id	sid	tid	token	lemma	pos
cana-855	1	1	communications	communication	NOUN
cana-855	1	2	on	on	ADP
cana-855	1	3	applied	apply	VERB
cana-855	1	4	nonlinear	nonlinear	ADJ
cana-855	1	5	analysis	analysis	NOUN
cana-855	1	6	issn	issn	NOUN
cana-855	1	7	:	:	PUNCT
cana-855	1	8	1074	1074	NUM
cana-855	1	9	-	-	PUNCT
cana-855	1	10	133x	133x	NUM
cana-855	1	11	vol	vol	NOUN
cana-855	1	12	31	31	NUM
cana-855	1	13	no	no	NOUN
cana-855	1	14	.	.	PUNCT
cana-855	2	1	4s	4s	NUM
cana-855	2	2	(	(	PUNCT
cana-855	2	3	2024	2024	NUM
cana-855	2	4	)	)	PUNCT
cana-855	2	5	329	329	NUM
cana-855	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-855	2	7	revolutionising	revolutionise	VERB
cana-855	2	8	ai	ai	VERB
cana-855	2	9	deployment	deployment	NOUN
cana-855	2	10	:	:	PUNCT
cana-855	2	11	survey	survey	NOUN
cana-855	2	12	on	on	ADP
cana-855	2	13	hardware	hardware	NOUN
cana-855	2	14	acceleration	acceleration	NOUN
cana-855	2	15	for	for	ADP
cana-855	2	16	machine	machine	NOUN
cana-855	2	17	learning	learning	NOUN
cana-855	2	18	optimisation	optimisation	NOUN
cana-855	2	19	and	and	CCONJ
cana-855	2	20	resilience	resilience	NOUN
cana-855	2	21	g.	g.	PROPN
cana-855	2	22	pooja1	pooja1	PROPN
cana-855	2	23	,	,	PUNCT
cana-855	2	24	dr	dr	PROPN
cana-855	2	25	.	.	PROPN
cana-855	2	26	s.	s.	PROPN
cana-855	2	27	malathy2	malathy2	PROPN
cana-855	2	28	1	1	NUM
cana-855	2	29	department	department	NOUN
cana-855	2	30	of	of	ADP
cana-855	2	31	ai&ds	ai&ds	PROPN
cana-855	2	32	,	,	PUNCT
cana-855	2	33	sri	sri	PROPN
cana-855	2	34	shakthi	shakthi	PROPN
cana-855	2	35	institute	institute	PROPN
cana-855	2	36	of	of	ADP
cana-855	2	37	engineering	engineering	NOUN
cana-855	2	38	and	and	CCONJ
cana-855	2	39	technology	technology	NOUN
cana-855	2	40	,	,	PUNCT
cana-855	2	41	coimbatore	coimbatore	NOUN
cana-855	2	42	.	.	PUNCT
cana-855	3	1	2	2	NUM
cana-855	3	2	department	department	NOUN
cana-855	3	3	of	of	ADP
cana-855	3	4	ece	ece	PROPN
cana-855	3	5	,	,	PUNCT
cana-855	3	6	karpagam	karpagam	PROPN
cana-855	3	7	academy	academy	PROPN
cana-855	3	8	of	of	ADP
cana-855	3	9	higher	high	ADJ
cana-855	3	10	education	education	NOUN
cana-855	3	11	coimbatore	coimbatore	PROPN
cana-855	3	12	.	.	PUNCT
cana-855	3	13	,	,	PUNCT
cana-855	3	14	article	article	NOUN
cana-855	3	15	history	history	NOUN
cana-855	3	16	:	:	PUNCT
cana-855	3	17	received	receive	VERB
cana-855	3	18	:	:	PUNCT
cana-855	3	19	21	21	NUM
cana-855	3	20	-	-	PUNCT
cana-855	3	21	04	04	NUM
cana-855	3	22	-	-	PUNCT
cana-855	3	23	2024	2024	NUM
cana-855	3	24	revised	revise	VERB
cana-855	3	25	:	:	PUNCT
cana-855	3	26	10	10	NUM
cana-855	3	27	-	-	SYM
cana-855	3	28	06	06	NUM
cana-855	3	29	-	-	PUNCT
cana-855	3	30	2024	2024	NUM
cana-855	3	31	accepted	accept	VERB
cana-855	3	32	:	:	PUNCT
cana-855	3	33	22	22	NUM
cana-855	3	34	-	-	SYM
cana-855	3	35	06	06	NUM
cana-855	3	36	-	-	PUNCT
cana-855	3	37	2024	2024	NUM
cana-855	3	38	abstract	abstract	NOUN
cana-855	3	39	:	:	PUNCT
cana-855	3	40	this	this	DET
cana-855	3	41	compilation	compilation	NOUN
cana-855	3	42	of	of	ADP
cana-855	3	43	research	research	NOUN
cana-855	3	44	studies	study	NOUN
cana-855	3	45	holds	hold	VERB
cana-855	3	46	the	the	DET
cana-855	3	47	utmost	utmost	ADJ
cana-855	3	48	significance	significance	NOUN
cana-855	3	49	in	in	ADP
cana-855	3	50	hardware	hardware	NOUN
cana-855	3	51	acceleration	acceleration	NOUN
cana-855	3	52	for	for	ADP
cana-855	3	53	machine	machine	NOUN
cana-855	3	54	learning	learning	NOUN
cana-855	3	55	.	.	PUNCT
cana-855	4	1	in	in	ADP
cana-855	4	2	our	our	PRON
cana-855	4	3	current	current	ADJ
cana-855	4	4	era	era	NOUN
cana-855	4	5	,	,	PUNCT
cana-855	4	6	characterised	characterise	VERB
cana-855	4	7	by	by	ADP
cana-855	4	8	the	the	DET
cana-855	4	9	exponential	exponential	ADJ
cana-855	4	10	growth	growth	NOUN
cana-855	4	11	of	of	ADP
cana-855	4	12	artificial	artificial	ADJ
cana-855	4	13	intelligence	intelligence	NOUN
cana-855	4	14	(	(	PUNCT
cana-855	4	15	ai	ai	NOUN
cana-855	4	16	)	)	PUNCT
cana-855	4	17	applications	application	NOUN
cana-855	4	18	,	,	PUNCT
cana-855	4	19	these	these	DET
cana-855	4	20	studies	study	NOUN
cana-855	4	21	tackle	tackle	VERB
cana-855	4	22	crucial	crucial	ADJ
cana-855	4	23	challenges	challenge	NOUN
cana-855	4	24	in	in	ADP
cana-855	4	25	optimising	optimise	VERB
cana-855	4	26	neural	neural	ADJ
cana-855	4	27	network	network	NOUN
cana-855	4	28	accelerators	accelerator	NOUN
cana-855	4	29	'	'	PART
cana-855	4	30	performance	performance	NOUN
cana-855	4	31	,	,	PUNCT
cana-855	4	32	energy	energy	NOUN
cana-855	4	33	efficiency	efficiency	NOUN
cana-855	4	34	,	,	PUNCT
cana-855	4	35	and	and	CCONJ
cana-855	4	36	resilience	resilience	NOUN
cana-855	4	37	.	.	PUNCT
cana-855	5	1	the	the	DET
cana-855	5	2	importance	importance	NOUN
cana-855	5	3	lies	lie	VERB
cana-855	5	4	in	in	ADP
cana-855	5	5	their	their	PRON
cana-855	5	6	potential	potential	NOUN
cana-855	5	7	to	to	PART
cana-855	5	8	revolutionise	revolutionise	VERB
cana-855	5	9	ai	ai	VERB
cana-855	5	10	implementation	implementation	NOUN
cana-855	5	11	across	across	ADP
cana-855	5	12	various	various	ADJ
cana-855	5	13	domains	domain	NOUN
cana-855	5	14	.	.	PUNCT
cana-855	6	1	efficient	efficient	ADJ
cana-855	6	2	hardware	hardware	NOUN
cana-855	6	3	accelerators	accelerator	NOUN
cana-855	6	4	are	be	AUX
cana-855	6	5	a	a	DET
cana-855	6	6	cornerstone	cornerstone	NOUN
cana-855	6	7	in	in	ADP
cana-855	6	8	unlocking	unlock	VERB
cana-855	6	9	the	the	DET
cana-855	6	10	full	full	ADJ
cana-855	6	11	potential	potential	NOUN
cana-855	6	12	of	of	ADP
cana-855	6	13	ai	ai	NOUN
cana-855	6	14	,	,	PUNCT
cana-855	6	15	enabling	enable	VERB
cana-855	6	16	breakthroughs	breakthrough	NOUN
cana-855	6	17	in	in	ADP
cana-855	6	18	deep	deep	ADJ
cana-855	6	19	learning	learning	NOUN
cana-855	6	20	,	,	PUNCT
cana-855	6	21	high	high	ADJ
cana-855	6	22	-	-	PUNCT
cana-855	6	23	speed	speed	NOUN
cana-855	6	24	train	train	NOUN
cana-855	6	25	fault	fault	NOUN
cana-855	6	26	detection	detection	NOUN
cana-855	6	27	and	and	CCONJ
cana-855	6	28	isolation	isolation	NOUN
cana-855	6	29	,	,	PUNCT
cana-855	6	30	and	and	CCONJ
cana-855	6	31	numerous	numerous	ADJ
cana-855	6	32	other	other	ADJ
cana-855	6	33	applications	application	NOUN
cana-855	6	34	.	.	PUNCT
cana-855	7	1	by	by	ADP
cana-855	7	2	improving	improve	VERB
cana-855	7	3	memory	memory	NOUN
cana-855	7	4	management	management	NOUN
cana-855	7	5	,	,	PUNCT
cana-855	7	6	facts	fact	VERB
cana-855	7	7	placement	placement	NOUN
cana-855	7	8	,	,	PUNCT
cana-855	7	9	bus	bus	NOUN
cana-855	7	10	scheduling	scheduling	NOUN
cana-855	7	11	,	,	PUNCT
cana-855	7	12	and	and	CCONJ
cana-855	7	13	fault	fault	VERB
cana-855	7	14	tolerance	tolerance	NOUN
cana-855	7	15	,	,	PUNCT
cana-855	7	16	that	that	DET
cana-855	7	17	research	research	NOUN
cana-855	7	18	paves	pave	VERB
cana-855	7	19	the	the	DET
cana-855	7	20	way	way	NOUN
cana-855	7	21	for	for	ADP
cana-855	7	22	ai	ai	NOUN
cana-855	7	23	structures	structure	NOUN
cana-855	7	24	which	which	PRON
cana-855	7	25	are	be	AUX
cana-855	7	26	both	both	ADV
cana-855	7	27	powerful	powerful	ADJ
cana-855	7	28	and	and	CCONJ
cana-855	7	29	sustainable	sustainable	ADJ
cana-855	7	30	,	,	PUNCT
cana-855	7	31	making	make	VERB
cana-855	7	32	ai	ai	VERB
cana-855	7	33	accessible	accessible	ADJ
cana-855	7	34	and	and	CCONJ
cana-855	7	35	impactful	impactful	ADJ
cana-855	7	36	in	in	ADP
cana-855	7	37	a	a	DET
cana-855	7	38	wide	wide	ADJ
cana-855	7	39	variety	variety	NOUN
cana-855	7	40	of	of	ADP
cana-855	7	41	fields	field	NOUN
cana-855	7	42	.	.	PUNCT
cana-855	8	1	this	this	DET
cana-855	8	2	research	research	NOUN
cana-855	8	3	is	be	AUX
cana-855	8	4	important	important	ADJ
cana-855	8	5	for	for	ADP
cana-855	8	6	fostering	foster	VERB
cana-855	8	7	the	the	DET
cana-855	8	8	growth	growth	NOUN
cana-855	8	9	and	and	CCONJ
cana-855	8	10	adoption	adoption	NOUN
cana-855	8	11	of	of	ADP
cana-855	8	12	ai	ai	NOUN
cana-855	8	13	,	,	PUNCT
cana-855	8	14	ultimately	ultimately	ADV
cana-855	8	15	remodelling	remodelle	VERB
cana-855	8	16	how	how	SCONJ
cana-855	8	17	we	we	PRON
cana-855	8	18	interact	interact	VERB
cana-855	8	19	with	with	ADP
cana-855	8	20	technology	technology	NOUN
cana-855	8	21	and	and	CCONJ
cana-855	8	22	facts	fact	NOUN
cana-855	8	23	in	in	ADP
cana-855	8	24	our	our	PRON
cana-855	8	25	daily	daily	ADJ
cana-855	8	26	lives	life	NOUN
cana-855	8	27	.	.	PUNCT
cana-855	9	1	keywords	keyword	NOUN
cana-855	9	2	:	:	PUNCT
cana-855	9	3	artificial	artificial	ADJ
cana-855	9	4	intelligence	intelligence	NOUN
cana-855	9	5	,	,	PUNCT
cana-855	9	6	accelerators	accelerator	NOUN
cana-855	9	7	,	,	PUNCT
cana-855	9	8	machine	machine	NOUN
cana-855	9	9	learning	learning	NOUN
cana-855	9	10	,	,	PUNCT
cana-855	9	11	deep	deep	ADJ
cana-855	9	12	learning	learning	NOUN
cana-855	9	13	,	,	PUNCT
cana-855	9	14	energy	energy	NOUN
cana-855	9	15	efficiency	efficiency	NOUN
cana-855	9	16	.	.	PUNCT
cana-855	10	1	1	1	X
cana-855	10	2	.	.	X
cana-855	10	3	introduction	introduction	NOUN
cana-855	10	4	acceleration	acceleration	NOUN
cana-855	10	5	design	design	NOUN
cana-855	10	6	,	,	PUNCT
cana-855	10	7	within	within	ADP
cana-855	10	8	the	the	DET
cana-855	10	9	context	context	NOUN
cana-855	10	10	of	of	ADP
cana-855	10	11	laptop	laptop	NOUN
cana-855	10	12	engineering	engineering	NOUN
cana-855	10	13	and	and	CCONJ
cana-855	10	14	hardware	hardware	NOUN
cana-855	10	15	improvement	improvement	NOUN
cana-855	10	16	,	,	PUNCT
cana-855	10	17	refers	refer	VERB
cana-855	10	18	to	to	ADP
cana-855	10	19	enhancing	enhance	VERB
cana-855	10	20	the	the	DET
cana-855	10	21	performance	performance	NOUN
cana-855	10	22	of	of	ADP
cana-855	10	23	specific	specific	ADJ
cana-855	10	24	computational	computational	ADJ
cana-855	10	25	duties	duty	NOUN
cana-855	10	26	or	or	CCONJ
cana-855	10	27	workloads	workload	NOUN
cana-855	10	28	.	.	PUNCT
cana-855	11	1	the	the	DET
cana-855	11	2	primary	primary	ADJ
cana-855	11	3	objective	objective	NOUN
cana-855	11	4	of	of	ADP
cana-855	11	5	acceleration	acceleration	NOUN
cana-855	11	6	design	design	NOUN
cana-855	11	7	is	be	AUX
cana-855	11	8	to	to	PART
cana-855	11	9	achieve	achieve	VERB
cana-855	11	10	faster	fast	ADV
cana-855	11	11	and	and	CCONJ
cana-855	11	12	more	more	ADV
cana-855	11	13	green	green	ADJ
cana-855	11	14	execution	execution	NOUN
cana-855	11	15	of	of	ADP
cana-855	11	16	those	those	DET
cana-855	11	17	responsibilities	responsibility	NOUN
cana-855	11	18	.	.	PUNCT
cana-855	12	1	this	this	PRON
cana-855	12	2	is	be	AUX
cana-855	12	3	often	often	ADV
cana-855	12	4	performed	perform	VERB
cana-855	12	5	by	by	ADP
cana-855	12	6	utilising	utilise	VERB
cana-855	12	7	specialised	specialised	ADJ
cana-855	12	8	hardware	hardware	NOUN
cana-855	12	9	or	or	CCONJ
cana-855	12	10	accelerators	accelerator	NOUN
cana-855	12	11	designed	design	VERB
cana-855	12	12	to	to	PART
cana-855	12	13	dump	dump	VERB
cana-855	12	14	and	and	CCONJ
cana-855	12	15	expedite	expedite	VERB
cana-855	12	16	unique	unique	ADJ
cana-855	12	17	kinds	kind	NOUN
cana-855	12	18	of	of	ADP
cana-855	12	19	computation	computation	NOUN
cana-855	12	20	.	.	PUNCT
cana-855	13	1	field	field	NOUN
cana-855	13	2	-	-	PUNCT
cana-855	13	3	programmable	programmable	ADJ
cana-855	13	4	gate	gate	NOUN
cana-855	13	5	arrays	array	NOUN
cana-855	13	6	(	(	PUNCT
cana-855	13	7	fpgas	fpgas	NOUN
cana-855	13	8	)	)	PUNCT
cana-855	13	9	are	be	AUX
cana-855	13	10	a	a	DET
cana-855	13	11	common	common	ADJ
cana-855	13	12	hardware	hardware	NOUN
cana-855	13	13	platform	platform	NOUN
cana-855	13	14	for	for	ADP
cana-855	13	15	acceleration	acceleration	NOUN
cana-855	13	16	layout	layout	NOUN
cana-855	13	17	.	.	PUNCT
cana-855	14	1	fpgas	fpga	NOUN
cana-855	14	2	are	be	AUX
cana-855	14	3	integrated	integrate	VERB
cana-855	14	4	circuits	circuit	NOUN
cana-855	14	5	that	that	PRON
cana-855	14	6	provide	provide	VERB
cana-855	14	7	unique	unique	ADJ
cana-855	14	8	flexibility	flexibility	NOUN
cana-855	14	9	and	and	CCONJ
cana-855	14	10	customisation	customisation	NOUN
cana-855	14	11	for	for	ADP
cana-855	14	12	hardware	hardware	NOUN
cana-855	14	13	acceleration	acceleration	NOUN
cana-855	14	14	.	.	PUNCT
cana-855	15	1	unlike	unlike	ADP
cana-855	15	2	conventional	conventional	ADJ
cana-855	15	3	processors	processor	NOUN
cana-855	15	4	(	(	PUNCT
cana-855	15	5	cpus	cpu	NOUN
cana-855	15	6	)	)	PUNCT
cana-855	15	7	and	and	CCONJ
cana-855	15	8	snapshot	snapshot	NOUN
cana-855	15	9	processors	processor	NOUN
cana-855	15	10	(	(	PUNCT
cana-855	15	11	gpus	gpu	NOUN
cana-855	15	12	)	)	PUNCT
cana-855	15	13	,	,	PUNCT
cana-855	15	14	which	which	PRON
cana-855	15	15	have	have	VERB
cana-855	15	16	constant	constant	ADJ
cana-855	15	17	architectures	architecture	NOUN
cana-855	15	18	,	,	PUNCT
cana-855	15	19	fpgas	fpgas	NOUN
cana-855	15	20	can	can	AUX
cana-855	15	21	be	be	AUX
cana-855	15	22	programmed	program	VERB
cana-855	15	23	and	and	CCONJ
cana-855	15	24	reconfigured	reconfigure	VERB
cana-855	15	25	to	to	PART
cana-855	15	26	carry	carry	VERB
cana-855	15	27	out	out	ADP
cana-855	15	28	particular	particular	ADJ
cana-855	15	29	obligations	obligation	NOUN
cana-855	16	1	[	[	X
cana-855	16	2	1	1	NUM
cana-855	16	3	]	]	PUNCT
cana-855	16	4	.	.	PUNCT
cana-855	17	1	this	this	DET
cana-855	17	2	adaptability	adaptability	NOUN
cana-855	17	3	makes	make	VERB
cana-855	17	4	fpgas	fpgas	NOUN
cana-855	17	5	surprisingly	surprisingly	ADV
cana-855	17	6	versatile	versatile	ADJ
cana-855	17	7	for	for	ADP
cana-855	17	8	many	many	ADJ
cana-855	17	9	packages	package	NOUN
cana-855	17	10	,	,	PUNCT
cana-855	17	11	including	include	VERB
cana-855	17	12	acceleration	acceleration	NOUN
cana-855	17	13	in	in	ADP
cana-855	17	14	numerous	numerous	ADJ
cana-855	17	15	domains	domain	NOUN
cana-855	17	16	and	and	CCONJ
cana-855	17	17	machine	machine	NOUN
cana-855	17	18	-	-	PUNCT
cana-855	17	19	learning	learn	VERB
cana-855	17	20	knowledge	knowledge	NOUN
cana-855	17	21	of	of	ADP
cana-855	17	22	signal	signal	NOUN
cana-855	17	23	processing	processing	NOUN
cana-855	17	24	and	and	CCONJ
cana-855	17	25	cryptography	cryptography	NOUN
cana-855	18	1	[	[	X
cana-855	18	2	2	2	NUM
cana-855	18	3	]	]	PUNCT
cana-855	18	4	.	.	PUNCT
cana-855	19	1	fpga	fpga	PROPN
cana-855	19	2	and	and	CCONJ
cana-855	19	3	accelerations	acceleration	NOUN
cana-855	19	4	layout	layout	VERB
cana-855	19	5	field	field	NOUN
cana-855	19	6	-	-	PUNCT
cana-855	19	7	programmable	programmable	ADJ
cana-855	19	8	gate	gate	NOUN
cana-855	19	9	arrays	array	NOUN
cana-855	19	10	(	(	PUNCT
cana-855	19	11	fpgas	fpgas	NOUN
cana-855	19	12	)	)	PUNCT
cana-855	19	13	are	be	AUX
cana-855	19	14	flexible	flexible	ADJ
cana-855	19	15	hardware	hardware	NOUN
cana-855	19	16	gadgets	gadget	NOUN
cana-855	19	17	that	that	PRON
cana-855	19	18	play	play	VERB
cana-855	19	19	a	a	DET
cana-855	19	20	crucial	crucial	ADJ
cana-855	19	21	role	role	NOUN
cana-855	19	22	in	in	ADP
cana-855	19	23	acceleration	acceleration	NOUN
cana-855	19	24	design	design	NOUN
cana-855	19	25	.	.	PUNCT
cana-855	20	1	they	they	PRON
cana-855	20	2	consist	consist	VERB
cana-855	20	3	of	of	ADP
cana-855	20	4	configurable	configurable	ADJ
cana-855	20	5	logic	logic	NOUN
cana-855	20	6	blocks	block	NOUN
cana-855	20	7	containing	contain	VERB
cana-855	20	8	lookup	lookup	NOUN
cana-855	20	9	tables	table	NOUN
cana-855	20	10	,	,	PUNCT
cana-855	20	11	multiplexers	multiplexer	NOUN
cana-855	20	12	,	,	PUNCT
cana-855	20	13	and	and	CCONJ
cana-855	20	14	flip	flip	NOUN
cana-855	20	15	-	-	PUNCT
cana-855	20	16	flops	flop	NOUN
cana-855	20	17	that	that	PRON
cana-855	20	18	can	can	AUX
cana-855	20	19	be	be	AUX
cana-855	20	20	programmed	program	VERB
cana-855	20	21	to	to	PART
cana-855	20	22	implement	implement	VERB
cana-855	20	23	specific	specific	ADJ
cana-855	20	24	logic	logic	NOUN
cana-855	20	25	features	feature	NOUN
cana-855	20	26	.	.	PUNCT
cana-855	21	1	these	these	DET
cana-855	21	2	logic	logic	NOUN
cana-855	21	3	blocks	block	NOUN
cana-855	21	4	are	be	AUX
cana-855	21	5	interconnected	interconnect	VERB
cana-855	21	6	through	through	ADP
cana-855	21	7	a	a	DET
cana-855	21	8	programmable	programmable	ADJ
cana-855	21	9	interconnect	interconnect	NOUN
cana-855	21	10	network	network	NOUN
cana-855	21	11	,	,	PUNCT
cana-855	21	12	permitting	permit	VERB
cana-855	21	13	indicators	indicator	NOUN
cana-855	21	14	to	to	PART
cana-855	21	15	be	be	AUX
cana-855	21	16	routed	route	VERB
cana-855	21	17	between	between	ADP
cana-855	21	18	them	they	PRON
cana-855	21	19	.	.	PUNCT
cana-855	22	1	this	this	DET
cana-855	22	2	interconnect	interconnect	NOUN
cana-855	22	3	material	material	NOUN
cana-855	22	4	enables	enable	VERB
cana-855	22	5	custom	custom	NOUN
cana-855	22	6	record	record	NOUN
cana-855	22	7	paths	path	NOUN
cana-855	22	8	and	and	CCONJ
cana-855	22	9	connections	connection	NOUN
cana-855	22	10	tailor	tailor	NOUN
cana-855	22	11	-	-	PUNCT
cana-855	22	12	made	make	VERB
cana-855	22	13	communications	communication	NOUN
cana-855	22	14	on	on	ADP
cana-855	22	15	applied	apply	VERB
cana-855	22	16	nonlinear	nonlinear	ADJ
cana-855	22	17	analysis	analysis	NOUN
cana-855	22	18	issn	issn	NOUN
cana-855	22	19	:	:	PUNCT
cana-855	22	20	1074	1074	NUM
cana-855	22	21	-	-	PUNCT
cana-855	22	22	133x	133x	NUM
cana-855	22	23	vol	vol	NOUN
cana-855	22	24	31	31	NUM
cana-855	22	25	no	no	NOUN
cana-855	22	26	.	.	PUNCT
cana-855	23	1	4s	4s	NUM
cana-855	23	2	(	(	PUNCT
cana-855	23	3	2024	2024	NUM
cana-855	23	4	)	)	PUNCT
cana-855	23	5	330	330	NUM
cana-855	23	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-855	23	7	to	to	ADP
cana-855	23	8	the	the	DET
cana-855	23	9	favoured	favour	VERB
cana-855	23	10	computation	computation	NOUN
cana-855	23	11	.	.	PUNCT
cana-855	24	1	fpgas	fpga	NOUN
cana-855	24	2	are	be	AUX
cana-855	24	3	programmed	program	VERB
cana-855	24	4	by	by	ADP
cana-855	24	5	specifying	specify	VERB
cana-855	24	6	the	the	DET
cana-855	24	7	preferred	preferred	ADJ
cana-855	24	8	logic	logic	NOUN
cana-855	24	9	capabilities	capability	NOUN
cana-855	24	10	and	and	CCONJ
cana-855	24	11	interconnections	interconnection	NOUN
cana-855	24	12	through	through	ADP
cana-855	24	13	a	a	DET
cana-855	24	14	hardware	hardware	NOUN
cana-855	24	15	description	description	NOUN
cana-855	24	16	language	language	NOUN
cana-855	24	17	(	(	PUNCT
cana-855	24	18	hdl	hdl	NOUN
cana-855	24	19	)	)	PUNCT
cana-855	24	20	or	or	CCONJ
cana-855	24	21	a	a	DET
cana-855	24	22	high	high	ADJ
cana-855	24	23	-	-	PUNCT
cana-855	24	24	stage	stage	NOUN
cana-855	24	25	programming	programming	NOUN
cana-855	24	26	language	language	NOUN
cana-855	24	27	.	.	PUNCT
cana-855	25	1	this	this	DET
cana-855	25	2	programming	programming	NOUN
cana-855	25	3	configures	configure	VERB
cana-855	25	4	the	the	DET
cana-855	25	5	fpga	fpga	PROPN
cana-855	25	6	to	to	PART
cana-855	25	7	behave	behave	VERB
cana-855	25	8	as	as	ADP
cana-855	25	9	a	a	DET
cana-855	25	10	devoted	devoted	ADJ
cana-855	25	11	hardware	hardware	NOUN
cana-855	25	12	accelerator	accelerator	NOUN
cana-855	25	13	for	for	ADP
cana-855	25	14	the	the	DET
cana-855	25	15	favoured	favour	VERB
cana-855	25	16	challenge[3	challenge[3	NOUN
cana-855	25	17	]	]	PUNCT
cana-855	25	18	.	.	PUNCT
cana-855	26	1	fpgas	fpgas	PROPN
cana-855	26	2	are	be	AUX
cana-855	26	3	prized	prize	VERB
cana-855	26	4	for	for	ADP
cana-855	26	5	their	their	PRON
cana-855	26	6	potential	potential	NOUN
cana-855	26	7	to	to	PART
cana-855	26	8	offer	offer	VERB
cana-855	26	9	hardware	hardware	NOUN
cana-855	26	10	acceleration	acceleration	NOUN
cana-855	26	11	custom	custom	ADV
cana-855	26	12	-	-	PUNCT
cana-855	26	13	designed	design	VERB
cana-855	26	14	to	to	ADP
cana-855	26	15	specific	specific	ADJ
cana-855	26	16	workloads	workload	NOUN
cana-855	26	17	.	.	PUNCT
cana-855	27	1	they	they	PRON
cana-855	27	2	offer	offer	VERB
cana-855	27	3	numerous	numerous	ADJ
cana-855	27	4	benefits	benefit	NOUN
cana-855	27	5	and	and	CCONJ
cana-855	27	6	the	the	DET
cana-855	27	7	potential	potential	NOUN
cana-855	27	8	to	to	PART
cana-855	27	9	create	create	VERB
cana-855	27	10	custom	custom	NOUN
cana-855	27	11	hardware	hardware	NOUN
cana-855	27	12	circuits	circuit	NOUN
cana-855	27	13	matching	match	VERB
cana-855	27	14	the	the	DET
cana-855	27	15	computation	computation	NOUN
cana-855	27	16	required	require	VERB
cana-855	27	17	for	for	ADP
cana-855	27	18	unique	unique	ADJ
cana-855	27	19	tasks	task	NOUN
cana-855	27	20	.	.	PUNCT
cana-855	28	1	this	this	DET
cana-855	28	2	customisation	customisation	NOUN
cana-855	28	3	can	can	AUX
cana-855	28	4	lead	lead	VERB
cana-855	28	5	to	to	ADP
cana-855	28	6	great	great	ADJ
cana-855	28	7	overall	overall	ADJ
cana-855	28	8	performance	performance	NOUN
cana-855	28	9	gains	gain	NOUN
cana-855	28	10	compared	compare	VERB
cana-855	28	11	to	to	ADP
cana-855	28	12	running	run	VERB
cana-855	28	13	the	the	DET
cana-855	28	14	same	same	ADJ
cana-855	28	15	computations	computation	NOUN
cana-855	28	16	on	on	ADP
cana-855	28	17	well	well	ADV
cana-855	28	18	-	-	PUNCT
cana-855	28	19	known	know	VERB
cana-855	28	20	cpus	cpu	NOUN
cana-855	28	21	.	.	PUNCT
cana-855	29	1	fpgas	fpgas	PROPN
cana-855	29	2	are	be	AUX
cana-855	29	3	also	also	ADV
cana-855	29	4	rather	rather	ADV
cana-855	29	5	parallelisable	parallelisable	ADJ
cana-855	29	6	,	,	PUNCT
cana-855	29	7	able	able	ADJ
cana-855	29	8	to	to	PART
cana-855	29	9	execute	execute	VERB
cana-855	29	10	multiple	multiple	ADJ
cana-855	29	11	operations	operation	NOUN
cana-855	29	12	simultaneously	simultaneously	ADV
cana-855	29	13	,	,	PUNCT
cana-855	29	14	making	make	VERB
cana-855	29	15	them	they	PRON
cana-855	29	16	appropriate	appropriate	ADJ
cana-855	29	17	for	for	ADP
cana-855	29	18	duties	duty	NOUN
cana-855	29	19	that	that	PRON
cana-855	29	20	may	may	AUX
cana-855	29	21	be	be	AUX
cana-855	29	22	divided	divide	VERB
cana-855	29	23	into	into	ADP
cana-855	29	24	smaller	small	ADJ
cana-855	29	25	,	,	PUNCT
cana-855	29	26	unbiased	unbiased	ADJ
cana-855	29	27	computations[4	computations[4	NOUN
cana-855	29	28	]	]	PUNCT
cana-855	29	29	.	.	PUNCT
cana-855	30	1	additionally	additionally	ADV
cana-855	30	2	,	,	PUNCT
cana-855	30	3	fpgas	fpgas	NOUN
cana-855	30	4	may	may	AUX
cana-855	30	5	be	be	AUX
cana-855	30	6	designed	design	VERB
cana-855	30	7	for	for	ADP
cana-855	30	8	strength	strength	NOUN
cana-855	30	9	performance	performance	NOUN
cana-855	30	10	,	,	PUNCT
cana-855	30	11	making	make	VERB
cana-855	30	12	them	they	PRON
cana-855	30	13	properly	properly	ADV
cana-855	30	14	applicable	applicable	ADJ
cana-855	30	15	for	for	ADP
cana-855	30	16	programs	program	NOUN
cana-855	30	17	wherein	wherein	ADJ
cana-855	30	18	power	power	NOUN
cana-855	30	19	intake	intake	NOUN
cana-855	30	20	is	be	AUX
cana-855	30	21	an	an	DET
cana-855	30	22	important	important	ADJ
cana-855	30	23	challenge	challenge	NOUN
cana-855	30	24	.	.	PUNCT
cana-855	31	1	their	their	PRON
cana-855	31	2	reconfigurability	reconfigurability	NOUN
cana-855	31	3	and	and	CCONJ
cana-855	31	4	project	project	NOUN
cana-855	31	5	-	-	PUNCT
cana-855	31	6	particular	particular	ADJ
cana-855	31	7	optimisation	optimisation	NOUN
cana-855	31	8	allow	allow	VERB
cana-855	31	9	them	they	PRON
cana-855	31	10	to	to	PART
cana-855	31	11	provide	provide	VERB
cana-855	31	12	low	low	ADJ
cana-855	31	13	-	-	PUNCT
cana-855	31	14	latency	latency	NOUN
cana-855	31	15	processing	processing	NOUN
cana-855	31	16	,	,	PUNCT
cana-855	31	17	vital	vital	ADJ
cana-855	31	18	in	in	ADP
cana-855	31	19	applications	application	NOUN
cana-855	31	20	requiring	require	VERB
cana-855	31	21	real	real	ADJ
cana-855	31	22	-	-	PUNCT
cana-855	31	23	time	time	NOUN
cana-855	31	24	or	or	CCONJ
cana-855	31	25	close	close	ADJ
cana-855	31	26	to	to	ADP
cana-855	31	27	real	real	ADJ
cana-855	31	28	-	-	PUNCT
cana-855	31	29	time	time	NOUN
cana-855	31	30	performance	performance	NOUN
cana-855	31	31	.	.	PUNCT
cana-855	32	1	furthermore	furthermore	ADV
cana-855	32	2	,	,	PUNCT
cana-855	32	3	their	their	PRON
cana-855	32	4	adaptability	adaptability	NOUN
cana-855	32	5	allows	allow	VERB
cana-855	32	6	them	they	PRON
cana-855	32	7	to	to	PART
cana-855	32	8	be	be	AUX
cana-855	32	9	reprogrammed	reprogramme	VERB
cana-855	32	10	to	to	PART
cana-855	32	11	accommodate	accommodate	VERB
cana-855	32	12	converting	converting	NOUN
cana-855	32	13	workloads	workload	NOUN
cana-855	32	14	or	or	CCONJ
cana-855	32	15	new	new	ADJ
cana-855	32	16	algorithms	algorithm	NOUN
cana-855	32	17	,	,	PUNCT
cana-855	32	18	making	make	VERB
cana-855	32	19	them	they	PRON
cana-855	32	20	flexible	flexible	ADJ
cana-855	32	21	answers	answer	NOUN
cana-855	32	22	for	for	ADP
cana-855	32	23	acceleration	acceleration	NOUN
cana-855	32	24	in	in	ADP
cana-855	32	25	dynamic	dynamic	ADJ
cana-855	32	26	domains	domain	NOUN
cana-855	32	27	of	of	ADP
cana-855	32	28	artificial	artificial	ADJ
cana-855	32	29	intelligence	intelligence	NOUN
cana-855	32	30	and	and	CCONJ
cana-855	32	31	records	record	NOUN
cana-855	32	32	processing	processing	NOUN
cana-855	32	33	.	.	PUNCT
cana-855	33	1	in	in	ADP
cana-855	33	2	summary	summary	NOUN
cana-855	33	3	,	,	PUNCT
cana-855	33	4	fpgas	fpga	NOUN
cana-855	33	5	are	be	AUX
cana-855	33	6	instrumental	instrumental	ADJ
cana-855	33	7	in	in	ADP
cana-855	33	8	acceleration	acceleration	NOUN
cana-855	33	9	design	design	NOUN
cana-855	33	10	,	,	PUNCT
cana-855	33	11	imparting	impart	VERB
cana-855	33	12	flexibility	flexibility	NOUN
cana-855	33	13	,	,	PUNCT
cana-855	33	14	customisation	customisation	NOUN
cana-855	33	15	,	,	PUNCT
cana-855	33	16	parallelism	parallelism	NOUN
cana-855	33	17	,	,	PUNCT
cana-855	33	18	electricity	electricity	NOUN
cana-855	33	19	efficiency	efficiency	NOUN
cana-855	33	20	,	,	PUNCT
cana-855	33	21	low	low	ADJ
cana-855	33	22	latency	latency	NOUN
cana-855	33	23	,	,	PUNCT
cana-855	33	24	and	and	CCONJ
cana-855	33	25	adaptableness	adaptableness	VERB
cana-855	33	26	for	for	ADP
cana-855	33	27	unique	unique	ADJ
cana-855	33	28	computational	computational	ADJ
cana-855	33	29	responsibilities[5	responsibilities[5	NOUN
cana-855	33	30	]	]	PUNCT
cana-855	33	31	.	.	PUNCT
cana-855	34	1	2	2	X
cana-855	34	2	.	.	X
cana-855	34	3	highlights	highlight	NOUN
cana-855	34	4	in	in	ADP
cana-855	34	5	these	these	DET
cana-855	34	6	surveys	survey	NOUN
cana-855	34	7	these	these	PRON
cana-855	34	8	surveyed	survey	VERB
cana-855	34	9	work	work	NOUN
cana-855	34	10	together	together	ADV
cana-855	34	11	encompass	encompass	VERB
cana-855	34	12	many	many	ADJ
cana-855	34	13	subjects	subject	NOUN
cana-855	34	14	within	within	ADP
cana-855	34	15	hardware	hardware	NOUN
cana-855	34	16	acceleration	acceleration	NOUN
cana-855	34	17	and	and	CCONJ
cana-855	34	18	neural	neural	ADJ
cana-855	34	19	networks	network	NOUN
cana-855	34	20	,	,	PUNCT
cana-855	34	21	dropping	drop	VERB
cana-855	34	22	mild	mild	NOUN
cana-855	34	23	at	at	ADP
cana-855	34	24	the	the	DET
cana-855	34	25	ever	ever	ADV
cana-855	34	26	-	-	PUNCT
cana-855	34	27	evolving	evolve	VERB
cana-855	34	28	landscape	landscape	NOUN
cana-855	34	29	of	of	ADP
cana-855	34	30	device	device	NOUN
cana-855	34	31	mastering	master	VERB
cana-855	34	32	hardware	hardware	NOUN
cana-855	34	33	optimisation	optimisation	NOUN
cana-855	34	34	.	.	PUNCT
cana-855	35	1	they	they	PRON
cana-855	35	2	delve	delve	VERB
cana-855	35	3	into	into	ADP
cana-855	35	4	the	the	DET
cana-855	35	5	intricacies	intricacy	NOUN
cana-855	35	6	of	of	ADP
cana-855	35	7	designing	design	VERB
cana-855	35	8	green	green	ADJ
cana-855	35	9	hardware	hardware	NOUN
cana-855	35	10	accelerators	accelerator	NOUN
cana-855	35	11	tailored	tailor	VERB
cana-855	35	12	for	for	ADP
cana-855	35	13	edge	edge	NOUN
cana-855	35	14	processing	processing	NOUN
cana-855	35	15	,	,	PUNCT
cana-855	35	16	balancing	balance	VERB
cana-855	35	17	high	high	ADJ
cana-855	35	18	computational	computational	ADJ
cana-855	35	19	performance	performance	NOUN
cana-855	35	20	and	and	CCONJ
cana-855	35	21	minimum	minimum	NOUN
cana-855	35	22	strength	strength	NOUN
cana-855	35	23	consumption	consumption	NOUN
cana-855	35	24	.	.	PUNCT
cana-855	36	1	the	the	DET
cana-855	36	2	demanding	demand	VERB
cana-855	36	3	situations	situation	NOUN
cana-855	36	4	related	relate	VERB
cana-855	36	5	to	to	PART
cana-855	36	6	reminiscence	reminiscence	VERB
cana-855	36	7	get	get	VERB
cana-855	36	8	admission	admission	NOUN
cana-855	36	9	to	to	ADP
cana-855	36	10	in	in	ADP
cana-855	36	11	deep	deep	ADJ
cana-855	36	12	neural	neural	ADJ
cana-855	36	13	community	community	NOUN
cana-855	36	14	applications	application	NOUN
cana-855	36	15	are	be	AUX
cana-855	36	16	explored	explore	VERB
cana-855	36	17	within	within	ADP
cana-855	36	18	the	the	DET
cana-855	36	19	context	context	NOUN
cana-855	36	20	of	of	ADP
cana-855	36	21	various	various	ADJ
cana-855	36	22	domain	domain	NOUN
cana-855	36	23	names	name	NOUN
cana-855	36	24	,	,	PUNCT
cana-855	36	25	starting	start	VERB
cana-855	36	26	from	from	ADP
cana-855	36	27	the	the	DET
cana-855	36	28	internet	internet	NOUN
cana-855	36	29	of	of	ADP
cana-855	36	30	things	thing	NOUN
cana-855	36	31	(	(	PUNCT
cana-855	36	32	iot	iot	NOUN
cana-855	36	33	)	)	PUNCT
cana-855	36	34	to	to	ADP
cana-855	36	35	cloud	cloud	NOUN
cana-855	36	36	computing	computing	NOUN
cana-855	36	37	and	and	CCONJ
cana-855	36	38	records	record	NOUN
cana-855	36	39	centres	centre	NOUN
cana-855	36	40	[	[	X
cana-855	36	41	6	6	NUM
cana-855	36	42	]	]	PUNCT
cana-855	36	43	.	.	PUNCT
cana-855	37	1	custom	custom	PROPN
cana-855	37	2	accelerator	accelerator	PROPN
cana-855	37	3	design	design	NOUN
cana-855	37	4	takes	take	VERB
cana-855	37	5	the	the	DET
cana-855	37	6	middle	middle	ADJ
cana-855	37	7	stage	stage	NOUN
cana-855	37	8	as	as	SCONJ
cana-855	37	9	researchers	researcher	NOUN
cana-855	37	10	emphasise	emphasise	VERB
cana-855	37	11	the	the	DET
cana-855	37	12	significance	significance	NOUN
cana-855	37	13	of	of	ADP
cana-855	37	14	correctly	correctly	ADV
cana-855	37	15	dealing	deal	VERB
cana-855	37	16	with	with	ADP
cana-855	37	17	huge	huge	ADJ
cana-855	37	18	-	-	PUNCT
cana-855	37	19	scale	scale	NOUN
cana-855	37	20	convolutional	convolutional	ADJ
cana-855	37	21	neural	neural	ADJ
cana-855	37	22	networks	network	NOUN
cana-855	37	23	(	(	PUNCT
cana-855	37	24	cnns	cnns	PROPN
cana-855	37	25	)	)	PUNCT
cana-855	37	26	and	and	CCONJ
cana-855	37	27	deep	deep	ADJ
cana-855	37	28	neural	neural	ADJ
cana-855	37	29	networks	network	NOUN
cana-855	37	30	(	(	PUNCT
cana-855	37	31	dnns	dnn	NOUN
cana-855	37	32	)	)	PUNCT
cana-855	37	33	,	,	PUNCT
cana-855	37	34	specifically	specifically	ADV
cana-855	37	35	within	within	ADP
cana-855	37	36	the	the	DET
cana-855	37	37	context	context	NOUN
cana-855	37	38	of	of	ADP
cana-855	37	39	memory	memory	NOUN
cana-855	37	40	optimisation	optimisation	NOUN
cana-855	37	41	.	.	PUNCT
cana-855	38	1	integrating	integrate	VERB
cana-855	38	2	neural	neural	ADJ
cana-855	38	3	accelerators	accelerator	NOUN
cana-855	38	4	with	with	ADP
cana-855	38	5	graphics	graphic	NOUN
cana-855	38	6	processing	processing	NOUN
cana-855	38	7	units	unit	NOUN
cana-855	38	8	(	(	PUNCT
cana-855	38	9	gpus	gpu	NOUN
cana-855	38	10	)	)	PUNCT
cana-855	38	11	is	be	AUX
cana-855	38	12	a	a	DET
cana-855	38	13	first	first	ADJ
cana-855	38	14	-	-	PUNCT
cana-855	38	15	rate	rate	NOUN
cana-855	38	16	pursuit	pursuit	NOUN
cana-855	38	17	,	,	PUNCT
cana-855	38	18	aiming	aim	VERB
cana-855	38	19	to	to	PART
cana-855	38	20	decorate	decorate	VERB
cana-855	38	21	basic	basic	ADJ
cana-855	38	22	performance	performance	NOUN
cana-855	38	23	and	and	CCONJ
cana-855	38	24	efficiency	efficiency	NOUN
cana-855	38	25	.	.	PUNCT
cana-855	39	1	introducing	introduce	VERB
cana-855	39	2	sparse	sparse	ADJ
cana-855	39	3	cnn	cnn	PROPN
cana-855	39	4	(	(	PUNCT
cana-855	39	5	scnn	scnn	PROPN
cana-855	39	6	)	)	PUNCT
cana-855	39	7	accelerators	accelerator	NOUN
cana-855	39	8	that	that	PRON
cana-855	39	9	make	make	VERB
cana-855	39	10	the	the	DET
cana-855	39	11	most	most	ADJ
cana-855	39	12	sparsity	sparsity	NOUN
cana-855	39	13	in	in	ADP
cana-855	39	14	neural	neural	ADJ
cana-855	39	15	networks	network	NOUN
cana-855	39	16	gives	give	VERB
cana-855	39	17	a	a	DET
cana-855	39	18	promising	promising	ADJ
cana-855	39	19	street	street	NOUN
cana-855	39	20	for	for	ADP
cana-855	39	21	improved	improve	VERB
cana-855	39	22	overall	overall	ADJ
cana-855	39	23	performance	performance	NOUN
cana-855	39	24	and	and	CCONJ
cana-855	39	25	electricity	electricity	NOUN
cana-855	39	26	efficiency[7	efficiency[7	PROPN
cana-855	39	27	]	]	PUNCT
cana-855	39	28	.	.	PUNCT
cana-855	40	1	neuromorphic	neuromorphic	ADJ
cana-855	40	2	photonic	photonic	ADJ
cana-855	40	3	engines	engine	NOUN
cana-855	40	4	harness	harness	VERB
cana-855	40	5	the	the	DET
cana-855	40	6	potential	potential	NOUN
cana-855	40	7	of	of	ADP
cana-855	40	8	mild	mild	ADJ
cana-855	40	9	-	-	PUNCT
cana-855	40	10	based	base	VERB
cana-855	40	11	technologies	technology	NOUN
cana-855	40	12	and	and	CCONJ
cana-855	40	13	modern	modern	ADJ
cana-855	40	14	architectures	architecture	NOUN
cana-855	40	15	to	to	PART
cana-855	40	16	make	make	VERB
cana-855	40	17	a	a	DET
cana-855	40	18	bigger	big	ADJ
cana-855	40	19	computing	compute	VERB
cana-855	40	20	overall	overall	ADJ
cana-855	40	21	performance	performance	NOUN
cana-855	40	22	.	.	PUNCT
cana-855	41	1	accelerating	accelerate	VERB
cana-855	41	2	approximate	approximate	ADJ
cana-855	41	3	packages	package	NOUN
cana-855	41	4	via	via	ADP
cana-855	41	5	neural	neural	ADJ
cana-855	41	6	networks	network	NOUN
cana-855	41	7	emerges	emerge	VERB
cana-855	41	8	as	as	ADP
cana-855	41	9	a	a	DET
cana-855	41	10	method	method	NOUN
cana-855	41	11	to	to	PART
cana-855	41	12	decorate	decorate	VERB
cana-855	41	13	overall	overall	ADJ
cana-855	41	14	performance	performance	NOUN
cana-855	41	15	and	and	CCONJ
cana-855	41	16	electricity	electricity	NOUN
cana-855	41	17	efficiency[8	efficiency[8	NOUN
cana-855	41	18	]	]	PUNCT
cana-855	41	19	noticeably	noticeably	ADV
cana-855	41	20	.	.	PUNCT
cana-855	42	1	hardware	hardware	NOUN
cana-855	42	2	artificial	artificial	ADJ
cana-855	42	3	neural	neural	ADJ
cana-855	42	4	network	network	NOUN
cana-855	42	5	(	(	PUNCT
cana-855	42	6	ann	ann	PROPN
cana-855	42	7	)	)	PUNCT
cana-855	42	8	accelerators	accelerator	NOUN
cana-855	42	9	for	for	ADP
cana-855	42	10	heterogeneous	heterogeneous	ADJ
cana-855	42	11	multi	multi	ADJ
cana-855	42	12	-	-	ADJ
cana-855	42	13	middle	middle	ADJ
cana-855	42	14	systems	system	NOUN
cana-855	42	15	are	be	AUX
cana-855	42	16	explored	explore	VERB
cana-855	42	17	,	,	PUNCT
cana-855	42	18	highlighting	highlight	VERB
cana-855	42	19	their	their	PRON
cana-855	42	20	illness	illness	NOUN
cana-855	42	21	tolerance	tolerance	NOUN
cana-855	42	22	and	and	CCONJ
cana-855	42	23	strength	strength	NOUN
cana-855	42	24	performance	performance	NOUN
cana-855	42	25	and	and	CCONJ
cana-855	42	26	illustrating	illustrate	VERB
cana-855	42	27	their	their	PRON
cana-855	42	28	ability	ability	NOUN
cana-855	42	29	in	in	ADP
cana-855	42	30	this	this	DET
cana-855	42	31	context	context	NOUN
cana-855	42	32	.	.	PUNCT
cana-855	43	1	in	in	ADP
cana-855	43	2	an	an	DET
cana-855	43	3	exceptional	exceptional	ADJ
cana-855	43	4	domain	domain	NOUN
cana-855	43	5	,	,	PUNCT
cana-855	43	6	detecting	detect	VERB
cana-855	43	7	faults	fault	NOUN
cana-855	43	8	in	in	ADP
cana-855	43	9	high	high	ADJ
cana-855	43	10	-	-	PUNCT
cana-855	43	11	velocity	velocity	NOUN
cana-855	43	12	educate	educate	VERB
cana-855	43	13	suspension	suspension	NOUN
cana-855	43	14	systems	system	NOUN
cana-855	43	15	is	be	AUX
cana-855	43	16	tackled	tackle	VERB
cana-855	43	17	communications	communication	NOUN
cana-855	43	18	on	on	ADP
cana-855	43	19	applied	apply	VERB
cana-855	43	20	nonlinear	nonlinear	ADJ
cana-855	43	21	analysis	analysis	NOUN
cana-855	43	22	issn	issn	NOUN
cana-855	43	23	:	:	PUNCT
cana-855	43	24	1074	1074	NUM
cana-855	43	25	-	-	PUNCT
cana-855	43	26	133x	133x	NUM
cana-855	43	27	vol	vol	NOUN
cana-855	43	28	31	31	NUM
cana-855	43	29	no	no	NOUN
cana-855	43	30	.	.	PUNCT
cana-855	44	1	4s	4s	NUM
cana-855	44	2	(	(	PUNCT
cana-855	44	3	2024	2024	NUM
cana-855	44	4	)	)	PUNCT
cana-855	44	5	331	331	NUM
cana-855	44	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-855	44	7	using	use	VERB
cana-855	44	8	a	a	DET
cana-855	44	9	facts	fact	NOUN
cana-855	44	10	-	-	PUNCT
cana-855	44	11	pushed	push	VERB
cana-855	44	12	method	method	NOUN
cana-855	44	13	grounded	ground	VERB
cana-855	44	14	in	in	ADP
cana-855	44	15	a	a	DET
cana-855	44	16	neural	neural	ADJ
cana-855	44	17	network[9]s	network[9]s	PROPN
cana-855	44	18	.	.	PUNCT
cana-855	45	1	the	the	DET
cana-855	45	2	position	position	NOUN
cana-855	45	3	of	of	ADP
cana-855	45	4	field	field	NOUN
cana-855	45	5	-	-	PUNCT
cana-855	45	6	programmable	programmable	ADJ
cana-855	45	7	gate	gate	NOUN
cana-855	45	8	arrays	array	NOUN
cana-855	45	9	(	(	PUNCT
cana-855	45	10	fpgas	fpgas	NOUN
cana-855	45	11	)	)	PUNCT
cana-855	45	12	in	in	ADP
cana-855	45	13	accelerating	accelerate	VERB
cana-855	45	14	ml	ml	ADP
cana-855	45	15	knowledge	knowledge	NOUN
cana-855	45	16	of	of	ADP
cana-855	45	17	packages	package	NOUN
cana-855	45	18	is	be	AUX
cana-855	45	19	very	very	ADV
cana-855	45	20	well	well	ADV
cana-855	45	21	tested	test	VERB
cana-855	45	22	,	,	PUNCT
cana-855	45	23	offering	offer	VERB
cana-855	45	24	insights	insight	NOUN
cana-855	45	25	into	into	ADP
cana-855	45	26	their	their	PRON
cana-855	45	27	performance	performance	NOUN
cana-855	45	28	in	in	ADP
cana-855	45	29	contrast	contrast	NOUN
cana-855	45	30	to	to	ADP
cana-855	45	31	traditional	traditional	ADJ
cana-855	45	32	cpus	cpu	NOUN
cana-855	45	33	and	and	CCONJ
cana-855	45	34	gpus	gpu	NOUN
cana-855	45	35	.	.	PUNCT
cana-855	46	1	furthermore	furthermore	ADV
cana-855	46	2	,	,	PUNCT
cana-855	46	3	the	the	DET
cana-855	46	4	creation	creation	NOUN
cana-855	46	5	of	of	ADP
cana-855	46	6	noise	noise	NOUN
cana-855	46	7	-	-	PUNCT
cana-855	46	8	resilient	resilient	ADJ
cana-855	46	9	deep	deep	ADJ
cana-855	46	10	learning	learn	VERB
cana-855	46	11	photonic	photonic	ADJ
cana-855	46	12	neural	neural	ADJ
cana-855	46	13	community	community	NOUN
cana-855	46	14	layouts	layout	NOUN
cana-855	46	15	running	run	VERB
cana-855	46	16	at	at	ADP
cana-855	46	17	high	high	ADJ
cana-855	46	18	compute	compute	NOUN
cana-855	46	19	costs	cost	NOUN
cana-855	46	20	showcases	showcase	VERB
cana-855	46	21	their	their	PRON
cana-855	46	22	capacity	capacity	NOUN
cana-855	46	23	to	to	PART
cana-855	46	24	gain	gain	VERB
cana-855	46	25	amazing	amazing	ADJ
cana-855	46	26	accuracy	accuracy	NOUN
cana-855	46	27	,	,	PUNCT
cana-855	46	28	exceeding	exceed	VERB
cana-855	46	29	99	99	NUM
cana-855	46	30	%	%	NOUN
cana-855	46	31	on	on	ADP
cana-855	46	32	the	the	DET
cana-855	46	33	mnist	mnist	NOUN
cana-855	46	34	dataset	dataset	NOUN
cana-855	46	35	.	.	PUNCT
cana-855	47	1	collectively	collectively	ADV
cana-855	47	2	,	,	PUNCT
cana-855	47	3	these	these	DET
cana-855	47	4	works	work	NOUN
cana-855	47	5	represent	represent	VERB
cana-855	47	6	a	a	DET
cana-855	47	7	large	large	ADJ
cana-855	47	8	tapestry	tapestry	NOUN
cana-855	47	9	of	of	ADP
cana-855	47	10	research	research	NOUN
cana-855	47	11	efforts	effort	NOUN
cana-855	47	12	committed	commit	VERB
cana-855	47	13	to	to	ADP
cana-855	47	14	advancing	advance	VERB
cana-855	47	15	the	the	DET
cana-855	47	16	field	field	NOUN
cana-855	47	17	of	of	ADP
cana-855	47	18	gadget	gadget	NOUN
cana-855	47	19	-	-	PUNCT
cana-855	47	20	mastering	master	VERB
cana-855	47	21	hardware	hardware	NOUN
cana-855	47	22	,	,	PUNCT
cana-855	47	23	reaffirming	reaffirm	VERB
cana-855	47	24	the	the	DET
cana-855	47	25	dynamic	dynamic	ADJ
cana-855	47	26	and	and	CCONJ
cana-855	47	27	innovative	innovative	ADJ
cana-855	47	28	nature	nature	NOUN
cana-855	47	29	of	of	ADP
cana-855	47	30	this	this	DET
cana-855	47	31	unexpectedly	unexpectedly	ADV
cana-855	47	32	evolving	evolve	VERB
cana-855	47	33	area[10	area[10	NOUN
cana-855	47	34	]	]	PUNCT
cana-855	47	35	.	.	PUNCT
cana-855	48	1	3	3	X
cana-855	48	2	.	.	X
cana-855	48	3	accelerations	acceleration	NOUN
cana-855	48	4	design	design	VERB
cana-855	48	5	and	and	CCONJ
cana-855	48	6	machine	machine	NOUN
cana-855	48	7	learning	learning	NOUN
cana-855	48	8	acceleration	acceleration	NOUN
cana-855	48	9	design	design	NOUN
cana-855	48	10	within	within	ADP
cana-855	48	11	the	the	DET
cana-855	48	12	context	context	NOUN
cana-855	48	13	of	of	ADP
cana-855	48	14	system	system	NOUN
cana-855	48	15	studying	study	VERB
cana-855	48	16	is	be	AUX
cana-855	48	17	a	a	DET
cana-855	48	18	multifaceted	multifaceted	ADJ
cana-855	48	19	field	field	NOUN
cana-855	48	20	that	that	PRON
cana-855	48	21	involves	involve	VERB
cana-855	48	22	improving	improve	VERB
cana-855	48	23	specialised	specialised	ADJ
cana-855	48	24	hardware	hardware	NOUN
cana-855	48	25	and	and	CCONJ
cana-855	48	26	software	software	NOUN
cana-855	48	27	components	component	NOUN
cana-855	48	28	to	to	PART
cana-855	48	29	enhance	enhance	VERB
cana-855	48	30	the	the	DET
cana-855	48	31	overall	overall	ADJ
cana-855	48	32	performance	performance	NOUN
cana-855	48	33	and	and	CCONJ
cana-855	48	34	efficiency	efficiency	NOUN
cana-855	48	35	of	of	ADP
cana-855	48	36	machines	machine	NOUN
cana-855	48	37	getting	get	VERB
cana-855	48	38	to	to	PART
cana-855	48	39	know	know	VERB
cana-855	48	40	responsibilities	responsibility	NOUN
cana-855	48	41	.	.	PUNCT
cana-855	49	1	ml	ml	AUX
cana-855	49	2	knowledge	knowledge	NOUN
cana-855	49	3	,	,	PUNCT
cana-855	49	4	particularly	particularly	ADV
cana-855	49	5	deep	deep	ADJ
cana-855	49	6	learning	learning	NOUN
cana-855	49	7	,	,	PUNCT
cana-855	49	8	has	have	AUX
cana-855	49	9	seen	see	VERB
cana-855	49	10	a	a	DET
cana-855	49	11	tremendous	tremendous	ADJ
cana-855	49	12	surge	surge	NOUN
cana-855	49	13	in	in	ADP
cana-855	49	14	programs	program	NOUN
cana-855	49	15	throughout	throughout	ADP
cana-855	49	16	numerous	numerous	ADJ
cana-855	49	17	domains	domain	NOUN
cana-855	49	18	,	,	PUNCT
cana-855	49	19	such	such	ADJ
cana-855	49	20	as	as	ADP
cana-855	49	21	computer	computer	NOUN
cana-855	49	22	vision	vision	NOUN
cana-855	49	23	,	,	PUNCT
cana-855	49	24	natural	natural	ADJ
cana-855	49	25	language	language	NOUN
cana-855	49	26	processing	processing	NOUN
cana-855	49	27	,	,	PUNCT
cana-855	49	28	speech	speech	NOUN
cana-855	49	29	popularity	popularity	NOUN
cana-855	49	30	,	,	PUNCT
cana-855	49	31	self	self	NOUN
cana-855	49	32	-	-	PUNCT
cana-855	49	33	reliant	reliant	ADJ
cana-855	49	34	structures	structure	NOUN
cana-855	49	35	,	,	PUNCT
cana-855	49	36	and	and	CCONJ
cana-855	49	37	more	more	ADJ
cana-855	49	38	.	.	PUNCT
cana-855	50	1	however	however	ADV
cana-855	50	2	,	,	PUNCT
cana-855	50	3	the	the	DET
cana-855	50	4	computational	computational	ADJ
cana-855	50	5	needs	need	NOUN
cana-855	50	6	of	of	ADP
cana-855	50	7	those	those	DET
cana-855	50	8	gadget	gadget	NOUN
cana-855	50	9	learning	learn	VERB
cana-855	50	10	algorithms	algorithm	NOUN
cana-855	50	11	have	have	AUX
cana-855	50	12	also	also	ADV
cana-855	50	13	grown	grow	VERB
cana-855	50	14	exponentially	exponentially	ADV
cana-855	50	15	,	,	PUNCT
cana-855	50	16	requiring	require	VERB
cana-855	50	17	modern	modern	ADJ
cana-855	50	18	answers	answer	NOUN
cana-855	50	19	to	to	PART
cana-855	50	20	satisfy	satisfy	VERB
cana-855	50	21	performance	performance	NOUN
cana-855	50	22	and	and	CCONJ
cana-855	50	23	energy	energy	NOUN
cana-855	50	24	performance	performance	NOUN
cana-855	50	25	targets[11	targets[11	ADP
cana-855	50	26	]	]	PUNCT
cana-855	50	27	.	.	PUNCT
cana-855	51	1	the	the	DET
cana-855	51	2	number	number	NOUN
cana-855	51	3	one	one	NUM
cana-855	51	4	goal	goal	NOUN
cana-855	51	5	of	of	ADP
cana-855	51	6	acceleration	acceleration	NOUN
cana-855	51	7	layout	layout	NOUN
cana-855	51	8	is	be	AUX
cana-855	51	9	to	to	PART
cana-855	51	10	expedite	expedite	VERB
cana-855	51	11	the	the	DET
cana-855	51	12	execution	execution	NOUN
cana-855	51	13	of	of	ADP
cana-855	51	14	ml	ml	NOUN
cana-855	51	15	algorithms[12	algorithms[12	PROPN
cana-855	51	16	]	]	PUNCT
cana-855	51	17	,	,	PUNCT
cana-855	51	18	which	which	PRON
cana-855	51	19	frequently	frequently	ADV
cana-855	51	20	involve	involve	VERB
cana-855	51	21	complicated	complicated	ADJ
cana-855	51	22	mathematical	mathematical	ADJ
cana-855	51	23	operations	operation	NOUN
cana-855	51	24	like	like	ADP
cana-855	51	25	matrix	matrix	NOUN
cana-855	51	26	multiplications	multiplication	NOUN
cana-855	51	27	,	,	PUNCT
cana-855	51	28	convolutions	convolution	NOUN
cana-855	51	29	,	,	PUNCT
cana-855	51	30	and	and	CCONJ
cana-855	51	31	nonlinear	nonlinear	ADJ
cana-855	51	32	activations	activation	NOUN
cana-855	51	33	.	.	PUNCT
cana-855	52	1	several	several	ADJ
cana-855	52	2	approaches	approach	NOUN
cana-855	52	3	and	and	CCONJ
cana-855	52	4	technologies	technology	NOUN
cana-855	52	5	are	be	AUX
cana-855	52	6	employed	employ	VERB
cana-855	52	7	to	to	PART
cana-855	52	8	attain	attain	VERB
cana-855	52	9	this	this	DET
cana-855	52	10	acceleration	acceleration	NOUN
cana-855	52	11	:	:	PUNCT
cana-855	52	12	hardware	hardware	NOUN
cana-855	52	13	accelerators	accelerator	NOUN
cana-855	52	14	:	:	PUNCT
cana-855	52	15	specialised	specialised	ADJ
cana-855	52	16	hardware	hardware	NOUN
cana-855	52	17	components	component	NOUN
cana-855	52	18	are	be	AUX
cana-855	52	19	designed	design	VERB
cana-855	52	20	to	to	PART
cana-855	52	21	perform	perform	VERB
cana-855	52	22	gadget	gadget	NOUN
cana-855	52	23	mastering	master	VERB
cana-855	52	24	tasks	task	NOUN
cana-855	52	25	more	more	ADV
cana-855	52	26	correctly	correctly	ADV
cana-855	52	27	than	than	ADP
cana-855	52	28	trendy	trendy	ADJ
cana-855	52	29	-	-	ADJ
cana-855	52	30	motive	motive	ADJ
cana-855	52	31	cpus[13	cpus[13	NOUN
cana-855	52	32	]	]	PUNCT
cana-855	52	33	.	.	PUNCT
cana-855	53	1	these	these	DET
cana-855	53	2	hardware	hardware	NOUN
cana-855	53	3	accelerators	accelerator	NOUN
cana-855	53	4	encompass	encompass	VERB
cana-855	53	5	graphics	graphic	NOUN
cana-855	53	6	processing	processing	NOUN
cana-855	53	7	units	unit	NOUN
cana-855	53	8	(	(	PUNCT
cana-855	53	9	gpus	gpus	PROPN
cana-855	53	10	)	)	PUNCT
cana-855	53	11	,	,	PUNCT
cana-855	53	12	field	field	NOUN
cana-855	53	13	-	-	PUNCT
cana-855	53	14	programmable	programmable	ADJ
cana-855	53	15	gate	gate	NOUN
cana-855	53	16	arrays	array	NOUN
cana-855	53	17	(	(	PUNCT
cana-855	53	18	fpgas	fpgas	NOUN
cana-855	53	19	)	)	PUNCT
cana-855	53	20	,	,	PUNCT
cana-855	53	21	and	and	CCONJ
cana-855	53	22	application	application	NOUN
cana-855	53	23	-	-	PUNCT
cana-855	53	24	specific	specific	ADJ
cana-855	53	25	integrated	integrated	ADJ
cana-855	53	26	circuits	circuit	NOUN
cana-855	53	27	(	(	PUNCT
cana-855	53	28	asics	asic	NOUN
cana-855	53	29	)	)	PUNCT
cana-855	53	30	.	.	PUNCT
cana-855	54	1	they	they	PRON
cana-855	54	2	offer	offer	VERB
cana-855	54	3	high	high	ADJ
cana-855	54	4	parallelism	parallelism	NOUN
cana-855	54	5	and	and	CCONJ
cana-855	54	6	optimised	optimise	VERB
cana-855	54	7	architectures	architecture	NOUN
cana-855	54	8	for	for	ADP
cana-855	54	9	the	the	DET
cana-855	54	10	specific	specific	ADJ
cana-855	54	11	requirements	requirement	NOUN
cana-855	54	12	of	of	ADP
cana-855	54	13	system	system	NOUN
cana-855	54	14	learning	learning	NOUN
cana-855	54	15	models	model	NOUN
cana-855	54	16	.	.	PUNCT
cana-855	55	1	gpus	gpu	NOUN
cana-855	55	2	,	,	PUNCT
cana-855	55	3	for	for	ADP
cana-855	55	4	instance	instance	NOUN
cana-855	55	5	,	,	PUNCT
cana-855	55	6	have	have	AUX
cana-855	55	7	emerged	emerge	VERB
cana-855	55	8	as	as	ADV
cana-855	55	9	famous	famous	ADJ
cana-855	55	10	for	for	ADP
cana-855	55	11	deep	deep	ADJ
cana-855	55	12	mastering	mastering	NOUN
cana-855	55	13	education	education	NOUN
cana-855	55	14	due	due	ADP
cana-855	55	15	to	to	ADP
cana-855	55	16	their	their	PRON
cana-855	55	17	potential	potential	NOUN
cana-855	55	18	to	to	PART
cana-855	55	19	carry	carry	VERB
cana-855	55	20	out	out	ADP
cana-855	55	21	many	many	ADJ
cana-855	55	22	parallel	parallel	ADJ
cana-855	55	23	matrix	matrix	NOUN
cana-855	55	24	operations	operation	NOUN
cana-855	55	25	simultaneously	simultaneously	ADV
cana-855	55	26	.	.	PUNCT
cana-855	56	1	custom	custom	NOUN
cana-855	56	2	software	software	NOUN
cana-855	56	3	libraries	library	NOUN
cana-855	56	4	:	:	PUNCT
cana-855	56	5	optimised	optimise	VERB
cana-855	56	6	software	software	NOUN
cana-855	56	7	program	program	NOUN
cana-855	56	8	libraries	library	NOUN
cana-855	56	9	and	and	CCONJ
cana-855	56	10	frameworks	framework	NOUN
cana-855	56	11	are	be	AUX
cana-855	56	12	created	create	VERB
cana-855	56	13	to	to	PART
cana-855	56	14	maximise	maximise	VERB
cana-855	56	15	to	to	PART
cana-855	56	16	-	-	PUNCT
cana-855	56	17	be	be	AUX
cana-855	56	18	-	-	PUNCT
cana-855	56	19	had	have	AUX
cana-855	56	20	hardware	hardware	NOUN
cana-855	56	21	resources[14	resources[14	NOUN
cana-855	56	22	]	]	PUNCT
cana-855	56	23	.	.	PUNCT
cana-855	57	1	these	these	DET
cana-855	57	2	libraries	library	NOUN
cana-855	57	3	are	be	AUX
cana-855	57	4	specially	specially	ADV
cana-855	57	5	tailor	tailor	NOUN
cana-855	57	6	-	-	PUNCT
cana-855	57	7	made	make	VERB
cana-855	57	8	to	to	PART
cana-855	57	9	leverage	leverage	VERB
cana-855	57	10	the	the	DET
cana-855	57	11	competencies	competency	NOUN
cana-855	57	12	of	of	ADP
cana-855	57	13	cpus	cpu	NOUN
cana-855	57	14	,	,	PUNCT
cana-855	57	15	gpus	gpu	NOUN
cana-855	57	16	,	,	PUNCT
cana-855	57	17	or	or	CCONJ
cana-855	57	18	other	other	ADJ
cana-855	57	19	accelerators	accelerator	NOUN
cana-855	57	20	.	.	PUNCT
cana-855	58	1	they	they	PRON
cana-855	58	2	permit	permit	VERB
cana-855	58	3	ml	ml	ADP
cana-855	58	4	algorithms	algorithm	NOUN
cana-855	58	5	to	to	PART
cana-855	58	6	run	run	VERB
cana-855	58	7	quicker	quick	ADV
cana-855	58	8	on	on	ADP
cana-855	58	9	fashionable	fashionable	ADJ
cana-855	58	10	hardware	hardware	NOUN
cana-855	58	11	.	.	PUNCT
cana-855	59	1	examples	example	NOUN
cana-855	59	2	include	include	VERB
cana-855	59	3	the	the	DET
cana-855	59	4	cuda	cuda	PROPN
cana-855	59	5	platform	platform	NOUN
cana-855	59	6	for	for	ADP
cana-855	59	7	nvidia	nvidia	PROPN
cana-855	59	8	gpus	gpu	NOUN
cana-855	59	9	and	and	CCONJ
cana-855	59	10	intel	intel	PROPN
cana-855	59	11	's	's	PART
cana-855	59	12	mkl	mkl	PROPN
cana-855	59	13	for	for	ADP
cana-855	59	14	cpus	cpu	NOUN
cana-855	59	15	.	.	PUNCT
cana-855	60	1	approximation	approximation	NOUN
cana-855	60	2	techniques	technique	NOUN
cana-855	60	3	:	:	PUNCT
cana-855	60	4	in	in	ADP
cana-855	60	5	certain	certain	ADJ
cana-855	60	6	instances	instance	NOUN
cana-855	60	7	,	,	PUNCT
cana-855	60	8	gadget	gadget	NOUN
cana-855	60	9	mastering	mastering	NOUN
cana-855	60	10	models	model	NOUN
cana-855	60	11	and	and	CCONJ
cana-855	60	12	computations	computation	NOUN
cana-855	60	13	may	may	AUX
cana-855	60	14	be	be	AUX
cana-855	60	15	approximated	approximate	VERB
cana-855	60	16	to	to	PART
cana-855	60	17	reduce	reduce	VERB
cana-855	60	18	complexity	complexity	NOUN
cana-855	60	19	.	.	PUNCT
cana-855	61	1	these	these	DET
cana-855	61	2	approximation	approximation	NOUN
cana-855	61	3	strategies	strategy	NOUN
cana-855	61	4	aim	aim	VERB
cana-855	61	5	to	to	PART
cana-855	61	6	maintain	maintain	VERB
cana-855	61	7	suitable	suitable	ADJ
cana-855	61	8	tiers	tier	NOUN
cana-855	61	9	of	of	ADP
cana-855	61	10	accuracy	accuracy	NOUN
cana-855	61	11	,	,	PUNCT
cana-855	61	12	extensively	extensively	ADV
cana-855	61	13	enhancing	enhance	VERB
cana-855	61	14	execution	execution	NOUN
cana-855	61	15	velocity	velocity	NOUN
cana-855	61	16	and	and	CCONJ
cana-855	61	17	strength	strength	NOUN
cana-855	61	18	efficiency	efficiency	NOUN
cana-855	61	19	.	.	PUNCT
cana-855	62	1	techniques	technique	NOUN
cana-855	62	2	like	like	ADP
cana-855	62	3	quantisation	quantisation	NOUN
cana-855	62	4	(	(	PUNCT
cana-855	62	5	lowering	lower	VERB
cana-855	62	6	the	the	DET
cana-855	62	7	precision	precision	NOUN
cana-855	62	8	of	of	ADP
cana-855	62	9	facts	fact	NOUN
cana-855	62	10	)	)	PUNCT
cana-855	62	11	and	and	CCONJ
cana-855	62	12	pruning	prune	VERB
cana-855	62	13	(	(	PUNCT
cana-855	62	14	eliminating	eliminate	VERB
cana-855	62	15	needless	needless	ADJ
cana-855	62	16	model	model	NOUN
cana-855	62	17	parameters	parameter	NOUN
cana-855	62	18	)	)	PUNCT
cana-855	62	19	fall	fall	VERB
cana-855	62	20	under	under	ADP
cana-855	62	21	this	this	DET
cana-855	62	22	category[15	category[15	NOUN
cana-855	62	23	]	]	PUNCT
cana-855	62	24	.	.	PUNCT
cana-855	63	1	quantisation	quantisation	NOUN
cana-855	63	2	and	and	CCONJ
cana-855	63	3	pruning	pruning	NOUN
cana-855	63	4	:	:	PUNCT
cana-855	63	5	machine	machine	NOUN
cana-855	63	6	studying	study	VERB
cana-855	63	7	models	model	NOUN
cana-855	63	8	can	can	AUX
cana-855	63	9	be	be	AUX
cana-855	63	10	quantised	quantise	VERB
cana-855	63	11	to	to	PART
cana-855	63	12	lower	low	ADJ
cana-855	63	13	bit	bit	NOUN
cana-855	63	14	precision	precision	NOUN
cana-855	63	15	,	,	PUNCT
cana-855	63	16	reducing	reduce	VERB
cana-855	63	17	reminiscence	reminiscence	NOUN
cana-855	63	18	and	and	CCONJ
cana-855	63	19	computation	computation	NOUN
cana-855	63	20	necessities	necessity	NOUN
cana-855	63	21	.	.	PUNCT
cana-855	64	1	pruning	prune	VERB
cana-855	64	2	entails	entail	NOUN
cana-855	64	3	figuring	figure	VERB
cana-855	64	4	out	out	ADP
cana-855	64	5	and	and	CCONJ
cana-855	64	6	casting	cast	VERB
cana-855	64	7	off	off	ADP
cana-855	64	8	less	less	ADJ
cana-855	64	9	communications	communication	NOUN
cana-855	64	10	on	on	ADP
cana-855	64	11	applied	apply	VERB
cana-855	64	12	nonlinear	nonlinear	ADJ
cana-855	64	13	analysis	analysis	NOUN
cana-855	64	14	issn	issn	NOUN
cana-855	64	15	:	:	PUNCT
cana-855	64	16	1074	1074	NUM
cana-855	64	17	-	-	PUNCT
cana-855	64	18	133x	133x	NUM
cana-855	64	19	vol	vol	NOUN
cana-855	64	20	31	31	NUM
cana-855	64	21	no	no	NOUN
cana-855	64	22	.	.	PUNCT
cana-855	65	1	4s	4s	NUM
cana-855	65	2	(	(	PUNCT
cana-855	65	3	2024	2024	NUM
cana-855	65	4	)	)	PUNCT
cana-855	65	5	332	332	NUM
cana-855	66	1	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-855	66	2	applicable	applicable	ADJ
cana-855	66	3	parameters	parameter	NOUN
cana-855	66	4	in	in	ADP
cana-855	66	5	neural	neural	ADJ
cana-855	66	6	networks	network	NOUN
cana-855	66	7	,	,	PUNCT
cana-855	66	8	making	make	VERB
cana-855	66	9	them	they	PRON
cana-855	66	10	more	more	ADV
cana-855	66	11	green	green	ADJ
cana-855	66	12	without	without	ADP
cana-855	66	13	sacrificing	sacrifice	VERB
cana-855	66	14	overall	overall	ADJ
cana-855	66	15	performance	performance	NOUN
cana-855	66	16	.	.	PUNCT
cana-855	67	1	distributed	distribute	VERB
cana-855	67	2	computing	computing	NOUN
cana-855	67	3	:	:	PUNCT
cana-855	67	4	machine	machine	NOUN
cana-855	67	5	studying	study	VERB
cana-855	67	6	responsibilities	responsibility	NOUN
cana-855	67	7	may	may	AUX
cana-855	67	8	be	be	AUX
cana-855	67	9	accelerated	accelerate	VERB
cana-855	67	10	by	by	ADP
cana-855	67	11	deploying	deploy	VERB
cana-855	67	12	them	they	PRON
cana-855	67	13	on	on	ADP
cana-855	67	14	dispensed	dispense	VERB
cana-855	67	15	computing	compute	VERB
cana-855	67	16	structures	structure	NOUN
cana-855	67	17	with	with	ADP
cana-855	67	18	clusters	cluster	NOUN
cana-855	67	19	or	or	CCONJ
cana-855	67	20	cloud	cloud	ADJ
cana-855	67	21	resources	resource	NOUN
cana-855	67	22	.	.	PUNCT
cana-855	68	1	these	these	DET
cana-855	68	2	systems	system	NOUN
cana-855	68	3	enable	enable	VERB
cana-855	68	4	parallel	parallel	ADJ
cana-855	68	5	processing	processing	NOUN
cana-855	68	6	of	of	ADP
cana-855	68	7	facts	fact	NOUN
cana-855	68	8	and	and	CCONJ
cana-855	68	9	computations	computation	NOUN
cana-855	68	10	,	,	PUNCT
cana-855	68	11	decreasing	decrease	VERB
cana-855	68	12	education	education	NOUN
cana-855	68	13	and	and	CCONJ
cana-855	68	14	inference	inference	NOUN
cana-855	68	15	times[16	times[16	PROPN
cana-855	68	16	]	]	PUNCT
cana-855	68	17	.	.	PUNCT
cana-855	69	1	hybrid	hybrid	ADJ
cana-855	69	2	systems	system	NOUN
cana-855	69	3	:	:	PUNCT
cana-855	69	4	combining	combine	VERB
cana-855	69	5	multiple	multiple	ADJ
cana-855	69	6	hardware	hardware	NOUN
cana-855	69	7	and	and	CCONJ
cana-855	69	8	software	software	NOUN
cana-855	69	9	program	program	NOUN
cana-855	69	10	additives	additive	NOUN
cana-855	69	11	,	,	PUNCT
cana-855	69	12	including	include	VERB
cana-855	69	13	cpus	cpu	NOUN
cana-855	69	14	,	,	PUNCT
cana-855	69	15	gpus	gpu	NOUN
cana-855	69	16	,	,	PUNCT
cana-855	69	17	and	and	CCONJ
cana-855	69	18	fpgas	fpgas	NOUN
cana-855	69	19	,	,	PUNCT
cana-855	69	20	into	into	ADP
cana-855	69	21	hybrid	hybrid	ADJ
cana-855	69	22	structures	structure	NOUN
cana-855	69	23	allows	allow	VERB
cana-855	69	24	for	for	ADP
cana-855	69	25	more	more	ADJ
cana-855	69	26	green	green	ADJ
cana-855	69	27	acceleration	acceleration	NOUN
cana-855	69	28	of	of	ADP
cana-855	69	29	ml	ml	NOUN
cana-855	69	30	duties	duty	NOUN
cana-855	69	31	.	.	PUNCT
cana-855	70	1	these	these	DET
cana-855	70	2	systems	system	NOUN
cana-855	70	3	harness	harness	VERB
cana-855	70	4	the	the	DET
cana-855	70	5	strengths	strength	NOUN
cana-855	70	6	of	of	ADP
cana-855	70	7	different	different	ADJ
cana-855	70	8	accelerators	accelerator	NOUN
cana-855	70	9	to	to	PART
cana-855	70	10	optimise	optimise	VERB
cana-855	70	11	overall	overall	ADJ
cana-855	70	12	performance	performance	NOUN
cana-855	70	13	at	at	ADP
cana-855	70	14	the	the	DET
cana-855	70	15	same	same	ADJ
cana-855	70	16	time	time	NOUN
cana-855	70	17	as	as	ADP
cana-855	70	18	managing	manage	VERB
cana-855	70	19	strength	strength	NOUN
cana-855	70	20	intake	intake	NOUN
cana-855	70	21	.	.	PUNCT
cana-855	71	1	the	the	DET
cana-855	71	2	significance	significance	NOUN
cana-855	71	3	of	of	ADP
cana-855	71	4	acceleration	acceleration	NOUN
cana-855	71	5	layout	layout	NOUN
cana-855	71	6	in	in	ADP
cana-855	71	7	device	device	NOUN
cana-855	71	8	learning	learn	VERB
cana-855	71	9	lies	lie	VERB
cana-855	71	10	in	in	ADP
cana-855	71	11	its	its	PRON
cana-855	71	12	capability	capability	NOUN
cana-855	71	13	to	to	PART
cana-855	71	14	meet	meet	VERB
cana-855	71	15	the	the	DET
cana-855	71	16	growing	grow	VERB
cana-855	71	17	call	call	NOUN
cana-855	71	18	for	for	ADP
cana-855	71	19	real	real	ADJ
cana-855	71	20	-	-	PUNCT
cana-855	71	21	time	time	NOUN
cana-855	71	22	processing	processing	NOUN
cana-855	71	23	,	,	PUNCT
cana-855	71	24	permitting	permit	VERB
cana-855	71	25	side	side	NOUN
cana-855	71	26	computing	computing	NOUN
cana-855	71	27	,	,	PUNCT
cana-855	71	28	and	and	CCONJ
cana-855	71	29	facilitating	facilitate	VERB
cana-855	71	30	the	the	DET
cana-855	71	31	coping	cope	VERB
cana-855	71	32	with	with	ADP
cana-855	71	33	massive	massive	ADJ
cana-855	71	34	records	record	NOUN
cana-855	71	35	and	and	CCONJ
cana-855	71	36	complicated	complicated	ADJ
cana-855	71	37	fashions	fashion	NOUN
cana-855	71	38	.	.	PUNCT
cana-855	72	1	applications	application	NOUN
cana-855	72	2	ranging	range	VERB
cana-855	72	3	from	from	ADP
cana-855	72	4	photo	photo	NOUN
cana-855	72	5	and	and	CCONJ
cana-855	72	6	speech	speech	NOUN
cana-855	72	7	reputation	reputation	NOUN
cana-855	72	8	to	to	ADP
cana-855	72	9	recommendation	recommendation	NOUN
cana-855	72	10	systems	system	NOUN
cana-855	72	11	,	,	PUNCT
cana-855	72	12	independent	independent	ADJ
cana-855	72	13	vehicles	vehicle	NOUN
cana-855	72	14	,	,	PUNCT
cana-855	72	15	and	and	CCONJ
cana-855	72	16	fraud	fraud	NOUN
cana-855	72	17	detection	detection	NOUN
cana-855	72	18	have	have	VERB
cana-855	72	19	advantages	advantage	NOUN
cana-855	72	20	from	from	ADP
cana-855	72	21	acceleration	acceleration	NOUN
cana-855	72	22	strategies	strategy	NOUN
cana-855	72	23	.	.	PUNCT
cana-855	73	1	researchers	researcher	NOUN
cana-855	73	2	and	and	CCONJ
cana-855	73	3	engineers	engineer	NOUN
cana-855	73	4	are	be	AUX
cana-855	73	5	continuously	continuously	ADV
cana-855	73	6	exploring	explore	VERB
cana-855	73	7	progressive	progressive	ADJ
cana-855	73	8	methods	method	NOUN
cana-855	73	9	to	to	PART
cana-855	73	10	improve	improve	VERB
cana-855	73	11	acceleration	acceleration	NOUN
cana-855	73	12	layout	layout	NOUN
cana-855	73	13	,	,	PUNCT
cana-855	73	14	thereby	thereby	ADV
cana-855	73	15	advancing	advance	VERB
cana-855	73	16	the	the	DET
cana-855	73	17	competencies	competency	NOUN
cana-855	73	18	of	of	ADP
cana-855	73	19	machine	machine	NOUN
cana-855	73	20	learning	learn	VERB
cana-855	73	21	throughout	throughout	ADP
cana-855	73	22	diverse	diverse	ADJ
cana-855	73	23	domain	domain	NOUN
cana-855	73	24	names	name	NOUN
cana-855	73	25	.	.	PUNCT
cana-855	74	1	the	the	DET
cana-855	74	2	ultimate	ultimate	ADJ
cana-855	74	3	intention	intention	NOUN
cana-855	74	4	is	be	AUX
cana-855	74	5	to	to	PART
cana-855	74	6	bridge	bridge	VERB
cana-855	74	7	the	the	DET
cana-855	74	8	gap	gap	NOUN
cana-855	74	9	between	between	ADP
cana-855	74	10	the	the	DET
cana-855	74	11	computational	computational	ADJ
cana-855	74	12	needs	need	NOUN
cana-855	74	13	of	of	ADP
cana-855	74	14	the	the	DET
cana-855	74	15	ml	ml	NOUN
cana-855	74	16	of	of	ADP
cana-855	74	17	fashions	fashion	NOUN
cana-855	74	18	and	and	CCONJ
cana-855	74	19	the	the	DET
cana-855	74	20	to	to	PART
cana-855	74	21	-	-	PUNCT
cana-855	74	22	be	be	AUX
cana-855	74	23	-	-	PUNCT
cana-855	74	24	had	have	AUX
cana-855	74	25	hardware	hardware	NOUN
cana-855	74	26	sources	source	NOUN
cana-855	74	27	,	,	PUNCT
cana-855	74	28	making	make	VERB
cana-855	74	29	sure	sure	ADJ
cana-855	74	30	that	that	SCONJ
cana-855	74	31	ml	ml	NOUN
cana-855	74	32	algorithms	algorithm	NOUN
cana-855	74	33	may	may	AUX
cana-855	74	34	be	be	AUX
cana-855	74	35	executed	execute	VERB
cana-855	74	36	efficiently	efficiently	ADV
cana-855	74	37	and	and	CCONJ
cana-855	74	38	correctly	correctly	ADV
cana-855	74	39	.	.	PUNCT
cana-855	75	1	4	4	X
cana-855	75	2	.	.	X
cana-855	75	3	literature	literature	NOUN
cana-855	75	4	review	review	NOUN
cana-855	75	5	in	in	ADP
cana-855	75	6	ref	ref	NOUN
cana-855	75	7	[	[	X
cana-855	75	8	17	17	NUM
cana-855	75	9	]	]	PUNCT
cana-855	75	10	,	,	PUNCT
cana-855	75	11	we	we	PRON
cana-855	75	12	look	look	VERB
cana-855	75	13	at	at	ADP
cana-855	75	14	delving	delve	VERB
cana-855	75	15	into	into	ADP
cana-855	75	16	the	the	DET
cana-855	75	17	realm	realm	NOUN
cana-855	75	18	of	of	ADP
cana-855	75	19	neural	neural	ADJ
cana-855	75	20	community	community	NOUN
cana-855	75	21	accelerator	accelerator	NOUN
cana-855	75	22	optimisations	optimisation	NOUN
cana-855	75	23	.	.	PUNCT
cana-855	76	1	it	it	PRON
cana-855	76	2	examines	examine	VERB
cana-855	76	3	various	various	ADJ
cana-855	76	4	optimisations	optimisation	NOUN
cana-855	76	5	normally	normally	ADV
cana-855	76	6	used	use	VERB
cana-855	76	7	in	in	ADP
cana-855	76	8	the	the	DET
cana-855	76	9	latest	late	ADJ
cana-855	76	10	research	research	NOUN
cana-855	76	11	.	.	PUNCT
cana-855	77	1	the	the	DET
cana-855	77	2	goal	goal	NOUN
cana-855	77	3	is	be	AUX
cana-855	77	4	to	to	PART
cana-855	77	5	create	create	VERB
cana-855	77	6	a	a	DET
cana-855	77	7	complete	complete	ADJ
cana-855	77	8	toolbox	toolbox	NOUN
cana-855	77	9	of	of	ADP
cana-855	77	10	optimisation	optimisation	NOUN
cana-855	77	11	techniques	technique	NOUN
cana-855	77	12	,	,	PUNCT
cana-855	77	13	followed	follow	VERB
cana-855	77	14	by	by	ADP
cana-855	77	15	quantitative	quantitative	ADJ
cana-855	77	16	records	record	NOUN
cana-855	77	17	concerning	concern	VERB
cana-855	77	18	their	their	PRON
cana-855	77	19	effects	effect	NOUN
cana-855	77	20	.	.	PUNCT
cana-855	78	1	by	by	ADP
cana-855	78	2	providing	provide	VERB
cana-855	78	3	this	this	DET
cana-855	78	4	toolkit	toolkit	NOUN
cana-855	78	5	,	,	PUNCT
cana-855	78	6	it	it	PRON
cana-855	78	7	becomes	become	VERB
cana-855	78	8	less	less	ADV
cana-855	78	9	complicated	complicated	ADJ
cana-855	78	10	for	for	ADP
cana-855	78	11	hardware	hardware	NOUN
cana-855	78	12	designers	designer	NOUN
cana-855	78	13	to	to	PART
cana-855	78	14	choose	choose	VERB
cana-855	78	15	and	and	CCONJ
cana-855	78	16	put	put	VERB
cana-855	78	17	in	in	ADP
cana-855	78	18	force	force	NOUN
cana-855	78	19	the	the	DET
cana-855	78	20	maximum	maximum	ADJ
cana-855	78	21	suitable	suitable	ADJ
cana-855	78	22	optimisations	optimisation	NOUN
cana-855	78	23	for	for	ADP
cana-855	78	24	their	their	PRON
cana-855	78	25	unique	unique	ADJ
cana-855	78	26	neural	neural	ADJ
cana-855	78	27	network	network	NOUN
cana-855	78	28	accelerator	accelerator	NOUN
cana-855	78	29	design	design	NOUN
cana-855	78	30	.	.	PUNCT
cana-855	79	1	these	these	DET
cana-855	79	2	optimisations	optimisation	NOUN
cana-855	79	3	can	can	AUX
cana-855	79	4	cause	cause	VERB
cana-855	79	5	vast	vast	ADJ
cana-855	79	6	memory	memory	NOUN
cana-855	79	7	financial	financial	ADJ
cana-855	79	8	savings	saving	NOUN
cana-855	79	9	and	and	CCONJ
cana-855	79	10	electricity	electricity	NOUN
cana-855	79	11	reductions	reduction	NOUN
cana-855	79	12	.	.	PUNCT
cana-855	80	1	ref	ref	VERB
cana-855	81	1	[	[	X
cana-855	81	2	18	18	NUM
cana-855	81	3	]	]	PUNCT
cana-855	81	4	introduces	introduce	VERB
cana-855	81	5	a	a	DET
cana-855	81	6	unique	unique	ADJ
cana-855	81	7	approach	approach	NOUN
cana-855	81	8	for	for	ADP
cana-855	81	9	enhancing	enhance	VERB
cana-855	81	10	fact	fact	NOUN
cana-855	81	11	placement	placement	NOUN
cana-855	81	12	in	in	ADP
cana-855	81	13	deep	deep	ADJ
cana-855	81	14	learning	learning	NOUN
cana-855	81	15	accelerators	accelerator	NOUN
cana-855	81	16	.	.	PUNCT
cana-855	82	1	it	it	PRON
cana-855	82	2	addresses	address	VERB
cana-855	82	3	the	the	DET
cana-855	82	4	challenges	challenge	NOUN
cana-855	82	5	of	of	ADP
cana-855	82	6	reminiscence	reminiscence	NOUN
cana-855	82	7	entry	entry	NOUN
cana-855	82	8	to	to	ADP
cana-855	82	9	problems	problem	NOUN
cana-855	82	10	while	while	SCONJ
cana-855	82	11	processing	process	VERB
cana-855	82	12	deep	deep	ADJ
cana-855	82	13	neural	neural	ADJ
cana-855	82	14	networks	network	NOUN
cana-855	82	15	.	.	PUNCT
cana-855	83	1	implementing	implement	VERB
cana-855	83	2	a	a	DET
cana-855	83	3	bus	bus	NOUN
cana-855	83	4	scheduling	scheduling	NOUN
cana-855	83	5	strategy	strategy	NOUN
cana-855	83	6	for	for	ADP
cana-855	83	7	information	information	NOUN
cana-855	83	8	placement	placement	NOUN
cana-855	83	9	on	on	ADP
cana-855	83	10	dispensed	dispense	VERB
cana-855	83	11	nearby	nearby	ADJ
cana-855	83	12	buffers	buffer	NOUN
cana-855	83	13	streamlines	streamline	VERB
cana-855	83	14	information	information	NOUN
cana-855	83	15	-	-	PUNCT
cana-855	83	16	waft	waft	NOUN
cana-855	83	17	mapping	mapping	NOUN
cana-855	83	18	,	,	PUNCT
cana-855	83	19	distribution	distribution	NOUN
cana-855	83	20	,	,	PUNCT
cana-855	83	21	and	and	CCONJ
cana-855	83	22	transfer	transfer	NOUN
cana-855	83	23	processes	process	NOUN
cana-855	83	24	.	.	PUNCT
cana-855	84	1	the	the	DET
cana-855	84	2	look	look	NOUN
cana-855	84	3	demonstrates	demonstrate	VERB
cana-855	84	4	how	how	SCONJ
cana-855	84	5	this	this	DET
cana-855	84	6	technique	technique	NOUN
cana-855	84	7	complements	complement	VERB
cana-855	84	8	runtime	runtime	NOUN
cana-855	84	9	and	and	CCONJ
cana-855	84	10	minimises	minimise	NOUN
cana-855	84	11	bandwidth	bandwidth	ADJ
cana-855	84	12	requirements	requirement	NOUN
cana-855	84	13	,	,	PUNCT
cana-855	84	14	specifically	specifically	ADV
cana-855	84	15	in	in	ADP
cana-855	84	16	scenarios	scenario	NOUN
cana-855	84	17	involving	involve	VERB
cana-855	84	18	famous	famous	ADJ
cana-855	84	19	deep	deep	ADJ
cana-855	84	20	studying	studying	NOUN
cana-855	84	21	networks	network	NOUN
cana-855	84	22	like	like	ADP
cana-855	84	23	alexnet	alexnet	NOUN
cana-855	84	24	,	,	PUNCT
cana-855	84	25	vgg	vgg	NOUN
cana-855	84	26	-	-	PUNCT
cana-855	84	27	sixteen	sixteen	NOUN
cana-855	84	28	,	,	PUNCT
cana-855	84	29	and	and	CCONJ
cana-855	84	30	googlenet	googlenet	NOUN
cana-855	84	31	.	.	PUNCT
cana-855	85	1	in	in	ADP
cana-855	85	2	ref[19	ref[19	NOUN
cana-855	85	3	]	]	PUNCT
cana-855	85	4	,	,	PUNCT
cana-855	85	5	it	it	PRON
cana-855	85	6	specialises	specialise	VERB
cana-855	85	7	in	in	ADP
cana-855	85	8	the	the	DET
cana-855	85	9	design	design	NOUN
cana-855	85	10	of	of	ADP
cana-855	85	11	an	an	DET
cana-855	85	12	accelerator	accelerator	NOUN
cana-855	85	13	specialised	specialise	VERB
cana-855	85	14	in	in	ADP
cana-855	85	15	handling	handle	VERB
cana-855	85	16	big	big	ADJ
cana-855	85	17	-	-	PUNCT
cana-855	85	18	scale	scale	NOUN
cana-855	85	19	convolutional	convolutional	ADJ
cana-855	85	20	neural	neural	ADJ
cana-855	85	21	networks	network	NOUN
cana-855	85	22	(	(	PUNCT
cana-855	85	23	cnns	cnns	PROPN
cana-855	85	24	)	)	PUNCT
cana-855	85	25	and	and	CCONJ
cana-855	85	26	deep	deep	ADJ
cana-855	85	27	neural	neural	ADJ
cana-855	85	28	networks	network	NOUN
cana-855	85	29	(	(	PUNCT
cana-855	85	30	dnns	dnn	NOUN
cana-855	85	31	)	)	PUNCT
cana-855	85	32	.	.	PUNCT
cana-855	86	1	a	a	DET
cana-855	86	2	unique	unique	ADJ
cana-855	86	3	factor	factor	NOUN
cana-855	86	4	of	of	ADP
cana-855	86	5	this	this	DET
cana-855	86	6	research	research	NOUN
cana-855	86	7	is	be	AUX
cana-855	86	8	its	its	PRON
cana-855	86	9	precise	precise	ADJ
cana-855	86	10	emphasis	emphasis	NOUN
cana-855	86	11	on	on	ADP
cana-855	86	12	the	the	DET
cana-855	86	13	role	role	NOUN
cana-855	86	14	of	of	ADP
cana-855	86	15	reminiscence	reminiscence	NOUN
cana-855	86	16	in	in	ADP
cana-855	86	17	accelerator	accelerator	NOUN
cana-855	86	18	design	design	NOUN
cana-855	86	19	.	.	PUNCT
cana-855	87	1	it	it	PRON
cana-855	87	2	highlights	highlight	VERB
cana-855	87	3	how	how	SCONJ
cana-855	87	4	reminiscence	reminiscence	ADJ
cana-855	87	5	optimisation	optimisation	NOUN
cana-855	87	6	can	can	AUX
cana-855	87	7	impact	impact	VERB
cana-855	87	8	the	the	DET
cana-855	87	9	overall	overall	ADJ
cana-855	87	10	design	design	NOUN
cana-855	87	11	,	,	PUNCT
cana-855	87	12	performance	performance	NOUN
cana-855	87	13	,	,	PUNCT
cana-855	87	14	and	and	CCONJ
cana-855	87	15	power	power	NOUN
cana-855	87	16	efficiency	efficiency	NOUN
cana-855	87	17	of	of	ADP
cana-855	87	18	hardware	hardware	NOUN
cana-855	87	19	accelerators	accelerator	NOUN
cana-855	87	20	for	for	ADP
cana-855	87	21	neural	neural	ADJ
cana-855	87	22	networks	network	NOUN
cana-855	87	23	.	.	PUNCT
cana-855	88	1	the	the	DET
cana-855	88	2	studies	study	NOUN
cana-855	88	3	demonstrate	demonstrate	VERB
cana-855	88	4	that	that	SCONJ
cana-855	88	5	it	it	PRON
cana-855	88	6	's	be	AUX
cana-855	88	7	viable	viable	ADJ
cana-855	88	8	to	to	PART
cana-855	88	9	design	design	VERB
cana-855	88	10	an	an	DET
cana-855	88	11	accelerator	accelerator	NOUN
cana-855	88	12	that	that	PRON
cana-855	88	13	can	can	AUX
cana-855	88	14	turn	turn	VERB
cana-855	88	15	in	in	ADP
cana-855	88	16	high	high	ADJ
cana-855	88	17	throughput	throughput	NOUN
cana-855	88	18	while	while	SCONJ
cana-855	88	19	keeping	keep	VERB
cana-855	88	20	low	low	ADJ
cana-855	88	21	energy	energy	NOUN
cana-855	88	22	consumption	consumption	NOUN
cana-855	88	23	,	,	PUNCT
cana-855	88	24	making	make	VERB
cana-855	88	25	it	it	PRON
cana-855	88	26	suitable	suitable	ADJ
cana-855	88	27	for	for	ADP
cana-855	88	28	an	an	DET
cana-855	88	29	extensive	extensive	ADJ
cana-855	88	30	range	range	NOUN
cana-855	88	31	of	of	ADP
cana-855	88	32	packages	package	NOUN
cana-855	88	33	.	.	PUNCT
cana-855	89	1	in	in	ADP
cana-855	89	2	ref[20	ref[20	PROPN
cana-855	89	3	]	]	PUNCT
cana-855	89	4	,	,	PUNCT
cana-855	89	5	a	a	DET
cana-855	89	6	look	look	NOUN
cana-855	89	7	explores	explore	NOUN
cana-855	89	8	using	use	VERB
cana-855	89	9	low	low	ADJ
cana-855	89	10	-	-	PUNCT
cana-855	89	11	precision	precision	NOUN
cana-855	89	12	(	(	PUNCT
cana-855	89	13	int8	int8	NOUN
cana-855	89	14	)	)	PUNCT
cana-855	89	15	trendy	trendy	ADJ
cana-855	89	16	matrix	matrix	NOUN
cana-855	89	17	multiplication	multiplication	NOUN
cana-855	89	18	(	(	PUNCT
cana-855	89	19	gemm	gemm	NOUN
cana-855	89	20	)	)	PUNCT
cana-855	89	21	for	for	ADP
cana-855	89	22	communications	communication	NOUN
cana-855	89	23	on	on	ADP
cana-855	89	24	applied	apply	VERB
cana-855	89	25	nonlinear	nonlinear	ADJ
cana-855	89	26	analysis	analysis	NOUN
cana-855	89	27	issn	issn	NOUN
cana-855	89	28	:	:	PUNCT
cana-855	89	29	1074	1074	NUM
cana-855	89	30	-	-	PUNCT
cana-855	89	31	133x	133x	NUM
cana-855	89	32	vol	vol	NOUN
cana-855	89	33	31	31	NUM
cana-855	89	34	no	no	NOUN
cana-855	89	35	.	.	PUNCT
cana-855	90	1	4s	4s	NUM
cana-855	90	2	(	(	PUNCT
cana-855	90	3	2024	2024	NUM
cana-855	90	4	)	)	PUNCT
cana-855	90	5	333	333	NUM
cana-855	90	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-855	90	7	accelerating	accelerate	VERB
cana-855	90	8	cnn	cnn	PROPN
cana-855	90	9	inference	inference	NOUN
cana-855	90	10	on	on	ADP
cana-855	90	11	cellular	cellular	ADJ
cana-855	90	12	devices	device	NOUN
cana-855	90	13	and	and	CCONJ
cana-855	90	14	the	the	DET
cana-855	90	15	usage	usage	NOUN
cana-855	90	16	of	of	ADP
cana-855	90	17	systolic	systolic	ADJ
cana-855	90	18	arrays	array	NOUN
cana-855	90	19	.	.	PUNCT
cana-855	91	1	the	the	DET
cana-855	91	2	studies	study	NOUN
cana-855	91	3	go	go	VERB
cana-855	91	4	beyond	beyond	ADP
cana-855	91	5	the	the	DET
cana-855	91	6	traditional	traditional	ADJ
cana-855	91	7	systolic	systolic	NOUN
cana-855	91	8	array	array	NOUN
cana-855	91	9	architecture	architecture	NOUN
cana-855	91	10	by	by	ADP
cana-855	91	11	introducing	introduce	VERB
cana-855	91	12	the	the	DET
cana-855	91	13	idea	idea	NOUN
cana-855	91	14	of	of	ADP
cana-855	91	15	tensor	tensor	NOUN
cana-855	91	16	-	-	PUNCT
cana-855	91	17	pes	pe	NOUN
cana-855	91	18	,	,	PUNCT
cana-855	91	19	which	which	PRON
cana-855	91	20	will	will	AUX
cana-855	91	21	increase	increase	VERB
cana-855	91	22	operand	operand	NOUN
cana-855	91	23	reuse	reuse	NOUN
cana-855	91	24	and	and	CCONJ
cana-855	91	25	data	datum	NOUN
cana-855	91	26	path	path	NOUN
cana-855	91	27	performance	performance	NOUN
cana-855	91	28	.	.	PUNCT
cana-855	92	1	the	the	DET
cana-855	92	2	resulting	result	VERB
cana-855	92	3	systolic	systolic	ADJ
cana-855	92	4	tensor	tensor	NOUN
cana-855	92	5	array	array	NOUN
cana-855	92	6	(	(	PUNCT
cana-855	92	7	sta	sta	NOUN
cana-855	92	8	)	)	PUNCT
cana-855	92	9	microarchitecture	microarchitecture	NOUN
cana-855	92	10	suggests	suggest	VERB
cana-855	92	11	vast	vast	ADJ
cana-855	92	12	enhancements	enhancement	NOUN
cana-855	92	13	in	in	ADP
cana-855	92	14	vicinity	vicinity	NOUN
cana-855	92	15	and	and	CCONJ
cana-855	92	16	strength	strength	NOUN
cana-855	92	17	performance	performance	NOUN
cana-855	92	18	when	when	SCONJ
cana-855	92	19	processing	processing	NOUN
cana-855	92	20	int8	int8	NOUN
cana-855	92	21	operands	operand	NOUN
cana-855	92	22	.	.	PUNCT
cana-855	93	1	this	this	DET
cana-855	93	2	optimisation	optimisation	NOUN
cana-855	93	3	is	be	AUX
cana-855	93	4	mainly	mainly	ADV
cana-855	93	5	treasured	treasure	VERB
cana-855	93	6	for	for	ADP
cana-855	93	7	cnn	cnn	PROPN
cana-855	93	8	inference	inference	NOUN
cana-855	93	9	on	on	ADP
cana-855	93	10	mobile	mobile	ADJ
cana-855	93	11	and	and	CCONJ
cana-855	93	12	area	area	NOUN
cana-855	93	13	gadgets	gadget	NOUN
cana-855	93	14	.	.	PUNCT
cana-855	94	1	ref	ref	VERB
cana-855	95	1	[	[	X
cana-855	95	2	21	21	NUM
cana-855	95	3	]	]	PUNCT
cana-855	95	4	addresses	address	VERB
cana-855	95	5	the	the	DET
cana-855	95	6	project	project	NOUN
cana-855	95	7	of	of	ADP
cana-855	95	8	idle	idle	ADJ
cana-855	95	9	inference	inference	NOUN
cana-855	95	10	cycles	cycle	NOUN
cana-855	95	11	in	in	ADP
cana-855	95	12	deep	deep	ADJ
cana-855	95	13	studying	study	VERB
cana-855	95	14	accelerators	accelerator	NOUN
cana-855	95	15	.	.	PUNCT
cana-855	96	1	it	it	PRON
cana-855	96	2	proposes	propose	VERB
cana-855	96	3	a	a	DET
cana-855	96	4	custom	custom	NOUN
cana-855	96	5	equinox	equinox	NOUN
cana-855	96	6	accelerator	accelerator	NOUN
cana-855	96	7	that	that	PRON
cana-855	96	8	incorporates	incorporate	VERB
cana-855	96	9	each	each	DET
cana-855	96	10	inference	inference	NOUN
cana-855	96	11	and	and	CCONJ
cana-855	96	12	schooling	schooling	NOUN
cana-855	96	13	service	service	NOUN
cana-855	96	14	.	.	PUNCT
cana-855	97	1	one	one	NUM
cana-855	97	2	of	of	ADP
cana-855	97	3	the	the	DET
cana-855	97	4	important	important	ADJ
cana-855	97	5	thing	thing	NOUN
cana-855	97	6	advantages	advantage	NOUN
cana-855	97	7	is	be	AUX
cana-855	97	8	its	its	PRON
cana-855	97	9	capacity	capacity	NOUN
cana-855	97	10	to	to	PART
cana-855	97	11	hold	hold	VERB
cana-855	97	12	provider	provider	NOUN
cana-855	97	13	-	-	PUNCT
cana-855	97	14	level	level	NOUN
cana-855	97	15	latency	latency	NOUN
cana-855	97	16	constraints	constraint	NOUN
cana-855	97	17	for	for	ADP
cana-855	97	18	inference	inference	NOUN
cana-855	97	19	while	while	SCONJ
cana-855	97	20	utilising	utilise	VERB
cana-855	97	21	idle	idle	ADJ
cana-855	97	22	cycles	cycle	NOUN
cana-855	97	23	for	for	ADP
cana-855	97	24	education	education	NOUN
cana-855	97	25	.	.	PUNCT
cana-855	98	1	the	the	DET
cana-855	98	2	study	study	NOUN
cana-855	98	3	showcases	showcase	VERB
cana-855	98	4	the	the	DET
cana-855	98	5	massive	massive	ADJ
cana-855	98	6	increase	increase	NOUN
cana-855	98	7	in	in	ADP
cana-855	98	8	throughput	throughput	NOUN
cana-855	98	9	compared	compare	VERB
cana-855	98	10	to	to	ADP
cana-855	98	11	dedicated	dedicated	ADJ
cana-855	98	12	education	education	NOUN
cana-855	98	13	accelerators	accelerator	NOUN
cana-855	98	14	while	while	SCONJ
cana-855	98	15	reaching	reach	VERB
cana-855	98	16	near	near	ADV
cana-855	98	17	-	-	PUNCT
cana-855	98	18	optimal	optimal	ADJ
cana-855	98	19	latency	latency	NOUN
cana-855	98	20	for	for	ADP
cana-855	98	21	inference	inference	NOUN
cana-855	98	22	.	.	PUNCT
cana-855	99	1	t	t	PROPN
cana-855	99	2	in	in	ADP
cana-855	99	3	ref[22	ref[22	PROPN
cana-855	99	4	]	]	PUNCT
cana-855	99	5	,	,	PUNCT
cana-855	99	6	the	the	DET
cana-855	99	7	consciousness	consciousness	NOUN
cana-855	99	8	of	of	ADP
cana-855	99	9	this	this	DET
cana-855	99	10	painting	painting	NOUN
cana-855	99	11	is	be	AUX
cana-855	99	12	on	on	ADP
cana-855	99	13	designing	design	VERB
cana-855	99	14	an	an	DET
cana-855	99	15	illness	illness	NOUN
cana-855	99	16	-	-	PUNCT
cana-855	99	17	tolerant	tolerant	ADJ
cana-855	99	18	hardware	hardware	NOUN
cana-855	99	19	neural	neural	ADJ
cana-855	99	20	community	community	NOUN
cana-855	99	21	accelerator	accelerator	NOUN
cana-855	99	22	.	.	PUNCT
cana-855	100	1	it	it	PRON
cana-855	100	2	is	be	AUX
cana-855	100	3	based	base	VERB
cana-855	100	4	on	on	ADP
cana-855	100	5	the	the	DET
cana-855	100	6	expertise	expertise	NOUN
cana-855	100	7	that	that	SCONJ
cana-855	100	8	artificial	artificial	ADJ
cana-855	100	9	neural	neural	ADJ
cana-855	100	10	networks	network	NOUN
cana-855	100	11	(	(	PUNCT
cana-855	100	12	anns	anns	NOUN
cana-855	100	13	)	)	PUNCT
cana-855	100	14	showcase	showcase	NOUN
cana-855	100	15	intrinsic	intrinsic	ADJ
cana-855	100	16	error	error	NOUN
cana-855	100	17	tolerance	tolerance	NOUN
cana-855	100	18	.	.	PUNCT
cana-855	101	1	the	the	DET
cana-855	101	2	studies	study	NOUN
cana-855	101	3	demonstrate	demonstrate	VERB
cana-855	101	4	the	the	DET
cana-855	101	5	interpretation	interpretation	NOUN
cana-855	101	6	of	of	ADP
cana-855	101	7	this	this	DET
cana-855	101	8	error	error	NOUN
cana-855	101	9	tolerance	tolerance	NOUN
cana-855	101	10	into	into	ADP
cana-855	101	11	realistic	realistic	ADJ
cana-855	101	12	illness	illness	NOUN
cana-855	101	13	tolerance	tolerance	NOUN
cana-855	101	14	for	for	ADP
cana-855	101	15	hardware	hardware	NOUN
cana-855	101	16	neural	neural	ADJ
cana-855	101	17	network	network	NOUN
cana-855	101	18	accelerators	accelerator	NOUN
cana-855	101	19	.	.	PUNCT
cana-855	102	1	by	by	ADP
cana-855	102	2	growing	grow	VERB
cana-855	102	3	spatially	spatially	ADV
cana-855	102	4	extended	extend	VERB
cana-855	102	5	anns	ann	NOUN
cana-855	102	6	,	,	PUNCT
cana-855	102	7	the	the	DET
cana-855	102	8	research	research	NOUN
cana-855	102	9	suggests	suggest	VERB
cana-855	102	10	that	that	SCONJ
cana-855	102	11	these	these	DET
cana-855	102	12	accelerators	accelerator	NOUN
cana-855	102	13	can	can	AUX
cana-855	102	14	maintain	maintain	VERB
cana-855	102	15	functionality	functionality	NOUN
cana-855	102	16	even	even	ADV
cana-855	102	17	in	in	ADP
cana-855	102	18	defective	defective	ADJ
cana-855	102	19	transistors	transistor	NOUN
cana-855	102	20	.	.	PUNCT
cana-855	103	1	this	this	PRON
cana-855	103	2	introduces	introduce	VERB
cana-855	103	3	the	the	DET
cana-855	103	4	ability	ability	NOUN
cana-855	103	5	for	for	ADP
cana-855	103	6	electricity	electricity	NOUN
cana-855	103	7	-	-	PUNCT
cana-855	103	8	green	green	ADJ
cana-855	103	9	and	and	CCONJ
cana-855	103	10	fault	fault	NOUN
cana-855	103	11	-	-	PUNCT
cana-855	103	12	tolerant	tolerant	ADJ
cana-855	103	13	accelerators	accelerator	NOUN
cana-855	103	14	in	in	ADP
cana-855	103	15	heterogeneous	heterogeneous	ADJ
cana-855	103	16	multi	multi	ADJ
cana-855	103	17	-	-	ADJ
cana-855	103	18	centre	centre	ADJ
cana-855	103	19	structures	structure	NOUN
cana-855	103	20	.	.	PUNCT
cana-855	104	1	in	in	ADP
cana-855	104	2	ref[23	ref[23	NOUN
cana-855	104	3	]	]	PUNCT
cana-855	104	4	,	,	PUNCT
cana-855	104	5	look	look	VERB
cana-855	104	6	addresses	address	NOUN
cana-855	104	7	the	the	DET
cana-855	104	8	vital	vital	ADJ
cana-855	104	9	venture	venture	NOUN
cana-855	104	10	of	of	ADP
cana-855	104	11	fault	fault	NOUN
cana-855	104	12	detection	detection	NOUN
cana-855	104	13	in	in	ADP
cana-855	104	14	high	high	ADJ
cana-855	104	15	-	-	PUNCT
cana-855	104	16	pace	pace	NOUN
cana-855	104	17	teach	teach	VERB
cana-855	104	18	suspension	suspension	NOUN
cana-855	104	19	structures	structure	NOUN
cana-855	104	20	.	.	PUNCT
cana-855	105	1	it	it	PRON
cana-855	105	2	evaluates	evaluate	VERB
cana-855	105	3	existing	exist	VERB
cana-855	105	4	methods	method	NOUN
cana-855	105	5	for	for	ADP
cana-855	105	6	fault	fault	NOUN
cana-855	105	7	detection	detection	NOUN
cana-855	105	8	,	,	PUNCT
cana-855	105	9	categorising	categorise	VERB
cana-855	105	10	them	they	PRON
cana-855	105	11	into	into	ADP
cana-855	105	12	model	model	NOUN
cana-855	105	13	-	-	PUNCT
cana-855	105	14	based	base	VERB
cana-855	105	15	and	and	CCONJ
cana-855	105	16	statistics	statistic	NOUN
cana-855	105	17	-	-	PUNCT
cana-855	105	18	pushed	push	VERB
cana-855	105	19	approaches	approach	NOUN
cana-855	105	20	.	.	PUNCT
cana-855	106	1	the	the	DET
cana-855	106	2	research	research	NOUN
cana-855	106	3	introduces	introduce	VERB
cana-855	106	4	a	a	DET
cana-855	106	5	singular	singular	ADJ
cana-855	106	6	1d	1d	NUM
cana-855	106	7	convolution	convolution	NOUN
cana-855	106	8	network	network	NOUN
cana-855	106	9	-	-	PUNCT
cana-855	106	10	based	base	VERB
cana-855	106	11	totally	totally	ADV
cana-855	106	12	fault	fault	VERB
cana-855	106	13	diagnostic	diagnostic	ADJ
cana-855	106	14	method	method	NOUN
cana-855	106	15	,	,	PUNCT
cana-855	106	16	emphasising	emphasise	VERB
cana-855	106	17	robustness	robustness	NOUN
cana-855	106	18	through	through	ADP
cana-855	106	19	techniques	technique	NOUN
cana-855	106	20	just	just	ADV
cana-855	106	21	like	like	ADP
cana-855	106	22	the	the	DET
cana-855	106	23	gaussian	gaussian	ADJ
cana-855	106	24	white	white	PROPN
cana-855	106	25	noise	noise	NOUN
cana-855	106	26	strategy	strategy	NOUN
cana-855	106	27	and	and	CCONJ
cana-855	106	28	facet	facet	ADJ
cana-855	106	29	sample	sample	NOUN
cana-855	106	30	training	training	NOUN
cana-855	106	31	.	.	PUNCT
cana-855	107	1	the	the	DET
cana-855	107	2	proposed	propose	VERB
cana-855	107	3	method	method	NOUN
cana-855	107	4	is	be	AUX
cana-855	107	5	evaluated	evaluate	VERB
cana-855	107	6	via	via	ADP
cana-855	107	7	multibody	multibody	ADJ
cana-855	107	8	dynamics	dynamic	NOUN
cana-855	107	9	simulations	simulation	NOUN
cana-855	107	10	,	,	PUNCT
cana-855	107	11	demonstrating	demonstrate	VERB
cana-855	107	12	its	its	PRON
cana-855	107	13	efficacy	efficacy	NOUN
cana-855	107	14	in	in	ADP
cana-855	107	15	real	real	ADJ
cana-855	107	16	-	-	PUNCT
cana-855	107	17	global	global	ADJ
cana-855	107	18	scenarios	scenario	NOUN
cana-855	107	19	.	.	PUNCT
cana-855	108	1	ref	ref	VERB
cana-855	109	1	[	[	X
cana-855	109	2	24	24	NUM
cana-855	109	3	]	]	PUNCT
cana-855	109	4	explores	explore	VERB
cana-855	109	5	the	the	DET
cana-855	109	6	capability	capability	NOUN
cana-855	109	7	of	of	ADP
cana-855	109	8	incorporating	incorporate	VERB
cana-855	109	9	photonic	photonic	ADJ
cana-855	109	10	neuromorphic	neuromorphic	ADJ
cana-855	109	11	hardware	hardware	NOUN
cana-855	109	12	for	for	ADP
cana-855	109	13	deep	deep	ADJ
cana-855	109	14	gaining	gaining	NOUN
cana-855	109	15	knowledge	knowledge	NOUN
cana-855	109	16	.	.	PUNCT
cana-855	110	1	the	the	DET
cana-855	110	2	look	look	NOUN
cana-855	110	3	recognises	recognise	VERB
cana-855	110	4	photonics	photonic	NOUN
cana-855	110	5	'	'	PART
cana-855	110	6	fantastic	fantastic	ADJ
cana-855	110	7	attributes	attribute	NOUN
cana-855	110	8	regarding	regard	VERB
cana-855	110	9	electricity	electricity	NOUN
cana-855	110	10	efficiency	efficiency	NOUN
cana-855	110	11	and	and	CCONJ
cana-855	110	12	high	high	ADJ
cana-855	110	13	bandwidth	bandwidth	NOUN
cana-855	110	14	.	.	PUNCT
cana-855	111	1	it	it	PRON
cana-855	111	2	combines	combine	VERB
cana-855	111	3	those	those	DET
cana-855	111	4	benefits	benefit	NOUN
cana-855	111	5	with	with	ADP
cana-855	111	6	deep	deep	ADJ
cana-855	111	7	mastering	mastering	NOUN
cana-855	111	8	by	by	ADP
cana-855	111	9	designing	design	VERB
cana-855	111	10	a	a	DET
cana-855	111	11	photonic	photonic	ADJ
cana-855	111	12	neural	neural	ADJ
cana-855	111	13	network	network	NOUN
cana-855	111	14	that	that	PRON
cana-855	111	15	operates	operate	VERB
cana-855	111	16	at	at	ADP
cana-855	111	17	excessive	excessive	ADJ
cana-855	111	18	compute	compute	NOUN
cana-855	111	19	fees	fee	NOUN
cana-855	111	20	.	.	PUNCT
cana-855	112	1	to	to	PART
cana-855	112	2	ensure	ensure	VERB
cana-855	112	3	robustness	robustness	NOUN
cana-855	112	4	,	,	PUNCT
cana-855	112	5	the	the	DET
cana-855	112	6	research	research	NOUN
cana-855	112	7	makes	make	VERB
cana-855	112	8	a	a	DET
cana-855	112	9	speciality	speciality	NOUN
cana-855	112	10	of	of	ADP
cana-855	112	11	each	each	DET
cana-855	112	12	hardware	hardware	NOUN
cana-855	112	13	architecture	architecture	NOUN
cana-855	112	14	and	and	CCONJ
cana-855	112	15	facts	fact	NOUN
cana-855	112	16	-	-	PUNCT
cana-855	112	17	conscious	conscious	ADJ
cana-855	112	18	deep	deep	ADJ
cana-855	112	19	gaining	gain	VERB
cana-855	112	20	knowledge	knowledge	NOUN
cana-855	112	21	of	of	ADP
cana-855	112	22	schooling	schooling	NOUN
cana-855	112	23	.	.	PUNCT
cana-855	113	1	the	the	DET
cana-855	113	2	experimental	experimental	ADJ
cana-855	113	3	effects	effect	NOUN
cana-855	113	4	verify	verify	VERB
cana-855	113	5	the	the	DET
cana-855	113	6	photonic	photonic	ADJ
cana-855	113	7	hardware	hardware	NOUN
cana-855	113	8	's	's	PART
cana-855	113	9	high	high	ADJ
cana-855	113	10	-	-	PUNCT
cana-855	113	11	velocity	velocity	NOUN
cana-855	113	12	and	and	CCONJ
cana-855	113	13	excessive	excessive	ADJ
cana-855	113	14	accuracy	accuracy	NOUN
cana-855	113	15	abilities	ability	NOUN
cana-855	113	16	.	.	PUNCT
cana-855	114	1	ref	ref	NOUN
cana-855	115	1	[	[	X
cana-855	115	2	25	25	NUM
cana-855	115	3	]	]	PUNCT
cana-855	115	4	investigates	investigate	VERB
cana-855	115	5	the	the	DET
cana-855	115	6	performance	performance	NOUN
cana-855	115	7	of	of	ADP
cana-855	115	8	emerging	emerge	VERB
cana-855	115	9	fpga	fpga	NOUN
cana-855	115	10	frameworks	framework	NOUN
cana-855	115	11	for	for	ADP
cana-855	115	12	accelerating	accelerate	VERB
cana-855	115	13	convolutional	convolutional	ADJ
cana-855	115	14	neural	neural	ADJ
cana-855	115	15	networks	network	NOUN
cana-855	115	16	.	.	PUNCT
cana-855	116	1	it	it	PRON
cana-855	116	2	takes	take	VERB
cana-855	116	3	a	a	DET
cana-855	116	4	practical	practical	ADJ
cana-855	116	5	approach	approach	NOUN
cana-855	116	6	by	by	ADP
cana-855	116	7	benchmarking	benchmarke	VERB
cana-855	116	8	those	those	DET
cana-855	116	9	frameworks	framework	NOUN
cana-855	116	10	on	on	ADP
cana-855	116	11	numerous	numerous	ADJ
cana-855	116	12	fpga	fpga	NOUN
cana-855	116	13	gadgets	gadget	NOUN
cana-855	116	14	and	and	CCONJ
cana-855	116	15	comparing	compare	VERB
cana-855	116	16	the	the	DET
cana-855	116	17	effects	effect	NOUN
cana-855	116	18	to	to	ADP
cana-855	116	19	cpus	cpus	NOUN
cana-855	116	20	and	and	CCONJ
cana-855	116	21	gpus	gpu	NOUN
cana-855	116	22	.	.	PUNCT
cana-855	117	1	by	by	ADP
cana-855	117	2	comparing	compare	VERB
cana-855	117	3	both	both	CCONJ
cana-855	117	4	fpga	fpga	PROPN
cana-855	117	5	overall	overall	ADJ
cana-855	117	6	performance	performance	NOUN
cana-855	117	7	and	and	CCONJ
cana-855	117	8	performance	performance	NOUN
cana-855	117	9	,	,	PUNCT
cana-855	117	10	the	the	DET
cana-855	117	11	observation	observation	NOUN
cana-855	117	12	presents	present	VERB
cana-855	117	13	insights	insight	NOUN
cana-855	117	14	into	into	ADP
cana-855	117	15	the	the	DET
cana-855	117	16	capability	capability	NOUN
cana-855	117	17	of	of	ADP
cana-855	117	18	fpgas	fpgas	NOUN
cana-855	117	19	for	for	ADP
cana-855	117	20	accelerating	accelerate	VERB
cana-855	117	21	cnns	cnn	NOUN
cana-855	117	22	in	in	ADP
cana-855	117	23	actual	actual	ADJ
cana-855	117	24	-	-	PUNCT
cana-855	117	25	world	world	NOUN
cana-855	117	26	applications	application	NOUN
cana-855	117	27	.	.	PUNCT
cana-855	118	1	in	in	ADP
cana-855	118	2	ref[26	ref[26	PROPN
cana-855	118	3	]	]	PUNCT
cana-855	118	4	,	,	PUNCT
cana-855	118	5	it	it	PRON
cana-855	118	6	introduces	introduce	VERB
cana-855	118	7	a	a	DET
cana-855	118	8	coherent	coherent	ADJ
cana-855	118	9	photonic	photonic	ADJ
cana-855	118	10	neural	neural	ADJ
cana-855	118	11	community	community	NOUN
cana-855	118	12	able	able	ADJ
cana-855	118	13	to	to	PART
cana-855	118	14	run	run	VERB
cana-855	118	15	at	at	ADP
cana-855	118	16	high	high	ADJ
cana-855	118	17	compute	compute	NOUN
cana-855	118	18	costs	cost	NOUN
cana-855	118	19	.	.	PUNCT
cana-855	119	1	what	what	PRON
cana-855	119	2	makes	make	VERB
cana-855	119	3	this	this	DET
cana-855	119	4	research	research	NOUN
cana-855	119	5	wonderful	wonderful	ADJ
cana-855	119	6	is	be	AUX
cana-855	119	7	its	its	PRON
cana-855	119	8	focus	focus	NOUN
cana-855	119	9	on	on	ADP
cana-855	119	10	noise	noise	NOUN
cana-855	119	11	-	-	PUNCT
cana-855	119	12	resilient	resilient	ADJ
cana-855	119	13	training	training	NOUN
cana-855	119	14	models	model	NOUN
cana-855	119	15	.	.	PUNCT
cana-855	120	1	the	the	DET
cana-855	120	2	photonic	photonic	ADJ
cana-855	120	3	neural	neural	ADJ
cana-855	120	4	network	network	NOUN
cana-855	120	5	is	be	AUX
cana-855	120	6	designed	design	VERB
cana-855	120	7	as	as	ADP
cana-855	120	8	a	a	DET
cana-855	120	9	silicon	silicon	NOUN
cana-855	120	10	photonic	photonic	NOUN
cana-855	120	11	chip	chip	NOUN
cana-855	120	12	and	and	CCONJ
cana-855	120	13	achieves	achieve	VERB
cana-855	120	14	extraordinary	extraordinary	ADJ
cana-855	120	15	accuracy	accuracy	NOUN
cana-855	120	16	in	in	ADP
cana-855	120	17	tasks	task	NOUN
cana-855	120	18	which	which	PRON
cana-855	120	19	include	include	VERB
cana-855	120	20	the	the	DET
cana-855	120	21	mnist	mnist	NOUN
cana-855	120	22	category	category	NOUN
cana-855	120	23	.	.	PUNCT
cana-855	121	1	the	the	DET
cana-855	121	2	computation	computation	NOUN
cana-855	121	3	fees	fee	NOUN
cana-855	121	4	are	be	AUX
cana-855	121	5	substantially	substantially	ADV
cana-855	121	6	higher	high	ADJ
cana-855	121	7	than	than	ADP
cana-855	121	8	conventional	conventional	ADJ
cana-855	121	9	digital	digital	ADJ
cana-855	121	10	opposite	opposite	ADJ
cana-855	121	11	numbers	number	NOUN
cana-855	121	12	,	,	PUNCT
cana-855	121	13	providing	provide	VERB
cana-855	121	14	insights	insight	NOUN
cana-855	121	15	into	into	ADP
cana-855	121	16	the	the	DET
cana-855	121	17	future	future	NOUN
cana-855	121	18	of	of	ADP
cana-855	121	19	photonic	photonic	NOUN
cana-855	121	20	-	-	PUNCT
cana-855	121	21	based	base	VERB
cana-855	121	22	deep	deep	ADJ
cana-855	121	23	learning	learning	NOUN
cana-855	121	24	communications	communication	NOUN
cana-855	121	25	on	on	ADP
cana-855	121	26	applied	apply	VERB
cana-855	121	27	nonlinear	nonlinear	ADJ
cana-855	121	28	analysis	analysis	NOUN
cana-855	121	29	issn	issn	NOUN
cana-855	121	30	:	:	PUNCT
cana-855	121	31	1074	1074	NUM
cana-855	121	32	-	-	PUNCT
cana-855	121	33	133x	133x	NUM
cana-855	121	34	vol	vol	NOUN
cana-855	121	35	31	31	NUM
cana-855	121	36	no	no	NOUN
cana-855	121	37	.	.	PUNCT
cana-855	122	1	4s	4s	NUM
cana-855	122	2	(	(	PUNCT
cana-855	122	3	2024	2024	NUM
cana-855	122	4	)	)	PUNCT
cana-855	122	5	334	334	NUM
cana-855	122	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-855	122	7	hardware	hardware	NOUN
cana-855	122	8	.	.	PUNCT
cana-855	123	1	in	in	ADP
cana-855	123	2	ref[27	ref[27	PROPN
cana-855	123	3	]	]	PUNCT
cana-855	123	4	,	,	PUNCT
cana-855	123	5	the	the	DET
cana-855	123	6	sparse	sparse	ADJ
cana-855	123	7	cnn	cnn	PROPN
cana-855	123	8	(	(	PUNCT
cana-855	123	9	scnn	scnn	PROPN
cana-855	123	10	)	)	PUNCT
cana-855	123	11	accelerator	accelerator	NOUN
cana-855	123	12	structure	structure	NOUN
cana-855	123	13	is	be	AUX
cana-855	123	14	offered	offer	VERB
cana-855	123	15	as	as	ADP
cana-855	123	16	a	a	DET
cana-855	123	17	progressive	progressive	ADJ
cana-855	123	18	solution	solution	NOUN
cana-855	123	19	for	for	ADP
cana-855	123	20	improving	improve	VERB
cana-855	123	21	deep	deep	ADJ
cana-855	123	22	learning	learning	NOUN
cana-855	123	23	applications	application	NOUN
cana-855	123	24	'	'	PART
cana-855	123	25	performance	performance	NOUN
cana-855	123	26	and	and	CCONJ
cana-855	123	27	strength	strength	NOUN
cana-855	123	28	performance	performance	NOUN
cana-855	123	29	.	.	PUNCT
cana-855	124	1	it	it	PRON
cana-855	124	2	specifically	specifically	ADV
cana-855	124	3	capitalises	capitalise	VERB
cana-855	124	4	on	on	ADP
cana-855	124	5	the	the	DET
cana-855	124	6	prevalence	prevalence	NOUN
cana-855	124	7	of	of	ADP
cana-855	124	8	0	0	NUM
cana-855	124	9	-	-	PUNCT
cana-855	124	10	valued	value	VERB
cana-855	124	11	weights	weight	NOUN
cana-855	124	12	and	and	CCONJ
cana-855	124	13	activations	activation	NOUN
cana-855	124	14	in	in	ADP
cana-855	124	15	deep	deep	ADJ
cana-855	124	16	neural	neural	ADJ
cana-855	124	17	networks	network	NOUN
cana-855	124	18	.	.	PUNCT
cana-855	125	1	by	by	ADP
cana-855	125	2	implementing	implement	VERB
cana-855	125	3	a	a	DET
cana-855	125	4	novel	novel	ADJ
cana-855	125	5	dataflow	dataflow	NOUN
cana-855	125	6	that	that	PRON
cana-855	125	7	keeps	keep	VERB
cana-855	125	8	sparse	sparse	ADJ
cana-855	125	9	representations	representation	NOUN
cana-855	125	10	,	,	PUNCT
cana-855	125	11	the	the	DET
cana-855	125	12	scnn	scnn	PROPN
cana-855	125	13	achieves	achieve	VERB
cana-855	125	14	full	full	ADJ
cana-855	125	15	-	-	PUNCT
cana-855	125	16	size	size	NOUN
cana-855	125	17	upgrades	upgrade	NOUN
cana-855	125	18	in	in	ADP
cana-855	125	19	overall	overall	ADJ
cana-855	125	20	performance	performance	NOUN
cana-855	125	21	and	and	CCONJ
cana-855	125	22	electricity	electricity	NOUN
cana-855	125	23	efficiency	efficiency	NOUN
cana-855	125	24	.	.	PUNCT
cana-855	126	1	this	this	DET
cana-855	126	2	method	method	NOUN
cana-855	126	3	contributes	contribute	VERB
cana-855	126	4	to	to	ADP
cana-855	126	5	the	the	DET
cana-855	126	6	efficient	efficient	ADJ
cana-855	126	7	deployment	deployment	NOUN
cana-855	126	8	of	of	ADP
cana-855	126	9	deep	deep	ADJ
cana-855	126	10	mastering	mastering	NOUN
cana-855	126	11	algorithms	algorithm	NOUN
cana-855	126	12	.	.	PUNCT
cana-855	127	1	ref	ref	VERB
cana-855	128	1	[	[	X
cana-855	128	2	28	28	NUM
cana-855	128	3	]	]	PUNCT
cana-855	128	4	emphasises	emphasise	VERB
cana-855	128	5	the	the	DET
cana-855	128	6	want	want	NOUN
cana-855	128	7	for	for	ADP
cana-855	128	8	energy	energy	NOUN
cana-855	128	9	-	-	PUNCT
cana-855	128	10	green	green	ADJ
cana-855	128	11	hardware	hardware	NOUN
cana-855	128	12	acceleration	acceleration	NOUN
cana-855	128	13	for	for	ADP
cana-855	128	14	machine	machine	NOUN
cana-855	128	15	learning	learning	NOUN
cana-855	128	16	.	.	PUNCT
cana-855	129	1	it	it	PRON
cana-855	129	2	explores	explore	VERB
cana-855	129	3	the	the	DET
cana-855	129	4	benefits	benefit	NOUN
cana-855	129	5	of	of	ADP
cana-855	129	6	neuromorphic	neuromorphic	ADJ
cana-855	129	7	architectures	architecture	NOUN
cana-855	129	8	and	and	CCONJ
cana-855	129	9	their	their	PRON
cana-855	129	10	ability	ability	NOUN
cana-855	129	11	to	to	PART
cana-855	129	12	outperform	outperform	VERB
cana-855	129	13	traditional	traditional	ADJ
cana-855	129	14	computing	computing	NOUN
cana-855	129	15	hardware	hardware	NOUN
cana-855	129	16	.	.	PUNCT
cana-855	130	1	by	by	ADP
cana-855	130	2	supplying	supply	VERB
cana-855	130	3	a	a	DET
cana-855	130	4	neuromorphic	neuromorphic	ADJ
cana-855	130	5	structure	structure	NOUN
cana-855	130	6	tailor	tailor	NOUN
cana-855	130	7	-	-	PUNCT
cana-855	130	8	made	make	VERB
cana-855	130	9	for	for	ADP
cana-855	130	10	gadget	gadget	NOUN
cana-855	130	11	mastering	master	VERB
cana-855	130	12	obligations	obligation	NOUN
cana-855	130	13	,	,	PUNCT
cana-855	130	14	the	the	DET
cana-855	130	15	research	research	NOUN
cana-855	130	16	paves	pave	VERB
cana-855	130	17	the	the	DET
cana-855	130	18	manner	manner	NOUN
cana-855	130	19	for	for	ADP
cana-855	130	20	hardware	hardware	NOUN
cana-855	130	21	nicely	nicely	ADV
cana-855	130	22	suited	suit	VERB
cana-855	130	23	to	to	ADP
cana-855	130	24	rising	rise	VERB
cana-855	130	25	ai	ai	NOUN
cana-855	130	26	workloads	workload	NOUN
cana-855	130	27	.	.	PUNCT
cana-855	131	1	ref	ref	VERB
cana-855	132	1	[	[	X
cana-855	132	2	29	29	NUM
cana-855	132	3	]	]	PUNCT
cana-855	132	4	makes	make	VERB
cana-855	132	5	a	a	DET
cana-855	132	6	speciality	speciality	NOUN
cana-855	132	7	of	of	ADP
cana-855	132	8	optimising	optimise	VERB
cana-855	132	9	statistics	statistic	NOUN
cana-855	132	10	movement	movement	NOUN
cana-855	132	11	inside	inside	ADP
cana-855	132	12	deep	deep	ADJ
cana-855	132	13	getting	get	VERB
cana-855	132	14	-	-	PUNCT
cana-855	132	15	to	to	ADP
cana-855	132	16	-	-	PUNCT
cana-855	132	17	know	know	NOUN
cana-855	132	18	accelerators	accelerator	NOUN
cana-855	132	19	.	.	PUNCT
cana-855	133	1	it	it	PRON
cana-855	133	2	addresses	address	VERB
cana-855	133	3	the	the	DET
cana-855	133	4	assignment	assignment	NOUN
cana-855	133	5	of	of	ADP
cana-855	133	6	minimising	minimise	VERB
cana-855	133	7	information	information	NOUN
cana-855	133	8	switch	switch	NOUN
cana-855	133	9	times	time	NOUN
cana-855	133	10	and	and	CCONJ
cana-855	133	11	enhancing	enhance	VERB
cana-855	133	12	data	datum	NOUN
cana-855	133	13	placement	placement	NOUN
cana-855	133	14	.	.	PUNCT
cana-855	134	1	by	by	ADP
cana-855	134	2	introducing	introduce	VERB
cana-855	134	3	green	green	ADJ
cana-855	134	4	statistics	statistic	NOUN
cana-855	134	5	motion	motion	NOUN
cana-855	134	6	strategies	strategy	NOUN
cana-855	134	7	that	that	PRON
cana-855	134	8	use	use	VERB
cana-855	134	9	dispensed	dispense	VERB
cana-855	134	10	local	local	ADJ
cana-855	134	11	buffers	buffer	NOUN
cana-855	134	12	,	,	PUNCT
cana-855	134	13	they	they	PRON
cana-855	134	14	look	look	VERB
cana-855	134	15	at	at	ADP
cana-855	134	16	streamlining	streamline	VERB
cana-855	134	17	the	the	DET
cana-855	134	18	general	general	ADJ
cana-855	134	19	data	datum	NOUN
cana-855	134	20	drift	drift	NOUN
cana-855	134	21	.	.	PUNCT
cana-855	135	1	the	the	DET
cana-855	135	2	outcomes	outcome	NOUN
cana-855	135	3	show	show	VERB
cana-855	135	4	that	that	SCONJ
cana-855	135	5	these	these	DET
cana-855	135	6	optimisations	optimisation	NOUN
cana-855	135	7	can	can	AUX
cana-855	135	8	cause	cause	VERB
cana-855	135	9	giant	giant	ADJ
cana-855	135	10	reductions	reduction	NOUN
cana-855	135	11	in	in	ADP
cana-855	135	12	runtime	runtime	NOUN
cana-855	135	13	and	and	CCONJ
cana-855	135	14	bandwidth	bandwidth	ADJ
cana-855	135	15	requirements	requirement	NOUN
cana-855	135	16	.	.	PUNCT
cana-855	136	1	ref	ref	NOUN
cana-855	137	1	[	[	X
cana-855	137	2	30	30	NUM
cana-855	137	3	]	]	PUNCT
cana-855	137	4	introduces	introduce	VERB
cana-855	137	5	a	a	DET
cana-855	137	6	low	low	ADJ
cana-855	137	7	-	-	PUNCT
cana-855	137	8	overhead	overhead	NOUN
cana-855	137	9	neurally	neurally	ADV
cana-855	137	10	extended	extended	ADJ
cana-855	137	11	architecture	architecture	NOUN
cana-855	137	12	designed	design	VERB
cana-855	137	13	for	for	ADP
cana-855	137	14	gpus	gpu	NOUN
cana-855	137	15	.	.	PUNCT
cana-855	138	1	one	one	NUM
cana-855	138	2	of	of	ADP
cana-855	138	3	its	its	PRON
cana-855	138	4	key	key	ADJ
cana-855	138	5	functions	function	NOUN
cana-855	138	6	is	be	AUX
cana-855	138	7	the	the	DET
cana-855	138	8	careful	careful	ADJ
cana-855	138	9	attention	attention	NOUN
cana-855	138	10	to	to	ADP
cana-855	138	11	energy	energy	NOUN
cana-855	138	12	efficiency	efficiency	NOUN
cana-855	138	13	,	,	PUNCT
cana-855	138	14	ensuring	ensure	VERB
cana-855	138	15	that	that	SCONJ
cana-855	138	16	the	the	DET
cana-855	138	17	implementation	implementation	NOUN
cana-855	138	18	is	be	AUX
cana-855	138	19	optimised	optimise	VERB
cana-855	138	20	for	for	ADP
cana-855	138	21	low	low	ADJ
cana-855	138	22	-	-	PUNCT
cana-855	138	23	energy	energy	NOUN
cana-855	138	24	operation	operation	NOUN
cana-855	138	25	.	.	PUNCT
cana-855	139	1	by	by	ADP
cana-855	139	2	leveraging	leverage	VERB
cana-855	139	3	disbursed	disburse	VERB
cana-855	139	4	neighbourhood	neighbourhood	NOUN
cana-855	139	5	buffers	buffer	NOUN
cana-855	139	6	and	and	CCONJ
cana-855	139	7	batching	batch	VERB
cana-855	139	8	optimisation	optimisation	NOUN
cana-855	139	9	,	,	PUNCT
cana-855	139	10	this	this	DET
cana-855	139	11	method	method	NOUN
cana-855	139	12	improves	improve	VERB
cana-855	139	13	each	each	DET
cana-855	139	14	performance	performance	NOUN
cana-855	139	15	and	and	CCONJ
cana-855	139	16	efficiency	efficiency	NOUN
cana-855	139	17	while	while	SCONJ
cana-855	139	18	preserving	preserve	VERB
cana-855	139	19	low	low	ADJ
cana-855	139	20	overhead	overhead	NOUN
cana-855	139	21	,	,	PUNCT
cana-855	139	22	making	make	VERB
cana-855	139	23	it	it	PRON
cana-855	139	24	suitable	suitable	ADJ
cana-855	139	25	for	for	ADP
cana-855	139	26	more	more	ADJ
cana-855	139	27	than	than	ADP
cana-855	139	28	a	a	DET
cana-855	139	29	few	few	ADJ
cana-855	139	30	programs	program	NOUN
cana-855	139	31	.	.	PUNCT
cana-855	140	1	in	in	ADP
cana-855	140	2	ref[31	ref[31	PROPN
cana-855	140	3	]	]	PUNCT
cana-855	140	4	,	,	PUNCT
cana-855	140	5	observe	observe	VERB
cana-855	140	6	provides	provide	VERB
cana-855	140	7	tanji	tanji	NOUN
cana-855	140	8	,	,	PUNCT
cana-855	140	9	a	a	DET
cana-855	140	10	deep	deep	ADJ
cana-855	140	11	learning	learning	NOUN
cana-855	140	12	accelerator	accelerator	NOUN
cana-855	140	13	offering	offer	VERB
cana-855	140	14	a	a	DET
cana-855	140	15	unified	unified	ADJ
cana-855	140	16	crossbar	crossbar	NOUN
cana-855	140	17	structure	structure	NOUN
cana-855	140	18	.	.	PUNCT
cana-855	141	1	what	what	PRON
cana-855	141	2	sets	set	VERB
cana-855	141	3	tanji	tanji	NOUN
cana-855	141	4	apart	apart	ADV
cana-855	141	5	is	be	AUX
cana-855	141	6	its	its	PRON
cana-855	141	7	versatility	versatility	NOUN
cana-855	141	8	in	in	ADP
cana-855	141	9	effectively	effectively	ADV
cana-855	141	10	handling	handle	VERB
cana-855	141	11	each	each	DET
cana-855	141	12	convolutional	convolutional	ADJ
cana-855	141	13	and	and	CCONJ
cana-855	141	14	fully	fully	ADV
cana-855	141	15	connected	connected	ADJ
cana-855	141	16	neural	neural	ADJ
cana-855	141	17	network	network	NOUN
cana-855	141	18	.	.	PUNCT
cana-855	142	1	it	it	PRON
cana-855	142	2	showcases	showcase	VERB
cana-855	142	3	how	how	SCONJ
cana-855	142	4	this	this	DET
cana-855	142	5	crossbar	crossbar	NOUN
cana-855	142	6	structure	structure	NOUN
cana-855	142	7	maximises	maximise	VERB
cana-855	142	8	facts	fact	VERB
cana-855	142	9	reuse	reuse	NOUN
cana-855	142	10	and	and	CCONJ
cana-855	142	11	on	on	ADP
cana-855	142	12	-	-	PUNCT
cana-855	142	13	chip	chip	NOUN
cana-855	142	14	statistics	statistic	NOUN
cana-855	142	15	movement	movement	PROPN
cana-855	142	16	whilst	whilst	SCONJ
cana-855	142	17	processing	process	VERB
cana-855	142	18	convolutional	convolutional	ADJ
cana-855	142	19	layers	layer	NOUN
cana-855	142	20	,	,	PUNCT
cana-855	142	21	after	after	ADP
cana-855	142	22	which	which	PRON
cana-855	142	23	it	it	PRON
cana-855	142	24	leverages	leverage	VERB
cana-855	142	25	high	high	ADJ
cana-855	142	26	-	-	PUNCT
cana-855	142	27	speed	speed	NOUN
cana-855	142	28	off	off	ADP
cana-855	142	29	-	-	PUNCT
cana-855	142	30	chip	chip	NOUN
cana-855	142	31	information	information	NOUN
cana-855	142	32	access	access	NOUN
cana-855	142	33	for	for	ADP
cana-855	142	34	completely	completely	ADV
cana-855	142	35	-	-	PUNCT
cana-855	142	36	linked	link	VERB
cana-855	142	37	layers	layer	NOUN
cana-855	142	38	.	.	PUNCT
cana-855	143	1	the	the	DET
cana-855	143	2	prototype	prototype	NOUN
cana-855	143	3	accelerator	accelerator	NOUN
cana-855	143	4	is	be	AUX
cana-855	143	5	carried	carry	VERB
cana-855	143	6	out	out	ADP
cana-855	143	7	on	on	ADP
cana-855	143	8	the	the	DET
cana-855	143	9	xilinx	xilinx	NOUN
cana-855	143	10	platform	platform	NOUN
cana-855	143	11	,	,	PUNCT
cana-855	143	12	accomplishing	accomplish	VERB
cana-855	143	13	real	real	ADJ
cana-855	143	14	-	-	PUNCT
cana-855	143	15	time	time	NOUN
cana-855	143	16	overall	overall	ADJ
cana-855	143	17	program	program	NOUN
cana-855	143	18	performance	performance	NOUN
cana-855	143	19	,	,	PUNCT
cana-855	143	20	including	include	VERB
cana-855	143	21	item	item	NOUN
cana-855	143	22	detection	detection	NOUN
cana-855	143	23	.	.	PUNCT
cana-855	144	1	ref	ref	NOUN
cana-855	145	1	[	[	X
cana-855	145	2	32	32	NUM
cana-855	145	3	]	]	PUNCT
cana-855	145	4	extends	extend	VERB
cana-855	145	5	the	the	DET
cana-855	145	6	traditional	traditional	ADJ
cana-855	145	7	systolic	systolic	ADJ
cana-855	145	8	array	array	NOUN
cana-855	145	9	architecture	architecture	NOUN
cana-855	145	10	by	by	ADP
cana-855	145	11	introducing	introduce	VERB
cana-855	145	12	the	the	DET
cana-855	145	13	idea	idea	NOUN
cana-855	145	14	of	of	ADP
cana-855	145	15	tensor	tensor	NOUN
cana-855	145	16	-	-	PUNCT
cana-855	145	17	pes	pe	NOUN
cana-855	145	18	and	and	CCONJ
cana-855	145	19	a	a	DET
cana-855	145	20	unique	unique	ADJ
cana-855	145	21	block	block	NOUN
cana-855	145	22	-	-	PUNCT
cana-855	145	23	sparse	sparse	ADJ
cana-855	145	24	facts	fact	NOUN
cana-855	145	25	format	format	NOUN
cana-855	145	26	known	know	VERB
cana-855	145	27	as	as	ADP
cana-855	145	28	density	density	NOUN
cana-855	145	29	-	-	PUNCT
cana-855	145	30	certain	certain	ADJ
cana-855	145	31	block	block	NOUN
cana-855	145	32	(	(	PUNCT
cana-855	145	33	dbb	dbb	PROPN
cana-855	145	34	)	)	PUNCT
cana-855	145	35	.	.	PUNCT
cana-855	146	1	the	the	DET
cana-855	146	2	systolic	systolic	ADJ
cana-855	146	3	tensor	tensor	NOUN
cana-855	146	4	array	array	NOUN
cana-855	146	5	(	(	PUNCT
cana-855	146	6	sta	sta	NOUN
cana-855	146	7	)	)	PUNCT
cana-855	146	8	microarchitecture	microarchitecture	NOUN
cana-855	146	9	leverages	leverage	VERB
cana-855	146	10	those	those	DET
cana-855	146	11	innovations	innovation	NOUN
cana-855	146	12	to	to	PART
cana-855	146	13	enhance	enhance	VERB
cana-855	146	14	each	each	DET
cana-855	146	15	location	location	NOUN
cana-855	146	16	.	.	PUNCT
cana-855	147	1	table	table	NOUN
cana-855	147	2	1	1	NUM
cana-855	147	3	discusses	discuss	VERB
cana-855	147	4	the	the	DET
cana-855	147	5	performance	performance	NOUN
cana-855	147	6	metrics	metric	NOUN
cana-855	147	7	and	and	CCONJ
cana-855	147	8	limitations	limitation	NOUN
cana-855	147	9	of	of	ADP
cana-855	147	10	various	various	ADJ
cana-855	147	11	acceleration	acceleration	NOUN
cana-855	147	12	designs	design	NOUN
cana-855	147	13	.	.	PUNCT
cana-855	148	1	table	table	NOUN
cana-855	148	2	1	1	NUM
cana-855	148	3	the	the	DET
cana-855	148	4	performance	performance	NOUN
cana-855	148	5	metrics	metric	NOUN
cana-855	148	6	and	and	CCONJ
cana-855	148	7	limitations	limitation	NOUN
cana-855	148	8	various	various	ADJ
cana-855	148	9	acceleration	acceleration	NOUN
cana-855	148	10	design	design	NOUN
cana-855	148	11	ref	ref	NOUN
cana-855	148	12	algorithm	algorithm	NOUN
cana-855	148	13	output	output	NOUN
cana-855	148	14	limitation	limitation	NOUN
cana-855	148	15	ref[17	ref[17	NOUN
cana-855	148	16	]	]	PUNCT
cana-855	148	17	neural	neural	ADJ
cana-855	148	18	network	network	NOUN
cana-855	148	19	area	area	NOUN
cana-855	148	20	[	[	X
cana-855	148	21	um2	um2	X
cana-855	148	22	]	]	X
cana-855	148	23	1309	1309	NUM
cana-855	148	24	7998	7998	NUM
cana-855	148	25	power	power	NOUN
cana-855	148	26	[	[	X
cana-855	148	27	uw	uw	X
cana-855	148	28	]	]	X
cana-855	148	29	577	577	NUM
cana-855	148	30	4230	4230	NUM
cana-855	148	31	potential	potential	NOUN
cana-855	148	32	to	to	PART
cana-855	148	33	improve	improve	VERB
cana-855	148	34	the	the	DET
cana-855	148	35	energy	energy	NOUN
cana-855	148	36	efficiency	efficiency	NOUN
cana-855	148	37	and	and	CCONJ
cana-855	148	38	performance	performance	NOUN
cana-855	148	39	of	of	ADP
cana-855	148	40	edge	edge	NOUN
cana-855	148	41	machine	machine	NOUN
cana-855	148	42	learning	learning	NOUN
cana-855	148	43	accelerators	accelerator	NOUN
cana-855	148	44	ref	ref	VERB
cana-855	148	45	[	[	X
cana-855	148	46	18	18	NUM
cana-855	148	47	]	]	PUNCT
cana-855	148	48	cnn	cnn	PROPN
cana-855	148	49	traffic	traffic	NOUN
cana-855	148	50	distribution	distribution	NOUN
cana-855	148	51	for	for	ADP
cana-855	148	52	googlenet	googlenet	NOUN
cana-855	148	53	,	,	PUNCT
cana-855	148	54	with	with	ADP
cana-855	148	55	approximately	approximately	ADV
cana-855	148	56	42.29	42.29	NUM
cana-855	148	57	%	%	NOUN
cana-855	148	58	and	and	CCONJ
cana-855	148	59	19	19	NUM
cana-855	148	60	%	%	NOUN
cana-855	148	61	improvements	improvement	NOUN
cana-855	148	62	compared	compare	VERB
cana-855	148	63	to	to	ADP
cana-855	148	64	a	a	DET
cana-855	148	65	tpu	tpu	NOUN
cana-855	148	66	(	(	PUNCT
cana-855	148	67	tensor	tensor	NOUN
cana-855	148	68	processing	processing	NOUN
cana-855	148	69	unit	unit	NOUN
cana-855	148	70	)	)	PUNCT
cana-855	148	71	.	.	PUNCT
cana-855	149	1	memory	memory	NOUN
cana-855	149	2	data	datum	NOUN
cana-855	149	3	placement	placement	NOUN
cana-855	149	4	may	may	AUX
cana-855	149	5	introduce	introduce	VERB
cana-855	149	6	complexity	complexity	NOUN
cana-855	149	7	and	and	CCONJ
cana-855	149	8	hardware	hardware	NOUN
cana-855	149	9	dependencies	dependency	NOUN
cana-855	149	10	.	.	PUNCT
cana-855	150	1	communications	communication	NOUN
cana-855	150	2	on	on	ADP
cana-855	150	3	applied	apply	VERB
cana-855	150	4	nonlinear	nonlinear	ADJ
cana-855	150	5	analysis	analysis	NOUN
cana-855	150	6	issn	issn	NOUN
cana-855	150	7	:	:	PUNCT
cana-855	150	8	1074	1074	NUM
cana-855	150	9	-	-	PUNCT
cana-855	150	10	133x	133x	NUM
cana-855	150	11	vol	vol	NOUN
cana-855	150	12	31	31	NUM
cana-855	150	13	no	no	NOUN
cana-855	150	14	.	.	PUNCT
cana-855	151	1	4s	4s	NUM
cana-855	151	2	(	(	PUNCT
cana-855	151	3	2024	2024	NUM
cana-855	151	4	)	)	PUNCT
cana-855	151	5	335	335	NUM
cana-855	152	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-855	152	2	ref	ref	NOUN
cana-855	152	3	[	[	X
cana-855	152	4	19	19	NUM
cana-855	152	5	]	]	SYM
cana-855	152	6	nn	nn	X
cana-855	152	7	area	area	NOUN
cana-855	152	8	(	(	PUNCT
cana-855	152	9	56	56	NUM
cana-855	152	10	%	%	NOUN
cana-855	152	11	)	)	PUNCT
cana-855	152	12	and	and	CCONJ
cana-855	152	13	power	power	NOUN
cana-855	152	14	consumption	consumption	NOUN
cana-855	152	15	(	(	PUNCT
cana-855	152	16	60	60	NUM
cana-855	152	17	%	%	NOUN
cana-855	152	18	)	)	PUNCT
cana-855	152	19	.	.	PUNCT
cana-855	153	1	the	the	DET
cana-855	153	2	nfu	nfu	PROPN
cana-855	153	3	(	(	PUNCT
cana-855	153	4	functional	functional	ADJ
cana-855	153	5	units	unit	NOUN
cana-855	153	6	)	)	PUNCT
cana-855	153	7	the	the	DET
cana-855	153	8	accelerator	accelerator	NOUN
cana-855	153	9	excels	excel	VERB
cana-855	153	10	at	at	ADP
cana-855	153	11	large	large	ADJ
cana-855	153	12	-	-	PUNCT
cana-855	153	13	scale	scale	NOUN
cana-855	153	14	layers	layer	NOUN
cana-855	153	15	.	.	PUNCT
cana-855	154	1	it	it	PRON
cana-855	154	2	may	may	AUX
cana-855	154	3	be	be	AUX
cana-855	154	4	less	less	ADV
cana-855	154	5	efficient	efficient	ADJ
cana-855	154	6	for	for	ADP
cana-855	154	7	handling	handle	VERB
cana-855	154	8	the	the	DET
cana-855	154	9	full	full	ADJ
cana-855	154	10	range	range	NOUN
cana-855	154	11	of	of	ADP
cana-855	154	12	layer	layer	NOUN
cana-855	154	13	sizes	size	NOUN
cana-855	154	14	and	and	CCONJ
cana-855	154	15	types	type	NOUN
cana-855	154	16	commonly	commonly	ADV
cana-855	154	17	encountered	encounter	VERB
cana-855	154	18	in	in	ADP
cana-855	154	19	real	real	ADJ
cana-855	154	20	-	-	PUNCT
cana-855	154	21	world	world	NOUN
cana-855	154	22	machine	machine	NOUN
cana-855	154	23	-	-	PUNCT
cana-855	154	24	learning	learning	NOUN
cana-855	154	25	workloads	workload	NOUN
cana-855	154	26	.	.	PUNCT
cana-855	155	1	ref	ref	VERB
cana-855	156	1	[	[	X
cana-855	156	2	20	20	NUM
cana-855	156	3	]	]	X
cana-855	156	4	neural	neural	ADJ
cana-855	156	5	gpu	gpu	NOUN
cana-855	156	6	accelerator	accelerator	NOUN
cana-855	156	7	architecture	architecture	NOUN
cana-855	156	8	degradation	degradation	NOUN
cana-855	156	9	in	in	ADP
cana-855	156	10	the	the	DET
cana-855	156	11	quality	quality	NOUN
cana-855	156	12	of	of	ADP
cana-855	156	13	results	result	NOUN
cana-855	156	14	to	to	ADP
cana-855	156	15	2.5	2.5	NUM
cana-855	156	16	%	%	NOUN
cana-855	156	17	2.8x	2.8x	NUM
cana-855	156	18	average	average	ADJ
cana-855	156	19	energy	energy	NOUN
cana-855	156	20	reduction	reduction	NOUN
cana-855	156	21	:	:	PUNCT
cana-855	156	22	ngpu	ngpu	PROPN
cana-855	156	23	may	may	AUX
cana-855	156	24	be	be	AUX
cana-855	156	25	unsuitable	unsuitable	ADJ
cana-855	156	26	for	for	ADP
cana-855	156	27	applications	application	NOUN
cana-855	156	28	where	where	SCONJ
cana-855	156	29	even	even	ADV
cana-855	156	30	minor	minor	ADJ
cana-855	156	31	quality	quality	NOUN
cana-855	156	32	degradation	degradation	NOUN
cana-855	156	33	is	be	AUX
cana-855	156	34	unacceptable	unacceptable	ADJ
cana-855	156	35	.	.	PUNCT
cana-855	157	1	ref	ref	NOUN
cana-855	158	1	[	[	X
cana-855	158	2	21	21	NUM
cana-855	158	3	]	]	X
cana-855	158	4	deep	deep	ADJ
cana-855	158	5	learning	learning	NOUN
cana-855	158	6	accelerator	accelerator	NOUN
cana-855	158	7	(	(	PUNCT
cana-855	158	8	dla	dla	VERB
cana-855	158	9	with	with	ADP
cana-855	158	10	yolo	yolo	ADJ
cana-855	158	11	consumes	consume	NOUN
cana-855	158	12	440mw	440mw	PROPN
cana-855	158	13	at	at	ADP
cana-855	158	14	a	a	DET
cana-855	158	15	clock	clock	NOUN
cana-855	158	16	rate	rate	NOUN
cana-855	158	17	of	of	ADP
cana-855	158	18	165mhz	165mhz	NUM
cana-855	158	19	dla	dla	NOUN
cana-855	158	20	prototype	prototype	NOUN
cana-855	158	21	performs	perform	VERB
cana-855	158	22	well	well	ADV
cana-855	158	23	in	in	ADP
cana-855	158	24	the	the	DET
cana-855	158	25	described	describe	VERB
cana-855	158	26	setup	setup	NOUN
cana-855	158	27	.	.	PUNCT
cana-855	159	1	the	the	DET
cana-855	159	2	real	real	ADJ
cana-855	159	3	-	-	PUNCT
cana-855	159	4	world	world	NOUN
cana-855	159	5	scalability	scalability	NOUN
cana-855	159	6	of	of	ADP
cana-855	159	7	larger	large	ADJ
cana-855	159	8	and	and	CCONJ
cana-855	159	9	more	more	ADV
cana-855	159	10	complex	complex	ADJ
cana-855	159	11	deep	deep	ADJ
cana-855	159	12	neural	neural	ADJ
cana-855	159	13	networks	network	NOUN
cana-855	159	14	or	or	CCONJ
cana-855	159	15	deployments	deployment	NOUN
cana-855	159	16	has	have	VERB
cana-855	159	17	yet	yet	ADV
cana-855	159	18	to	to	PART
cana-855	159	19	be	be	AUX
cana-855	159	20	discussed	discuss	VERB
cana-855	159	21	.	.	PUNCT
cana-855	160	1	ref	ref	VERB
cana-855	161	1	[	[	X
cana-855	161	2	22	22	NUM
cana-855	161	3	]	]	X
cana-855	161	4	general	general	ADJ
cana-855	161	5	matrix	matrix	NOUN
cana-855	161	6	multiplication	multiplication	NOUN
cana-855	161	7	(	(	PUNCT
cana-855	161	8	gemm	gemm	NOUN
cana-855	161	9	)	)	PUNCT
cana-855	161	10	to	to	PART
cana-855	161	11	optimise	optimise	VERB
cana-855	161	12	convolutional	convolutional	ADJ
cana-855	161	13	neural	neural	ADJ
cana-855	161	14	network	network	NOUN
cana-855	161	15	(	(	PUNCT
cana-855	161	16	cnn	cnn	PROPN
cana-855	161	17	)	)	PUNCT
cana-855	161	18	.14x	.14x	PROPN
cana-855	161	19	reduction	reduction	NOUN
cana-855	161	20	in	in	ADP
cana-855	161	21	area	area	NOUN
cana-855	161	22	and	and	CCONJ
cana-855	161	23	a	a	DET
cana-855	161	24	1.97x	1.97x	NUM
cana-855	161	25	reduction	reduction	NOUN
cana-855	161	26	in	in	ADP
cana-855	161	27	power	power	NOUN
cana-855	161	28	consumption	consumption	NOUN
cana-855	161	29	the	the	DET
cana-855	161	30	benefits	benefit	NOUN
cana-855	161	31	may	may	AUX
cana-855	161	32	vary	vary	VERB
cana-855	161	33	depending	depend	VERB
cana-855	161	34	on	on	ADP
cana-855	161	35	the	the	DET
cana-855	161	36	specific	specific	ADJ
cana-855	161	37	cnn	cnn	NOUN
cana-855	161	38	models	model	NOUN
cana-855	161	39	and	and	CCONJ
cana-855	161	40	datasets	dataset	NOUN
cana-855	161	41	used	use	VERB
cana-855	161	42	for	for	ADP
cana-855	161	43	inference	inference	NOUN
cana-855	161	44	.	.	PUNCT
cana-855	162	1	ref	ref	PROPN
cana-855	163	1	[	[	X
cana-855	163	2	23	23	NUM
cana-855	163	3	]	]	X
cana-855	163	4	dnn	dnn	PROPN
cana-855	163	5	inference	inference	NOUN
cana-855	163	6	accelerators	accelerator	NOUN
cana-855	163	7	6.67x	6.67x	NUM
cana-855	163	8	higher	high	ADJ
cana-855	163	9	throughput	throughput	NOUN
cana-855	163	10	,	,	PUNCT
cana-855	163	11	13	13	NUM
cana-855	163	12	%	%	NOUN
cana-855	163	13	power	power	NOUN
cana-855	163	14	and	and	CCONJ
cana-855	163	15	4	4	NUM
cana-855	163	16	%	%	NOUN
cana-855	163	17	area	area	NOUN
cana-855	163	18	applicability	applicability	NOUN
cana-855	163	19	of	of	ADP
cana-855	163	20	equinox	equinox	NOUN
cana-855	163	21	to	to	ADP
cana-855	163	22	other	other	ADJ
cana-855	163	23	types	type	NOUN
cana-855	163	24	of	of	ADP
cana-855	163	25	workloads	workload	NOUN
cana-855	163	26	or	or	CCONJ
cana-855	163	27	services	service	NOUN
cana-855	163	28	is	be	AUX
cana-855	163	29	not	not	PART
cana-855	163	30	covered	cover	VERB
cana-855	163	31	ref[24	ref[24	NOUN
cana-855	163	32	]	]	PUNCT
cana-855	163	33	multilayer	multilayer	PROPN
cana-855	163	34	perceptron	perceptron	PROPN
cana-855	163	35	neural	neural	PROPN
cana-855	163	36	network	network	PROPN
cana-855	163	37	(	(	PUNCT
cana-855	163	38	nn	nn	ADJ
cana-855	163	39	)	)	PUNCT
cana-855	163	40	latency	latency	NOUN
cana-855	163	41	is	be	AUX
cana-855	163	42	54.4	54.4	NUM
cana-855	163	43	energy	energy	NOUN
cana-855	163	44	consumption	consumption	NOUN
cana-855	163	45	is	be	AUX
cana-855	163	46	39	39	NUM
cana-855	163	47	nanojoule	nanojoule	NOUN
cana-855	163	48	power	power	NOUN
cana-855	163	49	ranging	range	VERB
cana-855	163	50	from	from	ADP
cana-855	163	51	79	79	NUM
cana-855	163	52	μw	μw	NOUN
cana-855	163	53	to	to	ADP
cana-855	163	54	277	277	NUM
cana-855	163	55	μw	μw	NOUN
cana-855	163	56	.	.	PUNCT
cana-855	164	1	the	the	DET
cana-855	164	2	generalisation	generalisation	NOUN
cana-855	164	3	of	of	ADP
cana-855	164	4	these	these	DET
cana-855	164	5	findings	finding	NOUN
cana-855	164	6	to	to	ADP
cana-855	164	7	different	different	ADJ
cana-855	164	8	neural	neural	ADJ
cana-855	164	9	network	network	NOUN
cana-855	164	10	models	model	NOUN
cana-855	164	11	,	,	PUNCT
cana-855	164	12	applications	application	NOUN
cana-855	164	13	,	,	PUNCT
cana-855	164	14	or	or	CCONJ
cana-855	164	15	hardware	hardware	NOUN
cana-855	164	16	platforms	platform	NOUN
cana-855	164	17	may	may	AUX
cana-855	164	18	take	take	VERB
cana-855	164	19	a	a	DET
cana-855	164	20	lot	lot	NOUN
cana-855	164	21	of	of	ADP
cana-855	164	22	work	work	NOUN
cana-855	164	23	.	.	PUNCT
cana-855	165	1	ref	ref	VERB
cana-855	166	1	[	[	X
cana-855	166	2	25	25	NUM
cana-855	166	3	]	]	PUNCT
cana-855	166	4	scnn	scnn	PROPN
cana-855	166	5	accelerator	accelerator	NOUN
cana-855	166	6	,	,	PUNCT
cana-855	166	7	specifically	specifically	ADV
cana-855	166	8	optimised	optimise	VERB
cana-855	166	9	for	for	ADP
cana-855	166	10	cnns	cnn	NOUN
cana-855	166	11	improves	improve	VERB
cana-855	166	12	performance	performance	NOUN
cana-855	166	13	by	by	ADP
cana-855	166	14	a	a	DET
cana-855	166	15	factor	factor	NOUN
cana-855	166	16	of	of	ADP
cana-855	166	17	2.7x	2.7x	NUM
cana-855	166	18	and	and	CCONJ
cana-855	166	19	energy	energy	NOUN
cana-855	166	20	efficiency	efficiency	NOUN
cana-855	166	21	by	by	ADP
cana-855	166	22	a	a	DET
cana-855	166	23	factor	factor	NOUN
cana-855	166	24	of	of	ADP
cana-855	166	25	2.3x	2.3x	NOUN
cana-855	166	26	the	the	DET
cana-855	166	27	architecture	architecture	NOUN
cana-855	166	28	relies	rely	VERB
cana-855	166	29	on	on	ADP
cana-855	166	30	the	the	DET
cana-855	166	31	effectiveness	effectiveness	NOUN
cana-855	166	32	of	of	ADP
cana-855	166	33	network	network	NOUN
cana-855	166	34	pruning	prune	VERB
cana-855	166	35	during	during	ADP
cana-855	166	36	training	training	NOUN
cana-855	166	37	to	to	PART
cana-855	166	38	create	create	VERB
cana-855	166	39	sparse	sparse	ADJ
cana-855	166	40	weights	weight	NOUN
cana-855	166	41	and	and	CCONJ
cana-855	166	42	activations	activation	NOUN
cana-855	166	43	in	in	ADP
cana-855	166	44	cnns	cnn	NOUN
cana-855	166	45	.	.	PUNCT
cana-855	167	1	5	5	NUM
cana-855	167	2	.	.	X
cana-855	167	3	discussion	discussion	NOUN
cana-855	167	4	the	the	DET
cana-855	167	5	survey	survey	NOUN
cana-855	167	6	presented	present	VERB
cana-855	167	7	here	here	ADV
cana-855	167	8	delves	delf	NOUN
cana-855	167	9	into	into	ADP
cana-855	167	10	diverse	diverse	ADJ
cana-855	167	11	elements	element	NOUN
cana-855	167	12	of	of	ADP
cana-855	167	13	hardware	hardware	NOUN
cana-855	167	14	acceleration	acceleration	NOUN
cana-855	167	15	for	for	ADP
cana-855	167	16	device	device	NOUN
cana-855	167	17	learning	learning	NOUN
cana-855	167	18	,	,	PUNCT
cana-855	167	19	with	with	ADP
cana-855	167	20	a	a	DET
cana-855	167	21	focal	focal	ADJ
cana-855	167	22	point	point	NOUN
cana-855	167	23	on	on	ADP
cana-855	167	24	optimising	optimise	VERB
cana-855	167	25	neural	neural	ADJ
cana-855	167	26	network	network	NOUN
cana-855	167	27	accelerators	accelerator	NOUN
cana-855	167	28	.	.	PUNCT
cana-855	168	1	these	these	DET
cana-855	168	2	works	work	VERB
cana-855	168	3	collectively	collectively	ADV
cana-855	168	4	provide	provide	VERB
cana-855	168	5	insights	insight	NOUN
cana-855	168	6	into	into	ADP
cana-855	168	7	specialised	specialised	ADJ
cana-855	168	8	hardware	hardware	NOUN
cana-855	168	9	's	's	PART
cana-855	168	10	layout	layout	NOUN
cana-855	168	11	,	,	PUNCT
cana-855	168	12	efficiency	efficiency	NOUN
cana-855	168	13	,	,	PUNCT
cana-855	168	14	and	and	CCONJ
cana-855	168	15	capacity	capacity	NOUN
cana-855	168	16	applications	application	NOUN
cana-855	168	17	for	for	ADP
cana-855	168	18	deep	deep	ADJ
cana-855	168	19	studying	studying	NOUN
cana-855	168	20	.	.	PUNCT
cana-855	169	1	the	the	DET
cana-855	169	2	survey	survey	NOUN
cana-855	169	3	of	of	ADP
cana-855	169	4	accelerator	accelerator	NOUN
cana-855	169	5	optimisations	optimisation	NOUN
cana-855	169	6	serves	serve	VERB
cana-855	169	7	as	as	ADP
cana-855	169	8	a	a	DET
cana-855	169	9	valuable	valuable	ADJ
cana-855	169	10	aid	aid	NOUN
cana-855	169	11	for	for	ADP
cana-855	169	12	hardware	hardware	NOUN
cana-855	169	13	designers	designer	NOUN
cana-855	169	14	,	,	PUNCT
cana-855	169	15	supplying	supply	VERB
cana-855	169	16	a	a	DET
cana-855	169	17	complete	complete	ADJ
cana-855	169	18	toolbox	toolbox	NOUN
cana-855	169	19	of	of	ADP
cana-855	169	20	optimisation	optimisation	NOUN
cana-855	169	21	techniques	technique	NOUN
cana-855	169	22	.	.	PUNCT
cana-855	170	1	this	this	DET
cana-855	170	2	toolbox	toolbox	NOUN
cana-855	170	3	,	,	PUNCT
cana-855	170	4	subsidised	subsidise	VERB
cana-855	170	5	via	via	ADP
cana-855	170	6	quantitative	quantitative	ADJ
cana-855	170	7	records	record	NOUN
cana-855	170	8	on	on	ADP
cana-855	170	9	their	their	PRON
cana-855	170	10	results	result	NOUN
cana-855	170	11	,	,	PUNCT
cana-855	170	12	simplifies	simplifie	NOUN
cana-855	170	13	choosing	choose	VERB
cana-855	170	14	and	and	CCONJ
cana-855	170	15	imposing	impose	VERB
cana-855	170	16	optimisations	optimisation	NOUN
cana-855	170	17	tailor	tailor	NOUN
cana-855	170	18	-	-	PUNCT
cana-855	170	19	made	make	VERB
cana-855	170	20	to	to	ADP
cana-855	170	21	particular	particular	ADJ
cana-855	170	22	neural	neural	ADJ
cana-855	170	23	community	community	NOUN
cana-855	170	24	accelerator	accelerator	NOUN
cana-855	170	25	designs	design	NOUN
cana-855	170	26	.	.	PUNCT
cana-855	171	1	the	the	DET
cana-855	171	2	said	say	VERB
cana-855	171	3	memory	memory	NOUN
cana-855	171	4	financial	financial	ADJ
cana-855	171	5	savings	saving	NOUN
cana-855	171	6	and	and	CCONJ
cana-855	171	7	power	power	NOUN
cana-855	171	8	reductions	reduction	NOUN
cana-855	171	9	exhibit	exhibit	VERB
cana-855	171	10	the	the	DET
cana-855	171	11	potential	potential	NOUN
cana-855	171	12	for	for	ADP
cana-855	171	13	developing	develop	VERB
cana-855	171	14	efficient	efficient	ADJ
cana-855	171	15	and	and	CCONJ
cana-855	171	16	high	high	ADJ
cana-855	171	17	-	-	PUNCT
cana-855	171	18	performance	performance	NOUN
cana-855	171	19	accelerators	accelerator	NOUN
cana-855	171	20	.	.	PUNCT
cana-855	172	1	additionally	additionally	ADV
cana-855	172	2	,	,	PUNCT
cana-855	172	3	the	the	DET
cana-855	172	4	research	research	NOUN
cana-855	172	5	on	on	ADP
cana-855	172	6	bus	bus	NOUN
cana-855	172	7	scheduling	scheduling	NOUN
cana-855	172	8	and	and	CCONJ
cana-855	172	9	facts	fact	VERB
cana-855	172	10	placement	placement	NOUN
cana-855	172	11	techniques	technique	NOUN
cana-855	172	12	addresses	address	VERB
cana-855	172	13	a	a	DET
cana-855	172	14	critical	critical	ADJ
cana-855	172	15	assignment	assignment	NOUN
cana-855	172	16	in	in	ADP
cana-855	172	17	deep	deep	ADJ
cana-855	172	18	learning	learning	NOUN
cana-855	172	19	accelerators	accelerator	NOUN
cana-855	172	20	:	:	PUNCT
cana-855	172	21	reminiscence	reminiscence	NOUN
cana-855	172	22	access	access	NOUN
cana-855	172	23	issues	issue	NOUN
cana-855	172	24	.	.	PUNCT
cana-855	173	1	by	by	ADP
cana-855	173	2	optimising	optimise	VERB
cana-855	173	3	information	information	NOUN
cana-855	173	4	-	-	PUNCT
cana-855	173	5	go	go	VERB
cana-855	173	6	with	with	ADP
cana-855	173	7	the	the	DET
cana-855	173	8	flow	flow	NOUN
cana-855	173	9	mapping	mapping	NOUN
cana-855	173	10	and	and	CCONJ
cana-855	173	11	distribution	distribution	NOUN
cana-855	173	12	,	,	PUNCT
cana-855	173	13	these	these	DET
cana-855	173	14	strategies	strategy	NOUN
cana-855	173	15	show	show	VERB
cana-855	173	16	super	super	ADJ
cana-855	173	17	upgrades	upgrade	NOUN
cana-855	173	18	in	in	ADP
cana-855	173	19	runtime	runtime	NOUN
cana-855	173	20	and	and	CCONJ
cana-855	173	21	bandwidth	bandwidth	ADJ
cana-855	173	22	utilisation	utilisation	NOUN
cana-855	173	23	.	.	PUNCT
cana-855	174	1	this	this	PRON
cana-855	174	2	is	be	AUX
cana-855	174	3	specifically	specifically	ADV
cana-855	174	4	large	large	ADJ
cana-855	174	5	within	within	ADP
cana-855	174	6	the	the	DET
cana-855	174	7	context	context	NOUN
cana-855	174	8	of	of	ADP
cana-855	174	9	famous	famous	ADJ
cana-855	174	10	deep	deep	ADJ
cana-855	174	11	learning	learning	NOUN
cana-855	174	12	networks	network	NOUN
cana-855	174	13	like	like	ADP
cana-855	174	14	alexnet	alexnet	NOUN
cana-855	174	15	,	,	PUNCT
cana-855	174	16	vgg-16	vgg-16	NOUN
cana-855	174	17	,	,	PUNCT
cana-855	174	18	and	and	CCONJ
cana-855	174	19	googlenet	googlenet	NOUN
cana-855	174	20	.	.	PUNCT
cana-855	175	1	communications	communication	NOUN
cana-855	175	2	on	on	ADP
cana-855	175	3	applied	apply	VERB
cana-855	175	4	nonlinear	nonlinear	ADJ
cana-855	175	5	analysis	analysis	NOUN
cana-855	175	6	issn	issn	NOUN
cana-855	175	7	:	:	PUNCT
cana-855	175	8	1074	1074	NUM
cana-855	175	9	-	-	PUNCT
cana-855	175	10	133x	133x	NUM
cana-855	175	11	vol	vol	NOUN
cana-855	175	12	31	31	NUM
cana-855	175	13	no	no	NOUN
cana-855	175	14	.	.	PUNCT
cana-855	176	1	4s	4s	NUM
cana-855	176	2	(	(	PUNCT
cana-855	176	3	2024	2024	NUM
cana-855	176	4	)	)	PUNCT
cana-855	176	5	336	336	NUM
cana-855	176	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-855	176	7	the	the	DET
cana-855	176	8	heterogeneous	heterogeneous	ADJ
cana-855	176	9	multi	multi	ADJ
cana-855	176	10	-	-	ADJ
cana-855	176	11	middle	middle	ADJ
cana-855	176	12	machine	machine	NOUN
cana-855	176	13	studying	study	VERB
cana-855	176	14	accelerator	accelerator	NOUN
cana-855	176	15	design	design	NOUN
cana-855	176	16	introduces	introduce	VERB
cana-855	176	17	a	a	DET
cana-855	176	18	clean	clean	ADJ
cana-855	176	19	angle	angle	NOUN
cana-855	176	20	by	by	ADP
cana-855	176	21	way	way	NOUN
cana-855	176	22	of	of	ADP
cana-855	176	23	highlighting	highlight	VERB
cana-855	176	24	the	the	DET
cana-855	176	25	crucial	crucial	ADJ
cana-855	176	26	function	function	NOUN
cana-855	176	27	of	of	ADP
cana-855	176	28	reminiscence	reminiscence	NOUN
cana-855	176	29	in	in	ADP
cana-855	176	30	accelerator	accelerator	NOUN
cana-855	176	31	layout	layout	NOUN
cana-855	176	32	and	and	CCONJ
cana-855	176	33	performance	performance	NOUN
cana-855	176	34	.	.	PUNCT
cana-855	177	1	achieving	achieve	VERB
cana-855	177	2	high	high	ADJ
cana-855	177	3	throughput	throughput	NOUN
cana-855	177	4	with	with	ADP
cana-855	177	5	low	low	ADJ
cana-855	177	6	power	power	NOUN
cana-855	177	7	consumption	consumption	NOUN
cana-855	177	8	is	be	AUX
cana-855	177	9	vital	vital	ADJ
cana-855	177	10	for	for	ADP
cana-855	177	11	deploying	deploy	VERB
cana-855	177	12	present	present	ADJ
cana-855	177	13	-	-	PUNCT
cana-855	177	14	day	day	NOUN
cana-855	177	15	gadgets	gadget	NOUN
cana-855	177	16	and	and	CCONJ
cana-855	177	17	getting	get	VERB
cana-855	177	18	to	to	PART
cana-855	177	19	know	know	VERB
cana-855	177	20	algorithms	algorithm	NOUN
cana-855	177	21	in	in	ADP
cana-855	177	22	various	various	ADJ
cana-855	177	23	systems	system	NOUN
cana-855	177	24	,	,	PUNCT
cana-855	177	25	and	and	CCONJ
cana-855	177	26	this	this	DET
cana-855	177	27	work	work	NOUN
cana-855	177	28	offers	offer	VERB
cana-855	177	29	a	a	DET
cana-855	177	30	promising	promising	ADJ
cana-855	177	31	solution	solution	NOUN
cana-855	177	32	.	.	PUNCT
cana-855	178	1	moreover	moreover	ADV
cana-855	178	2	,	,	PUNCT
cana-855	178	3	the	the	DET
cana-855	178	4	studies	study	NOUN
cana-855	178	5	on	on	ADP
cana-855	178	6	fault	fault	NOUN
cana-855	178	7	-	-	PUNCT
cana-855	178	8	tolerant	tolerant	ADJ
cana-855	178	9	dnn	dnn	PROPN
cana-855	178	10	accelerators	accelerator	NOUN
cana-855	178	11	pave	pave	VERB
cana-855	178	12	the	the	DET
cana-855	178	13	way	way	NOUN
cana-855	178	14	for	for	ADP
cana-855	178	15	hardware	hardware	NOUN
cana-855	178	16	resilient	resilient	ADJ
cana-855	178	17	to	to	ADP
cana-855	178	18	defects	defect	NOUN
cana-855	178	19	,	,	PUNCT
cana-855	178	20	increasing	increase	VERB
cana-855	178	21	the	the	DET
cana-855	178	22	reliability	reliability	NOUN
cana-855	178	23	and	and	CCONJ
cana-855	178	24	lifespan	lifespan	NOUN
cana-855	178	25	of	of	ADP
cana-855	178	26	neural	neural	ADJ
cana-855	178	27	network	network	NOUN
cana-855	178	28	accelerators	accelerator	NOUN
cana-855	178	29	.	.	PUNCT
cana-855	179	1	this	this	DET
cana-855	179	2	disorder	disorder	NOUN
cana-855	179	3	-	-	PUNCT
cana-855	179	4	tolerant	tolerant	ADJ
cana-855	179	5	method	method	NOUN
cana-855	179	6	aligns	align	VERB
cana-855	179	7	with	with	ADP
cana-855	179	8	the	the	DET
cana-855	179	9	growing	grow	VERB
cana-855	179	10	desire	desire	NOUN
cana-855	179	11	for	for	ADP
cana-855	179	12	durable	durable	ADJ
cana-855	179	13	,	,	PUNCT
cana-855	179	14	electricity	electricity	NOUN
cana-855	179	15	-	-	PUNCT
cana-855	179	16	efficient	efficient	ADJ
cana-855	179	17	hardware	hardware	NOUN
cana-855	179	18	in	in	ADP
cana-855	179	19	heterogeneous	heterogeneous	ADJ
cana-855	179	20	multi	multi	ADJ
cana-855	179	21	-	-	ADJ
cana-855	179	22	center	center	ADJ
cana-855	179	23	systems	system	NOUN
cana-855	179	24	.	.	PUNCT
cana-855	180	1	the	the	DET
cana-855	180	2	look	look	NOUN
cana-855	180	3	at	at	ADP
cana-855	180	4	photonic	photonic	ADJ
cana-855	180	5	neuromorphic	neuromorphic	ADJ
cana-855	180	6	hardware	hardware	NOUN
cana-855	180	7	indicates	indicate	VERB
cana-855	180	8	the	the	DET
cana-855	180	9	capability	capability	NOUN
cana-855	180	10	of	of	ADP
cana-855	180	11	integrated	integrate	VERB
cana-855	180	12	photonics	photonic	NOUN
cana-855	180	13	in	in	ADP
cana-855	180	14	handing	hand	VERB
cana-855	180	15	over	over	ADP
cana-855	180	16	excessive	excessive	ADJ
cana-855	180	17	-	-	PUNCT
cana-855	180	18	velocity	velocity	NOUN
cana-855	180	19	and	and	CCONJ
cana-855	180	20	high	high	ADJ
cana-855	180	21	-	-	PUNCT
cana-855	180	22	accuracy	accuracy	NOUN
cana-855	180	23	deep	deep	ADJ
cana-855	180	24	learning	learning	NOUN
cana-855	180	25	engines	engine	NOUN
cana-855	180	26	.	.	PUNCT
cana-855	181	1	the	the	DET
cana-855	181	2	recognition	recognition	NOUN
cana-855	181	3	of	of	ADP
cana-855	181	4	hardware	hardware	NOUN
cana-855	181	5	-	-	PUNCT
cana-855	181	6	aware	aware	ADJ
cana-855	181	7	deep	deep	ADJ
cana-855	181	8	learning	learning	NOUN
cana-855	181	9	training	train	VERB
cana-855	181	10	fashions	fashion	NOUN
cana-855	181	11	showcases	showcase	VERB
cana-855	181	12	the	the	DET
cana-855	181	13	adaptability	adaptability	NOUN
cana-855	181	14	of	of	ADP
cana-855	181	15	those	those	DET
cana-855	181	16	architectures	architecture	NOUN
cana-855	181	17	to	to	ADP
cana-855	181	18	actual	actual	ADJ
cana-855	181	19	global	global	NOUN
cana-855	181	20	applications[33	applications[33	NOUN
cana-855	181	21	]	]	X
cana-855	181	22	.	.	PUNCT
cana-855	182	1	fpga	fpga	PROPN
cana-855	182	2	acceleration	acceleration	NOUN
cana-855	182	3	for	for	ADP
cana-855	182	4	cnns	cnn	NOUN
cana-855	182	5	is	be	AUX
cana-855	182	6	gaining	gain	VERB
cana-855	182	7	prominence	prominence	NOUN
cana-855	182	8	with	with	ADP
cana-855	182	9	the	the	DET
cana-855	182	10	upward	upward	ADJ
cana-855	182	11	thrust	thrust	NOUN
cana-855	182	12	of	of	ADP
cana-855	182	13	ai	ai	ADJ
cana-855	182	14	workloads	workload	NOUN
cana-855	182	15	.	.	PUNCT
cana-855	183	1	this	this	DET
cana-855	183	2	research	research	NOUN
cana-855	183	3	demonstrates	demonstrate	VERB
cana-855	183	4	that	that	SCONJ
cana-855	183	5	fpga	fpga	PROPN
cana-855	183	6	frameworks	framework	NOUN
cana-855	183	7	can	can	AUX
cana-855	183	8	compete	compete	VERB
cana-855	183	9	with	with	ADP
cana-855	183	10	gpus	gpu	NOUN
cana-855	183	11	in	in	ADP
cana-855	183	12	overall	overall	ADJ
cana-855	183	13	performance	performance	NOUN
cana-855	183	14	and	and	CCONJ
cana-855	183	15	performance	performance	NOUN
cana-855	183	16	,	,	PUNCT
cana-855	183	17	especially	especially	ADV
cana-855	183	18	in	in	ADP
cana-855	183	19	scenarios	scenario	NOUN
cana-855	183	20	like	like	ADP
cana-855	183	21	photo	photo	NOUN
cana-855	183	22	reputation	reputation	NOUN
cana-855	183	23	and	and	CCONJ
cana-855	183	24	class	class	NOUN
cana-855	183	25	.	.	PUNCT
cana-855	184	1	the	the	DET
cana-855	184	2	consequences	consequence	NOUN
cana-855	184	3	inspire	inspire	VERB
cana-855	184	4	the	the	DET
cana-855	184	5	exploration	exploration	NOUN
cana-855	184	6	of	of	ADP
cana-855	184	7	fpgas	fpgas	NOUN
cana-855	184	8	as	as	ADP
cana-855	184	9	accelerators	accelerator	NOUN
cana-855	184	10	for	for	ADP
cana-855	184	11	cnns.the	cnns.the	DET
cana-855	184	12	coherent	coherent	ADJ
cana-855	184	13	photonic	photonic	ADJ
cana-855	184	14	neural	neural	ADJ
cana-855	184	15	network	network	NOUN
cana-855	184	16	gives	give	VERB
cana-855	184	17	a	a	DET
cana-855	184	18	glimpse	glimpse	NOUN
cana-855	184	19	into	into	ADP
cana-855	184	20	the	the	DET
cana-855	184	21	future	future	NOUN
cana-855	184	22	of	of	ADP
cana-855	184	23	high	high	ADJ
cana-855	184	24	-	-	PUNCT
cana-855	184	25	speed	speed	NOUN
cana-855	184	26	deep	deep	ADJ
cana-855	184	27	mastering	mastering	NOUN
cana-855	184	28	hardware	hardware	NOUN
cana-855	184	29	.	.	PUNCT
cana-855	185	1	its	its	PRON
cana-855	185	2	noise	noise	NOUN
cana-855	185	3	-	-	PUNCT
cana-855	185	4	resilient	resilient	ADJ
cana-855	185	5	design	design	NOUN
cana-855	185	6	and	and	CCONJ
cana-855	185	7	high	high	ADJ
cana-855	185	8	compute	compute	NOUN
cana-855	185	9	costs	cost	NOUN
cana-855	185	10	give	give	VERB
cana-855	185	11	a	a	DET
cana-855	185	12	compelling	compelling	ADJ
cana-855	185	13	case	case	NOUN
cana-855	185	14	for	for	ADP
cana-855	185	15	adopting	adopt	VERB
cana-855	185	16	photonic	photonic	NOUN
cana-855	185	17	-	-	PUNCT
cana-855	185	18	based	base	VERB
cana-855	185	19	total	total	ADJ
cana-855	185	20	accelerators	accelerator	NOUN
cana-855	185	21	in	in	ADP
cana-855	185	22	advanced	advanced	ADJ
cana-855	185	23	ai	ai	PROPN
cana-855	185	24	packages[34	packages[34	NOUN
cana-855	185	25	]	]	PUNCT
cana-855	185	26	.	.	PUNCT
cana-855	186	1	the	the	DET
cana-855	186	2	sparse	sparse	ADJ
cana-855	186	3	cnn	cnn	PROPN
cana-855	186	4	accelerator	accelerator	NOUN
cana-855	186	5	,	,	PUNCT
cana-855	186	6	on	on	ADP
cana-855	186	7	the	the	DET
cana-855	186	8	other	other	ADJ
cana-855	186	9	hand	hand	NOUN
cana-855	186	10	,	,	PUNCT
cana-855	186	11	underscores	underscore	VERB
cana-855	186	12	the	the	DET
cana-855	186	13	importance	importance	NOUN
cana-855	186	14	of	of	ADP
cana-855	186	15	exploiting	exploit	VERB
cana-855	186	16	zerovalued	zerovalue	VERB
cana-855	186	17	weights	weight	NOUN
cana-855	186	18	and	and	CCONJ
cana-855	186	19	activations	activation	NOUN
cana-855	186	20	for	for	ADP
cana-855	186	21	progressed	progress	VERB
cana-855	186	22	overall	overall	ADJ
cana-855	186	23	performance	performance	NOUN
cana-855	186	24	and	and	CCONJ
cana-855	186	25	electricity	electricity	NOUN
cana-855	186	26	performance	performance	NOUN
cana-855	186	27	.	.	PUNCT
cana-855	187	1	this	this	DET
cana-855	187	2	concept	concept	NOUN
cana-855	187	3	aligns	align	VERB
cana-855	187	4	with	with	ADP
cana-855	187	5	the	the	DET
cana-855	187	6	broader	broad	ADJ
cana-855	187	7	trend	trend	NOUN
cana-855	187	8	of	of	ADP
cana-855	187	9	optimising	optimise	VERB
cana-855	187	10	neural	neural	ADJ
cana-855	187	11	community	community	NOUN
cana-855	187	12	hardware	hardware	NOUN
cana-855	187	13	for	for	ADP
cana-855	187	14	green	green	ADJ
cana-855	187	15	deployment	deployment	NOUN
cana-855	187	16	.	.	PUNCT
cana-855	188	1	together	together	ADV
cana-855	188	2	,	,	PUNCT
cana-855	188	3	these	these	DET
cana-855	188	4	studies	study	NOUN
cana-855	188	5	contribute	contribute	VERB
cana-855	188	6	to	to	ADP
cana-855	188	7	the	the	DET
cana-855	188	8	growing	grow	VERB
cana-855	188	9	frame	frame	NOUN
cana-855	188	10	of	of	ADP
cana-855	188	11	information	information	NOUN
cana-855	188	12	in	in	ADP
cana-855	188	13	hardware	hardware	NOUN
cana-855	188	14	acceleration	acceleration	NOUN
cana-855	188	15	for	for	ADP
cana-855	188	16	system	system	NOUN
cana-855	188	17	mastering	mastering	NOUN
cana-855	188	18	,	,	PUNCT
cana-855	188	19	providing	provide	VERB
cana-855	188	20	treasured	treasured	ADJ
cana-855	188	21	insights	insight	NOUN
cana-855	188	22	and	and	CCONJ
cana-855	188	23	realistic	realistic	ADJ
cana-855	188	24	solutions	solution	NOUN
cana-855	188	25	for	for	ADP
cana-855	188	26	accelerating	accelerate	VERB
cana-855	188	27	deep	deep	ADJ
cana-855	188	28	knowledge	knowledge	NOUN
cana-855	188	29	of	of	ADP
cana-855	188	30	responsibilities	responsibility	NOUN
cana-855	188	31	,	,	PUNCT
cana-855	188	32	even	even	ADV
cana-855	188	33	optimising	optimise	VERB
cana-855	188	34	power	power	NOUN
cana-855	188	35	performance	performance	NOUN
cana-855	188	36	and	and	CCONJ
cana-855	188	37	fault	fault	VERB
cana-855	188	38	tolerance	tolerance	NOUN
cana-855	188	39	.	.	PUNCT
cana-855	189	1	as	as	SCONJ
cana-855	189	2	system	system	NOUN
cana-855	189	3	getting	get	VERB
cana-855	189	4	to	to	PART
cana-855	189	5	know	know	VERB
cana-855	189	6	continues	continue	VERB
cana-855	189	7	to	to	PART
cana-855	189	8	affect	affect	VERB
cana-855	189	9	various	various	ADJ
cana-855	189	10	domains	domain	NOUN
cana-855	189	11	,	,	PUNCT
cana-855	189	12	these	these	DET
cana-855	189	13	hardware	hardware	NOUN
cana-855	189	14	accelerators	accelerator	NOUN
cana-855	189	15	hold	hold	VERB
cana-855	189	16	promise	promise	NOUN
cana-855	189	17	in	in	ADP
cana-855	189	18	enhancing	enhance	VERB
cana-855	189	19	overall	overall	ADJ
cana-855	189	20	performance	performance	NOUN
cana-855	189	21	and	and	CCONJ
cana-855	189	22	allowing	allow	VERB
cana-855	189	23	the	the	DET
cana-855	189	24	deployment	deployment	NOUN
cana-855	189	25	of	of	ADP
cana-855	189	26	ai	ai	ADJ
cana-855	189	27	programs	program	NOUN
cana-855	189	28	throughout	throughout	ADP
cana-855	189	29	numerous	numerous	ADJ
cana-855	189	30	systems	system	NOUN
cana-855	189	31	and	and	CCONJ
cana-855	189	32	structures[35	structures[35	NOUN
cana-855	189	33	-	-	SYM
cana-855	189	34	41	41	NUM
cana-855	189	35	]	]	PUNCT
cana-855	189	36	.	.	PUNCT
cana-855	190	1	this	this	DET
cana-855	190	2	research	research	NOUN
cana-855	190	3	work	work	NOUN
cana-855	190	4	has	have	AUX
cana-855	190	5	investigated	investigate	VERB
cana-855	190	6	the	the	DET
cana-855	190	7	problem	problem	NOUN
cana-855	190	8	of	of	ADP
cana-855	190	9	automatic	automatic	ADJ
cana-855	190	10	fundus	fundus	NOUN
cana-855	190	11	image	image	NOUN
cana-855	190	12	quality	quality	NOUN
cana-855	190	13	assessment	assessment	NOUN
cana-855	190	14	and	and	CCONJ
cana-855	190	15	lesion	lesion	NOUN
cana-855	190	16	detection	detection	NOUN
cana-855	190	17	algorithm	algorithm	NOUN
cana-855	190	18	for	for	ADP
cana-855	190	19	diabetic	diabetic	ADJ
cana-855	190	20	retinopathy	retinopathy	ADJ
cana-855	190	21	screening	screening	NOUN
cana-855	190	22	.	.	PUNCT
cana-855	191	1	advancements	advancement	NOUN
cana-855	191	2	in	in	ADP
cana-855	191	3	optics	optic	NOUN
cana-855	191	4	,	,	PUNCT
cana-855	191	5	microfabrication	microfabrication	NOUN
cana-855	191	6	,	,	PUNCT
cana-855	191	7	digital	digital	ADJ
cana-855	191	8	sensors	sensor	NOUN
cana-855	191	9	,	,	PUNCT
cana-855	191	10	and	and	CCONJ
cana-855	191	11	image	image	NOUN
cana-855	191	12	processing	processing	NOUN
cana-855	191	13	have	have	AUX
cana-855	191	14	led	lead	VERB
cana-855	191	15	to	to	ADP
cana-855	191	16	increasingly	increasingly	ADV
cana-855	191	17	smaller	small	ADJ
cana-855	191	18	,	,	PUNCT
cana-855	191	19	more	more	ADV
cana-855	191	20	powerful	powerful	ADJ
cana-855	191	21	and	and	CCONJ
cana-855	191	22	more	more	ADV
cana-855	191	23	portable	portable	ADJ
cana-855	191	24	imaging	imaging	NOUN
cana-855	191	25	devices	device	NOUN
cana-855	191	26	.	.	PUNCT
cana-855	192	1	integrating	integrate	VERB
cana-855	192	2	these	these	DET
cana-855	192	3	devices	device	NOUN
cana-855	192	4	into	into	ADP
cana-855	192	5	wireless	wireless	ADJ
cana-855	192	6	networks	network	NOUN
cana-855	192	7	makes	make	VERB
cana-855	192	8	possible	possible	ADJ
cana-855	192	9	secure	secure	ADJ
cana-855	192	10	image	image	NOUN
cana-855	192	11	transmission	transmission	NOUN
cana-855	192	12	for	for	ADP
cana-855	192	13	teleophthalmology	teleophthalmology	NOUN
cana-855	192	14	applications	application	NOUN
cana-855	192	15	.	.	PUNCT
cana-855	193	1	in	in	ADP
cana-855	193	2	future	future	NOUN
cana-855	193	3	,	,	PUNCT
cana-855	193	4	this	this	DET
cana-855	193	5	work	work	NOUN
cana-855	193	6	will	will	AUX
cana-855	193	7	be	be	AUX
cana-855	193	8	integrated	integrate	VERB
cana-855	193	9	with	with	ADP
cana-855	193	10	fundus	fundus	NOUN
cana-855	193	11	cameras	camera	NOUN
cana-855	193	12	and	and	CCONJ
cana-855	193	13	low	low	ADJ
cana-855	193	14	-	-	PUNCT
cana-855	193	15	cost	cost	NOUN
cana-855	193	16	teleophthalmology	teleophthalmology	NOUN
cana-855	193	17	applications	application	NOUN
cana-855	193	18	for	for	ADP
cana-855	193	19	diabetic	diabetic	ADJ
cana-855	193	20	retinopathy	retinopathy	ADJ
cana-855	193	21	screening	screening	NOUN
cana-855	193	22	.	.	PUNCT
cana-855	194	1	6.conclusion	6.conclusion	NUM
cana-855	194	2	in	in	ADP
cana-855	194	3	conclusion	conclusion	NOUN
cana-855	194	4	,	,	PUNCT
cana-855	194	5	this	this	DET
cana-855	194	6	compilation	compilation	NOUN
cana-855	194	7	of	of	ADP
cana-855	194	8	studies	study	NOUN
cana-855	194	9	reveals	reveal	VERB
cana-855	194	10	the	the	DET
cana-855	194	11	dynamic	dynamic	ADJ
cana-855	194	12	panorama	panorama	NOUN
cana-855	194	13	of	of	ADP
cana-855	194	14	hardware	hardware	NOUN
cana-855	194	15	acceleration	acceleration	NOUN
cana-855	194	16	for	for	ADP
cana-855	194	17	device	device	NOUN
cana-855	194	18	studying	study	VERB
cana-855	194	19	,	,	PUNCT
cana-855	194	20	underscoring	underscore	VERB
cana-855	194	21	its	its	PRON
cana-855	194	22	important	important	ADJ
cana-855	194	23	role	role	NOUN
cana-855	194	24	in	in	ADP
cana-855	194	25	unleashing	unleash	VERB
cana-855	194	26	the	the	DET
cana-855	194	27	whole	whole	ADJ
cana-855	194	28	capability	capability	NOUN
cana-855	194	29	of	of	ADP
cana-855	194	30	artificial	artificial	ADJ
cana-855	194	31	intelligence	intelligence	NOUN
cana-855	194	32	.	.	PUNCT
cana-855	195	1	this	this	DET
cana-855	195	2	research	research	NOUN
cana-855	195	3	mirrors	mirror	VERB
cana-855	195	4	the	the	DET
cana-855	195	5	consistent	consistent	ADJ
cana-855	195	6	evolution	evolution	NOUN
cana-855	195	7	and	and	CCONJ
cana-855	195	8	refinement	refinement	NOUN
cana-855	195	9	of	of	ADP
cana-855	195	10	specialised	specialised	ADJ
cana-855	195	11	hardware	hardware	NOUN
cana-855	195	12	answers	answer	NOUN
cana-855	195	13	to	to	PART
cana-855	195	14	optimise	optimise	VERB
cana-855	195	15	neural	neural	ADJ
cana-855	195	16	community	community	NOUN
cana-855	195	17	accelerators	accelerator	NOUN
cana-855	195	18	.	.	PUNCT
cana-855	196	1	the	the	DET
cana-855	196	2	supplied	supply	VERB
cana-855	196	3	survey	survey	NOUN
cana-855	196	4	of	of	ADP
cana-855	196	5	accelerator	accelerator	NOUN
cana-855	196	6	optimisations	optimisation	NOUN
cana-855	196	7	equips	equip	VERB
cana-855	196	8	hardware	hardware	NOUN
cana-855	196	9	designers	designer	NOUN
cana-855	196	10	with	with	ADP
cana-855	196	11	a	a	DET
cana-855	196	12	complete	complete	ADJ
cana-855	196	13	communications	communication	NOUN
cana-855	196	14	on	on	ADP
cana-855	196	15	applied	apply	VERB
cana-855	196	16	nonlinear	nonlinear	ADJ
cana-855	196	17	analysis	analysis	NOUN
cana-855	196	18	issn	issn	NOUN
cana-855	196	19	:	:	PUNCT
cana-855	196	20	1074	1074	NUM
cana-855	196	21	-	-	PUNCT
cana-855	196	22	133x	133x	NUM
cana-855	196	23	vol	vol	NOUN
cana-855	196	24	31	31	NUM
cana-855	196	25	no	no	NOUN
cana-855	196	26	.	.	PUNCT
cana-855	197	1	4s	4s	NUM
cana-855	197	2	(	(	PUNCT
cana-855	197	3	2024	2024	NUM
cana-855	197	4	)	)	PUNCT
cana-855	197	5	337	337	NUM
cana-855	197	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-855	197	7	toolkit	toolkit	NOUN
cana-855	197	8	to	to	PART
cana-855	197	9	decorate	decorate	VERB
cana-855	197	10	the	the	DET
cana-855	197	11	performance	performance	NOUN
cana-855	197	12	of	of	ADP
cana-855	197	13	deep	deep	ADJ
cana-855	197	14	learning	learning	NOUN
cana-855	197	15	accelerators	accelerator	NOUN
cana-855	197	16	.	.	PUNCT
cana-855	198	1	by	by	ADP
cana-855	198	2	quantifying	quantify	VERB
cana-855	198	3	the	the	DET
cana-855	198	4	results	result	NOUN
cana-855	198	5	of	of	ADP
cana-855	198	6	diverse	diverse	ADJ
cana-855	198	7	optimisation	optimisation	NOUN
cana-855	198	8	techniques	technique	NOUN
cana-855	198	9	it	it	PRON
cana-855	198	10	streamlines	streamline	VERB
cana-855	198	11	the	the	DET
cana-855	198	12	technique	technique	NOUN
cana-855	198	13	of	of	ADP
cana-855	198	14	choosing	choose	VERB
cana-855	198	15	and	and	CCONJ
cana-855	198	16	implementing	implement	VERB
cana-855	198	17	solutions	solution	NOUN
cana-855	198	18	tailored	tailor	VERB
cana-855	198	19	to	to	ADP
cana-855	198	20	the	the	DET
cana-855	198	21	precise	precise	ADJ
cana-855	198	22	desires	desire	NOUN
cana-855	198	23	of	of	ADP
cana-855	198	24	neural	neural	ADJ
cana-855	198	25	community	community	NOUN
cana-855	198	26	accelerators	accelerator	NOUN
cana-855	198	27	.	.	PUNCT
cana-855	199	1	the	the	DET
cana-855	199	2	verified	verify	VERB
cana-855	199	3	memory	memory	NOUN
cana-855	199	4	savings	saving	NOUN
cana-855	199	5	and	and	CCONJ
cana-855	199	6	energy	energy	NOUN
cana-855	199	7	reductions	reduction	NOUN
cana-855	199	8	emphasise	emphasise	VERB
cana-855	199	9	the	the	DET
cana-855	199	10	opportunity	opportunity	NOUN
cana-855	199	11	of	of	ADP
cana-855	199	12	making	make	VERB
cana-855	199	13	excessive	excessive	ADJ
cana-855	199	14	-	-	PUNCT
cana-855	199	15	overall	overall	ADJ
cana-855	199	16	performance	performance	NOUN
cana-855	199	17	accelerators	accelerator	NOUN
cana-855	199	18	even	even	ADV
cana-855	199	19	as	as	ADP
cana-855	199	20	maintaining	maintain	VERB
cana-855	199	21	energy	energy	NOUN
cana-855	199	22	intake	intake	NOUN
cana-855	199	23	in	in	ADP
cana-855	199	24	check	check	NOUN
cana-855	199	25	.	.	PUNCT
cana-855	200	1	furthermore	furthermore	ADV
cana-855	200	2	,	,	PUNCT
cana-855	200	3	the	the	DET
cana-855	200	4	investigations	investigation	NOUN
cana-855	200	5	into	into	ADP
cana-855	200	6	records	record	NOUN
cana-855	200	7	placement	placement	NOUN
cana-855	200	8	,	,	PUNCT
cana-855	200	9	bus	bus	NOUN
cana-855	200	10	schedules	schedule	NOUN
cana-855	200	11	,	,	PUNCT
cana-855	200	12	and	and	CCONJ
cana-855	200	13	fault	fault	NOUN
cana-855	200	14	-	-	PUNCT
cana-855	200	15	tolerant	tolerant	ADJ
cana-855	200	16	designs	design	NOUN
cana-855	200	17	deal	deal	VERB
cana-855	200	18	with	with	ADP
cana-855	200	19	essential	essential	ADJ
cana-855	200	20	challenges	challenge	NOUN
cana-855	200	21	in	in	ADP
cana-855	200	22	deep	deep	ADJ
cana-855	200	23	learning	learning	NOUN
cana-855	200	24	hardware	hardware	NOUN
cana-855	200	25	.	.	PUNCT
cana-855	201	1	they	they	PRON
cana-855	201	2	provide	provide	VERB
cana-855	201	3	realistic	realistic	ADJ
cana-855	201	4	strategies	strategy	NOUN
cana-855	201	5	to	to	PART
cana-855	201	6	tackle	tackle	VERB
cana-855	201	7	memory	memory	NOUN
cana-855	201	8	,	,	PUNCT
cana-855	201	9	get	get	VERB
cana-855	201	10	the	the	DET
cana-855	201	11	right	right	NOUN
cana-855	201	12	of	of	ADP
cana-855	201	13	entry	entry	NOUN
cana-855	201	14	to	to	ADP
cana-855	201	15	troubles	trouble	NOUN
cana-855	201	16	,	,	PUNCT
cana-855	201	17	decorate	decorate	NOUN
cana-855	201	18	runtime	runtime	NOUN
cana-855	201	19	,	,	PUNCT
cana-855	201	20	and	and	CCONJ
cana-855	201	21	ensure	ensure	VERB
cana-855	201	22	hardware	hardware	NOUN
cana-855	201	23	resilience	resilience	NOUN
cana-855	201	24	in	in	ADP
cana-855	201	25	the	the	DET
cana-855	201	26	face	face	NOUN
cana-855	201	27	of	of	ADP
cana-855	201	28	defects	defect	NOUN
cana-855	201	29	.	.	PUNCT
cana-855	202	1	the	the	DET
cana-855	202	2	layout	layout	NOUN
cana-855	202	3	of	of	ADP
cana-855	202	4	heterogeneous	heterogeneous	ADJ
cana-855	202	5	multi	multi	ADJ
cana-855	202	6	-	-	ADJ
cana-855	202	7	centre	centre	ADJ
cana-855	202	8	ml	ml	NOUN
cana-855	202	9	knowledge	knowledge	NOUN
cana-855	202	10	of	of	ADP
cana-855	202	11	accelerators	accelerator	NOUN
cana-855	202	12	takes	take	VERB
cana-855	202	13	a	a	DET
cana-855	202	14	critical	critical	ADJ
cana-855	202	15	step	step	NOUN
cana-855	202	16	towards	towards	ADP
cana-855	202	17	making	make	VERB
cana-855	202	18	modern	modern	ADJ
cana-855	202	19	device	device	NOUN
cana-855	202	20	learning	learn	VERB
cana-855	202	21	algorithms	algorithm	NOUN
cana-855	202	22	handy	handy	ADJ
cana-855	202	23	to	to	ADP
cana-855	202	24	a	a	DET
cana-855	202	25	wide	wide	ADJ
cana-855	202	26	range	range	NOUN
cana-855	202	27	of	of	ADP
cana-855	202	28	systems	system	NOUN
cana-855	202	29	.	.	PUNCT
cana-855	203	1	by	by	ADP
cana-855	203	2	focusing	focus	VERB
cana-855	203	3	on	on	ADP
cana-855	203	4	the	the	DET
cana-855	203	5	position	position	NOUN
cana-855	203	6	of	of	ADP
cana-855	203	7	memory	memory	NOUN
cana-855	203	8	,	,	PUNCT
cana-855	203	9	this	this	DET
cana-855	203	10	study	study	NOUN
cana-855	203	11	demonstrates	demonstrate	VERB
cana-855	203	12	that	that	SCONJ
cana-855	203	13	it	it	PRON
cana-855	203	14	's	be	AUX
cana-855	203	15	viable	viable	ADJ
cana-855	203	16	to	to	PART
cana-855	203	17	create	create	VERB
cana-855	203	18	accelerators	accelerator	NOUN
cana-855	203	19	with	with	ADP
cana-855	203	20	excessive	excessive	ADJ
cana-855	203	21	throughput	throughput	NOUN
cana-855	203	22	even	even	ADV
cana-855	203	23	as	as	ADP
cana-855	203	24	retaining	retain	VERB
cana-855	203	25	power	power	NOUN
cana-855	203	26	performance	performance	NOUN
cana-855	203	27	,	,	PUNCT
cana-855	203	28	thereby	thereby	ADV
cana-855	203	29	expanding	expand	VERB
cana-855	203	30	the	the	DET
cana-855	203	31	horizons	horizon	NOUN
cana-855	203	32	of	of	ADP
cana-855	203	33	machine	machine	NOUN
cana-855	203	34	learning	learning	NOUN
cana-855	203	35	packages	package	NOUN
cana-855	203	36	.	.	PUNCT
cana-855	204	1	the	the	DET
cana-855	204	2	take	take	VERB
cana-855	204	3	a	a	DET
cana-855	204	4	look	look	NOUN
cana-855	204	5	at	at	ADP
cana-855	204	6	photonic	photonic	ADJ
cana-855	204	7	neuromorphic	neuromorphic	ADJ
cana-855	204	8	hardware	hardware	NOUN
cana-855	204	9	exemplifies	exemplify	VERB
cana-855	204	10	the	the	DET
cana-855	204	11	synergy	synergy	NOUN
cana-855	204	12	between	between	ADP
cana-855	204	13	integrated	integrate	VERB
cana-855	204	14	photonics	photonic	NOUN
cana-855	204	15	and	and	CCONJ
cana-855	204	16	deep	deep	ADJ
cana-855	204	17	learning	learning	NOUN
cana-855	204	18	.	.	PUNCT
cana-855	205	1	the	the	DET
cana-855	205	2	progressive	progressive	ADJ
cana-855	205	3	architecture	architecture	NOUN
cana-855	205	4	showcases	showcase	VERB
cana-855	205	5	the	the	DET
cana-855	205	6	high	high	ADJ
cana-855	205	7	-	-	PUNCT
cana-855	205	8	pace	pace	NOUN
cana-855	205	9	and	and	CCONJ
cana-855	205	10	excessive	excessive	ADJ
cana-855	205	11	accuracy	accuracy	NOUN
cana-855	205	12	skills	skill	NOUN
cana-855	205	13	of	of	ADP
cana-855	205	14	photonic	photonic	NOUN
cana-855	205	15	-	-	PUNCT
cana-855	205	16	based	base	VERB
cana-855	205	17	accelerators	accelerator	NOUN
cana-855	205	18	.	.	PUNCT
cana-855	206	1	it	it	PRON
cana-855	206	2	introduces	introduce	VERB
cana-855	206	3	hardware	hardware	NOUN
cana-855	206	4	-	-	PUNCT
cana-855	206	5	aware	aware	ADJ
cana-855	206	6	deep	deep	ADJ
cana-855	206	7	-	-	PUNCT
cana-855	206	8	learning	learn	VERB
cana-855	206	9	knowledge	knowledge	NOUN
cana-855	206	10	of	of	ADP
cana-855	206	11	education	education	NOUN
cana-855	206	12	models	model	NOUN
cana-855	206	13	that	that	PRON
cana-855	206	14	may	may	AUX
cana-855	206	15	adapt	adapt	VERB
cana-855	206	16	to	to	ADP
cana-855	206	17	real	real	ADJ
cana-855	206	18	-	-	PUNCT
cana-855	206	19	international	international	ADJ
cana-855	206	20	constraints	constraint	NOUN
cana-855	206	21	.	.	PUNCT
cana-855	207	1	they	they	PRON
cana-855	207	2	have	have	VERB
cana-855	207	3	fpga	fpga	PROPN
cana-855	207	4	-	-	PUNCT
cana-855	207	5	primarily	primarily	ADV
cana-855	207	6	based	base	VERB
cana-855	207	7	acceleration	acceleration	NOUN
cana-855	207	8	for	for	ADP
cana-855	207	9	convolutional	convolutional	ADJ
cana-855	207	10	neural	neural	ADJ
cana-855	207	11	networks	network	NOUN
cana-855	207	12	,	,	PUNCT
cana-855	207	13	positions	position	NOUN
cana-855	207	14	fpgas	fpgas	NOUN
cana-855	207	15	as	as	ADP
cana-855	207	16	promising	promise	VERB
cana-855	207	17	contenders	contender	NOUN
cana-855	207	18	for	for	ADP
cana-855	207	19	ai	ai	NOUN
cana-855	207	20	workloads	workload	NOUN
cana-855	207	21	.	.	PUNCT
cana-855	208	1	the	the	DET
cana-855	208	2	demonstrated	demonstrate	VERB
cana-855	208	3	performance	performance	NOUN
cana-855	208	4	and	and	CCONJ
cana-855	208	5	efficiency	efficiency	NOUN
cana-855	208	6	profits	profit	NOUN
cana-855	208	7	,	,	PUNCT
cana-855	208	8	particularly	particularly	ADV
cana-855	208	9	in	in	ADP
cana-855	208	10	photo	photo	NOUN
cana-855	208	11	recognition	recognition	NOUN
cana-855	208	12	and	and	CCONJ
cana-855	208	13	category	category	NOUN
cana-855	208	14	,	,	PUNCT
cana-855	208	15	spotlight	spotlight	VERB
cana-855	208	16	the	the	DET
cana-855	208	17	ability	ability	NOUN
cana-855	208	18	of	of	ADP
cana-855	208	19	fpgas	fpgas	NOUN
cana-855	208	20	as	as	ADP
cana-855	208	21	valuepowerful	valuepowerful	ADJ
cana-855	208	22	options	option	NOUN
cana-855	208	23	to	to	ADP
cana-855	208	24	gpus	gpus	PROPN
cana-855	208	25	.	.	PUNCT
cana-855	209	1	alternatively	alternatively	ADV
cana-855	209	2	,	,	PUNCT
cana-855	209	3	the	the	DET
cana-855	209	4	coherent	coherent	ADJ
cana-855	209	5	photonic	photonic	ADJ
cana-855	209	6	neural	neural	ADJ
cana-855	209	7	community	community	NOUN
cana-855	209	8	gives	give	VERB
cana-855	209	9	a	a	DET
cana-855	209	10	glimpse	glimpse	NOUN
cana-855	209	11	into	into	ADP
cana-855	209	12	the	the	DET
cana-855	209	13	destiny	destiny	NOUN
cana-855	209	14	of	of	ADP
cana-855	209	15	hardware	hardware	NOUN
cana-855	209	16	-	-	PUNCT
cana-855	209	17	elevated	elevate	VERB
cana-855	209	18	deep	deep	ADJ
cana-855	209	19	learning	learning	NOUN
cana-855	209	20	knowledge	knowledge	NOUN
cana-855	209	21	.	.	PUNCT
cana-855	210	1	its	its	PRON
cana-855	210	2	robust	robust	ADJ
cana-855	210	3	,	,	PUNCT
cana-855	210	4	noise	noise	NOUN
cana-855	210	5	-	-	PUNCT
cana-855	210	6	resilient	resilient	ADJ
cana-855	210	7	layout	layout	NOUN
cana-855	210	8	,	,	PUNCT
cana-855	210	9	blended	blend	VERB
cana-855	210	10	with	with	ADP
cana-855	210	11	highspeed	highspeed	PROPN
cana-855	210	12	compute	compute	NOUN
cana-855	210	13	costs	cost	NOUN
cana-855	210	14	,	,	PUNCT
cana-855	210	15	recommendations	recommendation	NOUN
cana-855	210	16	at	at	ADP
cana-855	210	17	a	a	DET
cana-855	210	18	new	new	ADJ
cana-855	210	19	era	era	NOUN
cana-855	210	20	in	in	ADP
cana-855	210	21	deep	deep	ADJ
cana-855	210	22	mastering	mastering	NOUN
cana-855	210	23	acceleration	acceleration	NOUN
cana-855	210	24	,	,	PUNCT
cana-855	210	25	emphasising	emphasise	VERB
cana-855	210	26	the	the	DET
cana-855	210	27	power	power	NOUN
cana-855	210	28	and	and	CCONJ
cana-855	210	29	performance	performance	NOUN
cana-855	210	30	of	of	ADP
cana-855	210	31	photonics	photonic	NOUN
cana-855	210	32	.	.	PUNCT
cana-855	211	1	finally	finally	ADV
cana-855	211	2	,	,	PUNCT
cana-855	211	3	the	the	DET
cana-855	211	4	sparse	sparse	ADJ
cana-855	211	5	cnn	cnn	PROPN
cana-855	211	6	accelerator	accelerator	PROPN
cana-855	211	7	advocates	advocate	NOUN
cana-855	211	8	exploiting	exploit	VERB
cana-855	211	9	zero	zero	NUM
cana-855	211	10	-	-	PUNCT
cana-855	211	11	valued	value	VERB
cana-855	211	12	weights	weight	NOUN
cana-855	211	13	and	and	CCONJ
cana-855	211	14	activations	activation	NOUN
cana-855	211	15	to	to	PART
cana-855	211	16	boost	boost	VERB
cana-855	211	17	overall	overall	ADJ
cana-855	211	18	performance	performance	NOUN
cana-855	211	19	and	and	CCONJ
cana-855	211	20	strength	strength	NOUN
cana-855	211	21	efficiency	efficiency	NOUN
cana-855	211	22	.	.	PUNCT
cana-855	212	1	this	this	PRON
cana-855	212	2	aligns	align	VERB
cana-855	212	3	with	with	ADP
cana-855	212	4	the	the	DET
cana-855	212	5	continued	continue	VERB
cana-855	212	6	attempt	attempt	NOUN
cana-855	212	7	to	to	PART
cana-855	212	8	optimise	optimise	VERB
cana-855	212	9	neural	neural	ADJ
cana-855	212	10	community	community	NOUN
cana-855	212	11	hardware	hardware	NOUN
cana-855	212	12	for	for	ADP
cana-855	212	13	greater	great	ADJ
cana-855	212	14	efficient	efficient	ADJ
cana-855	212	15	deployments	deployment	NOUN
cana-855	212	16	in	in	ADP
cana-855	212	17	various	various	ADJ
cana-855	212	18	packages	package	NOUN
cana-855	212	19	.	.	PUNCT
cana-855	213	1	this	this	DET
cana-855	213	2	research	research	NOUN
cana-855	213	3	contributes	contribute	VERB
cana-855	213	4	to	to	ADP
cana-855	213	5	the	the	DET
cana-855	213	6	ever	ever	ADV
cana-855	213	7	-	-	PUNCT
cana-855	213	8	increasing	increase	VERB
cana-855	213	9	realm	realm	NOUN
cana-855	213	10	of	of	ADP
cana-855	213	11	hardware	hardware	NOUN
cana-855	213	12	acceleration	acceleration	NOUN
cana-855	213	13	for	for	ADP
cana-855	213	14	ml	ml	NOUN
cana-855	213	15	knowledge	knowledge	NOUN
cana-855	213	16	.	.	PUNCT
cana-855	214	1	they	they	PRON
cana-855	214	2	provide	provide	VERB
cana-855	214	3	treasured	treasured	ADJ
cana-855	214	4	insights	insight	NOUN
cana-855	214	5	,	,	PUNCT
cana-855	214	6	methodologies	methodology	NOUN
cana-855	214	7	,	,	PUNCT
cana-855	214	8	and	and	CCONJ
cana-855	214	9	technologies	technology	NOUN
cana-855	214	10	that	that	PRON
cana-855	214	11	preserve	preserve	VERB
cana-855	214	12	and	and	CCONJ
cana-855	214	13	beautify	beautify	VERB
cana-855	214	14	neural	neural	ADJ
cana-855	214	15	network	network	NOUN
cana-855	214	16	accelerators	accelerator	NOUN
cana-855	214	17	'	'	PART
cana-855	214	18	performance	performance	NOUN
cana-855	214	19	and	and	CCONJ
cana-855	214	20	reliability	reliability	NOUN
cana-855	214	21	.	.	PUNCT
cana-855	215	1	as	as	SCONJ
cana-855	215	2	synthetic	synthetic	ADJ
cana-855	215	3	intelligence	intelligence	NOUN
cana-855	215	4	will	will	AUX
cana-855	215	5	become	become	VERB
cana-855	215	6	increasingly	increasingly	ADV
cana-855	215	7	more	more	ADV
cana-855	215	8	ubiquitous	ubiquitous	ADJ
cana-855	215	9	throughout	throughout	ADP
cana-855	215	10	diverse	diverse	ADJ
cana-855	215	11	domain	domain	NOUN
cana-855	215	12	names	name	NOUN
cana-855	215	13	and	and	CCONJ
cana-855	215	14	structures	structure	NOUN
cana-855	215	15	,	,	PUNCT
cana-855	215	16	these	these	DET
cana-855	215	17	improvements	improvement	NOUN
cana-855	215	18	empower	empower	VERB
cana-855	215	19	the	the	DET
cana-855	215	20	broader	broad	ADJ
cana-855	215	21	adoption	adoption	NOUN
cana-855	215	22	of	of	ADP
cana-855	215	23	ai	ai	PROPN
cana-855	215	24	programs	program	NOUN
cana-855	215	25	,	,	PUNCT
cana-855	215	26	beginning	begin	VERB
cana-855	215	27	doorways	doorway	NOUN
cana-855	215	28	to	to	ADP
cana-855	215	29	new	new	ADJ
cana-855	215	30	opportunities	opportunity	NOUN
cana-855	215	31	and	and	CCONJ
cana-855	215	32	possibilities	possibility	NOUN
cana-855	215	33	.	.	PUNCT
cana-855	216	1	destiny	destiny	NOUN
cana-855	216	2	holds	hold	VERB
cana-855	216	3	the	the	DET
cana-855	216	4	promise	promise	NOUN
cana-855	216	5	of	of	ADP
cana-855	216	6	even	even	ADV
cana-855	216	7	extra	extra	ADJ
cana-855	216	8	green	green	ADJ
cana-855	216	9	and	and	CCONJ
cana-855	216	10	effective	effective	ADJ
cana-855	216	11	hardware	hardware	NOUN
cana-855	216	12	solutions	solution	NOUN
cana-855	216	13	with	with	ADP
cana-855	216	14	a	a	DET
cana-855	216	15	view	view	NOUN
cana-855	216	16	to	to	PART
cana-855	216	17	pressure	pressure	VERB
cana-855	216	18	the	the	DET
cana-855	216	19	next	next	ADJ
cana-855	216	20	technology	technology	NOUN
cana-855	216	21	of	of	ADP
cana-855	216	22	shrewd	shrewd	ADJ
cana-855	216	23	structures	structure	NOUN
cana-855	216	24	.	.	PUNCT
cana-855	217	1	communications	communication	NOUN
cana-855	217	2	on	on	ADP
cana-855	217	3	applied	apply	VERB
cana-855	217	4	nonlinear	nonlinear	ADJ
cana-855	217	5	analysis	analysis	NOUN
cana-855	217	6	issn	issn	NOUN
cana-855	217	7	:	:	PUNCT
cana-855	217	8	1074	1074	NUM
cana-855	217	9	-	-	PUNCT
cana-855	217	10	133x	133x	NUM
cana-855	217	11	vol	vol	NOUN
cana-855	217	12	31	31	NUM
cana-855	217	13	no	no	NOUN
cana-855	217	14	.	.	PUNCT
cana-855	218	1	4s	4s	NUM
cana-855	218	2	(	(	PUNCT
cana-855	218	3	2024	2024	NUM
cana-855	218	4	)	)	PUNCT
cana-855	218	5	338	338	NUM
cana-855	218	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-855	218	7	reference	reference	NOUN
cana-855	218	8	[	[	X
cana-855	218	9	1	1	NUM
cana-855	218	10	]	]	X
cana-855	218	11	wu	wu	PROPN
cana-855	218	12	,	,	PUNCT
cana-855	218	13	y.	y.	PROPN
cana-855	218	14	n.	n.	PROPN
cana-855	218	15	,	,	PUNCT
cana-855	218	16	emer	emer	PROPN
cana-855	218	17	,	,	PUNCT
cana-855	218	18	j.	j.	PROPN
cana-855	218	19	s.	s.	PROPN
cana-855	218	20	,	,	PUNCT
cana-855	218	21	&	&	CCONJ
cana-855	218	22	sze	sze	PROPN
cana-855	218	23	,	,	PUNCT
cana-855	218	24	v.	v.	PROPN
cana-855	218	25	(	(	PUNCT
cana-855	218	26	2019	2019	NUM
cana-855	218	27	,	,	PUNCT
cana-855	218	28	november	november	PROPN
cana-855	218	29	)	)	PUNCT
cana-855	218	30	.	.	PUNCT
cana-855	219	1	accelerate	accelerate	VERB
cana-855	219	2	an	an	DET
cana-855	219	3	architecture	architecture	NOUN
cana-855	219	4	-	-	PUNCT
cana-855	219	5	level	level	NOUN
cana-855	219	6	energy	energy	NOUN
cana-855	219	7	estimation	estimation	NOUN
cana-855	219	8	methodology	methodology	NOUN
cana-855	219	9	for	for	ADP
cana-855	219	10	accelerator	accelerator	NOUN
cana-855	219	11	designs	design	NOUN
cana-855	219	12	.	.	PUNCT
cana-855	220	1	in	in	ADP
cana-855	220	2	2019	2019	NUM
cana-855	220	3	ieee	ieee	NOUN
cana-855	220	4	/	/	SYM
cana-855	220	5	acm	acm	PROPN
cana-855	220	6	international	international	ADJ
cana-855	220	7	conference	conference	NOUN
cana-855	220	8	on	on	ADP
cana-855	220	9	computer	computer	NOUN
cana-855	220	10	-	-	PUNCT
cana-855	220	11	aided	aid	VERB
cana-855	220	12	design	design	NOUN
cana-855	220	13	(	(	PUNCT
cana-855	220	14	iccad	iccad	ADJ
cana-855	220	15	)	)	PUNCT
cana-855	220	16	(	(	PUNCT
cana-855	220	17	pp	pp	X
cana-855	220	18	.	.	PUNCT
cana-855	221	1	1	1	NUM
cana-855	221	2	-	-	SYM
cana-855	221	3	8)	8)	NUM
cana-855	221	4	.	.	PUNCT
cana-855	221	5	ieee	ieee	NOUN
cana-855	221	6	.	.	PUNCT
cana-855	222	1	[	[	X
cana-855	222	2	2	2	NUM
cana-855	222	3	]	]	X
cana-855	222	4	chen	chen	PROPN
cana-855	222	5	,	,	PUNCT
cana-855	222	6	y.	y.	PROPN
cana-855	222	7	,	,	PUNCT
cana-855	222	8	xie	xie	PROPN
cana-855	222	9	,	,	PUNCT
cana-855	222	10	y.	y.	PROPN
cana-855	222	11	,	,	PUNCT
cana-855	222	12	song	song	NOUN
cana-855	222	13	,	,	PUNCT
cana-855	222	14	l.	l.	PROPN
cana-855	222	15	,	,	PUNCT
cana-855	222	16	chen	chen	PROPN
cana-855	222	17	,	,	PUNCT
cana-855	222	18	f.	f.	PROPN
cana-855	222	19	,	,	PUNCT
cana-855	222	20	&	&	CCONJ
cana-855	222	21	tang	tang	PROPN
cana-855	222	22	,	,	PUNCT
cana-855	222	23	t.	t.	PROPN
cana-855	222	24	(	(	PUNCT
cana-855	222	25	2020	2020	NUM
cana-855	222	26	)	)	PUNCT
cana-855	222	27	.	.	PUNCT
cana-855	223	1	a	a	DET
cana-855	223	2	survey	survey	NOUN
cana-855	223	3	of	of	ADP
cana-855	223	4	accelerator	accelerator	NOUN
cana-855	223	5	architectures	architecture	NOUN
cana-855	223	6	for	for	ADP
cana-855	223	7	deep	deep	ADJ
cana-855	223	8	neural	neural	ADJ
cana-855	223	9	networks	network	NOUN
cana-855	223	10	.	.	PUNCT
cana-855	224	1	engineering	engineering	NOUN
cana-855	224	2	,	,	PUNCT
cana-855	224	3	6(3	6(3	NUM
cana-855	224	4	)	)	PUNCT
cana-855	224	5	,	,	PUNCT
cana-855	224	6	264	264	NUM
cana-855	224	7	-	-	SYM
cana-855	224	8	274	274	NUM
cana-855	224	9	.	.	PUNCT
cana-855	225	1	[	[	X
cana-855	225	2	3	3	NUM
cana-855	225	3	]	]	X
cana-855	225	4	cohen	cohen	PROPN
cana-855	225	5	,	,	PUNCT
cana-855	225	6	s.	s.	PROPN
cana-855	225	7	l.	l.	PROPN
cana-855	225	8	,	,	PUNCT
cana-855	225	9	bingham	bingham	PROPN
cana-855	225	10	,	,	PUNCT
cana-855	225	11	c.	c.	PROPN
cana-855	225	12	b.	b.	PROPN
cana-855	225	13	,	,	PUNCT
cana-855	225	14	&	&	CCONJ
cana-855	225	15	hallen	hallen	PROPN
cana-855	225	16	,	,	PUNCT
cana-855	225	17	b.	b.	PROPN
cana-855	225	18	l.	l.	PROPN
cana-855	225	19	(	(	PUNCT
cana-855	225	20	2019	2019	NUM
cana-855	225	21	)	)	PUNCT
cana-855	225	22	.	.	PUNCT
cana-855	226	1	the	the	DET
cana-855	226	2	role	role	NOUN
cana-855	226	3	of	of	ADP
cana-855	226	4	accelerator	accelerator	NOUN
cana-855	226	5	designs	design	NOUN
cana-855	226	6	in	in	ADP
cana-855	226	7	mitigating	mitigate	VERB
cana-855	226	8	bounded	bounded	ADJ
cana-855	226	9	rationality	rationality	NOUN
cana-855	226	10	in	in	ADP
cana-855	226	11	new	new	ADJ
cana-855	226	12	ventures	venture	NOUN
cana-855	226	13	.	.	PUNCT
cana-855	227	1	administrative	administrative	ADJ
cana-855	227	2	science	science	PROPN
cana-855	227	3	quarterly	quarterly	ADV
cana-855	227	4	,	,	PUNCT
cana-855	227	5	64(4	64(4	NUM
cana-855	227	6	)	)	PUNCT
cana-855	227	7	,	,	PUNCT
cana-855	227	8	810	810	NUM
cana-855	227	9	-	-	SYM
cana-855	227	10	854	854	NUM
cana-855	227	11	.	.	PUNCT
cana-855	228	1	[	[	X
cana-855	228	2	4	4	NUM
cana-855	228	3	]	]	X
cana-855	228	4	cohen	cohen	PROPN
cana-855	228	5	,	,	PUNCT
cana-855	228	6	s.	s.	PROPN
cana-855	228	7	,	,	PUNCT
cana-855	228	8	fehder	fehder	PROPN
cana-855	228	9	,	,	PUNCT
cana-855	228	10	d.	d.	PROPN
cana-855	228	11	c.	c.	PROPN
cana-855	228	12	,	,	PUNCT
cana-855	228	13	hochberg	hochberg	PROPN
cana-855	228	14	,	,	PUNCT
cana-855	228	15	y.	y.	PROPN
cana-855	228	16	v.	v.	PROPN
cana-855	228	17	,	,	PUNCT
cana-855	228	18	&	&	CCONJ
cana-855	228	19	murray	murray	PROPN
cana-855	228	20	,	,	PUNCT
cana-855	228	21	f.	f.	PROPN
cana-855	228	22	(	(	PUNCT
cana-855	228	23	2019	2019	NUM
cana-855	228	24	)	)	PUNCT
cana-855	228	25	.	.	PUNCT
cana-855	229	1	the	the	DET
cana-855	229	2	design	design	NOUN
cana-855	229	3	of	of	ADP
cana-855	229	4	startup	startup	NOUN
cana-855	229	5	accelerators	accelerator	NOUN
cana-855	229	6	.	.	PUNCT
cana-855	230	1	research	research	NOUN
cana-855	230	2	policy	policy	NOUN
cana-855	230	3	,	,	PUNCT
cana-855	230	4	48(7	48(7	NUM
cana-855	230	5	)	)	PUNCT
cana-855	230	6	,	,	PUNCT
cana-855	230	7	1781	1781	NUM
cana-855	230	8	-	-	SYM
cana-855	230	9	1797	1797	NUM
cana-855	230	10	.	.	PUNCT
cana-855	231	1	[	[	X
cana-855	231	2	5	5	NUM
cana-855	231	3	]	]	X
cana-855	231	4	parashar	parashar	NOUN
cana-855	231	5	,	,	PUNCT
cana-855	231	6	a.	a.	PROPN
cana-855	231	7	,	,	PUNCT
cana-855	231	8	raina	raina	PROPN
cana-855	231	9	,	,	PUNCT
cana-855	231	10	p.	p.	PROPN
cana-855	231	11	,	,	PUNCT
cana-855	231	12	shao	shao	PROPN
cana-855	231	13	,	,	PUNCT
cana-855	231	14	y.	y.	PROPN
cana-855	231	15	s.	s.	PROPN
cana-855	231	16	,	,	PUNCT
cana-855	231	17	chen	chen	PROPN
cana-855	231	18	,	,	PUNCT
cana-855	231	19	y.	y.	PROPN
cana-855	231	20	h.	h.	PROPN
cana-855	231	21	,	,	PUNCT
cana-855	231	22	ying	ying	PROPN
cana-855	231	23	,	,	PUNCT
cana-855	231	24	v.	v.	PROPN
cana-855	231	25	a.	a.	NOUN
cana-855	231	26	,	,	PUNCT
cana-855	231	27	mukkara	mukkara	PROPN
cana-855	231	28	,	,	PUNCT
cana-855	231	29	a.	a.	NOUN
cana-855	231	30	,	,	PUNCT
cana-855	231	31	...	...	PUNCT
cana-855	231	32	&	&	CCONJ
cana-855	231	33	emer	emer	PROPN
cana-855	231	34	,	,	PUNCT
cana-855	231	35	j.	j.	PROPN
cana-855	231	36	(	(	PUNCT
cana-855	231	37	2019	2019	NUM
cana-855	231	38	,	,	PUNCT
cana-855	231	39	march	march	PROPN
cana-855	231	40	)	)	PUNCT
cana-855	231	41	.	.	PUNCT
cana-855	232	1	timeloop	timeloop	NOUN
cana-855	232	2	:	:	PUNCT
cana-855	232	3	a	a	DET
cana-855	232	4	systematic	systematic	ADJ
cana-855	232	5	approach	approach	NOUN
cana-855	232	6	to	to	ADP
cana-855	232	7	dnn	dnn	PROPN
cana-855	232	8	accelerator	accelerator	PROPN
cana-855	232	9	evaluation	evaluation	NOUN
cana-855	232	10	.	.	PUNCT
cana-855	233	1	in	in	ADP
cana-855	233	2	2019	2019	NUM
cana-855	233	3	ieee	ieee	NOUN
cana-855	233	4	international	international	ADJ
cana-855	233	5	symposium	symposium	NOUN
cana-855	233	6	on	on	ADP
cana-855	233	7	performance	performance	NOUN
cana-855	233	8	analysis	analysis	NOUN
cana-855	233	9	of	of	ADP
cana-855	233	10	systems	system	NOUN
cana-855	233	11	and	and	CCONJ
cana-855	233	12	software	software	NOUN
cana-855	233	13	(	(	PUNCT
cana-855	233	14	ispass	ispass	NOUN
cana-855	233	15	)	)	PUNCT
cana-855	233	16	(	(	PUNCT
cana-855	233	17	pp	pp	X
cana-855	233	18	.	.	PUNCT
cana-855	234	1	304	304	NUM
cana-855	234	2	-	-	SYM
cana-855	234	3	315	315	NUM
cana-855	234	4	)	)	PUNCT
cana-855	234	5	.	.	PUNCT
cana-855	235	1	ieee	ieee	NOUN
cana-855	235	2	.	.	PUNCT
cana-855	236	1	[	[	X
cana-855	236	2	6	6	NUM
cana-855	236	3	]	]	X
cana-855	236	4	yan	yan	PROPN
cana-855	236	5	,	,	PUNCT
cana-855	236	6	m.	m.	NOUN
cana-855	236	7	,	,	PUNCT
cana-855	236	8	deng	deng	PROPN
cana-855	236	9	,	,	PUNCT
cana-855	236	10	l.	l.	PROPN
cana-855	236	11	,	,	PUNCT
cana-855	236	12	hu	hu	PROPN
cana-855	236	13	,	,	PUNCT
cana-855	236	14	x.	x.	PROPN
cana-855	236	15	,	,	PUNCT
cana-855	236	16	liang	liang	PROPN
cana-855	236	17	,	,	PUNCT
cana-855	236	18	l.	l.	PROPN
cana-855	236	19	,	,	PUNCT
cana-855	236	20	feng	feng	PROPN
cana-855	236	21	,	,	PUNCT
cana-855	236	22	y.	y.	PROPN
cana-855	236	23	,	,	PUNCT
cana-855	236	24	ye	ye	PRON
cana-855	236	25	,	,	PUNCT
cana-855	236	26	x.	x.	NOUN
cana-855	236	27	,	,	PUNCT
cana-855	236	28	...	...	PUNCT
cana-855	236	29	&	&	CCONJ
cana-855	236	30	xie	xie	PROPN
cana-855	236	31	,	,	PUNCT
cana-855	236	32	y.	y.	PROPN
cana-855	236	33	(	(	PUNCT
cana-855	236	34	2020	2020	NUM
cana-855	236	35	,	,	PUNCT
cana-855	236	36	february	february	PROPN
cana-855	236	37	)	)	PUNCT
cana-855	236	38	.	.	PUNCT
cana-855	237	1	hygcn	hygcn	PROPN
cana-855	237	2	:	:	PUNCT
cana-855	238	1	a	a	DET
cana-855	238	2	gcn	gcn	NOUN
cana-855	238	3	accelerator	accelerator	NOUN
cana-855	238	4	with	with	ADP
cana-855	238	5	hybrid	hybrid	ADJ
cana-855	238	6	architecture	architecture	NOUN
cana-855	238	7	.	.	PUNCT
cana-855	239	1	in	in	ADP
cana-855	239	2	2020	2020	NUM
cana-855	239	3	ieee	ieee	NOUN
cana-855	239	4	international	international	ADJ
cana-855	239	5	symposium	symposium	NOUN
cana-855	239	6	on	on	ADP
cana-855	239	7	high	high	ADJ
cana-855	239	8	performance	performance	NOUN
cana-855	239	9	computer	computer	NOUN
cana-855	239	10	architecture	architecture	NOUN
cana-855	239	11	(	(	PUNCT
cana-855	239	12	hpca	hpca	NOUN
cana-855	239	13	)	)	PUNCT
cana-855	239	14	(	(	PUNCT
cana-855	239	15	pp	pp	X
cana-855	239	16	.	.	PUNCT
cana-855	240	1	15	15	NUM
cana-855	240	2	-	-	SYM
cana-855	240	3	29	29	NUM
cana-855	240	4	)	)	PUNCT
cana-855	240	5	.	.	PUNCT
cana-855	241	1	ieee	ieee	PROPN
cana-855	241	2	.	.	PUNCT
cana-855	242	1	[	[	X
cana-855	242	2	7	7	NUM
cana-855	242	3	]	]	X
cana-855	242	4	peng	peng	PROPN
cana-855	242	5	,	,	PUNCT
cana-855	242	6	x.	x.	PROPN
cana-855	242	7	,	,	PUNCT
cana-855	242	8	huang	huang	PROPN
cana-855	242	9	,	,	PUNCT
cana-855	242	10	s.	s.	PROPN
cana-855	242	11	,	,	PUNCT
cana-855	242	12	luo	luo	PROPN
cana-855	242	13	,	,	PUNCT
cana-855	242	14	y.	y.	PROPN
cana-855	242	15	,	,	PUNCT
cana-855	242	16	sun	sun	PROPN
cana-855	242	17	,	,	PUNCT
cana-855	242	18	x.	x.	PROPN
cana-855	242	19	,	,	PUNCT
cana-855	242	20	&	&	CCONJ
cana-855	242	21	yu	yu	PROPN
cana-855	242	22	,	,	PUNCT
cana-855	242	23	s.	s.	PROPN
cana-855	242	24	(	(	PUNCT
cana-855	242	25	2019	2019	NUM
cana-855	242	26	,	,	PUNCT
cana-855	242	27	december	december	PROPN
cana-855	242	28	)	)	PUNCT
cana-855	242	29	.	.	PUNCT
cana-855	243	1	dnn+	dnn+	PROPN
cana-855	243	2	neurosim	neurosim	PROPN
cana-855	243	3	:	:	PUNCT
cana-855	243	4	an	an	DET
cana-855	243	5	end	end	NOUN
cana-855	243	6	-	-	PUNCT
cana-855	243	7	to	to	ADP
cana-855	243	8	-	-	PUNCT
cana-855	243	9	end	end	NOUN
cana-855	243	10	benchmarking	benchmarke	VERB
cana-855	243	11	framework	framework	NOUN
cana-855	243	12	for	for	ADP
cana-855	243	13	compute	compute	NOUN
cana-855	243	14	-	-	PUNCT
cana-855	243	15	in	in	ADP
cana-855	243	16	-	-	PUNCT
cana-855	243	17	memory	memory	NOUN
cana-855	243	18	accelerators	accelerator	NOUN
cana-855	243	19	with	with	ADP
cana-855	243	20	versatile	versatile	ADJ
cana-855	243	21	device	device	NOUN
cana-855	243	22	technologies	technology	NOUN
cana-855	243	23	.	.	PUNCT
cana-855	244	1	in	in	ADP
cana-855	244	2	2019	2019	NUM
cana-855	244	3	ieee	ieee	NOUN
cana-855	244	4	international	international	ADJ
cana-855	244	5	electron	electron	NOUN
cana-855	244	6	devices	device	NOUN
cana-855	244	7	meeting	meeting	NOUN
cana-855	244	8	(	(	PUNCT
cana-855	244	9	iedm	iedm	NOUN
cana-855	244	10	)	)	PUNCT
cana-855	244	11	(	(	PUNCT
cana-855	244	12	pp	pp	ADJ
cana-855	244	13	.	.	PUNCT
cana-855	245	1	32	32	NUM
cana-855	245	2	-	-	SYM
cana-855	245	3	5	5	NUM
cana-855	245	4	)	)	PUNCT
cana-855	245	5	.	.	PUNCT
cana-855	246	1	ieee	ieee	NOUN
cana-855	246	2	.	.	PUNCT
cana-855	247	1	[	[	X
cana-855	247	2	8	8	NUM
cana-855	247	3	]	]	X
cana-855	247	4	sapra	sapra	PROPN
cana-855	247	5	,	,	PUNCT
cana-855	247	6	n.	n.	PROPN
cana-855	247	7	v.	v.	PROPN
cana-855	247	8	,	,	PUNCT
cana-855	247	9	yang	yang	PROPN
cana-855	247	10	,	,	PUNCT
cana-855	247	11	k.	k.	PROPN
cana-855	247	12	y.	y.	PROPN
cana-855	247	13	,	,	PUNCT
cana-855	247	14	vercruysse	vercruysse	PROPN
cana-855	247	15	,	,	PUNCT
cana-855	247	16	d.	d.	PROPN
cana-855	247	17	,	,	PUNCT
cana-855	247	18	leedle	leedle	PROPN
cana-855	247	19	,	,	PUNCT
cana-855	247	20	k.	k.	PROPN
cana-855	247	21	j.	j.	PROPN
cana-855	247	22	,	,	PUNCT
cana-855	247	23	black	black	PROPN
cana-855	247	24	,	,	PUNCT
cana-855	247	25	d.	d.	PROPN
cana-855	247	26	s.	s.	PROPN
cana-855	247	27	,	,	PUNCT
cana-855	247	28	england	england	PROPN
cana-855	247	29	,	,	PUNCT
cana-855	247	30	r.	r.	PROPN
cana-855	247	31	j.	j.	PROPN
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cana-855	247	33	...	...	PUNCT
cana-855	247	34	&	&	CCONJ
cana-855	247	35	vučković	vučković	PROPN
cana-855	247	36	,	,	PUNCT
cana-855	247	37	j.	j.	PROPN
cana-855	247	38	(	(	PUNCT
cana-855	247	39	2020	2020	NUM
cana-855	247	40	)	)	PUNCT
cana-855	247	41	.	.	PUNCT
cana-855	248	1	on	on	ADP
cana-855	248	2	-	-	PUNCT
cana-855	248	3	chip	chip	NOUN
cana-855	248	4	integrated	integrate	VERB
cana-855	248	5	laser	laser	NOUN
cana-855	248	6	-	-	PUNCT
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cana-855	248	8	particle	particle	NOUN
cana-855	248	9	accelerator	accelerator	NOUN
cana-855	248	10	.	.	PUNCT
cana-855	249	1	science	science	NOUN
cana-855	249	2	,	,	PUNCT
cana-855	249	3	367(6473	367(6473	NUM
cana-855	249	4	)	)	PUNCT
cana-855	249	5	,	,	PUNCT
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cana-855	249	7	-	-	SYM
cana-855	249	8	83	83	NUM
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cana-855	250	1	[	[	X
cana-855	250	2	9	9	NUM
cana-855	250	3	]	]	X
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cana-855	250	5	,	,	PUNCT
cana-855	250	6	v.	v.	INTJ
cana-855	250	7	,	,	PUNCT
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cana-855	250	29	&	&	CCONJ
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cana-855	250	35	)	)	PUNCT
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cana-855	253	11	,	,	PUNCT
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cana-855	253	18	l.	l.	PROPN
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cana-855	253	20	&	&	CCONJ
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cana-855	253	22	,	,	PUNCT
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cana-855	253	24	(	(	PUNCT
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cana-855	253	26	)	)	PUNCT
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cana-855	253	29	compression	compression	NOUN
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cana-855	253	31	hardware	hardware	NOUN
cana-855	253	32	acceleration	acceleration	NOUN
cana-855	253	33	for	for	ADP
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cana-855	253	35	networks	network	NOUN
cana-855	253	36	:	:	PUNCT
cana-855	253	37	a	a	DET
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cana-855	253	39	survey	survey	NOUN
cana-855	253	40	.	.	PUNCT
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cana-855	254	10	-	-	SYM
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