUN
cana-5218	34	8	maintains	maintain	VERB
cana-5218	34	9	its	its	PRON
cana-5218	34	10	functionality	functionality	NOUN
cana-5218	34	11	while	while	SCONJ
cana-5218	34	12	adhering	adhere	VERB
cana-5218	34	13	to	to	ADP
cana-5218	34	14	the	the	DET
cana-5218	34	15	limited	limited	ADJ
cana-5218	34	16	memory	memory	NOUN
cana-5218	34	17	and	and	CCONJ
cana-5218	34	18	processing	processing	NOUN
cana-5218	34	19	capabilities	capability	NOUN
cana-5218	34	20	of	of	ADP
cana-5218	34	21	edge	edge	NOUN
cana-5218	34	22	devices	device	NOUN
cana-5218	34	23	.	.	PUNCT
cana-5218	35	1	despite	despite	SCONJ
cana-5218	35	2	its	its	PRON
cana-5218	35	3	advantages	advantage	NOUN
cana-5218	35	4	,	,	PUNCT
cana-5218	35	5	implementing	implement	VERB
cana-5218	35	6	anomaly	anomaly	NOUN
cana-5218	35	7	detection	detection	NOUN
cana-5218	35	8	using	use	VERB
cana-5218	35	9	tinyml	tinyml	ADJ
cana-5218	35	10	presents	present	NOUN
cana-5218	35	11	several	several	ADJ
cana-5218	35	12	challenges	challenge	NOUN
cana-5218	35	13	.	.	PUNCT
cana-5218	36	1	these	these	PRON
cana-5218	36	2	include	include	VERB
cana-5218	36	3	model	model	NOUN
cana-5218	36	4	optimization	optimization	NOUN
cana-5218	36	5	for	for	ADP
cana-5218	36	6	limited	limited	ADJ
cana-5218	36	7	hardware	hardware	NOUN
cana-5218	36	8	,	,	PUNCT
cana-5218	36	9	maintaining	maintain	VERB
cana-5218	36	10	detection	detection	NOUN
cana-5218	36	11	accuracy	accuracy	NOUN
cana-5218	36	12	,	,	PUNCT
cana-5218	36	13	and	and	CCONJ
cana-5218	36	14	handling	handle	VERB
cana-5218	36	15	dynamic	dynamic	ADJ
cana-5218	36	16	changes	change	NOUN
cana-5218	36	17	in	in	ADP
cana-5218	36	18	equipment	equipment	NOUN
cana-5218	36	19	behavior	behavior	NOUN
cana-5218	36	20	over	over	ADP
cana-5218	36	21	time	time	NOUN
cana-5218	36	22	.	.	PUNCT
cana-5218	37	1	furthermore	furthermore	ADV
cana-5218	37	2	,	,	PUNCT
cana-5218	37	3	the	the	DET
cana-5218	37	4	trade	trade	NOUN
cana-5218	37	5	-	-	PUNCT
cana-5218	37	6	offs	off	NOUN
cana-5218	37	7	between	between	ADP
cana-5218	37	8	model	model	NOUN
cana-5218	37	9	complexity	complexity	NOUN
cana-5218	37	10	and	and	CCONJ
cana-5218	37	11	computational	computational	ADJ
cana-5218	37	12	feasibility	feasibility	NOUN
cana-5218	37	13	must	must	AUX
cana-5218	37	14	be	be	AUX
cana-5218	37	15	carefully	carefully	ADV
cana-5218	37	16	balanced	balanced	ADJ
cana-5218	37	17	to	to	PART
cana-5218	37	18	achieve	achieve	VERB
cana-5218	37	19	effective	effective	ADJ
cana-5218	37	20	results	result	NOUN
cana-5218	37	21	on	on	ADP
cana-5218	37	22	microcontroller	microcontroller	NOUN
cana-5218	37	23	platforms	platform	NOUN
cana-5218	37	24	.	.	PUNCT
cana-5218	38	1	this	this	DET
cana-5218	38	2	research	research	NOUN
cana-5218	38	3	aims	aim	VERB
cana-5218	38	4	to	to	PART
cana-5218	38	5	explore	explore	VERB
cana-5218	38	6	the	the	DET
cana-5218	38	7	application	application	NOUN
cana-5218	38	8	of	of	ADP
cana-5218	38	9	anomaly	anomaly	NOUN
cana-5218	38	10	detection	detection	NOUN
cana-5218	38	11	using	use	VERB
cana-5218	38	12	tinyml	tinyml	NOUN
cana-5218	38	13	,	,	PUNCT
cana-5218	38	14	with	with	ADP
cana-5218	38	15	a	a	DET
cana-5218	38	16	specific	specific	ADJ
cana-5218	38	17	focus	focus	NOUN
cana-5218	38	18	on	on	ADP
cana-5218	38	19	industrial	industrial	ADJ
cana-5218	38	20	monitoring	monitoring	NOUN
cana-5218	38	21	.	.	PUNCT
cana-5218	39	1	it	it	PRON
cana-5218	39	2	examines	examine	VERB
cana-5218	39	3	the	the	DET
cana-5218	39	4	current	current	ADJ
cana-5218	39	5	state	state	NOUN
cana-5218	39	6	-	-	PUNCT
cana-5218	39	7	of	of	ADP
cana-5218	39	8	-	-	PUNCT
cana-5218	39	9	the	the	DET
cana-5218	39	10	-	-	PUNCT
cana-5218	39	11	art	art	NOUN
cana-5218	39	12	technologies	technology	NOUN
cana-5218	39	13	,	,	PUNCT
cana-5218	39	14	tools	tool	NOUN
cana-5218	39	15	,	,	PUNCT
cana-5218	39	16	and	and	CCONJ
cana-5218	39	17	frameworks	framework	NOUN
cana-5218	39	18	available	available	ADJ
cana-5218	39	19	for	for	ADP
cana-5218	39	20	implementing	implement	VERB
cana-5218	39	21	such	such	ADJ
cana-5218	39	22	systems	system	NOUN
cana-5218	39	23	.	.	PUNCT
cana-5218	40	1	additionally	additionally	ADV
cana-5218	40	2	,	,	PUNCT
cana-5218	40	3	the	the	DET
cana-5218	40	4	paper	paper	NOUN
cana-5218	40	5	investigates	investigate	VERB
cana-5218	40	6	practical	practical	ADJ
cana-5218	40	7	challenges	challenge	NOUN
cana-5218	40	8	in	in	ADP
cana-5218	40	9	deploying	deploy	VERB
cana-5218	40	10	machine	machine	NOUN
cana-5218	40	11	learning	learning	NOUN
cana-5218	40	12	models	model	NOUN
cana-5218	40	13	on	on	ADP
cana-5218	40	14	embedded	embed	VERB
cana-5218	40	15	systems	system	NOUN
cana-5218	40	16	and	and	CCONJ
cana-5218	40	17	provides	provide	VERB
cana-5218	40	18	insights	insight	NOUN
cana-5218	40	19	into	into	ADP
cana-5218	40	20	effective	effective	ADJ
cana-5218	40	21	practices	practice	NOUN
cana-5218	40	22	for	for	ADP
cana-5218	40	23	model	model	NOUN
cana-5218	40	24	conversion	conversion	NOUN
cana-5218	40	25	and	and	CCONJ
cana-5218	40	26	deployment	deployment	NOUN
cana-5218	40	27	using	use	VERB
cana-5218	40	28	tensorflow	tensorflow	PROPN
cana-5218	40	29	lite	lite	PROPN
cana-5218	40	30	micro	micro	PROPN
cana-5218	40	31	.	.	PUNCT
cana-5218	41	1	moreover	moreover	ADV
cana-5218	41	2	,	,	PUNCT
cana-5218	41	3	this	this	DET
cana-5218	41	4	study	study	NOUN
cana-5218	41	5	outlines	outline	VERB
cana-5218	41	6	future	future	ADJ
cana-5218	41	7	research	research	NOUN
cana-5218	41	8	directions	direction	NOUN
cana-5218	41	9	,	,	PUNCT
cana-5218	41	10	including	include	VERB
cana-5218	41	11	the	the	DET
cana-5218	41	12	incorporation	incorporation	NOUN
cana-5218	41	13	of	of	ADP
cana-5218	41	14	online	online	ADJ
cana-5218	41	15	learning	learn	VERB
cana-5218	41	16	capabilities	capability	NOUN
cana-5218	41	17	,	,	PUNCT
cana-5218	41	18	automated	automate	VERB
cana-5218	41	19	model	model	NOUN
cana-5218	41	20	updates	update	NOUN
cana-5218	41	21	,	,	PUNCT
cana-5218	41	22	and	and	CCONJ
cana-5218	41	23	hybrid	hybrid	NOUN
cana-5218	41	24	systems	system	NOUN
cana-5218	41	25	combining	combine	VERB
cana-5218	41	26	cloud	cloud	NOUN
cana-5218	41	27	and	and	CCONJ
cana-5218	41	28	edge	edge	NOUN
cana-5218	41	29	intelligence	intelligence	NOUN
cana-5218	41	30	.	.	PUNCT
cana-5218	42	1	by	by	ADP
cana-5218	42	2	leveraging	leverage	VERB
cana-5218	42	3	tinyml	tinyml	ADJ
cana-5218	42	4	for	for	ADP
cana-5218	42	5	anomaly	anomaly	NOUN
cana-5218	42	6	detection	detection	NOUN
cana-5218	42	7	,	,	PUNCT
cana-5218	42	8	industries	industry	NOUN
cana-5218	42	9	can	can	AUX
cana-5218	42	10	achieve	achieve	VERB
cana-5218	42	11	smarter	smart	ADJ
cana-5218	42	12	,	,	PUNCT
cana-5218	42	13	more	more	ADV
cana-5218	42	14	autonomous	autonomous	ADJ
cana-5218	42	15	,	,	PUNCT
cana-5218	42	16	and	and	CCONJ
cana-5218	42	17	efficient	efficient	ADJ
cana-5218	42	18	maintenance	maintenance	NOUN
cana-5218	42	19	practices	practice	NOUN
cana-5218	42	20	,	,	PUNCT
cana-5218	42	21	contributing	contribute	VERB
cana-5218	42	22	to	to	ADP
cana-5218	42	23	the	the	DET
cana-5218	42	24	broader	broad	ADJ
cana-5218	42	25	vision	vision	NOUN
cana-5218	42	26	of	of	ADP
cana-5218	42	27	industry	industry	NOUN
cana-5218	42	28	4.0	4.0	NUM
cana-5218	42	29	and	and	CCONJ
cana-5218	42	30	intelligent	intelligent	ADJ
cana-5218	42	31	automation	automation	NOUN
cana-5218	42	32	.	.	PUNCT
cana-5218	43	1	literature	literature	NOUN
cana-5218	43	2	review	review	VERB
cana-5218	43	3	the	the	DET
cana-5218	43	4	proliferation	proliferation	NOUN
cana-5218	43	5	of	of	ADP
cana-5218	43	6	the	the	DET
cana-5218	43	7	internet	internet	NOUN
cana-5218	43	8	of	of	ADP
cana-5218	43	9	things	thing	NOUN
cana-5218	43	10	(	(	PUNCT
cana-5218	43	11	iot	iot	NOUN
cana-5218	43	12	)	)	PUNCT
cana-5218	43	13	has	have	AUX
cana-5218	43	14	led	lead	VERB
cana-5218	43	15	to	to	ADP
cana-5218	43	16	an	an	DET
cana-5218	43	17	exponential	exponential	ADJ
cana-5218	43	18	increase	increase	NOUN
cana-5218	43	19	in	in	ADP
cana-5218	43	20	connected	connected	ADJ
cana-5218	43	21	devices	device	NOUN
cana-5218	43	22	,	,	PUNCT
cana-5218	43	23	generating	generate	VERB
cana-5218	43	24	vast	vast	ADJ
cana-5218	43	25	amounts	amount	NOUN
cana-5218	43	26	of	of	ADP
cana-5218	43	27	data	datum	NOUN
cana-5218	43	28	.	.	PUNCT
cana-5218	44	1	ensuring	ensure	VERB
cana-5218	44	2	the	the	DET
cana-5218	44	3	reliability	reliability	NOUN
cana-5218	44	4	and	and	CCONJ
cana-5218	44	5	security	security	NOUN
cana-5218	44	6	of	of	ADP
cana-5218	44	7	these	these	DET
cana-5218	44	8	systems	system	NOUN
cana-5218	44	9	necessitates	necessitate	VERB
cana-5218	44	10	effective	effective	ADJ
cana-5218	44	11	anomaly	anomaly	NOUN
cana-5218	44	12	detection	detection	NOUN
cana-5218	44	13	mechanisms	mechanism	NOUN
cana-5218	44	14	.	.	PUNCT
cana-5218	45	1	traditional	traditional	ADJ
cana-5218	45	2	anomaly	anomaly	NOUN
cana-5218	45	3	detection	detection	NOUN
cana-5218	45	4	approaches	approach	NOUN
cana-5218	45	5	often	often	ADV
cana-5218	45	6	rely	rely	VERB
cana-5218	45	7	on	on	ADP
cana-5218	45	8	cloud	cloud	NOUN
cana-5218	45	9	-	-	PUNCT
cana-5218	45	10	based	base	VERB
cana-5218	45	11	processing	processing	NOUN
cana-5218	45	12	,	,	PUNCT
cana-5218	45	13	which	which	PRON
cana-5218	45	14	can	can	AUX
cana-5218	45	15	introduce	introduce	VERB
cana-5218	45	16	latency	latency	NOUN
cana-5218	45	17	and	and	CCONJ
cana-5218	45	18	privacy	privacy	NOUN
cana-5218	45	19	concerns	concern	NOUN
cana-5218	45	20	.	.	PUNCT
cana-5218	46	1	tiny	tiny	ADJ
cana-5218	46	2	machine	machine	NOUN
cana-5218	46	3	learning	learning	NOUN
cana-5218	46	4	(	(	PUNCT
cana-5218	46	5	tinyml	tinyml	ADJ
cana-5218	46	6	)	)	PUNCT
cana-5218	46	7	emerges	emerge	NOUN
cana-5218	46	8	as	as	ADP
cana-5218	46	9	a	a	DET
cana-5218	46	10	solution	solution	NOUN
cana-5218	46	11	by	by	ADP
cana-5218	46	12	enabling	enable	VERB
cana-5218	46	13	on	on	ADP
cana-5218	46	14	-	-	PUNCT
cana-5218	46	15	device	device	NOUN
cana-5218	46	16	intelligence	intelligence	NOUN
cana-5218	46	17	,	,	PUNCT
cana-5218	46	18	allowing	allow	VERB
cana-5218	46	19	for	for	ADP
cana-5218	46	20	real	real	ADJ
cana-5218	46	21	-	-	PUNCT
cana-5218	46	22	time	time	NOUN
cana-5218	46	23	anomaly	anomaly	NOUN
cana-5218	46	24	detection	detection	NOUN
cana-5218	46	25	directly	directly	ADV
cana-5218	46	26	on	on	ADP
cana-5218	46	27	resource	resource	NOUN
cana-5218	46	28	-	-	PUNCT
cana-5218	46	29	constrained	constrain	VERB
cana-5218	46	30	devices	device	NOUN
cana-5218	46	31	[	[	X
cana-5218	46	32	1	1	NUM
cana-5218	46	33	]	]	PUNCT
cana-5218	46	34	.	.	PUNCT
cana-5218	47	1	anomaly	anomaly	PROPN
cana-5218	47	2	detection	detection	NOUN
cana-5218	47	3	in	in	ADP
cana-5218	47	4	iot	iot	PROPN
cana-5218	47	5	involves	involve	VERB
cana-5218	47	6	identifying	identify	VERB
cana-5218	47	7	patterns	pattern	NOUN
cana-5218	47	8	in	in	ADP
cana-5218	47	9	data	datum	NOUN
cana-5218	47	10	that	that	PRON
cana-5218	47	11	deviate	deviate	VERB
cana-5218	47	12	from	from	ADP
cana-5218	47	13	expected	expect	VERB
cana-5218	47	14	behavior	behavior	NOUN
cana-5218	47	15	,	,	PUNCT
cana-5218	47	16	which	which	PRON
cana-5218	47	17	is	be	AUX
cana-5218	47	18	crucial	crucial	ADJ
cana-5218	47	19	for	for	ADP
cana-5218	47	20	predictive	predictive	ADJ
cana-5218	47	21	maintenance	maintenance	NOUN
cana-5218	47	22	,	,	PUNCT
cana-5218	47	23	security	security	NOUN
cana-5218	47	24	,	,	PUNCT
cana-5218	47	25	and	and	CCONJ
cana-5218	47	26	system	system	NOUN
cana-5218	47	27	optimization	optimization	NOUN
cana-5218	47	28	.	.	PUNCT
cana-5218	48	1	various	various	ADJ
cana-5218	48	2	techniques	technique	NOUN
cana-5218	48	3	,	,	PUNCT
cana-5218	48	4	including	include	VERB
cana-5218	48	5	statistical	statistical	ADJ
cana-5218	48	6	methods	method	NOUN
cana-5218	48	7	,	,	PUNCT
cana-5218	48	8	machine	machine	NOUN
cana-5218	48	9	learning	learning	NOUN
cana-5218	48	10	algorithms	algorithm	NOUN
cana-5218	48	11	,	,	PUNCT
cana-5218	48	12	and	and	CCONJ
cana-5218	48	13	deep	deep	ADJ
cana-5218	48	14	learning	learning	NOUN
cana-5218	48	15	models	model	NOUN
cana-5218	48	16	,	,	PUNCT
cana-5218	48	17	have	have	AUX
cana-5218	48	18	been	be	AUX
cana-5218	48	19	employed	employ	VERB
cana-5218	48	20	for	for	ADP
cana-5218	48	21	this	this	DET
cana-5218	48	22	purpose	purpose	NOUN
cana-5218	48	23	.	.	PUNCT
cana-5218	49	1	however	however	ADV
cana-5218	49	2	,	,	PUNCT
cana-5218	49	3	the	the	DET
cana-5218	49	4	dynamic	dynamic	ADJ
cana-5218	49	5	and	and	CCONJ
cana-5218	49	6	heterogeneous	heterogeneous	ADJ
cana-5218	49	7	nature	nature	NOUN
cana-5218	49	8	of	of	ADP
cana-5218	49	9	iot	iot	ADJ
cana-5218	49	10	environments	environment	NOUN
cana-5218	49	11	poses	pose	VERB
cana-5218	49	12	challenges	challenge	NOUN
cana-5218	49	13	in	in	ADP
cana-5218	49	14	developing	develop	VERB
cana-5218	49	15	robust	robust	ADJ
cana-5218	49	16	and	and	CCONJ
cana-5218	49	17	adaptable	adaptable	ADJ
cana-5218	49	18	anomaly	anomaly	NOUN
cana-5218	49	19	detection	detection	NOUN
cana-5218	49	20	systems	system	NOUN
cana-5218	49	21	[	[	X
cana-5218	49	22	2	2	NUM
cana-5218	49	23	]	]	PUNCT
cana-5218	49	24	.	.	PUNCT
cana-5218	50	1	communications	communication	NOUN
cana-5218	50	2	on	on	ADP
cana-5218	50	3	applied	apply	VERB
cana-5218	50	4	nonlinear	nonlinear	ADJ
cana-5218	50	5	analysis	analysis	NOUN
cana-5218	50	6	issn	issn	NOUN
cana-5218	50	7	:	:	PUNCT
cana-5218	50	8	1074	1074	NUM
cana-5218	50	9	-	-	PUNCT
cana-5218	50	10	133x	133x	NUM
cana-5218	50	11	vol	vol	VERB
cana-5218	50	12	32	32	NUM
cana-5218	50	13	no	no	NOUN
cana-5218	50	14	.	.	PUNCT
cana-5218	51	1	10s	10	NOUN
cana-5218	51	2	(	(	PUNCT
cana-5218	51	3	2025	2025	NUM
cana-5218	51	4	)	)	PUNCT
cana-5218	51	5	1190	1190	NUM
cana-5218	51	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5218	51	7	tinyml	tinyml	PROPN
cana-5218	51	8	refers	refer	VERB
cana-5218	51	9	to	to	ADP
cana-5218	51	10	the	the	DET
cana-5218	51	11	deployment	deployment	NOUN
cana-5218	51	12	of	of	ADP
cana-5218	51	13	machine	machine	NOUN
cana-5218	51	14	learning	learning	NOUN
cana-5218	51	15	models	model	NOUN
cana-5218	51	16	on	on	ADP
cana-5218	51	17	microcontrollers	microcontroller	NOUN
cana-5218	51	18	and	and	CCONJ
cana-5218	51	19	edge	edge	NOUN
cana-5218	51	20	devices	device	NOUN
cana-5218	51	21	with	with	ADP
cana-5218	51	22	limited	limited	ADJ
cana-5218	51	23	computational	computational	ADJ
cana-5218	51	24	resources	resource	NOUN
cana-5218	51	25	.	.	PUNCT
cana-5218	52	1	this	this	DET
cana-5218	52	2	paradigm	paradigm	NOUN
cana-5218	52	3	shift	shift	NOUN
cana-5218	52	4	enables	enable	VERB
cana-5218	52	5	real	real	ADJ
cana-5218	52	6	-	-	PUNCT
cana-5218	52	7	time	time	NOUN
cana-5218	52	8	data	datum	NOUN
cana-5218	52	9	processing	processing	NOUN
cana-5218	52	10	,	,	PUNCT
cana-5218	52	11	reduces	reduce	VERB
cana-5218	52	12	dependency	dependency	NOUN
cana-5218	52	13	on	on	ADP
cana-5218	52	14	cloud	cloud	NOUN
cana-5218	52	15	infrastructure	infrastructure	NOUN
cana-5218	52	16	,	,	PUNCT
cana-5218	52	17	and	and	CCONJ
cana-5218	52	18	enhances	enhance	VERB
cana-5218	52	19	privacy	privacy	NOUN
cana-5218	52	20	by	by	ADP
cana-5218	52	21	keeping	keep	VERB
cana-5218	52	22	data	datum	NOUN
cana-5218	52	23	local	local	ADJ
cana-5218	52	24	[	[	X
cana-5218	52	25	3	3	NUM
cana-5218	52	26	]	]	PUNCT
cana-5218	52	27	.	.	PUNCT
cana-5218	53	1	the	the	DET
cana-5218	53	2	integration	integration	NOUN
cana-5218	53	3	of	of	ADP
cana-5218	53	4	tinyml	tinyml	ADJ
cana-5218	53	5	in	in	ADP
cana-5218	53	6	iot	iot	PROPN
cana-5218	53	7	systems	system	NOUN
cana-5218	53	8	facilitates	facilitate	VERB
cana-5218	53	9	efficient	efficient	ADJ
cana-5218	53	10	anomaly	anomaly	NOUN
cana-5218	53	11	detection	detection	NOUN
cana-5218	53	12	by	by	ADP
cana-5218	53	13	leveraging	leverage	VERB
cana-5218	53	14	lightweight	lightweight	NOUN
cana-5218	53	15	models	model	NOUN
cana-5218	53	16	tailored	tailor	VERB
cana-5218	53	17	for	for	ADP
cana-5218	53	18	specific	specific	ADJ
cana-5218	53	19	applications	application	NOUN
cana-5218	53	20	.	.	PUNCT
cana-5218	54	1	several	several	ADJ
cana-5218	54	2	algorithms	algorithm	NOUN
cana-5218	54	3	have	have	AUX
cana-5218	54	4	been	be	AUX
cana-5218	54	5	adapted	adapt	VERB
cana-5218	54	6	for	for	ADP
cana-5218	54	7	tinyml	tinyml	ADV
cana-5218	54	8	-	-	PUNCT
cana-5218	54	9	based	base	VERB
cana-5218	54	10	anomaly	anomaly	NOUN
cana-5218	54	11	detection	detection	NOUN
cana-5218	54	12	in	in	ADP
cana-5218	54	13	iot	iot	PROPN
cana-5218	54	14	.	.	PUNCT
cana-5218	55	1	isolation	isolation	NOUN
cana-5218	55	2	forests	forest	NOUN
cana-5218	55	3	are	be	AUX
cana-5218	55	4	efficient	efficient	ADJ
cana-5218	55	5	for	for	ADP
cana-5218	55	6	detecting	detect	VERB
cana-5218	55	7	anomalies	anomaly	NOUN
cana-5218	55	8	in	in	ADP
cana-5218	55	9	high	high	ADJ
cana-5218	55	10	-	-	PUNCT
cana-5218	55	11	dimensional	dimensional	ADJ
cana-5218	55	12	datasets	dataset	NOUN
cana-5218	55	13	and	and	CCONJ
cana-5218	55	14	have	have	AUX
cana-5218	55	15	been	be	AUX
cana-5218	55	16	successfully	successfully	ADV
cana-5218	55	17	implemented	implement	VERB
cana-5218	55	18	on	on	ADP
cana-5218	55	19	microcontrollers	microcontroller	NOUN
cana-5218	55	20	for	for	ADP
cana-5218	55	21	industrial	industrial	ADJ
cana-5218	55	22	applications	application	NOUN
cana-5218	55	23	[	[	X
cana-5218	55	24	4	4	NUM
cana-5218	55	25	]	]	PUNCT
cana-5218	55	26	.	.	PUNCT
cana-5218	56	1	autoencoders	autoencoder	NOUN
cana-5218	56	2	are	be	AUX
cana-5218	56	3	utilized	utilize	VERB
cana-5218	56	4	for	for	ADP
cana-5218	56	5	unsupervised	unsupervised	ADJ
cana-5218	56	6	anomaly	anomaly	NOUN
cana-5218	56	7	detection	detection	NOUN
cana-5218	56	8	by	by	ADP
cana-5218	56	9	reconstructing	reconstruct	VERB
cana-5218	56	10	input	input	NOUN
cana-5218	56	11	data	datum	NOUN
cana-5218	56	12	and	and	CCONJ
cana-5218	56	13	identifying	identify	VERB
cana-5218	56	14	deviations	deviation	NOUN
cana-5218	56	15	[	[	X
cana-5218	56	16	5	5	NUM
cana-5218	56	17	]	]	PUNCT
cana-5218	56	18	.	.	PUNCT
cana-5218	57	1	convolutional	convolutional	ADJ
cana-5218	57	2	neural	neural	ADJ
cana-5218	57	3	networks	network	NOUN
cana-5218	57	4	(	(	PUNCT
cana-5218	57	5	cnns	cnns	PROPN
cana-5218	57	6	)	)	PUNCT
cana-5218	57	7	are	be	AUX
cana-5218	57	8	applied	apply	VERB
cana-5218	57	9	in	in	ADP
cana-5218	57	10	scenarios	scenario	NOUN
cana-5218	57	11	where	where	SCONJ
cana-5218	57	12	spatial	spatial	ADJ
cana-5218	57	13	hierarchies	hierarchy	NOUN
cana-5218	57	14	in	in	ADP
cana-5218	57	15	data	datum	NOUN
cana-5218	57	16	are	be	AUX
cana-5218	57	17	significant	significant	ADJ
cana-5218	57	18	,	,	PUNCT
cana-5218	57	19	such	such	ADJ
cana-5218	57	20	as	as	ADP
cana-5218	57	21	image	image	NOUN
cana-5218	57	22	or	or	CCONJ
cana-5218	57	23	sensor	sensor	NOUN
cana-5218	57	24	data	datum	NOUN
cana-5218	57	25	analysis	analysis	NOUN
cana-5218	57	26	[	[	X
cana-5218	57	27	6	6	NUM
cana-5218	57	28	]	]	PUNCT
cana-5218	57	29	.	.	PUNCT
cana-5218	58	1	support	support	NOUN
cana-5218	58	2	vector	vector	NOUN
cana-5218	58	3	machines	machine	NOUN
cana-5218	58	4	(	(	PUNCT
cana-5218	58	5	svms	svms	NOUN
cana-5218	58	6	)	)	PUNCT
cana-5218	58	7	are	be	AUX
cana-5218	58	8	effective	effective	ADJ
cana-5218	58	9	in	in	ADP
cana-5218	58	10	classification	classification	NOUN
cana-5218	58	11	tasks	task	NOUN
cana-5218	58	12	and	and	CCONJ
cana-5218	58	13	have	have	AUX
cana-5218	58	14	been	be	AUX
cana-5218	58	15	employed	employ	VERB
cana-5218	58	16	in	in	ADP
cana-5218	58	17	detecting	detect	VERB
cana-5218	58	18	anomalies	anomaly	NOUN
cana-5218	58	19	in	in	ADP
cana-5218	58	20	sensor	sensor	NOUN
cana-5218	58	21	networks	network	NOUN
cana-5218	58	22	[	[	X
cana-5218	58	23	7	7	NUM
cana-5218	58	24	]	]	PUNCT
cana-5218	58	25	.	.	PUNCT
cana-5218	59	1	these	these	DET
cana-5218	59	2	algorithms	algorithm	NOUN
cana-5218	59	3	are	be	AUX
cana-5218	59	4	optimized	optimize	VERB
cana-5218	59	5	for	for	ADP
cana-5218	59	6	low	low	ADJ
cana-5218	59	7	-	-	PUNCT
cana-5218	59	8	power	power	NOUN
cana-5218	59	9	devices	device	NOUN
cana-5218	59	10	through	through	ADP
cana-5218	59	11	techniques	technique	NOUN
cana-5218	59	12	like	like	ADP
cana-5218	59	13	model	model	NOUN
cana-5218	59	14	quantization	quantization	NOUN
cana-5218	59	15	and	and	CCONJ
cana-5218	59	16	pruning	prune	VERB
cana-5218	59	17	,	,	PUNCT
cana-5218	59	18	ensuring	ensure	VERB
cana-5218	59	19	minimal	minimal	ADJ
cana-5218	59	20	resource	resource	NOUN
cana-5218	59	21	consumption	consumption	NOUN
cana-5218	59	22	without	without	ADP
cana-5218	59	23	compromising	compromise	VERB
cana-5218	59	24	accuracy	accuracy	NOUN
cana-5218	59	25	.	.	PUNCT
cana-5218	60	1	tinyml	tinyml	VERB
cana-5218	60	2	-	-	PUNCT
cana-5218	60	3	based	base	VERB
cana-5218	60	4	anomaly	anomaly	NOUN
cana-5218	60	5	detection	detection	NOUN
cana-5218	60	6	has	have	AUX
cana-5218	60	7	been	be	AUX
cana-5218	60	8	applied	apply	VERB
cana-5218	60	9	across	across	ADP
cana-5218	60	10	diverse	diverse	ADJ
cana-5218	60	11	iot	iot	NOUN
cana-5218	60	12	domains	domain	NOUN
cana-5218	60	13	.	.	PUNCT
cana-5218	61	1	in	in	ADP
cana-5218	61	2	industrial	industrial	ADJ
cana-5218	61	3	monitoring	monitoring	NOUN
cana-5218	61	4	,	,	PUNCT
cana-5218	61	5	it	it	PRON
cana-5218	61	6	aids	aid	VERB
cana-5218	61	7	in	in	ADP
cana-5218	61	8	detecting	detect	VERB
cana-5218	61	9	equipment	equipment	NOUN
cana-5218	61	10	malfunctions	malfunction	NOUN
cana-5218	61	11	and	and	CCONJ
cana-5218	61	12	predictive	predictive	ADJ
cana-5218	61	13	maintenance	maintenance	NOUN
cana-5218	61	14	in	in	ADP
cana-5218	61	15	manufacturing	manufacturing	NOUN
cana-5218	61	16	setups	setup	NOUN
cana-5218	61	17	[	[	X
cana-5218	61	18	4	4	NUM
cana-5218	61	19	]	]	PUNCT
cana-5218	61	20	.	.	PUNCT
cana-5218	62	1	in	in	ADP
cana-5218	62	2	smart	smart	ADJ
cana-5218	62	3	cities	city	NOUN
cana-5218	62	4	,	,	PUNCT
cana-5218	62	5	it	it	PRON
cana-5218	62	6	is	be	AUX
cana-5218	62	7	used	use	VERB
cana-5218	62	8	for	for	ADP
cana-5218	62	9	monitoring	monitor	VERB
cana-5218	62	10	urban	urban	ADJ
cana-5218	62	11	infrastructure	infrastructure	NOUN
cana-5218	62	12	,	,	PUNCT
cana-5218	62	13	traffic	traffic	NOUN
cana-5218	62	14	patterns	pattern	NOUN
cana-5218	62	15	,	,	PUNCT
cana-5218	62	16	and	and	CCONJ
cana-5218	62	17	environmental	environmental	ADJ
cana-5218	62	18	conditions	condition	NOUN
cana-5218	62	19	to	to	PART
cana-5218	62	20	identify	identify	VERB
cana-5218	62	21	irregularities	irregularity	NOUN
cana-5218	62	22	[	[	X
cana-5218	62	23	8	8	NUM
cana-5218	62	24	]	]	PUNCT
cana-5218	62	25	.	.	PUNCT
cana-5218	63	1	in	in	ADP
cana-5218	63	2	healthcare	healthcare	PROPN
cana-5218	63	3	,	,	PUNCT
cana-5218	63	4	it	it	PRON
cana-5218	63	5	facilitates	facilitate	VERB
cana-5218	63	6	real	real	ADJ
cana-5218	63	7	-	-	PUNCT
cana-5218	63	8	time	time	NOUN
cana-5218	63	9	monitoring	monitoring	NOUN
cana-5218	63	10	of	of	ADP
cana-5218	63	11	patient	patient	ADJ
cana-5218	63	12	vitals	vital	NOUN
cana-5218	63	13	and	and	CCONJ
cana-5218	63	14	detecting	detect	VERB
cana-5218	63	15	anomalies	anomaly	NOUN
cana-5218	63	16	indicative	indicative	ADJ
cana-5218	63	17	of	of	ADP
cana-5218	63	18	health	health	NOUN
cana-5218	63	19	issues	issue	NOUN
cana-5218	63	20	[	[	X
cana-5218	63	21	9	9	NUM
cana-5218	63	22	]	]	PUNCT
cana-5218	63	23	.	.	PUNCT
cana-5218	64	1	in	in	ADP
cana-5218	64	2	agriculture	agriculture	NOUN
cana-5218	64	3	,	,	PUNCT
cana-5218	64	4	it	it	PRON
cana-5218	64	5	assists	assist	VERB
cana-5218	64	6	in	in	ADP
cana-5218	64	7	monitoring	monitor	VERB
cana-5218	64	8	soil	soil	NOUN
cana-5218	64	9	conditions	condition	NOUN
cana-5218	64	10	,	,	PUNCT
cana-5218	64	11	crop	crop	NOUN
cana-5218	64	12	health	health	NOUN
cana-5218	64	13	,	,	PUNCT
cana-5218	64	14	and	and	CCONJ
cana-5218	64	15	environmental	environmental	ADJ
cana-5218	64	16	factors	factor	NOUN
cana-5218	64	17	to	to	PART
cana-5218	64	18	optimize	optimize	VERB
cana-5218	64	19	farming	farming	NOUN
cana-5218	64	20	practices	practice	NOUN
cana-5218	64	21	[	[	X
cana-5218	64	22	10	10	NUM
cana-5218	64	23	]	]	PUNCT
cana-5218	64	24	.	.	PUNCT
cana-5218	65	1	these	these	DET
cana-5218	65	2	applications	application	NOUN
cana-5218	65	3	demonstrate	demonstrate	VERB
cana-5218	65	4	the	the	DET
cana-5218	65	5	versatility	versatility	NOUN
cana-5218	65	6	and	and	CCONJ
cana-5218	65	7	effectiveness	effectiveness	NOUN
cana-5218	65	8	of	of	ADP
cana-5218	65	9	tinyml	tinyml	ADJ
cana-5218	65	10	in	in	ADP
cana-5218	65	11	enhancing	enhance	VERB
cana-5218	65	12	the	the	DET
cana-5218	65	13	reliability	reliability	NOUN
cana-5218	65	14	and	and	CCONJ
cana-5218	65	15	efficiency	efficiency	NOUN
cana-5218	65	16	of	of	ADP
cana-5218	65	17	iot	iot	PROPN
cana-5218	65	18	systems	system	NOUN
cana-5218	65	19	.	.	PUNCT
cana-5218	66	1	despite	despite	SCONJ
cana-5218	66	2	its	its	PRON
cana-5218	66	3	advantages	advantage	NOUN
cana-5218	66	4	,	,	PUNCT
cana-5218	66	5	implementing	implement	VERB
cana-5218	66	6	tinyml	tinyml	NOUN
cana-5218	66	7	-	-	PUNCT
cana-5218	66	8	based	base	VERB
cana-5218	66	9	anomaly	anomaly	NOUN
cana-5218	66	10	detection	detection	NOUN
cana-5218	66	11	in	in	ADP
cana-5218	66	12	iot	iot	PROPN
cana-5218	66	13	faces	face	VERB
cana-5218	66	14	several	several	ADJ
cana-5218	66	15	challenges	challenge	NOUN
cana-5218	66	16	.	.	PUNCT
cana-5218	67	1	resource	resource	NOUN
cana-5218	67	2	constraints	constraint	NOUN
cana-5218	67	3	,	,	PUNCT
cana-5218	67	4	such	such	ADJ
cana-5218	67	5	as	as	ADP
cana-5218	67	6	limited	limited	ADJ
cana-5218	67	7	computational	computational	ADJ
cana-5218	67	8	power	power	NOUN
cana-5218	67	9	and	and	CCONJ
cana-5218	67	10	memory	memory	NOUN
cana-5218	67	11	in	in	ADP
cana-5218	67	12	edge	edge	NOUN
cana-5218	67	13	devices	device	NOUN
cana-5218	67	14	,	,	PUNCT
cana-5218	67	15	necessitate	necessitate	ADJ
cana-5218	67	16	highly	highly	ADV
cana-5218	67	17	optimized	optimize	VERB
cana-5218	67	18	models	model	NOUN
cana-5218	67	19	[	[	X
cana-5218	67	20	3	3	NUM
cana-5218	67	21	]	]	PUNCT
cana-5218	67	22	.	.	PUNCT
cana-5218	68	1	ensuring	ensure	VERB
cana-5218	68	2	data	datum	NOUN
cana-5218	68	3	privacy	privacy	NOUN
cana-5218	68	4	and	and	CCONJ
cana-5218	68	5	security	security	NOUN
cana-5218	68	6	is	be	AUX
cana-5218	68	7	critical	critical	ADJ
cana-5218	68	8	,	,	PUNCT
cana-5218	68	9	as	as	SCONJ
cana-5218	68	10	protecting	protect	VERB
cana-5218	68	11	against	against	ADP
cana-5218	68	12	adversarial	adversarial	ADJ
cana-5218	68	13	attacks	attack	NOUN
cana-5218	68	14	remains	remain	VERB
cana-5218	68	15	a	a	DET
cana-5218	68	16	concern	concern	NOUN
cana-5218	68	17	[	[	X
cana-5218	68	18	11	11	NUM
cana-5218	68	19	]	]	PUNCT
cana-5218	68	20	.	.	PUNCT
cana-5218	69	1	developing	develop	VERB
cana-5218	69	2	models	model	NOUN
cana-5218	69	3	that	that	PRON
cana-5218	69	4	generalize	generalize	VERB
cana-5218	69	5	well	well	ADV
cana-5218	69	6	across	across	ADP
cana-5218	69	7	diverse	diverse	ADJ
cana-5218	69	8	environments	environment	NOUN
cana-5218	69	9	and	and	CCONJ
cana-5218	69	10	conditions	condition	NOUN
cana-5218	69	11	is	be	AUX
cana-5218	69	12	challenging	challenge	VERB
cana-5218	69	13	due	due	ADJ
cana-5218	69	14	to	to	ADP
cana-5218	69	15	the	the	DET
cana-5218	69	16	heterogeneity	heterogeneity	NOUN
cana-5218	69	17	of	of	ADP
cana-5218	69	18	iot	iot	PROPN
cana-5218	69	19	systems	system	NOUN
cana-5218	69	20	[	[	X
cana-5218	69	21	2	2	NUM
cana-5218	69	22	]	]	PUNCT
cana-5218	69	23	.	.	PUNCT
cana-5218	70	1	balancing	balance	VERB
cana-5218	70	2	model	model	NOUN
cana-5218	70	3	complexity	complexity	NOUN
cana-5218	70	4	with	with	ADP
cana-5218	70	5	energy	energy	NOUN
cana-5218	70	6	efficiency	efficiency	NOUN
cana-5218	70	7	is	be	AUX
cana-5218	70	8	vital	vital	ADJ
cana-5218	70	9	for	for	ADP
cana-5218	70	10	battery	battery	NOUN
cana-5218	70	11	-	-	PUNCT
cana-5218	70	12	powered	power	VERB
cana-5218	70	13	devices	device	NOUN
cana-5218	70	14	[	[	X
cana-5218	70	15	12	12	NUM
cana-5218	70	16	]	]	PUNCT
cana-5218	70	17	.	.	PUNCT
cana-5218	71	1	addressing	address	VERB
cana-5218	71	2	these	these	DET
cana-5218	71	3	challenges	challenge	NOUN
cana-5218	71	4	requires	require	VERB
cana-5218	71	5	ongoing	ongoing	ADJ
cana-5218	71	6	research	research	NOUN
cana-5218	71	7	and	and	CCONJ
cana-5218	71	8	innovation	innovation	NOUN
cana-5218	71	9	in	in	ADP
cana-5218	71	10	model	model	NOUN
cana-5218	71	11	design	design	NOUN
cana-5218	71	12	,	,	PUNCT
cana-5218	71	13	optimization	optimization	NOUN
cana-5218	71	14	techniques	technique	NOUN
cana-5218	71	15	,	,	PUNCT
cana-5218	71	16	and	and	CCONJ
cana-5218	71	17	hardware	hardware	NOUN
cana-5218	71	18	advancements	advancement	NOUN
cana-5218	71	19	.	.	PUNCT
cana-5218	72	1	the	the	DET
cana-5218	72	2	future	future	NOUN
cana-5218	72	3	of	of	ADP
cana-5218	72	4	anomaly	anomaly	NOUN
cana-5218	72	5	detection	detection	NOUN
cana-5218	72	6	in	in	ADP
cana-5218	72	7	iot	iot	NOUN
cana-5218	72	8	using	use	VERB
cana-5218	72	9	tinyml	tinyml	NOUN
cana-5218	72	10	is	be	AUX
cana-5218	72	11	promising	promise	VERB
cana-5218	72	12	,	,	PUNCT
cana-5218	72	13	with	with	ADP
cana-5218	72	14	several	several	ADJ
cana-5218	72	15	avenues	avenue	NOUN
cana-5218	72	16	for	for	ADP
cana-5218	72	17	exploration	exploration	NOUN
cana-5218	72	18	.	.	PUNCT
cana-5218	73	1	federated	federated	ADJ
cana-5218	73	2	learning	learning	NOUN
cana-5218	73	3	enables	enable	VERB
cana-5218	73	4	collaborative	collaborative	ADJ
cana-5218	73	5	model	model	NOUN
cana-5218	73	6	training	training	NOUN
cana-5218	73	7	across	across	ADP
cana-5218	73	8	multiple	multiple	ADJ
cana-5218	73	9	devices	device	NOUN
cana-5218	73	10	without	without	ADP
cana-5218	73	11	sharing	share	VERB
cana-5218	73	12	raw	raw	ADJ
cana-5218	73	13	data	datum	NOUN
cana-5218	73	14	,	,	PUNCT
cana-5218	73	15	enhancing	enhance	VERB
cana-5218	73	16	privacy	privacy	NOUN
cana-5218	73	17	and	and	CCONJ
cana-5218	73	18	scalability	scalability	NOUN
cana-5218	73	19	[	[	X
cana-5218	73	20	13	13	NUM
cana-5218	73	21	]	]	PUNCT
cana-5218	73	22	.	.	PUNCT
cana-5218	74	1	developing	develop	VERB
cana-5218	74	2	adaptive	adaptive	ADJ
cana-5218	74	3	models	model	NOUN
cana-5218	74	4	that	that	PRON
cana-5218	74	5	can	can	AUX
cana-5218	74	6	adapt	adapt	VERB
cana-5218	74	7	to	to	ADP
cana-5218	74	8	changing	change	VERB
cana-5218	74	9	environments	environment	NOUN
cana-5218	74	10	and	and	CCONJ
cana-5218	74	11	data	datum	NOUN
cana-5218	74	12	distributions	distribution	NOUN
cana-5218	74	13	in	in	ADP
cana-5218	74	14	real	real	ADJ
cana-5218	74	15	-	-	PUNCT
cana-5218	74	16	time	time	NOUN
cana-5218	74	17	is	be	AUX
cana-5218	74	18	another	another	DET
cana-5218	74	19	area	area	NOUN
cana-5218	74	20	of	of	ADP
cana-5218	74	21	interest	interest	NOUN
cana-5218	74	22	[	[	X
cana-5218	74	23	14	14	NUM
cana-5218	74	24	]	]	PUNCT
cana-5218	74	25	.	.	PUNCT
cana-5218	75	1	integration	integration	NOUN
cana-5218	75	2	with	with	ADP
cana-5218	75	3	5	5	NUM
cana-5218	75	4	g	g	NOUN
cana-5218	75	5	technology	technology	NOUN
cana-5218	75	6	can	can	AUX
cana-5218	75	7	leverage	leverage	VERB
cana-5218	75	8	high	high	ADJ
cana-5218	75	9	-	-	PUNCT
cana-5218	75	10	speed	speed	NOUN
cana-5218	75	11	,	,	PUNCT
cana-5218	75	12	low	low	ADJ
cana-5218	75	13	-	-	PUNCT
cana-5218	75	14	latency	latency	NOUN
cana-5218	75	15	communication	communication	NOUN
cana-5218	75	16	to	to	PART
cana-5218	75	17	enhance	enhance	VERB
cana-5218	75	18	the	the	DET
cana-5218	75	19	responsiveness	responsiveness	NOUN
cana-5218	75	20	and	and	CCONJ
cana-5218	75	21	coordination	coordination	NOUN
cana-5218	75	22	of	of	ADP
cana-5218	75	23	distributed	distribute	VERB
cana-5218	75	24	iot	iot	NOUN
cana-5218	75	25	systems	system	NOUN
cana-5218	75	26	[	[	X
cana-5218	75	27	15	15	NUM
cana-5218	75	28	]	]	PUNCT
cana-5218	75	29	.	.	PUNCT
cana-5218	76	1	establishing	establish	VERB
cana-5218	76	2	benchmarks	benchmark	NOUN
cana-5218	76	3	and	and	CCONJ
cana-5218	76	4	standards	standard	NOUN
cana-5218	76	5	for	for	ADP
cana-5218	76	6	evaluating	evaluate	VERB
cana-5218	76	7	and	and	CCONJ
cana-5218	76	8	comparing	compare	VERB
cana-5218	76	9	tinyml	tinyml	ADJ
cana-5218	76	10	models	model	NOUN
cana-5218	76	11	and	and	CCONJ
cana-5218	76	12	frameworks	framework	NOUN
cana-5218	76	13	is	be	AUX
cana-5218	76	14	essential	essential	ADJ
cana-5218	76	15	for	for	ADP
cana-5218	76	16	standardization	standardization	NOUN
cana-5218	76	17	[	[	X
cana-5218	76	18	16	16	NUM
cana-5218	76	19	]	]	PUNCT
cana-5218	76	20	.	.	PUNCT
cana-5218	77	1	these	these	DET
cana-5218	77	2	directions	direction	NOUN
cana-5218	77	3	aim	aim	VERB
cana-5218	77	4	to	to	PART
cana-5218	77	5	enhance	enhance	VERB
cana-5218	77	6	the	the	DET
cana-5218	77	7	robustness	robustness	NOUN
cana-5218	77	8	,	,	PUNCT
cana-5218	77	9	efficiency	efficiency	NOUN
cana-5218	77	10	,	,	PUNCT
cana-5218	77	11	and	and	CCONJ
cana-5218	77	12	applicability	applicability	NOUN
cana-5218	77	13	of	of	ADP
cana-5218	77	14	tinyml	tinyml	ADV
cana-5218	77	15	-	-	PUNCT
cana-5218	77	16	based	base	VERB
cana-5218	77	17	anomaly	anomaly	NOUN
cana-5218	77	18	detection	detection	NOUN
cana-5218	77	19	in	in	ADP
cana-5218	77	20	the	the	DET
cana-5218	77	21	evolving	evolve	VERB
cana-5218	77	22	iot	iot	ADJ
cana-5218	77	23	landscape	landscape	NOUN
cana-5218	77	24	.	.	PUNCT
cana-5218	78	1	research	research	NOUN
cana-5218	78	2	methodology	methodology	NOUN
cana-5218	78	3	the	the	DET
cana-5218	78	4	figure	figure	NOUN
cana-5218	78	5	1	1	NUM
cana-5218	78	6	is	be	AUX
cana-5218	78	7	system	system	NOUN
cana-5218	78	8	architecture	architecture	NOUN
cana-5218	78	9	that	that	PRON
cana-5218	78	10	illustrates	illustrate	VERB
cana-5218	78	11	a	a	DET
cana-5218	78	12	system	system	NOUN
cana-5218	78	13	designed	design	VERB
cana-5218	78	14	to	to	PART
cana-5218	78	15	detect	detect	VERB
cana-5218	78	16	and	and	CCONJ
cana-5218	78	17	classify	classify	VERB
cana-5218	78	18	physical	physical	ADJ
cana-5218	78	19	activities	activity	NOUN
cana-5218	78	20	as	as	ADP
cana-5218	78	21	either	either	CCONJ
cana-5218	78	22	normal	normal	ADJ
cana-5218	78	23	or	or	CCONJ
cana-5218	78	24	abnormal	abnormal	ADJ
cana-5218	78	25	using	use	VERB
cana-5218	78	26	data	datum	NOUN
cana-5218	78	27	from	from	ADP
cana-5218	78	28	an	an	DET
cana-5218	78	29	accelerometer	accelerometer	ADJ
cana-5218	78	30	sensor	sensor	NOUN
cana-5218	78	31	and	and	CCONJ
cana-5218	78	32	a	a	DET
cana-5218	78	33	trained	train	VERB
cana-5218	78	34	machine	machine	NOUN
cana-5218	78	35	learning	learning	NOUN
cana-5218	78	36	model	model	NOUN
cana-5218	78	37	deployed	deploy	VERB
cana-5218	78	38	via	via	ADP
cana-5218	78	39	tensorflow	tensorflow	NOUN
cana-5218	78	40	lite	lite	NOUN
cana-5218	78	41	(	(	PUNCT
cana-5218	78	42	tf	tf	PROPN
cana-5218	78	43	lite	lite	PROPN
cana-5218	78	44	)	)	PUNCT
cana-5218	78	45	.	.	PUNCT
cana-5218	79	1	this	this	DET
cana-5218	79	2	type	type	NOUN
cana-5218	79	3	of	of	ADP
cana-5218	79	4	system	system	NOUN
cana-5218	79	5	is	be	AUX
cana-5218	79	6	particularly	particularly	ADV
cana-5218	79	7	useful	useful	ADJ
cana-5218	79	8	in	in	ADP
cana-5218	79	9	applications	application	NOUN
cana-5218	79	10	such	such	ADJ
cana-5218	79	11	as	as	ADP
cana-5218	79	12	healthcare	healthcare	NOUN
cana-5218	79	13	monitoring	monitoring	NOUN
cana-5218	79	14	(	(	PUNCT
cana-5218	79	15	e.g.	e.g.	ADV
cana-5218	79	16	,	,	PUNCT
cana-5218	79	17	fall	fall	VERB
cana-5218	79	18	detection	detection	NOUN
cana-5218	79	19	for	for	ADP
cana-5218	79	20	elderly	elderly	ADJ
cana-5218	79	21	individuals	individual	NOUN
cana-5218	79	22	)	)	PUNCT
cana-5218	79	23	,	,	PUNCT
cana-5218	79	24	fitness	fitness	NOUN
cana-5218	79	25	tracking	tracking	NOUN
cana-5218	79	26	,	,	PUNCT
cana-5218	79	27	industrial	industrial	ADJ
cana-5218	79	28	safety	safety	NOUN
cana-5218	79	29	monitoring	monitoring	NOUN
cana-5218	79	30	,	,	PUNCT
cana-5218	79	31	and	and	CCONJ
cana-5218	79	32	smart	smart	ADJ
cana-5218	79	33	wearables	wearable	NOUN
cana-5218	79	34	.	.	PUNCT
cana-5218	80	1	communications	communication	NOUN
cana-5218	80	2	on	on	ADP
cana-5218	80	3	applied	apply	VERB
cana-5218	80	4	nonlinear	nonlinear	ADJ
cana-5218	80	5	analysis	analysis	NOUN
cana-5218	80	6	issn	issn	NOUN
cana-5218	80	7	:	:	PUNCT
cana-5218	80	8	1074	1074	NUM
cana-5218	80	9	-	-	PUNCT
cana-5218	80	10	133x	133x	NUM
cana-5218	80	11	vol	vol	VERB
cana-5218	80	12	32	32	NUM
cana-5218	80	13	no	no	NOUN
cana-5218	80	14	.	.	PUNCT
cana-5218	81	1	10s	10	NOUN
cana-5218	81	2	(	(	PUNCT
cana-5218	81	3	2025	2025	NUM
cana-5218	81	4	)	)	PUNCT
cana-5218	81	5	1191	1191	NUM
cana-5218	81	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5218	81	7	figure	figure	NOUN
cana-5218	81	8	1	1	NUM
cana-5218	81	9	:	:	PUNCT
cana-5218	81	10	proposed	propose	VERB
cana-5218	81	11	system	system	NOUN
cana-5218	81	12	architecture	architecture	NOUN
cana-5218	81	13	1	1	NUM
cana-5218	81	14	.	.	PUNCT
cana-5218	81	15	accelerometer	accelerometer	NOUN
cana-5218	81	16	sensor	sensor	PROPN
cana-5218	81	17	:	:	PUNCT
cana-5218	81	18	the	the	DET
cana-5218	81	19	system	system	NOUN
cana-5218	81	20	begins	begin	VERB
cana-5218	81	21	with	with	ADP
cana-5218	81	22	the	the	DET
cana-5218	81	23	accelerometer	accelerometer	NOUN
cana-5218	81	24	sensor	sensor	NOUN
cana-5218	81	25	,	,	PUNCT
cana-5218	81	26	which	which	PRON
cana-5218	81	27	is	be	AUX
cana-5218	81	28	responsible	responsible	ADJ
cana-5218	81	29	for	for	ADP
cana-5218	81	30	capturing	capture	VERB
cana-5218	81	31	real	real	ADJ
cana-5218	81	32	-	-	PUNCT
cana-5218	81	33	time	time	NOUN
cana-5218	81	34	motion	motion	NOUN
cana-5218	81	35	data	datum	NOUN
cana-5218	81	36	.	.	PUNCT
cana-5218	82	1	this	this	DET
cana-5218	82	2	sensor	sensor	NOUN
cana-5218	82	3	detects	detect	VERB
cana-5218	82	4	changes	change	NOUN
cana-5218	82	5	in	in	ADP
cana-5218	82	6	acceleration	acceleration	NOUN
cana-5218	82	7	along	along	ADP
cana-5218	82	8	the	the	DET
cana-5218	82	9	x	x	PROPN
cana-5218	82	10	,	,	PUNCT
cana-5218	82	11	y	y	PROPN
cana-5218	82	12	,	,	PUNCT
cana-5218	82	13	and	and	CCONJ
cana-5218	82	14	z	z	NOUN
cana-5218	82	15	axes	axis	NOUN
cana-5218	82	16	,	,	PUNCT
cana-5218	82	17	which	which	PRON
cana-5218	82	18	represent	represent	VERB
cana-5218	82	19	movement	movement	NOUN
cana-5218	82	20	and	and	CCONJ
cana-5218	82	21	orientation	orientation	NOUN
cana-5218	82	22	.	.	PUNCT
cana-5218	83	1	the	the	DET
cana-5218	83	2	accelerometer	accelerometer	NOUN
cana-5218	83	3	is	be	AUX
cana-5218	83	4	crucial	crucial	ADJ
cana-5218	83	5	for	for	ADP
cana-5218	83	6	identifying	identify	VERB
cana-5218	83	7	various	various	ADJ
cana-5218	83	8	physical	physical	ADJ
cana-5218	83	9	activities	activity	NOUN
cana-5218	83	10	such	such	ADJ
cana-5218	83	11	as	as	ADP
cana-5218	83	12	walking	walk	VERB
cana-5218	83	13	,	,	PUNCT
cana-5218	83	14	sitting	sit	VERB
cana-5218	83	15	,	,	PUNCT
cana-5218	83	16	falling	fall	VERB
cana-5218	83	17	,	,	PUNCT
cana-5218	83	18	or	or	CCONJ
cana-5218	83	19	any	any	DET
cana-5218	83	20	sudden	sudden	ADJ
cana-5218	83	21	changes	change	NOUN
cana-5218	83	22	in	in	ADP
cana-5218	83	23	body	body	NOUN
cana-5218	83	24	posture	posture	NOUN
cana-5218	83	25	.	.	PUNCT
cana-5218	84	1	its	its	PRON
cana-5218	84	2	sensitivity	sensitivity	NOUN
cana-5218	84	3	and	and	CCONJ
cana-5218	84	4	sampling	sample	VERB
cana-5218	84	5	frequency	frequency	NOUN
cana-5218	84	6	directly	directly	ADV
cana-5218	84	7	impact	impact	VERB
cana-5218	84	8	the	the	DET
cana-5218	84	9	accuracy	accuracy	NOUN
cana-5218	84	10	of	of	ADP
cana-5218	84	11	subsequent	subsequent	ADJ
cana-5218	84	12	activity	activity	NOUN
cana-5218	84	13	classification	classification	NOUN
cana-5218	84	14	.	.	PUNCT
cana-5218	85	1	2	2	X
cana-5218	85	2	.	.	X
cana-5218	85	3	read	read	VERB
cana-5218	85	4	accelerometer	accelerometer	NOUN
cana-5218	85	5	data	datum	NOUN
cana-5218	85	6	:	:	PUNCT
cana-5218	85	7	the	the	DET
cana-5218	85	8	second	second	ADJ
cana-5218	85	9	module	module	NOUN
cana-5218	85	10	involves	involve	VERB
cana-5218	85	11	reading	read	VERB
cana-5218	85	12	the	the	DET
cana-5218	85	13	accelerometer	accelerometer	ADJ
cana-5218	85	14	data	datum	NOUN
cana-5218	85	15	continuously	continuously	ADV
cana-5218	85	16	.	.	PUNCT
cana-5218	86	1	this	this	DET
cana-5218	86	2	step	step	NOUN
cana-5218	86	3	acts	act	VERB
cana-5218	86	4	as	as	ADP
cana-5218	86	5	a	a	DET
cana-5218	86	6	bridge	bridge	NOUN
cana-5218	86	7	between	between	ADP
cana-5218	86	8	the	the	DET
cana-5218	86	9	hardware	hardware	NOUN
cana-5218	86	10	sensor	sensor	NOUN
cana-5218	86	11	and	and	CCONJ
cana-5218	86	12	the	the	DET
cana-5218	86	13	software	software	NOUN
cana-5218	86	14	model	model	NOUN
cana-5218	86	15	by	by	ADP
cana-5218	86	16	collecting	collect	VERB
cana-5218	86	17	and	and	CCONJ
cana-5218	86	18	transmitting	transmit	VERB
cana-5218	86	19	the	the	DET
cana-5218	86	20	motion	motion	NOUN
cana-5218	86	21	signals	signal	NOUN
cana-5218	86	22	for	for	ADP
cana-5218	86	23	further	further	ADJ
cana-5218	86	24	processing	processing	NOUN
cana-5218	86	25	.	.	PUNCT
cana-5218	87	1	this	this	DET
cana-5218	87	2	data	data	NOUN
cana-5218	87	3	acquisition	acquisition	NOUN
cana-5218	87	4	stage	stage	NOUN
cana-5218	87	5	may	may	AUX
cana-5218	87	6	also	also	ADV
cana-5218	87	7	include	include	VERB
cana-5218	87	8	basic	basic	ADJ
cana-5218	87	9	preprocessing	preprocessing	NOUN
cana-5218	87	10	such	such	ADJ
cana-5218	87	11	as	as	ADP
cana-5218	87	12	filtering	filter	VERB
cana-5218	87	13	out	out	ADP
cana-5218	87	14	noise	noise	NOUN
cana-5218	87	15	or	or	CCONJ
cana-5218	87	16	structuring	structure	VERB
cana-5218	87	17	the	the	DET
cana-5218	87	18	data	datum	NOUN
cana-5218	87	19	into	into	ADP
cana-5218	87	20	a	a	DET
cana-5218	87	21	format	format	NOUN
cana-5218	87	22	that	that	PRON
cana-5218	87	23	can	can	AUX
cana-5218	87	24	be	be	AUX
cana-5218	87	25	consumed	consume	VERB
cana-5218	87	26	by	by	ADP
cana-5218	87	27	the	the	DET
cana-5218	87	28	machine	machine	NOUN
cana-5218	87	29	learning	learning	NOUN
cana-5218	87	30	model	model	NOUN
cana-5218	87	31	.	.	PUNCT
cana-5218	88	1	this	this	PRON
cana-5218	88	2	ensures	ensure	VERB
cana-5218	88	3	that	that	SCONJ
cana-5218	88	4	only	only	ADV
cana-5218	88	5	clean	clean	ADJ
cana-5218	88	6	and	and	CCONJ
cana-5218	88	7	structured	structured	ADJ
cana-5218	88	8	data	datum	NOUN
cana-5218	88	9	is	be	AUX
cana-5218	88	10	fed	feed	VERB
cana-5218	88	11	forward	forward	ADV
cana-5218	88	12	.	.	PUNCT
cana-5218	89	1	3	3	X
cana-5218	89	2	.	.	X
cana-5218	89	3	tf	tf	PROPN
cana-5218	89	4	lite	lite	PROPN
cana-5218	89	5	interpreter	interpreter	NOUN
cana-5218	89	6	(	(	PUNCT
cana-5218	89	7	runs	run	VERB
cana-5218	89	8	the	the	DET
cana-5218	89	9	model	model	NOUN
cana-5218	89	10	)	)	PUNCT
cana-5218	89	11	:	:	PUNCT
cana-5218	89	12	the	the	DET
cana-5218	89	13	tf	tf	PROPN
cana-5218	89	14	lite	lite	PROPN
cana-5218	89	15	interpreter	interpreter	NOUN
cana-5218	89	16	serves	serve	VERB
cana-5218	89	17	as	as	ADP
cana-5218	89	18	the	the	DET
cana-5218	89	19	lightweight	lightweight	ADJ
cana-5218	89	20	machine	machine	NOUN
cana-5218	89	21	learning	learn	VERB
cana-5218	89	22	engine	engine	NOUN
cana-5218	89	23	that	that	PRON
cana-5218	89	24	runs	run	VERB
cana-5218	89	25	on	on	ADP
cana-5218	89	26	edge	edge	NOUN
cana-5218	89	27	devices	device	NOUN
cana-5218	89	28	.	.	PUNCT
cana-5218	90	1	it	it	PRON
cana-5218	90	2	takes	take	VERB
cana-5218	90	3	the	the	DET
cana-5218	90	4	preprocessed	preprocesse	VERB
cana-5218	90	5	accelerometer	accelerometer	NOUN
cana-5218	90	6	data	datum	NOUN
cana-5218	90	7	and	and	CCONJ
cana-5218	90	8	applies	apply	VERB
cana-5218	90	9	a	a	DET
cana-5218	90	10	pre	pre	ADJ
cana-5218	90	11	-	-	ADJ
cana-5218	90	12	trained	train	VERB
cana-5218	90	13	model	model	NOUN
cana-5218	90	14	to	to	ADP
cana-5218	90	15	it	it	PRON
cana-5218	90	16	.	.	PUNCT
cana-5218	91	1	tensorflow	tensorflow	NOUN
cana-5218	91	2	lite	lite	PROPN
cana-5218	91	3	is	be	AUX
cana-5218	91	4	specifically	specifically	ADV
cana-5218	91	5	optimized	optimize	VERB
cana-5218	91	6	for	for	ADP
cana-5218	91	7	mobile	mobile	ADJ
cana-5218	91	8	and	and	CCONJ
cana-5218	91	9	embedded	embed	VERB
cana-5218	91	10	devices	device	NOUN
cana-5218	91	11	,	,	PUNCT
cana-5218	91	12	enabling	enable	VERB
cana-5218	91	13	quick	quick	ADJ
cana-5218	91	14	and	and	CCONJ
cana-5218	91	15	efficient	efficient	ADJ
cana-5218	91	16	inference	inference	NOUN
cana-5218	91	17	without	without	ADP
cana-5218	91	18	needing	need	VERB
cana-5218	91	19	internet	internet	NOUN
cana-5218	91	20	access	access	NOUN
cana-5218	91	21	or	or	CCONJ
cana-5218	91	22	powerful	powerful	ADJ
cana-5218	91	23	computational	computational	ADJ
cana-5218	91	24	hardware	hardware	NOUN
cana-5218	91	25	.	.	PUNCT
cana-5218	92	1	this	this	DET
cana-5218	92	2	module	module	NOUN
cana-5218	92	3	is	be	AUX
cana-5218	92	4	vital	vital	ADJ
cana-5218	92	5	for	for	ADP
cana-5218	92	6	real	real	ADJ
cana-5218	92	7	-	-	PUNCT
cana-5218	92	8	time	time	NOUN
cana-5218	92	9	performance	performance	NOUN
cana-5218	92	10	and	and	CCONJ
cana-5218	92	11	low	low	ADJ
cana-5218	92	12	power	power	NOUN
cana-5218	92	13	consumption	consumption	NOUN
cana-5218	92	14	.	.	PUNCT
cana-5218	93	1	4	4	X
cana-5218	93	2	.	.	X
cana-5218	93	3	model	model	NOUN
cana-5218	93	4	trained	train	VERB
cana-5218	93	5	to	to	PART
cana-5218	93	6	classify	classify	VERB
cana-5218	93	7	normal	normal	ADJ
cana-5218	93	8	and	and	CCONJ
cana-5218	93	9	abnormal	abnormal	ADJ
cana-5218	93	10	activity	activity	NOUN
cana-5218	93	11	:	:	PUNCT
cana-5218	93	12	this	this	DET
cana-5218	93	13	module	module	NOUN
cana-5218	93	14	represents	represent	VERB
cana-5218	93	15	the	the	DET
cana-5218	93	16	machine	machine	NOUN
cana-5218	93	17	learning	learning	NOUN
cana-5218	93	18	model	model	NOUN
cana-5218	93	19	that	that	PRON
cana-5218	93	20	was	be	AUX
cana-5218	93	21	trained	train	VERB
cana-5218	93	22	using	use	VERB
cana-5218	93	23	labeled	label	VERB
cana-5218	93	24	datasets	dataset	NOUN
cana-5218	93	25	to	to	PART
cana-5218	93	26	distinguish	distinguish	VERB
cana-5218	93	27	between	between	ADP
cana-5218	93	28	normal	normal	ADJ
cana-5218	93	29	and	and	CCONJ
cana-5218	93	30	abnormal	abnormal	ADJ
cana-5218	93	31	physical	physical	ADJ
cana-5218	93	32	activities	activity	NOUN
cana-5218	93	33	.	.	PUNCT
cana-5218	94	1	the	the	DET
cana-5218	94	2	model	model	NOUN
cana-5218	94	3	is	be	AUX
cana-5218	94	4	trained	train	VERB
cana-5218	94	5	offline	offline	ADJ
cana-5218	94	6	with	with	ADP
cana-5218	94	7	diverse	diverse	ADJ
cana-5218	94	8	samples	sample	NOUN
cana-5218	94	9	of	of	ADP
cana-5218	94	10	activity	activity	NOUN
cana-5218	94	11	data	datum	NOUN
cana-5218	94	12	and	and	CCONJ
cana-5218	94	13	converted	convert	VERB
cana-5218	94	14	into	into	ADP
cana-5218	94	15	the	the	DET
cana-5218	94	16	.tflite	.tflite	NUM
cana-5218	94	17	format	format	NOUN
cana-5218	94	18	suitable	suitable	ADJ
cana-5218	94	19	for	for	ADP
cana-5218	94	20	deployment	deployment	NOUN
cana-5218	94	21	on	on	ADP
cana-5218	94	22	small	small	ADJ
cana-5218	94	23	devices	device	NOUN
cana-5218	94	24	.	.	PUNCT
cana-5218	95	1	the	the	DET
cana-5218	95	2	classifier	classifier	NOUN
cana-5218	95	3	can	can	AUX
cana-5218	95	4	detect	detect	VERB
cana-5218	95	5	unusual	unusual	ADJ
cana-5218	95	6	patterns	pattern	NOUN
cana-5218	95	7	that	that	PRON
cana-5218	95	8	may	may	AUX
cana-5218	95	9	indicate	indicate	VERB
cana-5218	95	10	a	a	DET
cana-5218	95	11	fall	fall	NOUN
cana-5218	95	12	or	or	CCONJ
cana-5218	95	13	erratic	erratic	ADJ
cana-5218	95	14	behavior	behavior	NOUN
cana-5218	95	15	,	,	PUNCT
cana-5218	95	16	and	and	CCONJ
cana-5218	95	17	its	its	PRON
cana-5218	95	18	performance	performance	NOUN
cana-5218	95	19	depends	depend	VERB
cana-5218	95	20	heavily	heavily	ADV
cana-5218	95	21	on	on	ADP
cana-5218	95	22	the	the	DET
cana-5218	95	23	quality	quality	NOUN
cana-5218	95	24	and	and	CCONJ
cana-5218	95	25	diversity	diversity	NOUN
cana-5218	95	26	of	of	ADP
cana-5218	95	27	training	training	NOUN
cana-5218	95	28	data	datum	NOUN
cana-5218	95	29	.	.	PUNCT
cana-5218	96	1	5	5	X
cana-5218	96	2	.	.	X
cana-5218	96	3	identify	identify	VERB
cana-5218	96	4	normal	normal	ADJ
cana-5218	96	5	/	/	SYM
cana-5218	96	6	abnormal	abnormal	ADJ
cana-5218	96	7	activity	activity	NOUN
cana-5218	96	8	:	:	PUNCT
cana-5218	96	9	once	once	SCONJ
cana-5218	96	10	the	the	DET
cana-5218	96	11	model	model	NOUN
cana-5218	96	12	has	have	AUX
cana-5218	96	13	processed	process	VERB
cana-5218	96	14	the	the	DET
cana-5218	96	15	input	input	NOUN
cana-5218	96	16	data	datum	NOUN
cana-5218	96	17	,	,	PUNCT
cana-5218	96	18	the	the	DET
cana-5218	96	19	system	system	NOUN
cana-5218	96	20	moves	move	VERB
cana-5218	96	21	to	to	ADP
cana-5218	96	22	the	the	DET
cana-5218	96	23	identification	identification	NOUN
cana-5218	96	24	module	module	NOUN
cana-5218	96	25	,	,	PUNCT
cana-5218	96	26	which	which	PRON
cana-5218	96	27	interprets	interpret	VERB
cana-5218	96	28	the	the	DET
cana-5218	96	29	prediction	prediction	NOUN
cana-5218	96	30	output	output	NOUN
cana-5218	96	31	.	.	PUNCT
cana-5218	97	1	the	the	DET
cana-5218	97	2	result	result	NOUN
cana-5218	97	3	will	will	AUX
cana-5218	97	4	classify	classify	VERB
cana-5218	97	5	the	the	DET
cana-5218	97	6	motion	motion	NOUN
cana-5218	97	7	as	as	ADP
cana-5218	97	8	either	either	CCONJ
cana-5218	97	9	“	"	PUNCT
cana-5218	97	10	normal	normal	ADJ
cana-5218	97	11	”	"	PUNCT
cana-5218	97	12	or	or	CCONJ
cana-5218	97	13	“	"	PUNCT
cana-5218	97	14	abnormal	abnormal	ADJ
cana-5218	97	15	.	.	PUNCT
cana-5218	97	16	”	"	PUNCT
cana-5218	98	1	this	this	DET
cana-5218	98	2	module	module	NOUN
cana-5218	98	3	uses	use	VERB
cana-5218	98	4	logic	logic	NOUN
cana-5218	98	5	or	or	CCONJ
cana-5218	98	6	threshold	threshold	VERB
cana-5218	98	7	values	value	NOUN
cana-5218	98	8	to	to	PART
cana-5218	98	9	make	make	VERB
cana-5218	98	10	a	a	DET
cana-5218	98	11	decision	decision	NOUN
cana-5218	98	12	based	base	VERB
cana-5218	98	13	on	on	ADP
cana-5218	98	14	the	the	DET
cana-5218	98	15	model	model	NOUN
cana-5218	98	16	’s	’s	PART
cana-5218	98	17	confidence	confidence	NOUN
cana-5218	98	18	scores	score	NOUN
cana-5218	98	19	.	.	PUNCT
cana-5218	99	1	it	it	PRON
cana-5218	99	2	may	may	AUX
cana-5218	99	3	also	also	ADV
cana-5218	99	4	include	include	VERB
cana-5218	99	5	temporal	temporal	ADJ
cana-5218	99	6	smoothing	smoothing	NOUN
cana-5218	99	7	or	or	CCONJ
cana-5218	99	8	aggregation	aggregation	NOUN
cana-5218	99	9	techniques	technique	NOUN
cana-5218	99	10	to	to	PART
cana-5218	99	11	improve	improve	VERB
cana-5218	99	12	reliability	reliability	NOUN
cana-5218	99	13	and	and	CCONJ
cana-5218	99	14	reduce	reduce	VERB
cana-5218	99	15	false	false	ADJ
cana-5218	99	16	alarms	alarm	NOUN
cana-5218	99	17	.	.	PUNCT
cana-5218	100	1	6	6	X
cana-5218	100	2	.	.	X
cana-5218	100	3	command	command	NOUN
cana-5218	100	4	responder	responder	NOUN
cana-5218	100	5	:	:	PUNCT
cana-5218	100	6	the	the	DET
cana-5218	100	7	command	command	NOUN
cana-5218	100	8	responder	responder	NOUN
cana-5218	100	9	module	module	NOUN
cana-5218	100	10	functions	function	NOUN
cana-5218	100	11	as	as	ADP
cana-5218	100	12	the	the	DET
cana-5218	100	13	action	action	NOUN
cana-5218	100	14	controller	controller	NOUN
cana-5218	100	15	of	of	ADP
cana-5218	100	16	the	the	DET
cana-5218	100	17	system	system	NOUN
cana-5218	100	18	.	.	PUNCT
cana-5218	101	1	based	base	VERB
cana-5218	101	2	on	on	ADP
cana-5218	101	3	the	the	DET
cana-5218	101	4	classification	classification	NOUN
cana-5218	101	5	output	output	NOUN
cana-5218	101	6	,	,	PUNCT
cana-5218	101	7	it	it	PRON
cana-5218	101	8	decides	decide	VERB
cana-5218	101	9	whether	whether	SCONJ
cana-5218	101	10	an	an	DET
cana-5218	101	11	alert	alert	NOUN
cana-5218	101	12	should	should	AUX
cana-5218	101	13	be	be	AUX
cana-5218	101	14	triggered	trigger	VERB
cana-5218	101	15	.	.	PUNCT
cana-5218	102	1	if	if	SCONJ
cana-5218	102	2	abnormal	abnormal	ADJ
cana-5218	102	3	communications	communication	NOUN
cana-5218	102	4	on	on	ADP
cana-5218	102	5	applied	apply	VERB
cana-5218	102	6	nonlinear	nonlinear	ADJ
cana-5218	102	7	analysis	analysis	NOUN
cana-5218	102	8	issn	issn	NOUN
cana-5218	102	9	:	:	PUNCT
cana-5218	102	10	1074	1074	NUM
cana-5218	102	11	-	-	PUNCT
cana-5218	102	12	133x	133x	NUM
cana-5218	102	13	vol	vol	VERB
cana-5218	102	14	32	32	NUM
cana-5218	102	15	no	no	NOUN
cana-5218	102	16	.	.	PUNCT
cana-5218	103	1	10s	10	NOUN
cana-5218	103	2	(	(	PUNCT
cana-5218	103	3	2025	2025	NUM
cana-5218	103	4	)	)	PUNCT
cana-5218	103	5	1192	1192	NUM
cana-5218	103	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5218	103	7	activity	activity	NOUN
cana-5218	103	8	is	be	AUX
cana-5218	103	9	detected	detect	VERB
cana-5218	103	10	,	,	PUNCT
cana-5218	103	11	it	it	PRON
cana-5218	103	12	initiates	initiate	VERB
cana-5218	103	13	a	a	DET
cana-5218	103	14	response	response	NOUN
cana-5218	103	15	by	by	ADP
cana-5218	103	16	signaling	signal	VERB
cana-5218	103	17	other	other	ADJ
cana-5218	103	18	modules	module	NOUN
cana-5218	103	19	to	to	PART
cana-5218	103	20	activate	activate	VERB
cana-5218	103	21	visual	visual	ADJ
cana-5218	103	22	or	or	CCONJ
cana-5218	103	23	auditory	auditory	ADJ
cana-5218	103	24	alerts	alert	NOUN
cana-5218	103	25	.	.	PUNCT
cana-5218	104	1	this	this	PRON
cana-5218	104	2	ensures	ensure	VERB
cana-5218	104	3	that	that	SCONJ
cana-5218	104	4	the	the	DET
cana-5218	104	5	system	system	NOUN
cana-5218	104	6	reacts	react	VERB
cana-5218	104	7	promptly	promptly	ADV
cana-5218	104	8	and	and	CCONJ
cana-5218	104	9	appropriately	appropriately	ADV
cana-5218	104	10	to	to	ADP
cana-5218	104	11	critical	critical	ADJ
cana-5218	104	12	situations	situation	NOUN
cana-5218	104	13	without	without	ADP
cana-5218	104	14	human	human	ADJ
cana-5218	104	15	intervention	intervention	NOUN
cana-5218	104	16	.	.	PUNCT
cana-5218	105	1	7	7	X
cana-5218	105	2	.	.	NUM
cana-5218	105	3	led	lead	VERB
cana-5218	105	4	buzzer	buzzer	NOUN
cana-5218	105	5	play	play	NOUN
cana-5218	105	6	:	:	PUNCT
cana-5218	105	7	in	in	ADP
cana-5218	105	8	this	this	DET
cana-5218	105	9	module	module	NOUN
cana-5218	105	10	,	,	PUNCT
cana-5218	105	11	leds	led	NOUN
cana-5218	105	12	and	and	CCONJ
cana-5218	105	13	buzzers	buzzer	NOUN
cana-5218	105	14	are	be	AUX
cana-5218	105	15	activated	activate	VERB
cana-5218	105	16	as	as	ADP
cana-5218	105	17	output	output	NOUN
cana-5218	105	18	indicators	indicator	NOUN
cana-5218	105	19	when	when	SCONJ
cana-5218	105	20	an	an	DET
cana-5218	105	21	abnormal	abnormal	ADJ
cana-5218	105	22	activity	activity	NOUN
cana-5218	105	23	is	be	AUX
cana-5218	105	24	detected	detect	VERB
cana-5218	105	25	.	.	PUNCT
cana-5218	106	1	the	the	DET
cana-5218	106	2	buzzer	buzzer	NOUN
cana-5218	106	3	emits	emit	VERB
cana-5218	106	4	sound	sound	VERB
cana-5218	106	5	,	,	PUNCT
cana-5218	106	6	and	and	CCONJ
cana-5218	106	7	the	the	DET
cana-5218	106	8	led	lead	VERB
cana-5218	106	9	lights	light	NOUN
cana-5218	106	10	up	up	ADP
cana-5218	106	11	or	or	CCONJ
cana-5218	106	12	blinks	blink	VERB
cana-5218	106	13	to	to	PART
cana-5218	106	14	grab	grab	VERB
cana-5218	106	15	attention	attention	NOUN
cana-5218	106	16	.	.	PUNCT
cana-5218	107	1	this	this	DET
cana-5218	107	2	real	real	ADJ
cana-5218	107	3	-	-	PUNCT
cana-5218	107	4	time	time	NOUN
cana-5218	107	5	alert	alert	NOUN
cana-5218	107	6	mechanism	mechanism	NOUN
cana-5218	107	7	is	be	AUX
cana-5218	107	8	crucial	crucial	ADJ
cana-5218	107	9	for	for	ADP
cana-5218	107	10	safety	safety	NOUN
cana-5218	107	11	,	,	PUNCT
cana-5218	107	12	especially	especially	ADV
cana-5218	107	13	in	in	ADP
cana-5218	107	14	scenarios	scenario	NOUN
cana-5218	107	15	like	like	ADP
cana-5218	107	16	elderly	elderly	ADJ
cana-5218	107	17	care	care	NOUN
cana-5218	107	18	or	or	CCONJ
cana-5218	107	19	workplace	workplace	NOUN
cana-5218	107	20	hazard	hazard	NOUN
cana-5218	107	21	monitoring	monitoring	NOUN
cana-5218	107	22	.	.	PUNCT
cana-5218	108	1	these	these	DET
cana-5218	108	2	simple	simple	ADJ
cana-5218	108	3	but	but	CCONJ
cana-5218	108	4	effective	effective	ADJ
cana-5218	108	5	output	output	NOUN
cana-5218	108	6	devices	device	NOUN
cana-5218	108	7	help	help	VERB
cana-5218	108	8	ensure	ensure	VERB
cana-5218	108	9	that	that	SCONJ
cana-5218	108	10	necessary	necessary	ADJ
cana-5218	108	11	action	action	NOUN
cana-5218	108	12	can	can	AUX
cana-5218	108	13	be	be	AUX
cana-5218	108	14	taken	take	VERB
cana-5218	108	15	immediately	immediately	ADV
cana-5218	108	16	after	after	ADP
cana-5218	108	17	detection	detection	NOUN
cana-5218	108	18	.	.	PUNCT
cana-5218	109	1	8	8	X
cana-5218	109	2	.	.	NUM
cana-5218	109	3	end	end	NOUN
cana-5218	109	4	(	(	PUNCT
cana-5218	109	5	system	system	NOUN
cana-5218	109	6	stops	stop	VERB
cana-5218	109	7	or	or	CCONJ
cana-5218	109	8	loops	loop	NOUN
cana-5218	109	9	)	)	PUNCT
cana-5218	109	10	:	:	PUNCT
cana-5218	109	11	the	the	DET
cana-5218	109	12	final	final	ADJ
cana-5218	109	13	module	module	NOUN
cana-5218	109	14	represents	represent	VERB
cana-5218	109	15	the	the	DET
cana-5218	109	16	end	end	NOUN
cana-5218	109	17	of	of	ADP
cana-5218	109	18	one	one	NUM
cana-5218	109	19	complete	complete	ADJ
cana-5218	109	20	detection	detection	NOUN
cana-5218	109	21	cycle	cycle	NOUN
cana-5218	109	22	,	,	PUNCT
cana-5218	109	23	after	after	ADP
cana-5218	109	24	which	which	PRON
cana-5218	109	25	the	the	DET
cana-5218	109	26	system	system	NOUN
cana-5218	109	27	may	may	AUX
cana-5218	109	28	either	either	CCONJ
cana-5218	109	29	stop	stop	VERB
cana-5218	109	30	or	or	CCONJ
cana-5218	109	31	loop	loop	VERB
cana-5218	109	32	back	back	ADV
cana-5218	109	33	to	to	AUX
cana-5218	109	34	continuously	continuously	ADV
cana-5218	109	35	monitor	monitor	VERB
cana-5218	109	36	new	new	ADJ
cana-5218	109	37	data	datum	NOUN
cana-5218	109	38	.	.	PUNCT
cana-5218	110	1	in	in	ADP
cana-5218	110	2	most	most	ADJ
cana-5218	110	3	implementations	implementation	NOUN
cana-5218	110	4	,	,	PUNCT
cana-5218	110	5	especially	especially	ADV
cana-5218	110	6	real	real	ADJ
cana-5218	110	7	-	-	PUNCT
cana-5218	110	8	time	time	NOUN
cana-5218	110	9	monitoring	monitoring	NOUN
cana-5218	110	10	systems	system	NOUN
cana-5218	110	11	,	,	PUNCT
cana-5218	110	12	this	this	DET
cana-5218	110	13	loop	loop	NOUN
cana-5218	110	14	runs	run	VERB
cana-5218	110	15	indefinitely	indefinitely	ADV
cana-5218	110	16	to	to	PART
cana-5218	110	17	provide	provide	VERB
cana-5218	110	18	continuous	continuous	ADJ
cana-5218	110	19	activity	activity	NOUN
cana-5218	110	20	recognition	recognition	NOUN
cana-5218	110	21	.	.	PUNCT
cana-5218	111	1	the	the	DET
cana-5218	111	2	feedback	feedback	NOUN
cana-5218	111	3	loop	loop	NOUN
cana-5218	111	4	ensures	ensure	VERB
cana-5218	111	5	that	that	SCONJ
cana-5218	111	6	new	new	ADJ
cana-5218	111	7	data	datum	NOUN
cana-5218	111	8	from	from	ADP
cana-5218	111	9	the	the	DET
cana-5218	111	10	accelerometer	accelerometer	NOUN
cana-5218	111	11	is	be	AUX
cana-5218	111	12	constantly	constantly	ADV
cana-5218	111	13	evaluated	evaluate	VERB
cana-5218	111	14	,	,	PUNCT
cana-5218	111	15	making	make	VERB
cana-5218	111	16	the	the	DET
cana-5218	111	17	system	system	NOUN
cana-5218	111	18	dynamic	dynamic	ADJ
cana-5218	111	19	and	and	CCONJ
cana-5218	111	20	responsive	responsive	ADJ
cana-5218	111	21	.	.	PUNCT
cana-5218	112	1	algorithm	algorithm	PROPN
cana-5218	112	2	design	design	VERB
cana-5218	112	3	the	the	DET
cana-5218	112	4	proposed	propose	VERB
cana-5218	112	5	system	system	NOUN
cana-5218	112	6	for	for	ADP
cana-5218	112	7	real	real	ADJ
cana-5218	112	8	-	-	PUNCT
cana-5218	112	9	time	time	NOUN
cana-5218	112	10	activity	activity	NOUN
cana-5218	112	11	recognition	recognition	NOUN
cana-5218	112	12	and	and	CCONJ
cana-5218	112	13	abnormal	abnormal	ADJ
cana-5218	112	14	motion	motion	NOUN
cana-5218	112	15	detection	detection	NOUN
cana-5218	112	16	is	be	AUX
cana-5218	112	17	fundamentally	fundamentally	ADV
cana-5218	112	18	rooted	root	VERB
cana-5218	112	19	in	in	ADP
cana-5218	112	20	mathematical	mathematical	ADJ
cana-5218	112	21	signal	signal	NOUN
cana-5218	112	22	processing	processing	NOUN
cana-5218	112	23	,	,	PUNCT
cana-5218	112	24	machine	machine	NOUN
cana-5218	112	25	learning	learn	VERB
cana-5218	112	26	classification	classification	NOUN
cana-5218	112	27	,	,	PUNCT
cana-5218	112	28	and	and	CCONJ
cana-5218	112	29	embedded	embed	VERB
cana-5218	112	30	systems	system	NOUN
cana-5218	112	31	logic	logic	NOUN
cana-5218	112	32	.	.	PUNCT
cana-5218	113	1	at	at	ADP
cana-5218	113	2	its	its	PRON
cana-5218	113	3	core	core	NOUN
cana-5218	113	4	lies	lie	VERB
cana-5218	113	5	the	the	DET
cana-5218	113	6	accelerometer	accelerometer	ADJ
cana-5218	113	7	sensor	sensor	NOUN
cana-5218	113	8	,	,	PUNCT
cana-5218	113	9	which	which	PRON
cana-5218	113	10	functions	function	NOUN
cana-5218	113	11	by	by	ADP
cana-5218	113	12	measuring	measure	VERB
cana-5218	113	13	acceleration	acceleration	NOUN
cana-5218	113	14	forces	force	NOUN
cana-5218	113	15	acting	act	VERB
cana-5218	113	16	on	on	ADP
cana-5218	113	17	the	the	DET
cana-5218	113	18	sensor	sensor	NOUN
cana-5218	113	19	's	's	PART
cana-5218	113	20	axes	axis	NOUN
cana-5218	113	21	—	—	PUNCT
cana-5218	113	22	typically	typically	ADV
cana-5218	113	23	denoted	denote	VERB
cana-5218	113	24	as	as	ADP
cana-5218	113	25	𝑎𝑥(𝑡	𝑎𝑥(𝑡	NOUN
cana-5218	113	26	)	)	PUNCT
cana-5218	113	27	,	,	PUNCT
cana-5218	113	28	𝑎𝑦(𝑡	𝑎𝑦(𝑡	NOUN
cana-5218	113	29	)	)	PUNCT
cana-5218	113	30	,	,	PUNCT
cana-5218	113	31	𝑎𝑧(𝑡	𝑎𝑧(𝑡	NUM
cana-5218	113	32	)	)	PUNCT
cana-5218	113	33	over	over	ADP
cana-5218	113	34	discrete	discrete	ADJ
cana-5218	113	35	time	time	NOUN
cana-5218	113	36	𝑡.	𝑡.	VERB
cana-5218	113	37	these	these	DET
cana-5218	113	38	acceleration	acceleration	NOUN
cana-5218	113	39	signals	signal	NOUN
cana-5218	113	40	can	can	AUX
cana-5218	113	41	be	be	AUX
cana-5218	113	42	mathematically	mathematically	ADV
cana-5218	113	43	modeled	model	VERB
cana-5218	113	44	as	as	ADP
cana-5218	113	45	continuous	continuous	ADJ
cana-5218	113	46	-	-	PUNCT
cana-5218	113	47	time	time	NOUN
cana-5218	113	48	or	or	CCONJ
cana-5218	113	49	discrete	discrete	ADJ
cana-5218	113	50	-	-	PUNCT
cana-5218	113	51	time	time	NOUN
cana-5218	113	52	functions	function	NOUN
cana-5218	113	53	,	,	PUNCT
cana-5218	113	54	depending	depend	VERB
cana-5218	113	55	on	on	ADP
cana-5218	113	56	the	the	DET
cana-5218	113	57	sampling	sample	VERB
cana-5218	113	58	method	method	NOUN
cana-5218	113	59	used	use	VERB
cana-5218	113	60	.	.	PUNCT
cana-5218	114	1	in	in	ADP
cana-5218	114	2	most	most	ADJ
cana-5218	114	3	practical	practical	ADJ
cana-5218	114	4	implementations	implementation	NOUN
cana-5218	114	5	,	,	PUNCT
cana-5218	114	6	the	the	DET
cana-5218	114	7	accelerometer	accelerometer	NOUN
cana-5218	114	8	operates	operate	VERB
cana-5218	114	9	in	in	ADP
cana-5218	114	10	discrete	discrete	ADJ
cana-5218	114	11	time	time	NOUN
cana-5218	114	12	,	,	PUNCT
cana-5218	114	13	providing	provide	VERB
cana-5218	114	14	sampled	sample	VERB
cana-5218	114	15	data	datum	NOUN
cana-5218	114	16	points	point	NOUN
cana-5218	114	17	at	at	ADP
cana-5218	114	18	regular	regular	ADJ
cana-5218	114	19	intervals	interval	NOUN
cana-5218	114	20	𝛥𝑡	𝛥𝑡	PROPN
cana-5218	114	21	,	,	PUNCT
cana-5218	114	22	which	which	PRON
cana-5218	114	23	can	can	AUX
cana-5218	114	24	be	be	AUX
cana-5218	114	25	represented	represent	VERB
cana-5218	114	26	as	as	ADP
cana-5218	114	27	𝐚(𝑡𝑖	𝐚(𝑡𝑖	NOUN
cana-5218	114	28	)	)	PUNCT
cana-5218	114	29	=	=	PUNCT
cana-5218	115	1	[	[	X
cana-5218	115	2	𝑎𝑥(𝑡𝑖	𝑎𝑥(𝑡𝑖	ADJ
cana-5218	115	3	)	)	PUNCT
cana-5218	115	4	,	,	PUNCT
cana-5218	115	5	𝑎𝑦(𝑡𝑖	𝑎𝑦(𝑡𝑖	PROPN
cana-5218	115	6	)	)	PUNCT
cana-5218	115	7	,	,	PUNCT
cana-5218	115	8	𝑎𝑧(𝑡𝑖	𝑎𝑧(𝑡𝑖	PROPN
cana-5218	115	9	)	)	PUNCT
cana-5218	115	10	]	]	PUNCT
cana-5218	115	11	,	,	PUNCT
cana-5218	115	12	where	where	SCONJ
cana-5218	115	13	𝑡𝑖	𝑡𝑖	AUX
cana-5218	115	14	=	=	SYM
cana-5218	115	15	𝑖	𝑖	SYM
cana-5218	115	16	⋅	⋅	PROPN
cana-5218	115	17	𝛥𝑡	𝛥𝑡	PROPN
cana-5218	115	18	for	for	ADP
cana-5218	115	19	𝑖	𝑖	DET
cana-5218	115	20	∈	∈	PROPN
cana-5218	115	21	ℕ.	ℕ.	PROPN
cana-5218	115	22	these	these	DET
cana-5218	115	23	raw	raw	ADJ
cana-5218	115	24	signals	signal	NOUN
cana-5218	115	25	often	often	ADV
cana-5218	115	26	exhibit	exhibit	VERB
cana-5218	115	27	noise	noise	NOUN
cana-5218	115	28	due	due	ADP
cana-5218	115	29	to	to	ADP
cana-5218	115	30	mechanical	mechanical	ADJ
cana-5218	115	31	vibrations	vibration	NOUN
cana-5218	115	32	,	,	PUNCT
cana-5218	115	33	environmental	environmental	ADJ
cana-5218	115	34	disturbances	disturbance	NOUN
cana-5218	115	35	,	,	PUNCT
cana-5218	115	36	or	or	CCONJ
cana-5218	115	37	sensor	sensor	NOUN
cana-5218	115	38	limitations	limitation	NOUN
cana-5218	115	39	.	.	PUNCT
cana-5218	116	1	thus	thus	ADV
cana-5218	116	2	,	,	PUNCT
cana-5218	116	3	during	during	ADP
cana-5218	116	4	the	the	DET
cana-5218	116	5	read	read	NOUN
cana-5218	116	6	accelerometer	accelerometer	NOUN
cana-5218	116	7	data	datum	NOUN
cana-5218	116	8	phase	phase	NOUN
cana-5218	116	9	,	,	PUNCT
cana-5218	116	10	a	a	DET
cana-5218	116	11	key	key	ADJ
cana-5218	116	12	preprocessing	preprocessing	NOUN
cana-5218	116	13	task	task	NOUN
cana-5218	116	14	involves	involve	VERB
cana-5218	116	15	applying	apply	VERB
cana-5218	116	16	filters	filter	NOUN
cana-5218	116	17	such	such	ADJ
cana-5218	116	18	as	as	ADP
cana-5218	116	19	low	low	ADJ
cana-5218	116	20	-	-	PUNCT
cana-5218	116	21	pass	pass	NOUN
cana-5218	116	22	butterworth	butterworth	NOUN
cana-5218	116	23	filters	filter	NOUN
cana-5218	116	24	or	or	CCONJ
cana-5218	116	25	moving	move	VERB
cana-5218	116	26	average	average	ADJ
cana-5218	116	27	filters	filter	NOUN
cana-5218	116	28	to	to	PART
cana-5218	116	29	attenuate	attenuate	VERB
cana-5218	116	30	high	high	ADJ
cana-5218	116	31	-	-	PUNCT
cana-5218	116	32	frequency	frequency	NOUN
cana-5218	116	33	components	component	NOUN
cana-5218	116	34	.	.	PUNCT
cana-5218	117	1	mathematically	mathematically	ADV
cana-5218	117	2	,	,	PUNCT
cana-5218	117	3	a	a	DET
cana-5218	117	4	low	low	ADJ
cana-5218	117	5	-	-	PUNCT
cana-5218	117	6	pass	pass	NOUN
cana-5218	117	7	filter	filter	NOUN
cana-5218	117	8	can	can	AUX
cana-5218	117	9	be	be	AUX
cana-5218	117	10	expressed	express	VERB
cana-5218	117	11	in	in	ADP
cana-5218	117	12	the	the	DET
cana-5218	117	13	z	z	NOUN
cana-5218	117	14	-	-	NOUN
cana-5218	117	15	domain	domain	NOUN
cana-5218	117	16	as	as	ADP
cana-5218	117	17	𝐻(𝑧	𝐻(𝑧	NOUN
cana-5218	117	18	)	)	PUNCT
cana-5218	117	19	=	=	NOUN
cana-5218	118	1	1−𝛼	1−𝛼	NUM
cana-5218	118	2	1−𝛼𝑧−1	1−𝛼𝑧−1	NUM
cana-5218	118	3	,	,	PUNCT
cana-5218	118	4	where	where	SCONJ
cana-5218	118	5	𝛼	𝛼	X
cana-5218	118	6	∈	∈	PROPN
cana-5218	118	7	(	(	PUNCT
cana-5218	118	8	0,1	0,1	NOUN
cana-5218	118	9	)	)	PUNCT
cana-5218	118	10	controls	control	VERB
cana-5218	118	11	the	the	DET
cana-5218	118	12	cutoff	cutoff	NOUN
cana-5218	118	13	frequency	frequency	NOUN
cana-5218	118	14	.	.	PUNCT
cana-5218	119	1	the	the	DET
cana-5218	119	2	filtered	filter	VERB
cana-5218	119	3	acceleration	acceleration	NOUN
cana-5218	119	4	signal	signal	PROPN
cana-5218	119	5	�	�	PROPN
cana-5218	119	6	̂	̂	NOUN
cana-5218	119	7	�	�	NOUN
cana-5218	119	8	(𝑡𝑖	(𝑡𝑖	X
cana-5218	119	9	)	)	PUNCT
cana-5218	119	10	thus	thus	ADV
cana-5218	119	11	becomes	become	VERB
cana-5218	119	12	more	more	ADV
cana-5218	119	13	suitable	suitable	ADJ
cana-5218	119	14	for	for	ADP
cana-5218	119	15	subsequent	subsequent	ADJ
cana-5218	119	16	feature	feature	NOUN
cana-5218	119	17	extraction	extraction	NOUN
cana-5218	119	18	.	.	PUNCT
cana-5218	120	1	feature	feature	NOUN
cana-5218	120	2	engineering	engineering	NOUN
cana-5218	120	3	is	be	AUX
cana-5218	120	4	crucial	crucial	ADJ
cana-5218	120	5	for	for	ADP
cana-5218	120	6	transforming	transform	VERB
cana-5218	120	7	time	time	NOUN
cana-5218	120	8	-	-	PUNCT
cana-5218	120	9	series	series	NOUN
cana-5218	120	10	data	datum	NOUN
cana-5218	120	11	into	into	ADP
cana-5218	120	12	a	a	DET
cana-5218	120	13	feature	feature	NOUN
cana-5218	120	14	space	space	NOUN
cana-5218	120	15	that	that	PRON
cana-5218	120	16	can	can	AUX
cana-5218	120	17	effectively	effectively	ADV
cana-5218	120	18	distinguish	distinguish	VERB
cana-5218	120	19	between	between	ADP
cana-5218	120	20	classes	class	NOUN
cana-5218	120	21	.	.	PUNCT
cana-5218	121	1	typical	typical	ADJ
cana-5218	121	2	statistical	statistical	ADJ
cana-5218	121	3	features	feature	NOUN
cana-5218	121	4	include	include	VERB
cana-5218	121	5	the	the	DET
cana-5218	121	6	mean	mean	ADJ
cana-5218	121	7	𝜇𝑘	𝜇𝑘	NOUN
cana-5218	121	8	=	=	SYM
cana-5218	121	9	1	1	NUM
cana-5218	121	10	𝑁	𝑁	PROPN
cana-5218	121	11	∑	∑	PUNCT
cana-5218	121	12	𝑎𝑘	𝑎𝑘	ADP
cana-5218	121	13	𝑁	𝑁	PROPN
cana-5218	121	14	𝑖=1	𝑖=1	PROPN
cana-5218	121	15	(	(	PUNCT
cana-5218	121	16	𝑡𝑖	𝑡𝑖	NOUN
cana-5218	121	17	)	)	PUNCT
cana-5218	121	18	,	,	PUNCT
cana-5218	121	19	standard	standard	ADJ
cana-5218	121	20	deviation	deviation	NOUN
cana-5218	121	21	𝜎𝑘	𝜎𝑘	NOUN
cana-5218	121	22	,	,	PUNCT
cana-5218	121	23	root	root	NOUN
cana-5218	121	24	mean	mean	NOUN
cana-5218	121	25	square	square	ADJ
cana-5218	121	26	rms𝑘	rms𝑘	NOUN
cana-5218	121	27	=	=	SYM
cana-5218	121	28	√	√	ADP
cana-5218	121	29	1	1	NUM
cana-5218	122	1	𝑁	𝑁	PROPN
cana-5218	122	2	∑	∑	PUNCT
cana-5218	122	3	𝑎𝑘	𝑎𝑘	ADP
cana-5218	122	4	𝑁	𝑁	PROPN
cana-5218	122	5	𝑖=1	𝑖=1	PROPN
cana-5218	122	6	(	(	PUNCT
cana-5218	122	7	𝑡𝑖)2	𝑡𝑖)2	PROPN
cana-5218	122	8	,	,	PUNCT
cana-5218	122	9	and	and	CCONJ
cana-5218	122	10	signal	signal	ADJ
cana-5218	122	11	magnitude	magnitude	NOUN
cana-5218	122	12	area	area	NOUN
cana-5218	122	13	(	(	PUNCT
cana-5218	122	14	sma	sma	PROPN
cana-5218	122	15	)	)	PUNCT
cana-5218	122	16	,	,	PUNCT
cana-5218	122	17	defined	define	VERB
cana-5218	122	18	as	as	ADP
cana-5218	122	19	sma	sma	NOUN
cana-5218	122	20	=	=	SYM
cana-5218	122	21	1	1	NUM
cana-5218	122	22	𝑁	𝑁	PROPN
cana-5218	122	23	∑	∑	PUNCT
cana-5218	122	24	(	(	PUNCT
cana-5218	122	25	∣	∣	ADJ
cana-5218	122	26	𝑎𝑥(𝑡𝑖	𝑎𝑥(𝑡𝑖	ADJ
cana-5218	122	27	)	)	PUNCT
cana-5218	123	1	∣	∣	PROPN
cana-5218	123	2	+	+	PROPN
cana-5218	123	3	∣	∣	ADJ
cana-5218	123	4	𝑎𝑦(𝑡𝑖	𝑎𝑦(𝑡𝑖	NOUN
cana-5218	123	5	)	)	PUNCT
cana-5218	123	6	∣	∣	PROPN
cana-5218	123	7	+	+	PROPN
cana-5218	123	8	∣	∣	ADJ
cana-5218	123	9	𝑎𝑧(𝑡𝑖	𝑎𝑧(𝑡𝑖	NOUN
cana-5218	123	10	)	)	PUNCT
cana-5218	123	11	∣	∣	NOUN
cana-5218	123	12	)	)	PUNCT
cana-5218	124	1	𝑁	𝑁	PROPN
cana-5218	124	2	𝑖=1	𝑖=1	PROPN
cana-5218	124	3	.	.	PUNCT
cana-5218	125	1	these	these	DET
cana-5218	125	2	derived	derive	VERB
cana-5218	125	3	metrics	metric	NOUN
cana-5218	125	4	become	become	VERB
cana-5218	125	5	the	the	DET
cana-5218	125	6	input	input	NOUN
cana-5218	125	7	to	to	ADP
cana-5218	125	8	the	the	DET
cana-5218	125	9	tensorflow	tensorflow	PROPN
cana-5218	125	10	lite	lite	PROPN
cana-5218	125	11	interpreter	interpreter	NOUN
cana-5218	125	12	,	,	PUNCT
cana-5218	125	13	which	which	PRON
cana-5218	125	14	executes	execute	VERB
cana-5218	125	15	an	an	DET
cana-5218	125	16	optimized	optimize	VERB
cana-5218	125	17	and	and	CCONJ
cana-5218	125	18	compressed	compress	VERB
cana-5218	125	19	version	version	NOUN
cana-5218	125	20	of	of	ADP
cana-5218	125	21	a	a	DET
cana-5218	125	22	machine	machine	NOUN
cana-5218	125	23	learning	learn	VERB
cana-5218	125	24	model	model	NOUN
cana-5218	125	25	trained	train	VERB
cana-5218	125	26	to	to	PART
cana-5218	125	27	recognize	recognize	VERB
cana-5218	125	28	motion	motion	NOUN
cana-5218	125	29	patterns	pattern	NOUN
cana-5218	125	30	.	.	PUNCT
cana-5218	126	1	the	the	DET
cana-5218	126	2	tf	tf	PROPN
cana-5218	126	3	lite	lite	PROPN
cana-5218	126	4	interpreter	interpreter	NOUN
cana-5218	126	5	is	be	AUX
cana-5218	126	6	a	a	DET
cana-5218	126	7	runtime	runtime	NOUN
cana-5218	126	8	engine	engine	NOUN
cana-5218	126	9	designed	design	VERB
cana-5218	126	10	to	to	PART
cana-5218	126	11	evaluate	evaluate	VERB
cana-5218	126	12	inference	inference	NOUN
cana-5218	126	13	graphs	graph	NOUN
cana-5218	126	14	efficiently	efficiently	ADV
cana-5218	126	15	.	.	PUNCT
cana-5218	127	1	it	it	PRON
cana-5218	127	2	accepts	accept	VERB
cana-5218	127	3	a	a	DET
cana-5218	127	4	quantized	quantize	VERB
cana-5218	127	5	or	or	CCONJ
cana-5218	127	6	float32	float32	ADJ
cana-5218	127	7	model	model	NOUN
cana-5218	127	8	𝑓(𝐱	𝑓(𝐱	PROPN
cana-5218	127	9	)	)	PUNCT
cana-5218	127	10	→	→	SYM
cana-5218	127	11	𝑦	𝑦	X
cana-5218	127	12	,	,	PUNCT
cana-5218	127	13	where	where	SCONJ
cana-5218	127	14	𝐱	𝐱	PROPN
cana-5218	127	15	∈	∈	PROPN
cana-5218	127	16	ℝ𝑑	ℝ𝑑	PROPN
cana-5218	127	17	represents	represent	VERB
cana-5218	127	18	the	the	DET
cana-5218	127	19	extracted	extract	VERB
cana-5218	127	20	features	feature	NOUN
cana-5218	127	21	,	,	PUNCT
cana-5218	127	22	and	and	CCONJ
cana-5218	127	23	𝑦	𝑦	NOUN
cana-5218	127	24	∈	∈	NOUN
cana-5218	127	25	{	{	PUNCT
cana-5218	127	26	0,1	0,1	NOUN
cana-5218	127	27	}	}	PUNCT
cana-5218	127	28	represents	represent	VERB
cana-5218	127	29	the	the	DET
cana-5218	127	30	binary	binary	ADJ
cana-5218	127	31	class	class	NOUN
cana-5218	127	32	label	label	NOUN
cana-5218	127	33	—	—	PUNCT
cana-5218	127	34	normal	normal	ADJ
cana-5218	127	35	or	or	CCONJ
cana-5218	127	36	abnormal	abnormal	ADJ
cana-5218	127	37	activity	activity	NOUN
cana-5218	127	38	.	.	PUNCT
cana-5218	128	1	this	this	DET
cana-5218	128	2	model	model	NOUN
cana-5218	128	3	𝑓	𝑓	ADV
cana-5218	128	4	is	be	AUX
cana-5218	128	5	often	often	ADV
cana-5218	128	6	the	the	DET
cana-5218	128	7	result	result	NOUN
cana-5218	128	8	of	of	ADP
cana-5218	128	9	training	training	NOUN
cana-5218	128	10	using	use	VERB
cana-5218	128	11	supervised	supervised	ADJ
cana-5218	128	12	learning	learning	NOUN
cana-5218	128	13	paradigms	paradigm	NOUN
cana-5218	128	14	like	like	ADP
cana-5218	128	15	decision	decision	NOUN
cana-5218	128	16	trees	tree	NOUN
cana-5218	128	17	,	,	PUNCT
cana-5218	128	18	support	support	NOUN
cana-5218	128	19	vector	vector	NOUN
cana-5218	128	20	machines	machine	NOUN
cana-5218	128	21	,	,	PUNCT
cana-5218	128	22	or	or	CCONJ
cana-5218	128	23	deep	deep	ADJ
cana-5218	128	24	neural	neural	ADJ
cana-5218	128	25	networks	network	NOUN
cana-5218	128	26	(	(	PUNCT
cana-5218	128	27	dnns	dnn	NOUN
cana-5218	128	28	)	)	PUNCT
cana-5218	128	29	.	.	PUNCT
cana-5218	129	1	for	for	ADP
cana-5218	129	2	dnns	dnn	NOUN
cana-5218	129	3	,	,	PUNCT
cana-5218	129	4	the	the	DET
cana-5218	129	5	function	function	NOUN
cana-5218	129	6	𝑓	𝑓	PRON
cana-5218	129	7	can	can	AUX
cana-5218	129	8	be	be	AUX
cana-5218	129	9	written	write	VERB
cana-5218	129	10	as	as	ADP
cana-5218	129	11	a	a	DET
cana-5218	129	12	composition	composition	NOUN
cana-5218	129	13	of	of	ADP
cana-5218	129	14	affine	affine	NOUN
cana-5218	129	15	transformations	transformation	NOUN
cana-5218	129	16	and	and	CCONJ
cana-5218	129	17	nonlinear	nonlinear	ADJ
cana-5218	129	18	activations	activation	NOUN
cana-5218	129	19	,	,	PUNCT
cana-5218	129	20	𝑓(𝐱	𝑓(𝐱	X
cana-5218	129	21	)	)	PUNCT
cana-5218	129	22	=	=	SYM
cana-5218	129	23	𝜎(𝑊𝑛𝜎(𝑊𝑛−1	𝜎(𝑊𝑛𝜎(𝑊𝑛−1	PROPN
cana-5218	129	24	…	…	SYM
cana-5218	129	25	𝜎(𝑊1𝐱	𝜎(𝑊1𝐱	PROPN
cana-5218	129	26	+	+	CCONJ
cana-5218	129	27	𝑏1)	𝑏1)	PROPN
cana-5218	129	28	…	…	PUNCT
cana-5218	129	29	+	+	NUM
cana-5218	129	30	𝑏𝑛−1	𝑏𝑛−1	NOUN
cana-5218	129	31	)	)	PUNCT
cana-5218	129	32	+	+	CCONJ
cana-5218	129	33	𝑏𝑛	𝑏𝑛	NOUN
cana-5218	129	34	)	)	PUNCT
cana-5218	129	35	,	,	PUNCT
cana-5218	129	36	where	where	SCONJ
cana-5218	129	37	𝑊𝑖	𝑊𝑖	PROPN
cana-5218	129	38	,	,	PUNCT
cana-5218	129	39	𝑏𝑖	𝑏𝑖	PROPN
cana-5218	129	40	are	be	AUX
cana-5218	129	41	the	the	DET
cana-5218	129	42	weight	weight	NOUN
cana-5218	129	43	matrices	matrix	NOUN
cana-5218	129	44	and	and	CCONJ
cana-5218	129	45	bias	bias	NOUN
cana-5218	129	46	vectors	vector	NOUN
cana-5218	129	47	,	,	PUNCT
cana-5218	129	48	and	and	CCONJ
cana-5218	129	49	𝜎	𝜎	PROPN
cana-5218	129	50	is	be	AUX
cana-5218	129	51	a	a	DET
cana-5218	129	52	nonlinear	nonlinear	ADJ
cana-5218	129	53	activation	activation	NOUN
cana-5218	129	54	function	function	NOUN
cana-5218	129	55	such	such	ADJ
cana-5218	129	56	as	as	ADP
cana-5218	129	57	relu	relu	NOUN
cana-5218	129	58	or	or	CCONJ
cana-5218	129	59	sigmoid	sigmoid	NOUN
cana-5218	129	60	.	.	PUNCT
cana-5218	130	1	communications	communication	NOUN
cana-5218	130	2	on	on	ADP
cana-5218	130	3	applied	apply	VERB
cana-5218	130	4	nonlinear	nonlinear	ADJ
cana-5218	130	5	analysis	analysis	NOUN
cana-5218	130	6	issn	issn	NOUN
cana-5218	130	7	:	:	PUNCT
cana-5218	130	8	1074	1074	NUM
cana-5218	130	9	-	-	PUNCT
cana-5218	130	10	133x	133x	NUM
cana-5218	130	11	vol	vol	VERB
cana-5218	130	12	32	32	NUM
cana-5218	130	13	no	no	NOUN
cana-5218	130	14	.	.	PUNCT
cana-5218	131	1	10s	10	NOUN
cana-5218	131	2	(	(	PUNCT
cana-5218	131	3	2025	2025	NUM
cana-5218	131	4	)	)	PUNCT
cana-5218	131	5	1193	1193	NUM
cana-5218	131	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5218	132	1	the	the	DET
cana-5218	132	2	model	model	NOUN
cana-5218	132	3	trained	train	VERB
cana-5218	132	4	to	to	PART
cana-5218	132	5	classify	classify	VERB
cana-5218	132	6	normal	normal	ADJ
cana-5218	132	7	and	and	CCONJ
cana-5218	132	8	abnormal	abnormal	ADJ
cana-5218	132	9	activity	activity	NOUN
cana-5218	132	10	leverages	leverage	NOUN
cana-5218	132	11	labeled	label	VERB
cana-5218	132	12	datasets	dataset	NOUN
cana-5218	132	13	{	{	PUNCT
cana-5218	132	14	(	(	PUNCT
cana-5218	132	15	𝐱(𝑖	𝐱(𝑖	NOUN
cana-5218	132	16	)	)	PUNCT
cana-5218	132	17	,	,	PUNCT
cana-5218	132	18	𝑦(𝑖))}𝑖=1	𝑦(𝑖))}𝑖=1	ADJ
cana-5218	132	19	𝑁	𝑁	PROPN
cana-5218	132	20	to	to	PART
cana-5218	132	21	minimize	minimize	VERB
cana-5218	132	22	a	a	DET
cana-5218	132	23	loss	loss	NOUN
cana-5218	132	24	function	function	NOUN
cana-5218	132	25	,	,	PUNCT
cana-5218	132	26	typically	typically	ADV
cana-5218	132	27	the	the	DET
cana-5218	132	28	binary	binary	PROPN
cana-5218	132	29	cross	cross	ADJ
cana-5218	132	30	-	-	ADJ
cana-5218	132	31	entropy	entropy	ADJ
cana-5218	132	32	loss	loss	NOUN
cana-5218	132	33	:	:	PUNCT
cana-5218	132	34	𝐿	𝐿	PROPN
cana-5218	132	35	=	=	SYM
cana-5218	132	36	−	−	PROPN
cana-5218	132	37	1	1	NUM
cana-5218	132	38	𝑁	𝑁	PROPN
cana-5218	132	39	∑[𝑦(𝑖)log(	∑[𝑦(𝑖)log(	NUM
cana-5218	132	40	�	�	NOUN
cana-5218	132	41	̂	̂	NOUN
cana-5218	132	42	�	�	NOUN
cana-5218	132	43	(𝑖	(𝑖	NOUN
cana-5218	132	44	)	)	PUNCT
cana-5218	132	45	)	)	PUNCT
cana-5218	133	1	+	+	CCONJ
cana-5218	133	2	(	(	PUNCT
cana-5218	133	3	1	1	NUM
cana-5218	133	4	−	−	PROPN
cana-5218	133	5	𝑦(𝑖))log(1	𝑦(𝑖))log(1	NOUN
cana-5218	133	6	−	−	PROPN
cana-5218	133	7	�	�	PROPN
cana-5218	133	8	̂	̂	NOUN
cana-5218	133	9	�	�	NOUN
cana-5218	133	10	(𝑖	(𝑖	NOUN
cana-5218	133	11	)	)	PUNCT
cana-5218	133	12	)	)	PUNCT
cana-5218	133	13	]	]	PUNCT
cana-5218	134	1	𝑁	𝑁	PROPN
cana-5218	134	2	𝑖=1	𝑖=1	PROPN
cana-5218	134	3	,	,	PUNCT
cana-5218	134	4	where	where	SCONJ
cana-5218	134	5	�	�	PROPN
cana-5218	134	6	̂	̂	SYM
cana-5218	134	7	�	�	NOUN
cana-5218	134	8	(𝑖	(𝑖	NOUN
cana-5218	134	9	)	)	PUNCT
cana-5218	134	10	=	=	PUNCT
cana-5218	134	11	𝑓(𝐱(𝑖	𝑓(𝐱(𝑖	PROPN
cana-5218	134	12	)	)	PUNCT
cana-5218	134	13	)	)	PUNCT
cana-5218	134	14	is	be	AUX
cana-5218	134	15	the	the	DET
cana-5218	134	16	model	model	NOUN
cana-5218	134	17	prediction	prediction	NOUN
cana-5218	134	18	.	.	PUNCT
cana-5218	135	1	the	the	DET
cana-5218	135	2	optimization	optimization	NOUN
cana-5218	135	3	is	be	AUX
cana-5218	135	4	performed	perform	VERB
cana-5218	135	5	via	via	ADP
cana-5218	135	6	stochastic	stochastic	ADJ
cana-5218	135	7	gradient	gradient	ADJ
cana-5218	135	8	descent	descent	NOUN
cana-5218	135	9	(	(	PUNCT
cana-5218	135	10	sgd	sgd	NOUN
cana-5218	135	11	)	)	PUNCT
cana-5218	135	12	or	or	CCONJ
cana-5218	135	13	adaptive	adaptive	ADJ
cana-5218	135	14	variants	variant	NOUN
cana-5218	135	15	like	like	ADP
cana-5218	135	16	adam	adam	PROPN
cana-5218	135	17	.	.	PUNCT
cana-5218	136	1	upon	upon	SCONJ
cana-5218	136	2	deployment	deployment	NOUN
cana-5218	136	3	,	,	PUNCT
cana-5218	136	4	the	the	DET
cana-5218	136	5	model	model	NOUN
cana-5218	136	6	's	's	PART
cana-5218	136	7	output	output	NOUN
cana-5218	136	8	is	be	AUX
cana-5218	136	9	interpreted	interpret	VERB
cana-5218	136	10	in	in	ADP
cana-5218	136	11	the	the	DET
cana-5218	136	12	identify	identify	VERB
cana-5218	136	13	normal	normal	ADJ
cana-5218	136	14	/	/	SYM
cana-5218	136	15	abnormal	abnormal	ADJ
cana-5218	136	16	activity	activity	NOUN
cana-5218	136	17	module	module	NOUN
cana-5218	136	18	.	.	PUNCT
cana-5218	137	1	this	this	PRON
cana-5218	137	2	involves	involve	VERB
cana-5218	137	3	evaluating	evaluate	VERB
cana-5218	137	4	the	the	DET
cana-5218	137	5	model	model	NOUN
cana-5218	137	6	’s	’s	PART
cana-5218	137	7	probability	probability	NOUN
cana-5218	137	8	output	output	NOUN
cana-5218	137	9	�	�	PROPN
cana-5218	137	10	̂	̂	VERB
cana-5218	137	11	�	�	PROPN
cana-5218	137	12	∈	∈	PROPN
cana-5218	138	1	[	[	X
cana-5218	138	2	0,1	0,1	NUM
cana-5218	138	3	]	]	PUNCT
cana-5218	138	4	against	against	ADP
cana-5218	138	5	a	a	DET
cana-5218	138	6	threshold	threshold	NOUN
cana-5218	138	7	𝜏.	𝜏.	NOUN
cana-5218	138	8	the	the	DET
cana-5218	138	9	decision	decision	NOUN
cana-5218	138	10	rule	rule	NOUN
cana-5218	138	11	is	be	AUX
cana-5218	138	12	defined	define	VERB
cana-5218	138	13	as	as	ADP
cana-5218	138	14	:	:	PUNCT
cana-5218	138	15	activity	activity	NOUN
cana-5218	138	16	=	=	NOUN
cana-5218	138	17	{	{	PUNCT
cana-5218	138	18	abnormal	abnormal	ADJ
cana-5218	138	19	,	,	PUNCT
cana-5218	138	20	if	if	SCONJ
cana-5218	138	21	�	�	PROPN
cana-5218	138	22	̂	̂	SYM
cana-5218	138	23	�	�	PROPN
cana-5218	138	24	≥	≥	PRON
cana-5218	138	25	𝜏	𝜏	X
cana-5218	138	26	normal	normal	ADJ
cana-5218	138	27	,	,	PUNCT
cana-5218	138	28	if	if	SCONJ
cana-5218	138	29	�	�	PROPN
cana-5218	138	30	̂	̂	SYM
cana-5218	138	31	�	�	X
cana-5218	138	32	<	<	X
cana-5218	138	33	𝜏	𝜏	X
cana-5218	138	34	to	to	PART
cana-5218	138	35	improve	improve	VERB
cana-5218	138	36	reliability	reliability	NOUN
cana-5218	138	37	and	and	CCONJ
cana-5218	138	38	reduce	reduce	VERB
cana-5218	138	39	sensitivity	sensitivity	NOUN
cana-5218	138	40	to	to	PART
cana-5218	138	41	transient	transient	VERB
cana-5218	138	42	outliers	outlier	NOUN
cana-5218	138	43	,	,	PUNCT
cana-5218	138	44	temporal	temporal	ADJ
cana-5218	138	45	smoothing	smoothing	NOUN
cana-5218	138	46	techniques	technique	NOUN
cana-5218	138	47	such	such	ADJ
cana-5218	138	48	as	as	ADP
cana-5218	138	49	moving	move	VERB
cana-5218	138	50	mode	mode	NOUN
cana-5218	138	51	filters	filter	NOUN
cana-5218	138	52	or	or	CCONJ
cana-5218	138	53	majority	majority	NOUN
cana-5218	138	54	voting	vote	VERB
cana-5218	138	55	over	over	ADP
cana-5218	138	56	sliding	slide	VERB
cana-5218	138	57	windows	window	NOUN
cana-5218	138	58	may	may	AUX
cana-5218	138	59	be	be	AUX
cana-5218	138	60	employed	employ	VERB
cana-5218	138	61	.	.	PUNCT
cana-5218	139	1	if	if	SCONJ
cana-5218	139	2	𝑇	𝑇	PROPN
cana-5218	139	3	is	be	AUX
cana-5218	139	4	the	the	DET
cana-5218	139	5	window	window	NOUN
cana-5218	139	6	length	length	NOUN
cana-5218	139	7	and	and	CCONJ
cana-5218	139	8	{	{	PUNCT
cana-5218	139	9	𝑑𝑡−𝑇+1	𝑑𝑡−𝑇+1	ADJ
cana-5218	139	10	,	,	PUNCT
cana-5218	139	11	…	…	PUNCT
cana-5218	139	12	,	,	PUNCT
cana-5218	139	13	𝑑𝑡	𝑑𝑡	ADP
cana-5218	139	14	}	}	PUNCT
cana-5218	139	15	are	be	AUX
cana-5218	139	16	the	the	DET
cana-5218	139	17	binary	binary	ADJ
cana-5218	139	18	decisions	decision	NOUN
cana-5218	139	19	,	,	PUNCT
cana-5218	139	20	the	the	DET
cana-5218	139	21	smoothed	smooth	VERB
cana-5218	139	22	output	output	NOUN
cana-5218	139	23	𝑑	𝑑	ADP
cana-5218	139	24	∼	∼	NOUN
cana-5218	139	25	𝑡	𝑡	NOUN
cana-5218	139	26	is	be	AUX
cana-5218	139	27	computed	compute	VERB
cana-5218	139	28	as	as	ADP
cana-5218	139	29	the	the	DET
cana-5218	139	30	mode	mode	NOUN
cana-5218	139	31	of	of	ADP
cana-5218	139	32	the	the	DET
cana-5218	139	33	window	window	NOUN
cana-5218	139	34	.	.	PUNCT
cana-5218	140	1	following	follow	VERB
cana-5218	140	2	classification	classification	NOUN
cana-5218	140	3	,	,	PUNCT
cana-5218	140	4	the	the	DET
cana-5218	140	5	command	command	NOUN
cana-5218	140	6	responder	responder	NOUN
cana-5218	140	7	module	module	NOUN
cana-5218	140	8	serves	serve	VERB
cana-5218	140	9	as	as	ADP
cana-5218	140	10	a	a	DET
cana-5218	140	11	controller	controller	NOUN
cana-5218	140	12	that	that	PRON
cana-5218	140	13	implements	implement	VERB
cana-5218	140	14	conditional	conditional	ADJ
cana-5218	140	15	logic	logic	NOUN
cana-5218	140	16	.	.	PUNCT
cana-5218	141	1	if	if	SCONJ
cana-5218	141	2	abnormal	abnormal	ADJ
cana-5218	141	3	activity	activity	NOUN
cana-5218	141	4	is	be	AUX
cana-5218	141	5	detected	detect	VERB
cana-5218	141	6	,	,	PUNCT
cana-5218	141	7	it	it	PRON
cana-5218	141	8	triggers	trigger	VERB
cana-5218	141	9	an	an	DET
cana-5218	141	10	interrupt	interrupt	ADJ
cana-5218	141	11	service	service	NOUN
cana-5218	141	12	routine	routine	NOUN
cana-5218	141	13	(	(	PUNCT
cana-5218	141	14	isr	isr	NOUN
cana-5218	141	15	)	)	PUNCT
cana-5218	141	16	that	that	PRON
cana-5218	141	17	activates	activate	VERB
cana-5218	141	18	alert	alert	ADJ
cana-5218	141	19	mechanisms	mechanism	NOUN
cana-5218	141	20	via	via	ADP
cana-5218	141	21	gpio	gpio	NOUN
cana-5218	141	22	(	(	PUNCT
cana-5218	141	23	general	general	ADJ
cana-5218	141	24	purpose	purpose	NOUN
cana-5218	141	25	input	input	NOUN
cana-5218	141	26	output	output	NOUN
cana-5218	141	27	)	)	PUNCT
cana-5218	141	28	pins	pin	NOUN
cana-5218	141	29	.	.	PUNCT
cana-5218	142	1	mathematically	mathematically	ADV
cana-5218	142	2	,	,	PUNCT
cana-5218	142	3	the	the	DET
cana-5218	142	4	logic	logic	NOUN
cana-5218	142	5	is	be	AUX
cana-5218	142	6	binary	binary	ADJ
cana-5218	142	7	:	:	PUNCT
cana-5218	142	8	trigger	trigger	NOUN
cana-5218	142	9	alert	alert	NOUN
cana-5218	142	10	=	=	SYM
cana-5218	142	11	𝕀(	𝕀(	PROPN
cana-5218	142	12	�	�	PROPN
cana-5218	142	13	̂	̂	PROPN
cana-5218	142	14	�	�	PROPN
cana-5218	142	15	≥	≥	NUM
cana-5218	142	16	𝜏	𝜏	NUM
cana-5218	142	17	)	)	PUNCT
cana-5218	142	18	,	,	PUNCT
cana-5218	142	19	where	where	SCONJ
cana-5218	142	20	𝕀(⋅	𝕀(⋅	PROPN
cana-5218	142	21	)	)	PUNCT
cana-5218	142	22	is	be	AUX
cana-5218	142	23	the	the	DET
cana-5218	142	24	indicator	indicator	NOUN
cana-5218	142	25	function	function	NOUN
cana-5218	142	26	.	.	PUNCT
cana-5218	143	1	this	this	PRON
cana-5218	143	2	leads	lead	VERB
cana-5218	143	3	to	to	ADP
cana-5218	143	4	the	the	DET
cana-5218	143	5	led	lead	VERB
cana-5218	143	6	buzzer	buzzer	NOUN
cana-5218	143	7	play	play	NOUN
cana-5218	143	8	module	module	NOUN
cana-5218	143	9	,	,	PUNCT
cana-5218	143	10	where	where	SCONJ
cana-5218	143	11	actuators	actuator	NOUN
cana-5218	143	12	such	such	ADJ
cana-5218	143	13	as	as	ADP
cana-5218	143	14	buzzers	buzzer	NOUN
cana-5218	143	15	and	and	CCONJ
cana-5218	143	16	leds	led	NOUN
cana-5218	143	17	are	be	AUX
cana-5218	143	18	activated	activate	VERB
cana-5218	143	19	.	.	PUNCT
cana-5218	144	1	the	the	DET
cana-5218	144	2	led	lead	VERB
cana-5218	144	3	may	may	AUX
cana-5218	144	4	operate	operate	VERB
cana-5218	144	5	with	with	ADP
cana-5218	144	6	a	a	DET
cana-5218	144	7	blinking	blink	VERB
cana-5218	144	8	frequency	frequency	NOUN
cana-5218	144	9	𝑓𝑏	𝑓𝑏	NOUN
cana-5218	144	10	,	,	PUNCT
cana-5218	144	11	governed	govern	VERB
cana-5218	144	12	by	by	ADP
cana-5218	144	13	a	a	DET
cana-5218	144	14	pulse	pulse	NOUN
cana-5218	144	15	-	-	PUNCT
cana-5218	144	16	width	width	NOUN
cana-5218	144	17	modulation	modulation	NOUN
cana-5218	144	18	(	(	PUNCT
cana-5218	144	19	pwm	pwm	NOUN
cana-5218	144	20	)	)	PUNCT
cana-5218	144	21	signal	signal	NOUN
cana-5218	144	22	,	,	PUNCT
cana-5218	144	23	and	and	CCONJ
cana-5218	144	24	the	the	DET
cana-5218	144	25	buzzer	buzzer	NOUN
cana-5218	144	26	frequency	frequency	NOUN
cana-5218	144	27	𝑓𝑧	𝑓𝑧	NOUN
cana-5218	144	28	might	might	AUX
cana-5218	144	29	be	be	AUX
cana-5218	144	30	set	set	VERB
cana-5218	144	31	at	at	ADP
cana-5218	144	32	a	a	DET
cana-5218	144	33	threshold	threshold	NOUN
cana-5218	144	34	perceptible	perceptible	ADJ
cana-5218	144	35	to	to	ADP
cana-5218	144	36	human	human	ADJ
cana-5218	144	37	hearing	hearing	NOUN
cana-5218	144	38	(	(	PUNCT
cana-5218	144	39	e.g.	e.g.	ADV
cana-5218	144	40	,	,	PUNCT
cana-5218	144	41	𝑓𝑧	𝑓𝑧	NOUN
cana-5218	144	42	=	=	SYM
cana-5218	144	43	2	2	NUM
cana-5218	144	44	khz	khz	NOUN
cana-5218	144	45	)	)	PUNCT
cana-5218	144	46	.	.	PUNCT
cana-5218	145	1	these	these	DET
cana-5218	145	2	outputs	output	NOUN
cana-5218	145	3	form	form	VERB
cana-5218	145	4	a	a	DET
cana-5218	145	5	multi	multi	ADJ
cana-5218	145	6	-	-	ADJ
cana-5218	145	7	modal	modal	ADJ
cana-5218	145	8	alert	alert	NOUN
cana-5218	145	9	system	system	NOUN
cana-5218	145	10	that	that	PRON
cana-5218	145	11	enhances	enhance	VERB
cana-5218	145	12	the	the	DET
cana-5218	145	13	system	system	NOUN
cana-5218	145	14	's	's	PART
cana-5218	145	15	effectiveness	effectiveness	NOUN
cana-5218	145	16	in	in	ADP
cana-5218	145	17	emergency	emergency	NOUN
cana-5218	145	18	scenarios	scenario	NOUN
cana-5218	145	19	.	.	PUNCT
cana-5218	146	1	finally	finally	ADV
cana-5218	146	2	,	,	PUNCT
cana-5218	146	3	the	the	DET
cana-5218	146	4	end	end	NOUN
cana-5218	146	5	(	(	PUNCT
cana-5218	146	6	system	system	NOUN
cana-5218	146	7	stops	stop	VERB
cana-5218	146	8	or	or	CCONJ
cana-5218	146	9	loops	loop	NOUN
cana-5218	146	10	)	)	PUNCT
cana-5218	146	11	module	module	NOUN
cana-5218	146	12	encapsulates	encapsulate	VERB
cana-5218	146	13	the	the	DET
cana-5218	146	14	cyclical	cyclical	ADJ
cana-5218	146	15	nature	nature	NOUN
cana-5218	146	16	of	of	ADP
cana-5218	146	17	real	real	ADJ
cana-5218	146	18	-	-	PUNCT
cana-5218	146	19	time	time	NOUN
cana-5218	146	20	detection	detection	NOUN
cana-5218	146	21	systems	system	NOUN
cana-5218	146	22	.	.	PUNCT
cana-5218	147	1	in	in	ADP
cana-5218	147	2	mathematical	mathematical	ADJ
cana-5218	147	3	terms	term	NOUN
cana-5218	147	4	,	,	PUNCT
cana-5218	147	5	the	the	DET
cana-5218	147	6	detection	detection	NOUN
cana-5218	147	7	pipeline	pipeline	NOUN
cana-5218	147	8	forms	form	VERB
cana-5218	147	9	a	a	DET
cana-5218	147	10	discrete	discrete	ADJ
cana-5218	147	11	-	-	PUNCT
cana-5218	147	12	time	time	NOUN
cana-5218	147	13	dynamic	dynamic	ADJ
cana-5218	147	14	system	system	NOUN
cana-5218	147	15	with	with	ADP
cana-5218	147	16	feedback	feedback	NOUN
cana-5218	147	17	:	:	PUNCT
cana-5218	147	18	𝐱𝑡+1	𝐱𝑡+1	PROPN
cana-5218	147	19	=	=	SYM
cana-5218	147	20	𝑔(𝐱𝑡	𝑔(𝐱𝑡	NOUN
cana-5218	147	21	,	,	PUNCT
cana-5218	147	22	𝐚(𝑡	𝐚(𝑡	PROPN
cana-5218	147	23	)	)	PUNCT
cana-5218	147	24	)	)	PUNCT
cana-5218	147	25	,	,	PUNCT
cana-5218	147	26	where	where	SCONJ
cana-5218	147	27	𝑔	𝑔	PROPN
cana-5218	147	28	denotes	denote	VERB
cana-5218	147	29	the	the	DET
cana-5218	147	30	update	update	NOUN
cana-5218	147	31	rule	rule	NOUN
cana-5218	147	32	incorporating	incorporate	VERB
cana-5218	147	33	new	new	ADJ
cana-5218	147	34	data	datum	NOUN
cana-5218	147	35	and	and	CCONJ
cana-5218	147	36	possibly	possibly	ADV
cana-5218	147	37	previous	previous	ADJ
cana-5218	147	38	classification	classification	NOUN
cana-5218	147	39	states	state	NOUN
cana-5218	147	40	.	.	PUNCT
cana-5218	148	1	the	the	DET
cana-5218	148	2	system	system	NOUN
cana-5218	148	3	is	be	AUX
cana-5218	148	4	designed	design	VERB
cana-5218	148	5	to	to	PART
cana-5218	148	6	loop	loop	VERB
cana-5218	148	7	indefinitely	indefinitely	ADV
cana-5218	148	8	until	until	SCONJ
cana-5218	148	9	a	a	DET
cana-5218	148	10	termination	termination	NOUN
cana-5218	148	11	condition	condition	NOUN
cana-5218	148	12	is	be	AUX
cana-5218	148	13	met	meet	VERB
cana-5218	148	14	,	,	PUNCT
cana-5218	148	15	ensuring	ensure	VERB
cana-5218	148	16	persistent	persistent	ADJ
cana-5218	148	17	vigilance	vigilance	NOUN
cana-5218	148	18	in	in	ADP
cana-5218	148	19	monitoring	monitor	VERB
cana-5218	148	20	user	user	NOUN
cana-5218	148	21	activity	activity	NOUN
cana-5218	148	22	.	.	PUNCT
cana-5218	149	1	this	this	DET
cana-5218	149	2	architecture	architecture	NOUN
cana-5218	149	3	is	be	AUX
cana-5218	149	4	a	a	DET
cana-5218	149	5	harmonious	harmonious	ADJ
cana-5218	149	6	integration	integration	NOUN
cana-5218	149	7	of	of	ADP
cana-5218	149	8	signal	signal	ADJ
cana-5218	149	9	acquisition	acquisition	NOUN
cana-5218	149	10	,	,	PUNCT
cana-5218	149	11	feature	feature	NOUN
cana-5218	149	12	transformation	transformation	NOUN
cana-5218	149	13	,	,	PUNCT
cana-5218	149	14	machine	machine	NOUN
cana-5218	149	15	learning	learn	VERB
cana-5218	149	16	classification	classification	NOUN
cana-5218	149	17	,	,	PUNCT
cana-5218	149	18	embedded	embed	VERB
cana-5218	149	19	control	control	NOUN
cana-5218	149	20	,	,	PUNCT
cana-5218	149	21	and	and	CCONJ
cana-5218	149	22	actuator	actuator	NOUN
cana-5218	149	23	signaling	signal	VERB
cana-5218	149	24	,	,	PUNCT
cana-5218	149	25	all	all	PRON
cana-5218	149	26	driven	drive	VERB
cana-5218	149	27	by	by	ADP
cana-5218	149	28	rigorous	rigorous	ADJ
cana-5218	149	29	mathematical	mathematical	ADJ
cana-5218	149	30	underpinnings	underpinning	NOUN
cana-5218	149	31	.	.	PUNCT
cana-5218	150	1	the	the	DET
cana-5218	150	2	modularity	modularity	NOUN
cana-5218	150	3	of	of	ADP
cana-5218	150	4	the	the	DET
cana-5218	150	5	system	system	NOUN
cana-5218	150	6	allows	allow	VERB
cana-5218	150	7	for	for	ADP
cana-5218	150	8	flexible	flexible	ADJ
cana-5218	150	9	upgrades	upgrade	NOUN
cana-5218	150	10	,	,	PUNCT
cana-5218	150	11	such	such	ADJ
cana-5218	150	12	as	as	ADP
cana-5218	150	13	improving	improve	VERB
cana-5218	150	14	the	the	DET
cana-5218	150	15	model	model	NOUN
cana-5218	150	16	𝑓	𝑓	X
cana-5218	150	17	through	through	ADP
cana-5218	150	18	transfer	transfer	NOUN
cana-5218	150	19	learning	learning	NOUN
cana-5218	150	20	or	or	CCONJ
cana-5218	150	21	integrating	integrate	VERB
cana-5218	150	22	adaptive	adaptive	ADJ
cana-5218	150	23	thresholds	threshold	NOUN
cana-5218	150	24	𝜏(𝑡	𝜏(𝑡	PROPN
cana-5218	150	25	)	)	PUNCT
cana-5218	150	26	based	base	VERB
cana-5218	150	27	on	on	ADP
cana-5218	150	28	user	user	NOUN
cana-5218	150	29	-	-	PUNCT
cana-5218	150	30	specific	specific	ADJ
cana-5218	150	31	behavior	behavior	NOUN
cana-5218	150	32	.	.	PUNCT
cana-5218	151	1	this	this	PRON
cana-5218	151	2	positions	position	VERB
cana-5218	151	3	the	the	DET
cana-5218	151	4	system	system	NOUN
cana-5218	151	5	as	as	ADP
cana-5218	151	6	a	a	DET
cana-5218	151	7	scalable	scalable	ADJ
cana-5218	151	8	solution	solution	NOUN
cana-5218	151	9	for	for	ADP
cana-5218	151	10	real	real	ADJ
cana-5218	151	11	-	-	PUNCT
cana-5218	151	12	time	time	NOUN
cana-5218	151	13	health	health	NOUN
cana-5218	151	14	monitoring	monitoring	NOUN
cana-5218	151	15	,	,	PUNCT
cana-5218	151	16	occupational	occupational	ADJ
cana-5218	151	17	safety	safety	NOUN
cana-5218	151	18	,	,	PUNCT
cana-5218	151	19	and	and	CCONJ
cana-5218	151	20	ambient	ambient	ADJ
cana-5218	151	21	assisted	assist	VERB
cana-5218	151	22	living	live	VERB
cana-5218	151	23	environments	environment	NOUN
cana-5218	151	24	.	.	PUNCT
cana-5218	152	1	communications	communication	NOUN
cana-5218	152	2	on	on	ADP
cana-5218	152	3	applied	apply	VERB
cana-5218	152	4	nonlinear	nonlinear	ADJ
cana-5218	152	5	analysis	analysis	NOUN
cana-5218	152	6	issn	issn	NOUN
cana-5218	152	7	:	:	PUNCT
cana-5218	152	8	1074	1074	NUM
cana-5218	152	9	-	-	PUNCT
cana-5218	152	10	133x	133x	NUM
cana-5218	152	11	vol	vol	VERB
cana-5218	152	12	32	32	NUM
cana-5218	152	13	no	no	NOUN
cana-5218	152	14	.	.	PUNCT
cana-5218	153	1	10s	10	NOUN
cana-5218	153	2	(	(	PUNCT
cana-5218	153	3	2025	2025	NUM
cana-5218	153	4	)	)	PUNCT
cana-5218	153	5	1194	1194	NUM
cana-5218	154	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5218	154	2	results	result	NOUN
cana-5218	154	3	and	and	CCONJ
cana-5218	154	4	discussions	discussion	NOUN
cana-5218	154	5	this	this	DET
cana-5218	154	6	system	system	NOUN
cana-5218	154	7	predicts	predict	VERB
cana-5218	154	8	machine	machine	NOUN
cana-5218	154	9	maintenance	maintenance	NOUN
cana-5218	154	10	needs	need	NOUN
cana-5218	154	11	by	by	ADP
cana-5218	154	12	monitoring	monitor	VERB
cana-5218	154	13	vibrations	vibration	NOUN
cana-5218	154	14	through	through	ADP
cana-5218	154	15	an	an	DET
cana-5218	154	16	accelerometer	accelerometer	ADJ
cana-5218	154	17	sensor	sensor	NOUN
cana-5218	154	18	.	.	PUNCT
cana-5218	155	1	the	the	DET
cana-5218	155	2	sensor	sensor	NOUN
cana-5218	155	3	collects	collect	VERB
cana-5218	155	4	vibration	vibration	NOUN
cana-5218	155	5	data	datum	NOUN
cana-5218	155	6	,	,	PUNCT
cana-5218	155	7	which	which	PRON
cana-5218	155	8	is	be	AUX
cana-5218	155	9	then	then	ADV
cana-5218	155	10	processed	process	VERB
cana-5218	155	11	and	and	CCONJ
cana-5218	155	12	used	use	VERB
cana-5218	155	13	to	to	PART
cana-5218	155	14	build	build	VERB
cana-5218	155	15	a	a	DET
cana-5218	155	16	machine	machine	NOUN
cana-5218	155	17	learning	learn	VERB
cana-5218	155	18	model	model	NOUN
cana-5218	155	19	capable	capable	ADJ
cana-5218	155	20	of	of	ADP
cana-5218	155	21	detecting	detect	VERB
cana-5218	155	22	anomalous	anomalous	ADJ
cana-5218	155	23	behavior	behavior	NOUN
cana-5218	155	24	.	.	PUNCT
cana-5218	156	1	the	the	DET
cana-5218	156	2	model	model	NOUN
cana-5218	156	3	is	be	AUX
cana-5218	156	4	optimized	optimize	VERB
cana-5218	156	5	for	for	ADP
cana-5218	156	6	deployment	deployment	NOUN
cana-5218	156	7	on	on	ADP
cana-5218	156	8	edge	edge	NOUN
cana-5218	156	9	hardware	hardware	NOUN
cana-5218	156	10	,	,	PUNCT
cana-5218	156	11	ensuring	ensure	VERB
cana-5218	156	12	real	real	ADJ
cana-5218	156	13	-	-	PUNCT
cana-5218	156	14	time	time	NOUN
cana-5218	156	15	performance	performance	NOUN
cana-5218	156	16	with	with	ADP
cana-5218	156	17	minimal	minimal	ADJ
cana-5218	156	18	latency	latency	NOUN
cana-5218	156	19	.	.	PUNCT
cana-5218	157	1	when	when	SCONJ
cana-5218	157	2	the	the	DET
cana-5218	157	3	system	system	NOUN
cana-5218	157	4	identifies	identify	VERB
cana-5218	157	5	abnormal	abnormal	ADJ
cana-5218	157	6	vibrations	vibration	NOUN
cana-5218	157	7	indicative	indicative	ADJ
cana-5218	157	8	of	of	ADP
cana-5218	157	9	potential	potential	ADJ
cana-5218	157	10	machine	machine	NOUN
cana-5218	157	11	failure	failure	NOUN
cana-5218	157	12	,	,	PUNCT
cana-5218	157	13	it	it	PRON
cana-5218	157	14	triggers	trigger	VERB
cana-5218	157	15	an	an	DET
cana-5218	157	16	alarm	alarm	NOUN
cana-5218	157	17	notification	notification	NOUN
cana-5218	157	18	to	to	PART
cana-5218	157	19	alert	alert	VERB
cana-5218	157	20	operators	operator	NOUN
cana-5218	157	21	.	.	PUNCT
cana-5218	158	1	this	this	DET
cana-5218	158	2	approach	approach	NOUN
cana-5218	158	3	enables	enable	VERB
cana-5218	158	4	proactive	proactive	ADJ
cana-5218	158	5	maintenance	maintenance	NOUN
cana-5218	158	6	,	,	PUNCT
cana-5218	158	7	minimizing	minimize	VERB
cana-5218	158	8	downtime	downtime	NOUN
cana-5218	158	9	and	and	CCONJ
cana-5218	158	10	improving	improve	VERB
cana-5218	158	11	machine	machine	NOUN
cana-5218	158	12	longevity	longevity	NOUN
cana-5218	158	13	by	by	ADP
cana-5218	158	14	detecting	detect	VERB
cana-5218	158	15	issues	issue	NOUN
cana-5218	158	16	early	early	ADV
cana-5218	158	17	,	,	PUNCT
cana-5218	158	18	ensuring	ensure	VERB
cana-5218	158	19	operational	operational	ADJ
cana-5218	158	20	efficiency	efficiency	NOUN
cana-5218	158	21	and	and	CCONJ
cana-5218	158	22	reducing	reduce	VERB
cana-5218	158	23	costly	costly	ADJ
cana-5218	158	24	repairs	repair	NOUN
cana-5218	158	25	.	.	PUNCT
cana-5218	159	1	figure	figure	NOUN
cana-5218	159	2	2	2	NUM
cana-5218	159	3	:	:	PUNCT
cana-5218	159	4	classification	classification	NOUN
cana-5218	159	5	accuracy	accuracy	NOUN
cana-5218	159	6	for	for	ADP
cana-5218	159	7	activities	activity	NOUN
cana-5218	159	8	the	the	DET
cana-5218	159	9	figure	figure	NOUN
cana-5218	159	10	2	2	NUM
cana-5218	159	11	illustrates	illustrate	VERB
cana-5218	159	12	the	the	DET
cana-5218	159	13	performance	performance	NOUN
cana-5218	159	14	of	of	ADP
cana-5218	159	15	the	the	DET
cana-5218	159	16	activity	activity	NOUN
cana-5218	159	17	recognition	recognition	NOUN
cana-5218	159	18	model	model	NOUN
cana-5218	159	19	across	across	ADP
cana-5218	159	20	five	five	NUM
cana-5218	159	21	distinct	distinct	ADJ
cana-5218	159	22	physical	physical	ADJ
cana-5218	159	23	activities	activity	NOUN
cana-5218	159	24	:	:	PUNCT
cana-5218	159	25	walking	walk	VERB
cana-5218	159	26	,	,	PUNCT
cana-5218	159	27	sitting	sit	VERB
cana-5218	159	28	,	,	PUNCT
cana-5218	159	29	falling	fall	VERB
cana-5218	159	30	,	,	PUNCT
cana-5218	159	31	running	running	NOUN
cana-5218	159	32	,	,	PUNCT
cana-5218	159	33	and	and	CCONJ
cana-5218	159	34	sudden	sudden	ADJ
cana-5218	159	35	movement	movement	NOUN
cana-5218	159	36	.	.	PUNCT
cana-5218	160	1	three	three	NUM
cana-5218	160	2	key	key	ADJ
cana-5218	160	3	classification	classification	NOUN
cana-5218	160	4	metrics	metric	NOUN
cana-5218	160	5	—	—	PUNCT
cana-5218	160	6	precision	precision	NOUN
cana-5218	160	7	,	,	PUNCT
cana-5218	160	8	recall	recall	NOUN
cana-5218	160	9	,	,	PUNCT
cana-5218	160	10	and	and	CCONJ
cana-5218	160	11	f1	f1	NOUN
cana-5218	160	12	-	-	PUNCT
cana-5218	160	13	score	score	NOUN
cana-5218	160	14	—	—	PUNCT
cana-5218	160	15	are	be	AUX
cana-5218	160	16	plotted	plot	VERB
cana-5218	160	17	to	to	PART
cana-5218	160	18	provide	provide	VERB
cana-5218	160	19	a	a	DET
cana-5218	160	20	comprehensive	comprehensive	ADJ
cana-5218	160	21	evaluation	evaluation	NOUN
cana-5218	160	22	of	of	ADP
cana-5218	160	23	the	the	DET
cana-5218	160	24	model	model	NOUN
cana-5218	160	25	's	's	PART
cana-5218	160	26	accuracy	accuracy	NOUN
cana-5218	160	27	and	and	CCONJ
cana-5218	160	28	reliability	reliability	NOUN
cana-5218	160	29	for	for	ADP
cana-5218	160	30	each	each	DET
cana-5218	160	31	activity	activity	NOUN
cana-5218	160	32	type	type	NOUN
cana-5218	160	33	.	.	PUNCT
cana-5218	161	1	from	from	ADP
cana-5218	161	2	the	the	DET
cana-5218	161	3	graph	graph	NOUN
cana-5218	161	4	,	,	PUNCT
cana-5218	161	5	we	we	PRON
cana-5218	161	6	observe	observe	VERB
cana-5218	161	7	that	that	SCONJ
cana-5218	161	8	sitting	sitting	NOUN
cana-5218	161	9	achieves	achieve	VERB
cana-5218	161	10	the	the	DET
cana-5218	161	11	highest	high	ADJ
cana-5218	161	12	performance	performance	NOUN
cana-5218	161	13	across	across	ADP
cana-5218	161	14	all	all	DET
cana-5218	161	15	metrics	metric	NOUN
cana-5218	161	16	,	,	PUNCT
cana-5218	161	17	with	with	ADP
cana-5218	161	18	precision	precision	NOUN
cana-5218	161	19	at	at	ADP
cana-5218	161	20	98.2	98.2	NUM
cana-5218	161	21	%	%	NOUN
cana-5218	161	22	,	,	PUNCT
cana-5218	161	23	recall	recall	VERB
cana-5218	161	24	at	at	ADP
cana-5218	161	25	99.0	99.0	NUM
cana-5218	161	26	%	%	NOUN
cana-5218	161	27	,	,	PUNCT
cana-5218	161	28	and	and	CCONJ
cana-5218	161	29	an	an	DET
cana-5218	161	30	f1	f1	NOUN
cana-5218	161	31	-	-	PUNCT
cana-5218	161	32	score	score	NOUN
cana-5218	161	33	of	of	ADP
cana-5218	161	34	98.6	98.6	NUM
cana-5218	161	35	%	%	NOUN
cana-5218	161	36	.	.	PUNCT
cana-5218	162	1	this	this	PRON
cana-5218	162	2	indicates	indicate	VERB
cana-5218	162	3	that	that	SCONJ
cana-5218	162	4	the	the	DET
cana-5218	162	5	model	model	NOUN
cana-5218	162	6	identifies	identify	VERB
cana-5218	162	7	sitting	sit	VERB
cana-5218	162	8	events	event	NOUN
cana-5218	162	9	with	with	ADP
cana-5218	162	10	very	very	ADV
cana-5218	162	11	high	high	ADJ
cana-5218	162	12	accuracy	accuracy	NOUN
cana-5218	162	13	and	and	CCONJ
cana-5218	162	14	minimal	minimal	ADJ
cana-5218	162	15	misclassifications	misclassification	NOUN
cana-5218	162	16	.	.	PUNCT
cana-5218	163	1	walking	walk	VERB
cana-5218	163	2	and	and	CCONJ
cana-5218	163	3	running	run	VERB
cana-5218	163	4	also	also	ADV
cana-5218	163	5	show	show	VERB
cana-5218	163	6	strong	strong	ADJ
cana-5218	163	7	performance	performance	NOUN
cana-5218	163	8	,	,	PUNCT
cana-5218	163	9	with	with	ADP
cana-5218	163	10	all	all	DET
cana-5218	163	11	metrics	metric	NOUN
cana-5218	163	12	exceeding	exceed	VERB
cana-5218	163	13	94	94	NUM
cana-5218	163	14	%	%	NOUN
cana-5218	163	15	,	,	PUNCT
cana-5218	163	16	showcasing	showcase	VERB
cana-5218	163	17	the	the	DET
cana-5218	163	18	model	model	NOUN
cana-5218	163	19	's	's	PART
cana-5218	163	20	capability	capability	NOUN
cana-5218	163	21	to	to	PART
cana-5218	163	22	recognize	recognize	VERB
cana-5218	163	23	routine	routine	ADJ
cana-5218	163	24	activities	activity	NOUN
cana-5218	163	25	effectively	effectively	ADV
cana-5218	163	26	.	.	PUNCT
cana-5218	164	1	falling	fall	VERB
cana-5218	164	2	and	and	CCONJ
cana-5218	164	3	sudden	sudden	ADJ
cana-5218	164	4	movement	movement	NOUN
cana-5218	164	5	,	,	PUNCT
cana-5218	164	6	both	both	PRON
cana-5218	164	7	considered	consider	VERB
cana-5218	164	8	abnormal	abnormal	ADJ
cana-5218	164	9	activities	activity	NOUN
cana-5218	164	10	,	,	PUNCT
cana-5218	164	11	have	have	VERB
cana-5218	164	12	slightly	slightly	ADV
cana-5218	164	13	lower	low	ADJ
cana-5218	164	14	scores	score	NOUN
cana-5218	164	15	—	—	PUNCT
cana-5218	164	16	particularly	particularly	ADV
cana-5218	164	17	in	in	ADP
cana-5218	164	18	recall	recall	NOUN
cana-5218	164	19	—	—	PUNCT
cana-5218	164	20	highlighting	highlight	VERB
cana-5218	164	21	the	the	DET
cana-5218	164	22	model	model	NOUN
cana-5218	164	23	’s	’s	PART
cana-5218	164	24	challenge	challenge	NOUN
cana-5218	164	25	in	in	ADP
cana-5218	164	26	detecting	detect	VERB
cana-5218	164	27	unpredictable	unpredictable	ADJ
cana-5218	164	28	or	or	CCONJ
cana-5218	164	29	rapid	rapid	ADJ
cana-5218	164	30	changes	change	NOUN
cana-5218	164	31	in	in	ADP
cana-5218	164	32	motion	motion	NOUN
cana-5218	164	33	.	.	PUNCT
cana-5218	165	1	despite	despite	SCONJ
cana-5218	165	2	this	this	PRON
cana-5218	165	3	,	,	PUNCT
cana-5218	165	4	their	their	PRON
cana-5218	165	5	f1	f1	NOUN
cana-5218	165	6	-	-	PUNCT
cana-5218	165	7	scores	score	NOUN
cana-5218	165	8	remain	remain	VERB
cana-5218	165	9	above	above	ADP
cana-5218	165	10	91	91	NUM
cana-5218	165	11	%	%	NOUN
cana-5218	165	12	,	,	PUNCT
cana-5218	165	13	indicating	indicate	VERB
cana-5218	165	14	a	a	DET
cana-5218	165	15	well	well	ADV
cana-5218	165	16	-	-	PUNCT
cana-5218	165	17	balanced	balance	VERB
cana-5218	165	18	trade	trade	NOUN
cana-5218	165	19	-	-	PUNCT
cana-5218	165	20	off	off	NOUN
cana-5218	165	21	between	between	ADP
cana-5218	165	22	precision	precision	NOUN
cana-5218	165	23	and	and	CCONJ
cana-5218	165	24	recall	recall	NOUN
cana-5218	165	25	.	.	PUNCT
cana-5218	166	1	overall	overall	ADV
cana-5218	166	2	,	,	PUNCT
cana-5218	166	3	it	it	PRON
cana-5218	166	4	demonstrates	demonstrate	VERB
cana-5218	166	5	that	that	SCONJ
cana-5218	166	6	the	the	DET
cana-5218	166	7	model	model	NOUN
cana-5218	166	8	performs	perform	VERB
cana-5218	166	9	robustly	robustly	ADV
cana-5218	166	10	across	across	ADP
cana-5218	166	11	both	both	CCONJ
cana-5218	166	12	normal	normal	ADJ
cana-5218	166	13	and	and	CCONJ
cana-5218	166	14	abnormal	abnormal	ADJ
cana-5218	166	15	activity	activity	NOUN
cana-5218	166	16	categories	category	NOUN
cana-5218	166	17	,	,	PUNCT
cana-5218	166	18	with	with	ADP
cana-5218	166	19	only	only	ADJ
cana-5218	166	20	minor	minor	ADJ
cana-5218	166	21	variation	variation	NOUN
cana-5218	166	22	in	in	ADP
cana-5218	166	23	performance	performance	NOUN
cana-5218	166	24	,	,	PUNCT
cana-5218	166	25	thus	thus	ADV
cana-5218	166	26	validating	validate	VERB
cana-5218	166	27	its	its	PRON
cana-5218	166	28	use	use	NOUN
cana-5218	166	29	in	in	ADP
cana-5218	166	30	real	real	ADJ
cana-5218	166	31	-	-	PUNCT
cana-5218	166	32	time	time	NOUN
cana-5218	166	33	safety	safety	NOUN
cana-5218	166	34	monitoring	monitoring	NOUN
cana-5218	166	35	applications	application	NOUN
cana-5218	166	36	.	.	PUNCT
cana-5218	167	1	future	future	ADJ
cana-5218	167	2	improvements	improvement	NOUN
cana-5218	167	3	may	may	AUX
cana-5218	167	4	focus	focus	VERB
cana-5218	167	5	on	on	ADP
cana-5218	167	6	enhancing	enhance	VERB
cana-5218	167	7	sensitivity	sensitivity	NOUN
cana-5218	167	8	for	for	ADP
cana-5218	167	9	critical	critical	ADJ
cana-5218	167	10	events	event	NOUN
cana-5218	167	11	like	like	ADP
cana-5218	167	12	falls	fall	NOUN
cana-5218	167	13	.	.	PUNCT
cana-5218	168	1	communications	communication	NOUN
cana-5218	168	2	on	on	ADP
cana-5218	168	3	applied	apply	VERB
cana-5218	168	4	nonlinear	nonlinear	ADJ
cana-5218	168	5	analysis	analysis	NOUN
cana-5218	168	6	issn	issn	NOUN
cana-5218	168	7	:	:	PUNCT
cana-5218	168	8	1074	1074	NUM
cana-5218	168	9	-	-	PUNCT
cana-5218	168	10	133x	133x	NUM
cana-5218	168	11	vol	vol	VERB
cana-5218	168	12	32	32	NUM
cana-5218	168	13	no	no	NOUN
cana-5218	168	14	.	.	PUNCT
cana-5218	169	1	10s	10	NOUN
cana-5218	169	2	(	(	PUNCT
cana-5218	169	3	2025	2025	NUM
cana-5218	169	4	)	)	PUNCT
cana-5218	169	5	1195	1195	NUM
cana-5218	169	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5218	169	7	figure	figure	NOUN
cana-5218	169	8	3	3	NUM
cana-5218	169	9	:	:	PUNCT
cana-5218	169	10	system	system	NOUN
cana-5218	169	11	latency	latency	NOUN
cana-5218	169	12	and	and	CCONJ
cana-5218	169	13	power	power	NOUN
cana-5218	169	14	consumption	consumption	NOUN
cana-5218	169	15	figure	figure	NOUN
cana-5218	169	16	3	3	NUM
cana-5218	169	17	presents	present	VERB
cana-5218	169	18	an	an	DET
cana-5218	169	19	analysis	analysis	NOUN
cana-5218	169	20	of	of	ADP
cana-5218	169	21	the	the	DET
cana-5218	169	22	system	system	NOUN
cana-5218	169	23	's	's	PART
cana-5218	169	24	latency	latency	NOUN
cana-5218	169	25	and	and	CCONJ
cana-5218	169	26	power	power	NOUN
cana-5218	169	27	consumption	consumption	NOUN
cana-5218	169	28	across	across	ADP
cana-5218	169	29	various	various	ADJ
cana-5218	169	30	modules	module	NOUN
cana-5218	169	31	.	.	PUNCT
cana-5218	170	1	these	these	DET
cana-5218	170	2	two	two	NUM
cana-5218	170	3	factors	factor	NOUN
cana-5218	170	4	are	be	AUX
cana-5218	170	5	crucial	crucial	ADJ
cana-5218	170	6	for	for	ADP
cana-5218	170	7	evaluating	evaluate	VERB
cana-5218	170	8	the	the	DET
cana-5218	170	9	efficiency	efficiency	NOUN
cana-5218	170	10	and	and	CCONJ
cana-5218	170	11	feasibility	feasibility	NOUN
cana-5218	170	12	of	of	ADP
cana-5218	170	13	deploying	deploy	VERB
cana-5218	170	14	the	the	DET
cana-5218	170	15	system	system	NOUN
cana-5218	170	16	in	in	ADP
cana-5218	170	17	real	real	ADJ
cana-5218	170	18	-	-	PUNCT
cana-5218	170	19	time	time	NOUN
cana-5218	170	20	,	,	PUNCT
cana-5218	170	21	low	low	ADJ
cana-5218	170	22	-	-	PUNCT
cana-5218	170	23	power	power	NOUN
cana-5218	170	24	environments	environment	NOUN
cana-5218	170	25	such	such	ADJ
cana-5218	170	26	as	as	ADP
cana-5218	170	27	mobile	mobile	ADJ
cana-5218	170	28	devices	device	NOUN
cana-5218	170	29	or	or	CCONJ
cana-5218	170	30	embedded	embed	VERB
cana-5218	170	31	systems	system	NOUN
cana-5218	170	32	.	.	PUNCT
cana-5218	171	1	the	the	DET
cana-5218	171	2	data	data	NOUN
cana-5218	171	3	acquisition	acquisition	NOUN
cana-5218	171	4	module	module	NOUN
cana-5218	171	5	,	,	PUNCT
cana-5218	171	6	responsible	responsible	ADJ
cana-5218	171	7	for	for	ADP
cana-5218	171	8	collecting	collect	VERB
cana-5218	171	9	accelerometer	accelerometer	NOUN
cana-5218	171	10	data	datum	NOUN
cana-5218	171	11	,	,	PUNCT
cana-5218	171	12	exhibits	exhibit	VERB
cana-5218	171	13	a	a	DET
cana-5218	171	14	minimal	minimal	ADJ
cana-5218	171	15	latency	latency	NOUN
cana-5218	171	16	of	of	ADP
cana-5218	171	17	2.1	2.1	NUM
cana-5218	171	18	milliseconds	millisecond	NOUN
cana-5218	171	19	and	and	CCONJ
cana-5218	171	20	a	a	DET
cana-5218	171	21	power	power	NOUN
cana-5218	171	22	usage	usage	NOUN
cana-5218	171	23	of	of	ADP
cana-5218	171	24	10	10	NUM
cana-5218	171	25	mw	mw	NOUN
cana-5218	171	26	.	.	PUNCT
cana-5218	172	1	this	this	PRON
cana-5218	172	2	is	be	AUX
cana-5218	172	3	expected	expect	VERB
cana-5218	172	4	,	,	PUNCT
cana-5218	172	5	as	as	SCONJ
cana-5218	172	6	the	the	DET
cana-5218	172	7	process	process	NOUN
cana-5218	172	8	mainly	mainly	ADV
cana-5218	172	9	involves	involve	VERB
cana-5218	172	10	capturing	capture	VERB
cana-5218	172	11	motion	motion	NOUN
cana-5218	172	12	signals	signal	NOUN
cana-5218	172	13	,	,	PUNCT
cana-5218	172	14	which	which	PRON
cana-5218	172	15	does	do	AUX
cana-5218	172	16	not	not	PART
cana-5218	172	17	require	require	VERB
cana-5218	172	18	significant	significant	ADJ
cana-5218	172	19	computational	computational	ADJ
cana-5218	172	20	resources	resource	NOUN
cana-5218	172	21	.	.	PUNCT
cana-5218	173	1	the	the	DET
cana-5218	173	2	preprocessing	preprocessing	NOUN
cana-5218	173	3	step	step	NOUN
cana-5218	173	4	,	,	PUNCT
cana-5218	173	5	which	which	PRON
cana-5218	173	6	includes	include	VERB
cana-5218	173	7	filtering	filtering	NOUN
cana-5218	173	8	and	and	CCONJ
cana-5218	173	9	noise	noise	NOUN
cana-5218	173	10	reduction	reduction	NOUN
cana-5218	173	11	,	,	PUNCT
cana-5218	173	12	has	have	VERB
cana-5218	173	13	an	an	DET
cana-5218	173	14	average	average	ADJ
cana-5218	173	15	latency	latency	NOUN
cana-5218	173	16	of	of	ADP
cana-5218	173	17	1.5	1.5	NUM
cana-5218	173	18	milliseconds	millisecond	NOUN
cana-5218	173	19	and	and	CCONJ
cana-5218	173	20	consumes	consume	NOUN
cana-5218	173	21	5	5	NUM
cana-5218	173	22	mw	mw	X
cana-5218	173	23	.	.	PUNCT
cana-5218	174	1	this	this	PRON
cana-5218	174	2	shows	show	VERB
cana-5218	174	3	that	that	SCONJ
cana-5218	174	4	the	the	DET
cana-5218	174	5	system	system	NOUN
cana-5218	174	6	is	be	AUX
cana-5218	174	7	efficient	efficient	ADJ
cana-5218	174	8	in	in	ADP
cana-5218	174	9	cleaning	clean	VERB
cana-5218	174	10	the	the	DET
cana-5218	174	11	raw	raw	ADJ
cana-5218	174	12	data	datum	NOUN
cana-5218	174	13	before	before	ADP
cana-5218	174	14	passing	pass	VERB
cana-5218	174	15	it	it	PRON
cana-5218	174	16	on	on	ADP
cana-5218	174	17	to	to	ADP
cana-5218	174	18	the	the	DET
cana-5218	174	19	model	model	NOUN
cana-5218	174	20	.	.	PUNCT
cana-5218	175	1	the	the	DET
cana-5218	175	2	most	most	ADV
cana-5218	175	3	computationally	computationally	ADV
cana-5218	175	4	intensive	intensive	ADJ
cana-5218	175	5	module	module	NOUN
cana-5218	175	6	is	be	AUX
cana-5218	175	7	the	the	DET
cana-5218	175	8	inference	inference	NOUN
cana-5218	175	9	(	(	PUNCT
cana-5218	175	10	tf	tf	PROPN
cana-5218	175	11	lite	lite	PROPN
cana-5218	175	12	model	model	PROPN
cana-5218	175	13	)	)	PUNCT
cana-5218	175	14	,	,	PUNCT
cana-5218	175	15	with	with	ADP
cana-5218	175	16	an	an	DET
cana-5218	175	17	average	average	ADJ
cana-5218	175	18	latency	latency	NOUN
cana-5218	175	19	of	of	ADP
cana-5218	175	20	4.8	4.8	NUM
cana-5218	175	21	milliseconds	millisecond	NOUN
cana-5218	175	22	and	and	CCONJ
cana-5218	175	23	a	a	DET
cana-5218	175	24	power	power	NOUN
cana-5218	175	25	usage	usage	NOUN
cana-5218	175	26	of	of	ADP
cana-5218	175	27	20	20	NUM
cana-5218	175	28	mw	mw	NOUN
cana-5218	175	29	.	.	PROPN
cana-5218	175	30	since	since	SCONJ
cana-5218	175	31	the	the	DET
cana-5218	175	32	machine	machine	NOUN
cana-5218	175	33	learning	learning	NOUN
cana-5218	175	34	model	model	NOUN
cana-5218	175	35	is	be	AUX
cana-5218	175	36	applied	apply	VERB
cana-5218	175	37	here	here	ADV
cana-5218	175	38	to	to	PART
cana-5218	175	39	classify	classify	VERB
cana-5218	175	40	activities	activity	NOUN
cana-5218	175	41	,	,	PUNCT
cana-5218	175	42	it	it	PRON
cana-5218	175	43	demands	demand	VERB
cana-5218	175	44	more	more	ADJ
cana-5218	175	45	processing	processing	NOUN
cana-5218	175	46	power	power	NOUN
cana-5218	175	47	,	,	PUNCT
cana-5218	175	48	especially	especially	ADV
cana-5218	175	49	given	give	VERB
cana-5218	175	50	the	the	DET
cana-5218	175	51	lightweight	lightweight	ADJ
cana-5218	175	52	nature	nature	NOUN
cana-5218	175	53	of	of	ADP
cana-5218	175	54	tensorflow	tensorflow	NOUN
cana-5218	175	55	lite	lite	NOUN
cana-5218	175	56	optimized	optimize	VERB
cana-5218	175	57	for	for	ADP
cana-5218	175	58	edge	edge	NOUN
cana-5218	175	59	devices	device	NOUN
cana-5218	175	60	.	.	PUNCT
cana-5218	176	1	despite	despite	SCONJ
cana-5218	176	2	this	this	PRON
cana-5218	176	3	,	,	PUNCT
cana-5218	176	4	the	the	DET
cana-5218	176	5	latency	latency	NOUN
cana-5218	176	6	is	be	AUX
cana-5218	176	7	kept	keep	VERB
cana-5218	176	8	within	within	ADP
cana-5218	176	9	acceptable	acceptable	ADJ
cana-5218	176	10	limits	limit	NOUN
cana-5218	176	11	for	for	ADP
cana-5218	176	12	real	real	ADJ
cana-5218	176	13	-	-	PUNCT
cana-5218	176	14	time	time	NOUN
cana-5218	176	15	performance	performance	NOUN
cana-5218	176	16	.	.	PUNCT
cana-5218	177	1	the	the	DET
cana-5218	177	2	command	command	NOUN
cana-5218	177	3	response	response	NOUN
cana-5218	177	4	module	module	NOUN
cana-5218	177	5	,	,	PUNCT
cana-5218	177	6	which	which	PRON
cana-5218	177	7	handles	handle	VERB
cana-5218	177	8	the	the	DET
cana-5218	177	9	system	system	NOUN
cana-5218	177	10	's	's	PART
cana-5218	177	11	reaction	reaction	NOUN
cana-5218	177	12	(	(	PUNCT
cana-5218	177	13	e.g.	e.g.	ADV
cana-5218	177	14	,	,	PUNCT
cana-5218	177	15	triggering	trigger	VERB
cana-5218	177	16	alerts	alert	NOUN
cana-5218	177	17	)	)	PUNCT
cana-5218	177	18	,	,	PUNCT
cana-5218	177	19	has	have	VERB
cana-5218	177	20	a	a	DET
cana-5218	177	21	low	low	ADJ
cana-5218	177	22	latency	latency	NOUN
cana-5218	177	23	of	of	ADP
cana-5218	177	24	1.2	1.2	NUM
cana-5218	177	25	milliseconds	millisecond	NOUN
cana-5218	177	26	and	and	CCONJ
cana-5218	177	27	uses	use	VERB
cana-5218	177	28	just	just	ADV
cana-5218	177	29	3	3	NUM
cana-5218	177	30	mw	mw	NOUN
cana-5218	177	31	of	of	ADP
cana-5218	177	32	power	power	NOUN
cana-5218	177	33	.	.	PUNCT
cana-5218	178	1	finally	finally	ADV
cana-5218	178	2	,	,	PUNCT
cana-5218	178	3	the	the	DET
cana-5218	178	4	led	lead	VERB
cana-5218	178	5	/	/	SYM
cana-5218	178	6	buzzer	buzzer	NOUN
cana-5218	178	7	activation	activation	NOUN
cana-5218	178	8	module	module	NOUN
cana-5218	178	9	,	,	PUNCT
cana-5218	178	10	responsible	responsible	ADJ
cana-5218	178	11	for	for	ADP
cana-5218	178	12	the	the	DET
cana-5218	178	13	visual	visual	ADJ
cana-5218	178	14	and	and	CCONJ
cana-5218	178	15	auditory	auditory	ADJ
cana-5218	178	16	alerts	alert	NOUN
cana-5218	178	17	,	,	PUNCT
cana-5218	178	18	is	be	AUX
cana-5218	178	19	the	the	DET
cana-5218	178	20	fastest	fast	ADJ
cana-5218	178	21	and	and	CCONJ
cana-5218	178	22	most	most	ADJ
cana-5218	178	23	power	power	NOUN
cana-5218	178	24	-	-	PUNCT
cana-5218	178	25	efficient	efficient	ADJ
cana-5218	178	26	,	,	PUNCT
cana-5218	178	27	with	with	ADP
cana-5218	178	28	only	only	ADV
cana-5218	178	29	0.9	0.9	NUM
cana-5218	178	30	milliseconds	millisecond	NOUN
cana-5218	178	31	latency	latency	NOUN
cana-5218	178	32	and	and	CCONJ
cana-5218	178	33	2	2	NUM
cana-5218	178	34	mw	mw	NOUN
cana-5218	178	35	power	power	NOUN
cana-5218	178	36	consumption	consumption	NOUN
cana-5218	178	37	.	.	PUNCT
cana-5218	179	1	conclusion	conclusion	NOUN
cana-5218	179	2	the	the	DET
cana-5218	179	3	presented	present	VERB
cana-5218	179	4	system	system	NOUN
cana-5218	179	5	offers	offer	VERB
cana-5218	179	6	a	a	DET
cana-5218	179	7	robust	robust	ADJ
cana-5218	179	8	and	and	CCONJ
cana-5218	179	9	efficient	efficient	ADJ
cana-5218	179	10	framework	framework	NOUN
cana-5218	179	11	for	for	ADP
cana-5218	179	12	real	real	ADJ
cana-5218	179	13	-	-	PUNCT
cana-5218	179	14	time	time	NOUN
cana-5218	179	15	activity	activity	NOUN
cana-5218	179	16	recognition	recognition	NOUN
cana-5218	179	17	and	and	CCONJ
cana-5218	179	18	abnormal	abnormal	ADJ
cana-5218	179	19	motion	motion	NOUN
cana-5218	179	20	detection	detection	NOUN
cana-5218	179	21	using	use	VERB
cana-5218	179	22	accelerometer	accelerometer	NOUN
cana-5218	179	23	data	datum	NOUN
cana-5218	179	24	and	and	CCONJ
cana-5218	179	25	edge	edge	NOUN
cana-5218	179	26	-	-	PUNCT
cana-5218	179	27	optimized	optimize	VERB
cana-5218	179	28	machine	machine	NOUN
cana-5218	179	29	learning	learning	NOUN
cana-5218	179	30	.	.	PUNCT
cana-5218	180	1	by	by	ADP
cana-5218	180	2	integrating	integrate	VERB
cana-5218	180	3	hardware	hardware	NOUN
cana-5218	180	4	-	-	PUNCT
cana-5218	180	5	level	level	NOUN
cana-5218	180	6	motion	motion	NOUN
cana-5218	180	7	sensing	sense	VERB
cana-5218	180	8	with	with	ADP
cana-5218	180	9	lightweight	lightweight	ADJ
cana-5218	180	10	inference	inference	NOUN
cana-5218	180	11	via	via	ADP
cana-5218	180	12	tensorflow	tensorflow	PROPN
cana-5218	180	13	lite	lite	NOUN
cana-5218	180	14	,	,	PUNCT
cana-5218	180	15	the	the	DET
cana-5218	180	16	system	system	NOUN
cana-5218	180	17	enables	enable	VERB
cana-5218	180	18	fast	fast	ADJ
cana-5218	180	19	and	and	CCONJ
cana-5218	180	20	accurate	accurate	ADJ
cana-5218	180	21	classification	classification	NOUN
cana-5218	180	22	of	of	ADP
cana-5218	180	23	physical	physical	ADJ
cana-5218	180	24	activities	activity	NOUN
cana-5218	180	25	with	with	ADP
cana-5218	180	26	minimal	minimal	ADJ
cana-5218	180	27	resource	resource	NOUN
cana-5218	180	28	consumption	consumption	NOUN
cana-5218	180	29	.	.	PUNCT
cana-5218	181	1	the	the	DET
cana-5218	181	2	modular	modular	ADJ
cana-5218	181	3	architecture	architecture	NOUN
cana-5218	181	4	—	—	PUNCT
cana-5218	181	5	from	from	ADP
cana-5218	181	6	data	datum	NOUN
cana-5218	181	7	acquisition	acquisition	NOUN
cana-5218	181	8	and	and	CCONJ
cana-5218	181	9	filtering	filtering	NOUN
cana-5218	181	10	to	to	ADP
cana-5218	181	11	classification	classification	NOUN
cana-5218	181	12	,	,	PUNCT
cana-5218	181	13	response	response	NOUN
cana-5218	181	14	,	,	PUNCT
cana-5218	181	15	and	and	CCONJ
cana-5218	181	16	alert	alert	ADJ
cana-5218	181	17	generation	generation	NOUN
cana-5218	181	18	—	—	PUNCT
cana-5218	181	19	ensures	ensure	VERB
cana-5218	181	20	reliability	reliability	NOUN
cana-5218	181	21	and	and	CCONJ
cana-5218	181	22	scalability	scalability	NOUN
cana-5218	181	23	in	in	ADP
cana-5218	181	24	various	various	ADJ
cana-5218	181	25	application	application	NOUN
cana-5218	181	26	domains	domain	NOUN
cana-5218	181	27	such	such	ADJ
cana-5218	181	28	as	as	ADP
cana-5218	181	29	elderly	elderly	ADJ
cana-5218	181	30	care	care	NOUN
cana-5218	181	31	,	,	PUNCT
cana-5218	181	32	communications	communication	NOUN
cana-5218	181	33	on	on	ADP
cana-5218	181	34	applied	apply	VERB
cana-5218	181	35	nonlinear	nonlinear	ADJ
cana-5218	181	36	analysis	analysis	NOUN
cana-5218	181	37	issn	issn	NOUN
cana-5218	181	38	:	:	PUNCT
cana-5218	181	39	1074	1074	NUM
cana-5218	181	40	-	-	PUNCT
cana-5218	181	41	133x	133x	NUM
cana-5218	181	42	vol	vol	VERB
cana-5218	181	43	32	32	NUM
cana-5218	181	44	no	no	NOUN
cana-5218	181	45	.	.	PUNCT
cana-5218	182	1	10s	10	NOUN
cana-5218	182	2	(	(	PUNCT
cana-5218	182	3	2025	2025	NUM
cana-5218	182	4	)	)	PUNCT
cana-5218	182	5	1196	1196	NUM
cana-5218	182	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5218	182	7	occupational	occupational	ADJ
cana-5218	182	8	safety	safety	NOUN
cana-5218	182	9	,	,	PUNCT
cana-5218	182	10	and	and	CCONJ
cana-5218	182	11	personal	personal	ADJ
cana-5218	182	12	health	health	NOUN
cana-5218	182	13	monitoring	monitoring	NOUN
cana-5218	182	14	.	.	PUNCT
cana-5218	183	1	the	the	DET
cana-5218	183	2	system	system	NOUN
cana-5218	183	3	's	's	PART
cana-5218	183	4	real	real	ADJ
cana-5218	183	5	-	-	PUNCT
cana-5218	183	6	time	time	NOUN
cana-5218	183	7	responsiveness	responsiveness	NOUN
cana-5218	183	8	,	,	PUNCT
cana-5218	183	9	achieved	achieve	VERB
cana-5218	183	10	through	through	ADP
cana-5218	183	11	a	a	DET
cana-5218	183	12	streamlined	streamlined	ADJ
cana-5218	183	13	data	datum	NOUN
cana-5218	183	14	pipeline	pipeline	NOUN
cana-5218	183	15	and	and	CCONJ
cana-5218	183	16	localized	localized	ADJ
cana-5218	183	17	inference	inference	NOUN
cana-5218	183	18	,	,	PUNCT
cana-5218	183	19	eliminates	eliminate	VERB
cana-5218	183	20	the	the	DET
cana-5218	183	21	need	need	NOUN
cana-5218	183	22	for	for	ADP
cana-5218	183	23	continuous	continuous	ADJ
cana-5218	183	24	cloud	cloud	NOUN
cana-5218	183	25	connectivity	connectivity	NOUN
cana-5218	183	26	and	and	CCONJ
cana-5218	183	27	reduces	reduce	VERB
cana-5218	183	28	latency	latency	NOUN
cana-5218	183	29	.	.	PUNCT
cana-5218	184	1	its	its	PRON
cana-5218	184	2	ability	ability	NOUN
cana-5218	184	3	to	to	PART
cana-5218	184	4	identify	identify	VERB
cana-5218	184	5	abnormal	abnormal	ADJ
cana-5218	184	6	patterns	pattern	NOUN
cana-5218	184	7	,	,	PUNCT
cana-5218	184	8	such	such	ADJ
cana-5218	184	9	as	as	ADP
cana-5218	184	10	sudden	sudden	ADJ
cana-5218	184	11	falls	fall	NOUN
cana-5218	184	12	or	or	CCONJ
cana-5218	184	13	erratic	erratic	ADJ
cana-5218	184	14	movements	movement	NOUN
cana-5218	184	15	,	,	PUNCT
cana-5218	184	16	makes	make	VERB
cana-5218	184	17	it	it	PRON
cana-5218	184	18	a	a	DET
cana-5218	184	19	practical	practical	ADJ
cana-5218	184	20	tool	tool	NOUN
cana-5218	184	21	for	for	ADP
cana-5218	184	22	proactive	proactive	ADJ
cana-5218	184	23	intervention	intervention	NOUN
cana-5218	184	24	in	in	ADP
cana-5218	184	25	critical	critical	ADJ
cana-5218	184	26	scenarios	scenario	NOUN
cana-5218	184	27	.	.	PUNCT
cana-5218	185	1	furthermore	furthermore	ADV
cana-5218	185	2	,	,	PUNCT
cana-5218	185	3	the	the	DET
cana-5218	185	4	use	use	NOUN
cana-5218	185	5	of	of	ADP
cana-5218	185	6	simple	simple	ADJ
cana-5218	185	7	actuators	actuator	NOUN
cana-5218	185	8	like	like	ADP
cana-5218	185	9	buzzers	buzzer	NOUN
cana-5218	185	10	and	and	CCONJ
cana-5218	185	11	leds	led	NOUN
cana-5218	185	12	ensures	ensure	VERB
cana-5218	185	13	immediate	immediate	ADJ
cana-5218	185	14	alerts	alert	NOUN
cana-5218	185	15	that	that	PRON
cana-5218	185	16	are	be	AUX
cana-5218	185	17	both	both	CCONJ
cana-5218	185	18	effective	effective	ADJ
cana-5218	185	19	and	and	CCONJ
cana-5218	185	20	easy	easy	ADJ
cana-5218	185	21	to	to	PART
cana-5218	185	22	deploy	deploy	VERB
cana-5218	185	23	in	in	ADP
cana-5218	185	24	resource	resource	NOUN
cana-5218	185	25	-	-	PUNCT
cana-5218	185	26	constrained	constrain	VERB
cana-5218	185	27	environments	environment	NOUN
cana-5218	185	28	.	.	PUNCT
cana-5218	186	1	future	future	ADJ
cana-5218	186	2	work	work	NOUN
cana-5218	186	3	will	will	AUX
cana-5218	186	4	focus	focus	VERB
cana-5218	186	5	on	on	ADP
cana-5218	186	6	several	several	ADJ
cana-5218	186	7	areas	area	NOUN
cana-5218	186	8	of	of	ADP
cana-5218	186	9	enhancement	enhancement	NOUN
cana-5218	186	10	.	.	PUNCT
cana-5218	187	1	first	first	ADV
cana-5218	187	2	,	,	PUNCT
cana-5218	187	3	expanding	expand	VERB
cana-5218	187	4	the	the	DET
cana-5218	187	5	dataset	dataset	NOUN
cana-5218	187	6	to	to	PART
cana-5218	187	7	include	include	VERB
cana-5218	187	8	a	a	DET
cana-5218	187	9	wider	wide	ADJ
cana-5218	187	10	variety	variety	NOUN
cana-5218	187	11	of	of	ADP
cana-5218	187	12	users	user	NOUN
cana-5218	187	13	,	,	PUNCT
cana-5218	187	14	movement	movement	NOUN
cana-5218	187	15	patterns	pattern	NOUN
cana-5218	187	16	,	,	PUNCT
cana-5218	187	17	and	and	CCONJ
cana-5218	187	18	edge	edge	NOUN
cana-5218	187	19	cases	case	NOUN
cana-5218	187	20	will	will	AUX
cana-5218	187	21	improve	improve	VERB
cana-5218	187	22	model	model	NOUN
cana-5218	187	23	generalization	generalization	NOUN
cana-5218	187	24	and	and	CCONJ
cana-5218	187	25	reduce	reduce	VERB
cana-5218	187	26	false	false	ADJ
cana-5218	187	27	positives	positive	NOUN
cana-5218	187	28	.	.	PUNCT
cana-5218	188	1	second	second	ADJ
cana-5218	188	2	,	,	PUNCT
cana-5218	188	3	integrating	integrate	VERB
cana-5218	188	4	additional	additional	ADJ
cana-5218	188	5	sensors	sensor	NOUN
cana-5218	188	6	such	such	ADJ
cana-5218	188	7	as	as	ADP
cana-5218	188	8	gyroscopes	gyroscope	NOUN
cana-5218	188	9	and	and	CCONJ
cana-5218	188	10	heart	heart	NOUN
cana-5218	188	11	rate	rate	NOUN
cana-5218	188	12	monitors	monitor	NOUN
cana-5218	188	13	can	can	AUX
cana-5218	188	14	enrich	enrich	VERB
cana-5218	188	15	the	the	DET
cana-5218	188	16	feature	feature	NOUN
cana-5218	188	17	set	set	VERB
cana-5218	188	18	and	and	CCONJ
cana-5218	188	19	enable	enable	VERB
cana-5218	188	20	more	more	ADV
cana-5218	188	21	nuanced	nuanced	ADJ
cana-5218	188	22	activity	activity	NOUN
cana-5218	188	23	detection	detection	NOUN
cana-5218	188	24	.	.	PUNCT
cana-5218	189	1	third	third	ADJ
cana-5218	189	2	,	,	PUNCT
cana-5218	189	3	the	the	DET
cana-5218	189	4	system	system	NOUN
cana-5218	189	5	can	can	AUX
cana-5218	189	6	benefit	benefit	VERB
cana-5218	189	7	from	from	ADP
cana-5218	189	8	online	online	ADJ
cana-5218	189	9	learning	learning	NOUN
cana-5218	189	10	or	or	CCONJ
cana-5218	189	11	adaptive	adaptive	ADJ
cana-5218	189	12	thresholds	threshold	NOUN
cana-5218	189	13	to	to	PART
cana-5218	189	14	tailor	tailor	VERB
cana-5218	189	15	predictions	prediction	NOUN
cana-5218	189	16	to	to	ADP
cana-5218	189	17	individual	individual	ADJ
cana-5218	189	18	user	user	NOUN
cana-5218	189	19	behavior	behavior	NOUN
cana-5218	189	20	over	over	ADP
cana-5218	189	21	time	time	NOUN
cana-5218	189	22	.	.	PUNCT
cana-5218	190	1	lastly	lastly	ADV
cana-5218	190	2	,	,	PUNCT
cana-5218	190	3	implementing	implement	VERB
cana-5218	190	4	a	a	DET
cana-5218	190	5	mobile	mobile	ADJ
cana-5218	190	6	or	or	CCONJ
cana-5218	190	7	web	web	NOUN
cana-5218	190	8	-	-	PUNCT
cana-5218	190	9	based	base	VERB
cana-5218	190	10	interface	interface	NOUN
cana-5218	190	11	for	for	ADP
cana-5218	190	12	caregivers	caregiver	NOUN
cana-5218	190	13	or	or	CCONJ
cana-5218	190	14	remote	remote	ADJ
cana-5218	190	15	monitoring	monitoring	NOUN
cana-5218	190	16	centers	center	NOUN
cana-5218	190	17	will	will	AUX
cana-5218	190	18	enhance	enhance	VERB
cana-5218	190	19	usability	usability	NOUN
cana-5218	190	20	and	and	CCONJ
cana-5218	190	21	remote	remote	ADJ
cana-5218	190	22	accessibility	accessibility	NOUN
cana-5218	190	23	,	,	PUNCT
cana-5218	190	24	making	make	VERB
cana-5218	190	25	the	the	DET
cana-5218	190	26	system	system	NOUN
cana-5218	190	27	more	more	ADV
cana-5218	190	28	comprehensive	comprehensive	ADJ
cana-5218	190	29	and	and	CCONJ
cana-5218	190	30	user	user	NOUN
cana-5218	190	31	-	-	PUNCT
cana-5218	190	32	friendly	friendly	ADJ
cana-5218	190	33	.	.	PUNCT
cana-5218	191	1	by	by	ADP
cana-5218	191	2	continuing	continue	VERB
cana-5218	191	3	to	to	PART
cana-5218	191	4	refine	refine	VERB
cana-5218	191	5	both	both	CCONJ
cana-5218	191	6	the	the	DET
cana-5218	191	7	algorithmic	algorithmic	ADJ
cana-5218	191	8	and	and	CCONJ
cana-5218	191	9	hardware	hardware	NOUN
cana-5218	191	10	components	component	NOUN
cana-5218	191	11	,	,	PUNCT
cana-5218	191	12	the	the	DET
cana-5218	191	13	system	system	NOUN
cana-5218	191	14	has	have	VERB
cana-5218	191	15	strong	strong	ADJ
cana-5218	191	16	potential	potential	NOUN
cana-5218	191	17	to	to	PART
cana-5218	191	18	evolve	evolve	VERB
cana-5218	191	19	into	into	ADP
cana-5218	191	20	a	a	DET
cana-5218	191	21	reliable	reliable	ADJ
cana-5218	191	22	,	,	PUNCT
cana-5218	191	23	real	real	ADJ
cana-5218	191	24	-	-	PUNCT
cana-5218	191	25	time	time	NOUN
cana-5218	191	26	health	health	NOUN
cana-5218	191	27	and	and	CCONJ
cana-5218	191	28	safety	safety	NOUN
cana-5218	191	29	monitoring	monitoring	NOUN
cana-5218	191	30	solution	solution	NOUN
cana-5218	191	31	with	with	ADP
cana-5218	191	32	broad	broad	ADJ
cana-5218	191	33	societal	societal	ADJ
cana-5218	191	34	impact	impact	NOUN
cana-5218	191	35	.	.	PUNCT
cana-5218	192	1	references	reference	NOUN
cana-5218	192	2	[	[	X
cana-5218	192	3	1	1	NUM
cana-5218	192	4	]	]	PUNCT
cana-5218	192	5	trilles	trille	NOUN
cana-5218	192	6	,	,	PUNCT
cana-5218	192	7	s.	s.	PROPN
cana-5218	192	8	,	,	PUNCT
cana-5218	192	9	hammad	hammad	PROPN
cana-5218	192	10	,	,	PUNCT
cana-5218	192	11	s.	s.	PROPN
cana-5218	192	12	s.	s.	PROPN
cana-5218	192	13	,	,	PUNCT
cana-5218	192	14	&	&	CCONJ
cana-5218	192	15	iskandaryan	iskandaryan	PROPN
cana-5218	192	16	,	,	PUNCT
cana-5218	192	17	d.	d.	PROPN
cana-5218	192	18	(	(	PUNCT
cana-5218	192	19	2024	2024	NUM
cana-5218	192	20	)	)	PUNCT
cana-5218	192	21	.	.	PUNCT
cana-5218	193	1	anomaly	anomaly	PROPN
cana-5218	193	2	detection	detection	NOUN
cana-5218	193	3	based	base	VERB
cana-5218	193	4	on	on	ADP
cana-5218	193	5	artificial	artificial	ADJ
cana-5218	193	6	intelligence	intelligence	NOUN
cana-5218	193	7	of	of	ADP
cana-5218	193	8	things	thing	NOUN
cana-5218	193	9	:	:	PUNCT
cana-5218	193	10	a	a	DET
cana-5218	193	11	systematic	systematic	ADJ
cana-5218	193	12	literature	literature	NOUN
cana-5218	193	13	mapping	mapping	NOUN
cana-5218	193	14	.	.	PUNCT
cana-5218	194	1	internet	internet	NOUN
cana-5218	194	2	of	of	ADP
cana-5218	194	3	things	thing	NOUN
cana-5218	194	4	,	,	PUNCT
cana-5218	194	5	22	22	NUM
cana-5218	194	6	,	,	PUNCT
cana-5218	194	7	101063	101063	NUM
cana-5218	194	8	.	.	PUNCT
cana-5218	195	1	https://doi.org/10.1016/j.iot.2024.101063	https://doi.org/10.1016/j.iot.2024.101063	PUNCT
cana-5218	196	1	[	[	X
cana-5218	196	2	2	2	NUM
cana-5218	196	3	]	]	X
cana-5218	196	4	hammad	hammad	PROPN
cana-5218	196	5	,	,	PUNCT
cana-5218	196	6	s.	s.	PROPN
cana-5218	196	7	s.	s.	PROPN
cana-5218	196	8	,	,	PUNCT
cana-5218	196	9	trilles	trille	NOUN
cana-5218	196	10	,	,	PUNCT
cana-5218	196	11	s.	s.	PROPN
cana-5218	196	12	,	,	PUNCT
cana-5218	196	13	&	&	CCONJ
cana-5218	196	14	iskandaryan	iskandaryan	PROPN
cana-5218	196	15	,	,	PUNCT
cana-5218	196	16	d.	d.	PROPN
cana-5218	196	17	(	(	PUNCT
cana-5218	196	18	2023	2023	NUM
cana-5218	196	19	)	)	PUNCT
cana-5218	196	20	.	.	PUNCT
cana-5218	197	1	an	an	DET
cana-5218	197	2	unsupervised	unsupervised	ADJ
cana-5218	197	3	tinyml	tinyml	ADJ
cana-5218	197	4	approach	approach	NOUN
cana-5218	197	5	applied	apply	VERB
cana-5218	197	6	to	to	ADP
cana-5218	197	7	the	the	DET
cana-5218	197	8	detection	detection	NOUN
cana-5218	197	9	of	of	ADP
cana-5218	197	10	urban	urban	ADJ
cana-5218	197	11	noise	noise	NOUN
cana-5218	197	12	anomalies	anomaly	NOUN
cana-5218	197	13	under	under	ADP
cana-5218	197	14	the	the	DET
cana-5218	197	15	smart	smart	ADJ
cana-5218	197	16	cities	city	NOUN
cana-5218	197	17	environment	environment	NOUN
cana-5218	197	18	.	.	PUNCT
cana-5218	198	1	internet	internet	NOUN
cana-5218	198	2	of	of	ADP
cana-5218	198	3	things	thing	NOUN
cana-5218	198	4	,	,	PUNCT
cana-5218	198	5	21	21	NUM
cana-5218	198	6	,	,	PUNCT
cana-5218	198	7	100171	100171	NUM
cana-5218	198	8	.	.	PUNCT
cana-5218	199	1	https://doi.org/10.1016/j.iot.2023.100171	https://doi.org/10.1016/j.iot.2023.100171	PUNCT
cana-5218	200	1	[	[	X
cana-5218	200	2	3	3	NUM
cana-5218	200	3	]	]	X
cana-5218	200	4	sánchez	sánchez	NOUN
cana-5218	200	5	,	,	PUNCT
cana-5218	200	6	a.	a.	NOUN
cana-5218	200	7	,	,	PUNCT
cana-5218	200	8	&	&	CCONJ
cana-5218	200	9	garcía	garcía	PROPN
cana-5218	200	10	,	,	PUNCT
cana-5218	200	11	j.	j.	PROPN
cana-5218	200	12	(	(	PUNCT
cana-5218	200	13	2023	2023	NUM
cana-5218	200	14	)	)	PUNCT
cana-5218	200	15	.	.	PUNCT
cana-5218	201	1	deep	deep	ADJ
cana-5218	201	2	learning	learn	VERB
cana-5218	201	3	with	with	ADP
cana-5218	201	4	tinyml	tinyml	ADJ
cana-5218	201	5	driven	drive	VERB
cana-5218	201	6	real	real	ADJ
cana-5218	201	7	-	-	PUNCT
cana-5218	201	8	time	time	NOUN
cana-5218	201	9	anomaly	anomaly	NOUN
cana-5218	201	10	detection	detection	NOUN
cana-5218	201	11	for	for	ADP
cana-5218	201	12	predictive	predictive	ADJ
cana-5218	201	13	maintenance	maintenance	NOUN
cana-5218	201	14	in	in	ADP
cana-5218	201	15	iot	iot	PROPN
cana-5218	201	16	.	.	PROPN
cana-5218	201	17	journal	journal	PROPN
cana-5218	201	18	of	of	ADP
cana-5218	201	19	industrial	industrial	ADJ
cana-5218	201	20	information	information	NOUN
cana-5218	201	21	integration	integration	NOUN
cana-5218	201	22	,	,	PUNCT
cana-5218	201	23	35	35	NUM
cana-5218	201	24	,	,	PUNCT
cana-5218	201	25	100422	100422	NUM
cana-5218	201	26	.	.	PUNCT
cana-5218	202	1	https://doi.org/10.1016/j.jii.2023.100422	https://doi.org/10.1016/j.jii.2023.100422	PUNCT
cana-5218	203	1	[	[	X
cana-5218	203	2	4	4	NUM
cana-5218	203	3	]	]	X
cana-5218	203	4	garcía	garcía	ADJ
cana-5218	203	5	,	,	PUNCT
cana-5218	203	6	j.	j.	PROPN
cana-5218	203	7	,	,	PUNCT
cana-5218	203	8	&	&	CCONJ
cana-5218	203	9	sánchez	sánchez	PROPN
cana-5218	203	10	,	,	PUNCT
cana-5218	203	11	a.	a.	NOUN
cana-5218	203	12	(	(	PUNCT
cana-5218	203	13	2022	2022	NUM
cana-5218	203	14	)	)	PUNCT
cana-5218	203	15	.	.	PUNCT
cana-5218	204	1	a	a	DET
cana-5218	204	2	survey	survey	NOUN
cana-5218	204	3	of	of	ADP
cana-5218	204	4	ai	ai	NOUN
cana-5218	204	5	-	-	PUNCT
cana-5218	204	6	based	base	VERB
cana-5218	204	7	anomaly	anomaly	NOUN
cana-5218	204	8	detection	detection	NOUN
cana-5218	204	9	in	in	ADP
cana-5218	204	10	iot	iot	NOUN
cana-5218	204	11	and	and	CCONJ
cana-5218	204	12	sensor	sensor	NOUN
cana-5218	204	13	networks	network	NOUN
cana-5218	204	14	.	.	PUNCT
cana-5218	205	1	sensors	sensor	NOUN
cana-5218	205	2	,	,	PUNCT
cana-5218	205	3	22(3	22(3	NUM
cana-5218	205	4	)	)	PUNCT
cana-5218	205	5	,	,	PUNCT
cana-5218	205	6	1352	1352	NUM
cana-5218	205	7	.	.	PUNCT
cana-5218	206	1	https://doi.org/10.3390/s22031352	https://doi.org/10.3390/s22031352	NUM
cana-5218	206	2	[	[	X
cana-5218	206	3	5	5	NUM
cana-5218	206	4	]	]	X
cana-5218	206	5	kumar	kumar	PROPN
cana-5218	206	6	,	,	PUNCT
cana-5218	206	7	n.	n.	PROPN
cana-5218	206	8	,	,	PUNCT
cana-5218	206	9	&	&	CCONJ
cana-5218	206	10	sharma	sharma	PROPN
cana-5218	206	11	,	,	PUNCT
cana-5218	206	12	r.	r.	PROPN
cana-5218	206	13	(	(	PUNCT
cana-5218	206	14	2022	2022	NUM
cana-5218	206	15	)	)	PUNCT
cana-5218	206	16	.	.	PUNCT
cana-5218	207	1	securing	secure	VERB
cana-5218	207	2	constrained	constrain	VERB
cana-5218	207	3	iot	iot	NOUN
cana-5218	207	4	systems	system	NOUN
cana-5218	207	5	:	:	PUNCT
cana-5218	207	6	a	a	DET
cana-5218	207	7	lightweight	lightweight	ADJ
cana-5218	207	8	machine	machine	NOUN
cana-5218	207	9	learning	learning	NOUN
cana-5218	207	10	approach	approach	NOUN
cana-5218	207	11	.	.	PUNCT
cana-5218	208	1	journal	journal	PROPN
cana-5218	208	2	of	of	ADP
cana-5218	208	3	network	network	NOUN
cana-5218	208	4	and	and	CCONJ
cana-5218	208	5	computer	computer	NOUN
cana-5218	208	6	applications	application	NOUN
cana-5218	208	7	,	,	PUNCT
cana-5218	208	8	200	200	NUM
cana-5218	208	9	,	,	PUNCT
cana-5218	208	10	103312	103312	NUM
cana-5218	208	11	.	.	PUNCT
cana-5218	209	1	https://doi.org/10.1016/j.jnca.2021.103312	https://doi.org/10.1016/j.jnca.2021.103312	PROPN
cana-5218	209	2	[	[	X
cana-5218	209	3	6	6	NUM
cana-5218	209	4	]	]	X
cana-5218	209	5	lee	lee	PROPN
cana-5218	209	6	,	,	PUNCT
cana-5218	209	7	h.	h.	PROPN
cana-5218	209	8	,	,	PUNCT
cana-5218	209	9	&	&	CCONJ
cana-5218	209	10	kim	kim	PROPN
cana-5218	209	11	,	,	PUNCT
cana-5218	209	12	j.	j.	PROPN
cana-5218	209	13	(	(	PUNCT
cana-5218	209	14	2023	2023	NUM
cana-5218	209	15	)	)	PUNCT
cana-5218	209	16	.	.	PUNCT
cana-5218	210	1	privacy	privacy	NOUN
cana-5218	210	2	-	-	PUNCT
cana-5218	210	3	aware	aware	ADJ
cana-5218	210	4	anomaly	anomaly	NOUN
cana-5218	210	5	detection	detection	NOUN
cana-5218	210	6	in	in	ADP
cana-5218	210	7	iot	iot	ADJ
cana-5218	210	8	environments	environment	NOUN
cana-5218	210	9	using	use	VERB
cana-5218	210	10	federated	federated	ADJ
cana-5218	210	11	learning	learning	NOUN
cana-5218	210	12	.	.	PUNCT
cana-5218	211	1	wireless	wireless	ADJ
cana-5218	211	2	networks	network	NOUN
cana-5218	211	3	,	,	PUNCT
cana-5218	211	4	29(2	29(2	NUM
cana-5218	211	5	)	)	PUNCT
cana-5218	211	6	,	,	PUNCT
cana-5218	211	7	567–580	567–580	NUM
cana-5218	211	8	.	.	PUNCT
cana-5218	211	9	https://doi.org/10.1007/s11276-022-03056-9	https://doi.org/10.1007/s11276-022-03056-9	NUM
cana-5218	212	1	[	[	X
cana-5218	212	2	7	7	NUM
cana-5218	212	3	]	]	X
cana-5218	212	4	dutta	dutta	PROPN
cana-5218	212	5	,	,	PUNCT
cana-5218	212	6	l.	l.	PROPN
cana-5218	212	7	,	,	PUNCT
cana-5218	212	8	&	&	CCONJ
cana-5218	212	9	singh	singh	PROPN
cana-5218	212	10	,	,	PUNCT
cana-5218	212	11	a.	a.	NOUN
cana-5218	212	12	(	(	PUNCT
cana-5218	212	13	2022	2022	NUM
cana-5218	212	14	)	)	PUNCT
cana-5218	212	15	.	.	PUNCT
cana-5218	213	1	a	a	DET
cana-5218	213	2	primer	primer	NOUN
cana-5218	213	3	for	for	ADP
cana-5218	213	4	tinyml	tinyml	ADJ
cana-5218	213	5	predictive	predictive	ADJ
cana-5218	213	6	maintenance	maintenance	NOUN
cana-5218	213	7	:	:	PUNCT
cana-5218	213	8	input	input	NOUN
cana-5218	213	9	and	and	CCONJ
cana-5218	213	10	model	model	NOUN
cana-5218	213	11	optimization	optimization	NOUN
cana-5218	213	12	.	.	PUNCT
cana-5218	214	1	proceedings	proceeding	NOUN
cana-5218	214	2	of	of	ADP
cana-5218	214	3	the	the	DET
cana-5218	214	4	ieee	ieee	NOUN
cana-5218	214	5	,	,	PUNCT
cana-5218	214	6	110(4	110(4	NUM
cana-5218	214	7	)	)	PUNCT
cana-5218	214	8	,	,	PUNCT
cana-5218	214	9	456–467	456–467	NUM
cana-5218	214	10	.	.	PUNCT
cana-5218	215	1	https://doi.org/10.1109/jproc.2022.3145678	https://doi.org/10.1109/jproc.2022.3145678	PROPN
cana-5218	215	2	[	[	X
cana-5218	215	3	8	8	NUM
cana-5218	215	4	]	]	PUNCT
cana-5218	215	5	trilles	trille	NOUN
cana-5218	215	6	,	,	PUNCT
cana-5218	215	7	s.	s.	PROPN
cana-5218	215	8	,	,	PUNCT
cana-5218	215	9	hammad	hammad	PROPN
cana-5218	215	10	,	,	PUNCT
cana-5218	215	11	s.	s.	PROPN
cana-5218	215	12	s.	s.	PROPN
cana-5218	215	13	,	,	PUNCT
cana-5218	215	14	&	&	CCONJ
cana-5218	215	15	iskandaryan	iskandaryan	PROPN
cana-5218	215	16	,	,	PUNCT
cana-5218	215	17	d.	d.	PROPN
cana-5218	215	18	(	(	PUNCT
cana-5218	215	19	2022	2022	NUM
cana-5218	215	20	)	)	PUNCT
cana-5218	215	21	.	.	PUNCT
cana-5218	216	1	an	an	DET
cana-5218	216	2	adaptable	adaptable	ADJ
cana-5218	216	3	and	and	CCONJ
cana-5218	216	4	unsupervised	unsupervised	ADJ
cana-5218	216	5	tinyml	tinyml	ADJ
cana-5218	216	6	anomaly	anomaly	NOUN
cana-5218	216	7	detection	detection	NOUN
cana-5218	216	8	system	system	NOUN
cana-5218	216	9	for	for	ADP
cana-5218	216	10	iot	iot	NOUN
cana-5218	216	11	.	.	PUNCT
cana-5218	216	12	sensors	sensor	NOUN
cana-5218	216	13	,	,	PUNCT
cana-5218	216	14	22(5	22(5	NOUN
cana-5218	216	15	)	)	PUNCT
cana-5218	216	16	,	,	PUNCT
cana-5218	216	17	1987	1987	NUM
cana-5218	216	18	.	.	PUNCT
cana-5218	217	1	https://doi.org/10.3390/s22051987	https://doi.org/10.3390/s22051987	NUM
cana-5218	218	1	[	[	SYM
cana-5218	218	2	9	9	NUM
cana-5218	218	3	]	]	PUNCT
cana-5218	218	4	alonso	alonso	PROPN
cana-5218	218	5	,	,	PUNCT
cana-5218	218	6	m.	m.	NOUN
cana-5218	218	7	,	,	PUNCT
cana-5218	218	8	&	&	CCONJ
cana-5218	218	9	pérez	pérez	NOUN
cana-5218	218	10	,	,	PUNCT
cana-5218	218	11	j.	j.	PROPN
cana-5218	218	12	(	(	PUNCT
cana-5218	218	13	2023	2023	NUM
cana-5218	218	14	)	)	PUNCT
cana-5218	218	15	.	.	PUNCT
cana-5218	219	1	tinyml	tinyml	ADJ
cana-5218	219	2	algorithms	algorithm	NOUN
cana-5218	219	3	for	for	ADP
cana-5218	219	4	big	big	ADJ
cana-5218	219	5	data	datum	NOUN
cana-5218	219	6	management	management	NOUN
cana-5218	219	7	in	in	ADP
cana-5218	219	8	large	large	ADJ
cana-5218	219	9	-	-	PUNCT
cana-5218	219	10	scale	scale	NOUN
cana-5218	219	11	iot	iot	NOUN
cana-5218	219	12	systems	system	NOUN
cana-5218	219	13	.	.	PUNCT
cana-5218	220	1	future	future	ADJ
cana-5218	220	2	internet	internet	NOUN
cana-5218	220	3	,	,	PUNCT
cana-5218	220	4	15(2	15(2	NUM
cana-5218	220	5	)	)	PUNCT
cana-5218	220	6	,	,	PUNCT
cana-5218	220	7	42	42	NUM
cana-5218	220	8	.	.	PUNCT
cana-5218	221	1	https://doi.org/10.3390/fi15020042	https://doi.org/10.3390/fi15020042	PRON
cana-5218	222	1	[	[	X
cana-5218	222	2	10	10	NUM
cana-5218	222	3	]	]	X
cana-5218	222	4	smith	smith	PROPN
cana-5218	222	5	,	,	PUNCT
cana-5218	222	6	j.	j.	PROPN
cana-5218	222	7	,	,	PUNCT
cana-5218	222	8	&	&	CCONJ
cana-5218	222	9	johnson	johnson	PROPN
cana-5218	222	10	,	,	PUNCT
cana-5218	222	11	l.	l.	PROPN
cana-5218	222	12	(	(	PUNCT
cana-5218	222	13	2023	2023	NUM
cana-5218	222	14	)	)	PUNCT
cana-5218	222	15	.	.	PUNCT
cana-5218	223	1	edge	edge	NOUN
cana-5218	223	2	ai	ai	VERB
cana-5218	223	3	for	for	ADP
cana-5218	223	4	real	real	ADJ
cana-5218	223	5	-	-	PUNCT
cana-5218	223	6	time	time	NOUN
cana-5218	223	7	anomaly	anomaly	NOUN
cana-5218	223	8	detection	detection	NOUN
cana-5218	223	9	in	in	ADP
cana-5218	223	10	smart	smart	ADJ
cana-5218	223	11	homes	home	NOUN
cana-5218	223	12	.	.	PUNCT
cana-5218	224	1	future	future	ADJ
cana-5218	224	2	internet	internet	NOUN
cana-5218	224	3	,	,	PUNCT
cana-5218	224	4	15(4	15(4	NUM
cana-5218	224	5	)	)	PUNCT
cana-5218	224	6	,	,	PUNCT
cana-5218	224	7	179	179	NUM
cana-5218	224	8	.	.	PUNCT
cana-5218	225	1	https://doi.org/10.3390/fi15040179	https://doi.org/10.3390/fi15040179	NOUN
cana-5218	226	1	[	[	X
cana-5218	226	2	11	11	NUM
cana-5218	226	3	]	]	SYM
cana-5218	226	4	brown	brown	PROPN
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cana-5218	226	6	a.	a.	PROPN
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cana-5218	226	10	,	,	PUNCT
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cana-5218	226	12	(	(	PUNCT
cana-5218	226	13	2022	2022	NUM
cana-5218	226	14	)	)	PUNCT
cana-5218	226	15	.	.	PUNCT
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cana-5218	227	2	of	of	ADP
cana-5218	227	3	tinyml	tinyml	ADJ
cana-5218	227	4	enabled	enable	VERB
cana-5218	227	5	internet	internet	NOUN
cana-5218	227	6	of	of	ADP
cana-5218	227	7	things	thing	NOUN
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cana-5218	227	9	.	.	PUNCT
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cana-5218	228	2	of	of	ADP
cana-5218	228	3	ambient	ambient	ADJ
cana-5218	228	4	intelligence	intelligence	NOUN
cana-5218	228	5	and	and	CCONJ
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cana-5218	228	7	computing	computing	NOUN
cana-5218	228	8	,	,	PUNCT
cana-5218	228	9	13(5	13(5	NUM
cana-5218	228	10	)	)	PUNCT
cana-5218	228	11	,	,	PUNCT
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cana-5218	228	13	.	.	PUNCT
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cana-5218	230	1	[	[	X
cana-5218	230	2	12	12	NUM
cana-5218	230	3	]	]	X
cana-5218	230	4	chen	chen	PROPN
cana-5218	230	5	,	,	PUNCT
cana-5218	230	6	y.	y.	PROPN
cana-5218	230	7	,	,	PUNCT
cana-5218	230	8	&	&	CCONJ
cana-5218	230	9	wang	wang	PROPN
cana-5218	230	10	,	,	PUNCT
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cana-5218	230	12	(	(	PUNCT
cana-5218	230	13	2021	2021	NUM
cana-5218	230	14	)	)	PUNCT
cana-5218	230	15	.	.	PUNCT
cana-5218	231	1	micronets	micronet	NOUN
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cana-5218	231	3	neural	neural	ADJ
cana-5218	231	4	network	network	NOUN
cana-5218	231	5	architectures	architecture	NOUN
cana-5218	231	6	for	for	ADP
cana-5218	231	7	deploying	deploy	VERB
cana-5218	231	8	tinyml	tinyml	ADJ
cana-5218	231	9	applications	application	NOUN
cana-5218	231	10	.	.	PUNCT
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cana-5218	232	4	.	.	PUNCT
cana-5218	233	1	https://arxiv.org/abs/2010.11267	https://arxiv.org/abs/2010.11267	NOUN
cana-5218	233	2	communications	communication	NOUN
cana-5218	233	3	on	on	ADP
cana-5218	233	4	applied	apply	VERB
cana-5218	233	5	nonlinear	nonlinear	ADJ
cana-5218	233	6	analysis	analysis	NOUN
cana-5218	233	7	issn	issn	NOUN
cana-5218	233	8	:	:	PUNCT
cana-5218	233	9	1074	1074	NUM
cana-5218	233	10	-	-	PUNCT
cana-5218	233	11	133x	133x	NUM
cana-5218	233	12	vol	vol	VERB
cana-5218	233	13	32	32	NUM
cana-5218	233	14	no	no	NOUN
cana-5218	233	15	.	.	PUNCT
cana-5218	234	1	10s	10	NOUN
cana-5218	234	2	(	(	PUNCT
cana-5218	234	3	2025	2025	NUM
cana-5218	234	4	)	)	PUNCT
cana-5218	234	5	1197	1197	NUM
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cana-5218	235	1	[	[	X
cana-5218	235	2	13	13	NUM
cana-5218	235	3	]	]	X
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cana-5218	235	5	,	,	PUNCT
cana-5218	235	6	r.	r.	PROPN
cana-5218	235	7	(	(	PUNCT
cana-5218	235	8	2021	2021	NUM
cana-5218	235	9	)	)	PUNCT
cana-5218	235	10	.	.	PUNCT
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cana-5218	236	2	lite	lite	PROPN
cana-5218	236	3	micro	micro	PROPN
cana-5218	236	4	:	:	PUNCT
cana-5218	236	5	embedded	embed	VERB
cana-5218	236	6	machine	machine	NOUN
cana-5218	236	7	learning	learn	VERB
cana-5218	236	8	on	on	ADP
cana-5218	236	9	tinyml	tinyml	ADJ
cana-5218	236	10	devices	device	NOUN
cana-5218	236	11	.	.	PUNCT
cana-5218	237	1	proceedings	proceeding	NOUN
cana-5218	237	2	of	of	ADP
cana-5218	237	3	machine	machine	NOUN
cana-5218	237	4	learning	learning	NOUN
cana-5218	237	5	and	and	CCONJ
cana-5218	237	6	systems	system	NOUN
cana-5218	237	7	,	,	PUNCT
cana-5218	237	8	3	3	NUM
cana-5218	237	9	,	,	PUNCT
cana-5218	237	10	800–811	800–811	NUM
cana-5218	237	11	.	.	PUNCT
cana-5218	237	12	https://proceedings.mlsys.org/paper_files/paper/2021/file/6c44dc73014d66ba49b28d483a8f8b0	https://proceedings.mlsys.org/paper_files/paper/2021/file/6c44dc73014d66ba49b28d483a8f8b0	VERB
cana-5218	237	13	d-paper.pdf	d-paper.pdf	PROPN
cana-5218	238	1	[	[	X
cana-5218	238	2	14	14	NUM
cana-5218	238	3	]	]	X
cana-5218	238	4	gonzalez	gonzalez	PROPN
cana-5218	238	5	,	,	PUNCT
cana-5218	238	6	r.	r.	PROPN
cana-5218	238	7	,	,	PUNCT
cana-5218	238	8	&	&	CCONJ
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cana-5218	238	10	,	,	PUNCT
cana-5218	238	11	p.	p.	NOUN
cana-5218	238	12	(	(	PUNCT
cana-5218	238	13	2022	2022	NUM
cana-5218	238	14	)	)	PUNCT
cana-5218	238	15	.	.	PUNCT
cana-5218	239	1	anoml	anoml	ADJ
cana-5218	239	2	-	-	PUNCT
cana-5218	239	3	iot	iot	NOUN
cana-5218	239	4	:	:	PUNCT
cana-5218	239	5	an	an	DET
cana-5218	239	6	end	end	NOUN
cana-5218	239	7	-	-	PUNCT
cana-5218	239	8	to	to	ADP
cana-5218	239	9	-	-	PUNCT
cana-5218	239	10	end	end	VERB
cana-5218	239	11	reconfigurable	reconfigurable	ADJ
cana-5218	239	12	multi	multi	ADJ
cana-5218	239	13	-	-	ADJ
cana-5218	239	14	protocol	protocol	ADJ
cana-5218	239	15	anomaly	anomaly	NOUN
cana-5218	239	16	detection	detection	NOUN
cana-5218	239	17	system	system	NOUN
cana-5218	239	18	for	for	ADP
cana-5218	239	19	iot	iot	NOUN
cana-5218	239	20	.	.	PUNCT
cana-5218	240	1	arxiv	arxiv	PROPN
cana-5218	240	2	preprint	preprint	VERB
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cana-5218	240	4	.	.	PUNCT
cana-5218	241	1	https://arxiv.org/abs/2210.01771	https://arxiv.org/abs/2210.01771	NOUN
cana-5218	242	1	[	[	X
cana-5218	242	2	15	15	NUM
cana-5218	242	3	]	]	X
cana-5218	242	4	patel	patel	PROPN
cana-5218	242	5	,	,	PUNCT
cana-5218	242	6	s.	s.	PROPN
cana-5218	242	7	,	,	PUNCT
cana-5218	242	8	&	&	CCONJ
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cana-5218	242	14	)	)	PUNCT
cana-5218	242	15	.	.	PUNCT
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cana-5218	243	4	anomaly	anomaly	NOUN
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cana-5218	243	12	.	.	PUNCT
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cana-5218	244	4	smart	smart	ADJ
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cana-5218	244	7	,	,	PUNCT
cana-5218	244	8	8(1	8(1	NOUN
cana-5218	244	9	)	)	PUNCT
cana-5218	244	10	,	,	PUNCT
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cana-5218	244	12	.	.	PUNCT
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cana-5218	245	3	16	16	NUM
cana-5218	245	4	]	]	X
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cana-5218	245	15	)	)	PUNCT
cana-5218	245	16	.	.	PUNCT
cana-5218	246	1	context	context	NOUN
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cana-5218	246	5	anomaly	anomaly	NOUN
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cana-5218	246	7	system	system	NOUN
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cana-5218	246	9	industrial	industrial	ADJ
cana-5218	246	10	robotic	robotic	ADJ
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cana-5218	246	12	.	.	PUNCT
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cana-5218	247	2	transactions	transaction	NOUN
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cana-5218	247	6	,	,	PUNCT
cana-5218	247	7	18(3	18(3	NUM
cana-5218	247	8	)	)	PUNCT
cana-5218	247	9	,	,	PUNCT
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cana-5218	247	11	.	.	PUNCT
cana-5218	248	1	https://doi.org/10.1145/3670414	https://doi.org/10.1145/3670414	X
cana-5218	249	1	[	[	X
cana-5218	249	2	17	17	NUM
cana-5218	249	3	]	]	X
cana-5218	249	4	kumar	kumar	PROPN
cana-5218	249	5	,	,	PUNCT
cana-5218	249	6	p.	p.	PROPN
cana-5218	249	7	,	,	PUNCT
cana-5218	249	8	&	&	CCONJ
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cana-5218	249	11	r.	r.	PROPN
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cana-5218	249	14	)	)	PUNCT
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cana-5218	250	7	:	:	PUNCT
cana-5218	250	8	a	a	DET
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cana-5218	250	11	.	.	PUNCT
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cana-5218	251	4	of	of	ADP
cana-5218	251	5	things	thing	NOUN
cana-5218	251	6	and	and	CCONJ
cana-5218	251	7	cyber	cyber	NOUN
cana-5218	251	8	-	-	PUNCT
cana-5218	251	9	physical	physical	ADJ
cana-5218	251	10	systems	system	NOUN
cana-5218	251	11	,	,	PUNCT
cana-5218	251	12	5(2	5(2	NUM
cana-5218	251	13	)	)	PUNCT
cana-5218	251	14	,	,	PUNCT
cana-5218	251	15	123–140	123–140	NUM
cana-5218	251	16	.	.	PUNCT
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cana-5218	252	2	[	[	X
cana-5218	252	3	18	18	NUM
cana-5218	252	4	]	]	X
cana-5218	252	5	zhang	zhang	PROPN
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cana-5218	252	13	(	(	PUNCT
cana-5218	252	14	2023	2023	NUM
cana-5218	252	15	)	)	PUNCT
cana-5218	252	16	.	.	PUNCT
cana-5218	253	1	energy	energy	NOUN
cana-5218	253	2	-	-	PUNCT
cana-5218	253	3	efficient	efficient	ADJ
cana-5218	253	4	anomaly	anomaly	NOUN
cana-5218	253	5	detection	detection	NOUN
cana-5218	253	6	in	in	ADP
cana-5218	253	7	iot	iot	NOUN
cana-5218	253	8	using	use	VERB
cana-5218	253	9	tinyml	tinyml	ADJ
cana-5218	253	10	.	.	PUNCT
cana-5218	254	1	ieee	ieee	NOUN
cana-5218	254	2	internet	internet	NOUN
cana-5218	254	3	of	of	ADP
cana-5218	254	4	things	thing	NOUN
cana-5218	254	5	journal	journal	NOUN
cana-5218	254	6	,	,	PUNCT
cana-5218	254	7	10(1	10(1	NUM
cana-5218	254	8	)	)	PUNCT
cana-5218	254	9	,	,	PUNCT
cana-5218	254	10	456–467	456–467	NUM
cana-5218	254	11	.	.	PUNCT
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cana-5218	255	2	[	[	X
cana-5218	255	3	19	19	NUM
cana-5218	255	4	]	]	X
cana-5218	255	5	nguyen	nguyen	NOUN
cana-5218	255	6	,	,	PUNCT
cana-5218	255	7	t.	t.	PROPN
cana-5218	255	8	,	,	PUNCT
cana-5218	255	9	&	&	CCONJ
cana-5218	255	10	tran	tran	PROPN
cana-5218	255	11	,	,	PUNCT
cana-5218	255	12	q.	q.	PROPN
cana-5218	255	13	(	(	PUNCT
cana-5218	255	14	2022	2022	NUM
cana-5218	255	15	)	)	PUNCT
cana-5218	255	16	.	.	PUNCT
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cana-5218	256	6	in	in	ADP
cana-5218	256	7	iot	iot	NOUN
cana-5218	256	8	systems	system	NOUN
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cana-5218	256	14	.	.	PUNCT
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cana-5218	257	3	22(6	22(6	NUM
cana-5218	257	4	)	)	PUNCT
cana-5218	257	5	,	,	PUNCT
cana-5218	257	6	2345	2345	NUM
cana-5218	257	7	.	.	PUNCT
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cana-5218	258	2	[	[	X
cana-5218	258	3	20	20	NUM
cana-5218	258	4	]	]	SYM
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cana-5218	258	6	,	,	PUNCT
cana-5218	258	7	m.	m.	NOUN
cana-5218	258	8	,	,	PUNCT
cana-5218	258	9	&	&	CCONJ
cana-5218	258	10	khan	khan	PROPN
cana-5218	258	11	,	,	PUNCT
cana-5218	258	12	s.	s.	PROPN
cana-5218	258	13	(	(	PUNCT
cana-5218	258	14	2023	2023	NUM
cana-5218	258	15	)	)	PUNCT
cana-5218	258	16	.	.	PUNCT
cana-5218	259	1	enhancing	enhance	VERB
cana-5218	259	2	iot	iot	ADJ
cana-5218	259	3	security	security	NOUN
cana-5218	259	4	through	through	ADP
cana-5218	259	5	tinyml	tinyml	ADV
cana-5218	259	6	-	-	PUNCT
cana-5218	259	7	based	base	VERB
cana-5218	259	8	anomaly	anomaly	NOUN
cana-5218	259	9	detection	detection	NOUN
cana-5218	259	10	.	.	PUNCT
cana-5218	260	1	journal	journal	PROPN
cana-5218	260	2	of	of	ADP
cana-5218	260	3	network	network	NOUN
cana-5218	260	4	and	and	CCONJ
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cana-5218	260	6	applications	application	NOUN
cana-5218	260	7	,	,	PUNCT
cana-5218	260	8	200	200	NUM
cana-5218	260	9	,	,	PUNCT
cana-5218	260	10	103312	103312	NUM
cana-5218	260	11	.	.	PUNCT
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