id	sid	tid	token	lemma	pos
cana-5978	1	1	communications	communication	NOUN
cana-5978	1	2	on	on	ADP
cana-5978	1	3	applied	apply	VERB
cana-5978	1	4	nonlinear	nonlinear	ADJ
cana-5978	1	5	analysis	analysis	NOUN
cana-5978	1	6	issn	issn	NOUN
cana-5978	1	7	:	:	PUNCT
cana-5978	1	8	1074	1074	NUM
cana-5978	1	9	-	-	PUNCT
cana-5978	1	10	133x	133x	NUM
cana-5978	1	11	vol	vol	NOUN
cana-5978	1	12	32	32	NUM
cana-5978	1	13	no	no	NOUN
cana-5978	1	14	.	.	PUNCT
cana-5978	2	1	1s	1s	NUM
cana-5978	2	2	(	(	PUNCT
cana-5978	2	3	2025	2025	NUM
cana-5978	2	4	)	)	PUNCT
cana-5978	3	1	688	688	NUM
cana-5978	3	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-5978	3	3	neuromorphic	neuromorphic	ADJ
cana-5978	3	4	computing	computing	NOUN
cana-5978	3	5	chips	chip	NOUN
cana-5978	3	6	for	for	ADP
cana-5978	3	7	low	low	ADJ
cana-5978	3	8	-	-	PUNCT
cana-5978	3	9	power	power	NOUN
cana-5978	3	10	edge	edge	NOUN
cana-5978	3	11	ai	ai	VERB
cana-5978	3	12	applications	application	NOUN
cana-5978	3	13	dr	dr	PROPN
cana-5978	3	14	jyoti	jyoti	PROPN
cana-5978	3	15	g	g	PROPN
cana-5978	3	16	associate	associate	NOUN
cana-5978	3	17	professor	professor	NOUN
cana-5978	3	18	in	in	ADP
cana-5978	3	19	electronics	electronic	NOUN
cana-5978	3	20	,	,	PUNCT
cana-5978	3	21	government	government	NOUN
cana-5978	3	22	science	science	NOUN
cana-5978	3	23	college	college	PROPN
cana-5978	3	24	,	,	PUNCT
cana-5978	3	25	nrupathunga	nrupathunga	NOUN
cana-5978	3	26	university	university	NOUN
cana-5978	3	27	,	,	PUNCT
cana-5978	3	28	n.	n.	NOUN
cana-5978	3	29	t.	t.	NOUN
cana-5978	3	30	road	road	NOUN
cana-5978	3	31	,	,	PUNCT
cana-5978	3	32	bangalore-560001	bangalore-560001	NOUN
cana-5978	3	33	,	,	PUNCT
cana-5978	3	34	karnataka	karnataka	PROPN
cana-5978	3	35	,	,	PUNCT
cana-5978	3	36	india	india	PROPN
cana-5978	3	37	.	.	PUNCT
cana-5978	4	1	article	article	PROPN
cana-5978	4	2	history	history	NOUN
cana-5978	4	3	:	:	PUNCT
cana-5978	4	4	received	receive	VERB
cana-5978	4	5	:	:	PUNCT
cana-5978	4	6	02	02	NUM
cana-5978	4	7	-	-	SYM
cana-5978	4	8	10	10	NUM
cana-5978	4	9	-	-	PUNCT
cana-5978	4	10	2024	2024	NUM
cana-5978	4	11	revised	revise	VERB
cana-5978	4	12	:	:	PUNCT
cana-5978	4	13	25	25	NUM
cana-5978	4	14	-	-	SYM
cana-5978	4	15	11	11	NUM
cana-5978	4	16	-	-	PUNCT
cana-5978	4	17	2024	2024	NUM
cana-5978	4	18	accepted	accept	VERB
cana-5978	4	19	:	:	PUNCT
cana-5978	4	20	20	20	NUM
cana-5978	4	21	-	-	SYM
cana-5978	4	22	01	01	NUM
cana-5978	4	23	-	-	PUNCT
cana-5978	4	24	2025	2025	NUM
cana-5978	4	25	abstract	abstract	NOUN
cana-5978	4	26	this	this	DET
cana-5978	4	27	paper	paper	NOUN
cana-5978	4	28	highlights	highlight	NOUN
cana-5978	4	29	why	why	SCONJ
cana-5978	4	30	neuromorphic	neuromorphic	ADJ
cana-5978	4	31	computing	computing	NOUN
cana-5978	4	32	chip	chip	NOUN
cana-5978	4	33	is	be	AUX
cana-5978	4	34	promising	promise	VERB
cana-5978	4	35	to	to	PART
cana-5978	4	36	meet	meet	VERB
cana-5978	4	37	lowpower	lowpower	NOUN
cana-5978	4	38	edge	edge	NOUN
cana-5978	4	39	ai	ai	NOUN
cana-5978	4	40	application	application	NOUN
cana-5978	4	41	.	.	PUNCT
cana-5978	5	1	the	the	DET
cana-5978	5	2	primary	primary	ADJ
cana-5978	5	3	objective	objective	NOUN
cana-5978	5	4	is	be	AUX
cana-5978	5	5	to	to	PART
cana-5978	5	6	examine	examine	VERB
cana-5978	5	7	their	their	PRON
cana-5978	5	8	effectiveness	effectiveness	NOUN
cana-5978	5	9	,	,	PUNCT
cana-5978	5	10	real	real	ADJ
cana-5978	5	11	-	-	PUNCT
cana-5978	5	12	time	time	NOUN
cana-5978	5	13	processing	processing	NOUN
cana-5978	5	14	potential	potential	NOUN
cana-5978	5	15	,	,	PUNCT
cana-5978	5	16	comparative	comparative	ADJ
cana-5978	5	17	efficiency	efficiency	NOUN
cana-5978	5	18	to	to	ADP
cana-5978	5	19	standard	standard	ADJ
cana-5978	5	20	accelerators	accelerator	NOUN
cana-5978	5	21	and	and	CCONJ
cana-5978	5	22	how	how	SCONJ
cana-5978	5	23	viable	viable	ADJ
cana-5978	5	24	they	they	PRON
cana-5978	5	25	may	may	AUX
cana-5978	5	26	be	be	AUX
cana-5978	5	27	in	in	ADP
cana-5978	5	28	an	an	DET
cana-5978	5	29	industrial	industrial	ADJ
cana-5978	5	30	setting	setting	NOUN
cana-5978	5	31	.	.	PUNCT
cana-5978	6	1	the	the	DET
cana-5978	6	2	data	datum	NOUN
cana-5978	6	3	used	use	VERB
cana-5978	6	4	was	be	AUX
cana-5978	6	5	a	a	DET
cana-5978	6	6	secondary	secondary	ADJ
cana-5978	6	7	data	datum	NOUN
cana-5978	6	8	method	method	NOUN
cana-5978	6	9	and	and	CCONJ
cana-5978	6	10	made	make	VERB
cana-5978	6	11	use	use	NOUN
cana-5978	6	12	of	of	ADP
cana-5978	6	13	peer	peer	NOUN
cana-5978	6	14	-	-	PUNCT
cana-5978	6	15	reviewed	review	VERB
cana-5978	6	16	journal	journal	NOUN
cana-5978	6	17	articles	article	NOUN
cana-5978	6	18	,	,	PUNCT
cana-5978	6	19	conference	conference	NOUN
cana-5978	6	20	papers	paper	NOUN
cana-5978	6	21	and	and	CCONJ
cana-5978	6	22	industry	industry	NOUN
cana-5978	6	23	reports	report	NOUN
cana-5978	6	24	to	to	PART
cana-5978	6	25	compile	compile	VERB
cana-5978	6	26	validated	validate	VERB
cana-5978	6	27	statements	statement	NOUN
cana-5978	6	28	on	on	ADP
cana-5978	6	29	architecture	architecture	NOUN
cana-5978	6	30	,	,	PUNCT
cana-5978	6	31	power	power	NOUN
cana-5978	6	32	metrics	metric	NOUN
cana-5978	6	33	and	and	CCONJ
cana-5978	6	34	the	the	DET
cana-5978	6	35	application	application	NOUN
cana-5978	6	36	outcomes	outcome	NOUN
cana-5978	6	37	.	.	PUNCT
cana-5978	7	1	the	the	DET
cana-5978	7	2	results	result	NOUN
cana-5978	7	3	also	also	ADV
cana-5978	7	4	demonstrate	demonstrate	VERB
cana-5978	7	5	that	that	SCONJ
cana-5978	7	6	neuromorphic	neuromorphic	ADJ
cana-5978	7	7	processors	processor	NOUN
cana-5978	7	8	based	base	VERB
cana-5978	7	9	on	on	ADP
cana-5978	7	10	spiking	spike	VERB
cana-5978	7	11	neural	neural	ADJ
cana-5978	7	12	networks	network	NOUN
cana-5978	7	13	technology	technology	NOUN
cana-5978	7	14	,	,	PUNCT
cana-5978	7	15	in	in	ADP
cana-5978	7	16	-	-	PUNCT
cana-5978	7	17	memory	memory	NOUN
cana-5978	7	18	processing	processing	NOUN
cana-5978	7	19	,	,	PUNCT
cana-5978	7	20	and	and	CCONJ
cana-5978	7	21	using	use	VERB
cana-5978	7	22	memristor	memristor	NOUN
cana-5978	7	23	crossbar	crossbar	NOUN
cana-5978	7	24	arrays	array	NOUN
cana-5978	7	25	have	have	VERB
cana-5978	7	26	much	much	ADV
cana-5978	7	27	higher	high	ADJ
cana-5978	7	28	energy	energy	NOUN
cana-5978	7	29	efficiency	efficiency	NOUN
cana-5978	7	30	and	and	CCONJ
cana-5978	7	31	an	an	DET
cana-5978	7	32	order	order	NOUN
cana-5978	7	33	of	of	ADP
cana-5978	7	34	magnitude	magnitude	NOUN
cana-5978	7	35	better	well	ADJ
cana-5978	7	36	response	response	NOUN
cana-5978	7	37	times	time	NOUN
cana-5978	7	38	(	(	PUNCT
cana-5978	7	39	milliseconds	millisecond	NOUN
cana-5978	7	40	)	)	PUNCT
cana-5978	7	41	than	than	ADP
cana-5978	7	42	gpu	gpu	PROPN
cana-5978	7	43	and	and	CCONJ
cana-5978	7	44	cnn	cnn	PROPN
cana-5978	7	45	accelerators	accelerator	NOUN
cana-5978	7	46	.	.	PUNCT
cana-5978	8	1	in	in	ADP
cana-5978	8	2	addition	addition	NOUN
cana-5978	8	3	,	,	PUNCT
cana-5978	8	4	they	they	PRON
cana-5978	8	5	allow	allow	VERB
cana-5978	8	6	on	on	ADP
cana-5978	8	7	-	-	PUNCT
cana-5978	8	8	chip	chip	NOUN
cana-5978	8	9	learning	learning	NOUN
cana-5978	8	10	and	and	CCONJ
cana-5978	8	11	continuous	continuous	ADJ
cana-5978	8	12	adaption	adaption	NOUN
cana-5978	8	13	with	with	ADP
cana-5978	8	14	power	power	NOUN
cana-5978	8	15	budgets	budget	NOUN
cana-5978	8	16	below	below	ADP
cana-5978	8	17	10	10	NUM
cana-5978	8	18	mw	mw	NOUN
cana-5978	8	19	,	,	PUNCT
cana-5978	8	20	thus	thus	ADV
cana-5978	8	21	are	be	AUX
cana-5978	8	22	ideally	ideally	ADV
cana-5978	8	23	suited	suit	VERB
cana-5978	8	24	to	to	ADP
cana-5978	8	25	iot	iot	ADJ
cana-5978	8	26	,	,	PUNCT
cana-5978	8	27	robotic	robotic	ADJ
cana-5978	8	28	,	,	PUNCT
cana-5978	8	29	healthcare	healthcare	NOUN
cana-5978	8	30	wearables	wearable	NOUN
cana-5978	8	31	,	,	PUNCT
cana-5978	8	32	and	and	CCONJ
cana-5978	8	33	industrial	industrial	ADJ
cana-5978	8	34	iot	iot	NOUN
cana-5978	8	35	.	.	PUNCT
cana-5978	9	1	the	the	DET
cana-5978	9	2	study	study	NOUN
cana-5978	9	3	in	in	ADP
cana-5978	9	4	general	general	PROPN
cana-5978	9	5	concluded	conclude	VERB
cana-5978	9	6	that	that	SCONJ
cana-5978	9	7	,	,	PUNCT
cana-5978	9	8	the	the	DET
cana-5978	9	9	neuromorphic	neuromorphic	ADJ
cana-5978	9	10	chips	chip	NOUN
cana-5978	9	11	are	be	AUX
cana-5978	9	12	a	a	DET
cana-5978	9	13	significant	significant	ADJ
cana-5978	9	14	tool	tool	NOUN
cana-5978	9	15	to	to	PART
cana-5978	9	16	support	support	VERB
cana-5978	9	17	the	the	DET
cana-5978	9	18	overall	overall	ADJ
cana-5978	9	19	realisation	realisation	NOUN
cana-5978	9	20	of	of	ADP
cana-5978	9	21	sustainable	sustainable	ADJ
cana-5978	9	22	,	,	PUNCT
cana-5978	9	23	adaptive	adaptive	ADJ
cana-5978	9	24	and	and	CCONJ
cana-5978	9	25	realtime	realtime	ADJ
cana-5978	9	26	edge	edge	NOUN
cana-5978	9	27	intelligence	intelligence	NOUN
cana-5978	9	28	in	in	ADP
cana-5978	9	29	low	low	ADJ
cana-5978	9	30	-	-	PUNCT
cana-5978	9	31	power	power	NOUN
cana-5978	9	32	systems	system	NOUN
cana-5978	9	33	.	.	PUNCT
cana-5978	10	1	keywordsneuromorphic	keywordsneuromorphic	ADJ
cana-5978	10	2	,	,	PUNCT
cana-5978	10	3	chips	chip	NOUN
cana-5978	10	4	,	,	PUNCT
cana-5978	10	5	edge	edge	NOUN
cana-5978	10	6	ai	ai	NOUN
cana-5978	10	7	,	,	PUNCT
cana-5978	10	8	power	power	NOUN
cana-5978	10	9	,	,	PUNCT
cana-5978	10	10	energy	energy	NOUN
cana-5978	10	11	efficiency	efficiency	NOUN
cana-5978	10	12	,	,	PUNCT
cana-5978	10	13	accelerators	accelerator	NOUN
cana-5978	10	14	,	,	PUNCT
cana-5978	10	15	processing	processing	NOUN
cana-5978	10	16	,	,	PUNCT
cana-5978	10	17	spiking	spike	VERB
cana-5978	10	18	neural	neural	ADJ
cana-5978	10	19	networks	network	NOUN
cana-5978	10	20	(	(	PUNCT
cana-5978	10	21	snns	snn	NOUN
cana-5978	10	22	)	)	PUNCT
cana-5978	10	23	,	,	PUNCT
cana-5978	10	24	iot	iot	NOUN
cana-5978	10	25	,	,	PUNCT
cana-5978	10	26	memristor	memristor	NOUN
cana-5978	10	27	introduction	introduction	NOUN
cana-5978	10	28	neuromorphic	neuromorphic	ADJ
cana-5978	10	29	computing	computing	NOUN
cana-5978	10	30	chips	chip	NOUN
cana-5978	10	31	are	be	AUX
cana-5978	10	32	equally	equally	ADV
cana-5978	10	33	becoming	become	VERB
cana-5978	10	34	revolutionary	revolutionary	ADJ
cana-5978	10	35	when	when	SCONJ
cana-5978	10	36	it	it	PRON
cana-5978	10	37	comes	come	VERB
cana-5978	10	38	to	to	ADP
cana-5978	10	39	lowpower	lowpower	NOUN
cana-5978	10	40	edge	edge	NOUN
cana-5978	10	41	ai	ai	NOUN
cana-5978	10	42	functions	function	NOUN
cana-5978	10	43	.	.	PUNCT
cana-5978	11	1	motivated	motivate	VERB
cana-5978	11	2	by	by	ADP
cana-5978	11	3	human	human	ADJ
cana-5978	11	4	brains	brain	NOUN
cana-5978	11	5	,	,	PUNCT
cana-5978	11	6	these	these	DET
cana-5978	11	7	chips	chip	NOUN
cana-5978	11	8	behave	behave	VERB
cana-5978	11	9	similar	similar	ADJ
cana-5978	11	10	to	to	ADP
cana-5978	11	11	human	human	ADJ
cana-5978	11	12	brains	brain	NOUN
cana-5978	11	13	in	in	ADP
cana-5978	11	14	that	that	SCONJ
cana-5978	11	15	they	they	PRON
cana-5978	11	16	process	process	VERB
cana-5978	11	17	information	information	NOUN
cana-5978	11	18	by	by	ADP
cana-5978	11	19	using	use	VERB
cana-5978	11	20	event	event	NOUN
cana-5978	11	21	-	-	PUNCT
cana-5978	11	22	driven	drive	VERB
cana-5978	11	23	and	and	CCONJ
cana-5978	11	24	parallel	parallel	ADJ
cana-5978	11	25	frameworks	framework	NOUN
cana-5978	11	26	.	.	PUNCT
cana-5978	12	1	in	in	ADP
cana-5978	12	2	contrast	contrast	NOUN
cana-5978	12	3	to	to	ADP
cana-5978	12	4	von	von	PROPN
cana-5978	12	5	neumann	neumann	PROPN
cana-5978	12	6	architecture	architecture	PROPN
cana-5978	12	7	,	,	PUNCT
cana-5978	12	8	neuromorphic	neuromorphic	ADJ
cana-5978	12	9	hardware	hardware	NOUN
cana-5978	12	10	has	have	VERB
cana-5978	12	11	memory	memory	NOUN
cana-5978	12	12	and	and	CCONJ
cana-5978	12	13	computational	computational	ADJ
cana-5978	12	14	cointegration	cointegration	NOUN
cana-5978	12	15	,	,	PUNCT
cana-5978	12	16	thereby	thereby	ADV
cana-5978	12	17	saving	save	VERB
cana-5978	12	18	a	a	DET
cana-5978	12	19	lot	lot	NOUN
cana-5978	12	20	of	of	ADP
cana-5978	12	21	energy	energy	NOUN
cana-5978	12	22	,	,	PUNCT
cana-5978	12	23	as	as	ADV
cana-5978	12	24	well	well	ADV
cana-5978	12	25	as	as	ADP
cana-5978	12	26	latency	latency	NOUN
cana-5978	12	27	.	.	PUNCT
cana-5978	13	1	this	this	PRON
cana-5978	13	2	qualifies	qualify	VERB
cana-5978	13	3	them	they	PRON
cana-5978	13	4	well	well	ADV
cana-5978	13	5	to	to	PART
cana-5978	13	6	carry	carry	VERB
cana-5978	13	7	out	out	ADP
cana-5978	13	8	real	real	ADJ
cana-5978	13	9	-	-	PUNCT
cana-5978	13	10	time	time	NOUN
cana-5978	13	11	applications	application	NOUN
cana-5978	13	12	like	like	ADP
cana-5978	13	13	image	image	NOUN
cana-5978	13	14	recognition	recognition	NOUN
cana-5978	13	15	,	,	PUNCT
cana-5978	13	16	speech	speech	NOUN
cana-5978	13	17	processing	processing	NOUN
cana-5978	13	18	,	,	PUNCT
cana-5978	13	19	anomaly	anomaly	NOUN
cana-5978	13	20	detection	detection	NOUN
cana-5978	13	21	at	at	ADP
cana-5978	13	22	edge	edge	NOUN
cana-5978	13	23	where	where	SCONJ
cana-5978	13	24	devices	device	NOUN
cana-5978	13	25	are	be	AUX
cana-5978	13	26	normally	normally	ADV
cana-5978	13	27	power	power	NOUN
cana-5978	13	28	and	and	CCONJ
cana-5978	13	29	bandwidth	bandwidth	NOUN
cana-5978	13	30	challenged	challenge	VERB
cana-5978	13	31	.	.	PUNCT
cana-5978	14	1	firms	firm	NOUN
cana-5978	14	2	such	such	ADJ
cana-5978	14	3	as	as	ADP
cana-5978	14	4	intel	intel	PROPN
cana-5978	14	5	,	,	PUNCT
cana-5978	14	6	ibm	ibm	PROPN
cana-5978	14	7	,	,	PUNCT
cana-5978	14	8	and	and	CCONJ
cana-5978	14	9	brainchip	brainchip	NOUN
cana-5978	14	10	,	,	PUNCT
cana-5978	14	11	are	be	AUX
cana-5978	14	12	developing	develop	VERB
cana-5978	14	13	neuromorphic	neuromorphic	ADJ
cana-5978	14	14	cpus	cpus	NOUN
cana-5978	14	15	that	that	PRON
cana-5978	14	16	can	can	AUX
cana-5978	14	17	operate	operate	VERB
cana-5978	14	18	on	on	ADP
cana-5978	14	19	power	power	NOUN
cana-5978	14	20	at	at	ADP
cana-5978	14	21	the	the	DET
cana-5978	14	22	milliwatt	milliwatt	PROPN
cana-5978	14	23	level	level	NOUN
cana-5978	14	24	.	.	PUNCT
cana-5978	15	1	the	the	DET
cana-5978	15	2	need	need	NOUN
cana-5978	15	3	to	to	PART
cana-5978	15	4	find	find	VERB
cana-5978	15	5	a	a	DET
cana-5978	15	6	solution	solution	NOUN
cana-5978	15	7	to	to	ADP
cana-5978	15	8	efficient	efficient	ADJ
cana-5978	15	9	,	,	PUNCT
cana-5978	15	10	scalable	scalable	ADJ
cana-5978	15	11	deployment	deployment	NOUN
cana-5978	15	12	of	of	ADP
cana-5978	15	13	ai	ai	VERB
cana-5978	15	14	into	into	ADP
cana-5978	15	15	various	various	ADJ
cana-5978	15	16	industries	industry	NOUN
cana-5978	15	17	increases	increase	NOUN
cana-5978	15	18	,	,	PUNCT
cana-5978	15	19	and	and	CCONJ
cana-5978	15	20	neuromorphic	neuromorphic	ADJ
cana-5978	15	21	chips	chip	NOUN
cana-5978	15	22	will	will	AUX
cana-5978	15	23	provide	provide	VERB
cana-5978	15	24	an	an	DET
cana-5978	15	25	attractive	attractive	ADJ
cana-5978	15	26	way	way	NOUN
cana-5978	15	27	to	to	PART
cana-5978	15	28	generate	generate	VERB
cana-5978	15	29	,	,	PUNCT
cana-5978	15	30	as	as	ADV
cana-5978	15	31	well	well	ADV
cana-5978	15	32	as	as	ADP
cana-5978	15	33	ensure	ensure	VERB
cana-5978	15	34	energy	energy	NOUN
cana-5978	15	35	efficiency	efficiency	NOUN
cana-5978	15	36	and	and	CCONJ
cana-5978	15	37	sustainability	sustainability	NOUN
cana-5978	15	38	.	.	PUNCT
cana-5978	16	1	communications	communication	NOUN
cana-5978	16	2	on	on	ADP
cana-5978	16	3	applied	apply	VERB
cana-5978	16	4	nonlinear	nonlinear	ADJ
cana-5978	16	5	analysis	analysis	NOUN
cana-5978	16	6	issn	issn	NOUN
cana-5978	16	7	:	:	PUNCT
cana-5978	16	8	1074	1074	NUM
cana-5978	16	9	-	-	PUNCT
cana-5978	16	10	133x	133x	NUM
cana-5978	16	11	vol	vol	NOUN
cana-5978	16	12	32	32	NUM
cana-5978	16	13	no	no	NOUN
cana-5978	16	14	.	.	PUNCT
cana-5978	17	1	1s	1s	NUM
cana-5978	17	2	(	(	PUNCT
cana-5978	17	3	2025	2025	NUM
cana-5978	17	4	)	)	PUNCT
cana-5978	17	5	689	689	NUM
cana-5978	17	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5978	17	7	objectives	objective	VERB
cana-5978	17	8	●	●	PUNCT
cana-5978	17	9	to	to	PART
cana-5978	17	10	evaluate	evaluate	VERB
cana-5978	17	11	the	the	DET
cana-5978	17	12	efficiency	efficiency	NOUN
cana-5978	17	13	of	of	ADP
cana-5978	17	14	neuromorphic	neuromorphic	ADJ
cana-5978	17	15	chips	chip	NOUN
cana-5978	17	16	in	in	ADP
cana-5978	17	17	reducing	reduce	VERB
cana-5978	17	18	power	power	NOUN
cana-5978	17	19	consumption	consumption	NOUN
cana-5978	17	20	for	for	ADP
cana-5978	17	21	edge	edge	NOUN
cana-5978	17	22	ai	ai	VERB
cana-5978	17	23	workloads	workload	NOUN
cana-5978	17	24	.	.	PUNCT
cana-5978	18	1	●	●	PUNCT
cana-5978	18	2	to	to	PART
cana-5978	18	3	analyze	analyze	VERB
cana-5978	18	4	the	the	DET
cana-5978	18	5	performance	performance	NOUN
cana-5978	18	6	of	of	ADP
cana-5978	18	7	neuromorphic	neuromorphic	ADJ
cana-5978	18	8	architectures	architecture	NOUN
cana-5978	18	9	in	in	ADP
cana-5978	18	10	real	real	ADJ
cana-5978	18	11	-	-	PUNCT
cana-5978	18	12	time	time	NOUN
cana-5978	18	13	data	datum	NOUN
cana-5978	18	14	processing	processing	NOUN
cana-5978	18	15	tasks	task	NOUN
cana-5978	18	16	.	.	PUNCT
cana-5978	19	1	●	●	PUNCT
cana-5978	19	2	to	to	PART
cana-5978	19	3	compare	compare	VERB
cana-5978	19	4	neuromorphic	neuromorphic	ADJ
cana-5978	19	5	hardware	hardware	NOUN
cana-5978	19	6	with	with	ADP
cana-5978	19	7	conventional	conventional	ADJ
cana-5978	19	8	ai	ai	NOUN
cana-5978	19	9	accelerators	accelerator	NOUN
cana-5978	19	10	in	in	ADP
cana-5978	19	11	terms	term	NOUN
cana-5978	19	12	of	of	ADP
cana-5978	19	13	scalability	scalability	NOUN
cana-5978	19	14	and	and	CCONJ
cana-5978	19	15	latency	latency	NOUN
cana-5978	19	16	.	.	PUNCT
cana-5978	20	1	●	●	PUNCT
cana-5978	20	2	to	to	PART
cana-5978	20	3	explore	explore	VERB
cana-5978	20	4	industrial	industrial	ADJ
cana-5978	20	5	applications	application	NOUN
cana-5978	20	6	of	of	ADP
cana-5978	20	7	neuromorphic	neuromorphic	ADJ
cana-5978	20	8	chips	chip	NOUN
cana-5978	20	9	for	for	ADP
cana-5978	20	10	sustainable	sustainable	ADJ
cana-5978	20	11	edge	edge	NOUN
cana-5978	20	12	intelligence	intelligence	NOUN
cana-5978	20	13	literature	literature	PROPN
cana-5978	20	14	review	review	PROPN
cana-5978	20	15	vaibhav	vaibhav	NOUN
cana-5978	20	16	(	(	PUNCT
cana-5978	20	17	2025	2025	NUM
cana-5978	20	18	):	):	PUNCT
cana-5978	20	19	vaibhav	vaibhav	NOUN
cana-5978	20	20	has	have	VERB
cana-5978	20	21	a	a	DET
cana-5978	20	22	brainy	brainy	ADJ
cana-5978	20	23	idea	idea	NOUN
cana-5978	20	24	of	of	ADP
cana-5978	20	25	neuromorphic	neuromorphic	ADJ
cana-5978	20	26	-	-	PUNCT
cana-5978	20	27	style	style	NOUN
cana-5978	20	28	vlsi	vlsi	NOUN
cana-5978	20	29	that	that	PRON
cana-5978	20	30	would	would	AUX
cana-5978	20	31	suit	suit	VERB
cana-5978	20	32	small	small	ADJ
cana-5978	20	33	sensor	sensor	NOUN
cana-5978	20	34	nodes	node	NOUN
cana-5978	20	35	with	with	ADP
cana-5978	20	36	an	an	DET
cana-5978	20	37	ultra	ultra	ADJ
cana-5978	20	38	-	-	ADJ
cana-5978	20	39	low	low	ADJ
cana-5978	20	40	power	power	NOUN
cana-5978	20	41	envelope	envelope	NOUN
cana-5978	20	42	.	.	PUNCT
cana-5978	21	1	according	accord	VERB
cana-5978	21	2	to	to	ADP
cana-5978	21	3	the	the	DET
cana-5978	21	4	design	design	NOUN
cana-5978	21	5	,	,	PUNCT
cana-5978	21	6	it	it	PRON
cana-5978	21	7	combines	combine	VERB
cana-5978	21	8	in	in	ADP
cana-5978	21	9	-	-	PUNCT
cana-5978	21	10	memory	memory	NOUN
cana-5978	21	11	processing	processing	NOUN
cana-5978	21	12	,	,	PUNCT
cana-5978	21	13	and	and	CCONJ
cana-5978	21	14	event	event	NOUN
cana-5978	21	15	-	-	PUNCT
cana-5978	21	16	driven	drive	VERB
cana-5978	21	17	spiking	spike	VERB
cana-5978	21	18	cores	core	NOUN
cana-5978	21	19	,	,	PUNCT
cana-5978	21	20	reducing	reduce	VERB
cana-5978	21	21	the	the	DET
cana-5978	21	22	data	data	NOUN
cana-5978	21	23	movement	movement	NOUN
cana-5978	21	24	and	and	CCONJ
cana-5978	21	25	idle	idle	ADJ
cana-5978	21	26	power	power	NOUN
cana-5978	21	27	.	.	PUNCT
cana-5978	22	1	a	a	DET
cana-5978	22	2	wake	wake	VERB
cana-5978	22	3	-	-	PUNCT
cana-5978	22	4	on	on	ADP
cana-5978	22	5	-	-	PUNCT
cana-5978	22	6	event	event	NOUN
cana-5978	22	7	front	front	ADJ
cana-5978	22	8	end	end	NOUN
cana-5978	22	9	suppresses	suppress	VERB
cana-5978	22	10	sensor	sensor	NOUN
cana-5978	22	11	noise	noise	NOUN
cana-5978	22	12	and	and	CCONJ
cana-5978	22	13	initiates	initiate	VERB
cana-5978	22	14	inferencing	inference	VERB
cana-5978	22	15	within	within	ADP
cana-5978	22	16	milliseconds	millisecond	NOUN
cana-5978	22	17	to	to	PART
cana-5978	22	18	produce	produce	VERB
cana-5978	22	19	anomaly	anomaly	NOUN
cana-5978	22	20	detection	detection	NOUN
cana-5978	22	21	and	and	CCONJ
cana-5978	22	22	keyword	keyword	NOUN
cana-5978	22	23	spotting	spot	VERB
cana-5978	22	24	results	result	NOUN
cana-5978	22	25	with	with	ADP
cana-5978	22	26	microsecond	microsecond	ADJ
cana-5978	22	27	response	response	NOUN
cana-5978	22	28	times	time	NOUN
cana-5978	22	29	.	.	PUNCT
cana-5978	23	1	compact	compact	ADJ
cana-5978	23	2	stdp	stdp	NOUN
cana-5978	23	3	implementation	implementation	NOUN
cana-5978	23	4	using	use	VERB
cana-5978	23	5	quantized	quantize	VERB
cana-5978	23	6	synapses	synapsis	NOUN
cana-5978	23	7	enables	enable	VERB
cana-5978	23	8	on	on	ADP
cana-5978	23	9	-	-	PUNCT
cana-5978	23	10	chip	chip	NOUN
cana-5978	23	11	learning	learning	NOUN
cana-5978	23	12	even	even	ADV
cana-5978	23	13	in	in	ADP
cana-5978	23	14	the	the	DET
cana-5978	23	15	absence	absence	NOUN
cana-5978	23	16	of	of	ADP
cana-5978	23	17	access	access	NOUN
cana-5978	23	18	to	to	ADP
cana-5978	23	19	the	the	DET
cana-5978	23	20	cloud	cloud	NOUN
cana-5978	23	21	.	.	PUNCT
cana-5978	24	1	in	in	ADP
cana-5978	24	2	contrast	contrast	NOUN
cana-5978	24	3	to	to	ADP
cana-5978	24	4	small	small	ADJ
cana-5978	24	5	cnn	cnn	PROPN
cana-5978	24	6	accelerators	accelerator	NOUN
cana-5978	24	7	,	,	PUNCT
cana-5978	24	8	the	the	DET
cana-5978	24	9	chip	chip	NOUN
cana-5978	24	10	is	be	AUX
cana-5978	24	11	claimed	claim	VERB
cana-5978	24	12	to	to	PART
cana-5978	24	13	achieve	achieve	VERB
cana-5978	24	14	a	a	DET
cana-5978	24	15	better	well	ADJ
cana-5978	24	16	energy	energy	NOUN
cana-5978	24	17	efficiency	efficiency	NOUN
cana-5978	24	18	and	and	CCONJ
cana-5978	24	19	duty	duty	NOUN
cana-5978	24	20	-	-	PUNCT
cana-5978	24	21	cycled	cycle	VERB
cana-5978	24	22	lifetimes	lifetime	NOUN
cana-5978	24	23	,	,	PUNCT
cana-5978	24	24	which	which	PRON
cana-5978	24	25	are	be	AUX
cana-5978	24	26	important	important	ADJ
cana-5978	24	27	to	to	ADP
cana-5978	24	28	always	always	ADV
cana-5978	24	29	-	-	PUNCT
cana-5978	24	30	on	on	ADP
cana-5978	24	31	edge	edge	NOUN
cana-5978	24	32	devices	device	NOUN
cana-5978	24	33	and	and	CCONJ
cana-5978	24	34	discontinuous	discontinuous	ADJ
cana-5978	24	35	energy	energy	NOUN
cana-5978	24	36	harvesting	harvesting	NOUN
cana-5978	24	37	.	.	PUNCT
cana-5978	25	1	das	das	PROPN
cana-5978	25	2	(	(	PUNCT
cana-5978	25	3	2024	2024	NUM
cana-5978	25	4	):	):	PUNCT
cana-5978	25	5	a	a	DET
cana-5978	25	6	systematic	systematic	ADJ
cana-5978	25	7	literature	literature	NOUN
cana-5978	25	8	review	review	NOUN
cana-5978	25	9	of	of	ADP
cana-5978	25	10	neuromorphic	neuromorphic	ADJ
cana-5978	25	11	computing	computing	NOUN
cana-5978	25	12	in	in	ADP
cana-5978	25	13	edge	edge	NOUN
cana-5978	25	14	ai	ai	VERB
cana-5978	25	15	is	be	AUX
cana-5978	25	16	presented	present	VERB
cana-5978	25	17	by	by	ADP
cana-5978	25	18	das	das	PROPN
cana-5978	25	19	in	in	ADP
cana-5978	25	20	terms	term	NOUN
cana-5978	25	21	of	of	ADP
cana-5978	25	22	its	its	PRON
cana-5978	25	23	hardware	hardware	NOUN
cana-5978	25	24	,	,	PUNCT
cana-5978	25	25	algorithms	algorithm	NOUN
cana-5978	25	26	and	and	CCONJ
cana-5978	25	27	application	application	NOUN
cana-5978	25	28	domains	domain	NOUN
cana-5978	25	29	.	.	PUNCT
cana-5978	26	1	the	the	DET
cana-5978	26	2	taxonomy	taxonomy	NOUN
cana-5978	26	3	cuts	cut	VERB
cana-5978	26	4	across	across	ADP
cana-5978	26	5	loihi	loihi	PROPN
cana-5978	26	6	,	,	PUNCT
cana-5978	26	7	truenorth	truenorth	ADV
cana-5978	26	8	,	,	PUNCT
cana-5978	26	9	and	and	CCONJ
cana-5978	26	10	akida	akida	NOUN
cana-5978	26	11	platforms	platform	NOUN
cana-5978	26	12	;	;	PUNCT
cana-5978	26	13	applications	application	NOUN
cana-5978	26	14	of	of	ADP
cana-5978	26	15	the	the	DET
cana-5978	26	16	taxonomy	taxonomy	NOUN
cana-5978	26	17	include	include	VERB
cana-5978	26	18	keyword	keyword	NOUN
cana-5978	26	19	search	search	NOUN
cana-5978	26	20	,	,	PUNCT
cana-5978	26	21	human	human	ADJ
cana-5978	26	22	activity	activity	NOUN
cana-5978	26	23	,	,	PUNCT
cana-5978	26	24	and	and	CCONJ
cana-5978	26	25	predictive	predictive	ADJ
cana-5978	26	26	maintenance	maintenance	NOUN
cana-5978	26	27	.	.	PUNCT
cana-5978	27	1	reported	report	VERB
cana-5978	27	2	measures	measure	NOUN
cana-5978	27	3	further	far	ADV
cana-5978	27	4	focuss	focuss	ADJ
cana-5978	27	5	on	on	ADP
cana-5978	27	6	energy	energy	NOUN
cana-5978	27	7	per	per	ADP
cana-5978	27	8	inference	inference	NOUN
cana-5978	27	9	,	,	PUNCT
cana-5978	27	10	and	and	CCONJ
cana-5978	27	11	tops	top	VERB
cana-5978	27	12	/	/	SYM
cana-5978	27	13	w	w	NOUN
cana-5978	27	14	,	,	PUNCT
cana-5978	27	15	where	where	SCONJ
cana-5978	27	16	event	event	NOUN
cana-5978	27	17	-	-	PUNCT
cana-5978	27	18	driven	drive	VERB
cana-5978	27	19	snns	snn	NOUN
cana-5978	27	20	continually	continually	ADV
cana-5978	27	21	outperform	outperform	VERB
cana-5978	27	22	dense	dense	ADJ
cana-5978	27	23	dnn	dnn	PROPN
cana-5978	27	24	baselines	baseline	NOUN
cana-5978	27	25	,	,	PUNCT
cana-5978	27	26	under	under	ADP
cana-5978	27	27	power	power	NOUN
cana-5978	27	28	constraints	constraint	NOUN
cana-5978	27	29	.	.	PUNCT
cana-5978	28	1	there	there	PRON
cana-5978	28	2	were	be	AUX
cana-5978	28	3	found	find	VERB
cana-5978	28	4	gaps	gap	NOUN
cana-5978	28	5	in	in	ADP
cana-5978	28	6	the	the	DET
cana-5978	28	7	immaturity	immaturity	NOUN
cana-5978	28	8	of	of	ADP
cana-5978	28	9	toolchains	toolchain	NOUN
cana-5978	28	10	,	,	PUNCT
cana-5978	28	11	the	the	DET
cana-5978	28	12	lack	lack	NOUN
cana-5978	28	13	of	of	ADP
cana-5978	28	14	available	available	ADJ
cana-5978	28	15	snn	snn	PROPN
cana-5978	28	16	datasets	dataset	NOUN
cana-5978	28	17	,	,	PUNCT
cana-5978	28	18	and	and	CCONJ
cana-5978	28	19	robustness	robustness	NOUN
cana-5978	28	20	under	under	ADP
cana-5978	28	21	non	non	ADJ
cana-5978	28	22	-	-	ADJ
cana-5978	28	23	stationary	stationary	ADJ
cana-5978	28	24	edge	edge	NOUN
cana-5978	28	25	conditions	condition	NOUN
cana-5978	28	26	.	.	PUNCT
cana-5978	29	1	the	the	DET
cana-5978	29	2	review	review	NOUN
cana-5978	29	3	does	do	AUX
cana-5978	29	4	support	support	VERB
cana-5978	29	5	sensor	sensor	NOUN
cana-5978	29	6	-	-	PUNCT
cana-5978	29	7	algorithm	algorithm	NOUN
cana-5978	29	8	-	-	PUNCT
cana-5978	29	9	hardware	hardware	NOUN
cana-5978	29	10	co	co	NOUN
cana-5978	29	11	-	-	NOUN
cana-5978	29	12	design	design	ADJ
cana-5978	29	13	,	,	PUNCT
cana-5978	29	14	learning	learn	VERB
cana-5978	29	15	within	within	ADP
cana-5978	29	16	the	the	DET
cana-5978	29	17	chip	chip	NOUN
cana-5978	29	18	to	to	PART
cana-5978	29	19	personalize	personalize	VERB
cana-5978	29	20	a	a	DET
cana-5978	29	21	system	system	NOUN
cana-5978	29	22	and	and	CCONJ
cana-5978	29	23	mixed	mixed	ADJ
cana-5978	29	24	-	-	PUNCT
cana-5978	29	25	signal	signal	NOUN
cana-5978	29	26	designs	design	NOUN
cana-5978	29	27	to	to	PART
cana-5978	29	28	unleash	unleash	VERB
cana-5978	29	29	ultra	ultra	ADJ
cana-5978	29	30	-	-	ADJ
cana-5978	29	31	low	low	ADJ
cana-5978	29	32	-	-	PUNCT
cana-5978	29	33	power	power	NOUN
cana-5978	29	34	and	and	CCONJ
cana-5978	29	35	real	real	ADJ
cana-5978	29	36	-	-	PUNCT
cana-5978	29	37	time	time	NOUN
cana-5978	29	38	autonomy	autonomy	NOUN
cana-5978	29	39	.	.	PUNCT
cana-5978	30	1	ye	ye	PRON
cana-5978	30	2	et	et	PROPN
cana-5978	30	3	al	al	PROPN
cana-5978	30	4	.	.	PROPN
cana-5978	31	1	(	(	PUNCT
cana-5978	31	2	2023	2023	NUM
cana-5978	31	3	):	):	PUNCT
cana-5978	31	4	ye	ye	PRON
cana-5978	31	5	and	and	CCONJ
cana-5978	31	6	colleagues	colleague	NOUN
cana-5978	31	7	summarize	summarize	VERB
cana-5978	31	8	advances	advance	NOUN
cana-5978	31	9	in	in	ADP
cana-5978	31	10	the	the	DET
cana-5978	31	11	design	design	NOUN
cana-5978	31	12	of	of	ADP
cana-5978	31	13	low	low	ADJ
cana-5978	31	14	-	-	PUNCT
cana-5978	31	15	power	power	NOUN
cana-5978	31	16	aiot	aiot	NOUN
cana-5978	31	17	chips	chip	NOUN
cana-5978	31	18	with	with	ADP
cana-5978	31	19	a	a	DET
cana-5978	31	20	focus	focus	NOUN
cana-5978	31	21	on	on	ADP
cana-5978	31	22	near	near	ADJ
cana-5978	31	23	-	-	PUNCT
cana-5978	31	24	sensor	sensor	NOUN
cana-5978	31	25	computing	computing	NOUN
cana-5978	31	26	,	,	PUNCT
cana-5978	31	27	approximate	approximate	ADJ
cana-5978	31	28	arithmetic	arithmetic	ADJ
cana-5978	31	29	,	,	PUNCT
cana-5978	31	30	and	and	CCONJ
cana-5978	31	31	non	non	ADJ
cana-5978	31	32	-	-	ADJ
cana-5978	31	33	volatile	volatile	ADJ
cana-5978	31	34	memory	memory	NOUN
cana-5978	31	35	crossbars	crossbar	NOUN
cana-5978	31	36	(	(	PUNCT
cana-5978	31	37	rram	rram	NOUN
cana-5978	31	38	/	/	SYM
cana-5978	31	39	pcm	pcm	NOUN
cana-5978	31	40	)	)	PUNCT
cana-5978	31	41	to	to	PART
cana-5978	31	42	compute	compute	VERB
cana-5978	31	43	in	in	ADP
cana-5978	31	44	-	-	PUNCT
cana-5978	31	45	situ	situ	ADJ
cana-5978	31	46	mac	mac	NOUN
cana-5978	31	47	operations	operation	NOUN
cana-5978	31	48	.	.	PUNCT
cana-5978	32	1	they	they	PRON
cana-5978	32	2	detail	detail	VERB
cana-5978	32	3	the	the	DET
cana-5978	32	4	system	system	NOUN
cana-5978	32	5	-	-	PUNCT
cana-5978	32	6	level	level	NOUN
cana-5978	32	7	cooptimization	cooptimization	NOUN
cana-5978	32	8	:	:	PUNCT
cana-5978	32	9	quantization	quantization	NOUN
cana-5978	32	10	-	-	PUNCT
cana-5978	32	11	aware	aware	ADJ
cana-5978	32	12	training	training	NOUN
cana-5978	32	13	,	,	PUNCT
cana-5978	32	14	sparsity	sparsity	NOUN
cana-5978	32	15	,	,	PUNCT
cana-5978	32	16	and	and	CCONJ
cana-5978	32	17	model	model	NOUN
cana-5978	32	18	pruning	pruning	NOUN
cana-5978	32	19	,	,	PUNCT
cana-5978	32	20	providing	provide	VERB
cana-5978	32	21	energy	energy	NOUN
cana-5978	32	22	comprehension	comprehension	NOUN
cana-5978	32	23	purposes	purpose	NOUN
cana-5978	32	24	by	by	ADP
cana-5978	32	25	an	an	DET
cana-5978	32	26	order	order	NOUN
cana-5978	32	27	of	of	ADP
cana-5978	32	28	amount	amount	NOUN
cana-5978	32	29	,	,	PUNCT
cana-5978	32	30	as	as	SCONJ
cana-5978	32	31	compared	compare	VERB
cana-5978	32	32	with	with	ADP
cana-5978	32	33	basic	basic	ADJ
cana-5978	32	34	accelerators	accelerator	NOUN
cana-5978	32	35	.	.	PUNCT
cana-5978	33	1	the	the	DET
cana-5978	33	2	communications	communication	NOUN
cana-5978	33	3	on	on	ADP
cana-5978	33	4	applied	apply	VERB
cana-5978	33	5	nonlinear	nonlinear	ADJ
cana-5978	33	6	analysis	analysis	NOUN
cana-5978	33	7	issn	issn	NOUN
cana-5978	33	8	:	:	PUNCT
cana-5978	33	9	1074	1074	NUM
cana-5978	33	10	-	-	PUNCT
cana-5978	33	11	133x	133x	NUM
cana-5978	33	12	vol	vol	NOUN
cana-5978	33	13	32	32	NUM
cana-5978	33	14	no	no	NOUN
cana-5978	33	15	.	.	PUNCT
cana-5978	34	1	1s	1s	NUM
cana-5978	34	2	(	(	PUNCT
cana-5978	34	3	2025	2025	NUM
cana-5978	34	4	)	)	PUNCT
cana-5978	34	5	690	690	NUM
cana-5978	35	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5978	35	2	survey	survey	NOUN
cana-5978	35	3	describes	describe	VERB
cana-5978	35	4	clock-/power	clock-/power	ADV
cana-5978	35	5	-	-	PUNCT
cana-5978	35	6	gating	gate	VERB
cana-5978	35	7	,	,	PUNCT
cana-5978	35	8	dynamic	dynamic	ADJ
cana-5978	35	9	voltage	voltage	NOUN
cana-5978	35	10	/	/	SYM
cana-5978	35	11	frequency	frequency	NOUN
cana-5978	35	12	scaling	scaling	NOUN
cana-5978	35	13	and	and	CCONJ
cana-5978	35	14	event	event	NOUN
cana-5978	35	15	-	-	PUNCT
cana-5978	35	16	driven	drive	VERB
cana-5978	35	17	dataflows	dataflow	NOUN
cana-5978	35	18	which	which	PRON
cana-5978	35	19	match	match	VERB
cana-5978	35	20	well	well	ADV
cana-5978	35	21	with	with	ADP
cana-5978	35	22	spiking	spike	VERB
cana-5978	35	23	networks	network	NOUN
cana-5978	35	24	.	.	PUNCT
cana-5978	36	1	an	an	DET
cana-5978	36	2	example	example	NOUN
cana-5978	36	3	of	of	ADP
cana-5978	36	4	a	a	DET
cana-5978	36	5	practical	practical	ADJ
cana-5978	36	6	aiot	aiot	NOUN
cana-5978	36	7	soc	soc	NOUN
cana-5978	36	8	going	go	VERB
cana-5978	36	9	mainstream	mainstream	NOUN
cana-5978	36	10	will	will	AUX
cana-5978	36	11	use	use	VERB
cana-5978	36	12	10	10	NUM
cana-5978	36	13	-	-	PUNCT
cana-5978	36	14	100x	100x	NUM
cana-5978	36	15	efficiency	efficiency	NOUN
cana-5978	36	16	factors	factor	NOUN
cana-5978	36	17	and	and	CCONJ
cana-5978	36	18	sub	sub	ADJ
cana-5978	36	19	-	-	ADJ
cana-5978	36	20	millisecond	millisecond	ADJ
cana-5978	36	21	latency	latency	NOUN
cana-5978	36	22	in	in	ADP
cana-5978	36	23	interpreting	interpret	VERB
cana-5978	36	24	vision	vision	NOUN
cana-5978	36	25	and	and	CCONJ
cana-5978	36	26	audio	audio	NOUN
cana-5978	36	27	signals	signal	NOUN
cana-5978	36	28	.	.	PUNCT
cana-5978	37	1	there	there	PRON
cana-5978	37	2	are	be	VERB
cana-5978	37	3	outstanding	outstanding	ADJ
cana-5978	37	4	issues	issue	NOUN
cana-5978	37	5	with	with	ADP
cana-5978	37	6	device	device	NOUN
cana-5978	37	7	variability	variability	NOUN
cana-5978	37	8	,	,	PUNCT
cana-5978	37	9	wear	wear	NOUN
cana-5978	37	10	of	of	ADP
cana-5978	37	11	nvm	nvm	NOUN
cana-5978	37	12	arrays	array	NOUN
cana-5978	37	13	and	and	CCONJ
cana-5978	37	14	standardised	standardised	ADJ
cana-5978	37	15	metrics	metric	NOUN
cana-5978	37	16	in	in	ADP
cana-5978	37	17	edge	edge	NOUN
cana-5978	37	18	cases	case	NOUN
cana-5978	37	19	.	.	PUNCT
cana-5978	38	1	nwakanma	nwakanma	NOUN
cana-5978	38	2	,	,	PUNCT
cana-5978	38	3	abosede	abosede	PROPN
cana-5978	38	4	,	,	PUNCT
cana-5978	38	5	et	et	PROPN
cana-5978	38	6	al	al	PROPN
cana-5978	38	7	.	.	PROPN
cana-5978	38	8	(	(	PUNCT
cana-5978	38	9	2021	2021	NUM
cana-5978	38	10	):	):	PUNCT
cana-5978	38	11	neuroedge	neuroedge	NOUN
cana-5978	38	12	is	be	AUX
cana-5978	38	13	an	an	DET
cana-5978	38	14	asynchronous	asynchronous	ADJ
cana-5978	38	15	neuromorphic	neuromorphic	ADJ
cana-5978	38	16	computing	computing	NOUN
cana-5978	38	17	concept	concept	NOUN
cana-5978	38	18	in	in	ADP
cana-5978	38	19	edge	edge	NOUN
cana-5978	38	20	ai	ai	AUX
cana-5978	38	21	proposed	propose	VERB
cana-5978	38	22	by	by	ADP
cana-5978	38	23	neuroedge	neuroedge	NOUN
cana-5978	38	24	co	co	NOUN
cana-5978	38	25	-	-	NOUN
cana-5978	38	26	authors	author	NOUN
cana-5978	38	27	that	that	PRON
cana-5978	38	28	combines	combine	VERB
cana-5978	38	29	asynchronous	asynchronous	ADJ
cana-5978	38	30	event	event	NOUN
cana-5978	38	31	routing	route	VERB
cana-5978	38	32	with	with	ADP
cana-5978	38	33	a	a	DET
cana-5978	38	34	crossbar	crossbar	NOUN
cana-5978	38	35	synaptic	synaptic	ADJ
cana-5978	38	36	array	array	NOUN
cana-5978	38	37	and	and	CCONJ
cana-5978	38	38	lightweight	lightweight	VERB
cana-5978	38	39	digital	digital	ADJ
cana-5978	38	40	control	control	NOUN
cana-5978	38	41	.	.	PUNCT
cana-5978	39	1	the	the	DET
cana-5978	39	2	paper	paper	NOUN
cana-5978	39	3	justifies	justify	VERB
cana-5978	39	4	the	the	DET
cana-5978	39	5	use	use	NOUN
cana-5978	39	6	of	of	ADP
cana-5978	39	7	neuromorphic	neuromorphic	ADJ
cana-5978	39	8	in	in	ADP
cana-5978	39	9	powerconstrained	powerconstrained	ADJ
cana-5978	39	10	wearable	wearable	ADJ
cana-5978	39	11	,	,	PUNCT
cana-5978	39	12	uavs	uavs	NOUN
cana-5978	39	13	and	and	CCONJ
cana-5978	39	14	smart	smart	ADJ
cana-5978	39	15	cameras	camera	NOUN
cana-5978	39	16	with	with	ADP
cana-5978	39	17	streaming	stream	VERB
cana-5978	39	18	sensory	sensory	ADJ
cana-5978	39	19	spikes	spike	NOUN
cana-5978	39	20	being	be	AUX
cana-5978	39	21	able	able	ADJ
cana-5978	39	22	to	to	PART
cana-5978	39	23	provide	provide	VERB
cana-5978	39	24	sparse	sparse	ADJ
cana-5978	39	25	and	and	CCONJ
cana-5978	39	26	low	low	ADJ
cana-5978	39	27	latent	latent	NOUN
cana-5978	39	28	inference	inference	NOUN
cana-5978	39	29	.	.	PUNCT
cana-5978	40	1	they	they	PRON
cana-5978	40	2	speak	speak	VERB
cana-5978	40	3	about	about	ADP
cana-5978	40	4	programmer	programmer	NOUN
cana-5978	40	5	-	-	PUNCT
cana-5978	40	6	friendly	friendly	ADJ
cana-5978	40	7	toolchain	toolchain	NOUN
cana-5978	40	8	and	and	CCONJ
cana-5978	40	9	neuromorphic	neuromorphic	ADJ
cana-5978	40	10	middleware	middleware	NOUN
cana-5978	40	11	as	as	ADV
cana-5978	40	12	well	well	ADV
cana-5978	40	13	as	as	ADP
cana-5978	40	14	the	the	DET
cana-5978	40	15	trade	trade	NOUN
cana-5978	40	16	-	-	PUNCT
cana-5978	40	17	off	off	NOUN
cana-5978	40	18	in	in	ADP
cana-5978	40	19	architecture	architecture	NOUN
cana-5978	40	20	precise	precise	ADJ
cana-5978	40	21	versus	versus	ADP
cana-5978	40	22	energy	energy	NOUN
cana-5978	40	23	,	,	PUNCT
cana-5978	40	24	local	local	ADJ
cana-5978	40	25	learning	learning	NOUN
cana-5978	40	26	versus	versus	ADP
cana-5978	40	27	stability	stability	NOUN
cana-5978	40	28	.	.	PUNCT
cana-5978	41	1	the	the	DET
cana-5978	41	2	migration	migration	NOUN
cana-5978	41	3	is	be	AUX
cana-5978	41	4	framed	frame	VERB
cana-5978	41	5	into	into	ADP
cana-5978	41	6	a	a	DET
cana-5978	41	7	workflow	workflow	NOUN
cana-5978	41	8	that	that	PRON
cana-5978	41	9	goes	go	VERB
cana-5978	41	10	from	from	ADP
cana-5978	41	11	dnncentered	dnncentere	VERB
cana-5978	41	12	to	to	ADP
cana-5978	41	13	application	application	NOUN
cana-5978	41	14	-	-	PUNCT
cana-5978	41	15	specific	specific	ADJ
cana-5978	41	16	to	to	ADP
cana-5978	41	17	energy	energy	NOUN
cana-5978	41	18	efficient	efficient	ADJ
cana-5978	41	19	to	to	ADP
cana-5978	41	20	always	always	ADV
cana-5978	41	21	-	-	PUNCT
cana-5978	41	22	on	on	ADP
cana-5978	41	23	with	with	ADP
cana-5978	41	24	a	a	DET
cana-5978	41	25	focus	focus	NOUN
cana-5978	41	26	on	on	ADP
cana-5978	41	27	event	event	NOUN
cana-5978	41	28	driven	drive	VERB
cana-5978	41	29	snns	snn	NOUN
cana-5978	41	30	.	.	PUNCT
cana-5978	42	1	methodology	methodology	NOUN
cana-5978	42	2	this	this	DET
cana-5978	42	3	study	study	NOUN
cana-5978	42	4	focuses	focus	VERB
cana-5978	42	5	on	on	ADP
cana-5978	42	6	addressing	address	VERB
cana-5978	42	7	secondary	secondary	ADJ
cana-5978	42	8	data	datum	NOUN
cana-5978	42	9	,	,	PUNCT
cana-5978	42	10	which	which	PRON
cana-5978	42	11	includes	include	VERB
cana-5978	42	12	using	use	VERB
cana-5978	42	13	peer	peer	NOUN
cana-5978	42	14	-	-	PUNCT
cana-5978	42	15	reviewed	review	VERB
cana-5978	42	16	journals	journal	NOUN
cana-5978	42	17	,	,	PUNCT
cana-5978	42	18	conference	conference	NOUN
cana-5978	42	19	proceedings	proceeding	NOUN
cana-5978	42	20	,	,	PUNCT
cana-5978	42	21	and	and	CCONJ
cana-5978	42	22	industry	industry	NOUN
cana-5978	42	23	reports	report	NOUN
cana-5978	42	24	on	on	ADP
cana-5978	42	25	the	the	DET
cana-5978	42	26	topics	topic	NOUN
cana-5978	42	27	of	of	ADP
cana-5978	42	28	neuromorphic	neuromorphic	ADJ
cana-5978	42	29	computing	computing	NOUN
cana-5978	42	30	and	and	CCONJ
cana-5978	42	31	edge	edge	NOUN
cana-5978	42	32	ai	ai	VERB
cana-5978	42	33	.	.	PUNCT
cana-5978	43	1	secondary	secondary	ADJ
cana-5978	43	2	data	datum	NOUN
cana-5978	43	3	allows	allow	VERB
cana-5978	43	4	access	access	NOUN
cana-5978	43	5	to	to	ADP
cana-5978	43	6	large	large	ADJ
cana-5978	43	7	volumes	volume	NOUN
cana-5978	43	8	of	of	ADP
cana-5978	43	9	empirical	empirical	ADJ
cana-5978	43	10	research	research	NOUN
cana-5978	43	11	results	result	NOUN
cana-5978	43	12	,	,	PUNCT
cana-5978	43	13	performance	performance	NOUN
cana-5978	43	14	indicators	indicator	NOUN
cana-5978	43	15	and	and	CCONJ
cana-5978	43	16	cross	cross	ADJ
cana-5978	43	17	-	-	ADJ
cana-5978	43	18	industry	industry	ADJ
cana-5978	43	19	experiences	experience	NOUN
cana-5978	43	20	without	without	ADP
cana-5978	43	21	experimental	experimental	ADJ
cana-5978	43	22	prototypes	prototype	NOUN
cana-5978	43	23	which	which	PRON
cana-5978	43	24	require	require	VERB
cana-5978	43	25	significant	significant	ADJ
cana-5978	43	26	cost	cost	NOUN
cana-5978	43	27	and	and	CCONJ
cana-5978	43	28	can	can	AUX
cana-5978	43	29	consume	consume	VERB
cana-5978	43	30	much	much	ADJ
cana-5978	43	31	time	time	NOUN
cana-5978	43	32	.	.	PUNCT
cana-5978	44	1	the	the	DET
cana-5978	44	2	works	work	NOUN
cana-5978	44	3	by	by	ADP
cana-5978	44	4	lin	lin	PROPN
cana-5978	44	5	et	et	PROPN
cana-5978	44	6	al	al	PROPN
cana-5978	44	7	.	.	PROPN
cana-5978	44	8	(	(	PUNCT
cana-5978	44	9	2021	2021	NUM
cana-5978	44	10	)	)	PUNCT
cana-5978	44	11	,	,	PUNCT
cana-5978	44	12	luo	luo	PROPN
cana-5978	44	13	et	et	PROPN
cana-5978	44	14	al	al	PROPN
cana-5978	44	15	.	.	PROPN
cana-5978	44	16	(	(	PUNCT
cana-5978	44	17	2023	2023	NUM
cana-5978	44	18	)	)	PUNCT
cana-5978	44	19	,	,	PUNCT
cana-5978	44	20	and	and	CCONJ
cana-5978	44	21	xia	xia	PROPN
cana-5978	44	22	et	et	PROPN
cana-5978	44	23	al	al	PROPN
cana-5978	44	24	.	.	PROPN
cana-5978	45	1	(	(	PUNCT
cana-5978	45	2	2025	2025	NUM
cana-5978	45	3	)	)	PUNCT
cana-5978	45	4	present	present	ADJ
cana-5978	45	5	validated	validated	ADJ
cana-5978	45	6	information	information	NOUN
cana-5978	45	7	on	on	ADP
cana-5978	45	8	the	the	DET
cana-5978	45	9	power	power	NOUN
cana-5978	45	10	efficiency	efficiency	NOUN
cana-5978	45	11	,	,	PUNCT
cana-5978	45	12	latency	latency	NOUN
cana-5978	45	13	,	,	PUNCT
cana-5978	45	14	and	and	CCONJ
cana-5978	45	15	architectural	architectural	ADJ
cana-5978	45	16	design	design	NOUN
cana-5978	45	17	on	on	ADP
cana-5978	45	18	which	which	PRON
cana-5978	45	19	it	it	PRON
cana-5978	45	20	becomes	become	VERB
cana-5978	45	21	possible	possible	ADJ
cana-5978	45	22	to	to	PART
cana-5978	45	23	compare	compare	VERB
cana-5978	45	24	platforms	platform	NOUN
cana-5978	45	25	.	.	PUNCT
cana-5978	46	1	the	the	DET
cana-5978	46	2	advantage	advantage	NOUN
cana-5978	46	3	of	of	ADP
cana-5978	46	4	this	this	DET
cana-5978	46	5	process	process	NOUN
cana-5978	46	6	is	be	AUX
cana-5978	46	7	that	that	SCONJ
cana-5978	46	8	there	there	PRON
cana-5978	46	9	is	be	VERB
cana-5978	46	10	a	a	DET
cana-5978	46	11	synthesis	synthesis	NOUN
cana-5978	46	12	of	of	ADP
cana-5978	46	13	various	various	ADJ
cana-5978	46	14	views	view	NOUN
cana-5978	46	15	,	,	PUNCT
cana-5978	46	16	there	there	PRON
cana-5978	46	17	are	be	VERB
cana-5978	46	18	technological	technological	ADJ
cana-5978	46	19	gap	gap	NOUN
cana-5978	46	20	issues	issue	NOUN
cana-5978	46	21	involved	involve	VERB
cana-5978	46	22	,	,	PUNCT
cana-5978	46	23	and	and	CCONJ
cana-5978	46	24	there	there	PRON
cana-5978	46	25	is	be	VERB
cana-5978	46	26	reliability	reliability	NOUN
cana-5978	46	27	since	since	SCONJ
cana-5978	46	28	different	different	ADJ
cana-5978	46	29	established	establish	VERB
cana-5978	46	30	outcomes	outcome	NOUN
cana-5978	46	31	were	be	AUX
cana-5978	46	32	triangulated	triangulate	VERB
cana-5978	46	33	.	.	PUNCT
cana-5978	47	1	it	it	PRON
cana-5978	47	2	also	also	ADV
cana-5978	47	3	reduces	reduce	VERB
cana-5978	47	4	bias	bias	NOUN
cana-5978	47	5	on	on	ADP
cana-5978	47	6	the	the	DET
cana-5978	47	7	part	part	NOUN
cana-5978	47	8	of	of	ADP
cana-5978	47	9	the	the	DET
cana-5978	47	10	researcher	researcher	NOUN
cana-5978	47	11	by	by	ADP
cana-5978	47	12	using	use	VERB
cana-5978	47	13	published	publish	VERB
cana-5978	47	14	data	datum	NOUN
cana-5978	47	15	only	only	ADV
cana-5978	47	16	.	.	PUNCT
cana-5978	48	1	generally	generally	ADV
cana-5978	48	2	,	,	PUNCT
cana-5978	48	3	secondary	secondary	ADJ
cana-5978	48	4	data	datum	NOUN
cana-5978	48	5	make	make	VERB
cana-5978	48	6	use	use	NOUN
cana-5978	48	7	more	more	ADV
cana-5978	48	8	accurate	accurate	ADJ
cana-5978	48	9	,	,	PUNCT
cana-5978	48	10	feasible	feasible	ADJ
cana-5978	48	11	,	,	PUNCT
cana-5978	48	12	and	and	CCONJ
cana-5978	48	13	extensive	extensive	ADJ
cana-5978	48	14	,	,	PUNCT
cana-5978	48	15	which	which	PRON
cana-5978	48	16	is	be	AUX
cana-5978	48	17	appropriate	appropriate	ADJ
cana-5978	48	18	to	to	ADP
cana-5978	48	19	the	the	DET
cana-5978	48	20	assessment	assessment	NOUN
cana-5978	48	21	of	of	ADP
cana-5978	48	22	low	low	ADJ
cana-5978	48	23	-	-	PUNCT
cana-5978	48	24	power	power	NOUN
cana-5978	48	25	edge	edge	NOUN
cana-5978	48	26	ai	ai	VERB
cana-5978	48	27	in	in	ADP
cana-5978	48	28	the	the	DET
cana-5978	48	29	use	use	NOUN
cana-5978	48	30	of	of	ADP
cana-5978	48	31	the	the	DET
cana-5978	48	32	neuromorphic	neuromorphic	ADJ
cana-5978	48	33	chip	chip	NOUN
cana-5978	48	34	.	.	PUNCT
cana-5978	49	1	result	result	NOUN
cana-5978	49	2	and	and	CCONJ
cana-5978	49	3	discussion	discussion	NOUN
cana-5978	49	4	energy	energy	NOUN
cana-5978	49	5	efficiency	efficiency	NOUN
cana-5978	49	6	of	of	ADP
cana-5978	49	7	neuromorphic	neuromorphic	ADJ
cana-5978	49	8	chips	chip	NOUN
cana-5978	49	9	in	in	ADP
cana-5978	49	10	edge	edge	NOUN
cana-5978	49	11	ai	ai	VERB
cana-5978	49	12	workloads	workload	NOUN
cana-5978	49	13	neuromorphic	neuromorphic	ADJ
cana-5978	49	14	chips	chip	NOUN
cana-5978	49	15	realized	realize	VERB
cana-5978	49	16	enhanced	enhance	VERB
cana-5978	49	17	energy	energy	NOUN
cana-5978	49	18	efficiency	efficiency	NOUN
cana-5978	49	19	relative	relative	ADJ
cana-5978	49	20	to	to	ADP
cana-5978	49	21	conventional	conventional	ADJ
cana-5978	49	22	accelerators	accelerator	NOUN
cana-5978	49	23	,	,	PUNCT
cana-5978	49	24	in	in	ADP
cana-5978	49	25	particular	particular	ADJ
cana-5978	49	26	due	due	ADP
cana-5978	49	27	to	to	ADP
cana-5978	49	28	event	event	NOUN
cana-5978	49	29	-	-	PUNCT
cana-5978	49	30	driven	drive	VERB
cana-5978	49	31	architecture	architecture	NOUN
cana-5978	49	32	and	and	CCONJ
cana-5978	49	33	in	in	ADP
cana-5978	49	34	-	-	PUNCT
cana-5978	49	35	memory	memory	NOUN
cana-5978	49	36	computing	computing	NOUN
cana-5978	49	37	.	.	PUNCT
cana-5978	50	1	the	the	DET
cana-5978	50	2	implementation	implementation	NOUN
cana-5978	50	3	of	of	ADP
cana-5978	50	4	neuromorphic	neuromorphic	ADJ
cana-5978	50	5	systems	system	NOUN
cana-5978	50	6	is	be	AUX
cana-5978	50	7	shown	show	VERB
cana-5978	50	8	by	by	ADP
cana-5978	50	9	luo	luo	PROPN
cana-5978	50	10	et	et	PROPN
cana-5978	50	11	al	al	PROPN
cana-5978	50	12	.	.	PROPN
cana-5978	51	1	(	(	PUNCT
cana-5978	51	2	2023	2023	NUM
cana-5978	51	3	)	)	PUNCT
cana-5978	52	1	to	to	PART
cana-5978	52	2	achieve	achieve	VERB
cana-5978	52	3	90	90	NUM
cana-5978	52	4	percent	percent	NOUN
cana-5978	52	5	less	less	ADJ
cana-5978	52	6	energy	energy	NOUN
cana-5978	52	7	consumption	consumption	NOUN
cana-5978	52	8	in	in	ADP
cana-5978	52	9	deep	deep	ADJ
cana-5978	52	10	learning	learning	NOUN
cana-5978	52	11	than	than	ADP
cana-5978	52	12	gpus	gpu	NOUN
cana-5978	52	13	and	and	CCONJ
cana-5978	52	14	tens	ten	NOUN
cana-5978	52	15	of	of	ADP
cana-5978	52	16	tops	top	NOUN
cana-5978	52	17	/	/	SYM
cana-5978	52	18	w	w	NOUN
cana-5978	52	19	in	in	ADP
cana-5978	52	20	inference	inference	NOUN
cana-5978	52	21	applications	application	NOUN
cana-5978	53	1	.	.	PUNCT
cana-5978	54	1	liu	liu	PROPN
cana-5978	54	2	et	et	PROPN
cana-5978	54	3	al	al	PROPN
cana-5978	54	4	.	.	PROPN
cana-5978	54	5	(	(	PUNCT
cana-5978	54	6	2021	2021	NUM
cana-5978	54	7	)	)	PUNCT
cana-5978	54	8	also	also	ADV
cana-5978	54	9	indicate	indicate	VERB
cana-5978	54	10	how	how	SCONJ
cana-5978	54	11	neuromorphic	neuromorphic	ADJ
cana-5978	54	12	engineering	engineering	NOUN
cana-5978	54	13	takes	take	VERB
cana-5978	54	14	advantage	advantage	NOUN
cana-5978	54	15	of	of	ADP
cana-5978	54	16	the	the	DET
cana-5978	54	17	spiking	spike	VERB
cana-5978	54	18	neural	neural	ADJ
cana-5978	54	19	networks	network	NOUN
cana-5978	54	20	(	(	PUNCT
cana-5978	54	21	snns	snn	NOUN
cana-5978	54	22	)	)	PUNCT
cana-5978	54	23	that	that	PRON
cana-5978	54	24	use	use	VERB
cana-5978	54	25	sparse	sparse	ADJ
cana-5978	54	26	spikes	spike	NOUN
cana-5978	54	27	rather	rather	ADV
cana-5978	54	28	than	than	ADP
cana-5978	54	29	dense	dense	ADJ
cana-5978	54	30	activations	activation	NOUN
cana-5978	54	31	,	,	PUNCT
cana-5978	54	32	which	which	PRON
cana-5978	54	33	reduces	reduce	VERB
cana-5978	54	34	dynamic	dynamic	ADJ
cana-5978	54	35	power	power	NOUN
cana-5978	54	36	.	.	PUNCT
cana-5978	55	1	in	in	ADP
cana-5978	55	2	line	line	NOUN
cana-5978	55	3	with	with	ADP
cana-5978	55	4	this	this	PRON
cana-5978	55	5	,	,	PUNCT
cana-5978	55	6	putra	putra	PROPN
cana-5978	55	7	et	et	PROPN
cana-5978	55	8	al	al	PROPN
cana-5978	55	9	.	.	PROPN
cana-5978	55	10	(	(	PUNCT
cana-5978	55	11	2025	2025	NUM
cana-5978	55	12	)	)	PUNCT
cana-5978	55	13	demonstrate	demonstrate	VERB
cana-5978	55	14	that	that	SCONJ
cana-5978	55	15	physics	physics	NOUN
cana-5978	55	16	-	-	PUNCT
cana-5978	55	17	based	base	VERB
cana-5978	55	18	on	on	ADP
cana-5978	55	19	-	-	PUNCT
cana-5978	55	20	chip	chip	NOUN
cana-5978	55	21	learning	learning	NOUN
cana-5978	55	22	on	on	ADP
cana-5978	55	23	communications	communication	NOUN
cana-5978	55	24	on	on	ADP
cana-5978	55	25	applied	apply	VERB
cana-5978	55	26	nonlinear	nonlinear	ADJ
cana-5978	55	27	analysis	analysis	NOUN
cana-5978	55	28	issn	issn	NOUN
cana-5978	55	29	:	:	PUNCT
cana-5978	55	30	1074	1074	NUM
cana-5978	55	31	-	-	PUNCT
cana-5978	55	32	133x	133x	NUM
cana-5978	55	33	vol	vol	NOUN
cana-5978	55	34	32	32	NUM
cana-5978	55	35	no	no	NOUN
cana-5978	55	36	.	.	PUNCT
cana-5978	56	1	1s	1s	NUM
cana-5978	56	2	(	(	PUNCT
cana-5978	56	3	2025	2025	NUM
cana-5978	56	4	)	)	PUNCT
cana-5978	57	1	691	691	NUM
cana-5978	57	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-5978	57	3	commodity	commodity	NOUN
cana-5978	57	4	neuromorphic	neuromorphic	ADJ
cana-5978	57	5	processors	processor	NOUN
cana-5978	57	6	circumvents	circumvent	VERB
cana-5978	57	7	longer	long	ADV
cana-5978	57	8	and	and	CCONJ
cana-5978	57	9	energy	energy	NOUN
cana-5978	57	10	-	-	PUNCT
cana-5978	57	11	consuming	consume	VERB
cana-5978	57	12	cloud	cloud	NOUN
cana-5978	57	13	retraining	retrain	VERB
cana-5978	57	14	to	to	PART
cana-5978	57	15	enable	enable	VERB
cana-5978	57	16	autonomic	autonomic	ADJ
cana-5978	57	17	adaptation	adaptation	NOUN
cana-5978	57	18	even	even	ADV
cana-5978	57	19	under	under	ADP
cana-5978	57	20	<	<	PROPN
cana-5978	57	21	10	10	NUM
cana-5978	57	22	mw	mw	PROPN
cana-5978	57	23	power	power	NOUN
cana-5978	57	24	budget	budget	NOUN
cana-5978	57	25	.	.	PUNCT
cana-5978	58	1	processor	processor	NOUN
cana-5978	58	2	type	type	NOUN
cana-5978	58	3	power	power	NOUN
cana-5978	58	4	consumption	consumption	NOUN
cana-5978	58	5	(	(	PUNCT
cana-5978	58	6	w	w	NOUN
cana-5978	58	7	)	)	PUNCT
cana-5978	58	8	efficiency	efficiency	NOUN
cana-5978	58	9	(	(	PUNCT
cana-5978	58	10	tops	tops	VERB
cana-5978	58	11	/	/	SYM
cana-5978	58	12	w	w	NOUN
cana-5978	58	13	)	)	PUNCT
cana-5978	58	14	energy	energy	NOUN
cana-5978	58	15	reduction	reduction	NOUN
cana-5978	58	16	(	(	PUNCT
cana-5978	58	17	%	%	INTJ
cana-5978	58	18	)	)	PUNCT
cana-5978	58	19	reference	reference	NOUN
cana-5978	58	20	gpu	gpu	PROPN
cana-5978	58	21	(	(	PUNCT
cana-5978	58	22	nvidia	nvidia	PROPN
cana-5978	58	23	jetson	jetson	PROPN
cana-5978	58	24	nano	nano	PROPN
cana-5978	58	25	)	)	PUNCT
cana-5978	58	26	10	10	NUM
cana-5978	58	27	w	w	SYM
cana-5978	58	28	5	5	NUM
cana-5978	58	29	tops	top	NOUN
cana-5978	58	30	/	/	SYM
cana-5978	58	31	w	w	PROPN
cana-5978	58	32	baseline	baseline	PROPN
cana-5978	58	33	lin	lin	PROPN
cana-5978	58	34	et	et	PROPN
cana-5978	58	35	al	al	PROPN
cana-5978	58	36	.	.	PROPN
cana-5978	58	37	,	,	PUNCT
cana-5978	58	38	2021	2021	NUM
cana-5978	58	39	neuromorphic	neuromorphic	ADJ
cana-5978	58	40	chip	chip	NOUN
cana-5978	58	41	(	(	PUNCT
cana-5978	58	42	loihi	loihi	NOUN
cana-5978	58	43	2	2	NUM
cana-5978	58	44	)	)	PUNCT
cana-5978	58	45	0.02	0.02	NUM
cana-5978	58	46	w	w	NOUN
cana-5978	58	47	60	60	NUM
cana-5978	58	48	tops	top	NOUN
cana-5978	58	49	/	/	SYM
cana-5978	58	50	w	w	PROPN
cana-5978	58	51	90	90	NUM
cana-5978	58	52	%	%	NOUN
cana-5978	58	53	luo	luo	PROPN
cana-5978	58	54	et	et	PROPN
cana-5978	58	55	al	al	PROPN
cana-5978	58	56	.	.	PROPN
cana-5978	58	57	,	,	PUNCT
cana-5978	58	58	2023	2023	NUM
cana-5978	58	59	memristor	memristor	NOUN
cana-5978	58	60	-	-	PUNCT
cana-5978	58	61	based	base	VERB
cana-5978	58	62	accelerator	accelerator	NOUN
cana-5978	58	63	0.01	0.01	NUM
cana-5978	58	64	w	w	PROPN
cana-5978	58	65	75	75	NUM
cana-5978	58	66	tops	top	NOUN
cana-5978	58	67	/	/	SYM
cana-5978	58	68	w	w	PROPN
cana-5978	58	69	95	95	NUM
cana-5978	58	70	%	%	NOUN
cana-5978	58	71	xia	xia	PROPN
cana-5978	58	72	et	et	PROPN
cana-5978	58	73	al	al	PROPN
cana-5978	58	74	.	.	PROPN
cana-5978	58	75	,	,	PUNCT
cana-5978	58	76	2025	2025	NUM
cana-5978	58	77	neuromorphic	neuromorphic	ADJ
cana-5978	58	78	with	with	ADP
cana-5978	58	79	on	on	ADP
cana-5978	58	80	-	-	PUNCT
cana-5978	58	81	chip	chip	NOUN
cana-5978	58	82	stdp	stdp	NOUN
cana-5978	58	83	0.005	0.005	NUM
cana-5978	58	84	w	w	NUM
cana-5978	58	85	80	80	NUM
cana-5978	58	86	tops	top	NOUN
cana-5978	58	87	/	/	SYM
cana-5978	58	88	w	w	NOUN
cana-5978	58	89	96	96	NUM
cana-5978	58	90	%	%	NOUN
cana-5978	58	91	putra	putra	PROPN
cana-5978	58	92	et	et	PROPN
cana-5978	58	93	al	al	PROPN
cana-5978	58	94	.	.	PROPN
cana-5978	58	95	,	,	PUNCT
cana-5978	58	96	2025	2025	NUM
cana-5978	58	97	table	table	NOUN
cana-5978	58	98	1	1	NUM
cana-5978	58	99	:	:	PUNCT
cana-5978	58	100	energy	energy	NOUN
cana-5978	58	101	efficiency	efficiency	NOUN
cana-5978	58	102	comparison	comparison	NOUN
cana-5978	58	103	of	of	ADP
cana-5978	58	104	neuromorphic	neuromorphic	ADJ
cana-5978	58	105	chips	chip	NOUN
cana-5978	58	106	and	and	CCONJ
cana-5978	58	107	conventional	conventional	ADJ
cana-5978	58	108	accelerators	accelerator	NOUN
cana-5978	58	109	in	in	ADP
cana-5978	58	110	neuromorphic	neuromorphic	ADJ
cana-5978	58	111	hardware	hardware	NOUN
cana-5978	58	112	implementation	implementation	NOUN
cana-5978	58	113	(	(	PUNCT
cana-5978	58	114	see	see	VERB
cana-5978	58	115	xia	xia	PROPN
cana-5978	58	116	et	et	PROPN
cana-5978	58	117	al	al	PROPN
cana-5978	58	118	.	.	PROPN
cana-5978	58	119	,	,	PUNCT
cana-5978	58	120	2025	2025	NUM
cana-5978	58	121	)	)	PUNCT
cana-5978	58	122	near	near	ADP
cana-5978	58	123	-	-	PUNCT
cana-5978	58	124	memory	memory	NOUN
cana-5978	58	125	computing	computing	NOUN
cana-5978	58	126	at	at	ADP
cana-5978	58	127	von	von	PROPN
cana-5978	58	128	neumann	neumann	PROPN
cana-5978	58	129	bottleneck	bottleneck	PROPN
cana-5978	58	130	-	-	PUNCT
cana-5978	58	131	free	free	ADJ
cana-5978	58	132	femtojoule	femtojoule	NOUN
cana-5978	58	133	levels	level	NOUN
cana-5978	58	134	is	be	AUX
cana-5978	58	135	achieved	achieve	VERB
cana-5978	58	136	by	by	ADP
cana-5978	58	137	using	use	VERB
cana-5978	58	138	a	a	DET
cana-5978	58	139	memristor	memristor	NOUN
cana-5978	58	140	medium	medium	NOUN
cana-5978	58	141	.	.	PUNCT
cana-5978	59	1	in	in	ADP
cana-5978	59	2	the	the	DET
cana-5978	59	3	same	same	ADJ
cana-5978	59	4	way	way	NOUN
cana-5978	59	5	,	,	PUNCT
cana-5978	59	6	jebali	jebali	PROPN
cana-5978	59	7	et	et	PROPN
cana-5978	59	8	al	al	PROPN
cana-5978	59	9	.	.	PROPN
cana-5978	59	10	(	(	PUNCT
cana-5978	59	11	2024	2024	NUM
cana-5978	59	12	)	)	PUNCT
cana-5978	59	13	introduce	introduce	VERB
cana-5978	59	14	solar	solar	ADJ
cana-5978	59	15	cell	cell	NOUN
cana-5978	59	16	powered	power	VERB
cana-5978	59	17	memristor	memristor	NOUN
cana-5978	59	18	bnn	bnn	PROPN
cana-5978	59	19	accelerators	accelerator	NOUN
cana-5978	59	20	operating	operate	VERB
cana-5978	59	21	at	at	ADP
cana-5978	59	22	a	a	DET
cana-5978	59	23	low	low	ADJ
cana-5978	59	24	power	power	NOUN
cana-5978	59	25	consumption	consumption	NOUN
cana-5978	59	26	level	level	NOUN
cana-5978	59	27	,	,	PUNCT
cana-5978	59	28	which	which	PRON
cana-5978	59	29	is	be	AUX
cana-5978	59	30	ideal	ideal	ADJ
cana-5978	59	31	to	to	PART
cana-5978	59	32	support	support	VERB
cana-5978	59	33	inference	inference	NOUN
cana-5978	59	34	in	in	ADP
cana-5978	59	35	remote	remote	ADJ
cana-5978	59	36	sensors	sensor	NOUN
cana-5978	59	37	.	.	PUNCT
cana-5978	60	1	these	these	DET
cana-5978	60	2	developments	development	NOUN
cana-5978	60	3	identify	identify	VERB
cana-5978	60	4	that	that	DET
cana-5978	60	5	neuromorphic	neuromorphic	ADJ
cana-5978	60	6	chips	chip	NOUN
cana-5978	60	7	,	,	PUNCT
cana-5978	60	8	in	in	ADP
cana-5978	60	9	contrast	contrast	NOUN
cana-5978	60	10	to	to	ADP
cana-5978	60	11	cnn	cnn	PROPN
cana-5978	60	12	accelerators	accelerator	NOUN
cana-5978	60	13	(	(	PUNCT
cana-5978	60	14	lin	lin	PROPN
cana-5978	60	15	et	et	PROPN
cana-5978	60	16	al	al	PROPN
cana-5978	60	17	.	.	PROPN
cana-5978	60	18	,	,	PUNCT
cana-5978	60	19	2021	2021	NUM
cana-5978	60	20	)	)	PUNCT
cana-5978	60	21	,	,	PUNCT
cana-5978	60	22	balance	balance	NOUN
cana-5978	60	23	latency	latency	NOUN
cana-5978	60	24	and	and	CCONJ
cana-5978	60	25	energy	energy	NOUN
cana-5978	60	26	consumption	consumption	NOUN
cana-5978	60	27	,	,	PUNCT
cana-5978	60	28	which	which	PRON
cana-5978	60	29	is	be	AUX
cana-5978	60	30	reasonable	reasonable	ADJ
cana-5978	60	31	to	to	PART
cana-5978	60	32	be	be	AUX
cana-5978	60	33	supported	support	VERB
cana-5978	60	34	by	by	ADP
cana-5978	60	35	battery	battery	NOUN
cana-5978	60	36	-	-	PUNCT
cana-5978	60	37	based	base	VERB
cana-5978	60	38	systems	system	NOUN
cana-5978	60	39	,	,	PUNCT
cana-5978	60	40	including	include	VERB
cana-5978	60	41	iot	iot	NOUN
cana-5978	60	42	nodes	node	NOUN
cana-5978	60	43	,	,	PUNCT
cana-5978	60	44	drones	drone	NOUN
cana-5978	60	45	,	,	PUNCT
cana-5978	60	46	and	and	CCONJ
cana-5978	60	47	wearables	wearable	NOUN
cana-5978	60	48	,	,	PUNCT
cana-5978	60	49	where	where	SCONJ
cana-5978	60	50	the	the	DET
cana-5978	60	51	number	number	NOUN
cana-5978	60	52	of	of	ADP
cana-5978	60	53	watts	watts	PROPN
cana-5978	60	54	defines	define	VERB
cana-5978	60	55	the	the	DET
cana-5978	60	56	feasibility	feasibility	NOUN
cana-5978	60	57	of	of	ADP
cana-5978	60	58	the	the	DET
cana-5978	60	59	system	system	NOUN
cana-5978	60	60	.	.	PUNCT
cana-5978	61	1	real	real	ADJ
cana-5978	61	2	-	-	PUNCT
cana-5978	61	3	time	time	NOUN
cana-5978	61	4	data	datum	NOUN
cana-5978	61	5	processing	processing	NOUN
cana-5978	61	6	capabilities	capability	NOUN
cana-5978	61	7	of	of	ADP
cana-5978	61	8	neuromorphic	neuromorphic	ADJ
cana-5978	61	9	architectures	architecture	NOUN
cana-5978	61	10	artificial	artificial	ADJ
cana-5978	61	11	intelligence	intelligence	NOUN
cana-5978	61	12	neuromorphic	neuromorphic	ADJ
cana-5978	61	13	architectures	architecture	NOUN
cana-5978	61	14	are	be	AUX
cana-5978	61	15	more	more	ADJ
cana-5978	61	16	than	than	ADP
cana-5978	61	17	capable	capable	ADJ
cana-5978	61	18	of	of	ADP
cana-5978	61	19	real	real	ADJ
cana-5978	61	20	-	-	PUNCT
cana-5978	61	21	time	time	NOUN
cana-5978	61	22	processing	processing	NOUN
cana-5978	61	23	because	because	SCONJ
cana-5978	61	24	they	they	PRON
cana-5978	61	25	emulate	emulate	VERB
cana-5978	61	26	the	the	DET
cana-5978	61	27	parallel	parallel	ADJ
cana-5978	61	28	,	,	PUNCT
cana-5978	61	29	asynchronous	asynchronous	ADJ
cana-5978	61	30	dynamics	dynamic	NOUN
cana-5978	61	31	of	of	ADP
cana-5978	61	32	biological	biological	ADJ
cana-5978	61	33	neurons	neuron	NOUN
cana-5978	61	34	.	.	PUNCT
cana-5978	62	1	the	the	DET
cana-5978	62	2	results	result	NOUN
cana-5978	62	3	of	of	ADP
cana-5978	62	4	lin	lin	PROPN
cana-5978	62	5	et	et	PROPN
cana-5978	62	6	al	al	PROPN
cana-5978	62	7	.	.	PROPN
cana-5978	62	8	(	(	PUNCT
cana-5978	62	9	2021	2021	NUM
cana-5978	62	10	)	)	PUNCT
cana-5978	62	11	show	show	VERB
cana-5978	62	12	that	that	SCONJ
cana-5978	62	13	a	a	DET
cana-5978	62	14	reduction	reduction	NOUN
cana-5978	62	15	of	of	ADP
cana-5978	62	16	more	more	ADJ
cana-5978	62	17	than	than	ADP
cana-5978	62	18	50	50	NUM
cana-5978	62	19	percent	percent	NOUN
cana-5978	62	20	in	in	ADP
cana-5978	62	21	inference	inference	NOUN
cana-5978	62	22	latency	latency	NOUN
cana-5978	62	23	of	of	ADP
cana-5978	62	24	ultra	ultra	ADJ
cana-5978	62	25	-	-	ADJ
cana-5978	62	26	small	small	ADJ
cana-5978	62	27	edge	edge	NOUN
cana-5978	62	28	accelerators	accelerator	NOUN
cana-5978	62	29	with	with	ADP
cana-5978	62	30	neuromorphic	neuromorphic	ADJ
cana-5978	62	31	integration	integration	NOUN
cana-5978	62	32	compared	compare	VERB
cana-5978	62	33	to	to	ADP
cana-5978	62	34	conventional	conventional	ADJ
cana-5978	62	35	cnn	cnn	PROPN
cana-5978	62	36	accelerators	accelerator	NOUN
cana-5978	62	37	achieves	achieve	VERB
cana-5978	62	38	real	real	ADJ
cana-5978	62	39	-	-	PUNCT
cana-5978	62	40	time	time	NOUN
cana-5978	62	41	vision	vision	NOUN
cana-5978	62	42	recognition	recognition	PROPN
cana-5978	62	43	.	.	PUNCT
cana-5978	63	1	ivkovic	ivkovic	PROPN
cana-5978	63	2	and	and	CCONJ
cana-5978	63	3	(	(	PUNCT
cana-5978	63	4	2023	2023	NUM
cana-5978	63	5	)	)	PUNCT
cana-5978	63	6	demonstrate	demonstrate	VERB
cana-5978	63	7	that	that	SCONJ
cana-5978	63	8	cognitive	cognitive	ADJ
cana-5978	63	9	snn	snn	PROPN
cana-5978	63	10	computing	computing	NOUN
cana-5978	63	11	can	can	AUX
cana-5978	63	12	be	be	AUX
cana-5978	63	13	done	do	VERB
cana-5978	63	14	within	within	ADP
cana-5978	63	15	mcus	mcus	NOUN
cana-5978	63	16	with	with	ADP
cana-5978	63	17	integrated	integrated	ADJ
cana-5978	63	18	npu	npu	ADJ
cana-5978	63	19	/	/	SYM
cana-5978	63	20	gpu	gpu	NOUN
cana-5978	63	21	accelerators	accelerator	NOUN
cana-5978	63	22	in	in	ADP
cana-5978	63	23	disconnected	disconnected	ADJ
cana-5978	63	24	environments	environment	NOUN
cana-5978	63	25	at	at	ADP
cana-5978	63	26	millisecond	millisecond	NOUN
cana-5978	63	27	decision	decision	NOUN
cana-5978	63	28	time	time	NOUN
cana-5978	63	29	scales	scale	NOUN
cana-5978	63	30	.	.	PUNCT
cana-5978	64	1	putra	putra	PROPN
cana-5978	64	2	et	et	PROPN
cana-5978	64	3	al	al	PROPN
cana-5978	64	4	.	.	PROPN
cana-5978	65	1	(	(	PUNCT
cana-5978	65	2	2025	2025	NUM
cana-5978	65	3	)	)	PUNCT
cana-5978	65	4	show	show	NOUN
cana-5978	65	5	on	on	ADP
cana-5978	65	6	-	-	PUNCT
cana-5978	65	7	chip	chip	NOUN
cana-5978	65	8	learning	learning	NOUN
cana-5978	65	9	driven	drive	VERB
cana-5978	65	10	spikes	spike	NOUN
cana-5978	65	11	which	which	PRON
cana-5978	65	12	support	support	VERB
cana-5978	65	13	dynamic	dynamic	ADJ
cana-5978	65	14	anomaly	anomaly	NOUN
cana-5978	65	15	detection	detection	NOUN
cana-5978	65	16	and	and	CCONJ
cana-5978	65	17	avoid	avoid	VERB
cana-5978	65	18	retraining	retrain	VERB
cana-5978	65	19	delays	delay	NOUN
cana-5978	65	20	to	to	PART
cana-5978	65	21	enable	enable	VERB
cana-5978	65	22	predictive	predictive	ADJ
cana-5978	65	23	maintenance	maintenance	NOUN
cana-5978	65	24	in	in	ADP
cana-5978	65	25	industrial	industrial	ADJ
cana-5978	65	26	sensors	sensor	NOUN
cana-5978	65	27	.	.	PUNCT
cana-5978	66	1	jussinmaki	jussinmaki	NOUN
cana-5978	66	2	et	et	PROPN
cana-5978	66	3	al	al	PROPN
cana-5978	66	4	.	.	PROPN
cana-5978	67	1	(	(	PUNCT
cana-5978	67	2	2025	2025	NUM
cana-5978	67	3	)	)	PUNCT
cana-5978	67	4	note	note	NOUN
cana-5978	67	5	stm	stm	NOUN
cana-5978	67	6	and	and	CCONJ
cana-5978	67	7	nrf	nrf	NOUN
cana-5978	67	8	microcontrollers	microcontroller	NOUN
cana-5978	67	9	with	with	ADP
cana-5978	67	10	neuromorphic	neuromorphic	ADJ
cana-5978	67	11	-	-	PUNCT
cana-5978	67	12	inspired	inspire	VERB
cana-5978	67	13	optimizations	optimization	NOUN
cana-5978	67	14	that	that	PRON
cana-5978	67	15	can	can	AUX
cana-5978	67	16	allow	allow	VERB
cana-5978	67	17	these	these	DET
cana-5978	67	18	systems	system	NOUN
cana-5978	67	19	to	to	PART
cana-5978	67	20	act	act	VERB
cana-5978	67	21	within	within	ADP
cana-5978	67	22	a	a	DET
cana-5978	67	23	range	range	NOUN
cana-5978	67	24	of	of	ADP
cana-5978	67	25	1	1	NUM
cana-5978	67	26	-	-	PUNCT
cana-5978	67	27	5ms	5ms	ADJ
cana-5978	67	28	(	(	PUNCT
cana-5978	67	29	a	a	DET
cana-5978	67	30	possible	possible	ADJ
cana-5978	67	31	1	1	NUM
cana-5978	67	32	-	-	PUNCT
cana-5978	67	33	5ms	5ms	ADJ
cana-5978	67	34	response	response	NOUN
cana-5978	67	35	in	in	ADP
cana-5978	67	36	robotics	robotic	NOUN
cana-5978	67	37	and	and	CCONJ
cana-5978	67	38	autonomous	autonomous	ADJ
cana-5978	67	39	navigation	navigation	NOUN
cana-5978	67	40	)	)	PUNCT
cana-5978	67	41	.	.	PUNCT
cana-5978	68	1	communications	communication	NOUN
cana-5978	68	2	on	on	ADP
cana-5978	68	3	applied	apply	VERB
cana-5978	68	4	nonlinear	nonlinear	ADJ
cana-5978	68	5	analysis	analysis	NOUN
cana-5978	68	6	issn	issn	NOUN
cana-5978	68	7	:	:	PUNCT
cana-5978	68	8	1074	1074	NUM
cana-5978	68	9	-	-	PUNCT
cana-5978	68	10	133x	133x	NUM
cana-5978	68	11	vol	vol	NOUN
cana-5978	68	12	32	32	NUM
cana-5978	68	13	no	no	NOUN
cana-5978	68	14	.	.	PUNCT
cana-5978	69	1	1s	1s	NUM
cana-5978	69	2	(	(	PUNCT
cana-5978	69	3	2025	2025	NUM
cana-5978	69	4	)	)	PUNCT
cana-5978	69	5	692	692	NUM
cana-5978	69	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5978	69	7	platform	platform	NOUN
cana-5978	69	8	/	/	SYM
cana-5978	69	9	architecture	architecture	NOUN
cana-5978	69	10	task	task	NOUN
cana-5978	69	11	type	type	NOUN
cana-5978	69	12	latency	latency	NOUN
cana-5978	69	13	(	(	PUNCT
cana-5978	69	14	ms	ms	NOUN
cana-5978	69	15	)	)	PUNCT
cana-5978	69	16	response	response	NOUN
cana-5978	69	17	speed	speed	NOUN
cana-5978	69	18	gain	gain	NOUN
cana-5978	69	19	(	(	PUNCT
cana-5978	69	20	%	%	INTJ
cana-5978	69	21	)	)	PUNCT
cana-5978	69	22	reference	reference	NOUN
cana-5978	69	23	conventional	conventional	PROPN
cana-5978	69	24	cnn	cnn	PROPN
cana-5978	69	25	accelerator	accelerator	NOUN
cana-5978	69	26	image	image	NOUN
cana-5978	69	27	recognition	recognition	NOUN
cana-5978	69	28	12	12	NUM
cana-5978	69	29	ms	ms	PROPN
cana-5978	69	30	baseline	baseline	PROPN
cana-5978	69	31	lin	lin	PROPN
cana-5978	69	32	et	et	PROPN
cana-5978	69	33	al	al	PROPN
cana-5978	69	34	.	.	PROPN
cana-5978	69	35	,	,	PUNCT
cana-5978	69	36	2021	2021	NUM
cana-5978	69	37	neuromorphic	neuromorphic	ADJ
cana-5978	69	38	mcu	mcu	NOUN
cana-5978	69	39	(	(	PUNCT
cana-5978	69	40	cognitive	cognitive	ADJ
cana-5978	69	41	snn	snn	PROPN
cana-5978	69	42	)	)	PUNCT
cana-5978	69	43	sensor	sensor	NOUN
cana-5978	69	44	event	event	NOUN
cana-5978	69	45	detection	detection	NOUN
cana-5978	69	46	5	5	NUM
cana-5978	69	47	ms	ms	NOUN
cana-5978	69	48	58	58	NUM
cana-5978	69	49	%	%	NOUN
cana-5978	69	50	ivković	ivković	NOUN
cana-5978	69	51	&	&	CCONJ
cana-5978	69	52	ivković	ivković	PROPN
cana-5978	69	53	,	,	PUNCT
cana-5978	69	54	2023	2023	NUM
cana-5978	69	55	neuromorphic	neuromorphic	ADJ
cana-5978	69	56	microcontroller	microcontroller	NOUN
cana-5978	69	57	robotics	robotic	NOUN
cana-5978	69	58	navigation	navigation	NOUN
cana-5978	69	59	3	3	NUM
cana-5978	69	60	ms	ms	NOUN
cana-5978	69	61	75	75	NUM
cana-5978	69	62	%	%	NOUN
cana-5978	69	63	jussinmäki	jussinmäki	PROPN
cana-5978	69	64	et	et	PROPN
cana-5978	69	65	al	al	PROPN
cana-5978	69	66	.	.	PROPN
cana-5978	69	67	,	,	PUNCT
cana-5978	69	68	2025	2025	NUM
cana-5978	69	69	on	on	ADP
cana-5978	69	70	-	-	PUNCT
cana-5978	69	71	chip	chip	NOUN
cana-5978	69	72	snn	snn	PROPN
cana-5978	69	73	learning	learning	PROPN
cana-5978	69	74	anomaly	anomaly	PROPN
cana-5978	69	75	detection	detection	NOUN
cana-5978	69	76	2.5	2.5	NUM
cana-5978	69	77	ms	ms	NOUN
cana-5978	69	78	79	79	NUM
cana-5978	69	79	%	%	NOUN
cana-5978	69	80	putra	putra	PROPN
cana-5978	69	81	et	et	PROPN
cana-5978	69	82	al	al	PROPN
cana-5978	69	83	.	.	PROPN
cana-5978	69	84	,	,	PUNCT
cana-5978	69	85	2025	2025	NUM
cana-5978	69	86	table	table	NOUN
cana-5978	69	87	2	2	NUM
cana-5978	69	88	:	:	PUNCT
cana-5978	69	89	real	real	ADJ
cana-5978	69	90	-	-	PUNCT
cana-5978	69	91	time	time	NOUN
cana-5978	69	92	processing	processing	NOUN
cana-5978	69	93	performance	performance	NOUN
cana-5978	69	94	of	of	ADP
cana-5978	69	95	neuromorphic	neuromorphic	ADJ
cana-5978	69	96	architectures	architecture	NOUN
cana-5978	69	97	neuromorphic	neuromorphic	ADJ
cana-5978	69	98	systems	system	NOUN
cana-5978	69	99	can	can	AUX
cana-5978	69	100	accomplish	accomplish	VERB
cana-5978	69	101	this	this	PRON
cana-5978	69	102	by	by	ADP
cana-5978	69	103	implementing	implement	VERB
cana-5978	69	104	asynchronous	asynchronous	ADJ
cana-5978	69	105	spike	spike	ADJ
cana-5978	69	106	routing	routing	NOUN
cana-5978	69	107	,	,	PUNCT
cana-5978	69	108	personalised	personalised	ADJ
cana-5978	69	109	memory	memory	NOUN
cana-5978	69	110	access	access	NOUN
cana-5978	69	111	,	,	PUNCT
cana-5978	69	112	and	and	CCONJ
cana-5978	69	113	on	on	ADP
cana-5978	69	114	-	-	PUNCT
cana-5978	69	115	board	board	NOUN
cana-5978	69	116	inference	inference	NOUN
cana-5978	69	117	,	,	PUNCT
cana-5978	69	118	minimising	minimise	VERB
cana-5978	69	119	dependence	dependence	NOUN
cana-5978	69	120	on	on	ADP
cana-5978	69	121	cloud	cloud	NOUN
cana-5978	69	122	inference	inference	NOUN
cana-5978	69	123	.	.	PUNCT
cana-5978	70	1	according	accord	VERB
cana-5978	70	2	to	to	ADP
cana-5978	70	3	sigala	sigala	NOUN
cana-5978	70	4	(	(	PUNCT
cana-5978	70	5	2025	2025	NUM
cana-5978	70	6	)	)	PUNCT
cana-5978	70	7	,	,	PUNCT
cana-5978	70	8	these	these	DET
cana-5978	70	9	features	feature	NOUN
cana-5978	70	10	are	be	AUX
cana-5978	70	11	essential	essential	ADJ
cana-5978	70	12	when	when	SCONJ
cana-5978	70	13	an	an	DET
cana-5978	70	14	application	application	NOUN
cana-5978	70	15	requires	require	VERB
cana-5978	70	16	low	low	ADJ
cana-5978	70	17	latencies	latency	NOUN
cana-5978	70	18	or	or	CCONJ
cana-5978	70	19	has	have	VERB
cana-5978	70	20	high	high	ADJ
cana-5978	70	21	safety	safety	NOUN
cana-5978	70	22	-	-	PUNCT
cana-5978	70	23	related	relate	VERB
cana-5978	70	24	demands	demand	NOUN
cana-5978	70	25	such	such	ADJ
cana-5978	70	26	as	as	ADP
cana-5978	70	27	autonomous	autonomous	ADJ
cana-5978	70	28	drones	drone	NOUN
cana-5978	70	29	or	or	CCONJ
cana-5978	70	30	wearable	wearable	ADJ
cana-5978	70	31	health	health	NOUN
cana-5978	70	32	monitors	monitor	NOUN
cana-5978	70	33	(	(	PUNCT
cana-5978	70	34	where	where	SCONJ
cana-5978	70	35	latency	latency	NOUN
cana-5978	70	36	values	value	NOUN
cana-5978	70	37	above	above	ADP
cana-5978	70	38	10	10	NUM
cana-5978	70	39	ms	ms	NOUN
cana-5978	70	40	may	may	AUX
cana-5978	70	41	cause	cause	VERB
cana-5978	70	42	safety	safety	NOUN
cana-5978	70	43	problems	problem	NOUN
cana-5978	70	44	)	)	PUNCT
cana-5978	70	45	.	.	PUNCT
cana-5978	71	1	together	together	ADV
cana-5978	71	2	,	,	PUNCT
cana-5978	71	3	these	these	DET
cana-5978	71	4	results	result	NOUN
cana-5978	71	5	verify	verify	VERB
cana-5978	71	6	neuromorphic	neuromorphic	ADJ
cana-5978	71	7	architectures	architecture	NOUN
cana-5978	71	8	as	as	ADP
cana-5978	71	9	being	be	AUX
cana-5978	71	10	the	the	DET
cana-5978	71	11	best	good	ADJ
cana-5978	71	12	enablers	enabler	NOUN
cana-5978	71	13	of	of	ADP
cana-5978	71	14	real	real	ADJ
cana-5978	71	15	-	-	PUNCT
cana-5978	71	16	time	time	NOUN
cana-5978	71	17	intelligence	intelligence	NOUN
cana-5978	71	18	in	in	ADP
cana-5978	71	19	delimited	delimit	VERB
cana-5978	71	20	edge	edge	NOUN
cana-5978	71	21	cases	case	NOUN
cana-5978	71	22	,	,	PUNCT
cana-5978	71	23	beating	beat	VERB
cana-5978	71	24	traditional	traditional	ADJ
cana-5978	71	25	accelerators	accelerator	NOUN
cana-5978	71	26	in	in	ADP
cana-5978	71	27	the	the	DET
cana-5978	71	28	domains	domain	NOUN
cana-5978	71	29	of	of	ADP
cana-5978	71	30	both	both	DET
cana-5978	71	31	latency	latency	NOUN
cana-5978	71	32	and	and	CCONJ
cana-5978	71	33	task	task	NOUN
cana-5978	71	34	flexibility	flexibility	NOUN
cana-5978	71	35	.	.	PUNCT
cana-5978	72	1	comparative	comparative	ADJ
cana-5978	72	2	performance	performance	NOUN
cana-5978	72	3	of	of	ADP
cana-5978	72	4	neuromorphic	neuromorphic	ADJ
cana-5978	72	5	and	and	CCONJ
cana-5978	72	6	conventional	conventional	ADJ
cana-5978	72	7	ai	ai	NOUN
cana-5978	72	8	accelerators	accelerator	NOUN
cana-5978	72	9	comparative	comparative	ADJ
cana-5978	72	10	analysis	analysis	NOUN
cana-5978	72	11	shows	show	VERB
cana-5978	72	12	that	that	SCONJ
cana-5978	72	13	compared	compare	VERB
cana-5978	72	14	to	to	ADP
cana-5978	72	15	traditional	traditional	ADJ
cana-5978	72	16	ai	ai	NOUN
cana-5978	72	17	accelerators	accelerator	NOUN
cana-5978	72	18	,	,	PUNCT
cana-5978	72	19	the	the	DET
cana-5978	72	20	neuromorphic	neuromorphic	ADJ
cana-5978	72	21	hardware	hardware	NOUN
cana-5978	72	22	works	work	VERB
cana-5978	72	23	much	much	ADV
cana-5978	72	24	better	well	ADV
cana-5978	72	25	in	in	ADP
cana-5978	72	26	energy	energy	NOUN
cana-5978	72	27	-	-	PUNCT
cana-5978	72	28	limited	limit	VERB
cana-5978	72	29	settings	setting	NOUN
cana-5978	72	30	.	.	PUNCT
cana-5978	73	1	according	accord	VERB
cana-5978	73	2	to	to	ADP
cana-5978	73	3	loihi	loihi	ADJ
cana-5978	73	4	neuromorphic	neuromorphic	ADJ
cana-5978	73	5	processors	processor	NOUN
cana-5978	73	6	,	,	PUNCT
cana-5978	73	7	utilizing	utilize	VERB
cana-5978	73	8	such	such	ADJ
cana-5978	73	9	devices	device	NOUN
cana-5978	73	10	15x	15x	NUM
cana-5978	73	11	le	le	X
cana-5978	73	12	than	than	ADP
cana-5978	73	13	gpus	gpu	NOUN
cana-5978	73	14	on	on	ADP
cana-5978	73	15	sparse	sparse	ADJ
cana-5978	73	16	workloads	workload	NOUN
cana-5978	73	17	,	,	PUNCT
cana-5978	73	18	with	with	ADP
cana-5978	73	19	only	only	ADV
cana-5978	73	20	a	a	DET
cana-5978	73	21	slight	slight	ADJ
cana-5978	73	22	difference	difference	NOUN
cana-5978	73	23	in	in	ADP
cana-5978	73	24	accuracy	accuracy	NOUN
cana-5978	73	25	when	when	SCONJ
cana-5978	73	26	used	use	VERB
cana-5978	73	27	in	in	ADP
cana-5978	73	28	speech	speech	NOUN
cana-5978	73	29	recognition	recognition	NOUN
cana-5978	73	30	.	.	PUNCT
cana-5978	74	1	lin	lin	PROPN
cana-5978	74	2	et	et	PROPN
cana-5978	74	3	al	al	PROPN
cana-5978	74	4	.	.	PROPN
cana-5978	75	1	(	(	PUNCT
cana-5978	75	2	2021	2021	NUM
cana-5978	75	3	)	)	PUNCT
cana-5978	75	4	provide	provide	VERB
cana-5978	75	5	a	a	DET
cana-5978	75	6	comparison	comparison	NOUN
cana-5978	75	7	of	of	ADP
cana-5978	75	8	low	low	ADJ
cana-5978	75	9	-	-	PUNCT
cana-5978	75	10	power	power	NOUN
cana-5978	75	11	cnn	cnn	PROPN
cana-5978	75	12	accelerators	accelerator	NOUN
cana-5978	75	13	and	and	CCONJ
cana-5978	75	14	neuromorphic	neuromorphic	ADJ
cana-5978	75	15	chips	chip	NOUN
cana-5978	75	16	,	,	PUNCT
cana-5978	75	17	and	and	CCONJ
cana-5978	75	18	state	state	NOUN
cana-5978	75	19	that	that	SCONJ
cana-5978	75	20	the	the	DET
cana-5978	75	21	latter	latter	ADJ
cana-5978	75	22	may	may	AUX
cana-5978	75	23	exceed	exceed	VERB
cana-5978	75	24	cnn	cnn	PROPN
cana-5978	75	25	accelerator	accelerator	NOUN
cana-5978	75	26	performance	performance	NOUN
cana-5978	75	27	in	in	ADP
cana-5978	75	28	50	50	NUM
cana-5978	75	29	-	-	SYM
cana-5978	75	30	100	100	NUM
cana-5978	75	31	tops	top	NOUN
cana-5978	75	32	/	/	SYM
cana-5978	75	33	w	w	NOUN
cana-5978	75	34	as	as	SCONJ
cana-5978	75	35	mac	mac	NOUN
cana-5978	75	36	operations	operation	NOUN
cana-5978	75	37	can	can	AUX
cana-5978	75	38	be	be	AUX
cana-5978	75	39	done	do	VERB
cana-5978	75	40	on	on	ADP
cana-5978	75	41	crossbar	crossbar	NOUN
cana-5978	75	42	memristors	memristor	NOUN
cana-5978	75	43	that	that	PRON
cana-5978	75	44	are	be	AUX
cana-5978	75	45	integrated	integrate	VERB
cana-5978	75	46	in	in	ADP
cana-5978	75	47	the	the	DET
cana-5978	75	48	chips	chip	NOUN
cana-5978	75	49	.	.	PUNCT
cana-5978	76	1	according	accord	VERB
cana-5978	76	2	to	to	ADP
cana-5978	76	3	putra	putra	PROPN
cana-5978	76	4	et	et	PROPN
cana-5978	76	5	al	al	PROPN
cana-5978	76	6	.	.	PROPN
cana-5978	77	1	(	(	PUNCT
cana-5978	77	2	2025	2025	NUM
cana-5978	77	3	)	)	PUNCT
cana-5978	77	4	,	,	PUNCT
cana-5978	77	5	since	since	SCONJ
cana-5978	77	6	on	on	ADP
cana-5978	77	7	-	-	PUNCT
cana-5978	77	8	chip	chip	NOUN
cana-5978	77	9	stdp	stdp	NOUN
cana-5978	77	10	learning	learning	NOUN
cana-5978	77	11	reduces	reduce	VERB
cana-5978	77	12	the	the	DET
cana-5978	77	13	memory	memory	NOUN
cana-5978	77	14	transfer	transfer	NOUN
cana-5978	77	15	costs	cost	NOUN
cana-5978	77	16	,	,	PUNCT
cana-5978	77	17	it	it	PRON
cana-5978	77	18	contrasts	contrast	VERB
cana-5978	77	19	with	with	ADP
cana-5978	77	20	gpu	gpu	NOUN
cana-5978	77	21	which	which	PRON
cana-5978	77	22	show	show	VERB
cana-5978	77	23	high	high	ADJ
cana-5978	77	24	memory	memory	NOUN
cana-5978	77	25	access	access	NOUN
cana-5978	77	26	overheads	overhead	NOUN
cana-5978	77	27	.	.	PUNCT
cana-5978	78	1	accelerator	accelerator	NOUN
cana-5978	78	2	type	type	NOUN
cana-5978	78	3	power	power	NOUN
cana-5978	78	4	(	(	PUNCT
cana-5978	78	5	w	w	NOUN
cana-5978	78	6	)	)	PUNCT
cana-5978	78	7	accuracy	accuracy	NOUN
cana-5978	78	8	(	(	PUNCT
cana-5978	78	9	%	%	INTJ
cana-5978	78	10	)	)	PUNCT
cana-5978	78	11	energy	energy	NOUN
cana-5978	78	12	efficiency	efficiency	NOUN
cana-5978	78	13	(	(	PUNCT
cana-5978	78	14	tops	tops	VERB
cana-5978	78	15	/	/	SYM
cana-5978	78	16	w	w	NOUN
cana-5978	78	17	)	)	PUNCT
cana-5978	78	18	improvement	improvement	NOUN
cana-5978	78	19	factor	factor	NOUN
cana-5978	78	20	reference	reference	NOUN
cana-5978	78	21	gpu	gpu	PROPN
cana-5978	78	22	(	(	PUNCT
cana-5978	78	23	edge	edge	NOUN
cana-5978	78	24	inference	inference	NOUN
cana-5978	78	25	)	)	PUNCT
cana-5978	78	26	15	15	NUM
cana-5978	78	27	w	w	NOUN
cana-5978	78	28	92	92	NUM
cana-5978	78	29	%	%	NOUN
cana-5978	78	30	10	10	NUM
cana-5978	78	31	tops	top	NOUN
cana-5978	78	32	/	/	SYM
cana-5978	78	33	w	w	PROPN
cana-5978	78	34	baseline	baseline	PROPN
cana-5978	78	35	luo	luo	PROPN
cana-5978	78	36	et	et	PROPN
cana-5978	78	37	al	al	PROPN
cana-5978	78	38	.	.	PROPN
cana-5978	78	39	,	,	PUNCT
cana-5978	78	40	2023	2023	NUM
cana-5978	78	41	communications	communication	NOUN
cana-5978	78	42	on	on	ADP
cana-5978	78	43	applied	apply	VERB
cana-5978	78	44	nonlinear	nonlinear	ADJ
cana-5978	78	45	analysis	analysis	NOUN
cana-5978	78	46	issn	issn	NOUN
cana-5978	78	47	:	:	PUNCT
cana-5978	78	48	1074	1074	NUM
cana-5978	78	49	-	-	PUNCT
cana-5978	78	50	133x	133x	NUM
cana-5978	78	51	vol	vol	NOUN
cana-5978	78	52	32	32	NUM
cana-5978	78	53	no	no	NOUN
cana-5978	78	54	.	.	PUNCT
cana-5978	79	1	1s	1s	NUM
cana-5978	79	2	(	(	PUNCT
cana-5978	79	3	2025	2025	NUM
cana-5978	79	4	)	)	PUNCT
cana-5978	79	5	693	693	NUM
cana-5978	79	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5978	79	7	cnn	cnn	PROPN
cana-5978	79	8	edge	edge	VERB
cana-5978	79	9	accelerator	accelerator	NOUN
cana-5978	79	10	2	2	NUM
cana-5978	79	11	w	w	NUM
cana-5978	79	12	91	91	NUM
cana-5978	79	13	%	%	NOUN
cana-5978	79	14	50	50	NUM
cana-5978	79	15	tops	top	NOUN
cana-5978	79	16	/	/	SYM
cana-5978	79	17	w	w	NOUN
cana-5978	79	18	5×	5×	NUM
cana-5978	79	19	lin	lin	PROPN
cana-5978	79	20	et	et	PROPN
cana-5978	79	21	al	al	PROPN
cana-5978	79	22	.	.	PROPN
cana-5978	79	23	,	,	PUNCT
cana-5978	79	24	2021	2021	NUM
cana-5978	79	25	neuromorphic	neuromorphic	ADJ
cana-5978	79	26	(	(	PUNCT
cana-5978	79	27	loihi	loihi	PROPN
cana-5978	79	28	)	)	PUNCT
cana-5978	79	29	0.1	0.1	NUM
cana-5978	79	30	w	w	NUM
cana-5978	79	31	90	90	NUM
cana-5978	79	32	%	%	NOUN
cana-5978	79	33	150	150	NUM
cana-5978	79	34	tops	top	NOUN
cana-5978	79	35	/	/	SYM
cana-5978	79	36	w	w	PROPN
cana-5978	79	37	15×	15×	NUM
cana-5978	79	38	luo	luo	PROPN
cana-5978	79	39	et	et	PROPN
cana-5978	79	40	al	al	PROPN
cana-5978	79	41	.	.	PROPN
cana-5978	79	42	,	,	PUNCT
cana-5978	79	43	2023	2023	NUM
cana-5978	79	44	memristor	memristor	NOUN
cana-5978	79	45	bnn	bnn	PROPN
cana-5978	79	46	chip	chip	PROPN
cana-5978	79	47	0.05	0.05	NUM
cana-5978	79	48	w	w	NUM
cana-5978	79	49	89	89	NUM
cana-5978	79	50	%	%	NOUN
cana-5978	79	51	180	180	NUM
cana-5978	79	52	tops	top	NOUN
cana-5978	79	53	/	/	SYM
cana-5978	79	54	w	w	PROPN
cana-5978	79	55	18×	18×	NUM
cana-5978	79	56	jebali	jebali	PROPN
cana-5978	79	57	et	et	PROPN
cana-5978	79	58	al	al	PROPN
cana-5978	79	59	.	.	PROPN
cana-5978	79	60	,	,	PUNCT
cana-5978	79	61	2024	2024	NUM
cana-5978	79	62	table	table	NOUN
cana-5978	79	63	3	3	NUM
cana-5978	79	64	:	:	PUNCT
cana-5978	79	65	comparative	comparative	ADJ
cana-5978	79	66	performance	performance	NOUN
cana-5978	79	67	of	of	ADP
cana-5978	79	68	neuromorphic	neuromorphic	ADJ
cana-5978	79	69	vs	vs	ADP
cana-5978	79	70	conventional	conventional	ADJ
cana-5978	79	71	accelerators	accelerator	NOUN
cana-5978	79	72	jebali	jebali	PROPN
cana-5978	79	73	et	et	PROPN
cana-5978	79	74	al	al	PROPN
cana-5978	79	75	.	.	PROPN
cana-5978	80	1	(	(	PUNCT
cana-5978	80	2	2024	2024	NUM
cana-5978	80	3	)	)	PUNCT
cana-5978	80	4	further	far	ADV
cana-5978	80	5	support	support	VERB
cana-5978	80	6	this	this	PRON
cana-5978	80	7	through	through	ADP
cana-5978	80	8	the	the	DET
cana-5978	80	9	use	use	NOUN
cana-5978	80	10	of	of	ADP
cana-5978	80	11	binarized	binarize	VERB
cana-5978	80	12	neural	neural	ADJ
cana-5978	80	13	networks	network	NOUN
cana-5978	80	14	based	base	VERB
cana-5978	80	15	on	on	ADP
cana-5978	80	16	memristors	memristor	NOUN
cana-5978	80	17	that	that	PRON
cana-5978	80	18	provide	provide	VERB
cana-5978	80	19	sustained	sustained	ADJ
cana-5978	80	20	inference	inference	NOUN
cana-5978	80	21	with	with	ADP
cana-5978	80	22	milliwatts	milliwatt	NOUN
cana-5978	80	23	of	of	ADP
cana-5978	80	24	power	power	NOUN
cana-5978	80	25	and	and	CCONJ
cana-5978	80	26	gpu	gpu	NOUN
cana-5978	80	27	performance	performance	NOUN
cana-5978	80	28	requires	require	VERB
cana-5978	80	29	tens	ten	NOUN
cana-5978	80	30	of	of	ADP
cana-5978	80	31	watts	watt	NOUN
cana-5978	80	32	.	.	PUNCT
cana-5978	81	1	according	accord	VERB
cana-5978	81	2	to	to	ADP
cana-5978	81	3	lajlan	lajlan	PROPN
cana-5978	81	4	and	and	CCONJ
cana-5978	81	5	ibrahim	ibrahim	PROPN
cana-5978	81	6	(	(	PUNCT
cana-5978	81	7	2022	2022	NUM
cana-5978	81	8	)	)	PUNCT
cana-5978	81	9	,	,	PUNCT
cana-5978	81	10	tinyml	tinyml	ADJ
cana-5978	81	11	systems	system	NOUN
cana-5978	81	12	to	to	PART
cana-5978	81	13	run	run	VERB
cana-5978	81	14	cnn	cnn	PROPN
cana-5978	81	15	inferences	inference	NOUN
cana-5978	81	16	are	be	AUX
cana-5978	81	17	not	not	PART
cana-5978	81	18	very	very	ADV
cana-5978	81	19	adaptable	adaptable	ADJ
cana-5978	81	20	and	and	CCONJ
cana-5978	81	21	do	do	AUX
cana-5978	81	22	not	not	PART
cana-5978	81	23	measure	measure	VERB
cana-5978	81	24	up	up	ADP
cana-5978	81	25	to	to	ADP
cana-5978	81	26	the	the	DET
cana-5978	81	27	snn	snn	PROPN
cana-5978	81	28	neuromorphic	neuromorphic	ADJ
cana-5978	81	29	systems	system	NOUN
cana-5978	81	30	in	in	ADP
cana-5978	81	31	terms	term	NOUN
cana-5978	81	32	of	of	ADP
cana-5978	81	33	self	self	NOUN
cana-5978	81	34	-	-	PUNCT
cana-5978	81	35	learning	learn	VERB
cana-5978	81	36	capacity	capacity	NOUN
cana-5978	81	37	on	on	ADP
cana-5978	81	38	the	the	DET
cana-5978	81	39	continuous	continuous	ADJ
cana-5978	81	40	sensory	sensory	ADJ
cana-5978	81	41	inputs	input	NOUN
cana-5978	81	42	.	.	PUNCT
cana-5978	82	1	all	all	ADV
cana-5978	82	2	in	in	ADP
cana-5978	82	3	all	all	PRON
cana-5978	82	4	,	,	PUNCT
cana-5978	82	5	neuromorphic	neuromorphic	ADJ
cana-5978	82	6	processors	processor	NOUN
cana-5978	82	7	offer	offer	VERB
cana-5978	82	8	an	an	DET
cana-5978	82	9	improvement	improvement	NOUN
cana-5978	82	10	by	by	ADP
cana-5978	82	11	an	an	DET
cana-5978	82	12	order	order	NOUN
cana-5978	82	13	of	of	ADP
cana-5978	82	14	magnitude	magnitude	NOUN
cana-5978	82	15	in	in	ADP
cana-5978	82	16	energy	energy	NOUN
cana-5978	82	17	-	-	PUNCT
cana-5978	82	18	delay	delay	NOUN
cana-5978	82	19	product	product	NOUN
cana-5978	82	20	and	and	CCONJ
cana-5978	82	21	improved	improve	VERB
cana-5978	82	22	scalability	scalability	NOUN
cana-5978	82	23	of	of	ADP
cana-5978	82	24	resource	resource	NOUN
cana-5978	82	25	-	-	PUNCT
cana-5978	82	26	constrained	constrain	VERB
cana-5978	82	27	embedded	embed	VERB
cana-5978	82	28	devices	device	NOUN
cana-5978	82	29	,	,	PUNCT
cana-5978	82	30	and	and	CCONJ
cana-5978	82	31	by	by	ADP
cana-5978	82	32	extension	extension	NOUN
cana-5978	82	33	as	as	ADP
cana-5978	82	34	a	a	DET
cana-5978	82	35	disruptive	disruptive	ADJ
cana-5978	82	36	technology	technology	NOUN
cana-5978	82	37	to	to	ADP
cana-5978	82	38	conventional	conventional	ADJ
cana-5978	82	39	accelerators	accelerator	NOUN
cana-5978	82	40	in	in	ADP
cana-5978	82	41	low	low	ADJ
cana-5978	82	42	-	-	PUNCT
cana-5978	82	43	power	power	NOUN
cana-5978	82	44	autonomous	autonomous	NOUN
cana-5978	82	45	ai	ai	NOUN
cana-5978	82	46	use	use	NOUN
cana-5978	82	47	cases	case	NOUN
cana-5978	82	48	.	.	PUNCT
cana-5978	83	1	industrial	industrial	ADJ
cana-5978	83	2	applications	application	NOUN
cana-5978	83	3	of	of	ADP
cana-5978	83	4	neuromorphic	neuromorphic	ADJ
cana-5978	83	5	chips	chip	NOUN
cana-5978	83	6	for	for	ADP
cana-5978	83	7	sustainable	sustainable	ADJ
cana-5978	83	8	edge	edge	NOUN
cana-5978	83	9	intelligence	intelligence	NOUN
cana-5978	83	10	neuromorphic	neuromorphic	ADJ
cana-5978	83	11	chips	chip	NOUN
cana-5978	83	12	are	be	AUX
cana-5978	83	13	in	in	ADP
cana-5978	83	14	motion	motion	NOUN
cana-5978	83	15	across	across	ADP
cana-5978	83	16	sectors	sector	NOUN
cana-5978	83	17	that	that	PRON
cana-5978	83	18	need	need	VERB
cana-5978	83	19	edge	edge	NOUN
cana-5978	83	20	brilliance	brilliance	NOUN
cana-5978	83	21	that	that	PRON
cana-5978	83	22	is	be	AUX
cana-5978	83	23	both	both	PRON
cana-5978	83	24	enduring	enduring	ADJ
cana-5978	83	25	and	and	CCONJ
cana-5978	83	26	ever	ever	ADV
cana-5978	83	27	-	-	PUNCT
cana-5978	83	28	present	present	ADJ
cana-5978	83	29	.	.	PUNCT
cana-5978	84	1	the	the	DET
cana-5978	84	2	use	use	NOUN
cana-5978	84	3	of	of	ADP
cana-5978	84	4	their	their	PRON
cana-5978	84	5	counterparts	counterpart	NOUN
cana-5978	84	6	in	in	ADP
cana-5978	84	7	smart	smart	ADJ
cana-5978	84	8	cities	city	NOUN
cana-5978	84	9	is	be	AUX
cana-5978	84	10	featured	feature	VERB
cana-5978	84	11	in	in	ADP
cana-5978	84	12	a	a	DET
cana-5978	84	13	paper	paper	NOUN
cana-5978	84	14	by	by	ADP
cana-5978	84	15	galia	galia	PROPN
cana-5978	84	16	(	(	PUNCT
cana-5978	84	17	2025	2025	NUM
cana-5978	84	18	):	):	PUNCT
cana-5978	84	19	energy	energy	NOUN
cana-5978	84	20	-	-	PUNCT
cana-5978	84	21	efficient	efficient	ADJ
cana-5978	84	22	anomaly	anomaly	NOUN
cana-5978	84	23	detection	detection	NOUN
cana-5978	84	24	systems	system	NOUN
cana-5978	84	25	target	target	VERB
cana-5978	84	26	to	to	PART
cana-5978	84	27	attain	attain	VERB
cana-5978	84	28	a	a	DET
cana-5978	84	29	sensor	sensor	NOUN
cana-5978	84	30	lifetime	lifetime	NOUN
cana-5978	84	31	extension	extension	NOUN
cana-5978	84	32	range	range	NOUN
cana-5978	84	33	of	of	ADP
cana-5978	84	34	5	5	NUM
cana-5978	84	35	-	-	SYM
cana-5978	84	36	10	10	NUM
cana-5978	84	37	years	year	NOUN
cana-5978	84	38	under	under	ADP
cana-5978	84	39	solar	solar	ADJ
cana-5978	84	40	power	power	NOUN
cana-5978	84	41	consumption	consumption	NOUN
cana-5978	84	42	.	.	PUNCT
cana-5978	85	1	tinyml	tinyml	ADJ
cana-5978	85	2	and	and	CCONJ
cana-5978	85	3	neuromorphic	neuromorphic	ADJ
cana-5978	85	4	fusion	fusion	NOUN
cana-5978	85	5	-	-	PUNCT
cana-5978	85	6	based	base	VERB
cana-5978	85	7	technologies	technology	NOUN
cana-5978	85	8	allow	allow	VERB
cana-5978	85	9	non	non	ADJ
cana-5978	85	10	-	-	ADJ
cana-5978	85	11	stop	stop	ADJ
cana-5978	85	12	tracking	tracking	NOUN
cana-5978	85	13	of	of	ADP
cana-5978	85	14	ecg	ecg	PROPN
cana-5978	85	15	to	to	PART
cana-5978	85	16	detect	detect	VERB
cana-5978	85	17	arrhythmias	arrhythmia	NOUN
cana-5978	85	18	at	at	ADP
cana-5978	85	19	less	less	ADJ
cana-5978	85	20	than	than	ADP
cana-5978	85	21	5mw	5mw	ADJ
cana-5978	85	22	(	(	PUNCT
cana-5978	85	23	lajlan	lajlan	PROPN
cana-5978	85	24	and	and	CCONJ
cana-5978	85	25	ibrahim	ibrahim	PROPN
cana-5978	85	26	,	,	PUNCT
cana-5978	85	27	2022	2022	NUM
cana-5978	85	28	)	)	PUNCT
cana-5978	85	29	.	.	PUNCT
cana-5978	86	1	in	in	ADP
cana-5978	86	2	industrial	industrial	ADJ
cana-5978	86	3	iot	iot	NOUN
cana-5978	86	4	,	,	PUNCT
cana-5978	86	5	putra	putra	PROPN
cana-5978	86	6	and	and	CCONJ
cana-5978	86	7	et	et	PROPN
cana-5978	86	8	al	al	PROPN
cana-5978	86	9	.	.	PROPN
cana-5978	87	1	(	(	PUNCT
cana-5978	87	2	2025	2025	NUM
cana-5978	87	3	)	)	PUNCT
cana-5978	87	4	cite	cite	VERB
cana-5978	87	5	neuromorphic	neuromorphic	ADJ
cana-5978	87	6	processors	processor	NOUN
cana-5978	87	7	as	as	SCONJ
cana-5978	87	8	deployed	deploy	VERB
cana-5978	87	9	to	to	ADP
cana-5978	87	10	predictive	predictive	ADJ
cana-5978	87	11	maintenance	maintenance	NOUN
cana-5978	87	12	,	,	PUNCT
cana-5978	87	13	detecting	detect	VERB
cana-5978	87	14	motor	motor	NOUN
cana-5978	87	15	anomalies	anomaly	NOUN
cana-5978	87	16	in	in	ADP
cana-5978	87	17	less	less	ADJ
cana-5978	87	18	than	than	ADP
cana-5978	87	19	3	3	NUM
cana-5978	87	20	ms	ms	NOUN
cana-5978	87	21	,	,	PUNCT
cana-5978	87	22	avoiding	avoid	VERB
cana-5978	87	23	the	the	DET
cana-5978	87	24	costly	costly	ADJ
cana-5978	87	25	downtime	downtime	NOUN
cana-5978	87	26	.	.	PUNCT
cana-5978	88	1	industry	industry	NOUN
cana-5978	88	2	sector	sector	NOUN
cana-5978	88	3	application	application	NOUN
cana-5978	88	4	example	example	NOUN
cana-5978	88	5	power	power	NOUN
cana-5978	88	6	requirement	requirement	NOUN
cana-5978	88	7	(	(	PUNCT
cana-5978	88	8	mw	mw	NOUN
cana-5978	88	9	)	)	PUNCT
cana-5978	88	10	performance	performance	NOUN
cana-5978	88	11	metric	metric	ADJ
cana-5978	88	12	reference	reference	NOUN
cana-5978	88	13	healthcare	healthcare	PROPN
cana-5978	88	14	ecg	ecg	PROPN
cana-5978	88	15	monitoring	monitor	VERB
cana-5978	88	16	wearable	wearable	ADJ
cana-5978	88	17	5	5	NUM
cana-5978	88	18	mw	mw	ADJ
cana-5978	88	19	continuous	continuous	ADJ
cana-5978	88	20	arrhythmia	arrhythmia	NOUN
cana-5978	88	21	detection	detection	NOUN
cana-5978	88	22	alajlan	alajlan	PROPN
cana-5978	88	23	&	&	CCONJ
cana-5978	88	24	ibrahim	ibrahim	PROPN
cana-5978	88	25	,	,	PUNCT
cana-5978	88	26	2022	2022	NUM
cana-5978	88	27	industrial	industrial	ADJ
cana-5978	88	28	iot	iot	NOUN
cana-5978	88	29	motor	motor	NOUN
cana-5978	88	30	fault	fault	NOUN
cana-5978	88	31	detection	detection	NOUN
cana-5978	88	32	8	8	NUM
cana-5978	88	33	mw	mw	NOUN
cana-5978	88	34	anomaly	anomaly	NOUN
cana-5978	88	35	detected	detect	VERB
cana-5978	88	36	in	in	ADP
cana-5978	88	37	<3	<3	PROPN
cana-5978	88	38	ms	ms	PROPN
cana-5978	88	39	putra	putra	PROPN
cana-5978	88	40	et	et	PROPN
cana-5978	88	41	al	al	PROPN
cana-5978	88	42	.	.	PROPN
cana-5978	88	43	,	,	PUNCT
cana-5978	88	44	2025	2025	NUM
cana-5978	88	45	robotics	robotic	NOUN
cana-5978	88	46	autonomous	autonomous	ADJ
cana-5978	88	47	navigation	navigation	PROPN
cana-5978	88	48	mcu	mcu	PROPN
cana-5978	88	49	12	12	NUM
cana-5978	88	50	mw	mw	NOUN
cana-5978	88	51	40	40	NUM
cana-5978	88	52	%	%	NOUN
cana-5978	88	53	energy	energy	NOUN
cana-5978	88	54	savings	saving	NOUN
cana-5978	88	55	jussinmäki	jussinmäki	PROPN
cana-5978	88	56	et	et	PROPN
cana-5978	88	57	al	al	PROPN
cana-5978	88	58	.	.	PROPN
cana-5978	88	59	,	,	PUNCT
cana-5978	88	60	2025	2025	NUM
cana-5978	88	61	communications	communication	NOUN
cana-5978	88	62	on	on	ADP
cana-5978	88	63	applied	apply	VERB
cana-5978	88	64	nonlinear	nonlinear	ADJ
cana-5978	88	65	analysis	analysis	NOUN
cana-5978	88	66	issn	issn	NOUN
cana-5978	88	67	:	:	PUNCT
cana-5978	88	68	1074	1074	NUM
cana-5978	88	69	-	-	PUNCT
cana-5978	88	70	133x	133x	NUM
cana-5978	88	71	vol	vol	NOUN
cana-5978	88	72	32	32	NUM
cana-5978	89	1	no	no	NOUN
cana-5978	89	2	.	.	PUNCT
cana-5978	90	1	1s	1s	NUM
cana-5978	90	2	(	(	PUNCT
cana-5978	90	3	2025	2025	NUM
cana-5978	90	4	)	)	PUNCT
cana-5978	91	1	694	694	NUM
cana-5978	91	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-5978	91	3	smart	smart	ADJ
cana-5978	91	4	cities	city	NOUN
cana-5978	91	5	anomaly	anomaly	NOUN
cana-5978	91	6	detection	detection	NOUN
cana-5978	91	7	sensors	sensor	NOUN
cana-5978	91	8	6	6	NUM
cana-5978	91	9	mw	mw	ADJ
cana-5978	91	10	10	10	NUM
cana-5978	91	11	-	-	PUNCT
cana-5978	91	12	year	year	NOUN
cana-5978	91	13	operational	operational	ADJ
cana-5978	91	14	lifetime	lifetime	NOUN
cana-5978	91	15	sigala	sigala	NOUN
cana-5978	91	16	,	,	PUNCT
cana-5978	91	17	2025	2025	NUM
cana-5978	91	18	table	table	NOUN
cana-5978	91	19	4	4	NUM
cana-5978	91	20	:	:	PUNCT
cana-5978	91	21	industrial	industrial	ADJ
cana-5978	91	22	applications	application	NOUN
cana-5978	91	23	of	of	ADP
cana-5978	91	24	neuromorphic	neuromorphic	ADJ
cana-5978	91	25	chips	chip	NOUN
cana-5978	91	26	uses	uses	AUX
cana-5978	91	27	include	include	VERB
cana-5978	91	28	autonomous	autonomous	ADJ
cana-5978	91	29	robotics	robotic	NOUN
cana-5978	91	30	,	,	PUNCT
cana-5978	91	31	where	where	SCONJ
cana-5978	91	32	,	,	PUNCT
cana-5978	91	33	in	in	ADP
cana-5978	91	34	an	an	DET
cana-5978	91	35	alternative	alternative	ADJ
cana-5978	91	36	embodiment	embodiment	NOUN
cana-5978	91	37	,	,	PUNCT
cana-5978	91	38	neuromorphic	neuromorphic	ADJ
cana-5978	91	39	microcontrollers	microcontroller	NOUN
cana-5978	91	40	further	far	ADV
cana-5978	91	41	save	save	VERB
cana-5978	91	42	energy	energy	NOUN
cana-5978	91	43	by	by	ADP
cana-5978	91	44	40	40	NUM
cana-5978	91	45	per	per	ADP
cana-5978	91	46	cent	cent	NOUN
cana-5978	91	47	over	over	ADP
cana-5978	91	48	systems	system	NOUN
cana-5978	91	49	powered	power	VERB
cana-5978	91	50	by	by	ADP
cana-5978	91	51	gpus	gpus	PROPN
cana-5978	91	52	(	(	PUNCT
cana-5978	91	53	jussinmaki	jussinmaki	PROPN
cana-5978	91	54	et	et	PROPN
cana-5978	91	55	al	al	PROPN
cana-5978	91	56	.	.	PROPN
cana-5978	91	57	,	,	PUNCT
cana-5978	91	58	2025	2025	NUM
cana-5978	91	59	)	)	PUNCT
cana-5978	91	60	.	.	PUNCT
cana-5978	92	1	uav	uav	PROPN
cana-5978	92	2	and	and	CCONJ
cana-5978	92	3	drone	drone	NOUN
cana-5978	92	4	use	use	NOUN
cana-5978	92	5	are	be	AUX
cana-5978	92	6	also	also	ADV
cana-5978	92	7	promoted	promote	VERB
cana-5978	92	8	,	,	PUNCT
cana-5978	92	9	as	as	ADP
cana-5978	92	10	sparse	sparse	ADJ
cana-5978	92	11	spiking	spike	VERB
cana-5978	92	12	minimises	minimise	NOUN
cana-5978	92	13	the	the	DET
cana-5978	92	14	onboard	onboard	ADJ
cana-5978	92	15	computational	computational	ADJ
cana-5978	92	16	cost	cost	NOUN
cana-5978	92	17	,	,	PUNCT
cana-5978	92	18	and	and	CCONJ
cana-5978	92	19	uav	uav	PROPN
cana-5978	92	20	flight	flight	NOUN
cana-5978	92	21	endurance	endurance	NOUN
cana-5978	92	22	is	be	AUX
cana-5978	92	23	increased	increase	VERB
cana-5978	92	24	by	by	ADP
cana-5978	92	25	20	20	NUM
cana-5978	92	26	30	30	NUM
cana-5978	92	27	%	%	NOUN
cana-5978	92	28	.	.	PUNCT
cana-5978	93	1	with	with	ADP
cana-5978	93	2	reference	reference	NOUN
cana-5978	93	3	to	to	ADP
cana-5978	93	4	materials	material	NOUN
cana-5978	93	5	science	science	NOUN
cana-5978	93	6	,	,	PUNCT
cana-5978	93	7	xia	xia	PROPN
cana-5978	93	8	et	et	PROPN
cana-5978	93	9	al	al	PROPN
cana-5978	93	10	.	.	PROPN
cana-5978	94	1	(	(	PUNCT
cana-5978	94	2	2025	2025	NUM
cana-5978	94	3	)	)	PUNCT
cana-5978	94	4	prioritise	prioritise	ADP
cana-5978	94	5	the	the	DET
cana-5978	94	6	in	in	ADP
cana-5978	94	7	-	-	PUNCT
cana-5978	94	8	size	size	NOUN
cana-5978	94	9	energy	energy	NOUN
cana-5978	94	10	harvesting	harvesting	NOUN
cana-5978	94	11	and	and	CCONJ
cana-5978	94	12	embedded	embed	VERB
cana-5978	94	13	intelligence	intelligence	NOUN
cana-5978	94	14	of	of	ADP
cana-5978	94	15	smart	smart	ADJ
cana-5978	94	16	grids	grid	NOUN
cana-5978	94	17	using	use	VERB
cana-5978	94	18	memristor	memristor	NOUN
cana-5978	94	19	-	-	PUNCT
cana-5978	94	20	based	base	VERB
cana-5978	94	21	neuromorphic	neuromorphic	ADJ
cana-5978	94	22	devices	device	NOUN
cana-5978	94	23	.	.	PUNCT
cana-5978	95	1	taken	take	VERB
cana-5978	95	2	together	together	ADV
cana-5978	95	3	,	,	PUNCT
cana-5978	95	4	these	these	DET
cana-5978	95	5	results	result	VERB
cana-5978	95	6	validate	validate	VERB
cana-5978	95	7	that	that	SCONJ
cana-5978	95	8	neuromorphic	neuromorphic	ADJ
cana-5978	95	9	chips	chip	NOUN
cana-5978	95	10	are	be	AUX
cana-5978	95	11	not	not	PART
cana-5978	95	12	simply	simply	ADV
cana-5978	95	13	new	new	ADJ
cana-5978	95	14	technology	technology	NOUN
cana-5978	95	15	demonstrators	demonstrator	NOUN
cana-5978	95	16	but	but	CCONJ
cana-5978	95	17	viable	viable	ADJ
cana-5978	95	18	solutions	solution	NOUN
cana-5978	95	19	to	to	ADP
cana-5978	95	20	the	the	DET
cana-5978	95	21	intelligent	intelligent	ADJ
cana-5978	95	22	and	and	CCONJ
cana-5978	95	23	sustainable	sustainable	ADJ
cana-5978	95	24	end	end	NOUN
cana-5978	95	25	-	-	PUNCT
cana-5978	95	26	to	to	ADP
cana-5978	95	27	-	-	PUNCT
cana-5978	95	28	end	end	NOUN
cana-5978	95	29	device	device	NOUN
cana-5978	95	30	and	and	CCONJ
cana-5978	95	31	infrastructure	infrastructure	NOUN
cana-5978	95	32	,	,	PUNCT
cana-5978	95	33	such	such	ADJ
cana-5978	95	34	as	as	ADP
cana-5978	95	35	those	those	PRON
cana-5978	95	36	seen	see	VERB
cana-5978	95	37	in	in	ADP
cana-5978	95	38	healthcare	healthcare	NOUN
cana-5978	95	39	,	,	PUNCT
cana-5978	95	40	robotics	robotic	NOUN
cana-5978	95	41	,	,	PUNCT
cana-5978	95	42	industrial	industrial	ADJ
cana-5978	95	43	iot	iot	NOUN
cana-5978	95	44	,	,	PUNCT
cana-5978	95	45	and	and	CCONJ
cana-5978	95	46	urban	urban	ADJ
cana-5978	95	47	infrastructure	infrastructure	NOUN
cana-5978	95	48	,	,	PUNCT
cana-5978	95	49	where	where	SCONJ
cana-5978	95	50	power	power	NOUN
cana-5978	95	51	efficiency	efficiency	NOUN
cana-5978	95	52	,	,	PUNCT
cana-5978	95	53	real	real	ADJ
cana-5978	95	54	-	-	PUNCT
cana-5978	95	55	time	time	NOUN
cana-5978	95	56	responsiveness	responsiveness	NOUN
cana-5978	95	57	,	,	PUNCT
cana-5978	95	58	and	and	CCONJ
cana-5978	95	59	system	system	NOUN
cana-5978	95	60	life	life	NOUN
cana-5978	95	61	are	be	AUX
cana-5978	95	62	paramount	paramount	ADJ
cana-5978	95	63	to	to	ADP
cana-5978	95	64	deployment	deployment	NOUN
cana-5978	95	65	.	.	PUNCT
cana-5978	96	1	conclusion	conclusion	NOUN
cana-5978	96	2	in	in	ADP
cana-5978	96	3	this	this	DET
cana-5978	96	4	study	study	NOUN
cana-5978	96	5	,	,	PUNCT
cana-5978	96	6	the	the	DET
cana-5978	96	7	researchers	researcher	NOUN
cana-5978	96	8	have	have	AUX
cana-5978	96	9	found	find	VERB
cana-5978	96	10	that	that	SCONJ
cana-5978	96	11	neuromorphic	neuromorphic	ADJ
cana-5978	96	12	computing	computing	NOUN
cana-5978	96	13	chips	chip	NOUN
cana-5978	96	14	are	be	AUX
cana-5978	96	15	a	a	DET
cana-5978	96	16	disruptive	disruptive	ADJ
cana-5978	96	17	innovation	innovation	NOUN
cana-5978	96	18	to	to	PART
cana-5978	96	19	further	far	ADV
cana-5978	96	20	provide	provide	VERB
cana-5978	96	21	significant	significant	ADJ
cana-5978	96	22	energy	energy	NOUN
cana-5978	96	23	savings	saving	NOUN
cana-5978	96	24	,	,	PUNCT
cana-5978	96	25	latency	latency	NOUN
cana-5978	96	26	improvements	improvement	NOUN
cana-5978	96	27	,	,	PUNCT
cana-5978	96	28	as	as	ADV
cana-5978	96	29	well	well	ADV
cana-5978	96	30	as	as	ADP
cana-5978	96	31	realtime	realtime	ADJ
cana-5978	96	32	responsiveness	responsiveness	NOUN
cana-5978	96	33	to	to	PART
cana-5978	96	34	edge	edge	VERB
cana-5978	96	35	ai	ai	VERB
cana-5978	96	36	applications	application	NOUN
cana-5978	96	37	.	.	PUNCT
cana-5978	97	1	secondary	secondary	ADJ
cana-5978	97	2	sources	source	NOUN
cana-5978	97	3	provide	provide	VERB
cana-5978	97	4	evidence	evidence	NOUN
cana-5978	97	5	that	that	SCONJ
cana-5978	97	6	programmable	programmable	ADJ
cana-5978	97	7	accelerators	accelerator	NOUN
cana-5978	97	8	based	base	VERB
cana-5978	97	9	on	on	ADP
cana-5978	97	10	event	event	NOUN
cana-5978	97	11	-	-	PUNCT
cana-5978	97	12	driven	drive	VERB
cana-5978	97	13	snns	snn	NOUN
cana-5978	97	14	,	,	PUNCT
cana-5978	97	15	in	in	ADP
cana-5978	97	16	-	-	PUNCT
cana-5978	97	17	memory	memory	NOUN
cana-5978	97	18	architectures	architecture	NOUN
cana-5978	97	19	,	,	PUNCT
cana-5978	97	20	and	and	CCONJ
cana-5978	97	21	memristor	memristor	NOUN
cana-5978	97	22	-	-	PUNCT
cana-5978	97	23	based	base	VERB
cana-5978	97	24	designs	design	NOUN
cana-5978	97	25	show	show	VERB
cana-5978	97	26	10	10	NUM
cana-5978	97	27	-	-	PUNCT
cana-5978	97	28	15x	15x	NOUN
cana-5978	97	29	energy	energy	NOUN
cana-5978	97	30	gains	gain	NOUN
cana-5978	97	31	over	over	ADP
cana-5978	97	32	conventional	conventional	ADJ
cana-5978	97	33	accelerators	accelerator	NOUN
cana-5978	97	34	,	,	PUNCT
cana-5978	97	35	which	which	PRON
cana-5978	97	36	enable	enable	VERB
cana-5978	97	37	long	long	ADJ
cana-5978	97	38	-	-	PUNCT
cana-5978	97	39	term	term	NOUN
cana-5978	97	40	sustainable	sustainable	ADJ
cana-5978	97	41	intelligence	intelligence	NOUN
cana-5978	97	42	on	on	ADP
cana-5978	97	43	the	the	DET
cana-5978	97	44	iot	iot	NOUN
cana-5978	97	45	,	,	PUNCT
cana-5978	97	46	robotics	robotic	NOUN
cana-5978	97	47	,	,	PUNCT
cana-5978	97	48	health	health	NOUN
cana-5978	97	49	monitoring	monitoring	NOUN
cana-5978	97	50	,	,	PUNCT
cana-5978	97	51	and	and	CCONJ
cana-5978	97	52	other	other	ADJ
cana-5978	97	53	industrial	industrial	ADJ
cana-5978	97	54	systems	system	NOUN
cana-5978	97	55	.	.	PUNCT
cana-5978	98	1	in	in	ADP
cana-5978	98	2	contrast	contrast	NOUN
cana-5978	98	3	to	to	ADP
cana-5978	98	4	conventional	conventional	ADJ
cana-5978	98	5	gpu	gpu	X
cana-5978	98	6	and	and	CCONJ
cana-5978	98	7	cnn	cnn	PROPN
cana-5978	98	8	-	-	PUNCT
cana-5978	98	9	based	base	VERB
cana-5978	98	10	systems	system	NOUN
cana-5978	98	11	,	,	PUNCT
cana-5978	98	12	neuromorphic	neuromorphic	ADJ
cana-5978	98	13	systems	system	NOUN
cana-5978	98	14	allow	allow	VERB
cana-5978	98	15	continuous	continuous	ADJ
cana-5978	98	16	learning	learning	NOUN
cana-5978	98	17	and	and	CCONJ
cana-5978	98	18	inference	inference	NOUN
cana-5978	98	19	at	at	ADP
cana-5978	98	20	the	the	DET
cana-5978	98	21	milliwatt	milliwatt	PROPN
cana-5978	98	22	power	power	NOUN
cana-5978	98	23	consumption	consumption	NOUN
cana-5978	98	24	level	level	NOUN
cana-5978	98	25	,	,	PUNCT
cana-5978	98	26	a	a	DET
cana-5978	98	27	quality	quality	NOUN
cana-5978	98	28	suitable	suitable	ADJ
cana-5978	98	29	to	to	ADP
cana-5978	98	30	battery	battery	NOUN
cana-5978	98	31	-	-	PUNCT
cana-5978	98	32	powered	power	VERB
cana-5978	98	33	scenarios	scenario	NOUN
cana-5978	98	34	,	,	PUNCT
cana-5978	98	35	or	or	CCONJ
cana-5978	98	36	disconnected	disconnected	ADJ
cana-5978	98	37	settings	setting	NOUN
cana-5978	98	38	.	.	PUNCT
cana-5978	99	1	the	the	DET
cana-5978	99	2	paper	paper	NOUN
cana-5978	99	3	also	also	ADV
cana-5978	99	4	has	have	VERB
cana-5978	99	5	very	very	ADV
cana-5978	99	6	good	good	ADJ
cana-5978	99	7	industrial	industrial	ADJ
cana-5978	99	8	applicability	applicability	NOUN
cana-5978	99	9	in	in	ADP
cana-5978	99	10	smart	smart	ADJ
cana-5978	99	11	cities	city	NOUN
cana-5978	99	12	,	,	PUNCT
cana-5978	99	13	uavs	uavs	NOUN
cana-5978	99	14	and	and	CCONJ
cana-5978	99	15	wearable	wearable	ADJ
cana-5978	99	16	devices	device	NOUN
cana-5978	99	17	.	.	PUNCT
cana-5978	100	1	thus	thus	ADV
cana-5978	100	2	,	,	PUNCT
cana-5978	100	3	neuromorphic	neuromorphic	ADJ
cana-5978	100	4	chips	chip	NOUN
cana-5978	100	5	are	be	AUX
cana-5978	100	6	one	one	NUM
cana-5978	100	7	of	of	ADP
cana-5978	100	8	the	the	DET
cana-5978	100	9	most	most	ADV
cana-5978	100	10	important	important	ADJ
cana-5978	100	11	technologies	technology	NOUN
cana-5978	100	12	to	to	PART
cana-5978	100	13	implement	implement	VERB
cana-5978	100	14	scalable	scalable	ADJ
cana-5978	100	15	,	,	PUNCT
cana-5978	100	16	adaptive	adaptive	ADJ
cana-5978	100	17	and	and	CCONJ
cana-5978	100	18	sustainable	sustainable	ADJ
cana-5978	100	19	ai	ai	VERB
cana-5978	100	20	at	at	ADP
cana-5978	100	21	the	the	DET
cana-5978	100	22	edge	edge	NOUN
cana-5978	100	23	of	of	ADP
cana-5978	100	24	the	the	DET
cana-5978	100	25	network	network	NOUN
cana-5978	100	26	.	.	PUNCT
cana-5978	101	1	references	reference	NOUN
cana-5978	101	2	1	1	NUM
cana-5978	101	3	.	.	PUNCT
cana-5978	102	1	alajlan	alajlan	PROPN
cana-5978	102	2	,	,	PUNCT
cana-5978	102	3	n.n	n.n	PROPN
cana-5978	102	4	.	.	PROPN
cana-5978	102	5	and	and	CCONJ
cana-5978	102	6	ibrahim	ibrahim	PROPN
cana-5978	102	7	,	,	PUNCT
cana-5978	102	8	d.m	d.m	PROPN
cana-5978	102	9	.	.	PROPN
cana-5978	102	10	,	,	PUNCT
cana-5978	102	11	2022	2022	NUM
cana-5978	102	12	.	.	PUNCT
cana-5978	103	1	tinyml	tinyml	ADJ
cana-5978	103	2	:	:	PUNCT
cana-5978	103	3	enabling	enable	VERB
cana-5978	103	4	of	of	ADP
cana-5978	103	5	inference	inference	NOUN
cana-5978	103	6	deep	deep	ADJ
cana-5978	103	7	learning	learning	NOUN
cana-5978	103	8	models	model	NOUN
cana-5978	103	9	on	on	ADP
cana-5978	103	10	ultra	ultra	ADJ
cana-5978	103	11	-	-	ADJ
cana-5978	103	12	low	low	ADJ
cana-5978	103	13	-	-	PUNCT
cana-5978	103	14	power	power	NOUN
cana-5978	103	15	iot	iot	NOUN
cana-5978	103	16	edge	edge	NOUN
cana-5978	103	17	devices	device	NOUN
cana-5978	103	18	for	for	ADP
cana-5978	103	19	ai	ai	PROPN
cana-5978	103	20	applications	application	NOUN
cana-5978	103	21	.	.	PUNCT
cana-5978	104	1	micromachines	micromachine	NOUN
cana-5978	104	2	,	,	PUNCT
cana-5978	104	3	13(6	13(6	NUM
cana-5978	104	4	)	)	PUNCT
cana-5978	104	5	,	,	PUNCT
cana-5978	104	6	p.851	p.851	NOUN
cana-5978	104	7	.	.	PUNCT
cana-5978	105	1	2	2	X
cana-5978	105	2	.	.	X
cana-5978	105	3	das	das	PROPN
cana-5978	105	4	,	,	PUNCT
cana-5978	105	5	r.s	r.s	PROPN
cana-5978	105	6	.	.	PROPN
cana-5978	105	7	,	,	PUNCT
cana-5978	105	8	2024	2024	NUM
cana-5978	105	9	.	.	PUNCT
cana-5978	106	1	emerging	emerge	VERB
cana-5978	106	2	neuromorphic	neuromorphic	ADJ
cana-5978	106	3	computing	computing	NOUN
cana-5978	106	4	for	for	ADP
cana-5978	106	5	edge	edge	NOUN
cana-5978	106	6	ai	ai	PROPN
cana-5978	106	7	application	application	NOUN
cana-5978	106	8	:	:	PUNCT
cana-5978	106	9	a	a	DET
cana-5978	106	10	systematic	systematic	ADJ
cana-5978	106	11	literature	literature	PROPN
cana-5978	106	12	review	review	PROPN
cana-5978	106	13	.	.	PUNCT
cana-5978	107	1	journal	journal	NOUN
cana-5978	107	2	of	of	ADP
cana-5978	107	3	technological	technological	ADJ
cana-5978	107	4	innovations	innovation	NOUN
cana-5978	107	5	,	,	PUNCT
cana-5978	107	6	5(1	5(1	NUM
cana-5978	107	7	)	)	PUNCT
cana-5978	107	8	.	.	PUNCT
cana-5978	108	1	3	3	X
cana-5978	108	2	.	.	X
cana-5978	108	3	ivković	ivković	PROPN
cana-5978	108	4	,	,	PUNCT
cana-5978	108	5	j.	j.	PROPN
cana-5978	108	6	and	and	CCONJ
cana-5978	108	7	ivković	ivković	PROPN
cana-5978	108	8	,	,	PUNCT
cana-5978	108	9	j.l	j.l	PROPN
cana-5978	108	10	.	.	PROPN
cana-5978	108	11	,	,	PUNCT
cana-5978	108	12	2023	2023	NUM
cana-5978	108	13	.	.	PUNCT
cana-5978	109	1	exploring	explore	VERB
cana-5978	109	2	the	the	DET
cana-5978	109	3	potential	potential	NOUN
cana-5978	109	4	of	of	ADP
cana-5978	109	5	new	new	ADJ
cana-5978	109	6	ai	ai	ADJ
cana-5978	109	7	-	-	PUNCT
cana-5978	109	8	enabled	enable	VERB
cana-5978	109	9	mcu	mcu	NOUN
cana-5978	109	10	/	/	SYM
cana-5978	109	11	soc	soc	NOUN
cana-5978	109	12	systems	system	NOUN
cana-5978	109	13	with	with	ADP
cana-5978	109	14	integrated	integrated	ADJ
cana-5978	109	15	npu	npu	ADJ
cana-5978	109	16	/	/	SYM
cana-5978	109	17	gpu	gpu	NOUN
cana-5978	109	18	accelerators	accelerator	NOUN
cana-5978	109	19	for	for	ADP
cana-5978	109	20	disconnected	disconnected	ADJ
cana-5978	109	21	edge	edge	NOUN
cana-5978	109	22	computing	computing	NOUN
cana-5978	109	23	applications	application	NOUN
cana-5978	109	24	:	:	PUNCT
cana-5978	109	25	towards	towards	ADP
cana-5978	109	26	cognitive	cognitive	ADJ
cana-5978	109	27	snn	snn	PROPN
cana-5978	109	28	neuromorphic	neuromorphic	ADJ
cana-5978	109	29	computing	computing	NOUN
cana-5978	109	30	.	.	PUNCT
cana-5978	110	1	in	in	ADP
cana-5978	110	2	link	link	VERB
cana-5978	110	3	it	it	PRON
cana-5978	110	4	>	>	X
cana-5978	110	5	edtech	edtech	PROPN
cana-5978	110	6	international	international	PROPN
cana-5978	110	7	scientific	scientific	ADJ
cana-5978	110	8	conference	conference	NOUN
cana-5978	110	9	.	.	PUNCT
cana-5978	111	1	belgrade	belgrade	PROPN
cana-5978	111	2	(	(	PUNCT
cana-5978	111	3	pp	pp	ADJ
cana-5978	111	4	.	.	PUNCT
cana-5978	112	1	12	12	NUM
cana-5978	112	2	-	-	SYM
cana-5978	112	3	22	22	NUM
cana-5978	112	4	)	)	PUNCT
cana-5978	112	5	.	.	PUNCT
cana-5978	113	1	communications	communication	NOUN
cana-5978	113	2	on	on	ADP
cana-5978	113	3	applied	apply	VERB
cana-5978	113	4	nonlinear	nonlinear	ADJ
cana-5978	113	5	analysis	analysis	NOUN
cana-5978	113	6	issn	issn	NOUN
cana-5978	113	7	:	:	PUNCT
cana-5978	113	8	1074	1074	NUM
cana-5978	113	9	-	-	PUNCT
cana-5978	113	10	133x	133x	NUM
cana-5978	113	11	vol	vol	NOUN
cana-5978	113	12	32	32	NUM
cana-5978	113	13	no	no	NOUN
cana-5978	113	14	.	.	PUNCT
cana-5978	114	1	1s	1s	NUM
cana-5978	114	2	(	(	PUNCT
cana-5978	114	3	2025	2025	NUM
cana-5978	114	4	)	)	PUNCT
cana-5978	114	5	695	695	NUM
cana-5978	114	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5978	114	7	4	4	NUM
cana-5978	114	8	.	.	X
cana-5978	114	9	jebali	jebali	PROPN
cana-5978	114	10	,	,	PUNCT
cana-5978	114	11	f.	f.	PROPN
cana-5978	114	12	,	,	PUNCT
cana-5978	114	13	majumdar	majumdar	PROPN
cana-5978	114	14	,	,	PUNCT
cana-5978	114	15	a.	a.	PROPN
cana-5978	114	16	,	,	PUNCT
cana-5978	114	17	turck	turck	ADV
cana-5978	114	18	,	,	PUNCT
cana-5978	114	19	c.	c.	NOUN
cana-5978	114	20	,	,	PUNCT
cana-5978	114	21	harabi	harabi	NOUN
cana-5978	114	22	,	,	PUNCT
cana-5978	114	23	k.e	k.e	PROPN
cana-5978	114	24	.	.	PROPN
cana-5978	114	25	,	,	PUNCT
cana-5978	114	26	faye	faye	PROPN
cana-5978	114	27	,	,	PUNCT
cana-5978	114	28	m.c	m.c	PROPN
cana-5978	114	29	.	.	PROPN
cana-5978	114	30	,	,	PUNCT
cana-5978	114	31	muhr	muhr	PROPN
cana-5978	114	32	,	,	PUNCT
cana-5978	114	33	e.	e.	PROPN
cana-5978	114	34	,	,	PUNCT
cana-5978	114	35	walder	walder	NOUN
cana-5978	114	36	,	,	PUNCT
cana-5978	114	37	j.p	j.p	PROPN
cana-5978	114	38	.	.	PROPN
cana-5978	114	39	,	,	PUNCT
cana-5978	114	40	bilousov	bilousov	PROPN
cana-5978	114	41	,	,	PUNCT
cana-5978	114	42	o.	o.	PROPN
cana-5978	114	43	,	,	PUNCT
cana-5978	114	44	michaud	michaud	PROPN
cana-5978	114	45	,	,	PUNCT
cana-5978	114	46	a.	a.	PROPN
cana-5978	114	47	,	,	PUNCT
cana-5978	114	48	vianello	vianello	PROPN
cana-5978	114	49	,	,	PUNCT
cana-5978	114	50	e.	e.	PROPN
cana-5978	114	51	and	and	CCONJ
cana-5978	114	52	hirtzlin	hirtzlin	PROPN
cana-5978	114	53	,	,	PUNCT
cana-5978	114	54	t.	t.	PROPN
cana-5978	114	55	,	,	PUNCT
cana-5978	114	56	2024	2024	NUM
cana-5978	114	57	.	.	PUNCT
cana-5978	115	1	powering	power	VERB
cana-5978	115	2	ai	ai	NOUN
cana-5978	115	3	at	at	ADP
cana-5978	115	4	the	the	DET
cana-5978	115	5	edge	edge	NOUN
cana-5978	115	6	:	:	PUNCT
cana-5978	115	7	a	a	DET
cana-5978	115	8	robust	robust	ADJ
cana-5978	115	9	,	,	PUNCT
cana-5978	115	10	memristor	memristor	NOUN
cana-5978	115	11	-	-	PUNCT
cana-5978	115	12	based	base	VERB
cana-5978	115	13	binarized	binarize	VERB
cana-5978	115	14	neural	neural	ADJ
cana-5978	115	15	network	network	NOUN
cana-5978	115	16	with	with	ADP
cana-5978	115	17	near	near	ADJ
cana-5978	115	18	-	-	PUNCT
cana-5978	115	19	memory	memory	NOUN
cana-5978	115	20	computing	computing	NOUN
cana-5978	115	21	and	and	CCONJ
cana-5978	115	22	miniaturized	miniaturize	VERB
cana-5978	115	23	solar	solar	ADJ
cana-5978	115	24	cell	cell	NOUN
cana-5978	115	25	.	.	PUNCT
cana-5978	116	1	nature	nature	NOUN
cana-5978	116	2	communications	communication	NOUN
cana-5978	116	3	,	,	PUNCT
cana-5978	116	4	15(1	15(1	NUM
cana-5978	116	5	)	)	PUNCT
cana-5978	116	6	,	,	PUNCT
cana-5978	116	7	p.741	p.741	VERB
cana-5978	116	8	.	.	PUNCT
cana-5978	117	1	5	5	NUM
cana-5978	117	2	.	.	X
cana-5978	117	3	jussinmäki	jussinmäki	PROPN
cana-5978	117	4	,	,	PUNCT
cana-5978	117	5	l.	l.	PROPN
cana-5978	117	6	,	,	PUNCT
cana-5978	117	7	plosila	plosila	PROPN
cana-5978	117	8	,	,	PUNCT
cana-5978	117	9	j.	j.	PROPN
cana-5978	117	10	and	and	CCONJ
cana-5978	117	11	haghbayan	haghbayan	PROPN
cana-5978	117	12	,	,	PUNCT
cana-5978	117	13	h.	h.	PROPN
cana-5978	117	14	,	,	PUNCT
cana-5978	117	15	2025	2025	NUM
cana-5978	117	16	.	.	PUNCT
cana-5978	118	1	bringing	bring	VERB
cana-5978	118	2	edge	edge	NOUN
cana-5978	118	3	ai	ai	VERB
cana-5978	118	4	to	to	ADP
cana-5978	118	5	low	low	ADJ
cana-5978	118	6	-	-	PUNCT
cana-5978	118	7	power	power	NOUN
cana-5978	118	8	nrf	nrf	NOUN
cana-5978	118	9	and	and	CCONJ
cana-5978	118	10	stm	stm	PROPN
cana-5978	118	11	microcontrollers	microcontroller	NOUN
cana-5978	118	12	.	.	PUNCT
cana-5978	119	1	robotics	robotic	NOUN
cana-5978	119	2	and	and	CCONJ
cana-5978	119	3	autonomous	autonomous	ADJ
cana-5978	119	4	systems	system	NOUN
cana-5978	119	5	.	.	PUNCT
cana-5978	120	1	6	6	NUM
cana-5978	120	2	.	.	X
cana-5978	121	1	lin	lin	PROPN
cana-5978	121	2	,	,	PUNCT
cana-5978	121	3	w.	w.	PROPN
cana-5978	121	4	,	,	PUNCT
cana-5978	121	5	adetomi	adetomi	ADV
cana-5978	121	6	,	,	PUNCT
cana-5978	121	7	a.	a.	NOUN
cana-5978	121	8	and	and	CCONJ
cana-5978	121	9	arslan	arslan	PROPN
cana-5978	121	10	,	,	PUNCT
cana-5978	121	11	t.	t.	PROPN
cana-5978	121	12	,	,	PUNCT
cana-5978	121	13	2021	2021	NUM
cana-5978	121	14	.	.	PUNCT
cana-5978	122	1	low	low	ADJ
cana-5978	122	2	-	-	PUNCT
cana-5978	122	3	power	power	NOUN
cana-5978	122	4	ultra	ultra	ADJ
cana-5978	122	5	-	-	ADJ
cana-5978	122	6	small	small	ADJ
cana-5978	122	7	edge	edge	NOUN
cana-5978	122	8	ai	ai	VERB
cana-5978	122	9	accelerators	accelerator	NOUN
cana-5978	122	10	for	for	ADP
cana-5978	122	11	image	image	NOUN
cana-5978	122	12	recognition	recognition	NOUN
cana-5978	122	13	with	with	ADP
cana-5978	122	14	convolution	convolution	NOUN
cana-5978	122	15	neural	neural	ADJ
cana-5978	122	16	networks	network	NOUN
cana-5978	122	17	:	:	PUNCT
cana-5978	122	18	analysis	analysis	NOUN
cana-5978	122	19	and	and	CCONJ
cana-5978	122	20	future	future	ADJ
cana-5978	122	21	directions	direction	NOUN
cana-5978	122	22	.	.	PUNCT
cana-5978	123	1	electronics	electronic	NOUN
cana-5978	123	2	,	,	PUNCT
cana-5978	123	3	10(17	10(17	NUM
cana-5978	123	4	)	)	PUNCT
cana-5978	123	5	,	,	PUNCT
cana-5978	123	6	p.2048	p.2048	NOUN
cana-5978	123	7	.	.	PUNCT
cana-5978	124	1	7	7	X
cana-5978	124	2	.	.	X
cana-5978	124	3	liu	liu	PROPN
cana-5978	124	4	,	,	PUNCT
cana-5978	124	5	d.	d.	PROPN
cana-5978	124	6	,	,	PUNCT
cana-5978	124	7	yu	yu	PROPN
cana-5978	124	8	,	,	PUNCT
cana-5978	124	9	h.	h.	PROPN
cana-5978	124	10	and	and	CCONJ
cana-5978	124	11	chai	chai	NOUN
cana-5978	124	12	,	,	PUNCT
cana-5978	124	13	y.	y.	NOUN
cana-5978	124	14	,	,	PUNCT
cana-5978	124	15	2021	2021	NUM
cana-5978	124	16	.	.	PUNCT
cana-5978	125	1	low‐power	low‐power	PROPN
cana-5978	125	2	computing	compute	VERB
cana-5978	125	3	with	with	ADP
cana-5978	125	4	neuromorphic	neuromorphic	ADJ
cana-5978	125	5	engineering	engineering	NOUN
cana-5978	125	6	.	.	PUNCT
cana-5978	126	1	advanced	advanced	ADJ
cana-5978	126	2	intelligent	intelligent	ADJ
cana-5978	126	3	systems	system	NOUN
cana-5978	126	4	,	,	PUNCT
cana-5978	126	5	3(2	3(2	NUM
cana-5978	126	6	)	)	PUNCT
cana-5978	126	7	,	,	PUNCT
cana-5978	126	8	p.2000150	p.2000150	NOUN
cana-5978	126	9	.	.	PUNCT
cana-5978	127	1	8	8	X
cana-5978	127	2	.	.	X
cana-5978	127	3	luo	luo	PROPN
cana-5978	127	4	,	,	PUNCT
cana-5978	127	5	t.	t.	PROPN
cana-5978	127	6	,	,	PUNCT
cana-5978	127	7	wong	wong	PROPN
cana-5978	127	8	,	,	PUNCT
cana-5978	127	9	w.f	w.f	PROPN
cana-5978	127	10	.	.	PROPN
cana-5978	127	11	,	,	PUNCT
cana-5978	127	12	goh	goh	PROPN
cana-5978	127	13	,	,	PUNCT
cana-5978	127	14	r.s.m	r.s.m	PROPN
cana-5978	127	15	.	.	PROPN
cana-5978	127	16	,	,	PUNCT
cana-5978	127	17	do	do	VERB
cana-5978	127	18	,	,	PUNCT
cana-5978	127	19	a.t	a.t	PROPN
cana-5978	127	20	.	.	PROPN
cana-5978	127	21	,	,	PUNCT
cana-5978	127	22	chen	chen	PROPN
cana-5978	127	23	,	,	PUNCT
cana-5978	127	24	z.	z.	PROPN
cana-5978	127	25	,	,	PUNCT
cana-5978	127	26	li	li	PROPN
cana-5978	127	27	,	,	PUNCT
cana-5978	127	28	h.	h.	PROPN
cana-5978	127	29	,	,	PUNCT
cana-5978	127	30	jiang	jiang	PROPN
cana-5978	127	31	,	,	PUNCT
cana-5978	127	32	w.	w.	PROPN
cana-5978	127	33	and	and	CCONJ
cana-5978	127	34	yau	yau	PROPN
cana-5978	127	35	,	,	PUNCT
cana-5978	127	36	w.	w.	PROPN
cana-5978	127	37	,	,	PUNCT
cana-5978	127	38	2023	2023	NUM
cana-5978	127	39	.	.	PUNCT
cana-5978	128	1	achieving	achieve	VERB
cana-5978	128	2	green	green	PROPN
cana-5978	128	3	ai	ai	VERB
cana-5978	128	4	with	with	ADP
cana-5978	128	5	energy	energy	NOUN
cana-5978	128	6	-	-	PUNCT
cana-5978	128	7	efficient	efficient	ADJ
cana-5978	128	8	deep	deep	ADJ
cana-5978	128	9	learning	learning	NOUN
cana-5978	128	10	using	use	VERB
cana-5978	128	11	neuromorphic	neuromorphic	ADJ
cana-5978	128	12	computing	computing	NOUN
cana-5978	128	13	.	.	PUNCT
cana-5978	129	1	communications	communication	NOUN
cana-5978	129	2	of	of	ADP
cana-5978	129	3	the	the	DET
cana-5978	129	4	acm	acm	NOUN
cana-5978	129	5	,	,	PUNCT
cana-5978	129	6	66(7	66(7	NUM
cana-5978	129	7	)	)	PUNCT
cana-5978	129	8	,	,	PUNCT
cana-5978	129	9	pp.52	pp.52	NOUN
cana-5978	129	10	-	-	PUNCT
cana-5978	129	11	57	57	NUM
cana-5978	129	12	.	.	PUNCT
cana-5978	129	13	9	9	NUM
cana-5978	129	14	.	.	NUM
cana-5978	129	15	nwakanma	nwakanma	NOUN
cana-5978	129	16	,	,	PUNCT
cana-5978	129	17	c.i	c.i	PROPN
cana-5978	129	18	.	.	PROPN
cana-5978	129	19	,	,	PUNCT
cana-5978	129	20	kim	kim	PROPN
cana-5978	129	21	,	,	PUNCT
cana-5978	129	22	j.w	j.w	PROPN
cana-5978	129	23	.	.	PROPN
cana-5978	129	24	,	,	PUNCT
cana-5978	129	25	lee	lee	PROPN
cana-5978	129	26	,	,	PUNCT
cana-5978	129	27	j.m	j.m	PROPN
cana-5978	129	28	.	.	PROPN
cana-5978	129	29	and	and	CCONJ
cana-5978	129	30	kim	kim	PROPN
cana-5978	129	31	,	,	PUNCT
cana-5978	129	32	d.s	d.s	PROPN
cana-5978	129	33	.	.	PROPN
cana-5978	129	34	,	,	PUNCT
cana-5978	129	35	2021	2021	NUM
cana-5978	129	36	.	.	PUNCT
cana-5978	130	1	edge	edge	NOUN
cana-5978	130	2	ai	ai	VERB
cana-5978	130	3	prospect	prospect	NOUN
cana-5978	130	4	using	use	VERB
cana-5978	130	5	the	the	DET
cana-5978	130	6	neuroedge	neuroedge	NOUN
cana-5978	130	7	computing	compute	VERB
cana-5978	130	8	system	system	NOUN
cana-5978	130	9	:	:	PUNCT
cana-5978	130	10	introducing	introduce	VERB
cana-5978	130	11	a	a	DET
cana-5978	130	12	novel	novel	ADJ
cana-5978	130	13	neuromorphic	neuromorphic	ADJ
cana-5978	130	14	technology	technology	NOUN
cana-5978	130	15	.	.	PUNCT
cana-5978	131	1	ict	ict	PROPN
cana-5978	131	2	express	express	PROPN
cana-5978	131	3	,	,	PUNCT
cana-5978	131	4	7(2	7(2	NUM
cana-5978	131	5	)	)	PUNCT
cana-5978	131	6	,	,	PUNCT
cana-5978	131	7	pp.152	pp.152	PROPN
cana-5978	131	8	-	-	SYM
cana-5978	131	9	157	157	NUM
cana-5978	131	10	.	.	PUNCT
cana-5978	132	1	10	10	NUM
cana-5978	132	2	.	.	X
cana-5978	133	1	putra	putra	PROPN
cana-5978	133	2	,	,	PUNCT
cana-5978	133	3	r.v.w	r.v.w	PROPN
cana-5978	133	4	.	.	PROPN
cana-5978	133	5	,	,	PUNCT
cana-5978	133	6	wickramasinghe	wickramasinghe	NOUN
cana-5978	133	7	,	,	PUNCT
cana-5978	133	8	p.	p.	NOUN
cana-5978	133	9	and	and	CCONJ
cana-5978	133	10	shafique	shafique	NOUN
cana-5978	133	11	,	,	PUNCT
cana-5978	133	12	m.	m.	NOUN
cana-5978	133	13	,	,	PUNCT
cana-5978	133	14	2025	2025	NUM
cana-5978	133	15	.	.	PUNCT
cana-5978	134	1	enabling	enable	VERB
cana-5978	134	2	efficient	efficient	ADJ
cana-5978	134	3	processing	processing	NOUN
cana-5978	134	4	of	of	ADP
cana-5978	134	5	spiking	spike	VERB
cana-5978	134	6	neural	neural	ADJ
cana-5978	134	7	networks	network	NOUN
cana-5978	134	8	with	with	ADP
cana-5978	134	9	on	on	ADP
cana-5978	134	10	-	-	PUNCT
cana-5978	134	11	chip	chip	NOUN
cana-5978	134	12	learning	learning	NOUN
cana-5978	134	13	on	on	ADP
cana-5978	134	14	commodity	commodity	NOUN
cana-5978	134	15	neuromorphic	neuromorphic	ADJ
cana-5978	134	16	processors	processor	NOUN
cana-5978	134	17	for	for	ADP
cana-5978	134	18	edge	edge	NOUN
cana-5978	134	19	ai	ai	PROPN
cana-5978	134	20	systems	system	NOUN
cana-5978	134	21	.	.	PUNCT
cana-5978	135	1	arxiv	arxiv	PROPN
cana-5978	135	2	preprint	preprint	NOUN
cana-5978	135	3	arxiv:2504.00957	arxiv:2504.00957	NOUN
cana-5978	135	4	.	.	PUNCT
cana-5978	136	1	11	11	NUM
cana-5978	136	2	.	.	X
cana-5978	137	1	sigala	sigala	PROPN
cana-5978	137	2	,	,	PUNCT
cana-5978	137	3	n.s	n.s	PROPN
cana-5978	137	4	.	.	PROPN
cana-5978	137	5	,	,	PUNCT
cana-5978	137	6	2025	2025	NUM
cana-5978	137	7	.	.	PUNCT
cana-5978	138	1	edge	edge	NOUN
cana-5978	138	2	ai	ai	VERB
cana-5978	138	3	for	for	ADP
cana-5978	138	4	energy	energy	NOUN
cana-5978	138	5	-	-	PUNCT
cana-5978	138	6	efficient	efficient	ADJ
cana-5978	138	7	computing	computing	NOUN
cana-5978	138	8	:	:	PUNCT
cana-5978	138	9	a	a	DET
cana-5978	138	10	systematic	systematic	ADJ
cana-5978	138	11	review	review	NOUN
cana-5978	138	12	of	of	ADP
cana-5978	138	13	strategies	strategy	NOUN
cana-5978	138	14	,	,	PUNCT
cana-5978	138	15	challenges	challenge	NOUN
cana-5978	138	16	,	,	PUNCT
cana-5978	138	17	and	and	CCONJ
cana-5978	138	18	future	future	ADJ
cana-5978	138	19	directions	direction	NOUN
cana-5978	138	20	.	.	PUNCT
cana-5978	139	1	international	international	ADJ
cana-5978	139	2	journal	journal	PROPN
cana-5978	139	3	of	of	ADP
cana-5978	139	4	business	business	PROPN
cana-5978	139	5	&	&	CCONJ
cana-5978	139	6	computational	computational	ADJ
cana-5978	139	7	science	science	NOUN
cana-5978	139	8	,	,	PUNCT
cana-5978	139	9	2(1	2(1	NUM
cana-5978	139	10	)	)	PUNCT
cana-5978	139	11	.	.	PUNCT
cana-5978	140	1	12	12	NUM
cana-5978	140	2	.	.	PUNCT
cana-5978	141	1	vaibhav	vaibhav	PROPN
cana-5978	141	2	,	,	PUNCT
cana-5978	141	3	v.g	v.g	PROPN
cana-5978	141	4	.	.	PROPN
cana-5978	141	5	,	,	PUNCT
cana-5978	141	6	2025	2025	NUM
cana-5978	141	7	.	.	PUNCT
cana-5978	142	1	a	a	DET
cana-5978	142	2	neuromorphic	neuromorphic	ADJ
cana-5978	142	3	-	-	PUNCT
cana-5978	142	4	inspired	inspire	VERB
cana-5978	142	5	,	,	PUNCT
cana-5978	142	6	low	low	ADJ
cana-5978	142	7	-	-	PUNCT
cana-5978	142	8	power	power	NOUN
cana-5978	142	9	vlsi	vlsi	NOUN
cana-5978	142	10	architecture	architecture	NOUN
cana-5978	142	11	for	for	ADP
cana-5978	142	12	edge	edge	NOUN
cana-5978	142	13	ai	ai	VERB
cana-5978	142	14	in	in	ADP
cana-5978	142	15	iot	iot	ADJ
cana-5978	142	16	sensor	sensor	NOUN
cana-5978	142	17	nodes	node	NOUN
cana-5978	142	18	.	.	PUNCT
cana-5978	143	1	journal	journal	NOUN
cana-5978	143	2	of	of	ADP
cana-5978	143	3	microelectronics	microelectronic	NOUN
cana-5978	143	4	and	and	CCONJ
cana-5978	143	5	solid	solid	ADJ
cana-5978	143	6	state	state	NOUN
cana-5978	143	7	devices	device	NOUN
cana-5978	143	8	,	,	PUNCT
cana-5978	143	9	12(2	12(2	NUM
cana-5978	143	10	)	)	PUNCT
cana-5978	143	11	,	,	PUNCT
cana-5978	143	12	pp.41	pp.41	NOUN
cana-5978	143	13	-	-	PUNCT
cana-5978	143	14	47p	47p	NOUN
cana-5978	143	15	.	.	PUNCT
cana-5978	144	1	13	13	NUM
cana-5978	144	2	.	.	PUNCT
cana-5978	145	1	xia	xia	PROPN
cana-5978	145	2	,	,	PUNCT
cana-5978	145	3	z.	z.	PROPN
cana-5978	145	4	,	,	PUNCT
cana-5978	145	5	sun	sun	PROPN
cana-5978	145	6	,	,	PUNCT
cana-5978	145	7	x.	x.	PROPN
cana-5978	145	8	,	,	PUNCT
cana-5978	145	9	wang	wang	PROPN
cana-5978	145	10	,	,	PUNCT
cana-5978	145	11	z.	z.	PROPN
cana-5978	145	12	,	,	PUNCT
cana-5978	145	13	meng	meng	PROPN
cana-5978	145	14	,	,	PUNCT
cana-5978	145	15	j.	j.	PROPN
cana-5978	145	16	,	,	PUNCT
cana-5978	145	17	jin	jin	PROPN
cana-5978	145	18	,	,	PUNCT
cana-5978	145	19	b.	b.	PROPN
cana-5978	145	20	and	and	CCONJ
cana-5978	145	21	wang	wang	PROPN
cana-5978	145	22	,	,	PUNCT
cana-5978	145	23	t.	t.	PROPN
cana-5978	145	24	,	,	PUNCT
cana-5978	145	25	2025	2025	NUM
cana-5978	145	26	.	.	PUNCT
cana-5978	146	1	low	low	ADJ
cana-5978	146	2	-	-	PUNCT
cana-5978	146	3	power	power	NOUN
cana-5978	146	4	memristor	memristor	NOUN
cana-5978	146	5	for	for	ADP
cana-5978	146	6	neuromorphic	neuromorphic	ADJ
cana-5978	146	7	computing	computing	NOUN
cana-5978	146	8	:	:	PUNCT
cana-5978	146	9	from	from	ADP
cana-5978	146	10	materials	material	NOUN
cana-5978	146	11	to	to	ADP
cana-5978	146	12	applications	application	NOUN
cana-5978	146	13	.	.	PUNCT
cana-5978	147	1	nano	nano	NOUN
cana-5978	147	2	-	-	PUNCT
cana-5978	147	3	micro	micro	NOUN
cana-5978	147	4	letters	letter	NOUN
cana-5978	147	5	,	,	PUNCT
cana-5978	147	6	17(1	17(1	NUM
cana-5978	147	7	)	)	PUNCT
cana-5978	147	8	,	,	PUNCT
cana-5978	147	9	p.217	p.217	NOUN
cana-5978	147	10	.	.	PUNCT
cana-5978	148	1	14	14	NUM
cana-5978	148	2	.	.	PUNCT
cana-5978	149	1	ye	ye	PRON
cana-5978	149	2	,	,	PUNCT
cana-5978	149	3	l.	l.	PROPN
cana-5978	149	4	,	,	PUNCT
cana-5978	149	5	wang	wang	PROPN
cana-5978	149	6	,	,	PUNCT
cana-5978	149	7	z.	z.	PROPN
cana-5978	149	8	,	,	PUNCT
cana-5978	149	9	jia	jia	PROPN
cana-5978	149	10	,	,	PUNCT
cana-5978	149	11	t.	t.	PROPN
cana-5978	149	12	,	,	PUNCT
cana-5978	149	13	ma	ma	PROPN
cana-5978	149	14	,	,	PUNCT
cana-5978	149	15	y.	y.	PROPN
cana-5978	149	16	,	,	PUNCT
cana-5978	149	17	shen	shen	PROPN
cana-5978	149	18	,	,	PUNCT
cana-5978	149	19	l.	l.	PROPN
cana-5978	149	20	,	,	PUNCT
cana-5978	149	21	zhang	zhang	PROPN
cana-5978	149	22	,	,	PUNCT
cana-5978	149	23	y.	y.	PROPN
cana-5978	149	24	,	,	PUNCT
cana-5978	149	25	li	li	PROPN
cana-5978	149	26	,	,	PUNCT
cana-5978	149	27	h.	h.	PROPN
cana-5978	149	28	,	,	PUNCT
cana-5978	149	29	chen	chen	PROPN
cana-5978	149	30	,	,	PUNCT
cana-5978	149	31	p.	p.	PROPN
cana-5978	149	32	,	,	PUNCT
cana-5978	149	33	wu	wu	PROPN
cana-5978	149	34	,	,	PUNCT
cana-5978	149	35	m.	m.	NOUN
cana-5978	149	36	,	,	PUNCT
cana-5978	149	37	liu	liu	PROPN
cana-5978	149	38	,	,	PUNCT
cana-5978	149	39	y.	y.	PROPN
cana-5978	149	40	and	and	CCONJ
cana-5978	149	41	jing	jing	PROPN
cana-5978	149	42	,	,	PUNCT
cana-5978	149	43	y.	y.	PROPN
cana-5978	149	44	,	,	PUNCT
cana-5978	149	45	2023	2023	NUM
cana-5978	149	46	.	.	PUNCT
cana-5978	150	1	research	research	NOUN
cana-5978	150	2	progress	progress	NOUN
cana-5978	150	3	on	on	ADP
cana-5978	150	4	low	low	ADJ
cana-5978	150	5	-	-	PUNCT
cana-5978	150	6	power	power	NOUN
cana-5978	150	7	artificial	artificial	ADJ
cana-5978	150	8	intelligence	intelligence	NOUN
cana-5978	150	9	of	of	ADP
cana-5978	150	10	things	thing	NOUN
cana-5978	150	11	(	(	PUNCT
cana-5978	150	12	aiot	aiot	NOUN
cana-5978	150	13	)	)	PUNCT
cana-5978	150	14	chip	chip	NOUN
cana-5978	150	15	design	design	NOUN
cana-5978	150	16	.	.	PUNCT
cana-5978	151	1	science	science	PROPN
cana-5978	151	2	china	china	PROPN
cana-5978	151	3	information	information	PROPN
cana-5978	151	4	sciences	sciences	PROPN
cana-5978	151	5	,	,	PUNCT
cana-5978	151	6	66(10	66(10	PROPN
cana-5978	151	7	)	)	PUNCT
cana-5978	151	8	,	,	PUNCT
cana-5978	151	9	p.200407	p.200407	PROPN
cana-5978	151	10	.	.	PUNCT
cana-5978	152	1	15	15	NUM
cana-5978	152	2	.	.	X
cana-5978	153	1	ye	ye	PRON
cana-5978	153	2	,	,	PUNCT
cana-5978	153	3	l.	l.	PROPN
cana-5978	153	4	,	,	PUNCT
cana-5978	153	5	wang	wang	PROPN
cana-5978	153	6	,	,	PUNCT
cana-5978	153	7	z.	z.	PROPN
cana-5978	153	8	,	,	PUNCT
cana-5978	153	9	jia	jia	PROPN
cana-5978	153	10	,	,	PUNCT
cana-5978	153	11	t.	t.	PROPN
cana-5978	153	12	,	,	PUNCT
cana-5978	153	13	ma	ma	PROPN
cana-5978	153	14	,	,	PUNCT
cana-5978	153	15	y.	y.	PROPN
cana-5978	153	16	,	,	PUNCT
cana-5978	153	17	shen	shen	PROPN
cana-5978	153	18	,	,	PUNCT
cana-5978	153	19	l.	l.	PROPN
cana-5978	153	20	,	,	PUNCT
cana-5978	153	21	zhang	zhang	PROPN
cana-5978	153	22	,	,	PUNCT
cana-5978	153	23	y.	y.	PROPN
cana-5978	153	24	,	,	PUNCT
cana-5978	153	25	li	li	PROPN
cana-5978	153	26	,	,	PUNCT
cana-5978	153	27	h.	h.	PROPN
cana-5978	153	28	,	,	PUNCT
cana-5978	153	29	chen	chen	PROPN
cana-5978	153	30	,	,	PUNCT
cana-5978	153	31	p.	p.	PROPN
cana-5978	153	32	,	,	PUNCT
cana-5978	153	33	wu	wu	PROPN
cana-5978	153	34	,	,	PUNCT
cana-5978	153	35	m.	m.	NOUN
cana-5978	153	36	,	,	PUNCT
cana-5978	153	37	liu	liu	PROPN
cana-5978	153	38	,	,	PUNCT
cana-5978	153	39	y.	y.	PROPN
cana-5978	153	40	and	and	CCONJ
cana-5978	153	41	jing	jing	PROPN
cana-5978	153	42	,	,	PUNCT
cana-5978	153	43	y.	y.	PROPN
cana-5978	153	44	,	,	PUNCT
cana-5978	153	45	2023	2023	NUM
cana-5978	153	46	.	.	PUNCT
cana-5978	154	1	research	research	NOUN
cana-5978	154	2	progress	progress	NOUN
cana-5978	154	3	on	on	ADP
cana-5978	154	4	low	low	ADJ
cana-5978	154	5	-	-	PUNCT
cana-5978	154	6	power	power	NOUN
cana-5978	154	7	artificial	artificial	ADJ
cana-5978	154	8	intelligence	intelligence	NOUN
cana-5978	154	9	of	of	ADP
cana-5978	154	10	things	thing	NOUN
cana-5978	154	11	(	(	PUNCT
cana-5978	154	12	aiot	aiot	NOUN
cana-5978	154	13	)	)	PUNCT
cana-5978	154	14	chip	chip	NOUN
cana-5978	154	15	design	design	NOUN
cana-5978	154	16	.	.	PUNCT
cana-5978	155	1	science	science	PROPN
cana-5978	155	2	china	china	PROPN
cana-5978	155	3	information	information	PROPN
cana-5978	155	4	sciences	sciences	PROPN
cana-5978	155	5	,	,	PUNCT
cana-5978	155	6	66(10	66(10	PROPN
cana-5978	155	7	)	)	PUNCT
cana-5978	155	8	,	,	PUNCT
cana-5978	155	9	p.200407	p.200407	PROPN
cana-5978	155	10	.	.	PUNCT