id	sid	tid	token	lemma	pos
cana-1218	1	1	communications	communication	NOUN
cana-1218	1	2	on	on	ADP
cana-1218	1	3	applied	apply	VERB
cana-1218	1	4	nonlinear	nonlinear	ADJ
cana-1218	1	5	analysis	analysis	NOUN
cana-1218	1	6	issn	issn	NOUN
cana-1218	1	7	:	:	PUNCT
cana-1218	1	8	1074	1074	NUM
cana-1218	1	9	-	-	PUNCT
cana-1218	1	10	133x	133x	NUM
cana-1218	1	11	vol	vol	NOUN
cana-1218	1	12	31	31	NUM
cana-1218	1	13	no	no	NOUN
cana-1218	1	14	.	.	PUNCT
cana-1218	2	1	6s	6s	NUM
cana-1218	2	2	(	(	PUNCT
cana-1218	2	3	2024	2024	NUM
cana-1218	2	4	)	)	PUNCT
cana-1218	2	5	233	233	NUM
cana-1218	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	2	7	nonlinear	nonlinear	ADJ
cana-1218	2	8	dynamics	dynamic	NOUN
cana-1218	2	9	in	in	ADP
cana-1218	2	10	distributed	distribute	VERB
cana-1218	2	11	ledger	ledger	NOUN
cana-1218	2	12	blockchain	blockchain	NOUN
cana-1218	2	13	and	and	CCONJ
cana-1218	2	14	analysis	analysis	NOUN
cana-1218	2	15	using	use	VERB
cana-1218	2	16	statistical	statistical	ADJ
cana-1218	2	17	perspective	perspective	NOUN
cana-1218	2	18	purnendu	purnendu	NOUN
cana-1218	2	19	bikash	bikash	PROPN
cana-1218	2	20	acharjee1	acharjee1	PROPN
cana-1218	2	21	,	,	PUNCT
cana-1218	2	22	g	g	PROPN
cana-1218	2	23	purushothaman2	purushothaman2	PROPN
cana-1218	2	24	,	,	PUNCT
cana-1218	2	25	bindu	bindu	PROPN
cana-1218	2	26	kolappa	kolappa	PROPN
cana-1218	2	27	pillai	pillai	PROPN
cana-1218	2	28	vijayammal3	vijayammal3	PROPN
cana-1218	2	29	,	,	PUNCT
cana-1218	2	30	vijay	vijay	NOUN
cana-1218	2	31	kumar	kumar	PROPN
cana-1218	2	32	dwivedi4	dwivedi4	PROPN
cana-1218	2	33	,	,	PUNCT
cana-1218	2	34	shuchi	shuchi	NOUN
cana-1218	2	35	gupta5	gupta5	PROPN
cana-1218	2	36	,	,	PUNCT
cana-1218	2	37	k	k	X
cana-1218	2	38	akalyadevi6	akalyadevi6	X
cana-1218	3	1	1associate	1associate	NUM
cana-1218	3	2	professor	professor	NOUN
cana-1218	3	3	,	,	PUNCT
cana-1218	3	4	department	department	NOUN
cana-1218	3	5	of	of	ADP
cana-1218	3	6	computer	computer	NOUN
cana-1218	3	7	science	science	NOUN
cana-1218	3	8	,	,	PUNCT
cana-1218	3	9	christ	christ	PROPN
cana-1218	3	10	university	university	PROPN
cana-1218	3	11	bangaluru	bangaluru	PROPN
cana-1218	3	12	,	,	PUNCT
cana-1218	3	13	karnataka	karnataka	PROPN
cana-1218	3	14	,	,	PUNCT
cana-1218	3	15	india	india	PROPN
cana-1218	3	16	.	.	PUNCT
cana-1218	3	17	pbacharyaa@gmail.com	pbacharyaa@gmail.com	X
cana-1218	4	1	2associate	2associate	NUM
cana-1218	4	2	professor	professor	NOUN
cana-1218	4	3	,	,	PUNCT
cana-1218	4	4	department	department	NOUN
cana-1218	4	5	of	of	ADP
cana-1218	4	6	mathematics	mathematics	PROPN
cana-1218	4	7	,	,	PUNCT
cana-1218	4	8	st	st	PROPN
cana-1218	4	9	.	.	PROPN
cana-1218	4	10	joseph	joseph	PROPN
cana-1218	4	11	's	's	PART
cana-1218	4	12	college	college	PROPN
cana-1218	4	13	of	of	ADP
cana-1218	4	14	engineering	engineering	NOUN
cana-1218	4	15	,	,	PUNCT
cana-1218	4	16	chennai	chennai	PROPN
cana-1218	4	17	,	,	PUNCT
cana-1218	4	18	tamilnadu	tamilnadu	NOUN
cana-1218	4	19	,	,	PUNCT
cana-1218	4	20	india	india	PROPN
cana-1218	4	21	.	.	PUNCT
cana-1218	5	1	gpmanphd@gmail.com	gpmanphd@gmail.com	X
cana-1218	6	1	3assistant	3assistant	NUM
cana-1218	6	2	professor	professor	NOUN
cana-1218	6	3	,	,	PUNCT
cana-1218	6	4	department	department	NOUN
cana-1218	6	5	of	of	ADP
cana-1218	6	6	science	science	NOUN
cana-1218	6	7	and	and	CCONJ
cana-1218	6	8	humanities	humanity	NOUN
cana-1218	6	9	(	(	PUNCT
cana-1218	6	10	general	general	ADJ
cana-1218	6	11	engineering	engineering	NOUN
cana-1218	6	12	division	division	NOUN
cana-1218	6	13	)	)	PUNCT
cana-1218	6	14	,	,	PUNCT
cana-1218	6	15	r.m.k	r.m.k	NOUN
cana-1218	6	16	.	.	PUNCT
cana-1218	6	17	college	college	NOUN
cana-1218	6	18	of	of	ADP
cana-1218	6	19	engineering	engineering	NOUN
cana-1218	6	20	and	and	CCONJ
cana-1218	6	21	technology	technology	NOUN
cana-1218	6	22	,	,	PUNCT
cana-1218	6	23	puduvoyal	puduvoyal	NOUN
cana-1218	6	24	,	,	PUNCT
cana-1218	6	25	india	india	PROPN
cana-1218	6	26	.	.	PUNCT
cana-1218	7	1	bindu@rmkcet.ac.in	bindu@rmkcet.ac.in	X
cana-1218	7	2	4assistant	4assistant	NUM
cana-1218	7	3	professor	professor	NOUN
cana-1218	7	4	,	,	PUNCT
cana-1218	7	5	department	department	NOUN
cana-1218	7	6	of	of	ADP
cana-1218	7	7	mathematics	mathematic	NOUN
cana-1218	7	8	,	,	PUNCT
cana-1218	7	9	vishwavidyalaya	vishwavidyalaya	NOUN
cana-1218	7	10	engineering	engineering	NOUN
cana-1218	7	11	college	college	PROPN
cana-1218	7	12	,	,	PUNCT
cana-1218	7	13	ambikapur	ambikapur	NOUN
cana-1218	7	14	,	,	PUNCT
cana-1218	7	15	surguja	surguja	NOUN
cana-1218	7	16	(	(	PUNCT
cana-1218	7	17	c.g	c.g	PROPN
cana-1218	7	18	.	.	PROPN
cana-1218	7	19	)	)	PUNCT
cana-1218	8	1	india	india	PROPN
cana-1218	8	2	.	.	PUNCT
cana-1218	8	3	dwivedi.vk69@gmail.com	dwivedi.vk69@gmail.com	X
cana-1218	9	1	5associate	5associate	NUM
cana-1218	9	2	professor	professor	NOUN
cana-1218	9	3	,	,	PUNCT
cana-1218	9	4	department	department	NOUN
cana-1218	9	5	of	of	ADP
cana-1218	9	6	accounting	accounting	PROPN
cana-1218	9	7	,	,	PUNCT
cana-1218	9	8	college	college	NOUN
cana-1218	9	9	of	of	ADP
cana-1218	9	10	business	business	PROPN
cana-1218	9	11	administration	administration	PROPN
cana-1218	9	12	,	,	PUNCT
cana-1218	9	13	university	university	NOUN
cana-1218	9	14	of	of	ADP
cana-1218	9	15	hail	hail	NOUN
cana-1218	9	16	,	,	PUNCT
cana-1218	9	17	saudi	saudi	PROPN
cana-1218	9	18	arabia	arabia	PROPN
cana-1218	9	19	.	.	PUNCT
cana-1218	10	1	gupta.shuchi5@gmail.com	gupta.shuchi5@gmail.com	X
cana-1218	11	1	6assistant	6assistant	NUM
cana-1218	11	2	professor	professor	NOUN
cana-1218	11	3	,	,	PUNCT
cana-1218	11	4	department	department	NOUN
cana-1218	11	5	of	of	ADP
cana-1218	11	6	mathematics	mathematic	NOUN
cana-1218	11	7	,	,	PUNCT
cana-1218	11	8	bannari	bannari	PROPN
cana-1218	11	9	amman	amman	PROPN
cana-1218	11	10	institute	institute	PROPN
cana-1218	11	11	of	of	ADP
cana-1218	11	12	technology	technology	PROPN
cana-1218	11	13	,	,	PUNCT
cana-1218	11	14	sathyamangalam	sathyamangalam	PROPN
cana-1218	11	15	,	,	PUNCT
cana-1218	11	16	erode	erode	PROPN
cana-1218	11	17	,	,	PUNCT
cana-1218	11	18	india	india	PROPN
cana-1218	11	19	.	.	PUNCT
cana-1218	12	1	akalyadevi@bitsathy.ac.in	akalyadevi@bitsathy.ac.in	PROPN
cana-1218	12	2	article	article	NOUN
cana-1218	12	3	history	history	NOUN
cana-1218	12	4	:	:	PUNCT
cana-1218	12	5	received	receive	VERB
cana-1218	12	6	:	:	PUNCT
cana-1218	12	7	30	30	NUM
cana-1218	12	8	-	-	SYM
cana-1218	12	9	05	05	NUM
cana-1218	12	10	-	-	PUNCT
cana-1218	12	11	2024	2024	NUM
cana-1218	12	12	revised	revise	VERB
cana-1218	12	13	:	:	PUNCT
cana-1218	12	14	01	01	NUM
cana-1218	12	15	-	-	PUNCT
cana-1218	12	16	07	07	NUM
cana-1218	12	17	-	-	PUNCT
cana-1218	12	18	2024	2024	NUM
cana-1218	12	19	accepted	accept	VERB
cana-1218	12	20	:	:	PUNCT
cana-1218	12	21	21	21	NUM
cana-1218	12	22	-	-	SYM
cana-1218	12	23	07	07	NUM
cana-1218	12	24	-	-	PUNCT
cana-1218	12	25	2024	2024	NUM
cana-1218	12	26	abstract	abstract	NOUN
cana-1218	12	27	:	:	PUNCT
cana-1218	12	28	more	more	ADJ
cana-1218	12	29	and	and	CCONJ
cana-1218	12	30	more	more	ADJ
cana-1218	12	31	in	in	ADP
cana-1218	12	32	healthcare	healthcare	PROPN
cana-1218	12	33	is	be	AUX
cana-1218	12	34	blockchain	blockchain	PROPN
cana-1218	12	35	technology	technology	PROPN
cana-1218	12	36	applied	apply	VERB
cana-1218	12	37	for	for	ADP
cana-1218	12	38	safe	safe	ADJ
cana-1218	12	39	and	and	CCONJ
cana-1218	12	40	open	open	ADJ
cana-1218	12	41	data	datum	NOUN
cana-1218	12	42	storage	storage	NOUN
cana-1218	12	43	.	.	PUNCT
cana-1218	13	1	still	still	ADV
cana-1218	13	2	,	,	PUNCT
cana-1218	13	3	it	it	PRON
cana-1218	13	4	is	be	AUX
cana-1218	13	5	understudied	understudied	ADJ
cana-1218	13	6	how	how	SCONJ
cana-1218	13	7	deeply	deeply	ADV
cana-1218	13	8	regression	regression	VERB
cana-1218	13	9	analysis	analysis	NOUN
cana-1218	13	10	combined	combine	VERB
cana-1218	13	11	with	with	ADP
cana-1218	13	12	nonlinear	nonlinear	ADJ
cana-1218	13	13	dynamics	dynamic	NOUN
cana-1218	13	14	into	into	ADP
cana-1218	13	15	distributed	distribute	VERB
cana-1218	13	16	ledger	ledger	NOUN
cana-1218	13	17	systems	system	NOUN
cana-1218	13	18	performs	perform	VERB
cana-1218	13	19	.	.	PUNCT
cana-1218	14	1	this	this	DET
cana-1218	14	2	kind	kind	NOUN
cana-1218	14	3	of	of	ADP
cana-1218	14	4	approach	approach	NOUN
cana-1218	14	5	may	may	AUX
cana-1218	14	6	help	help	VERB
cana-1218	14	7	to	to	PART
cana-1218	14	8	increase	increase	VERB
cana-1218	14	9	data	datum	NOUN
cana-1218	14	10	transfer	transfer	NOUN
cana-1218	14	11	efficiency	efficiency	NOUN
cana-1218	14	12	and	and	CCONJ
cana-1218	14	13	help	help	VERB
cana-1218	14	14	storage	storage	NOUN
cana-1218	14	15	management	management	NOUN
cana-1218	14	16	in	in	ADP
cana-1218	14	17	blockchain	blockchain	PROPN
cana-1218	14	18	systems	systems	PROPN
cana-1218	14	19	.	.	PUNCT
cana-1218	15	1	data	datum	NOUN
cana-1218	15	2	speed	speed	NOUN
cana-1218	15	3	and	and	CCONJ
cana-1218	15	4	storage	storage	NOUN
cana-1218	15	5	efficiency	efficiency	NOUN
cana-1218	15	6	restrictions	restriction	NOUN
cana-1218	15	7	make	make	VERB
cana-1218	15	8	current	current	ADJ
cana-1218	15	9	blockchain	blockchain	PROPN
cana-1218	15	10	systems	system	NOUN
cana-1218	15	11	difficult	difficult	ADJ
cana-1218	15	12	to	to	PART
cana-1218	15	13	handle	handle	VERB
cana-1218	15	14	for	for	ADP
cana-1218	15	15	large	large	ADJ
cana-1218	15	16	amounts	amount	NOUN
cana-1218	15	17	of	of	ADP
cana-1218	15	18	healthcare	healthcare	PROPN
cana-1218	15	19	data	data	PROPN
cana-1218	15	20	.	.	PUNCT
cana-1218	16	1	conventional	conventional	ADJ
cana-1218	16	2	methods	method	NOUN
cana-1218	16	3	find	find	VERB
cana-1218	16	4	poor	poor	ADJ
cana-1218	16	5	data	datum	NOUN
cana-1218	16	6	retrieval	retrieval	NOUN
cana-1218	16	7	and	and	CCONJ
cana-1218	16	8	transfer	transfer	VERB
cana-1218	16	9	due	due	ADP
cana-1218	16	10	to	to	ADP
cana-1218	16	11	the	the	DET
cana-1218	16	12	great	great	ADJ
cana-1218	16	13	complexity	complexity	NOUN
cana-1218	16	14	and	and	CCONJ
cana-1218	16	15	nonlinear	nonlinear	ADJ
cana-1218	16	16	characteristics	characteristic	NOUN
cana-1218	16	17	of	of	ADP
cana-1218	16	18	healthcare	healthcare	PROPN
cana-1218	16	19	data	datum	NOUN
cana-1218	16	20	.	.	PUNCT
cana-1218	17	1	combining	combine	VERB
cana-1218	17	2	nonlinear	nonlinear	ADJ
cana-1218	17	3	dynamics	dynamic	NOUN
cana-1218	17	4	with	with	ADP
cana-1218	17	5	deep	deep	ADJ
cana-1218	17	6	regression	regression	NOUN
cana-1218	17	7	analysis	analysis	NOUN
cana-1218	17	8	,	,	PUNCT
cana-1218	17	9	this	this	DET
cana-1218	17	10	paper	paper	NOUN
cana-1218	17	11	proposes	propose	VERB
cana-1218	17	12	a	a	DET
cana-1218	17	13	fresh	fresh	ADJ
cana-1218	17	14	approach	approach	NOUN
cana-1218	17	15	for	for	ADP
cana-1218	17	16	maximizing	maximize	VERB
cana-1218	17	17	data	data	NOUN
cana-1218	17	18	transfer	transfer	NOUN
cana-1218	17	19	and	and	CCONJ
cana-1218	17	20	storage	storage	NOUN
cana-1218	17	21	in	in	ADP
cana-1218	17	22	blockchain	blockchain	PROPN
cana-1218	17	23	systems	system	NOUN
cana-1218	17	24	.	.	PUNCT
cana-1218	18	1	inspired	inspire	VERB
cana-1218	18	2	by	by	ADP
cana-1218	18	3	nonlinear	nonlinear	ADJ
cana-1218	18	4	dynamics	dynamic	NOUN
cana-1218	18	5	ideas	idea	NOUN
cana-1218	18	6	,	,	PUNCT
cana-1218	18	7	a	a	DET
cana-1218	18	8	deep	deep	ADJ
cana-1218	18	9	regression	regression	NOUN
cana-1218	18	10	model	model	NOUN
cana-1218	18	11	aimed	aim	VERB
cana-1218	18	12	at	at	ADP
cana-1218	18	13	maximizing	maximize	VERB
cana-1218	18	14	block	block	NOUN
cana-1218	18	15	storage	storage	NOUN
cana-1218	18	16	and	and	CCONJ
cana-1218	18	17	forecast	forecast	NOUN
cana-1218	18	18	data	datum	NOUN
cana-1218	18	19	transmission	transmission	NOUN
cana-1218	18	20	requirements	requirement	NOUN
cana-1218	18	21	was	be	AUX
cana-1218	18	22	assessed	assess	VERB
cana-1218	18	23	on	on	ADP
cana-1218	18	24	a	a	DET
cana-1218	18	25	simulated	simulate	VERB
cana-1218	18	26	healthcare	healthcare	NOUN
cana-1218	18	27	dataset	dataset	NOUN
cana-1218	18	28	using	use	VERB
cana-1218	18	29	a	a	DET
cana-1218	18	30	distributed	distribute	VERB
cana-1218	18	31	ledger	ledger	NOUN
cana-1218	18	32	system	system	NOUN
cana-1218	18	33	with	with	ADP
cana-1218	18	34	1,000	1,000	NUM
cana-1218	18	35	blocks	block	NOUN
cana-1218	18	36	and	and	CCONJ
cana-1218	18	37	a	a	DET
cana-1218	18	38	500	500	NUM
cana-1218	18	39	gb	gb	NOUN
cana-1218	18	40	total	total	ADJ
cana-1218	18	41	dataset	dataset	NOUN
cana-1218	18	42	size	size	NOUN
cana-1218	18	43	.	.	PUNCT
cana-1218	19	1	performance	performance	NOUN
cana-1218	19	2	criteria	criterion	NOUN
cana-1218	19	3	covered	cover	VERB
cana-1218	19	4	transmission	transmission	NOUN
cana-1218	19	5	efficiency	efficiency	NOUN
cana-1218	19	6	and	and	CCONJ
cana-1218	19	7	storage	storage	NOUN
cana-1218	19	8	consumption	consumption	NOUN
cana-1218	19	9	.	.	PUNCT
cana-1218	20	1	the	the	DET
cana-1218	20	2	proposed	propose	VERB
cana-1218	20	3	technique	technique	NOUN
cana-1218	20	4	improved	improve	VERB
cana-1218	20	5	data	data	NOUN
cana-1218	20	6	transmission	transmission	NOUN
cana-1218	20	7	efficiency	efficiency	NOUN
cana-1218	20	8	by	by	ADP
cana-1218	20	9	thirty	thirty	NUM
cana-1218	20	10	percent	percent	NOUN
cana-1218	20	11	over	over	ADP
cana-1218	20	12	current	current	ADJ
cana-1218	20	13	techniques	technique	NOUN
cana-1218	20	14	.	.	PUNCT
cana-1218	21	1	another	another	DET
cana-1218	21	2	clear	clear	ADJ
cana-1218	21	3	improvement	improvement	NOUN
cana-1218	21	4	was	be	AUX
cana-1218	21	5	using	use	VERB
cana-1218	21	6	storage	storage	NOUN
cana-1218	21	7	;	;	PUNCT
cana-1218	21	8	block	block	NOUN
cana-1218	21	9	size	size	NOUN
cana-1218	21	10	needs	need	NOUN
cana-1218	21	11	fell	fall	VERB
cana-1218	21	12	25	25	NUM
cana-1218	21	13	%	%	NOUN
cana-1218	21	14	.	.	PUNCT
cana-1218	22	1	the	the	DET
cana-1218	22	2	best	good	ADJ
cana-1218	22	3	model	model	NOUN
cana-1218	22	4	,	,	PUNCT
cana-1218	22	5	according	accord	VERB
cana-1218	22	6	to	to	ADP
cana-1218	22	7	numerical	numerical	ADJ
cana-1218	22	8	research	research	NOUN
cana-1218	22	9	,	,	PUNCT
cana-1218	22	10	lowered	lower	VERB
cana-1218	22	11	an	an	DET
cana-1218	22	12	average	average	ADJ
cana-1218	22	13	transmission	transmission	NOUN
cana-1218	22	14	time	time	NOUN
cana-1218	22	15	from	from	ADP
cana-1218	22	16	120	120	NUM
cana-1218	22	17	to	to	PART
cana-1218	22	18	84	84	NUM
cana-1218	22	19	minutes	minute	NOUN
cana-1218	22	20	and	and	CCONJ
cana-1218	22	21	storage	storage	NOUN
cana-1218	22	22	overhead	overhead	ADV
cana-1218	22	23	from	from	ADP
cana-1218	22	24	200	200	NUM
cana-1218	22	25	to	to	PART
cana-1218	22	26	150	150	NUM
cana-1218	22	27	gb	gb	NOUN
cana-1218	22	28	.	.	PUNCT
cana-1218	23	1	keywords	keyword	NOUN
cana-1218	23	2	:	:	PUNCT
cana-1218	23	3	nonlinear	nonlinear	ADJ
cana-1218	23	4	dynamics	dynamic	NOUN
cana-1218	23	5	,	,	PUNCT
cana-1218	23	6	deep	deep	ADJ
cana-1218	23	7	regression	regression	NOUN
cana-1218	23	8	analysis	analysis	NOUN
cana-1218	23	9	,	,	PUNCT
cana-1218	23	10	blockchain	blockchain	PROPN
cana-1218	23	11	technology	technology	PROPN
cana-1218	23	12	,	,	PUNCT
cana-1218	23	13	healthcare	healthcare	PROPN
cana-1218	23	14	data	data	PROPN
cana-1218	23	15	storage	storage	NOUN
cana-1218	23	16	,	,	PUNCT
cana-1218	23	17	data	data	NOUN
cana-1218	23	18	transmission	transmission	NOUN
cana-1218	23	19	optimization	optimization	NOUN
cana-1218	23	20	.	.	PUNCT
cana-1218	24	1	1	1	X
cana-1218	24	2	.	.	X
cana-1218	24	3	introduction	introduction	NOUN
cana-1218	24	4	distributed	distribute	VERB
cana-1218	24	5	ledger	ledger	NOUN
cana-1218	24	6	technology	technology	NOUN
cana-1218	24	7	(	(	PUNCT
cana-1218	24	8	dlt	dlt	PROPN
cana-1218	24	9	)	)	PUNCT
cana-1218	24	10	applied	apply	VERB
cana-1218	24	11	more	more	ADV
cana-1218	24	12	and	and	CCONJ
cana-1218	24	13	more	more	ADJ
cana-1218	24	14	for	for	ADP
cana-1218	24	15	numerous	numerous	ADJ
cana-1218	24	16	uses	use	NOUN
cana-1218	24	17	including	include	VERB
cana-1218	24	18	blockchain	blockchain	NOUN
cana-1218	24	19	—	—	PUNCT
cana-1218	24	20	is	be	AUX
cana-1218	24	21	driven	drive	VERB
cana-1218	24	22	by	by	ADP
cana-1218	24	23	its	its	PRON
cana-1218	24	24	distributed	distribute	VERB
cana-1218	24	25	and	and	CCONJ
cana-1218	24	26	immutable	immutable	ADJ
cana-1218	24	27	nature	nature	NOUN
cana-1218	24	28	.	.	PUNCT
cana-1218	25	1	it	it	PRON
cana-1218	25	2	provides	provide	VERB
cana-1218	25	3	data	datum	NOUN
cana-1218	25	4	storage	storage	NOUN
cana-1218	25	5	[	[	X
cana-1218	25	6	1	1	NUM
cana-1218	25	7	]	]	PUNCT
cana-1218	25	8	as	as	ADV
cana-1218	25	9	well	well	ADV
cana-1218	25	10	as	as	ADP
cana-1218	25	11	safe	safe	ADJ
cana-1218	25	12	and	and	CCONJ
cana-1218	25	13	unambiguous	unambiguous	ADJ
cana-1218	25	14	transaction	transaction	NOUN
cana-1218	25	15	methods	method	NOUN
cana-1218	25	16	.	.	PUNCT
cana-1218	26	1	in	in	ADP
cana-1218	26	2	healthcare	healthcare	PROPN
cana-1218	26	3	,	,	PUNCT
cana-1218	26	4	where	where	SCONJ
cana-1218	26	5	data	datum	NOUN
cana-1218	26	6	security	security	NOUN
cana-1218	26	7	and	and	CCONJ
cana-1218	26	8	accuracy	accuracy	NOUN
cana-1218	26	9	prevail	prevail	NOUN
cana-1218	26	10	,	,	PUNCT
cana-1218	26	11	dlt	dlt	PROPN
cana-1218	26	12	can	can	AUX
cana-1218	26	13	revolutionize	revolutionize	VERB
cana-1218	26	14	patient	patient	ADJ
cana-1218	26	15	information	information	NOUN
cana-1218	26	16	management	management	NOUN
cana-1218	26	17	so	so	ADV
cana-1218	26	18	guaranteeing	guarantee	VERB
cana-1218	26	19	integrity	integrity	NOUN
cana-1218	26	20	and	and	CCONJ
cana-1218	26	21	access	access	NOUN
cana-1218	26	22	[	[	X
cana-1218	26	23	2	2	NUM
cana-1218	26	24	]	]	PUNCT
cana-1218	26	25	.	.	PUNCT
cana-1218	27	1	communications	communication	NOUN
cana-1218	27	2	on	on	ADP
cana-1218	27	3	applied	apply	VERB
cana-1218	27	4	nonlinear	nonlinear	ADJ
cana-1218	27	5	analysis	analysis	NOUN
cana-1218	27	6	issn	issn	NOUN
cana-1218	27	7	:	:	PUNCT
cana-1218	27	8	1074	1074	NUM
cana-1218	27	9	-	-	PUNCT
cana-1218	27	10	133x	133x	NUM
cana-1218	27	11	vol	vol	NOUN
cana-1218	27	12	31	31	NUM
cana-1218	27	13	no	no	NOUN
cana-1218	27	14	.	.	PUNCT
cana-1218	28	1	6s	6s	NUM
cana-1218	28	2	(	(	PUNCT
cana-1218	28	3	2024	2024	NUM
cana-1218	28	4	)	)	PUNCT
cana-1218	28	5	234	234	NUM
cana-1218	28	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	28	7	major	major	ADJ
cana-1218	28	8	challenges	challenge	NOUN
cana-1218	28	9	do	do	AUX
cana-1218	28	10	arise	arise	VERB
cana-1218	28	11	in	in	ADP
cana-1218	28	12	managing	manage	VERB
cana-1218	28	13	and	and	CCONJ
cana-1218	28	14	optimizing	optimize	VERB
cana-1218	28	15	the	the	DET
cana-1218	28	16	transmission	transmission	NOUN
cana-1218	28	17	and	and	CCONJ
cana-1218	28	18	storage	storage	NOUN
cana-1218	28	19	capacity	capacity	NOUN
cana-1218	28	20	for	for	ADP
cana-1218	28	21	enormous	enormous	ADJ
cana-1218	28	22	volumes	volume	NOUN
cana-1218	28	23	of	of	ADP
cana-1218	28	24	medical	medical	ADJ
cana-1218	28	25	data	datum	NOUN
cana-1218	28	26	.	.	PUNCT
cana-1218	29	1	although	although	SCONJ
cana-1218	29	2	dlt	dlt	PROPN
cana-1218	29	3	has	have	VERB
cana-1218	29	4	many	many	ADJ
cana-1218	29	5	advantages	advantage	NOUN
cana-1218	29	6	,	,	PUNCT
cana-1218	29	7	several	several	ADJ
cana-1218	29	8	problems	problem	NOUN
cana-1218	29	9	prevent	prevent	VERB
cana-1218	29	10	its	its	PRON
cana-1218	29	11	general	general	ADJ
cana-1218	29	12	use	use	NOUN
cana-1218	29	13	in	in	ADP
cana-1218	29	14	the	the	DET
cana-1218	29	15	healthcare	healthcare	NOUN
cana-1218	29	16	sector	sector	NOUN
cana-1218	29	17	.	.	PUNCT
cana-1218	30	1	first	first	ADV
cana-1218	30	2	,	,	PUNCT
cana-1218	30	3	the	the	DET
cana-1218	30	4	great	great	ADJ
cana-1218	30	5	volume	volume	NOUN
cana-1218	30	6	of	of	ADP
cana-1218	30	7	data	datum	NOUN
cana-1218	30	8	produced	produce	VERB
cana-1218	30	9	by	by	ADP
cana-1218	30	10	modern	modern	ADJ
cana-1218	30	11	healthcare	healthcare	NOUN
cana-1218	30	12	systems	system	NOUN
cana-1218	30	13	calls	call	VERB
cana-1218	30	14	for	for	ADP
cana-1218	30	15	quick	quick	ADJ
cana-1218	30	16	transmission	transmission	NOUN
cana-1218	30	17	and	and	CCONJ
cana-1218	30	18	efficient	efficient	ADJ
cana-1218	30	19	storage	storage	NOUN
cana-1218	30	20	—	—	PUNCT
cana-1218	30	21	qualities	quality	NOUN
cana-1218	30	22	which	which	PRON
cana-1218	30	23	traditional	traditional	ADJ
cana-1218	30	24	blockchains	blockchain	NOUN
cana-1218	30	25	could	could	AUX
cana-1218	30	26	find	find	VERB
cana-1218	30	27	difficult	difficult	ADJ
cana-1218	30	28	to	to	PART
cana-1218	30	29	provide	provide	VERB
cana-1218	30	30	[	[	NOUN
cana-1218	30	31	3	3	NUM
cana-1218	30	32	]	]	PUNCT
cana-1218	30	33	.	.	PUNCT
cana-1218	31	1	second	second	ADJ
cana-1218	31	2	,	,	PUNCT
cana-1218	31	3	the	the	DET
cana-1218	31	4	dynamic	dynamic	ADJ
cana-1218	31	5	character	character	NOUN
cana-1218	31	6	of	of	ADP
cana-1218	31	7	healthcare	healthcare	PROPN
cana-1218	31	8	data	datum	NOUN
cana-1218	31	9	—	—	PUNCT
cana-1218	31	10	marked	mark	VERB
cana-1218	31	11	by	by	ADP
cana-1218	31	12	different	different	ADJ
cana-1218	31	13	data	datum	NOUN
cana-1218	31	14	loads	load	NOUN
cana-1218	31	15	and	and	CCONJ
cana-1218	31	16	transmission	transmission	NOUN
cana-1218	31	17	rates	rate	NOUN
cana-1218	31	18	—	—	PUNCT
cana-1218	31	19	makes	make	VERB
cana-1218	31	20	it	it	PRON
cana-1218	31	21	challenging	challenging	ADJ
cana-1218	31	22	to	to	PART
cana-1218	31	23	maximize	maximize	VERB
cana-1218	31	24	blockchain	blockchain	NOUN
cana-1218	31	25	parameters	parameter	NOUN
cana-1218	31	26	such	such	ADJ
cana-1218	31	27	block	block	NOUN
cana-1218	31	28	size	size	NOUN
cana-1218	31	29	and	and	CCONJ
cana-1218	31	30	transaction	transaction	NOUN
cana-1218	31	31	throughput	throughput	NOUN
cana-1218	32	1	[	[	X
cana-1218	32	2	4	4	NUM
cana-1218	32	3	]	]	PUNCT
cana-1218	32	4	.	.	PUNCT
cana-1218	33	1	third	third	ADJ
cana-1218	33	2	,	,	PUNCT
cana-1218	33	3	effective	effective	ADJ
cana-1218	33	4	data	datum	NOUN
cana-1218	33	5	compression	compression	NOUN
cana-1218	33	6	and	and	CCONJ
cana-1218	33	7	prediction	prediction	NOUN
cana-1218	33	8	of	of	ADP
cana-1218	33	9	storage	storage	NOUN
cana-1218	33	10	demand	demand	NOUN
cana-1218	33	11	complicated	complicate	VERB
cana-1218	33	12	nonlinear	nonlinear	ADJ
cana-1218	33	13	dynamics	dynamic	NOUN
cana-1218	33	14	not	not	PART
cana-1218	33	15	readily	readily	ADV
cana-1218	33	16	handled	handle	VERB
cana-1218	33	17	by	by	ADP
cana-1218	33	18	standard	standard	ADJ
cana-1218	33	19	approaches	approach	NOUN
cana-1218	33	20	[	[	X
cana-1218	33	21	5	5	NUM
cana-1218	33	22	]	]	PUNCT
cana-1218	33	23	.	.	PUNCT
cana-1218	34	1	especially	especially	ADV
cana-1218	34	2	for	for	ADP
cana-1218	34	3	healthcare	healthcare	NOUN
cana-1218	34	4	applications	application	NOUN
cana-1218	34	5	,	,	PUNCT
cana-1218	34	6	the	the	DET
cana-1218	34	7	key	key	ADJ
cana-1218	34	8	problem	problem	NOUN
cana-1218	34	9	fixed	fix	VERB
cana-1218	34	10	is	be	AUX
cana-1218	34	11	the	the	DET
cana-1218	34	12	inefficiencies	inefficiency	NOUN
cana-1218	34	13	in	in	ADP
cana-1218	34	14	managing	manage	VERB
cana-1218	34	15	storage	storage	NOUN
cana-1218	34	16	and	and	CCONJ
cana-1218	34	17	transmission	transmission	NOUN
cana-1218	34	18	requirements	requirement	NOUN
cana-1218	34	19	inside	inside	ADP
cana-1218	34	20	distributed	distribute	VERB
cana-1218	34	21	ledger	ledger	NOUN
cana-1218	34	22	systems	system	NOUN
cana-1218	34	23	.	.	PUNCT
cana-1218	35	1	traditional	traditional	ADJ
cana-1218	35	2	blockchain	blockchain	PROPN
cana-1218	35	3	systems	system	NOUN
cana-1218	35	4	can	can	AUX
cana-1218	35	5	suffer	suffer	VERB
cana-1218	35	6	from	from	ADP
cana-1218	35	7	performance	performance	NOUN
cana-1218	35	8	issues	issue	NOUN
cana-1218	35	9	since	since	SCONJ
cana-1218	35	10	they	they	PRON
cana-1218	35	11	can	can	AUX
cana-1218	35	12	not	not	PART
cana-1218	35	13	effectively	effectively	ADV
cana-1218	35	14	adapt	adapt	VERB
cana-1218	35	15	to	to	ADP
cana-1218	35	16	various	various	ADJ
cana-1218	35	17	data	datum	NOUN
cana-1218	35	18	loads	load	NOUN
cana-1218	35	19	and	and	CCONJ
cana-1218	35	20	transmission	transmission	NOUN
cana-1218	35	21	rates	rate	NOUN
cana-1218	35	22	[	[	X
cana-1218	35	23	6	6	NUM
cana-1218	35	24	]	]	PUNCT
cana-1218	35	25	.	.	PUNCT
cana-1218	36	1	from	from	ADP
cana-1218	36	2	this	this	DET
cana-1218	36	3	inefficacy	inefficacy	NOUN
cana-1218	36	4	follows	follow	VERB
cana-1218	36	5	additional	additional	ADJ
cana-1218	36	6	transmission	transmission	NOUN
cana-1218	36	7	delays	delay	NOUN
cana-1218	36	8	,	,	PUNCT
cana-1218	36	9	more	more	ADV
cana-1218	36	10	computational	computational	ADJ
cana-1218	36	11	expenses	expense	NOUN
cana-1218	36	12	,	,	PUNCT
cana-1218	36	13	and	and	CCONJ
cana-1218	36	14	less	less	ADV
cana-1218	36	15	optimum	optimum	ADJ
cana-1218	36	16	storage	storage	NOUN
cana-1218	36	17	use	use	NOUN
cana-1218	36	18	[	[	X
cana-1218	36	19	7	7	NUM
cana-1218	36	20	]	]	PUNCT
cana-1218	36	21	.	.	PUNCT
cana-1218	37	1	moreover	moreover	ADV
cana-1218	37	2	,	,	PUNCT
cana-1218	37	3	present	present	ADJ
cana-1218	37	4	models	model	NOUN
cana-1218	37	5	do	do	AUX
cana-1218	37	6	not	not	PART
cana-1218	37	7	fully	fully	ADV
cana-1218	37	8	describe	describe	VERB
cana-1218	37	9	the	the	DET
cana-1218	37	10	nonlinear	nonlinear	ADJ
cana-1218	37	11	dynamics	dynamic	NOUN
cana-1218	37	12	involved	involve	VERB
cana-1218	37	13	in	in	ADP
cana-1218	37	14	data	data	NOUN
cana-1218	37	15	transmission	transmission	NOUN
cana-1218	37	16	and	and	CCONJ
cana-1218	37	17	storage	storage	NOUN
cana-1218	37	18	,	,	PUNCT
cana-1218	37	19	therefore	therefore	ADV
cana-1218	37	20	generating	generate	VERB
cana-1218	37	21	insufficient	insufficient	ADJ
cana-1218	37	22	forecasts	forecast	NOUN
cana-1218	37	23	and	and	CCONJ
cana-1218	37	24	system	system	NOUN
cana-1218	37	25	performance	performance	NOUN
cana-1218	37	26	[	[	X
cana-1218	37	27	8	8	NUM
cana-1218	37	28	-	-	SYM
cana-1218	37	29	10	10	NUM
cana-1218	37	30	]	]	PUNCT
cana-1218	37	31	.	.	PUNCT
cana-1218	38	1	the	the	DET
cana-1218	38	2	objectives	objective	NOUN
cana-1218	38	3	of	of	ADP
cana-1218	38	4	the	the	DET
cana-1218	38	5	proposed	propose	VERB
cana-1218	38	6	approach	approach	NOUN
cana-1218	38	7	are	be	AUX
cana-1218	38	8	:	:	PUNCT
cana-1218	38	9	•	•	ADP
cana-1218	38	10	to	to	PART
cana-1218	38	11	develop	develop	VERB
cana-1218	38	12	a	a	DET
cana-1218	38	13	model	model	NOUN
cana-1218	38	14	faithfully	faithfully	ADV
cana-1218	38	15	forecasting	forecasting	NOUN
cana-1218	38	16	and	and	CCONJ
cana-1218	38	17	optimizing	optimize	VERB
cana-1218	38	18	data	datum	NOUN
cana-1218	38	19	transit	transit	NOUN
cana-1218	38	20	and	and	CCONJ
cana-1218	38	21	storage	storage	NOUN
cana-1218	38	22	inside	inside	ADP
cana-1218	38	23	distributed	distribute	VERB
cana-1218	38	24	ledger	ledger	NOUN
cana-1218	38	25	networks	network	NOUN
cana-1218	38	26	using	use	VERB
cana-1218	38	27	nonlinear	nonlinear	ADJ
cana-1218	38	28	dynamics	dynamic	NOUN
cana-1218	38	29	.	.	PUNCT
cana-1218	39	1	•	•	NUM
cana-1218	39	2	to	to	PART
cana-1218	39	3	combine	combine	VERB
cana-1218	39	4	deep	deep	ADJ
cana-1218	39	5	regression	regression	NOUN
cana-1218	39	6	techniques	technique	NOUN
cana-1218	39	7	to	to	PART
cana-1218	39	8	increase	increase	VERB
cana-1218	39	9	the	the	DET
cana-1218	39	10	prediction	prediction	NOUN
cana-1218	39	11	accuracy	accuracy	NOUN
cana-1218	39	12	of	of	ADP
cana-1218	39	13	block	block	NOUN
cana-1218	39	14	sizes	size	NOUN
cana-1218	39	15	,	,	PUNCT
cana-1218	39	16	storage	storage	NOUN
cana-1218	39	17	needs	need	NOUN
cana-1218	39	18	,	,	PUNCT
cana-1218	39	19	and	and	CCONJ
cana-1218	39	20	transmission	transmission	NOUN
cana-1218	39	21	speeds	speed	NOUN
cana-1218	39	22	,	,	PUNCT
cana-1218	39	23	including	include	VERB
cana-1218	39	24	storage	storage	NOUN
cana-1218	39	25	needs	need	NOUN
cana-1218	39	26	including	include	VERB
cana-1218	39	27	•	•	NOUN
cana-1218	39	28	to	to	PART
cana-1218	39	29	increase	increase	VERB
cana-1218	39	30	general	general	ADJ
cana-1218	39	31	system	system	NOUN
cana-1218	39	32	efficiency	efficiency	NOUN
cana-1218	39	33	by	by	ADP
cana-1218	39	34	minimizing	minimize	VERB
cana-1218	39	35	transmission	transmission	NOUN
cana-1218	39	36	delays	delay	NOUN
cana-1218	39	37	,	,	PUNCT
cana-1218	39	38	optimizing	optimize	VERB
cana-1218	39	39	storage	storage	NOUN
cana-1218	39	40	use	use	NOUN
cana-1218	39	41	,	,	PUNCT
cana-1218	39	42	and	and	CCONJ
cana-1218	39	43	hence	hence	ADV
cana-1218	39	44	lowering	lower	VERB
cana-1218	39	45	of	of	ADP
cana-1218	39	46	computing	compute	VERB
cana-1218	39	47	overhead	overhead	ADV
cana-1218	39	48	.	.	PUNCT
cana-1218	40	1	a	a	DET
cana-1218	40	2	novel	novel	ADJ
cana-1218	40	3	strategy	strategy	NOUN
cana-1218	40	4	in	in	ADP
cana-1218	40	5	the	the	DET
cana-1218	40	6	proposed	propose	VERB
cana-1218	40	7	solution	solution	NOUN
cana-1218	40	8	is	be	AUX
cana-1218	40	9	combining	combine	VERB
cana-1218	40	10	nonlinear	nonlinear	ADJ
cana-1218	40	11	dynamics	dynamic	NOUN
cana-1218	40	12	modeling	modeling	NOUN
cana-1218	40	13	with	with	ADP
cana-1218	40	14	deep	deep	ADJ
cana-1218	40	15	regression	regression	NOUN
cana-1218	40	16	techniques	technique	NOUN
cana-1218	40	17	especially	especially	ADV
cana-1218	40	18	intended	intend	VERB
cana-1218	40	19	for	for	ADP
cana-1218	40	20	distributed	distribute	VERB
cana-1218	40	21	ledger	ledger	NOUN
cana-1218	40	22	systems	system	NOUN
cana-1218	40	23	.	.	PUNCT
cana-1218	41	1	this	this	DET
cana-1218	41	2	method	method	NOUN
cana-1218	41	3	use	use	VERB
cana-1218	41	4	deep	deep	ADJ
cana-1218	41	5	learning	learning	NOUN
cana-1218	41	6	to	to	PART
cana-1218	41	7	grasp	grasp	VERB
cana-1218	41	8	and	and	CCONJ
cana-1218	41	9	foresee	foresee	ADJ
cana-1218	41	10	complex	complex	ADJ
cana-1218	41	11	patterns	pattern	NOUN
cana-1218	41	12	in	in	ADP
cana-1218	41	13	data	datum	NOUN
cana-1218	41	14	behavior	behavior	NOUN
cana-1218	41	15	unlike	unlike	ADP
cana-1218	41	16	standard	standard	ADJ
cana-1218	41	17	methods	method	NOUN
cana-1218	41	18	employing	employ	VERB
cana-1218	41	19	linear	linear	NOUN
cana-1218	41	20	models	model	NOUN
cana-1218	41	21	with	with	ADP
cana-1218	41	22	stationary	stationary	ADJ
cana-1218	41	23	parameters	parameter	NOUN
cana-1218	41	24	.	.	PUNCT
cana-1218	42	1	the	the	DET
cana-1218	42	2	capacity	capacity	NOUN
cana-1218	42	3	of	of	ADP
cana-1218	42	4	the	the	DET
cana-1218	42	5	nonlinear	nonlinear	ADJ
cana-1218	42	6	dynamics	dynamic	NOUN
cana-1218	42	7	component	component	NOUN
cana-1218	42	8	to	to	PART
cana-1218	42	9	reflect	reflect	VERB
cana-1218	42	10	data	datum	NOUN
cana-1218	42	11	transit	transit	NOUN
cana-1218	42	12	and	and	CCONJ
cana-1218	42	13	storage	storage	NOUN
cana-1218	42	14	needs	need	NOUN
cana-1218	42	15	'	'	PART
cana-1218	42	16	inherent	inherent	ADJ
cana-1218	42	17	complexity	complexity	NOUN
cana-1218	42	18	and	and	CCONJ
cana-1218	42	19	changes	change	NOUN
cana-1218	42	20	makes	make	VERB
cana-1218	42	21	more	more	ADV
cana-1218	42	22	exact	exact	ADJ
cana-1218	42	23	and	and	CCONJ
cana-1218	42	24	flexible	flexible	ADJ
cana-1218	42	25	system	system	NOUN
cana-1218	42	26	optimization	optimization	NOUN
cana-1218	42	27	feasible	feasible	ADJ
cana-1218	42	28	.	.	PUNCT
cana-1218	43	1	the	the	DET
cana-1218	43	2	main	main	ADJ
cana-1218	43	3	contribution	contribution	NOUN
cana-1218	43	4	of	of	ADP
cana-1218	43	5	the	the	DET
cana-1218	43	6	proposed	propose	VERB
cana-1218	43	7	work	work	NOUN
cana-1218	43	8	involves	involve	VERB
cana-1218	43	9	the	the	DET
cana-1218	43	10	following	follow	VERB
cana-1218	43	11	:	:	PUNCT
cana-1218	43	12	•	•	NUM
cana-1218	43	13	including	include	VERB
cana-1218	43	14	deep	deep	ADJ
cana-1218	43	15	regression	regression	NOUN
cana-1218	43	16	models	model	NOUN
cana-1218	43	17	with	with	ADP
cana-1218	43	18	nonlinear	nonlinear	ADJ
cana-1218	43	19	dynamics	dynamic	NOUN
cana-1218	43	20	helps	help	VERB
cana-1218	43	21	the	the	DET
cana-1218	43	22	proposed	propose	VERB
cana-1218	43	23	method	method	NOUN
cana-1218	43	24	significantly	significantly	ADV
cana-1218	43	25	improve	improve	VERB
cana-1218	43	26	the	the	DET
cana-1218	43	27	accuracy	accuracy	NOUN
cana-1218	43	28	of	of	ADP
cana-1218	43	29	forecasts	forecast	NOUN
cana-1218	43	30	for	for	ADP
cana-1218	43	31	data	data	NOUN
cana-1218	43	32	transport	transport	NOUN
cana-1218	43	33	and	and	CCONJ
cana-1218	43	34	storage	storage	NOUN
cana-1218	43	35	needs	need	NOUN
cana-1218	43	36	by	by	ADP
cana-1218	43	37	better	well	ADJ
cana-1218	43	38	understanding	understanding	NOUN
cana-1218	43	39	of	of	ADP
cana-1218	43	40	block	block	NOUN
cana-1218	43	41	size	size	NOUN
cana-1218	43	42	changes	change	NOUN
cana-1218	43	43	and	and	CCONJ
cana-1218	43	44	transmission	transmission	NOUN
cana-1218	43	45	rate	rate	NOUN
cana-1218	43	46	optimizations	optimization	NOUN
cana-1218	43	47	comes	come	VERB
cana-1218	43	48	from	from	ADP
cana-1218	43	49	this	this	PRON
cana-1218	43	50	.	.	PUNCT
cana-1218	44	1	•	•	NUM
cana-1218	44	2	enhanced	enhance	VERB
cana-1218	44	3	transmission	transmission	NOUN
cana-1218	44	4	efficiency	efficiency	NOUN
cana-1218	44	5	,	,	PUNCT
cana-1218	44	6	reduced	reduce	VERB
cana-1218	44	7	delays	delay	NOUN
cana-1218	44	8	,	,	PUNCT
cana-1218	44	9	and	and	CCONJ
cana-1218	44	10	better	well	ADJ
cana-1218	44	11	storage	storage	NOUN
cana-1218	44	12	use	use	NOUN
cana-1218	44	13	arise	arise	NOUN
cana-1218	44	14	from	from	ADP
cana-1218	44	15	nonlinear	nonlinear	ADJ
cana-1218	44	16	dynamics	dynamic	NOUN
cana-1218	44	17	'	'	PART
cana-1218	44	18	integration	integration	NOUN
cana-1218	44	19	allowing	allow	VERB
cana-1218	44	20	the	the	DET
cana-1218	44	21	system	system	NOUN
cana-1218	44	22	more	more	ADV
cana-1218	44	23	precisely	precisely	ADV
cana-1218	44	24	to	to	PART
cana-1218	44	25	react	react	VERB
cana-1218	44	26	to	to	ADP
cana-1218	44	27	changing	change	VERB
cana-1218	44	28	data	datum	NOUN
cana-1218	44	29	loads	load	NOUN
cana-1218	44	30	and	and	CCONJ
cana-1218	44	31	transmission	transmission	NOUN
cana-1218	44	32	rates	rate	NOUN
cana-1218	44	33	.	.	PUNCT
cana-1218	45	1	communications	communication	NOUN
cana-1218	45	2	on	on	ADP
cana-1218	45	3	applied	apply	VERB
cana-1218	45	4	nonlinear	nonlinear	ADJ
cana-1218	45	5	analysis	analysis	NOUN
cana-1218	45	6	issn	issn	NOUN
cana-1218	45	7	:	:	PUNCT
cana-1218	45	8	1074	1074	NUM
cana-1218	45	9	-	-	PUNCT
cana-1218	45	10	133x	133x	NUM
cana-1218	45	11	vol	vol	NOUN
cana-1218	45	12	31	31	NUM
cana-1218	45	13	no	no	NOUN
cana-1218	45	14	.	.	PUNCT
cana-1218	46	1	6s	6s	NUM
cana-1218	46	2	(	(	PUNCT
cana-1218	46	3	2024	2024	NUM
cana-1218	46	4	)	)	PUNCT
cana-1218	46	5	235	235	NUM
cana-1218	46	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	46	7	•	•	NUM
cana-1218	46	8	by	by	ADP
cana-1218	46	9	means	mean	NOUN
cana-1218	46	10	of	of	ADP
cana-1218	46	11	a	a	DET
cana-1218	46	12	mechanism	mechanism	NOUN
cana-1218	46	13	for	for	ADP
cana-1218	46	14	real	real	ADJ
cana-1218	46	15	-	-	PUNCT
cana-1218	46	16	time	time	NOUN
cana-1218	46	17	adjustment	adjustment	NOUN
cana-1218	46	18	depending	depend	VERB
cana-1218	46	19	on	on	ADP
cana-1218	46	20	changing	change	VERB
cana-1218	46	21	data	data	NOUN
cana-1218	46	22	patterns	pattern	NOUN
cana-1218	46	23	and	and	CCONJ
cana-1218	46	24	system	system	NOUN
cana-1218	46	25	performance	performance	NOUN
cana-1218	46	26	,	,	PUNCT
cana-1218	46	27	the	the	DET
cana-1218	46	28	model	model	NOUN
cana-1218	46	29	increases	increase	VERB
cana-1218	46	30	the	the	DET
cana-1218	46	31	capacity	capacity	NOUN
cana-1218	46	32	of	of	ADP
cana-1218	46	33	the	the	DET
cana-1218	46	34	blockchain	blockchain	PROPN
cana-1218	46	35	to	to	PART
cana-1218	46	36	manage	manage	VERB
cana-1218	46	37	dynamic	dynamic	ADJ
cana-1218	46	38	healthcare	healthcare	NOUN
cana-1218	46	39	data	datum	NOUN
cana-1218	46	40	.	.	PUNCT
cana-1218	47	1	•	•	NUM
cana-1218	47	2	by	by	ADP
cana-1218	47	3	improving	improve	VERB
cana-1218	47	4	data	datum	NOUN
cana-1218	47	5	management	management	NOUN
cana-1218	47	6	strategies	strategy	NOUN
cana-1218	47	7	and	and	CCONJ
cana-1218	47	8	thereby	thereby	ADV
cana-1218	47	9	reducing	reduce	VERB
cana-1218	47	10	inefficiencies	inefficiency	NOUN
cana-1218	47	11	,	,	PUNCT
cana-1218	47	12	the	the	DET
cana-1218	47	13	proposed	propose	VERB
cana-1218	47	14	method	method	NOUN
cana-1218	47	15	lowers	lower	VERB
cana-1218	47	16	computational	computational	ADJ
cana-1218	47	17	expenses	expense	NOUN
cana-1218	47	18	associated	associate	VERB
cana-1218	47	19	to	to	ADP
cana-1218	47	20	data	data	NOUN
cana-1218	47	21	processing	processing	NOUN
cana-1218	47	22	and	and	CCONJ
cana-1218	47	23	storage	storage	NOUN
cana-1218	47	24	.	.	PUNCT
cana-1218	48	1	2	2	X
cana-1218	48	2	.	.	X
cana-1218	48	3	related	relate	VERB
cana-1218	48	4	works	work	NOUN
cana-1218	48	5	this	this	PRON
cana-1218	48	6	[	[	X
cana-1218	48	7	11	11	NUM
cana-1218	48	8	]	]	PUNCT
cana-1218	48	9	suggests	suggest	VERB
cana-1218	48	10	a	a	DET
cana-1218	48	11	technique	technique	NOUN
cana-1218	48	12	to	to	PART
cana-1218	48	13	evaluate	evaluate	VERB
cana-1218	48	14	the	the	DET
cana-1218	48	15	efficiency	efficiency	NOUN
cana-1218	48	16	of	of	ADP
cana-1218	48	17	multiple	multiple	ADJ
cana-1218	48	18	consensus	consensus	NOUN
cana-1218	48	19	algorithms	algorithm	NOUN
cana-1218	48	20	in	in	ADP
cana-1218	48	21	a	a	DET
cana-1218	48	22	distributed	distribute	VERB
cana-1218	48	23	environment	environment	NOUN
cana-1218	48	24	by	by	ADP
cana-1218	48	25	means	mean	NOUN
cana-1218	48	26	of	of	ADP
cana-1218	48	27	a	a	DET
cana-1218	48	28	peer	peer	NOUN
cana-1218	48	29	-	-	PUNCT
cana-1218	48	30	to	to	ADP
cana-1218	48	31	---	---	PUNCT
cana-1218	48	32	peer	peer	NOUN
cana-1218	48	33	network	network	NOUN
cana-1218	48	34	.	.	PUNCT
cana-1218	49	1	four	four	NUM
cana-1218	49	2	peer	peer	NOUN
cana-1218	49	3	nodes	node	NOUN
cana-1218	49	4	let	let	VERB
cana-1218	49	5	the	the	DET
cana-1218	49	6	four	four	NUM
cana-1218	49	7	various	various	ADJ
cana-1218	49	8	consensus	consensus	NOUN
cana-1218	49	9	methods	method	NOUN
cana-1218	49	10	to	to	PART
cana-1218	49	11	be	be	AUX
cana-1218	49	12	tested	test	VERB
cana-1218	49	13	.	.	PUNCT
cana-1218	50	1	effective	effective	ADJ
cana-1218	50	2	testing	testing	NOUN
cana-1218	50	3	of	of	ADP
cana-1218	50	4	the	the	DET
cana-1218	50	5	healthcare	healthcare	NOUN
cana-1218	50	6	application	application	NOUN
cana-1218	50	7	using	use	VERB
cana-1218	50	8	the	the	DET
cana-1218	50	9	complete	complete	ADJ
cana-1218	50	10	system	system	NOUN
cana-1218	50	11	has	have	AUX
cana-1218	50	12	shown	show	VERB
cana-1218	50	13	results	result	NOUN
cana-1218	50	14	.	.	PUNCT
cana-1218	51	1	originally	originally	ADV
cana-1218	51	2	housed	house	VERB
cana-1218	51	3	in	in	ADP
cana-1218	51	4	a	a	DET
cana-1218	51	5	java	java	PROPN
cana-1218	51	6	environment	environment	NOUN
cana-1218	51	7	,	,	PUNCT
cana-1218	51	8	the	the	DET
cana-1218	51	9	blockchain	blockchain	PROPN
cana-1218	51	10	included	include	VERB
cana-1218	51	11	mining	mining	NOUN
cana-1218	51	12	methods	method	NOUN
cana-1218	51	13	,	,	PUNCT
cana-1218	51	14	smart	smart	ADJ
cana-1218	51	15	contracts	contract	NOUN
cana-1218	51	16	at	at	ADP
cana-1218	51	17	all	all	DET
cana-1218	51	18	levels	level	NOUN
cana-1218	51	19	,	,	PUNCT
cana-1218	51	20	and	and	CCONJ
cana-1218	51	21	customized	customize	VERB
cana-1218	51	22	hash	hash	NOUN
cana-1218	51	23	generators	generator	NOUN
cana-1218	51	24	.	.	PUNCT
cana-1218	52	1	this	this	PRON
cana-1218	52	2	was	be	AUX
cana-1218	52	3	done	do	VERB
cana-1218	52	4	to	to	PART
cana-1218	52	5	help	help	VERB
cana-1218	52	6	the	the	DET
cana-1218	52	7	execution	execution	NOUN
cana-1218	52	8	to	to	PART
cana-1218	52	9	be	be	AUX
cana-1218	52	10	possible	possible	ADJ
cana-1218	52	11	.	.	PUNCT
cana-1218	53	1	every	every	DET
cana-1218	53	2	technique	technique	NOUN
cana-1218	53	3	shows	show	VERB
cana-1218	53	4	a	a	DET
cana-1218	53	5	different	different	ADJ
cana-1218	53	6	level	level	NOUN
cana-1218	53	7	of	of	ADP
cana-1218	53	8	time	time	NOUN
cana-1218	53	9	complexity	complexity	NOUN
cana-1218	53	10	.	.	PUNCT
cana-1218	54	1	reacting	react	VERB
cana-1218	54	2	to	to	ADP
cana-1218	54	3	the	the	DET
cana-1218	54	4	criteria	criterion	NOUN
cana-1218	54	5	,	,	PUNCT
cana-1218	54	6	the	the	DET
cana-1218	54	7	system	system	NOUN
cana-1218	54	8	evaluates	evaluate	VERB
cana-1218	54	9	the	the	DET
cana-1218	54	10	efficiency	efficiency	NOUN
cana-1218	54	11	and	and	CCONJ
cana-1218	54	12	implementation	implementation	NOUN
cana-1218	54	13	of	of	ADP
cana-1218	54	14	four	four	NUM
cana-1218	54	15	sequential	sequential	ADJ
cana-1218	54	16	consensus	consensus	NOUN
cana-1218	54	17	approaches	approach	NOUN
cana-1218	54	18	.	.	PUNCT
cana-1218	55	1	the	the	DET
cana-1218	55	2	authors	author	NOUN
cana-1218	55	3	of	of	ADP
cana-1218	55	4	[	[	X
cana-1218	55	5	12	12	NUM
cana-1218	55	6	]	]	PUNCT
cana-1218	55	7	propose	propose	VERB
cana-1218	55	8	a	a	DET
cana-1218	55	9	new	new	ADJ
cana-1218	55	10	method	method	NOUN
cana-1218	55	11	for	for	ADP
cana-1218	55	12	the	the	DET
cana-1218	55	13	feature	feature	NOUN
cana-1218	55	14	extraction	extraction	NOUN
cana-1218	55	15	from	from	ADP
cana-1218	55	16	doubtful	doubtful	ADJ
cana-1218	55	17	communications	communication	NOUN
cana-1218	55	18	in	in	ADP
cana-1218	55	19	order	order	NOUN
cana-1218	55	20	to	to	PART
cana-1218	55	21	help	help	VERB
cana-1218	55	22	the	the	DET
cana-1218	55	23	transactions	transaction	NOUN
cana-1218	55	24	made	make	VERB
cana-1218	55	25	possible	possible	ADJ
cana-1218	55	26	by	by	ADP
cana-1218	55	27	blockchain	blockchain	PROPN
cana-1218	55	28	technology	technology	PROPN
cana-1218	55	29	.	.	PUNCT
cana-1218	56	1	by	by	ADP
cana-1218	56	2	means	mean	NOUN
cana-1218	56	3	of	of	ADP
cana-1218	56	4	wavelet	wavelet	NOUN
cana-1218	56	5	modification	modification	NOUN
cana-1218	56	6	,	,	PUNCT
cana-1218	56	7	the	the	DET
cana-1218	56	8	provided	provide	VERB
cana-1218	56	9	method	method	NOUN
cana-1218	56	10	splits	split	VERB
cana-1218	56	11	the	the	DET
cana-1218	56	12	signals	signal	NOUN
cana-1218	56	13	into	into	ADP
cana-1218	56	14	high	high	ADJ
cana-1218	56	15	-	-	PUNCT
cana-1218	56	16	frequency	frequency	NOUN
cana-1218	56	17	and	and	CCONJ
cana-1218	56	18	low	low	ADJ
cana-1218	56	19	-	-	PUNCT
cana-1218	56	20	frequency	frequency	NOUN
cana-1218	56	21	bands	band	NOUN
cana-1218	56	22	to	to	PART
cana-1218	56	23	detect	detect	VERB
cana-1218	56	24	any	any	DET
cana-1218	56	25	potential	potential	ADJ
cana-1218	56	26	anomalies	anomaly	NOUN
cana-1218	56	27	in	in	ADP
cana-1218	56	28	the	the	DET
cana-1218	56	29	network	network	NOUN
cana-1218	56	30	connection	connection	NOUN
cana-1218	56	31	signals	signal	NOUN
cana-1218	56	32	.	.	PUNCT
cana-1218	57	1	by	by	ADP
cana-1218	57	2	using	use	VERB
cana-1218	57	3	the	the	DET
cana-1218	57	4	frequency	frequency	NOUN
cana-1218	57	5	distribution	distribution	NOUN
cana-1218	57	6	properties	property	NOUN
cana-1218	57	7	of	of	ADP
cana-1218	57	8	the	the	DET
cana-1218	57	9	data	datum	NOUN
cana-1218	57	10	,	,	PUNCT
cana-1218	57	11	the	the	DET
cana-1218	57	12	development	development	NOUN
cana-1218	57	13	of	of	ADP
cana-1218	57	14	the	the	DET
cana-1218	57	15	suitable	suitable	ADJ
cana-1218	57	16	parameters	parameter	NOUN
cana-1218	57	17	enables	enable	VERB
cana-1218	57	18	us	we	PRON
cana-1218	57	19	to	to	PART
cana-1218	57	20	reduce	reduce	VERB
cana-1218	57	21	the	the	DET
cana-1218	57	22	nonlinear	nonlinear	ADJ
cana-1218	57	23	dimensionality	dimensionality	NOUN
cana-1218	57	24	of	of	ADP
cana-1218	57	25	the	the	DET
cana-1218	57	26	data	datum	NOUN
cana-1218	57	27	and	and	CCONJ
cana-1218	57	28	rebuild	rebuild	VERB
cana-1218	57	29	the	the	DET
cana-1218	57	30	phase	phase	NOUN
cana-1218	57	31	space	space	NOUN
cana-1218	57	32	.	.	PUNCT
cana-1218	58	1	reversing	reverse	VERB
cana-1218	58	2	the	the	DET
cana-1218	58	3	noise	noise	NOUN
cana-1218	58	4	reduction	reduction	NOUN
cana-1218	58	5	procedure	procedure	NOUN
cana-1218	58	6	,	,	PUNCT
cana-1218	58	7	the	the	DET
cana-1218	58	8	kpca	kpca	PROPN
cana-1218	58	9	method	method	NOUN
cana-1218	58	10	—	—	PUNCT
cana-1218	58	11	a	a	DET
cana-1218	58	12	combination	combination	NOUN
cana-1218	58	13	of	of	ADP
cana-1218	58	14	principal	principal	ADJ
cana-1218	58	15	component	component	NOUN
cana-1218	58	16	analysis	analysis	NOUN
cana-1218	58	17	and	and	CCONJ
cana-1218	58	18	kernel	kernel	PROPN
cana-1218	58	19	learning	learning	PROPN
cana-1218	58	20	—	—	PUNCT
cana-1218	58	21	is	be	AUX
cana-1218	58	22	applied	apply	VERB
cana-1218	58	23	to	to	PART
cana-1218	58	24	rebuild	rebuild	VERB
cana-1218	58	25	the	the	DET
cana-1218	58	26	wavelet	wavelet	NOUN
cana-1218	58	27	packet	packet	NOUN
cana-1218	58	28	decomposition	decomposition	NOUN
cana-1218	58	29	coefficients	coefficient	NOUN
cana-1218	59	1	so	so	ADV
cana-1218	59	2	attaining	attain	VERB
cana-1218	59	3	nonlinear	nonlinear	ADJ
cana-1218	59	4	noise	noise	NOUN
cana-1218	59	5	of	of	ADP
cana-1218	59	6	aberrant	aberrant	ADJ
cana-1218	59	7	signals	signal	NOUN
cana-1218	59	8	and	and	CCONJ
cana-1218	59	9	data	datum	NOUN
cana-1218	59	10	.	.	PUNCT
cana-1218	60	1	by	by	ADP
cana-1218	60	2	means	mean	NOUN
cana-1218	60	3	of	of	ADP
cana-1218	60	4	the	the	DET
cana-1218	60	5	mapping	mapping	NOUN
cana-1218	60	6	of	of	ADP
cana-1218	60	7	the	the	DET
cana-1218	60	8	high	high	ADV
cana-1218	60	9	-	-	PUNCT
cana-1218	60	10	dimensional	dimensional	ADJ
cana-1218	60	11	feature	feature	NOUN
cana-1218	60	12	space	space	NOUN
cana-1218	60	13	to	to	ADP
cana-1218	60	14	the	the	DET
cana-1218	60	15	de	de	ADJ
cana-1218	60	16	-	-	ADJ
cana-1218	60	17	noised	noised	ADJ
cana-1218	60	18	anomalous	anomalous	ADJ
cana-1218	60	19	transmission	transmission	NOUN
cana-1218	60	20	,	,	PUNCT
cana-1218	60	21	blockchain	blockchain	NOUN
cana-1218	60	22	-	-	PUNCT
cana-1218	60	23	based	base	VERB
cana-1218	60	24	transactions	transaction	NOUN
cana-1218	60	25	at	at	ADP
cana-1218	60	26	last	last	ADJ
cana-1218	60	27	generate	generate	VERB
cana-1218	60	28	security	security	NOUN
cana-1218	60	29	of	of	ADP
cana-1218	60	30	data	datum	NOUN
cana-1218	60	31	.	.	PUNCT
cana-1218	61	1	the	the	DET
cana-1218	61	2	major	major	ADJ
cana-1218	61	3	component	component	NOUN
cana-1218	61	4	is	be	AUX
cana-1218	61	5	resolved	resolve	VERB
cana-1218	61	6	over	over	ADP
cana-1218	61	7	the	the	DET
cana-1218	61	8	evaluation	evaluation	NOUN
cana-1218	61	9	process	process	NOUN
cana-1218	61	10	utilizing	utilize	VERB
cana-1218	61	11	the	the	DET
cana-1218	61	12	nonlinear	nonlinear	ADJ
cana-1218	61	13	function	function	NOUN
cana-1218	61	14	in	in	ADP
cana-1218	61	15	the	the	DET
cana-1218	61	16	mapped	map	VERB
cana-1218	61	17	feature	feature	NOUN
cana-1218	61	18	space	space	NOUN
cana-1218	61	19	;	;	PUNCT
cana-1218	61	20	the	the	DET
cana-1218	61	21	self	self	NOUN
cana-1218	61	22	-	-	PUNCT
cana-1218	61	23	organizing	organize	VERB
cana-1218	61	24	neural	neural	ADJ
cana-1218	61	25	network	network	NOUN
cana-1218	61	26	is	be	AUX
cana-1218	61	27	employed	employ	VERB
cana-1218	61	28	to	to	PART
cana-1218	61	29	evaluate	evaluate	VERB
cana-1218	61	30	the	the	DET
cana-1218	61	31	component	component	NOUN
cana-1218	61	32	directly	directly	ADV
cana-1218	61	33	.	.	PUNCT
cana-1218	62	1	particularly	particularly	ADV
cana-1218	62	2	in	in	ADP
cana-1218	62	3	the	the	DET
cana-1218	62	4	identification	identification	NOUN
cana-1218	62	5	of	of	ADP
cana-1218	62	6	data	datum	NOUN
cana-1218	62	7	anomalies	anomaly	NOUN
cana-1218	62	8	aimed	aim	VERB
cana-1218	62	9	to	to	PART
cana-1218	62	10	protect	protect	VERB
cana-1218	62	11	blockchain	blockchain	PROPN
cana-1218	62	12	-	-	PUNCT
cana-1218	62	13	based	base	VERB
cana-1218	62	14	transactions	transaction	NOUN
cana-1218	62	15	in	in	ADP
cana-1218	62	16	real	real	ADJ
cana-1218	62	17	time	time	NOUN
cana-1218	62	18	,	,	PUNCT
cana-1218	62	19	the	the	DET
cana-1218	62	20	results	result	NOUN
cana-1218	62	21	reveal	reveal	VERB
cana-1218	62	22	that	that	SCONJ
cana-1218	62	23	the	the	DET
cana-1218	62	24	proposed	propose	VERB
cana-1218	62	25	approach	approach	NOUN
cana-1218	62	26	is	be	AUX
cana-1218	62	27	accurate	accurate	ADJ
cana-1218	62	28	to	to	ADP
cana-1218	62	29	a	a	DET
cana-1218	62	30	degree	degree	NOUN
cana-1218	62	31	of	of	ADP
cana-1218	62	32	92	92	NUM
cana-1218	62	33	%	%	NOUN
cana-1218	62	34	and	and	CCONJ
cana-1218	62	35	finds	find	VERB
cana-1218	62	36	usage	usage	NOUN
cana-1218	62	37	in	in	ADP
cana-1218	62	38	the	the	DET
cana-1218	62	39	real	real	ADJ
cana-1218	62	40	world	world	NOUN
cana-1218	62	41	.	.	PUNCT
cana-1218	63	1	[	[	X
cana-1218	63	2	13	13	NUM
cana-1218	63	3	]	]	PUNCT
cana-1218	63	4	devised	devise	VERB
cana-1218	63	5	a	a	DET
cana-1218	63	6	reconstructed	reconstructed	ADJ
cana-1218	63	7	dynamic	dynamic	ADJ
cana-1218	63	8	-	-	PUNCT
cana-1218	63	9	bound	bind	VERB
cana-1218	63	10	levenberg	levenberg	PROPN
cana-1218	63	11	-	-	PUNCT
cana-1218	63	12	marquardt	marquardt	PROPN
cana-1218	63	13	neural	neural	ADJ
cana-1218	63	14	network	network	NOUN
cana-1218	63	15	(	(	PUNCT
cana-1218	63	16	r	r	NOUN
cana-1218	63	17	-	-	PUNCT
cana-1218	63	18	db	db	NOUN
cana-1218	63	19	-	-	PUNCT
cana-1218	63	20	lm	lm	NOUN
cana-1218	63	21	-	-	PUNCT
cana-1218	63	22	nn	nn	NOUN
cana-1218	63	23	)	)	PUNCT
cana-1218	63	24	design	design	NOUN
cana-1218	63	25	and	and	CCONJ
cana-1218	63	26	a	a	DET
cana-1218	63	27	neural	neural	ADJ
cana-1218	63	28	-	-	PUNCT
cana-1218	63	29	network	network	NOUN
cana-1218	63	30	training	training	NOUN
cana-1218	63	31	method	method	NOUN
cana-1218	63	32	using	use	VERB
cana-1218	63	33	a	a	DET
cana-1218	63	34	moving	move	VERB
cana-1218	63	35	-	-	PUNCT
cana-1218	63	36	boundary	boundary	ADJ
cana-1218	63	37	mechanism	mechanism	NOUN
cana-1218	63	38	to	to	PART
cana-1218	63	39	evaluate	evaluate	VERB
cana-1218	63	40	the	the	DET
cana-1218	63	41	accuracy	accuracy	NOUN
cana-1218	63	42	of	of	ADP
cana-1218	63	43	every	every	DET
cana-1218	63	44	descent	descent	NOUN
cana-1218	63	45	direction	direction	NOUN
cana-1218	63	46	in	in	ADP
cana-1218	63	47	order	order	NOUN
cana-1218	63	48	to	to	PART
cana-1218	63	49	suitably	suitably	ADV
cana-1218	63	50	estimate	estimate	VERB
cana-1218	63	51	the	the	DET
cana-1218	63	52	closing	closing	NOUN
cana-1218	63	53	price	price	NOUN
cana-1218	63	54	of	of	ADP
cana-1218	63	55	the	the	DET
cana-1218	63	56	cryptocurrency	cryptocurrency	NOUN
cana-1218	63	57	.	.	PUNCT
cana-1218	64	1	these	these	DET
cana-1218	64	2	components	component	NOUN
cana-1218	64	3	were	be	AUX
cana-1218	64	4	meant	mean	VERB
cana-1218	64	5	to	to	PART
cana-1218	64	6	instruct	instruct	VERB
cana-1218	64	7	neural	neural	ADJ
cana-1218	64	8	networks	network	NOUN
cana-1218	64	9	as	as	ADV
cana-1218	64	10	well	well	ADV
cana-1218	64	11	.	.	PUNCT
cana-1218	65	1	we	we	PRON
cana-1218	65	2	developed	develop	VERB
cana-1218	65	3	and	and	CCONJ
cana-1218	65	4	evaluated	evaluate	VERB
cana-1218	65	5	our	our	PRON
cana-1218	65	6	model	model	NOUN
cana-1218	65	7	using	use	VERB
cana-1218	65	8	a	a	DET
cana-1218	65	9	dataset	dataset	NOUN
cana-1218	65	10	with	with	ADP
cana-1218	65	11	high	high	ADJ
cana-1218	65	12	-	-	PUNCT
cana-1218	65	13	frequency	frequency	NOUN
cana-1218	65	14	blockchain	blockchain	NOUN
cana-1218	65	15	data	datum	NOUN
cana-1218	65	16	in	in	ADP
cana-1218	65	17	order	order	NOUN
cana-1218	65	18	to	to	PART
cana-1218	65	19	fulfill	fulfill	VERB
cana-1218	65	20	this	this	DET
cana-1218	65	21	goal	goal	NOUN
cana-1218	65	22	.	.	PUNCT
cana-1218	66	1	the	the	DET
cana-1218	66	2	dynamic	dynamic	ADJ
cana-1218	66	3	bound	bind	VERB
cana-1218	66	4	in	in	ADP
cana-1218	66	5	order	order	NOUN
cana-1218	66	6	helped	help	VERB
cana-1218	66	7	to	to	PART
cana-1218	66	8	increase	increase	VERB
cana-1218	66	9	the	the	DET
cana-1218	66	10	step	step	NOUN
cana-1218	66	11	size	size	NOUN
cana-1218	66	12	so	so	SCONJ
cana-1218	66	13	that	that	SCONJ
cana-1218	66	14	the	the	DET
cana-1218	66	15	network	network	NOUN
cana-1218	66	16	could	could	AUX
cana-1218	66	17	efficiently	efficiently	ADV
cana-1218	66	18	surpass	surpass	VERB
cana-1218	66	19	the	the	DET
cana-1218	66	20	local	local	ADJ
cana-1218	66	21	minimum	minimum	NOUN
cana-1218	66	22	and	and	CCONJ
cana-1218	66	23	avoid	avoid	VERB
cana-1218	66	24	the	the	DET
cana-1218	66	25	stoppage	stoppage	NOUN
cana-1218	66	26	of	of	ADP
cana-1218	66	27	the	the	DET
cana-1218	66	28	neural	neural	ADJ
cana-1218	66	29	-	-	PUNCT
cana-1218	66	30	network	network	NOUN
cana-1218	66	31	iteration	iteration	NOUN
cana-1218	66	32	process	process	NOUN
cana-1218	66	33	.	.	PUNCT
cana-1218	67	1	we	we	PRON
cana-1218	67	2	then	then	ADV
cana-1218	67	3	focused	focus	VERB
cana-1218	67	4	on	on	ADP
cana-1218	67	5	building	build	VERB
cana-1218	67	6	a	a	DET
cana-1218	67	7	dataset	dataset	NOUN
cana-1218	67	8	encrypted	encrypt	VERB
cana-1218	67	9	at	at	ADP
cana-1218	67	10	high	high	ADJ
cana-1218	67	11	frequency	frequency	NOUN
cana-1218	67	12	with	with	ADP
cana-1218	67	13	information	information	NOUN
cana-1218	67	14	about	about	ADP
cana-1218	67	15	blockchain	blockchain	PROPN
cana-1218	67	16	-	-	PUNCT
cana-1218	67	17	based	base	VERB
cana-1218	67	18	digital	digital	ADJ
cana-1218	67	19	currency	currency	NOUN
cana-1218	67	20	.	.	PUNCT
cana-1218	68	1	deep	deep	ADJ
cana-1218	68	2	learning	learning	NOUN
cana-1218	68	3	methods	method	NOUN
cana-1218	68	4	comprising	comprise	VERB
cana-1218	68	5	convolutional	convolutional	ADJ
cana-1218	68	6	neural	neural	ADJ
cana-1218	68	7	networks	network	NOUN
cana-1218	68	8	and	and	CCONJ
cana-1218	68	9	long	long	ADJ
cana-1218	68	10	short	short	ADJ
cana-1218	68	11	-	-	PUNCT
cana-1218	68	12	term	term	NOUN
cana-1218	68	13	memory	memory	NOUN
cana-1218	68	14	as	as	ADV
cana-1218	68	15	well	well	ADV
cana-1218	68	16	as	as	ADP
cana-1218	68	17	typical	typical	ADJ
cana-1218	68	18	neural	neural	ADJ
cana-1218	68	19	-	-	PUNCT
cana-1218	68	20	network	network	NOUN
cana-1218	68	21	machine	machine	NOUN
cana-1218	68	22	learning	learning	NOUN
cana-1218	68	23	methods	method	NOUN
cana-1218	68	24	like	like	ADP
cana-1218	68	25	artificial	artificial	ADJ
cana-1218	68	26	neural	neural	ADJ
cana-1218	68	27	networks	network	NOUN
cana-1218	68	28	were	be	AUX
cana-1218	68	29	shown	show	VERB
cana-1218	68	30	to	to	PART
cana-1218	68	31	have	have	VERB
cana-1218	68	32	inferior	inferior	ADJ
cana-1218	68	33	prediction	prediction	NOUN
cana-1218	68	34	performance	performance	NOUN
cana-1218	68	35	than	than	ADP
cana-1218	68	36	the	the	DET
cana-1218	68	37	proposed	propose	VERB
cana-1218	68	38	design	design	NOUN
cana-1218	68	39	and	and	CCONJ
cana-1218	68	40	methodology	methodology	NOUN
cana-1218	68	41	.	.	PUNCT
cana-1218	69	1	trials	trial	NOUN
cana-1218	69	2	revealed	reveal	VERB
cana-1218	69	3	this	this	PRON
cana-1218	69	4	.	.	PUNCT
cana-1218	70	1	the	the	DET
cana-1218	70	2	concluding	concluding	NOUN
cana-1218	70	3	section	section	NOUN
cana-1218	70	4	of	of	ADP
cana-1218	70	5	this	this	DET
cana-1218	70	6	paper	paper	NOUN
cana-1218	70	7	discusses	discuss	VERB
cana-1218	70	8	the	the	DET
cana-1218	70	9	limits	limit	NOUN
cana-1218	70	10	and	and	CCONJ
cana-1218	70	11	implications	implication	NOUN
cana-1218	70	12	of	of	ADP
cana-1218	70	13	the	the	DET
cana-1218	70	14	research	research	NOUN
cana-1218	70	15	as	as	ADV
cana-1218	70	16	well	well	ADV
cana-1218	70	17	as	as	ADP
cana-1218	70	18	the	the	DET
cana-1218	70	19	communications	communication	NOUN
cana-1218	70	20	on	on	ADP
cana-1218	70	21	applied	apply	VERB
cana-1218	70	22	nonlinear	nonlinear	ADJ
cana-1218	70	23	analysis	analysis	NOUN
cana-1218	70	24	issn	issn	NOUN
cana-1218	70	25	:	:	PUNCT
cana-1218	70	26	1074	1074	NUM
cana-1218	70	27	-	-	PUNCT
cana-1218	70	28	133x	133x	NUM
cana-1218	70	29	vol	vol	NOUN
cana-1218	70	30	31	31	NUM
cana-1218	70	31	no	no	NOUN
cana-1218	70	32	.	.	PUNCT
cana-1218	71	1	6s	6s	NUM
cana-1218	71	2	(	(	PUNCT
cana-1218	71	3	2024	2024	NUM
cana-1218	71	4	)	)	PUNCT
cana-1218	71	5	236	236	NUM
cana-1218	71	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	71	7	possible	possible	ADJ
cana-1218	71	8	ways	way	NOUN
cana-1218	71	9	in	in	ADP
cana-1218	71	10	which	which	PRON
cana-1218	71	11	academics	academic	NOUN
cana-1218	71	12	and	and	CCONJ
cana-1218	71	13	practitioners	practitioner	NOUN
cana-1218	71	14	could	could	AUX
cana-1218	71	15	change	change	VERB
cana-1218	71	16	the	the	DET
cana-1218	71	17	approach	approach	NOUN
cana-1218	71	18	to	to	ADP
cana-1218	71	19	various	various	ADJ
cana-1218	71	20	fields	field	NOUN
cana-1218	71	21	of	of	ADP
cana-1218	71	22	time	time	NOUN
cana-1218	71	23	series	series	PROPN
cana-1218	71	24	research	research	PROPN
cana-1218	71	25	.	.	PUNCT
cana-1218	72	1	based	base	VERB
cana-1218	72	2	on	on	ADP
cana-1218	72	3	transaction	transaction	NOUN
cana-1218	72	4	throughput	throughput	NOUN
cana-1218	72	5	and	and	CCONJ
cana-1218	72	6	network	network	NOUN
cana-1218	72	7	latency	latency	NOUN
cana-1218	72	8	,	,	PUNCT
cana-1218	72	9	we	we	PRON
cana-1218	72	10	assess	assess	VERB
cana-1218	72	11	the	the	DET
cana-1218	72	12	top	top	ADJ
cana-1218	72	13	directed	directed	ADJ
cana-1218	72	14	acyclic	acyclic	ADJ
cana-1218	72	15	graph	graph	NOUN
cana-1218	72	16	systems	system	NOUN
cana-1218	72	17	using	use	VERB
cana-1218	72	18	per	per	ADP
cana-1218	72	19	[	[	X
cana-1218	72	20	14	14	NUM
cana-1218	72	21	]	]	X
cana-1218	72	22	major	major	ADJ
cana-1218	72	23	performance	performance	NOUN
cana-1218	72	24	indicators	indicator	NOUN
cana-1218	72	25	(	(	PUNCT
cana-1218	72	26	kpis	kpis	PROPN
cana-1218	72	27	)	)	PUNCT
cana-1218	72	28	.	.	PUNCT
cana-1218	73	1	research	research	NOUN
cana-1218	73	2	is	be	AUX
cana-1218	73	3	under	under	ADP
cana-1218	73	4	progress	progress	NOUN
cana-1218	73	5	to	to	PART
cana-1218	73	6	find	find	VERB
cana-1218	73	7	if	if	SCONJ
cana-1218	73	8	dags	dag	NOUN
cana-1218	73	9	really	really	ADV
cana-1218	73	10	have	have	VERB
cana-1218	73	11	more	more	ADJ
cana-1218	73	12	scalability	scalability	NOUN
cana-1218	73	13	than	than	SCONJ
cana-1218	73	14	first	first	ADV
cana-1218	73	15	believed	believe	VERB
cana-1218	73	16	.	.	PUNCT
cana-1218	74	1	we	we	PRON
cana-1218	74	2	developed	develop	VERB
cana-1218	74	3	a	a	DET
cana-1218	74	4	common	common	ADJ
cana-1218	74	5	basis	basis	NOUN
cana-1218	74	6	for	for	ADP
cana-1218	74	7	evaluating	evaluate	VERB
cana-1218	74	8	the	the	DET
cana-1218	74	9	many	many	ADJ
cana-1218	74	10	options	option	NOUN
cana-1218	74	11	by	by	ADP
cana-1218	74	12	means	mean	NOUN
cana-1218	74	13	of	of	ADP
cana-1218	74	14	several	several	ADJ
cana-1218	74	15	test	test	NOUN
cana-1218	74	16	networks	network	NOUN
cana-1218	74	17	for	for	ADP
cana-1218	74	18	every	every	DET
cana-1218	74	19	blockchain	blockchain	PROPN
cana-1218	74	20	and	and	CCONJ
cana-1218	74	21	dag	dag	PROPN
cana-1218	74	22	structure	structure	NOUN
cana-1218	74	23	and	and	CCONJ
cana-1218	74	24	thorough	thorough	ADJ
cana-1218	74	25	performance	performance	NOUN
cana-1218	74	26	studies	study	NOUN
cana-1218	74	27	.	.	PUNCT
cana-1218	75	1	we	we	PRON
cana-1218	75	2	developed	develop	VERB
cana-1218	75	3	a	a	DET
cana-1218	75	4	side	side	NOUN
cana-1218	75	5	-	-	PUNCT
cana-1218	75	6	byside	byside	ADJ
cana-1218	75	7	comparison	comparison	NOUN
cana-1218	75	8	using	use	VERB
cana-1218	75	9	the	the	DET
cana-1218	75	10	tps	tps	NOUN
cana-1218	75	11	numbers	number	NOUN
cana-1218	75	12	of	of	ADP
cana-1218	75	13	every	every	DET
cana-1218	75	14	technology	technology	NOUN
cana-1218	75	15	with	with	ADP
cana-1218	75	16	direct	direct	ADJ
cana-1218	75	17	scalability	scalability	NOUN
cana-1218	75	18	estimation	estimation	NOUN
cana-1218	75	19	of	of	ADP
cana-1218	75	20	the	the	DET
cana-1218	75	21	systems	system	NOUN
cana-1218	75	22	.	.	PUNCT
cana-1218	76	1	since	since	SCONJ
cana-1218	76	2	their	their	PRON
cana-1218	76	3	underlying	underlie	VERB
cana-1218	76	4	data	data	NOUN
cana-1218	76	5	structure	structure	NOUN
cana-1218	76	6	is	be	AUX
cana-1218	76	7	more	more	ADV
cana-1218	76	8	parallelly	parallelly	ADV
cana-1218	76	9	oriented	orient	VERB
cana-1218	76	10	,	,	PUNCT
cana-1218	76	11	our	our	PRON
cana-1218	76	12	analysis	analysis	NOUN
cana-1218	76	13	validates	validate	VERB
cana-1218	76	14	the	the	DET
cana-1218	76	15	hypothesis	hypothesis	NOUN
cana-1218	76	16	that	that	SCONJ
cana-1218	76	17	dag	dag	NOUN
cana-1218	76	18	-	-	PUNCT
cana-1218	76	19	based	base	VERB
cana-1218	76	20	systems	system	NOUN
cana-1218	76	21	perform	perform	VERB
cana-1218	76	22	considerably	considerably	ADV
cana-1218	76	23	better	well	ADV
cana-1218	76	24	in	in	ADP
cana-1218	76	25	terms	term	NOUN
cana-1218	76	26	of	of	ADP
cana-1218	76	27	transaction	transaction	NOUN
cana-1218	76	28	throughput	throughput	NOUN
cana-1218	76	29	than	than	ADP
cana-1218	76	30	blockchain	blockchain	NOUN
cana-1218	76	31	-	-	PUNCT
cana-1218	76	32	based	base	VERB
cana-1218	76	33	platforms	platform	NOUN
cana-1218	76	34	.	.	PUNCT
cana-1218	77	1	since	since	SCONJ
cana-1218	77	2	they	they	PRON
cana-1218	77	3	are	be	AUX
cana-1218	77	4	still	still	ADV
cana-1218	77	5	in	in	ADP
cana-1218	77	6	their	their	PRON
cana-1218	77	7	early	early	ADJ
cana-1218	77	8	phases	phase	NOUN
cana-1218	77	9	of	of	ADP
cana-1218	77	10	development	development	NOUN
cana-1218	77	11	,	,	PUNCT
cana-1218	77	12	the	the	DET
cana-1218	77	13	totally	totally	ADV
cana-1218	77	14	dag	dag	NOUN
cana-1218	77	15	-	-	PUNCT
cana-1218	77	16	based	base	VERB
cana-1218	77	17	platforms	platform	NOUN
cana-1218	77	18	still	still	ADV
cana-1218	77	19	have	have	VERB
cana-1218	77	20	a	a	DET
cana-1218	77	21	long	long	ADJ
cana-1218	77	22	way	way	NOUN
cana-1218	77	23	to	to	PART
cana-1218	77	24	go	go	VERB
cana-1218	77	25	before	before	SCONJ
cana-1218	77	26	they	they	PRON
cana-1218	77	27	can	can	AUX
cana-1218	77	28	match	match	VERB
cana-1218	77	29	the	the	DET
cana-1218	77	30	programmability	programmability	NOUN
cana-1218	77	31	and	and	CCONJ
cana-1218	77	32	extensive	extensive	ADJ
cana-1218	77	33	use	use	NOUN
cana-1218	77	34	of	of	ADP
cana-1218	77	35	the	the	DET
cana-1218	77	36	present	present	PROPN
cana-1218	77	37	blockchain	blockchain	PROPN
cana-1218	77	38	technology	technology	PROPN
cana-1218	77	39	.	.	PUNCT
cana-1218	78	1	these	these	DET
cana-1218	78	2	days	day	NOUN
cana-1218	78	3	,	,	PUNCT
cana-1218	78	4	present	present	ADJ
cana-1218	78	5	developers	developer	NOUN
cana-1218	78	6	of	of	ADP
cana-1218	78	7	digital	digital	ADJ
cana-1218	78	8	storage	storage	NOUN
cana-1218	78	9	systems	system	NOUN
cana-1218	78	10	can	can	AUX
cana-1218	78	11	make	make	VERB
cana-1218	78	12	a	a	DET
cana-1218	78	13	smart	smart	ADJ
cana-1218	78	14	decision	decision	NOUN
cana-1218	78	15	regarding	regard	VERB
cana-1218	78	16	whether	whether	SCONJ
cana-1218	78	17	or	or	CCONJ
cana-1218	78	18	not	not	PART
cana-1218	78	19	to	to	PART
cana-1218	78	20	substitute	substitute	VERB
cana-1218	78	21	a	a	DET
cana-1218	78	22	distributed	distribute	VERB
cana-1218	78	23	ledger	ledger	NOUN
cana-1218	78	24	technology	technology	NOUN
cana-1218	78	25	solution	solution	NOUN
cana-1218	78	26	,	,	PUNCT
cana-1218	78	27	dag	dag	PROPN
cana-1218	78	28	platform	platform	NOUN
cana-1218	78	29	,	,	PUNCT
cana-1218	78	30	for	for	ADP
cana-1218	78	31	their	their	PRON
cana-1218	78	32	database	database	NOUN
cana-1218	78	33	system	system	NOUN
cana-1218	78	34	in	in	ADP
cana-1218	78	35	their	their	PRON
cana-1218	78	36	manufacturing	manufacturing	NOUN
cana-1218	78	37	environment	environment	NOUN
cana-1218	78	38	.	.	PUNCT
cana-1218	79	1	table	table	NOUN
cana-1218	79	2	1	1	NUM
cana-1218	79	3	:	:	PUNCT
cana-1218	79	4	summary	summary	NOUN
cana-1218	79	5	of	of	ADP
cana-1218	79	6	methods	method	NOUN
cana-1218	79	7	method	method	PROPN
cana-1218	79	8	reference	reference	NOUN
cana-1218	79	9	algorithm	algorithm	NOUN
cana-1218	79	10	methodology	methodology	NOUN
cana-1218	79	11	outcomes	outcome	VERB
cana-1218	79	12	consensus	consensus	NOUN
cana-1218	79	13	algorithm	algorithm	NOUN
cana-1218	79	14	evaluation	evaluation	NOUN
cana-1218	80	1	[	[	X
cana-1218	80	2	11	11	NUM
cana-1218	80	3	]	]	PUNCT
cana-1218	80	4	various	various	ADJ
cana-1218	80	5	consensus	consensus	NOUN
cana-1218	80	6	algorithms	algorithm	NOUN
cana-1218	80	7	evaluated	evaluate	VERB
cana-1218	80	8	four	four	NUM
cana-1218	80	9	consensus	consensus	NOUN
cana-1218	80	10	algorithms	algorithm	NOUN
cana-1218	80	11	in	in	ADP
cana-1218	80	12	a	a	DET
cana-1218	80	13	peer	peer	NOUN
cana-1218	80	14	-	-	PUNCT
cana-1218	80	15	to	to	ADP
cana-1218	80	16	-	-	PUNCT
cana-1218	80	17	peer	peer	NOUN
cana-1218	80	18	network	network	NOUN
cana-1218	80	19	environment	environment	NOUN
cana-1218	80	20	with	with	ADP
cana-1218	80	21	custom	custom	NOUN
cana-1218	80	22	hash	hash	NOUN
cana-1218	80	23	generation	generation	NOUN
cana-1218	80	24	,	,	PUNCT
cana-1218	80	25	mining	mining	NOUN
cana-1218	80	26	strategy	strategy	NOUN
cana-1218	80	27	,	,	PUNCT
cana-1218	80	28	and	and	CCONJ
cana-1218	80	29	smart	smart	ADJ
cana-1218	80	30	contracts	contract	NOUN
cana-1218	80	31	.	.	PUNCT
cana-1218	81	1	demonstrated	demonstrate	VERB
cana-1218	81	2	different	different	ADJ
cana-1218	81	3	time	time	NOUN
cana-1218	81	4	complexities	complexity	NOUN
cana-1218	81	5	;	;	PUNCT
cana-1218	81	6	effectiveness	effectiveness	NOUN
cana-1218	81	7	of	of	ADP
cana-1218	81	8	each	each	DET
cana-1218	81	9	algorithm	algorithm	NOUN
cana-1218	81	10	based	base	VERB
cana-1218	81	11	on	on	ADP
cana-1218	81	12	system	system	NOUN
cana-1218	81	13	requirements	requirement	NOUN
cana-1218	81	14	.	.	PUNCT
cana-1218	82	1	anomalous	anomalous	ADJ
cana-1218	82	2	communication	communication	NOUN
cana-1218	82	3	detection	detection	NOUN
cana-1218	82	4	[	[	X
cana-1218	82	5	12	12	NUM
cana-1218	82	6	]	]	PUNCT
cana-1218	82	7	wavelet	wavelet	NOUN
cana-1218	82	8	transformation	transformation	NOUN
cana-1218	82	9	+	+	CCONJ
cana-1218	82	10	kpca	kpca	PROPN
cana-1218	82	11	applied	apply	VERB
cana-1218	82	12	wavelet	wavelet	NOUN
cana-1218	82	13	transformation	transformation	NOUN
cana-1218	82	14	for	for	ADP
cana-1218	82	15	frequency	frequency	NOUN
cana-1218	82	16	band	band	NOUN
cana-1218	82	17	analysis	analysis	NOUN
cana-1218	82	18	and	and	CCONJ
cana-1218	82	19	kpca	kpca	NOUN
cana-1218	82	20	for	for	ADP
cana-1218	82	21	dimensionality	dimensionality	NOUN
cana-1218	82	22	reduction	reduction	NOUN
cana-1218	82	23	and	and	CCONJ
cana-1218	82	24	anomaly	anomaly	NOUN
cana-1218	82	25	detection	detection	NOUN
cana-1218	82	26	in	in	ADP
cana-1218	82	27	blockchain	blockchain	PROPN
cana-1218	82	28	transactions	transaction	NOUN
cana-1218	82	29	.	.	PUNCT
cana-1218	83	1	achieved	achieve	VERB
cana-1218	83	2	92	92	NUM
cana-1218	83	3	%	%	NOUN
cana-1218	83	4	accuracy	accuracy	NOUN
cana-1218	83	5	in	in	ADP
cana-1218	83	6	detecting	detect	VERB
cana-1218	83	7	anomalies	anomaly	NOUN
cana-1218	83	8	;	;	PUNCT
cana-1218	83	9	enhanced	enhance	VERB
cana-1218	83	10	security	security	NOUN
cana-1218	83	11	in	in	ADP
cana-1218	83	12	blockchain	blockchain	PROPN
cana-1218	83	13	transactions	transaction	NOUN
cana-1218	83	14	.	.	PUNCT
cana-1218	84	1	cryptocurrency	cryptocurrency	NOUN
cana-1218	84	2	price	price	NOUN
cana-1218	84	3	prediction	prediction	NOUN
cana-1218	85	1	[	[	X
cana-1218	85	2	13	13	NUM
cana-1218	85	3	]	]	SYM
cana-1218	85	4	r	r	X
cana-1218	85	5	-	-	PUNCT
cana-1218	85	6	db	db	NOUN
cana-1218	85	7	-	-	PUNCT
cana-1218	85	8	lm	lm	NOUN
cana-1218	85	9	-	-	PUNCT
cana-1218	85	10	nn	nn	PROPN
cana-1218	85	11	(	(	PUNCT
cana-1218	85	12	reconstructed	reconstruct	VERB
cana-1218	85	13	dynamic	dynamic	ADJ
cana-1218	85	14	-	-	PUNCT
cana-1218	85	15	bound	bind	VERB
cana-1218	85	16	levenbergmarquardt	levenbergmarquardt	ADJ
cana-1218	85	17	neural	neural	ADJ
cana-1218	85	18	network	network	NOUN
cana-1218	85	19	)	)	PUNCT
cana-1218	85	20	used	use	VERB
cana-1218	85	21	a	a	DET
cana-1218	85	22	dynamicbound	dynamicbound	ADJ
cana-1218	85	23	levenbergmarquardt	levenbergmarquardt	ADJ
cana-1218	85	24	neural	neural	ADJ
cana-1218	85	25	network	network	NOUN
cana-1218	85	26	with	with	ADP
cana-1218	85	27	a	a	DET
cana-1218	85	28	moving	move	VERB
cana-1218	85	29	-	-	PUNCT
cana-1218	85	30	boundary	boundary	ADJ
cana-1218	85	31	mechanism	mechanism	NOUN
cana-1218	85	32	for	for	ADP
cana-1218	85	33	highfrequency	highfrequency	NOUN
cana-1218	85	34	blockchain	blockchain	PROPN
cana-1218	85	35	outperformed	outperform	VERB
cana-1218	85	36	traditional	traditional	ADJ
cana-1218	85	37	and	and	CCONJ
cana-1218	85	38	deep	deep	ADJ
cana-1218	85	39	learning	learning	NOUN
cana-1218	85	40	methods	method	NOUN
cana-1218	85	41	;	;	PUNCT
cana-1218	85	42	demonstrated	demonstrate	VERB
cana-1218	85	43	effectiveness	effectiveness	NOUN
cana-1218	85	44	in	in	ADP
cana-1218	85	45	cryptocurrency	cryptocurrency	NOUN
cana-1218	85	46	price	price	NOUN
cana-1218	85	47	forecasting	forecasting	NOUN
cana-1218	85	48	.	.	PUNCT
cana-1218	86	1	communications	communication	NOUN
cana-1218	86	2	on	on	ADP
cana-1218	86	3	applied	apply	VERB
cana-1218	86	4	nonlinear	nonlinear	ADJ
cana-1218	86	5	analysis	analysis	NOUN
cana-1218	86	6	issn	issn	NOUN
cana-1218	86	7	:	:	PUNCT
cana-1218	86	8	1074	1074	NUM
cana-1218	86	9	-	-	PUNCT
cana-1218	86	10	133x	133x	NUM
cana-1218	86	11	vol	vol	NOUN
cana-1218	86	12	31	31	NUM
cana-1218	86	13	no	no	NOUN
cana-1218	86	14	.	.	PUNCT
cana-1218	87	1	6s	6s	NUM
cana-1218	87	2	(	(	PUNCT
cana-1218	87	3	2024	2024	NUM
cana-1218	87	4	)	)	PUNCT
cana-1218	87	5	237	237	NUM
cana-1218	87	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	87	7	data	datum	NOUN
cana-1218	87	8	to	to	PART
cana-1218	87	9	improve	improve	VERB
cana-1218	87	10	prediction	prediction	NOUN
cana-1218	87	11	accuracy	accuracy	NOUN
cana-1218	87	12	.	.	PUNCT
cana-1218	88	1	directed	direct	VERB
cana-1218	88	2	acyclic	acyclic	ADJ
cana-1218	88	3	graph	graph	NOUN
cana-1218	88	4	evaluation	evaluation	NOUN
cana-1218	88	5	[	[	X
cana-1218	88	6	14	14	NUM
cana-1218	88	7	]	]	X
cana-1218	88	8	dag	dag	PROPN
cana-1218	88	9	-	-	PUNCT
cana-1218	88	10	based	base	VERB
cana-1218	88	11	platforms	platform	NOUN
cana-1218	88	12	evaluated	evaluate	VERB
cana-1218	88	13	directed	direct	VERB
cana-1218	88	14	acyclic	acyclic	ADJ
cana-1218	88	15	graph	graph	NOUN
cana-1218	88	16	(	(	PUNCT
cana-1218	88	17	dag	dag	PROPN
cana-1218	88	18	)	)	PUNCT
cana-1218	88	19	platforms	platform	NOUN
cana-1218	88	20	for	for	ADP
cana-1218	88	21	transaction	transaction	NOUN
cana-1218	88	22	throughput	throughput	NOUN
cana-1218	88	23	and	and	CCONJ
cana-1218	88	24	network	network	NOUN
cana-1218	88	25	latency	latency	NOUN
cana-1218	88	26	;	;	PUNCT
cana-1218	88	27	compared	compare	VERB
cana-1218	88	28	with	with	ADP
cana-1218	88	29	blockchain	blockchain	PROPN
cana-1218	88	30	-	-	PUNCT
cana-1218	88	31	based	base	VERB
cana-1218	88	32	systems	system	NOUN
cana-1218	88	33	through	through	ADP
cana-1218	88	34	performance	performance	NOUN
cana-1218	88	35	measurements	measurement	NOUN
cana-1218	88	36	.	.	PUNCT
cana-1218	89	1	dag	dag	NOUN
cana-1218	89	2	-	-	PUNCT
cana-1218	89	3	based	base	VERB
cana-1218	89	4	platforms	platform	NOUN
cana-1218	89	5	showed	show	VERB
cana-1218	89	6	higher	high	ADJ
cana-1218	89	7	transaction	transaction	NOUN
cana-1218	89	8	throughput	throughput	NOUN
cana-1218	89	9	;	;	PUNCT
cana-1218	89	10	highlighted	highlight	VERB
cana-1218	89	11	need	need	NOUN
cana-1218	89	12	for	for	ADP
cana-1218	89	13	further	further	ADJ
cana-1218	89	14	development	development	NOUN
cana-1218	89	15	in	in	ADP
cana-1218	89	16	dag	dag	PROPN
cana-1218	89	17	feature	feature	NOUN
cana-1218	89	18	sets	set	NOUN
cana-1218	89	19	.	.	PUNCT
cana-1218	90	1	although	although	SCONJ
cana-1218	90	2	some	some	DET
cana-1218	90	3	approaches	approach	NOUN
cana-1218	90	4	have	have	AUX
cana-1218	90	5	shown	show	VERB
cana-1218	90	6	gains	gain	NOUN
cana-1218	90	7	in	in	ADP
cana-1218	90	8	particular	particular	ADJ
cana-1218	90	9	domains	domain	NOUN
cana-1218	90	10	,	,	PUNCT
cana-1218	90	11	such	such	ADJ
cana-1218	90	12	as	as	ADP
cana-1218	90	13	healthcare	healthcare	NOUN
cana-1218	90	14	or	or	CCONJ
cana-1218	90	15	large	large	ADJ
cana-1218	90	16	-	-	PUNCT
cana-1218	90	17	scale	scale	NOUN
cana-1218	90	18	data	datum	NOUN
cana-1218	90	19	storage	storage	NOUN
cana-1218	90	20	,	,	PUNCT
cana-1218	90	21	this	this	DET
cana-1218	90	22	discrepancy	discrepancy	NOUN
cana-1218	90	23	underlines	underline	VERB
cana-1218	90	24	the	the	DET
cana-1218	90	25	need	need	NOUN
cana-1218	90	26	of	of	ADP
cana-1218	90	27	creative	creative	ADJ
cana-1218	90	28	ideas	idea	NOUN
cana-1218	90	29	including	include	VERB
cana-1218	90	30	these	these	DET
cana-1218	90	31	components	component	NOUN
cana-1218	90	32	for	for	ADP
cana-1218	90	33	improved	improved	ADJ
cana-1218	90	34	blockchain	blockchain	PROPN
cana-1218	90	35	security	security	NOUN
cana-1218	90	36	and	and	CCONJ
cana-1218	90	37	efficiency	efficiency	NOUN
cana-1218	90	38	.	.	PUNCT
cana-1218	91	1	most	most	ADJ
cana-1218	91	2	of	of	ADP
cana-1218	91	3	current	current	ADJ
cana-1218	91	4	research	research	NOUN
cana-1218	91	5	is	be	AUX
cana-1218	91	6	on	on	ADP
cana-1218	91	7	assessing	assess	VERB
cana-1218	91	8	current	current	ADJ
cana-1218	91	9	consensus	consensus	NOUN
cana-1218	91	10	algorithms	algorithm	NOUN
cana-1218	91	11	,	,	PUNCT
cana-1218	91	12	anomaly	anomaly	NOUN
cana-1218	91	13	detection	detection	NOUN
cana-1218	91	14	methods	method	NOUN
cana-1218	91	15	,	,	PUNCT
cana-1218	91	16	and	and	CCONJ
cana-1218	91	17	prediction	prediction	NOUN
cana-1218	91	18	models	model	NOUN
cana-1218	91	19	inside	inside	ADP
cana-1218	91	20	dag	dag	PROPN
cana-1218	91	21	systems	systems	PROPN
cana-1218	91	22	and	and	CCONJ
cana-1218	91	23	blockchain	blockchain	PROPN
cana-1218	91	24	architecture	architecture	NOUN
cana-1218	91	25	.	.	PUNCT
cana-1218	92	1	for	for	ADP
cana-1218	92	2	real	real	ADJ
cana-1218	92	3	-	-	PUNCT
cana-1218	92	4	time	time	NOUN
cana-1218	92	5	blockchain	blockchain	PROPN
cana-1218	92	6	performance	performance	NOUN
cana-1218	92	7	optimization	optimization	NOUN
cana-1218	92	8	,	,	PUNCT
cana-1218	92	9	there	there	PRON
cana-1218	92	10	is	be	VERB
cana-1218	92	11	a	a	DET
cana-1218	92	12	dearth	dearth	NOUN
cana-1218	92	13	of	of	ADP
cana-1218	92	14	integrated	integrate	VERB
cana-1218	92	15	solutions	solution	NOUN
cana-1218	92	16	combining	combine	VERB
cana-1218	92	17	modern	modern	ADJ
cana-1218	92	18	deep	deep	ADJ
cana-1218	92	19	learning	learning	NOUN
cana-1218	92	20	methods	method	NOUN
cana-1218	92	21	with	with	ADP
cana-1218	92	22	nonlinear	nonlinear	ADJ
cana-1218	92	23	dynamics	dynamic	NOUN
cana-1218	92	24	,	,	PUNCT
cana-1218	92	25	yet	yet	ADV
cana-1218	92	26	.	.	PUNCT
cana-1218	93	1	3	3	X
cana-1218	93	2	.	.	NUM
cana-1218	93	3	proposed	propose	VERB
cana-1218	93	4	method	method	NOUN
cana-1218	93	5	deep	deep	ADJ
cana-1218	93	6	regression	regression	NOUN
cana-1218	93	7	analysis	analysis	NOUN
cana-1218	93	8	combined	combine	VERB
cana-1218	93	9	with	with	ADP
cana-1218	93	10	nonlinear	nonlinear	ADJ
cana-1218	93	11	dynamics	dynamic	NOUN
cana-1218	93	12	is	be	AUX
cana-1218	93	13	the	the	DET
cana-1218	93	14	proposed	propose	VERB
cana-1218	93	15	method	method	NOUN
cana-1218	93	16	to	to	PART
cana-1218	93	17	increase	increase	VERB
cana-1218	93	18	data	datum	NOUN
cana-1218	93	19	transmission	transmission	NOUN
cana-1218	93	20	and	and	CCONJ
cana-1218	93	21	storage	storage	NOUN
cana-1218	93	22	economy	economy	NOUN
cana-1218	93	23	in	in	ADP
cana-1218	93	24	blockchain	blockchain	PROPN
cana-1218	93	25	systems	system	NOUN
cana-1218	93	26	.	.	PUNCT
cana-1218	94	1	first	first	ADJ
cana-1218	94	2	phase	phase	NOUN
cana-1218	94	3	in	in	ADP
cana-1218	94	4	the	the	DET
cana-1218	94	5	approach	approach	NOUN
cana-1218	94	6	is	be	AUX
cana-1218	94	7	preprocessing	preprocesse	VERB
cana-1218	94	8	healthcare	healthcare	NOUN
cana-1218	94	9	data	datum	NOUN
cana-1218	94	10	to	to	PART
cana-1218	94	11	normalize	normalize	VERB
cana-1218	94	12	and	and	CCONJ
cana-1218	94	13	arrange	arrange	VERB
cana-1218	94	14	them	they	PRON
cana-1218	94	15	for	for	ADP
cana-1218	94	16	model	model	NOUN
cana-1218	94	17	input	input	NOUN
cana-1218	94	18	.	.	PUNCT
cana-1218	95	1	using	use	VERB
cana-1218	95	2	nonlinear	nonlinear	ADJ
cana-1218	95	3	dynamics	dynamic	NOUN
cana-1218	95	4	concepts	concept	NOUN
cana-1218	95	5	,	,	PUNCT
cana-1218	95	6	time	time	NOUN
cana-1218	95	7	-	-	PUNCT
cana-1218	95	8	dependent	dependent	ADJ
cana-1218	95	9	,	,	PUNCT
cana-1218	95	10	complex	complex	ADJ
cana-1218	95	11	behavior	behavior	NOUN
cana-1218	95	12	of	of	ADP
cana-1218	95	13	data	data	NOUN
cana-1218	95	14	flow	flow	NOUN
cana-1218	95	15	patterns	pattern	NOUN
cana-1218	95	16	is	be	AUX
cana-1218	95	17	obtained	obtain	VERB
cana-1218	95	18	.	.	PUNCT
cana-1218	96	1	a	a	DET
cana-1218	96	2	deep	deep	ADJ
cana-1218	96	3	regression	regression	NOUN
cana-1218	96	4	model	model	NOUN
cana-1218	96	5	subsequently	subsequently	ADV
cana-1218	96	6	created	create	VERB
cana-1218	96	7	maximizes	maximize	NOUN
cana-1218	96	8	storage	storage	NOUN
cana-1218	96	9	allocation	allocation	NOUN
cana-1218	96	10	and	and	CCONJ
cana-1218	96	11	forecasts	forecast	VERB
cana-1218	96	12	future	future	ADJ
cana-1218	96	13	data	data	NOUN
cana-1218	96	14	transfer	transfer	NOUN
cana-1218	96	15	needs	need	NOUN
cana-1218	96	16	.	.	PUNCT
cana-1218	97	1	having	having	AUX
cana-1218	97	2	been	be	AUX
cana-1218	97	3	taught	teach	VERB
cana-1218	97	4	on	on	ADP
cana-1218	97	5	past	past	ADJ
cana-1218	97	6	data	datum	NOUN
cana-1218	97	7	,	,	PUNCT
cana-1218	97	8	the	the	DET
cana-1218	97	9	model	model	NOUN
cana-1218	97	10	picks	pick	VERB
cana-1218	97	11	up	up	ADP
cana-1218	97	12	the	the	DET
cana-1218	97	13	ability	ability	NOUN
cana-1218	97	14	to	to	PART
cana-1218	97	15	dynamically	dynamically	ADV
cana-1218	97	16	adjust	adjust	VERB
cana-1218	97	17	block	block	NOUN
cana-1218	97	18	sizes	size	NOUN
cana-1218	97	19	and	and	CCONJ
cana-1218	97	20	estimate	estimate	VERB
cana-1218	97	21	demand	demand	NOUN
cana-1218	97	22	.	.	PUNCT
cana-1218	98	1	the	the	DET
cana-1218	98	2	method	method	NOUN
cana-1218	98	3	is	be	AUX
cana-1218	98	4	supposed	suppose	VERB
cana-1218	98	5	to	to	PART
cana-1218	98	6	lower	lower	VERB
cana-1218	98	7	storage	storage	NOUN
cana-1218	98	8	overhead	overhead	ADV
cana-1218	98	9	even	even	ADV
cana-1218	98	10	if	if	SCONJ
cana-1218	98	11	significant	significant	ADJ
cana-1218	98	12	transmission	transmission	NOUN
cana-1218	98	13	efficiency	efficiency	NOUN
cana-1218	98	14	is	be	AUX
cana-1218	98	15	maintained	maintain	VERB
cana-1218	98	16	.	.	PUNCT
cana-1218	99	1	figure	figure	NOUN
cana-1218	99	2	1	1	NUM
cana-1218	99	3	:	:	PUNCT
cana-1218	99	4	proposed	propose	VERB
cana-1218	99	5	model	model	NOUN
cana-1218	99	6	communications	communication	NOUN
cana-1218	99	7	on	on	ADP
cana-1218	99	8	applied	apply	VERB
cana-1218	99	9	nonlinear	nonlinear	ADJ
cana-1218	99	10	analysis	analysis	NOUN
cana-1218	99	11	issn	issn	NOUN
cana-1218	99	12	:	:	PUNCT
cana-1218	99	13	1074	1074	NUM
cana-1218	99	14	-	-	PUNCT
cana-1218	99	15	133x	133x	NUM
cana-1218	99	16	vol	vol	NOUN
cana-1218	99	17	31	31	NUM
cana-1218	99	18	no	no	NOUN
cana-1218	99	19	.	.	PUNCT
cana-1218	100	1	6s	6s	NUM
cana-1218	100	2	(	(	PUNCT
cana-1218	100	3	2024	2024	NUM
cana-1218	100	4	)	)	PUNCT
cana-1218	100	5	238	238	NUM
cana-1218	100	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	100	7	3.1	3.1	NUM
cana-1218	100	8	.	.	PUNCT
cana-1218	100	9	proposed	propose	VERB
cana-1218	100	10	dlt	dlt	PROPN
cana-1218	100	11	using	use	VERB
cana-1218	100	12	nonlinear	nonlinear	ADJ
cana-1218	100	13	dynamics	dynamic	NOUN
cana-1218	100	14	and	and	CCONJ
cana-1218	100	15	advanced	advanced	ADJ
cana-1218	100	16	deep	deep	ADJ
cana-1218	100	17	learning	learning	NOUN
cana-1218	100	18	methods	method	NOUN
cana-1218	100	19	,	,	PUNCT
cana-1218	100	20	the	the	DET
cana-1218	100	21	proposed	propose	VERB
cana-1218	100	22	distributed	distribute	VERB
cana-1218	100	23	ledger	ledger	NOUN
cana-1218	100	24	technology	technology	NOUN
cana-1218	100	25	(	(	PUNCT
cana-1218	100	26	dlt	dlt	PROPN
cana-1218	100	27	)	)	PUNCT
cana-1218	100	28	enhances	enhance	VERB
cana-1218	100	29	blockchain	blockchain	NOUN
cana-1218	100	30	systems	system	NOUN
cana-1218	100	31	especially	especially	ADV
cana-1218	100	32	for	for	ADP
cana-1218	100	33	the	the	DET
cana-1218	100	34	management	management	NOUN
cana-1218	100	35	and	and	CCONJ
cana-1218	100	36	analysis	analysis	NOUN
cana-1218	100	37	of	of	ADP
cana-1218	100	38	healthcare	healthcare	PROPN
cana-1218	100	39	data	datum	NOUN
cana-1218	100	40	.	.	PUNCT
cana-1218	101	1	the	the	DET
cana-1218	101	2	basic	basic	ADJ
cana-1218	101	3	idea	idea	NOUN
cana-1218	101	4	to	to	PART
cana-1218	101	5	raise	raise	VERB
cana-1218	101	6	data	datum	NOUN
cana-1218	101	7	storage	storage	NOUN
cana-1218	101	8	,	,	PUNCT
cana-1218	101	9	transport	transport	NOUN
cana-1218	101	10	,	,	PUNCT
cana-1218	101	11	and	and	CCONJ
cana-1218	101	12	analysis	analysis	NOUN
cana-1218	101	13	accuracy	accuracy	NOUN
cana-1218	101	14	by	by	ADP
cana-1218	101	15	means	mean	NOUN
cana-1218	101	16	of	of	ADP
cana-1218	101	17	efficiency	efficiency	NOUN
cana-1218	101	18	enhancement	enhancement	NOUN
cana-1218	101	19	is	be	AUX
cana-1218	101	20	integrating	integrate	VERB
cana-1218	101	21	deep	deep	ADJ
cana-1218	101	22	learning	learning	NOUN
cana-1218	101	23	models	model	NOUN
cana-1218	101	24	with	with	ADP
cana-1218	101	25	distributed	distribute	VERB
cana-1218	101	26	ledger	ledger	NOUN
cana-1218	101	27	technologies	technology	NOUN
cana-1218	101	28	.	.	PUNCT
cana-1218	102	1	fundamentally	fundamentally	ADV
cana-1218	102	2	,	,	PUNCT
cana-1218	102	3	a	a	DET
cana-1218	102	4	deep	deep	ADJ
cana-1218	102	5	learning	learning	NOUN
cana-1218	102	6	model	model	NOUN
cana-1218	102	7	helps	help	VERB
cana-1218	102	8	the	the	DET
cana-1218	102	9	proposed	propose	VERB
cana-1218	102	10	dlt	dlt	PROPN
cana-1218	102	11	predicts	predict	NOUN
cana-1218	102	12	and	and	CCONJ
cana-1218	102	13	optimizes	optimize	VERB
cana-1218	102	14	data	datum	NOUN
cana-1218	102	15	handling	handling	NOUN
cana-1218	102	16	approaches	approach	NOUN
cana-1218	102	17	.	.	PUNCT
cana-1218	103	1	using	use	VERB
cana-1218	103	2	a	a	DET
cana-1218	103	3	customized	customized	ADJ
cana-1218	103	4	deep	deep	ADJ
cana-1218	103	5	regression	regression	NOUN
cana-1218	103	6	network	network	NOUN
cana-1218	103	7	,	,	PUNCT
cana-1218	103	8	the	the	DET
cana-1218	103	9	system	system	NOUN
cana-1218	103	10	forecasts	forecast	VERB
cana-1218	103	11	data	datum	NOUN
cana-1218	103	12	requests	request	NOUN
cana-1218	103	13	and	and	CCONJ
cana-1218	103	14	dynamically	dynamically	ADV
cana-1218	103	15	distributes	distribute	VERB
cana-1218	103	16	resources	resource	NOUN
cana-1218	103	17	.	.	PUNCT
cana-1218	104	1	taking	take	VERB
cana-1218	104	2	various	various	ADJ
cana-1218	104	3	factors	factor	NOUN
cana-1218	104	4	like	like	ADP
cana-1218	104	5	transaction	transaction	NOUN
cana-1218	104	6	frequency	frequency	NOUN
cana-1218	104	7	,	,	PUNCT
cana-1218	104	8	data	datum	NOUN
cana-1218	104	9	quantity	quantity	NOUN
cana-1218	104	10	,	,	PUNCT
cana-1218	104	11	and	and	CCONJ
cana-1218	104	12	network	network	NOUN
cana-1218	104	13	load	load	NOUN
cana-1218	104	14	,	,	PUNCT
cana-1218	104	15	this	this	DET
cana-1218	104	16	model	model	NOUN
cana-1218	104	17	uses	use	VERB
cana-1218	104	18	these	these	DET
cana-1218	104	19	projections	projection	NOUN
cana-1218	104	20	to	to	ADP
cana-1218	104	21	optimal	optimal	ADJ
cana-1218	104	22	data	datum	NOUN
cana-1218	104	23	distribution	distribution	NOUN
cana-1218	104	24	and	and	CCONJ
cana-1218	104	25	storage	storage	NOUN
cana-1218	104	26	over	over	ADP
cana-1218	104	27	the	the	DET
cana-1218	104	28	blockchain	blockchain	PROPN
cana-1218	104	29	network	network	NOUN
cana-1218	104	30	.	.	PUNCT
cana-1218	105	1	deep	deep	ADJ
cana-1218	105	2	learning	learning	NOUN
cana-1218	105	3	models	model	NOUN
cana-1218	105	4	harmonize	harmonize	VERB
cana-1218	105	5	with	with	ADP
cana-1218	105	6	the	the	DET
cana-1218	105	7	blockchain	blockchain	NOUN
cana-1218	105	8	architecture	architecture	NOUN
cana-1218	105	9	by	by	ADP
cana-1218	105	10	interpreting	interpret	VERB
cana-1218	105	11	and	and	CCONJ
cana-1218	105	12	forecasting	forecasting	NOUN
cana-1218	105	13	data	datum	NOUN
cana-1218	105	14	patterns	pattern	NOUN
cana-1218	105	15	to	to	PART
cana-1218	105	16	raise	raise	VERB
cana-1218	105	17	transaction	transaction	NOUN
cana-1218	105	18	throughput	throughput	NOUN
cana-1218	105	19	and	and	CCONJ
cana-1218	105	20	reduce	reduce	VERB
cana-1218	105	21	latency	latency	NOUN
cana-1218	105	22	.	.	PUNCT
cana-1218	106	1	by	by	ADP
cana-1218	106	2	means	mean	NOUN
cana-1218	106	3	of	of	ADP
cana-1218	106	4	nonlinear	nonlinear	ADJ
cana-1218	106	5	dynamics	dynamic	NOUN
cana-1218	106	6	,	,	PUNCT
cana-1218	106	7	one	one	PRON
cana-1218	106	8	may	may	AUX
cana-1218	106	9	characterize	characterize	VERB
cana-1218	106	10	and	and	CCONJ
cana-1218	106	11	control	control	PROPN
cana-1218	106	12	blockchain	blockchain	PROPN
cana-1218	106	13	performance	performance	NOUN
cana-1218	106	14	,	,	PUNCT
cana-1218	106	15	therefore	therefore	ADV
cana-1218	106	16	enabling	enable	VERB
cana-1218	106	17	the	the	DET
cana-1218	106	18	system	system	NOUN
cana-1218	106	19	to	to	PART
cana-1218	106	20	manage	manage	VERB
cana-1218	106	21	the	the	DET
cana-1218	106	22	complexity	complexity	NOUN
cana-1218	106	23	of	of	ADP
cana-1218	106	24	real	real	ADJ
cana-1218	106	25	-	-	PUNCT
cana-1218	106	26	time	time	NOUN
cana-1218	106	27	data	datum	NOUN
cana-1218	106	28	and	and	CCONJ
cana-1218	106	29	ensure	ensure	VERB
cana-1218	106	30	efficient	efficient	ADJ
cana-1218	106	31	blockchain	blockchain	PROPN
cana-1218	106	32	operations	operation	NOUN
cana-1218	106	33	.	.	PUNCT
cana-1218	107	1	nonlinear	nonlinear	ADJ
cana-1218	107	2	dynamics	dynamic	NOUN
cana-1218	107	3	is	be	AUX
cana-1218	107	4	fundamental	fundamental	ADJ
cana-1218	107	5	in	in	ADP
cana-1218	107	6	understanding	understanding	NOUN
cana-1218	107	7	and	and	CCONJ
cana-1218	107	8	control	control	NOUN
cana-1218	107	9	of	of	ADP
cana-1218	107	10	the	the	DET
cana-1218	107	11	chaotic	chaotic	ADJ
cana-1218	107	12	behavior	behavior	NOUN
cana-1218	107	13	often	often	ADV
cana-1218	107	14	observed	observe	VERB
cana-1218	107	15	in	in	ADP
cana-1218	107	16	bigscale	bigscale	NOUN
cana-1218	107	17	data	datum	NOUN
cana-1218	107	18	exchanges	exchange	NOUN
cana-1218	107	19	.	.	PUNCT
cana-1218	108	1	using	use	VERB
cana-1218	108	2	these	these	DET
cana-1218	108	3	concepts	concept	NOUN
cana-1218	108	4	will	will	AUX
cana-1218	108	5	enable	enable	VERB
cana-1218	108	6	the	the	DET
cana-1218	108	7	system	system	NOUN
cana-1218	108	8	to	to	PART
cana-1218	108	9	better	well	ADV
cana-1218	108	10	predict	predict	VERB
cana-1218	108	11	fluctuations	fluctuation	NOUN
cana-1218	108	12	and	and	CCONJ
cana-1218	108	13	change	change	VERB
cana-1218	108	14	its	its	PRON
cana-1218	108	15	running	run	VERB
cana-1218	108	16	condition	condition	NOUN
cana-1218	108	17	to	to	PART
cana-1218	108	18	maintain	maintain	VERB
cana-1218	108	19	optimal	optimal	ADJ
cana-1218	108	20	performance	performance	NOUN
cana-1218	108	21	.	.	PUNCT
cana-1218	109	1	for	for	ADP
cana-1218	109	2	instance	instance	NOUN
cana-1218	109	3	,	,	PUNCT
cana-1218	109	4	the	the	DET
cana-1218	109	5	system	system	NOUN
cana-1218	109	6	can	can	AUX
cana-1218	109	7	vary	vary	VERB
cana-1218	109	8	block	block	NOUN
cana-1218	109	9	sizes	size	NOUN
cana-1218	109	10	and	and	CCONJ
cana-1218	109	11	transaction	transaction	NOUN
cana-1218	109	12	speeds	speed	NOUN
cana-1218	109	13	to	to	PART
cana-1218	109	14	guarantee	guarantee	VERB
cana-1218	109	15	flawless	flawless	ADJ
cana-1218	109	16	data	datum	NOUN
cana-1218	109	17	flow	flow	NOUN
cana-1218	109	18	during	during	ADP
cana-1218	109	19	maximum	maximum	ADJ
cana-1218	109	20	demand	demand	NOUN
cana-1218	109	21	and	and	CCONJ
cana-1218	109	22	help	help	VERB
cana-1218	109	23	to	to	PART
cana-1218	109	24	avoid	avoid	VERB
cana-1218	109	25	congestion	congestion	NOUN
cana-1218	109	26	.	.	PUNCT
cana-1218	110	1	consensus	consensus	NOUN
cana-1218	110	2	mechanism	mechanism	NOUN
cana-1218	110	3	(	(	PUNCT
cana-1218	110	4	proof	proof	NOUN
cana-1218	110	5	of	of	ADP
cana-1218	110	6	work	work	NOUN
cana-1218	110	7	pow	pow	NOUN
cana-1218	110	8	)	)	PUNCT
cana-1218	110	9	is	be	AUX
cana-1218	110	10	represented	represent	VERB
cana-1218	110	11	as	as	ADP
cana-1218	110	12	below	below	ADV
cana-1218	110	13	:	:	PUNCT
cana-1218	110	14	(	(	PUNCT
cana-1218	110	15	)	)	PUNCT
cana-1218	110	16	hash	hash	NOUN
cana-1218	110	17	(	(	PUNCT
cana-1218	110	18	)	)	PUNCT
cana-1218	110	19	h	h	NOUN
cana-1218	110	20	x	x	NOUN
cana-1218	110	21	x=	x=	PUNCT
cana-1218	111	1	where	where	SCONJ
cana-1218	111	2	(	(	PUNCT
cana-1218	111	3	)	)	PUNCT
cana-1218	111	4	targeth	targeth	NOUN
cana-1218	111	5	x	x	SYM
cana-1218	111	6			NOUN
cana-1218	111	7	x	x	SYM
cana-1218	111	8	block	block	NOUN
cana-1218	111	9	data	datum	NOUN
cana-1218	111	10	,	,	PUNCT
cana-1218	111	11	h(x	h(x	PROPN
cana-1218	111	12	)	)	PUNCT
cana-1218	111	13	hash	hash	NOUN
cana-1218	111	14	value	value	NOUN
cana-1218	111	15	,	,	PUNCT
cana-1218	111	16	and	and	CCONJ
cana-1218	111	17	the	the	DET
cana-1218	111	18	target	target	NOUN
cana-1218	111	19	is	be	AUX
cana-1218	111	20	a	a	DET
cana-1218	111	21	predetermined	predetermine	VERB
cana-1218	111	22	difficulty	difficulty	NOUN
cana-1218	111	23	level	level	NOUN
cana-1218	111	24	.	.	PUNCT
cana-1218	112	1	consensus	consensus	NOUN
cana-1218	112	2	mechanism	mechanism	NOUN
cana-1218	112	3	(	(	PUNCT
cana-1218	112	4	proof	proof	NOUN
cana-1218	112	5	of	of	ADP
cana-1218	112	6	stake	stake	NOUN
cana-1218	112	7	pos	pos	PROPN
cana-1218	112	8	)	)	PUNCT
cana-1218	112	9	is	be	AUX
cana-1218	112	10	represented	represent	VERB
cana-1218	112	11	as	as	ADP
cana-1218	112	12	below	below	ADV
cana-1218	112	13	:	:	PUNCT
cana-1218	112	14	1	1	NUM
cana-1218	112	15	pr	pr	NOUN
cana-1218	112	16	(	(	PUNCT
cana-1218	112	17	)	)	PUNCT
cana-1218	112	18	i	i	PRON
cana-1218	112	19	i	i	PRON
cana-1218	112	20	n	n	VERB
cana-1218	112	21	j	j	PROPN
cana-1218	112	22	j	j	PROPN
cana-1218	112	23	w	w	PROPN
cana-1218	112	24	v	v	PROPN
cana-1218	112	25	w	w	NOUN
cana-1218	112	26	=	=	PUNCT
cana-1218	112	27	=	=	NOUN
cana-1218	112	28			X
cana-1218	112	29	where	where	SCONJ
cana-1218	112	30	vi	vi	NOUN
cana-1218	112	31	validator	validator	NOUN
cana-1218	112	32	,	,	PUNCT
cana-1218	112	33	wi	wi	PROPN
cana-1218	112	34	stake	stake	NOUN
cana-1218	112	35	of	of	ADP
cana-1218	112	36	validator	validator	NOUN
cana-1218	112	37	i	i	PROPN
cana-1218	112	38	,	,	PUNCT
cana-1218	112	39	and	and	CCONJ
cana-1218	112	40	n	n	PRON
cana-1218	112	41	total	total	ADJ
cana-1218	112	42	number	number	NOUN
cana-1218	112	43	of	of	ADP
cana-1218	112	44	validators	validator	NOUN
cana-1218	112	45	.	.	PUNCT
cana-1218	113	1	block	block	NOUN
cana-1218	113	2	time	time	NOUN
cana-1218	113	3	calculation	calculation	NOUN
cana-1218	113	4	is	be	AUX
cana-1218	113	5	represented	represent	VERB
cana-1218	113	6	as	as	ADP
cana-1218	113	7	below	below	ADV
cana-1218	113	8	:	:	PUNCT
cana-1218	113	9	total	total	PROPN
cana-1218	113	10	b	b	PROPN
cana-1218	113	11	t	t	PROPN
cana-1218	113	12	t	t	NOUN
cana-1218	113	13	n	n	NOUN
cana-1218	113	14	=	=	PUNCT
cana-1218	113	15	where	where	SCONJ
cana-1218	113	16	communications	communication	NOUN
cana-1218	113	17	on	on	ADP
cana-1218	113	18	applied	apply	VERB
cana-1218	113	19	nonlinear	nonlinear	ADJ
cana-1218	113	20	analysis	analysis	NOUN
cana-1218	113	21	issn	issn	NOUN
cana-1218	113	22	:	:	PUNCT
cana-1218	113	23	1074	1074	NUM
cana-1218	113	24	-	-	PUNCT
cana-1218	113	25	133x	133x	NUM
cana-1218	113	26	vol	vol	NOUN
cana-1218	113	27	31	31	NUM
cana-1218	113	28	no	no	NOUN
cana-1218	113	29	.	.	PUNCT
cana-1218	114	1	6s	6s	NUM
cana-1218	114	2	(	(	PUNCT
cana-1218	114	3	2024	2024	NUM
cana-1218	114	4	)	)	PUNCT
cana-1218	114	5	239	239	NUM
cana-1218	114	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	114	7	tb	tb	ADP
cana-1218	114	8	average	average	ADJ
cana-1218	114	9	block	block	NOUN
cana-1218	114	10	time	time	NOUN
cana-1218	114	11	,	,	PUNCT
cana-1218	114	12	ttotal	ttotal	ADJ
cana-1218	114	13	total	total	ADJ
cana-1218	114	14	time	time	NOUN
cana-1218	114	15	for	for	ADP
cana-1218	114	16	generating	generate	VERB
cana-1218	114	17	n	n	PRON
cana-1218	114	18	blocks	block	NOUN
cana-1218	114	19	.	.	PUNCT
cana-1218	115	1	transaction	transaction	NOUN
cana-1218	115	2	throughput	throughput	NOUN
cana-1218	115	3	is	be	AUX
cana-1218	115	4	represented	represent	VERB
cana-1218	115	5	as	as	ADP
cana-1218	115	6	below	below	ADV
cana-1218	115	7	:	:	PUNCT
cana-1218	115	8	tx	tx	VERB
cana-1218	115	9	block	block	NOUN
cana-1218	115	10	tr	tr	VERB
cana-1218	115	11	t	t	NOUN
cana-1218	115	12	t	t	PROPN
cana-1218	115	13	=	=	SYM
cana-1218	115	14	where	where	SCONJ
cana-1218	115	15	ttx	ttx	PROPN
cana-1218	115	16	number	number	NOUN
cana-1218	115	17	of	of	ADP
cana-1218	115	18	transactions	transaction	NOUN
cana-1218	115	19	and	and	CCONJ
cana-1218	115	20	tblock	tblock	NOUN
cana-1218	115	21	time	time	NOUN
cana-1218	115	22	to	to	PART
cana-1218	115	23	create	create	VERB
cana-1218	115	24	a	a	DET
cana-1218	115	25	block	block	NOUN
cana-1218	115	26	.	.	PUNCT
cana-1218	116	1	storage	storage	NOUN
cana-1218	116	2	utilization	utilization	NOUN
cana-1218	116	3	is	be	AUX
cana-1218	116	4	represented	represent	VERB
cana-1218	116	5	as	as	ADP
cana-1218	116	6	below	below	ADV
cana-1218	116	7	:	:	PUNCT
cana-1218	116	8	us	us	PROPN
cana-1218	116	9	utilization	utilization	NOUN
cana-1218	116	10	tas	ta	NOUN
cana-1218	116	11	=	=	PUNCT
cana-1218	116	12	where	where	SCONJ
cana-1218	116	13	us	we	PRON
cana-1218	116	14	space	space	NOUN
cana-1218	116	15	occupied	occupy	VERB
cana-1218	116	16	by	by	ADP
cana-1218	116	17	blocks	block	NOUN
cana-1218	116	18	and	and	CCONJ
cana-1218	116	19	tas	tas	NOUN
cana-1218	116	20	total	total	ADJ
cana-1218	116	21	storage	storage	NOUN
cana-1218	116	22	capacity	capacity	NOUN
cana-1218	116	23	.	.	PUNCT
cana-1218	117	1	computational	computational	ADJ
cana-1218	117	2	load	load	NOUN
cana-1218	117	3	is	be	AUX
cana-1218	117	4	represented	represent	VERB
cana-1218	117	5	as	as	ADP
cana-1218	117	6	below	below	ADV
cana-1218	117	7	:	:	PUNCT
cana-1218	117	8	cput	cput	ADJ
cana-1218	117	9	number	number	NOUN
cana-1218	117	10	of	of	ADP
cana-1218	117	11	transactions	transaction	NOUN
cana-1218	117	12	load	load	VERB
cana-1218	117	13	cputimenumberoftl=	cputimenumberoftl=	NOUN
cana-1218	117	14	=	=	PUNCT
cana-1218	117	15	where	where	SCONJ
cana-1218	117	16	tcpu	tcpu	NOUN
cana-1218	117	17	total	total	NOUN
cana-1218	117	18	computational	computational	ADJ
cana-1218	117	19	time	time	NOUN
cana-1218	117	20	spent	spend	VERB
cana-1218	117	21	on	on	ADP
cana-1218	117	22	transactions	transaction	NOUN
cana-1218	117	23	.	.	PUNCT
cana-1218	118	1	data	datum	NOUN
cana-1218	118	2	compression	compression	NOUN
cana-1218	118	3	ratio	ratio	NOUN
cana-1218	118	4	is	be	AUX
cana-1218	118	5	represented	represent	VERB
cana-1218	118	6	as	as	ADP
cana-1218	118	7	below	below	ADV
cana-1218	118	8	:	:	PUNCT
cana-1218	119	1	uncompressed	uncompress	VERB
cana-1218	119	2	compressed	compress	VERB
cana-1218	119	3	uncompressed	uncompress	VERB
cana-1218	119	4	s	s	NOUN
cana-1218	119	5	s	s	X
cana-1218	119	6	cr	cr	NOUN
cana-1218	119	7	s	s	PART
cana-1218	119	8	−	−	PROPN
cana-1218	119	9	=	=	SYM
cana-1218	119	10	where	where	SCONJ
cana-1218	119	11	suncompressed	suncompresse	VERB
cana-1218	119	12	and	and	CCONJ
cana-1218	119	13	scompressed	scompresse	VERB
cana-1218	119	14	sizes	size	NOUN
cana-1218	119	15	of	of	ADP
cana-1218	119	16	data	datum	NOUN
cana-1218	119	17	before	before	ADV
cana-1218	119	18	and	and	CCONJ
cana-1218	119	19	after	after	ADP
cana-1218	119	20	compression	compression	NOUN
cana-1218	119	21	,	,	PUNCT
cana-1218	119	22	respectively	respectively	ADV
cana-1218	119	23	.	.	PUNCT
cana-1218	119	24	prediction	prediction	NOUN
cana-1218	119	25	accuracy	accuracy	NOUN
cana-1218	119	26	(	(	PUNCT
cana-1218	119	27	rmse	rmse	NOUN
cana-1218	119	28	)	)	PUNCT
cana-1218	119	29	is	be	AUX
cana-1218	119	30	represented	represent	VERB
cana-1218	119	31	as	as	ADP
cana-1218	119	32	below	below	ADV
cana-1218	119	33	:	:	PUNCT
cana-1218	119	34	2	2	NUM
cana-1218	119	35	1	1	NUM
cana-1218	119	36	1	1	NUM
cana-1218	119	37	ˆrmse	ˆrmse	NOUN
cana-1218	119	38	(	(	PUNCT
cana-1218	119	39	)	)	PUNCT
cana-1218	120	1	n	n	CCONJ
cana-1218	120	2	i	i	PRON
cana-1218	121	1	i	i	PRON
cana-1218	122	1	i	i	VERB
cana-1218	122	2	y	y	VERB
cana-1218	122	3	y	y	PROPN
cana-1218	122	4	n	n	NOUN
cana-1218	122	5	=	=	PUNCT
cana-1218	122	6	=	=	NOUN
cana-1218	123	1	−	−	NOUN
cana-1218	123	2	where	where	SCONJ
cana-1218	123	3	yi	yi	PROPN
cana-1218	123	4	actual	actual	ADJ
cana-1218	123	5	value	value	NOUN
cana-1218	123	6	,	,	PUNCT
cana-1218	123	7	ˆ	ˆ	PROPN
cana-1218	123	8	iy	iy	PROPN
cana-1218	123	9	predicted	predict	VERB
cana-1218	123	10	value	value	NOUN
cana-1218	123	11	,	,	PUNCT
cana-1218	123	12	and	and	CCONJ
cana-1218	123	13	n	n	PRON
cana-1218	123	14	is	be	AUX
cana-1218	123	15	the	the	DET
cana-1218	123	16	number	number	NOUN
cana-1218	123	17	of	of	ADP
cana-1218	123	18	predictions	prediction	NOUN
cana-1218	123	19	.	.	PUNCT
cana-1218	124	1	block	block	NOUN
cana-1218	124	2	size	size	NOUN
cana-1218	124	3	reduction	reduction	NOUN
cana-1218	124	4	is	be	AUX
cana-1218	124	5	represented	represent	VERB
cana-1218	124	6	as	as	ADP
cana-1218	124	7	below	below	ADV
cana-1218	124	8	:	:	PUNCT
cana-1218	124	9	communications	communication	NOUN
cana-1218	124	10	on	on	ADP
cana-1218	124	11	applied	apply	VERB
cana-1218	124	12	nonlinear	nonlinear	ADJ
cana-1218	124	13	analysis	analysis	NOUN
cana-1218	124	14	issn	issn	NOUN
cana-1218	124	15	:	:	PUNCT
cana-1218	124	16	1074	1074	NUM
cana-1218	124	17	-	-	PUNCT
cana-1218	124	18	133x	133x	NUM
cana-1218	124	19	vol	vol	NOUN
cana-1218	124	20	31	31	NUM
cana-1218	124	21	no	no	NOUN
cana-1218	124	22	.	.	PUNCT
cana-1218	125	1	6s	6s	NUM
cana-1218	125	2	(	(	PUNCT
cana-1218	125	3	2024	2024	NUM
cana-1218	125	4	)	)	PUNCT
cana-1218	125	5	240	240	NUM
cana-1218	125	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	125	7	original	original	ADJ
cana-1218	125	8	optimized	optimize	VERB
cana-1218	125	9	original	original	NOUN
cana-1218	125	10	s	s	NOUN
cana-1218	125	11	s	s	NOUN
cana-1218	125	12	r	r	NOUN
cana-1218	125	13	s	s	NOUN
cana-1218	125	14	−	−	NOUN
cana-1218	125	15	=	=	PUNCT
cana-1218	125	16	where	where	SCONJ
cana-1218	125	17	soriginal	soriginal	ADJ
cana-1218	125	18	and	and	CCONJ
cana-1218	125	19	soptimized	soptimized	ADJ
cana-1218	125	20	sizes	size	NOUN
cana-1218	125	21	of	of	ADP
cana-1218	125	22	the	the	DET
cana-1218	125	23	block	block	NOUN
cana-1218	125	24	before	before	ADV
cana-1218	125	25	and	and	CCONJ
cana-1218	125	26	after	after	ADP
cana-1218	125	27	optimization	optimization	NOUN
cana-1218	125	28	.	.	PUNCT
cana-1218	126	1	nonlinear	nonlinear	ADJ
cana-1218	126	2	dynamics	dynamic	NOUN
cana-1218	126	3	(	(	PUNCT
cana-1218	126	4	logistic	logistic	ADJ
cana-1218	126	5	map)is	map)is	NOUN
cana-1218	126	6	represented	represent	VERB
cana-1218	126	7	as	as	ADP
cana-1218	126	8	below	below	ADV
cana-1218	126	9	:	:	PUNCT
cana-1218	126	10	1	1	NUM
cana-1218	126	11	(	(	PUNCT
cana-1218	126	12	1	1	NUM
cana-1218	126	13	)	)	PUNCT
cana-1218	126	14	n	n	CCONJ
cana-1218	126	15	n	n	NOUN
cana-1218	126	16	nx	nx	NOUN
cana-1218	126	17	r	r	NOUN
cana-1218	126	18	x	x	SYM
cana-1218	126	19	x+	x+	X
cana-1218	126	20	=	=	PUNCT
cana-1218	126	21			ADJ
cana-1218	126	22			PROPN
cana-1218	126	23	−	−	NOUN
cana-1218	126	24	where	where	SCONJ
cana-1218	126	25	xn	xn	PROPN
cana-1218	126	26	current	current	ADJ
cana-1218	126	27	state	state	NOUN
cana-1218	126	28	,	,	PUNCT
cana-1218	126	29	1nx	1nx	PROPN
cana-1218	127	1	+	+	CCONJ
cana-1218	128	1	next	next	ADJ
cana-1218	128	2	state	state	NOUN
cana-1218	128	3	,	,	PUNCT
cana-1218	128	4	and	and	CCONJ
cana-1218	128	5	r	r	NOUN
cana-1218	128	6	parameter	parameter	NOUN
cana-1218	128	7	influencing	influence	VERB
cana-1218	128	8	the	the	DET
cana-1218	128	9	system	system	NOUN
cana-1218	128	10	’s	’s	PART
cana-1218	128	11	behavior	behavior	NOUN
cana-1218	128	12	.	.	PUNCT
cana-1218	129	1	the	the	DET
cana-1218	129	2	proposed	propose	VERB
cana-1218	129	3	dlt	dlt	PROPN
cana-1218	129	4	lowers	lower	VERB
cana-1218	129	5	data	datum	NOUN
cana-1218	129	6	block	block	NOUN
cana-1218	129	7	size	size	NOUN
cana-1218	129	8	and	and	CCONJ
cana-1218	129	9	consequently	consequently	ADV
cana-1218	129	10	enhances	enhance	VERB
cana-1218	129	11	storage	storage	NOUN
cana-1218	129	12	use	use	NOUN
cana-1218	129	13	by	by	ADP
cana-1218	129	14	methods	method	NOUN
cana-1218	129	15	of	of	ADP
cana-1218	129	16	compression	compression	NOUN
cana-1218	129	17	and	and	CCONJ
cana-1218	129	18	storage	storage	NOUN
cana-1218	129	19	optimization	optimization	NOUN
cana-1218	129	20	.	.	PUNCT
cana-1218	130	1	the	the	DET
cana-1218	130	2	deep	deep	ADJ
cana-1218	130	3	learning	learning	NOUN
cana-1218	130	4	model	model	NOUN
cana-1218	130	5	aids	aids	PROPN
cana-1218	130	6	in	in	ADP
cana-1218	130	7	this	this	DET
cana-1218	130	8	process	process	NOUN
cana-1218	130	9	by	by	ADP
cana-1218	130	10	analyzing	analyze	VERB
cana-1218	130	11	historical	historical	ADJ
cana-1218	130	12	data	datum	NOUN
cana-1218	130	13	and	and	CCONJ
cana-1218	130	14	seeing	see	VERB
cana-1218	130	15	tendencies	tendency	NOUN
cana-1218	130	16	that	that	PRON
cana-1218	130	17	might	might	AUX
cana-1218	130	18	be	be	AUX
cana-1218	130	19	used	use	VERB
cana-1218	130	20	to	to	PART
cana-1218	130	21	more	more	ADV
cana-1218	130	22	effectively	effectively	ADV
cana-1218	130	23	compress	compress	VERB
cana-1218	130	24	data	datum	NOUN
cana-1218	130	25	.	.	PUNCT
cana-1218	131	1	apart	apart	ADV
cana-1218	131	2	from	from	ADP
cana-1218	131	3	releasing	release	VERB
cana-1218	131	4	storage	storage	NOUN
cana-1218	131	5	capacity	capacity	NOUN
cana-1218	131	6	,	,	PUNCT
cana-1218	131	7	this	this	PRON
cana-1218	131	8	speeds	speed	VERB
cana-1218	131	9	data	datum	NOUN
cana-1218	131	10	retrieval	retrieval	NOUN
cana-1218	131	11	and	and	CCONJ
cana-1218	131	12	reduces	reduce	VERB
cana-1218	131	13	network	network	NOUN
cana-1218	131	14	compute	compute	NOUN
cana-1218	131	15	burden	burden	NOUN
cana-1218	131	16	.	.	PUNCT
cana-1218	132	1	3.2	3.2	NUM
cana-1218	132	2	.	.	PUNCT
cana-1218	133	1	nonlinear	nonlinear	ADJ
cana-1218	133	2	dynamics	dynamic	NOUN
cana-1218	133	3	modeling	modeling	NOUN
cana-1218	133	4	within	within	ADP
cana-1218	133	5	the	the	DET
cana-1218	133	6	proposed	propose	VERB
cana-1218	133	7	nonlinear	nonlinear	ADJ
cana-1218	133	8	dynamics	dynamic	NOUN
cana-1218	133	9	modeling	modeling	NOUN
cana-1218	133	10	for	for	ADP
cana-1218	133	11	transmission	transmission	NOUN
cana-1218	133	12	and	and	CCONJ
cana-1218	133	13	storage	storage	NOUN
cana-1218	133	14	,	,	PUNCT
cana-1218	133	15	deep	deep	ADJ
cana-1218	133	16	regression	regression	NOUN
cana-1218	133	17	models	model	NOUN
cana-1218	133	18	maximize	maximize	VERB
cana-1218	133	19	blockchain	blockchain	NOUN
cana-1218	133	20	performance	performance	NOUN
cana-1218	133	21	.	.	PUNCT
cana-1218	134	1	this	this	DET
cana-1218	134	2	technology	technology	NOUN
cana-1218	134	3	controls	control	VERB
cana-1218	134	4	the	the	DET
cana-1218	134	5	complexity	complexity	NOUN
cana-1218	134	6	of	of	ADP
cana-1218	134	7	data	data	NOUN
cana-1218	134	8	transmission	transmission	NOUN
cana-1218	134	9	and	and	CCONJ
cana-1218	134	10	storage	storage	NOUN
cana-1218	134	11	using	use	VERB
cana-1218	134	12	nonlinear	nonlinear	ADJ
cana-1218	134	13	dynamics	dynamic	NOUN
cana-1218	134	14	especially	especially	ADV
cana-1218	134	15	in	in	ADP
cana-1218	134	16	environments	environment	NOUN
cana-1218	134	17	with	with	ADP
cana-1218	134	18	variable	variable	ADJ
cana-1218	134	19	loads	load	NOUN
cana-1218	134	20	and	and	CCONJ
cana-1218	134	21	various	various	ADJ
cana-1218	134	22	data	datum	NOUN
cana-1218	134	23	patterns	pattern	NOUN
cana-1218	134	24	.	.	PUNCT
cana-1218	135	1	the	the	DET
cana-1218	135	2	main	main	ADJ
cana-1218	135	3	focus	focus	NOUN
cana-1218	135	4	of	of	ADP
cana-1218	135	5	nonlinear	nonlinear	ADJ
cana-1218	135	6	dynamics	dynamic	NOUN
cana-1218	135	7	modeling	modeling	NOUN
cana-1218	135	8	is	be	AUX
cana-1218	135	9	realizing	realize	VERB
cana-1218	135	10	and	and	CCONJ
cana-1218	135	11	predicting	predict	VERB
cana-1218	135	12	the	the	DET
cana-1218	135	13	behavior	behavior	NOUN
cana-1218	135	14	of	of	ADP
cana-1218	135	15	complicated	complicated	ADJ
cana-1218	135	16	systems	system	NOUN
cana-1218	135	17	when	when	SCONJ
cana-1218	135	18	traditional	traditional	ADJ
cana-1218	135	19	linear	linear	NOUN
cana-1218	135	20	models	model	NOUN
cana-1218	135	21	could	could	AUX
cana-1218	135	22	not	not	PART
cana-1218	135	23	be	be	AUX
cana-1218	135	24	able	able	ADJ
cana-1218	135	25	to	to	PART
cana-1218	135	26	depict	depict	VERB
cana-1218	135	27	the	the	DET
cana-1218	135	28	underlying	underlie	VERB
cana-1218	135	29	dynamics	dynamic	NOUN
cana-1218	135	30	.	.	PUNCT
cana-1218	136	1	blockchain	blockchain	PROPN
cana-1218	136	2	systems	systems	PROPN
cana-1218	136	3	apply	apply	VERB
cana-1218	136	4	nonlinear	nonlinear	ADJ
cana-1218	136	5	dynamics	dynamic	NOUN
cana-1218	136	6	in	in	ADP
cana-1218	136	7	order	order	NOUN
cana-1218	136	8	to	to	PART
cana-1218	136	9	reproduce	reproduce	VERB
cana-1218	136	10	the	the	DET
cana-1218	136	11	intricate	intricate	ADJ
cana-1218	136	12	interactions	interaction	NOUN
cana-1218	136	13	among	among	ADP
cana-1218	136	14	data	data	NOUN
cana-1218	136	15	transmission	transmission	NOUN
cana-1218	136	16	speeds	speed	NOUN
cana-1218	136	17	,	,	PUNCT
cana-1218	136	18	storage	storage	NOUN
cana-1218	136	19	capacity	capacity	NOUN
cana-1218	136	20	,	,	PUNCT
cana-1218	136	21	and	and	CCONJ
cana-1218	136	22	system	system	NOUN
cana-1218	136	23	performance	performance	NOUN
cana-1218	136	24	.	.	PUNCT
cana-1218	137	1	this	this	PRON
cana-1218	137	2	means	mean	VERB
cana-1218	137	3	creating	create	VERB
cana-1218	137	4	mathematical	mathematical	ADJ
cana-1218	137	5	models	model	NOUN
cana-1218	137	6	capturing	capture	VERB
cana-1218	137	7	in	in	ADP
cana-1218	137	8	a	a	DET
cana-1218	137	9	nonlinear	nonlinear	ADJ
cana-1218	137	10	fashion	fashion	NOUN
cana-1218	137	11	the	the	DET
cana-1218	137	12	relationships	relationship	NOUN
cana-1218	137	13	among	among	ADP
cana-1218	137	14	numerous	numerous	ADJ
cana-1218	137	15	characteristics	characteristic	NOUN
cana-1218	137	16	including	include	VERB
cana-1218	137	17	network	network	NOUN
cana-1218	137	18	congestion	congestion	NOUN
cana-1218	137	19	,	,	PUNCT
cana-1218	137	20	data	datum	NOUN
cana-1218	137	21	volume	volume	NOUN
cana-1218	137	22	,	,	PUNCT
cana-1218	137	23	and	and	CCONJ
cana-1218	137	24	block	block	NOUN
cana-1218	137	25	size	size	NOUN
cana-1218	137	26	.	.	PUNCT
cana-1218	138	1	deep	deep	ADJ
cana-1218	138	2	regression	regression	NOUN
cana-1218	138	3	models	model	NOUN
cana-1218	138	4	provide	provide	VERB
cana-1218	138	5	historical	historical	ADJ
cana-1218	138	6	data	datum	NOUN
cana-1218	138	7	to	to	PART
cana-1218	138	8	produce	produce	VERB
cana-1218	138	9	estimates	estimate	NOUN
cana-1218	138	10	on	on	ADP
cana-1218	138	11	future	future	ADJ
cana-1218	138	12	system	system	NOUN
cana-1218	138	13	performance	performance	NOUN
cana-1218	138	14	.	.	PUNCT
cana-1218	139	1	these	these	DET
cana-1218	139	2	models	model	NOUN
cana-1218	139	3	allow	allow	VERB
cana-1218	139	4	the	the	DET
cana-1218	139	5	learning	learning	NOUN
cana-1218	139	6	of	of	ADP
cana-1218	139	7	complex	complex	ADJ
cana-1218	139	8	patterns	pattern	NOUN
cana-1218	139	9	from	from	ADP
cana-1218	139	10	large	large	ADJ
cana-1218	139	11	datasets	dataset	NOUN
cana-1218	139	12	,	,	PUNCT
cana-1218	139	13	hence	hence	ADV
cana-1218	139	14	guiding	guide	VERB
cana-1218	139	15	data	datum	NOUN
cana-1218	139	16	loads	load	NOUN
cana-1218	139	17	and	and	CCONJ
cana-1218	139	18	system	system	NOUN
cana-1218	139	19	needs	need	NOUN
cana-1218	139	20	.	.	PUNCT
cana-1218	140	1	combining	combine	VERB
cana-1218	140	2	nonlinear	nonlinear	ADJ
cana-1218	140	3	dynamics	dynamic	NOUN
cana-1218	140	4	with	with	ADP
cana-1218	140	5	deep	deep	ADJ
cana-1218	140	6	regression	regression	NOUN
cana-1218	140	7	enables	enable	VERB
cana-1218	140	8	the	the	DET
cana-1218	140	9	system	system	NOUN
cana-1218	140	10	to	to	PART
cana-1218	140	11	foresee	foresee	VERB
cana-1218	140	12	and	and	CCONJ
cana-1218	140	13	manage	manage	VERB
cana-1218	140	14	how	how	SCONJ
cana-1218	140	15	general	general	ADJ
cana-1218	140	16	performance	performance	NOUN
cana-1218	140	17	is	be	AUX
cana-1218	140	18	affected	affect	VERB
cana-1218	140	19	by	by	ADP
cana-1218	140	20	changes	change	NOUN
cana-1218	140	21	in	in	ADP
cana-1218	140	22	data	datum	NOUN
cana-1218	140	23	volume	volume	NOUN
cana-1218	140	24	and	and	CCONJ
cana-1218	140	25	transmission	transmission	NOUN
cana-1218	140	26	rates	rate	NOUN
cana-1218	140	27	.	.	PUNCT
cana-1218	141	1	deep	deep	ADJ
cana-1218	141	2	regression	regression	NOUN
cana-1218	141	3	models	model	NOUN
cana-1218	141	4	,	,	PUNCT
cana-1218	141	5	trained	train	VERB
cana-1218	141	6	on	on	ADP
cana-1218	141	7	historical	historical	ADJ
cana-1218	141	8	data	datum	NOUN
cana-1218	141	9	,	,	PUNCT
cana-1218	141	10	pick	pick	VERB
cana-1218	141	11	trends	trend	NOUN
cana-1218	141	12	of	of	ADP
cana-1218	141	13	data	data	NOUN
cana-1218	141	14	flow	flow	NOUN
cana-1218	141	15	,	,	PUNCT
cana-1218	141	16	system	system	NOUN
cana-1218	141	17	utilization	utilization	NOUN
cana-1218	141	18	,	,	PUNCT
cana-1218	141	19	and	and	CCONJ
cana-1218	141	20	performance	performance	NOUN
cana-1218	141	21	metrics	metric	NOUN
cana-1218	141	22	.	.	PUNCT
cana-1218	142	1	the	the	DET
cana-1218	142	2	model	model	NOUN
cana-1218	142	3	considers	consider	VERB
cana-1218	142	4	the	the	DET
cana-1218	142	5	natural	natural	ADJ
cana-1218	142	6	complexity	complexity	NOUN
cana-1218	142	7	and	and	CCONJ
cana-1218	142	8	nonlinearity	nonlinearity	NOUN
cana-1218	142	9	in	in	ADP
cana-1218	142	10	data	datum	NOUN
cana-1218	142	11	behavior	behavior	NOUN
cana-1218	142	12	by	by	ADP
cana-1218	142	13	including	include	VERB
cana-1218	142	14	nonlinear	nonlinear	ADJ
cana-1218	142	15	dynamic	dynamic	ADJ
cana-1218	142	16	equations	equation	NOUN
cana-1218	142	17	.	.	PUNCT
cana-1218	143	1	using	use	VERB
cana-1218	143	2	the	the	DET
cana-1218	143	3	logistic	logistic	ADJ
cana-1218	143	4	map	map	NOUN
cana-1218	143	5	or	or	CCONJ
cana-1218	143	6	another	another	DET
cana-1218	143	7	nonlinear	nonlinear	ADJ
cana-1218	143	8	differential	differential	ADJ
cana-1218	143	9	equation	equation	NOUN
cana-1218	143	10	one	one	PRON
cana-1218	143	11	may	may	AUX
cana-1218	143	12	reproduce	reproduce	VERB
cana-1218	143	13	the	the	DET
cana-1218	143	14	impact	impact	NOUN
cana-1218	143	15	of	of	ADP
cana-1218	143	16	varying	vary	VERB
cana-1218	143	17	transmission	transmission	NOUN
cana-1218	143	18	rates	rate	NOUN
cana-1218	143	19	and	and	CCONJ
cana-1218	143	20	block	block	NOUN
cana-1218	143	21	sizes	size	NOUN
cana-1218	143	22	on	on	ADP
cana-1218	143	23	the	the	DET
cana-1218	143	24	system	system	NOUN
cana-1218	143	25	.	.	PUNCT
cana-1218	144	1	nonlinear	nonlinear	ADJ
cana-1218	144	2	differential	differential	ADJ
cana-1218	144	3	equation	equation	NOUN
cana-1218	144	4	(	(	PUNCT
cana-1218	144	5	logistic	logistic	ADJ
cana-1218	144	6	growth	growth	NOUN
cana-1218	144	7	model	model	NOUN
cana-1218	144	8	)	)	PUNCT
cana-1218	144	9	is	be	AUX
cana-1218	144	10	expressed	express	VERB
cana-1218	144	11	as	as	ADP
cana-1218	144	12	below	below	ADV
cana-1218	144	13	:	:	PUNCT
cana-1218	144	14	(	(	PUNCT
cana-1218	144	15	)	)	PUNCT
cana-1218	144	16	(	(	PUNCT
cana-1218	144	17	)	)	PUNCT
cana-1218	144	18	(	(	PUNCT
cana-1218	144	19	)	)	PUNCT
cana-1218	144	20	1	1	NUM
cana-1218	144	21	dn	dn	PROPN
cana-1218	144	22	t	t	PROPN
cana-1218	144	23	n	n	NOUN
cana-1218	144	24	t	t	NOUN
cana-1218	144	25	r	r	NOUN
cana-1218	144	26	n	n	NOUN
cana-1218	144	27	t	t	NOUN
cana-1218	144	28	dt	dt	X
cana-1218	144	29	k	k	PROPN
cana-1218	144	30			NOUN
cana-1218	144	31			NOUN
cana-1218	144	32	=	=	PUNCT
cana-1218	145	1			PROPN
cana-1218	145	2	−	−	PROPN
cana-1218	145	3			CCONJ
cana-1218	145	4			PROPN
cana-1218	145	5			PROPN
cana-1218	145	6	communications	communication	NOUN
cana-1218	145	7	on	on	ADP
cana-1218	145	8	applied	apply	VERB
cana-1218	145	9	nonlinear	nonlinear	ADJ
cana-1218	145	10	analysis	analysis	NOUN
cana-1218	145	11	issn	issn	NOUN
cana-1218	145	12	:	:	PUNCT
cana-1218	145	13	1074	1074	NUM
cana-1218	145	14	-	-	PUNCT
cana-1218	145	15	133x	133x	NUM
cana-1218	145	16	vol	vol	NOUN
cana-1218	145	17	31	31	NUM
cana-1218	145	18	no	no	NOUN
cana-1218	145	19	.	.	PUNCT
cana-1218	146	1	6s	6s	NUM
cana-1218	146	2	(	(	PUNCT
cana-1218	146	3	2024	2024	NUM
cana-1218	146	4	)	)	PUNCT
cana-1218	146	5	241	241	NUM
cana-1218	146	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	146	7	where	where	SCONJ
cana-1218	146	8	n(t	n(t	PROPN
cana-1218	146	9	)	)	PUNCT
cana-1218	146	10	data	datum	NOUN
cana-1218	146	11	volume	volume	NOUN
cana-1218	146	12	at	at	ADP
cana-1218	146	13	time	time	NOUN
cana-1218	146	14	t	t	PROPN
cana-1218	146	15	,	,	PUNCT
cana-1218	146	16	r	r	NOUN
cana-1218	146	17	growth	growth	NOUN
cana-1218	146	18	rate	rate	NOUN
cana-1218	146	19	,	,	PUNCT
cana-1218	146	20	and	and	CCONJ
cana-1218	146	21	k	k	NOUN
cana-1218	146	22	carrying	carry	VERB
cana-1218	146	23	capacity	capacity	NOUN
cana-1218	146	24	or	or	CCONJ
cana-1218	146	25	maximum	maximum	ADJ
cana-1218	146	26	storage	storage	NOUN
cana-1218	146	27	limit	limit	NOUN
cana-1218	146	28	.	.	PUNCT
cana-1218	147	1	extended	extend	VERB
cana-1218	147	2	logistic	logistic	ADJ
cana-1218	147	3	map	map	NOUN
cana-1218	147	4	for	for	ADP
cana-1218	147	5	nonlinear	nonlinear	ADJ
cana-1218	147	6	dynamics	dynamic	NOUN
cana-1218	147	7	is	be	AUX
cana-1218	147	8	expressed	express	VERB
cana-1218	147	9	as	as	ADP
cana-1218	147	10	below	below	ADV
cana-1218	147	11	:	:	PUNCT
cana-1218	147	12	1	1	NUM
cana-1218	147	13	(	(	PUNCT
cana-1218	147	14	1	1	NUM
cana-1218	147	15	)	)	PUNCT
cana-1218	147	16	sin	sin	NOUN
cana-1218	147	17	(	(	PUNCT
cana-1218	147	18	)	)	PUNCT
cana-1218	147	19	n	n	CCONJ
cana-1218	147	20	n	n	CCONJ
cana-1218	147	21	n	n	ADV
cana-1218	147	22	nx	nx	NOUN
cana-1218	147	23	r	r	NOUN
cana-1218	147	24	x	x	PUNCT
cana-1218	147	25	x	x	SYM
cana-1218	147	26			NUM
cana-1218	147	27	+	+	NOUN
cana-1218	147	28	=	=	SYM
cana-1218	147	29			PROPN
cana-1218	147	30			PROPN
cana-1218	147	31	−	−	NOUN
cana-1218	147	32	+	+	CCONJ
cana-1218	147	33			PROPN
cana-1218	147	34	where	where	SCONJ
cana-1218	147	35	xn	xn	PROPN
cana-1218	147	36	state	state	NOUN
cana-1218	147	37	at	at	ADP
cana-1218	147	38	step	step	NOUN
cana-1218	147	39	n	n	CCONJ
cana-1218	147	40	,	,	PUNCT
cana-1218	147	41	r	r	NOUN
cana-1218	147	42	growth	growth	NOUN
cana-1218	147	43	parameter	parameter	NOUN
cana-1218	147	44	,	,	PUNCT
cana-1218	147	45	δ	δ	PROPN
cana-1218	147	46	perturbation	perturbation	NOUN
cana-1218	147	47	magnitude	magnitude	NOUN
cana-1218	147	48	,	,	PUNCT
cana-1218	147	49	and	and	CCONJ
cana-1218	147	50	ω	ω	NUM
cana-1218	147	51	frequency	frequency	NOUN
cana-1218	147	52	of	of	ADP
cana-1218	147	53	external	external	ADJ
cana-1218	147	54	influences	influence	NOUN
cana-1218	147	55	.	.	PUNCT
cana-1218	148	1	deep	deep	ADJ
cana-1218	148	2	regression	regression	NOUN
cana-1218	148	3	model	model	NOUN
cana-1218	148	4	for	for	ADP
cana-1218	148	5	data	data	NOUN
cana-1218	148	6	transmission	transmission	NOUN
cana-1218	148	7	forecasting	forecasting	NOUN
cana-1218	148	8	is	be	AUX
cana-1218	148	9	expressed	express	VERB
cana-1218	148	10	as	as	ADP
cana-1218	148	11	below	below	ADV
cana-1218	148	12	:	:	PUNCT
cana-1218	148	13	ˆ	ˆ	X
cana-1218	148	14	(	(	PUNCT
cana-1218	148	15	)	)	PUNCT
cana-1218	148	16	(	(	PUNCT
cana-1218	148	17	)	)	PUNCT
cana-1218	148	18	y	y	PROPN
cana-1218	148	19	f	f	PROPN
cana-1218	149	1	x	x	X
cana-1218	149	2	w	w	NOUN
cana-1218	149	3	x	x	X
cana-1218	149	4	b=	b=	NOUN
cana-1218	149	5	=	=	PUNCT
cana-1218	149	6			PROPN
cana-1218	149	7	+	+	CCONJ
cana-1218	149	8	where	where	SCONJ
cana-1218	149	9	ŷ	ŷ	NUM
cana-1218	149	10	predicted	predict	VERB
cana-1218	149	11	transmission	transmission	NOUN
cana-1218	149	12	efficiency	efficiency	NOUN
cana-1218	149	13	,	,	PUNCT
cana-1218	149	14	x	x	SYM
cana-1218	149	15	input	input	NOUN
cana-1218	149	16	features	feature	NOUN
cana-1218	149	17	,	,	PUNCT
cana-1218	149	18	w	w	NOUN
cana-1218	149	19	weight	weight	NOUN
cana-1218	149	20	matrix	matrix	NOUN
cana-1218	149	21	,	,	PUNCT
cana-1218	149	22	ϕ(x	ϕ(x	X
cana-1218	149	23	)	)	PUNCT
cana-1218	149	24	activation	activation	NOUN
cana-1218	149	25	function	function	NOUN
cana-1218	149	26	,	,	PUNCT
cana-1218	149	27	and	and	CCONJ
cana-1218	149	28	b	b	X
cana-1218	149	29	bias	bias	NOUN
cana-1218	149	30	term	term	NOUN
cana-1218	149	31	.	.	PUNCT
cana-1218	150	1	nonlinear	nonlinear	ADJ
cana-1218	150	2	storage	storage	NOUN
cana-1218	150	3	demand	demand	NOUN
cana-1218	150	4	prediction	prediction	NOUN
cana-1218	150	5	(	(	PUNCT
cana-1218	150	6	polynomial	polynomial	ADJ
cana-1218	150	7	regression	regression	NOUN
cana-1218	150	8	)	)	PUNCT
cana-1218	150	9	is	be	AUX
cana-1218	150	10	expressed	express	VERB
cana-1218	150	11	as	as	ADP
cana-1218	150	12	below	below	ADV
cana-1218	150	13	:	:	PUNCT
cana-1218	150	14	2	2	NUM
cana-1218	150	15	3	3	NUM
cana-1218	150	16	0	0	NUM
cana-1218	150	17	1	1	NUM
cana-1218	150	18	2	2	NUM
cana-1218	150	19	3	3	NUM
cana-1218	150	20	(	(	PUNCT
cana-1218	150	21	)	)	PUNCT
cana-1218	150	22	n	n	CCONJ
cana-1218	150	23	ns	ns	NUM
cana-1218	150	24	t	t	PROPN
cana-1218	150	25	t	t	PROPN
cana-1218	150	26	t	t	PROPN
cana-1218	150	27	t	t	PROPN
cana-1218	150	28	t	t	PRON
cana-1218	150	29			PROPN
cana-1218	150	30			PROPN
cana-1218	150	31			PROPN
cana-1218	150	32	=	=	PROPN
cana-1218	150	33	+	+	CCONJ
cana-1218	151	1	+	+	PUNCT
cana-1218	152	1	+	+	PUNCT
cana-1218	152	2	+	+	CCONJ
cana-1218	152	3	+	+	CCONJ
cana-1218	152	4	where	where	SCONJ
cana-1218	152	5	s(t	s(t	PROPN
cana-1218	152	6	)	)	PUNCT
cana-1218	152	7	predicted	predict	VERB
cana-1218	152	8	storage	storage	NOUN
cana-1218	152	9	demand	demand	NOUN
cana-1218	152	10	at	at	ADP
cana-1218	152	11	time	time	NOUN
cana-1218	152	12	t	t	PROPN
cana-1218	152	13	,	,	PUNCT
cana-1218	152	14	and	and	CCONJ
cana-1218	152	15	βi	βi	PRON
cana-1218	152	16	coefficients	coefficient	NOUN
cana-1218	152	17	of	of	ADP
cana-1218	152	18	the	the	DET
cana-1218	152	19	polynomial	polynomial	ADJ
cana-1218	152	20	terms	term	NOUN
cana-1218	152	21	.	.	PUNCT
cana-1218	153	1	error	error	NOUN
cana-1218	153	2	measurement	measurement	NOUN
cana-1218	153	3	in	in	ADP
cana-1218	153	4	deep	deep	ADJ
cana-1218	153	5	regression	regression	NOUN
cana-1218	153	6	(	(	PUNCT
cana-1218	153	7	mean	mean	INTJ
cana-1218	153	8	squared	square	VERB
cana-1218	153	9	error	error	NOUN
cana-1218	153	10	mse	mse	NOUN
cana-1218	153	11	)	)	PUNCT
cana-1218	153	12	is	be	AUX
cana-1218	153	13	expressed	express	VERB
cana-1218	153	14	as	as	ADP
cana-1218	153	15	below	below	ADV
cana-1218	153	16	:	:	PUNCT
cana-1218	153	17	2	2	NUM
cana-1218	153	18	1	1	NUM
cana-1218	153	19	1	1	NUM
cana-1218	153	20	ˆmse	ˆmse	NOUN
cana-1218	153	21	(	(	PUNCT
cana-1218	153	22	)	)	PUNCT
cana-1218	153	23	n	n	CCONJ
cana-1218	154	1	i	i	PRON
cana-1218	155	1	i	i	PRON
cana-1218	156	1	i	i	VERB
cana-1218	156	2	y	y	VERB
cana-1218	156	3	y	y	PROPN
cana-1218	156	4	n	n	NOUN
cana-1218	156	5	=	=	PUNCT
cana-1218	156	6	=	=	NOUN
cana-1218	157	1	−	−	NOUN
cana-1218	157	2	where	where	SCONJ
cana-1218	157	3	yi	yi	PROPN
cana-1218	157	4	actual	actual	ADJ
cana-1218	157	5	value	value	NOUN
cana-1218	157	6	,	,	PUNCT
cana-1218	157	7	ˆ	ˆ	PROPN
cana-1218	157	8	iy	iy	PROPN
cana-1218	157	9	predicted	predict	VERB
cana-1218	157	10	value	value	NOUN
cana-1218	157	11	,	,	PUNCT
cana-1218	157	12	and	and	CCONJ
cana-1218	157	13	communications	communication	NOUN
cana-1218	157	14	on	on	ADP
cana-1218	157	15	applied	apply	VERB
cana-1218	157	16	nonlinear	nonlinear	ADJ
cana-1218	157	17	analysis	analysis	NOUN
cana-1218	157	18	issn	issn	NOUN
cana-1218	157	19	:	:	PUNCT
cana-1218	157	20	1074	1074	NUM
cana-1218	157	21	-	-	PUNCT
cana-1218	157	22	133x	133x	NUM
cana-1218	157	23	vol	vol	NOUN
cana-1218	157	24	31	31	NUM
cana-1218	157	25	no	no	NOUN
cana-1218	157	26	.	.	PUNCT
cana-1218	158	1	6s	6s	NUM
cana-1218	158	2	(	(	PUNCT
cana-1218	158	3	2024	2024	NUM
cana-1218	158	4	)	)	PUNCT
cana-1218	158	5	242	242	NUM
cana-1218	158	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	158	7	n	n	CCONJ
cana-1218	158	8	is	be	AUX
cana-1218	158	9	the	the	DET
cana-1218	158	10	number	number	NOUN
cana-1218	158	11	of	of	ADP
cana-1218	158	12	data	datum	NOUN
cana-1218	158	13	points	point	NOUN
cana-1218	158	14	.	.	PUNCT
cana-1218	159	1	regularization	regularization	NOUN
cana-1218	159	2	term	term	NOUN
cana-1218	159	3	for	for	ADP
cana-1218	159	4	overfitting	overfitte	VERB
cana-1218	159	5	control	control	NOUN
cana-1218	159	6	is	be	AUX
cana-1218	159	7	expressed	express	VERB
cana-1218	159	8	as	as	ADP
cana-1218	159	9	below	below	ADV
cana-1218	159	10	:	:	PUNCT
cana-1218	159	11	2	2	NUM
cana-1218	159	12	1	1	NUM
cana-1218	159	13	m	m	VERB
cana-1218	160	1	i	i	INTJ
cana-1218	161	1	i	i	NOUN
cana-1218	161	2	r	r	NOUN
cana-1218	161	3			X
cana-1218	161	4	=	=	PUNCT
cana-1218	161	5	=	=	SYM
cana-1218	161	6			X
cana-1218	161	7	w‖	w‖	PROPN
cana-1218	161	8	‖	‖	PROPN
cana-1218	161	9	where	where	SCONJ
cana-1218	161	10	λ	λ	PROPN
cana-1218	161	11	regularization	regularization	NOUN
cana-1218	161	12	parameter	parameter	NOUN
cana-1218	161	13	,	,	PUNCT
cana-1218	161	14	wi	wi	PROPN
cana-1218	161	15	weights	weight	NOUN
cana-1218	161	16	of	of	ADP
cana-1218	161	17	the	the	DET
cana-1218	161	18	model	model	NOUN
cana-1218	161	19	,	,	PUNCT
cana-1218	161	20	and	and	CCONJ
cana-1218	161	21	m	m	PRON
cana-1218	161	22	number	number	NOUN
cana-1218	161	23	of	of	ADP
cana-1218	161	24	features	feature	NOUN
cana-1218	161	25	.	.	PUNCT
cana-1218	162	1	nonlinear	nonlinear	ADJ
cana-1218	162	2	dynamics	dynamic	NOUN
cana-1218	162	3	in	in	ADP
cana-1218	162	4	transmission	transmission	NOUN
cana-1218	162	5	delays	delay	NOUN
cana-1218	162	6	is	be	AUX
cana-1218	162	7	expressed	express	VERB
cana-1218	162	8	as	as	ADP
cana-1218	162	9	below	below	ADV
cana-1218	162	10	:	:	PUNCT
cana-1218	162	11	1	1	NUM
cana-1218	162	12	te	te	NOUN
cana-1218	162	13			X
cana-1218	162	14			X
cana-1218	162	15			NOUN
cana-1218	162	16	=	=	SYM
cana-1218	162	17	+	+	CCONJ
cana-1218	162	18			NUM
cana-1218	162	19	where	where	SCONJ
cana-1218	162	20	τ	τ	PROPN
cana-1218	162	21	transmission	transmission	NOUN
cana-1218	162	22	delay	delay	NOUN
cana-1218	162	23	,	,	PUNCT
cana-1218	162	24	α	α	NOUN
cana-1218	162	25	,	,	PUNCT
cana-1218	162	26	β	β	NOUN
cana-1218	162	27	,	,	PUNCT
cana-1218	162	28	and	and	CCONJ
cana-1218	162	29	γ	γ	PROPN
cana-1218	162	30	parameters	parameter	NOUN
cana-1218	162	31	governing	govern	VERB
cana-1218	162	32	the	the	DET
cana-1218	162	33	nonlinear	nonlinear	ADJ
cana-1218	162	34	relationship	relationship	NOUN
cana-1218	162	35	with	with	ADP
cana-1218	162	36	time	time	NOUN
cana-1218	162	37	t.	t.	NOUN
cana-1218	162	38	capacity	capacity	NOUN
cana-1218	162	39	utilization	utilization	NOUN
cana-1218	162	40	(	(	PUNCT
cana-1218	162	41	nonlinear	nonlinear	ADJ
cana-1218	162	42	storage	storage	NOUN
cana-1218	162	43	management	management	NOUN
cana-1218	162	44	)	)	PUNCT
cana-1218	162	45	is	be	AUX
cana-1218	162	46	expressed	express	VERB
cana-1218	162	47	as	as	ADP
cana-1218	162	48	below	below	ADV
cana-1218	162	49	:	:	PUNCT
cana-1218	162	50	min	min	PROPN
cana-1218	162	51	max	max	PROPN
cana-1218	162	52	min	min	PROPN
cana-1218	162	53	(	(	PUNCT
cana-1218	162	54	)	)	PUNCT
cana-1218	162	55	u=	u=	PROPN
cana-1218	162	56	s	s	VERB
cana-1218	162	57	t	t	NOUN
cana-1218	162	58	s	s	X
cana-1218	162	59	s	s	NOUN
cana-1218	162	60	s	s	NOUN
cana-1218	162	61	−	−	NOUN
cana-1218	162	62	−	−	PROPN
cana-1218	162	63	where	where	SCONJ
cana-1218	162	64	s(t	s(t	NOUN
cana-1218	162	65	)	)	PUNCT
cana-1218	162	66	storage	storage	NOUN
cana-1218	162	67	at	at	ADP
cana-1218	162	68	time	time	NOUN
cana-1218	162	69	t	t	PROPN
cana-1218	162	70	,	,	PUNCT
cana-1218	162	71	smin	smin	ADJ
cana-1218	162	72	minimum	minimum	ADJ
cana-1218	162	73	required	require	VERB
cana-1218	162	74	storage	storage	NOUN
cana-1218	162	75	,	,	PUNCT
cana-1218	162	76	and	and	CCONJ
cana-1218	162	77	smax	smax	PROPN
cana-1218	162	78	maximum	maximum	PROPN
cana-1218	162	79	storage	storage	NOUN
cana-1218	162	80	capacity	capacity	NOUN
cana-1218	162	81	.	.	PUNCT
cana-1218	163	1	deep	deep	ADJ
cana-1218	163	2	learning	learn	VERB
cana-1218	163	3	objective	objective	ADJ
cana-1218	163	4	function	function	NOUN
cana-1218	163	5	(	(	PUNCT
cana-1218	163	6	mean	mean	VERB
cana-1218	163	7	absolute	absolute	ADJ
cana-1218	163	8	error	error	NOUN
cana-1218	163	9	mae	mae	PROPN
cana-1218	163	10	)	)	PUNCT
cana-1218	163	11	is	be	AUX
cana-1218	163	12	expressed	express	VERB
cana-1218	163	13	as	as	ADP
cana-1218	163	14	below	below	ADV
cana-1218	163	15	:	:	PUNCT
cana-1218	163	16	1	1	NUM
cana-1218	163	17	1	1	NUM
cana-1218	163	18	ˆmae	ˆmae	NOUN
cana-1218	163	19	|	|	ADV
cana-1218	164	1	|	|	ADV
cana-1218	164	2	n	n	ADV
cana-1218	165	1	i	i	PRON
cana-1218	165	2	i	i	PRON
cana-1218	166	1	i	i	VERB
cana-1218	166	2	y	y	VERB
cana-1218	166	3	y	y	PROPN
cana-1218	166	4	n	n	NOUN
cana-1218	166	5	=	=	SYM
cana-1218	166	6	=	=	NOUN
cana-1218	167	1	−	−	NOUN
cana-1218	167	2	where	where	SCONJ
cana-1218	167	3	ˆ|	ˆ|	PROPN
cana-1218	167	4	|i	|i	VERB
cana-1218	167	5	iy	iy	PROPN
cana-1218	167	6	y−	y−	NOUN
cana-1218	167	7	absolute	absolute	ADJ
cana-1218	167	8	error	error	NOUN
cana-1218	167	9	between	between	ADP
cana-1218	167	10	actual	actual	ADJ
cana-1218	167	11	and	and	CCONJ
cana-1218	167	12	predicted	predict	VERB
cana-1218	167	13	values	value	NOUN
cana-1218	167	14	.	.	PUNCT
cana-1218	168	1	dynamic	dynamic	ADJ
cana-1218	168	2	block	block	NOUN
cana-1218	168	3	size	size	NOUN
cana-1218	168	4	adjustment	adjustment	NOUN
cana-1218	168	5	(	(	PUNCT
cana-1218	168	6	nonlinear	nonlinear	ADJ
cana-1218	168	7	optimization	optimization	NOUN
cana-1218	168	8	)	)	PUNCT
cana-1218	168	9	is	be	AUX
cana-1218	168	10	expressed	express	VERB
cana-1218	168	11	as	as	ADP
cana-1218	168	12	below	below	ADV
cana-1218	168	13	:	:	PUNCT
cana-1218	168	14	new	new	ADJ
cana-1218	168	15	current	current	ADJ
cana-1218	168	16	target	target	NOUN
cana-1218	168	17	1	1	NUM
cana-1218	168	18	t	t	NOUN
cana-1218	168	19	b	b	PROPN
cana-1218	168	20	b	b	PROPN
cana-1218	168	21	t	t	PROPN
cana-1218	168	22			NUM
cana-1218	168	23			NOUN
cana-1218	168	24			NOUN
cana-1218	168	25	=	=	PUNCT
cana-1218	169	1			VERB
cana-1218	169	2	+	+	NUM
cana-1218	169	3			NUM
cana-1218	169	4			NOUN
cana-1218	169	5			PROPN
cana-1218	169	6			ADJ
cana-1218	169	7			NOUN
cana-1218	169	8	where	where	SCONJ
cana-1218	169	9	newb	newb	NOUN
cana-1218	169	10	adjusted	adjust	VERB
cana-1218	169	11	block	block	NOUN
cana-1218	169	12	size	size	NOUN
cana-1218	169	13	,	,	PUNCT
cana-1218	169	14	communications	communication	NOUN
cana-1218	169	15	on	on	ADP
cana-1218	169	16	applied	apply	VERB
cana-1218	169	17	nonlinear	nonlinear	ADJ
cana-1218	169	18	analysis	analysis	NOUN
cana-1218	169	19	issn	issn	NOUN
cana-1218	169	20	:	:	PUNCT
cana-1218	169	21	1074	1074	NUM
cana-1218	169	22	-	-	PUNCT
cana-1218	169	23	133x	133x	NUM
cana-1218	169	24	vol	vol	NOUN
cana-1218	169	25	31	31	NUM
cana-1218	169	26	no	no	NOUN
cana-1218	169	27	.	.	PUNCT
cana-1218	170	1	6s	6s	NUM
cana-1218	170	2	(	(	PUNCT
cana-1218	170	3	2024	2024	NUM
cana-1218	170	4	)	)	PUNCT
cana-1218	170	5	243	243	NUM
cana-1218	170	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	170	7	currentb	currentb	ADJ
cana-1218	170	8	current	current	ADJ
cana-1218	170	9	block	block	NOUN
cana-1218	170	10	size	size	NOUN
cana-1218	170	11	,	,	PUNCT
cana-1218	170	12	γ	γ	NOUN
cana-1218	170	13	adjustment	adjustment	NOUN
cana-1218	170	14	factor	factor	NOUN
cana-1218	170	15	,	,	PUNCT
cana-1218	170	16	t	t	NOUN
cana-1218	170	17	change	change	NOUN
cana-1218	170	18	in	in	ADP
cana-1218	170	19	processing	processing	NOUN
cana-1218	170	20	time	time	NOUN
cana-1218	170	21	,	,	PUNCT
cana-1218	170	22	and	and	CCONJ
cana-1218	170	23	targett	targett	NOUN
cana-1218	170	24	target	target	NOUN
cana-1218	170	25	processing	processing	NOUN
cana-1218	170	26	time	time	NOUN
cana-1218	170	27	.	.	PUNCT
cana-1218	171	1	using	use	VERB
cana-1218	171	2	the	the	DET
cana-1218	171	3	created	create	VERB
cana-1218	171	4	deep	deep	ADJ
cana-1218	171	5	regression	regression	NOUN
cana-1218	171	6	model	model	NOUN
cana-1218	171	7	,	,	PUNCT
cana-1218	171	8	prediction	prediction	NOUN
cana-1218	171	9	and	and	CCONJ
cana-1218	171	10	optimization	optimization	NOUN
cana-1218	171	11	help	help	NOUN
cana-1218	171	12	to	to	PART
cana-1218	171	13	project	project	VERB
cana-1218	171	14	future	future	ADJ
cana-1218	171	15	needs	need	NOUN
cana-1218	171	16	and	and	CCONJ
cana-1218	171	17	optimize	optimize	VERB
cana-1218	171	18	system	system	NOUN
cana-1218	171	19	parameters	parameter	NOUN
cana-1218	171	20	.	.	PUNCT
cana-1218	172	1	arriving	arrive	VERB
cana-1218	172	2	data	datum	NOUN
cana-1218	172	3	patterns	pattern	NOUN
cana-1218	172	4	let	let	VERB
cana-1218	172	5	the	the	DET
cana-1218	172	6	model	model	NOUN
cana-1218	172	7	project	project	NOUN
cana-1218	172	8	computing	computing	NOUN
cana-1218	172	9	loads	load	NOUN
cana-1218	172	10	,	,	PUNCT
cana-1218	172	11	storage	storage	NOUN
cana-1218	172	12	requirements	requirement	NOUN
cana-1218	172	13	,	,	PUNCT
cana-1218	172	14	and	and	CCONJ
cana-1218	172	15	transmission	transmission	NOUN
cana-1218	172	16	delays	delay	NOUN
cana-1218	172	17	.	.	PUNCT
cana-1218	173	1	using	use	VERB
cana-1218	173	2	this	this	DET
cana-1218	173	3	data	datum	NOUN
cana-1218	173	4	guarantees	guarantee	VERB
cana-1218	173	5	efficient	efficient	ADJ
cana-1218	173	6	data	datum	NOUN
cana-1218	173	7	handling	handling	NOUN
cana-1218	173	8	and	and	CCONJ
cana-1218	173	9	minimizes	minimize	VERB
cana-1218	173	10	bottlenecking	bottlenecking	NOUN
cana-1218	173	11	by	by	ADP
cana-1218	173	12	changing	change	VERB
cana-1218	173	13	blockchain	blockchain	NOUN
cana-1218	173	14	properties	property	NOUN
cana-1218	173	15	such	such	ADJ
cana-1218	173	16	block	block	NOUN
cana-1218	173	17	size	size	NOUN
cana-1218	173	18	and	and	CCONJ
cana-1218	173	19	transaction	transaction	NOUN
cana-1218	173	20	rates	rate	NOUN
cana-1218	173	21	.	.	PUNCT
cana-1218	174	1	important	important	ADJ
cana-1218	174	2	elements	element	NOUN
cana-1218	174	3	of	of	ADP
cana-1218	174	4	this	this	DET
cana-1218	174	5	approach	approach	NOUN
cana-1218	174	6	include	include	VERB
cana-1218	174	7	learning	learning	NOUN
cana-1218	174	8	and	and	CCONJ
cana-1218	174	9	adaptation	adaptation	NOUN
cana-1218	174	10	.	.	PUNCT
cana-1218	175	1	fresh	fresh	ADJ
cana-1218	175	2	data	datum	NOUN
cana-1218	175	3	causes	cause	VERB
cana-1218	175	4	the	the	DET
cana-1218	175	5	model	model	NOUN
cana-1218	175	6	to	to	PART
cana-1218	175	7	modify	modify	VERB
cana-1218	175	8	its	its	PRON
cana-1218	175	9	forecasts	forecast	NOUN
cana-1218	175	10	to	to	PART
cana-1218	175	11	fit	fit	VERB
cana-1218	175	12	changes	change	NOUN
cana-1218	175	13	in	in	ADP
cana-1218	175	14	system	system	NOUN
cana-1218	175	15	performance	performance	NOUN
cana-1218	175	16	and	and	CCONJ
cana-1218	175	17	data	datum	NOUN
cana-1218	175	18	trend	trend	NOUN
cana-1218	175	19	.	.	PUNCT
cana-1218	176	1	this	this	DET
cana-1218	176	2	dynamic	dynamic	ADJ
cana-1218	176	3	modification	modification	NOUN
cana-1218	176	4	ensures	ensure	VERB
cana-1218	176	5	that	that	SCONJ
cana-1218	176	6	the	the	DET
cana-1218	176	7	system	system	NOUN
cana-1218	176	8	remains	remain	VERB
cana-1218	176	9	optimal	optimal	ADJ
cana-1218	176	10	even	even	ADV
cana-1218	176	11	in	in	ADP
cana-1218	176	12	cases	case	NOUN
cana-1218	176	13	of	of	ADP
cana-1218	176	14	varied	varied	ADJ
cana-1218	176	15	transmission	transmission	NOUN
cana-1218	176	16	rates	rate	NOUN
cana-1218	176	17	and	and	CCONJ
cana-1218	176	18	data	datum	NOUN
cana-1218	176	19	volumes	volume	NOUN
cana-1218	176	20	.	.	PUNCT
cana-1218	177	1	#	#	NOUN
cana-1218	177	2	pseudocode	pseudocode	NOUN
cana-1218	177	3	for	for	ADP
cana-1218	177	4	nonlinear	nonlinear	ADJ
cana-1218	177	5	dynamics	dynamic	NOUN
cana-1218	177	6	modeling	modeling	NOUN
cana-1218	177	7	with	with	ADP
cana-1218	177	8	deep	deep	ADJ
cana-1218	177	9	regression	regression	NOUN
cana-1218	177	10	#	#	NOUN
cana-1218	177	11	step	step	NOUN
cana-1218	177	12	1	1	NUM
cana-1218	177	13	:	:	PUNCT
cana-1218	177	14	data	datum	NOUN
cana-1218	177	15	preparation	preparation	NOUN
cana-1218	177	16	1	1	NUM
cana-1218	177	17	.	.	PUNCT
cana-1218	177	18	load	load	VERB
cana-1218	177	19	historical	historical	ADJ
cana-1218	177	20	data	datum	NOUN
cana-1218	177	21	:	:	PUNCT
cana-1218	177	22	transmission	transmission	NOUN
cana-1218	177	23	data	datum	NOUN
cana-1218	177	24	(	(	PUNCT
cana-1218	177	25	data	datum	NOUN
cana-1218	177	26	size	size	NOUN
cana-1218	177	27	,	,	PUNCT
cana-1218	177	28	transmission	transmission	NOUN
cana-1218	177	29	rate	rate	NOUN
cana-1218	177	30	,	,	PUNCT
cana-1218	177	31	etc	etc	X
cana-1218	177	32	.	.	X
cana-1218	177	33	)	)	PUNCT
cana-1218	177	34	storage	storage	NOUN
cana-1218	177	35	data	datum	NOUN
cana-1218	177	36	(	(	PUNCT
cana-1218	177	37	block	block	NOUN
cana-1218	177	38	size	size	NOUN
cana-1218	177	39	,	,	PUNCT
cana-1218	177	40	storage	storage	NOUN
cana-1218	177	41	capacity	capacity	NOUN
cana-1218	177	42	,	,	PUNCT
cana-1218	177	43	etc	etc	X
cana-1218	177	44	.	.	X
cana-1218	177	45	)	)	PUNCT
cana-1218	177	46	performance	performance	NOUN
cana-1218	177	47	metrics	metric	NOUN
cana-1218	177	48	(	(	PUNCT
cana-1218	177	49	transmission	transmission	NOUN
cana-1218	177	50	efficiency	efficiency	NOUN
cana-1218	177	51	,	,	PUNCT
cana-1218	177	52	storage	storage	NOUN
cana-1218	177	53	utilization	utilization	NOUN
cana-1218	177	54	,	,	PUNCT
cana-1218	177	55	etc	etc	X
cana-1218	177	56	.	.	X
cana-1218	177	57	)	)	PUNCT
cana-1218	178	1	2	2	X
cana-1218	178	2	.	.	X
cana-1218	178	3	preprocess	preprocess	NOUN
cana-1218	178	4	data	data	PROPN
cana-1218	178	5	:	:	PUNCT
cana-1218	178	6	normalize	normalize	VERB
cana-1218	178	7	or	or	CCONJ
cana-1218	178	8	standardize	standardize	VERB
cana-1218	178	9	data	datum	NOUN
cana-1218	178	10	split	split	VERB
cana-1218	178	11	data	datum	NOUN
cana-1218	178	12	into	into	ADP
cana-1218	178	13	training	training	NOUN
cana-1218	178	14	set	set	NOUN
cana-1218	178	15	and	and	CCONJ
cana-1218	178	16	test	test	NOUN
cana-1218	178	17	set	set	VERB
cana-1218	178	18	#	#	NOUN
cana-1218	178	19	step	step	NOUN
cana-1218	178	20	2	2	NUM
cana-1218	178	21	:	:	PUNCT
cana-1218	178	22	define	define	VERB
cana-1218	178	23	deep	deep	ADJ
cana-1218	178	24	regression	regression	NOUN
cana-1218	178	25	model	model	NOUN
cana-1218	178	26	3	3	NUM
cana-1218	178	27	.	.	PUNCT
cana-1218	178	28	define	define	VERB
cana-1218	178	29	the	the	DET
cana-1218	178	30	deep	deep	ADJ
cana-1218	178	31	regression	regression	NOUN
cana-1218	178	32	model	model	NOUN
cana-1218	178	33	:	:	PUNCT
cana-1218	178	34	input	input	NOUN
cana-1218	178	35	layer	layer	NOUN
cana-1218	178	36	:	:	PUNCT
cana-1218	178	37	define	define	VERB
cana-1218	178	38	input	input	NOUN
cana-1218	178	39	features	feature	NOUN
cana-1218	178	40	(	(	PUNCT
cana-1218	178	41	e.g.	e.g.	ADV
cana-1218	178	42	,	,	PUNCT
cana-1218	178	43	data	datum	NOUN
cana-1218	178	44	size	size	NOUN
cana-1218	178	45	,	,	PUNCT
cana-1218	178	46	transmission	transmission	NOUN
cana-1218	178	47	rate	rate	NOUN
cana-1218	178	48	)	)	PUNCT
cana-1218	178	49	hidden	hide	VERB
cana-1218	178	50	layers	layer	NOUN
cana-1218	178	51	:	:	PUNCT
cana-1218	178	52	specify	specify	VERB
cana-1218	178	53	number	number	NOUN
cana-1218	178	54	and	and	CCONJ
cana-1218	178	55	size	size	NOUN
cana-1218	178	56	of	of	ADP
cana-1218	178	57	hidden	hide	VERB
cana-1218	178	58	layers	layer	NOUN
cana-1218	178	59	activation	activation	NOUN
cana-1218	178	60	functions	function	NOUN
cana-1218	178	61	:	:	PUNCT
cana-1218	178	62	choose	choose	VERB
cana-1218	178	63	nonlinear	nonlinear	ADJ
cana-1218	178	64	activation	activation	NOUN
cana-1218	178	65	functions	function	NOUN
cana-1218	178	66	(	(	PUNCT
cana-1218	178	67	e.g.	e.g.	ADV
cana-1218	178	68	,	,	PUNCT
cana-1218	178	69	relu	relu	NOUN
cana-1218	178	70	,	,	PUNCT
cana-1218	178	71	sigmoid	sigmoid	NOUN
cana-1218	178	72	)	)	PUNCT
cana-1218	178	73	output	output	NOUN
cana-1218	178	74	layer	layer	NOUN
cana-1218	178	75	:	:	PUNCT
cana-1218	178	76	define	define	VERB
cana-1218	178	77	output	output	NOUN
cana-1218	178	78	features	feature	NOUN
cana-1218	178	79	(	(	PUNCT
cana-1218	178	80	e.g.	e.g.	ADV
cana-1218	178	81	,	,	PUNCT
cana-1218	178	82	predicted	predict	VERB
cana-1218	178	83	transmission	transmission	NOUN
cana-1218	178	84	efficiency	efficiency	NOUN
cana-1218	178	85	)	)	PUNCT
cana-1218	178	86	4	4	NUM
cana-1218	178	87	.	.	X
cana-1218	178	88	initialize	initialize	VERB
cana-1218	178	89	model	model	NOUN
cana-1218	178	90	parameters	parameter	NOUN
cana-1218	178	91	:	:	PUNCT
cana-1218	178	92	weights	weight	NOUN
cana-1218	178	93	and	and	CCONJ
cana-1218	178	94	biases	bias	NOUN
cana-1218	178	95	learning	learn	VERB
cana-1218	178	96	rate	rate	NOUN
cana-1218	178	97	and	and	CCONJ
cana-1218	178	98	other	other	ADJ
cana-1218	178	99	hyperparameters	hyperparameter	NOUN
cana-1218	178	100	#	#	NOUN
cana-1218	178	101	step	step	NOUN
cana-1218	178	102	3	3	NUM
cana-1218	178	103	:	:	PUNCT
cana-1218	178	104	train	train	VERB
cana-1218	178	105	the	the	DET
cana-1218	178	106	model	model	NOUN
cana-1218	178	107	5	5	NUM
cana-1218	178	108	.	.	PUNCT
cana-1218	178	109	train	train	VERB
cana-1218	178	110	the	the	DET
cana-1218	178	111	model	model	NOUN
cana-1218	178	112	using	use	VERB
cana-1218	178	113	the	the	DET
cana-1218	178	114	training	training	NOUN
cana-1218	178	115	dataset	dataset	NOUN
cana-1218	178	116	:	:	PUNCT
cana-1218	178	117	for	for	ADP
cana-1218	178	118	each	each	DET
cana-1218	178	119	epoch	epoch	NOUN
cana-1218	178	120	:	:	PUNCT
cana-1218	178	121	forward	forward	ADV
cana-1218	178	122	pass	pass	VERB
cana-1218	178	123	:	:	PUNCT
cana-1218	178	124	compute	compute	NOUN
cana-1218	178	125	predictions	prediction	NOUN
cana-1218	178	126	using	use	VERB
cana-1218	178	127	the	the	DET
cana-1218	178	128	model	model	NOUN
cana-1218	178	129	compute	compute	NOUN
cana-1218	178	130	loss	loss	NOUN
cana-1218	178	131	:	:	PUNCT
cana-1218	178	132	calculate	calculate	NOUN
cana-1218	178	133	loss	loss	NOUN
cana-1218	178	134	function	function	NOUN
cana-1218	178	135	(	(	PUNCT
cana-1218	178	136	e.g.	e.g.	ADV
cana-1218	178	137	,	,	PUNCT
cana-1218	178	138	mean	mean	VERB
cana-1218	178	139	squared	square	VERB
cana-1218	178	140	error	error	NOUN
cana-1218	178	141	)	)	PUNCT
cana-1218	178	142	backward	backward	ADJ
cana-1218	178	143	pass	pass	NOUN
cana-1218	178	144	:	:	PUNCT
cana-1218	178	145	update	update	NOUN
cana-1218	178	146	model	model	NOUN
cana-1218	178	147	parameters	parameter	NOUN
cana-1218	178	148	using	use	VERB
cana-1218	178	149	gradient	gradient	ADJ
cana-1218	178	150	descent	descent	NOUN
cana-1218	178	151	evaluate	evaluate	VERB
cana-1218	178	152	performance	performance	NOUN
cana-1218	178	153	on	on	ADP
cana-1218	178	154	validation	validation	NOUN
cana-1218	178	155	data	datum	NOUN
cana-1218	178	156	6	6	NUM
cana-1218	178	157	.	.	PUNCT
cana-1218	179	1	monitor	monitor	VERB
cana-1218	179	2	and	and	CCONJ
cana-1218	179	3	adjust	adjust	VERB
cana-1218	179	4	hyperparameters	hyperparameter	NOUN
cana-1218	179	5	:	:	PUNCT
cana-1218	179	6	regularization	regularization	NOUN
cana-1218	179	7	:	:	PUNCT
cana-1218	179	8	apply	apply	VERB
cana-1218	179	9	techniques	technique	NOUN
cana-1218	179	10	(	(	PUNCT
cana-1218	179	11	e.g.	e.g.	ADV
cana-1218	179	12	,	,	PUNCT
cana-1218	179	13	l2	l2	NOUN
cana-1218	179	14	regularization	regularization	NOUN
cana-1218	179	15	)	)	PUNCT
cana-1218	179	16	to	to	PART
cana-1218	179	17	prevent	prevent	VERB
cana-1218	179	18	overfitting	overfitte	VERB
cana-1218	179	19	learning	learning	NOUN
cana-1218	179	20	rate	rate	NOUN
cana-1218	179	21	:	:	PUNCT
cana-1218	179	22	adjust	adjust	VERB
cana-1218	179	23	if	if	SCONJ
cana-1218	179	24	necessary	necessary	ADJ
cana-1218	179	25	based	base	VERB
cana-1218	179	26	on	on	ADP
cana-1218	179	27	training	training	NOUN
cana-1218	179	28	progress	progress	NOUN
cana-1218	179	29	#	#	NOUN
cana-1218	179	30	step	step	NOUN
cana-1218	179	31	4	4	NUM
cana-1218	179	32	:	:	PUNCT
cana-1218	179	33	make	make	VERB
cana-1218	179	34	predictions	prediction	NOUN
cana-1218	179	35	communications	communication	NOUN
cana-1218	179	36	on	on	ADP
cana-1218	179	37	applied	apply	VERB
cana-1218	179	38	nonlinear	nonlinear	ADJ
cana-1218	179	39	analysis	analysis	NOUN
cana-1218	179	40	issn	issn	NOUN
cana-1218	179	41	:	:	PUNCT
cana-1218	179	42	1074	1074	NUM
cana-1218	179	43	-	-	PUNCT
cana-1218	179	44	133x	133x	NUM
cana-1218	179	45	vol	vol	NOUN
cana-1218	179	46	31	31	NUM
cana-1218	179	47	no	no	NOUN
cana-1218	179	48	.	.	PUNCT
cana-1218	180	1	6s	6s	NUM
cana-1218	180	2	(	(	PUNCT
cana-1218	180	3	2024	2024	NUM
cana-1218	180	4	)	)	PUNCT
cana-1218	180	5	244	244	NUM
cana-1218	181	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	181	2	7	7	X
cana-1218	181	3	.	.	PUNCT
cana-1218	181	4	use	use	VERB
cana-1218	181	5	the	the	DET
cana-1218	181	6	trained	train	VERB
cana-1218	181	7	model	model	NOUN
cana-1218	181	8	to	to	PART
cana-1218	181	9	make	make	VERB
cana-1218	181	10	predictions	prediction	NOUN
cana-1218	181	11	on	on	ADP
cana-1218	181	12	test	test	NOUN
cana-1218	181	13	data	datum	NOUN
cana-1218	181	14	:	:	PUNCT
cana-1218	181	15	input	input	NOUN
cana-1218	181	16	test	test	NOUN
cana-1218	181	17	data	datum	NOUN
cana-1218	181	18	features	feature	NOUN
cana-1218	181	19	into	into	ADP
cana-1218	181	20	the	the	DET
cana-1218	181	21	model	model	NOUN
cana-1218	181	22	obtain	obtain	VERB
cana-1218	181	23	predicted	predict	VERB
cana-1218	181	24	values	value	NOUN
cana-1218	181	25	for	for	ADP
cana-1218	181	26	transmission	transmission	NOUN
cana-1218	181	27	efficiency	efficiency	NOUN
cana-1218	181	28	,	,	PUNCT
cana-1218	181	29	storage	storage	NOUN
cana-1218	181	30	needs	need	NOUN
cana-1218	181	31	,	,	PUNCT
cana-1218	181	32	etc	etc	X
cana-1218	181	33	.	.	X
cana-1218	181	34	8	8	X
cana-1218	181	35	.	.	X
cana-1218	182	1	evaluate	evaluate	VERB
cana-1218	182	2	model	model	NOUN
cana-1218	182	3	performance	performance	NOUN
cana-1218	182	4	:	:	PUNCT
cana-1218	182	5	calculate	calculate	NOUN
cana-1218	182	6	performance	performance	NOUN
cana-1218	182	7	metrics	metric	NOUN
cana-1218	182	8	(	(	PUNCT
cana-1218	182	9	e.g.	e.g.	ADV
cana-1218	182	10	,	,	PUNCT
cana-1218	182	11	rmse	rmse	NOUN
cana-1218	182	12	,	,	PUNCT
cana-1218	182	13	mae	mae	PROPN
cana-1218	182	14	)	)	PUNCT
cana-1218	182	15	on	on	ADP
cana-1218	182	16	test	test	NOUN
cana-1218	182	17	data	datum	NOUN
cana-1218	182	18	compare	compare	VERB
cana-1218	182	19	predicted	predict	VERB
cana-1218	182	20	values	value	NOUN
cana-1218	182	21	with	with	ADP
cana-1218	182	22	actual	actual	ADJ
cana-1218	182	23	values	value	NOUN
cana-1218	182	24	#	#	NOUN
cana-1218	182	25	step	step	NOUN
cana-1218	182	26	5	5	NUM
cana-1218	182	27	:	:	PUNCT
cana-1218	182	28	optimization	optimization	NOUN
cana-1218	182	29	and	and	CCONJ
cana-1218	182	30	adjustment	adjustment	NOUN
cana-1218	182	31	9	9	NUM
cana-1218	182	32	.	.	PUNCT
cana-1218	182	33	optimize	optimize	NOUN
cana-1218	182	34	block	block	NOUN
cana-1218	182	35	size	size	NOUN
cana-1218	182	36	and	and	CCONJ
cana-1218	182	37	storage	storage	NOUN
cana-1218	182	38	parameters	parameter	NOUN
cana-1218	182	39	based	base	VERB
cana-1218	182	40	on	on	ADP
cana-1218	182	41	model	model	NOUN
cana-1218	182	42	predictions	prediction	NOUN
cana-1218	182	43	:	:	PUNCT
cana-1218	182	44	adjust	adjust	VERB
cana-1218	182	45	block	block	NOUN
cana-1218	182	46	sizes	size	NOUN
cana-1218	182	47	:	:	PUNCT
cana-1218	182	48	use	use	VERB
cana-1218	182	49	predictions	prediction	NOUN
cana-1218	182	50	to	to	PART
cana-1218	182	51	optimize	optimize	VERB
cana-1218	182	52	block	block	NOUN
cana-1218	182	53	sizes	size	NOUN
cana-1218	182	54	for	for	ADP
cana-1218	182	55	better	well	ADJ
cana-1218	182	56	performance	performance	NOUN
cana-1218	182	57	adjust	adjust	VERB
cana-1218	182	58	transmission	transmission	NOUN
cana-1218	182	59	rates	rate	NOUN
cana-1218	182	60	:	:	PUNCT
cana-1218	182	61	optimize	optimize	VERB
cana-1218	182	62	data	data	NOUN
cana-1218	182	63	transmission	transmission	NOUN
cana-1218	182	64	rates	rate	NOUN
cana-1218	182	65	based	base	VERB
cana-1218	182	66	on	on	ADP
cana-1218	182	67	predicted	predict	VERB
cana-1218	182	68	needs	need	VERB
cana-1218	182	69	10	10	NUM
cana-1218	182	70	.	.	PUNCT
cana-1218	183	1	update	update	NOUN
cana-1218	183	2	system	system	NOUN
cana-1218	183	3	configurations	configuration	NOUN
cana-1218	183	4	:	:	PUNCT
cana-1218	183	5	implement	implement	VERB
cana-1218	183	6	changes	change	NOUN
cana-1218	183	7	in	in	ADP
cana-1218	183	8	block	block	NOUN
cana-1218	183	9	size	size	NOUN
cana-1218	183	10	,	,	PUNCT
cana-1218	183	11	storage	storage	NOUN
cana-1218	183	12	settings	setting	NOUN
cana-1218	183	13	,	,	PUNCT
cana-1218	183	14	and	and	CCONJ
cana-1218	183	15	transmission	transmission	NOUN
cana-1218	183	16	parameters	parameter	NOUN
cana-1218	183	17	reevaluate	reevaluate	VERB
cana-1218	183	18	and	and	CCONJ
cana-1218	183	19	fine	fine	ADJ
cana-1218	183	20	-	-	PUNCT
cana-1218	183	21	tune	tune	NOUN
cana-1218	183	22	the	the	DET
cana-1218	183	23	model	model	NOUN
cana-1218	183	24	periodically	periodically	ADV
cana-1218	183	25	with	with	ADP
cana-1218	183	26	new	new	ADJ
cana-1218	183	27	data	datum	NOUN
cana-1218	183	28	#	#	NOUN
cana-1218	183	29	step	step	NOUN
cana-1218	183	30	6	6	NUM
cana-1218	183	31	:	:	PUNCT
cana-1218	183	32	continuous	continuous	ADJ
cana-1218	183	33	improvement	improvement	NOUN
cana-1218	183	34	11	11	NUM
cana-1218	183	35	.	.	PUNCT
cana-1218	184	1	continuously	continuously	ADV
cana-1218	184	2	collect	collect	VERB
cana-1218	184	3	new	new	ADJ
cana-1218	184	4	data	datum	NOUN
cana-1218	184	5	:	:	PUNCT
cana-1218	184	6	monitor	monitor	NOUN
cana-1218	184	7	system	system	NOUN
cana-1218	184	8	performance	performance	NOUN
cana-1218	184	9	and	and	CCONJ
cana-1218	184	10	gather	gather	VERB
cana-1218	184	11	updated	update	VERB
cana-1218	184	12	data	datum	NOUN
cana-1218	184	13	12	12	NUM
cana-1218	184	14	.	.	PUNCT
cana-1218	185	1	retrain	retrain	PROPN
cana-1218	185	2	model	model	NOUN
cana-1218	185	3	periodically	periodically	ADV
cana-1218	185	4	:	:	PUNCT
cana-1218	185	5	update	update	VERB
cana-1218	185	6	the	the	DET
cana-1218	185	7	model	model	NOUN
cana-1218	185	8	with	with	ADP
cana-1218	185	9	new	new	ADJ
cana-1218	185	10	data	datum	NOUN
cana-1218	185	11	to	to	PART
cana-1218	185	12	improve	improve	VERB
cana-1218	185	13	predictions	prediction	NOUN
cana-1218	185	14	and	and	CCONJ
cana-1218	185	15	adapt	adapt	VERB
cana-1218	185	16	to	to	ADP
cana-1218	185	17	changes	change	NOUN
cana-1218	185	18	#	#	NOUN
cana-1218	185	19	end	end	NOUN
cana-1218	185	20	of	of	ADP
cana-1218	185	21	pseudocode	pseudocode	PROPN
cana-1218	185	22	4	4	NUM
cana-1218	185	23	.	.	PUNCT
cana-1218	185	24	performance	performance	NOUN
cana-1218	185	25	evaluation	evaluation	NOUN
cana-1218	185	26	the	the	DET
cana-1218	185	27	experimental	experimental	ADJ
cana-1218	185	28	review	review	NOUN
cana-1218	185	29	was	be	AUX
cana-1218	185	30	conducted	conduct	VERB
cana-1218	185	31	using	use	VERB
cana-1218	185	32	a	a	DET
cana-1218	185	33	500	500	NUM
cana-1218	185	34	gb	gb	ADP
cana-1218	185	35	simulated	simulate	VERB
cana-1218	185	36	healthcare	healthcare	NOUN
cana-1218	185	37	dataset	dataset	NOUN
cana-1218	185	38	spread	spread	VERB
cana-1218	185	39	over	over	ADP
cana-1218	185	40	a	a	DET
cana-1218	185	41	blockchain	blockchain	NOUN
cana-1218	185	42	network	network	NOUN
cana-1218	185	43	with	with	ADP
cana-1218	185	44	1,000	1,000	NUM
cana-1218	185	45	blocks	block	NOUN
cana-1218	185	46	.	.	PUNCT
cana-1218	186	1	running	run	VERB
cana-1218	186	2	the	the	DET
cana-1218	186	3	simulation	simulation	NOUN
cana-1218	186	4	using	use	VERB
cana-1218	186	5	matlab	matlab	PROPN
cana-1218	186	6	's	's	PART
cana-1218	186	7	strong	strong	ADJ
cana-1218	186	8	capabilities	capability	NOUN
cana-1218	186	9	for	for	ADP
cana-1218	186	10	nonlinear	nonlinear	ADJ
cana-1218	186	11	dynamics	dynamic	NOUN
cana-1218	186	12	study	study	NOUN
cana-1218	186	13	and	and	CCONJ
cana-1218	186	14	deep	deep	ADJ
cana-1218	186	15	learning	learning	NOUN
cana-1218	186	16	model	model	NOUN
cana-1218	186	17	construction	construction	NOUN
cana-1218	186	18	,	,	PUNCT
cana-1218	186	19	designed	design	VERB
cana-1218	186	20	and	and	CCONJ
cana-1218	186	21	trained	train	VERB
cana-1218	186	22	on	on	ADP
cana-1218	186	23	a	a	DET
cana-1218	186	24	highperformance	highperformance	NOUN
cana-1218	186	25	computer	computer	NOUN
cana-1218	186	26	cluster	cluster	NOUN
cana-1218	186	27	using	use	VERB
cana-1218	186	28	intel	intel	PROPN
cana-1218	186	29	xeon	xeon	PROPN
cana-1218	186	30	cpus	cpus	PROPN
cana-1218	186	31	and	and	CCONJ
cana-1218	186	32	256	256	NUM
cana-1218	186	33	gb	gb	NOUN
cana-1218	186	34	of	of	ADP
cana-1218	186	35	ram	ram	NOUN
cana-1218	186	36	,	,	PUNCT
cana-1218	186	37	the	the	DET
cana-1218	186	38	deep	deep	ADJ
cana-1218	186	39	regression	regression	NOUN
cana-1218	186	40	model	model	NOUN
cana-1218	186	41	guarantees	guarantee	VERB
cana-1218	186	42	efficient	efficient	ADJ
cana-1218	186	43	handling	handling	NOUN
cana-1218	186	44	of	of	ADP
cana-1218	186	45	large	large	ADJ
cana-1218	186	46	datasets	dataset	NOUN
cana-1218	186	47	and	and	CCONJ
cana-1218	186	48	advanced	advanced	ADJ
cana-1218	186	49	computations	computation	NOUN
cana-1218	186	50	.	.	PUNCT
cana-1218	187	1	evaluated	evaluate	VERB
cana-1218	187	2	performance	performance	NOUN
cana-1218	187	3	metrics	metric	NOUN
cana-1218	187	4	included	include	VERB
cana-1218	187	5	storage	storage	NOUN
cana-1218	187	6	use	use	NOUN
cana-1218	187	7	,	,	PUNCT
cana-1218	187	8	stated	state	VERB
cana-1218	187	9	as	as	SCONJ
cana-1218	187	10	the	the	DET
cana-1218	187	11	decline	decline	NOUN
cana-1218	187	12	in	in	ADP
cana-1218	187	13	block	block	NOUN
cana-1218	187	14	size	size	NOUN
cana-1218	187	15	needs	need	NOUN
cana-1218	187	16	,	,	PUNCT
cana-1218	187	17	and	and	CCONJ
cana-1218	187	18	transmission	transmission	NOUN
cana-1218	187	19	efficiency	efficiency	NOUN
cana-1218	187	20	,	,	PUNCT
cana-1218	187	21	ascertained	ascertain	VERB
cana-1218	187	22	as	as	ADP
cana-1218	187	23	the	the	DET
cana-1218	187	24	time	time	NOUN
cana-1218	187	25	required	require	VERB
cana-1218	187	26	to	to	PART
cana-1218	187	27	deliver	deliver	VERB
cana-1218	187	28	data	datum	NOUN
cana-1218	187	29	reduced	reduce	VERB
cana-1218	187	30	declined	decline	VERB
cana-1218	187	31	.	.	PUNCT
cana-1218	188	1	several	several	ADJ
cana-1218	188	2	current	current	ADJ
cana-1218	188	3	methods	method	NOUN
cana-1218	188	4	were	be	AUX
cana-1218	188	5	evaluated	evaluate	VERB
cana-1218	188	6	against	against	ADP
cana-1218	188	7	the	the	DET
cana-1218	188	8	proposed	propose	VERB
cana-1218	188	9	one	one	NUM
cana-1218	188	10	in	in	ADP
cana-1218	188	11	order	order	NOUN
cana-1218	188	12	to	to	PART
cana-1218	188	13	assess	assess	VERB
cana-1218	188	14	its	its	PRON
cana-1218	188	15	performance	performance	NOUN
cana-1218	188	16	.	.	PUNCT
cana-1218	189	1	starting	start	VERB
cana-1218	189	2	from	from	ADP
cana-1218	189	3	the	the	DET
cana-1218	189	4	consensus	consensus	NOUN
cana-1218	189	5	algorithm	algorithm	NOUN
cana-1218	189	6	,	,	PUNCT
cana-1218	189	7	such	such	ADJ
cana-1218	189	8	proof	proof	NOUN
cana-1218	189	9	of	of	ADP
cana-1218	189	10	work	work	NOUN
cana-1218	189	11	(	(	PUNCT
cana-1218	189	12	pow	pow	PROPN
cana-1218	189	13	)	)	PUNCT
cana-1218	189	14	,	,	PUNCT
cana-1218	189	15	conventional	conventional	PROPN
cana-1218	189	16	blockchain	blockchain	PROPN
cana-1218	189	17	data	data	PROPN
cana-1218	189	18	management	management	NOUN
cana-1218	189	19	evolved	evolve	VERB
cana-1218	189	20	.	.	PUNCT
cana-1218	190	1	furthermore	furthermore	ADV
cana-1218	190	2	investigated	investigate	VERB
cana-1218	190	3	for	for	ADP
cana-1218	190	4	their	their	PRON
cana-1218	190	5	ability	ability	NOUN
cana-1218	190	6	to	to	PART
cana-1218	190	7	maximize	maximize	VERB
cana-1218	190	8	performance	performance	NOUN
cana-1218	190	9	and	and	CCONJ
cana-1218	190	10	handle	handle	VERB
cana-1218	190	11	complex	complex	ADJ
cana-1218	190	12	data	datum	NOUN
cana-1218	190	13	patterns	pattern	NOUN
cana-1218	190	14	were	be	AUX
cana-1218	190	15	recurrent	recurrent	ADJ
cana-1218	190	16	deep	deep	ADJ
cana-1218	190	17	belief	belief	NOUN
cana-1218	190	18	network	network	NOUN
cana-1218	190	19	with	with	ADP
cana-1218	190	20	layer	layer	NOUN
cana-1218	190	21	-	-	PUNCT
cana-1218	190	22	wise	wise	ADJ
cana-1218	190	23	training	training	NOUN
cana-1218	190	24	(	(	PUNCT
cana-1218	190	25	r	r	NOUN
cana-1218	190	26	-	-	PUNCT
cana-1218	190	27	db	db	NOUN
cana-1218	190	28	-	-	PUNCT
cana-1218	190	29	lm	lm	NOUN
cana-1218	190	30	-	-	PUNCT
cana-1218	190	31	nn	nn	NOUN
cana-1218	190	32	)	)	PUNCT
cana-1218	190	33	and	and	CCONJ
cana-1218	190	34	kernel	kernel	PROPN
cana-1218	190	35	principal	principal	PROPN
cana-1218	190	36	component	component	NOUN
cana-1218	190	37	analysis	analysis	NOUN
cana-1218	190	38	(	(	PUNCT
cana-1218	190	39	kpca	kpca	NOUN
cana-1218	190	40	)	)	PUNCT
cana-1218	190	41	.	.	PUNCT
cana-1218	191	1	moreover	moreover	ADV
cana-1218	191	2	under	under	ADP
cana-1218	191	3	development	development	NOUN
cana-1218	191	4	for	for	ADP
cana-1218	191	5	data	data	NOUN
cana-1218	191	6	storage	storage	NOUN
cana-1218	191	7	and	and	CCONJ
cana-1218	191	8	transmission	transmission	NOUN
cana-1218	191	9	was	be	AUX
cana-1218	191	10	directed	direct	VERB
cana-1218	191	11	acyclic	acyclic	ADJ
cana-1218	191	12	graph	graph	NOUN
cana-1218	191	13	(	(	PUNCT
cana-1218	191	14	dag)-based	dag)-base	VERB
cana-1218	191	15	distributed	distribute	VERB
cana-1218	191	16	ledger	ledger	NOUN
cana-1218	191	17	technology	technology	NOUN
cana-1218	191	18	.	.	PUNCT
cana-1218	192	1	table	table	NOUN
cana-1218	192	2	2	2	NUM
cana-1218	192	3	:	:	PUNCT
cana-1218	192	4	experimental	experimental	ADJ
cana-1218	192	5	setup	setup	NOUN
cana-1218	192	6	/	/	SYM
cana-1218	192	7	parameters	parameter	NOUN
cana-1218	192	8	parameter	parameter	NOUN
cana-1218	192	9	value	value	NOUN
cana-1218	192	10	dataset	dataset	NOUN
cana-1218	192	11	size	size	NOUN
cana-1218	192	12	500	500	NUM
cana-1218	192	13	gb	gb	NOUN
cana-1218	192	14	number	number	NOUN
cana-1218	192	15	of	of	ADP
cana-1218	192	16	blocks	block	NOUN
cana-1218	192	17	1,000	1,000	NUM
cana-1218	192	18	simulation	simulation	NOUN
cana-1218	192	19	tool	tool	NOUN
cana-1218	192	20	matlab	matlab	PROPN
cana-1218	192	21	model	model	NOUN
cana-1218	192	22	input	input	NOUN
cana-1218	192	23	shape	shape	NOUN
cana-1218	192	24	(	(	PUNCT
cana-1218	192	25	n	n	CCONJ
cana-1218	192	26	,	,	PUNCT
cana-1218	192	27	m	m	NOUN
cana-1218	192	28	)	)	PUNCT
cana-1218	192	29	communications	communication	NOUN
cana-1218	192	30	on	on	ADP
cana-1218	192	31	applied	apply	VERB
cana-1218	192	32	nonlinear	nonlinear	ADJ
cana-1218	192	33	analysis	analysis	NOUN
cana-1218	192	34	issn	issn	NOUN
cana-1218	192	35	:	:	PUNCT
cana-1218	192	36	1074	1074	NUM
cana-1218	192	37	-	-	PUNCT
cana-1218	192	38	133x	133x	NUM
cana-1218	192	39	vol	vol	NOUN
cana-1218	192	40	31	31	NUM
cana-1218	192	41	no	no	NOUN
cana-1218	192	42	.	.	PUNCT
cana-1218	193	1	6s	6s	NUM
cana-1218	193	2	(	(	PUNCT
cana-1218	193	3	2024	2024	NUM
cana-1218	193	4	)	)	PUNCT
cana-1218	193	5	245	245	NUM
cana-1218	193	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	193	7	where	where	SCONJ
cana-1218	193	8	n	n	NOUN
cana-1218	193	9	=	=	SYM
cana-1218	193	10	number	number	NOUN
cana-1218	193	11	of	of	ADP
cana-1218	193	12	samples	sample	NOUN
cana-1218	193	13	,	,	PUNCT
cana-1218	193	14	m	m	VERB
cana-1218	193	15	=	=	VERB
cana-1218	193	16	features	feature	NOUN
cana-1218	193	17	per	per	ADP
cana-1218	193	18	sample	sample	NOUN
cana-1218	193	19	epochs	epoch	VERB
cana-1218	193	20	50	50	NUM
cana-1218	193	21	batch	batch	NOUN
cana-1218	193	22	size	size	NOUN
cana-1218	193	23	32	32	NUM
cana-1218	193	24	learning	learning	NOUN
cana-1218	193	25	rate	rate	NOUN
cana-1218	193	26	0.001	0.001	NUM
cana-1218	193	27	loss	loss	NOUN
cana-1218	193	28	function	function	NOUN
cana-1218	193	29	mean	mean	VERB
cana-1218	193	30	squared	square	VERB
cana-1218	193	31	error	error	NOUN
cana-1218	193	32	(	(	PUNCT
cana-1218	193	33	mse	mse	NOUN
cana-1218	193	34	)	)	PUNCT
cana-1218	193	35	optimization	optimization	NOUN
cana-1218	193	36	algorithm	algorithm	NOUN
cana-1218	193	37	adam	adam	PROPN
cana-1218	193	38	nonlinear	nonlinear	PROPN
cana-1218	193	39	dynamics	dynamic	NOUN
cana-1218	193	40	analysis	analysis	NOUN
cana-1218	193	41	tool	tool	NOUN
cana-1218	193	42	matlab	matlab	PROPN
cana-1218	193	43	built	build	VERB
cana-1218	193	44	-	-	PUNCT
cana-1218	193	45	in	in	ADP
cana-1218	193	46	functions	function	NOUN
cana-1218	193	47	historical	historical	ADJ
cana-1218	193	48	data	datum	NOUN
cana-1218	193	49	size	size	NOUN
cana-1218	193	50	200	200	NUM
cana-1218	193	51	gb	gb	NOUN
cana-1218	193	52	test	test	NOUN
cana-1218	193	53	data	datum	NOUN
cana-1218	193	54	size	size	NOUN
cana-1218	193	55	100	100	NUM
cana-1218	193	56	gb	gb	NOUN
cana-1218	193	57	transmission	transmission	NOUN
cana-1218	193	58	efficiency	efficiency	NOUN
cana-1218	193	59	metric	metric	ADJ
cana-1218	193	60	reduction	reduction	NOUN
cana-1218	193	61	in	in	ADP
cana-1218	193	62	transmission	transmission	NOUN
cana-1218	193	63	time	time	NOUN
cana-1218	193	64	(	(	PUNCT
cana-1218	193	65	minutes	minute	NOUN
cana-1218	193	66	)	)	PUNCT
cana-1218	193	67	storage	storage	NOUN
cana-1218	193	68	utilization	utilization	NOUN
cana-1218	193	69	metric	metric	ADJ
cana-1218	193	70	reduction	reduction	NOUN
cana-1218	193	71	in	in	ADP
cana-1218	193	72	block	block	NOUN
cana-1218	193	73	size	size	NOUN
cana-1218	193	74	(	(	PUNCT
cana-1218	193	75	gb	gb	NOUN
cana-1218	193	76	)	)	PUNCT
cana-1218	193	77	baseline	baseline	NOUN
cana-1218	193	78	method	method	NOUN
cana-1218	193	79	proof	proof	NOUN
cana-1218	193	80	of	of	ADP
cana-1218	193	81	work	work	NOUN
cana-1218	193	82	(	(	PUNCT
cana-1218	193	83	pow	pow	NOUN
cana-1218	193	84	)	)	PUNCT
cana-1218	193	85	consensus	consensus	NOUN
cana-1218	193	86	algorithm	algorithm	NOUN
cana-1218	193	87	4.1	4.1	NUM
cana-1218	193	88	.	.	PUNCT
cana-1218	194	1	performance	performance	NOUN
cana-1218	194	2	metrics	metric	NOUN
cana-1218	194	3	1	1	NUM
cana-1218	194	4	.	.	PUNCT
cana-1218	194	5	transmission	transmission	NOUN
cana-1218	194	6	efficiency	efficiency	NOUN
cana-1218	194	7	:	:	PUNCT
cana-1218	194	8	this	this	PRON
cana-1218	194	9	helps	help	VERB
cana-1218	194	10	to	to	PART
cana-1218	194	11	understand	understand	VERB
cana-1218	194	12	how	how	SCONJ
cana-1218	194	13	fast	fast	ADJ
cana-1218	194	14	data	datum	NOUN
cana-1218	194	15	can	can	AUX
cana-1218	194	16	be	be	AUX
cana-1218	194	17	transferred	transfer	VERB
cana-1218	194	18	via	via	ADP
cana-1218	194	19	the	the	DET
cana-1218	194	20	blockchain	blockchain	PROPN
cana-1218	194	21	network	network	NOUN
cana-1218	194	22	,	,	PUNCT
cana-1218	194	23	therefore	therefore	ADV
cana-1218	194	24	reducing	reduce	VERB
cana-1218	194	25	the	the	DET
cana-1218	194	26	required	require	VERB
cana-1218	194	27	time	time	NOUN
cana-1218	194	28	.	.	PUNCT
cana-1218	195	1	comparatively	comparatively	ADV
cana-1218	195	2	,	,	PUNCT
cana-1218	195	3	the	the	DET
cana-1218	195	4	average	average	ADJ
cana-1218	195	5	time	time	NOUN
cana-1218	195	6	taken	take	VERB
cana-1218	195	7	for	for	ADP
cana-1218	195	8	data	datum	NOUN
cana-1218	195	9	transfer	transfer	NOUN
cana-1218	195	10	before	before	ADV
cana-1218	195	11	and	and	CCONJ
cana-1218	195	12	after	after	ADP
cana-1218	195	13	applying	apply	VERB
cana-1218	195	14	the	the	DET
cana-1218	195	15	proposed	propose	VERB
cana-1218	195	16	technique	technique	NOUN
cana-1218	195	17	quantifies	quantify	VERB
cana-1218	195	18	it	it	PRON
cana-1218	195	19	.	.	PUNCT
cana-1218	196	1	a	a	DET
cana-1218	196	2	shorter	short	ADJ
cana-1218	196	3	transmission	transmission	NOUN
cana-1218	196	4	time	time	NOUN
cana-1218	196	5	indicates	indicate	VERB
cana-1218	196	6	better	well	ADJ
cana-1218	196	7	efficiency	efficiency	NOUN
cana-1218	196	8	since	since	SCONJ
cana-1218	196	9	it	it	PRON
cana-1218	196	10	displays	display	VERB
cana-1218	196	11	the	the	DET
cana-1218	196	12	ability	ability	NOUN
cana-1218	196	13	of	of	ADP
cana-1218	196	14	the	the	DET
cana-1218	196	15	method	method	NOUN
cana-1218	196	16	to	to	PART
cana-1218	196	17	control	control	VERB
cana-1218	196	18	data	datum	NOUN
cana-1218	196	19	traffic	traffic	NOUN
cana-1218	196	20	more	more	ADV
cana-1218	196	21	effectively	effectively	ADV
cana-1218	196	22	.	.	PUNCT
cana-1218	197	1	2	2	X
cana-1218	197	2	.	.	X
cana-1218	197	3	storage	storage	NOUN
cana-1218	197	4	utilization	utilization	NOUN
cana-1218	197	5	:	:	PUNCT
cana-1218	197	6	this	this	DET
cana-1218	197	7	statistic	statistic	NOUN
cana-1218	197	8	measures	measure	VERB
cana-1218	197	9	the	the	DET
cana-1218	197	10	achieved	achieve	VERB
cana-1218	197	11	decrease	decrease	NOUN
cana-1218	197	12	in	in	ADP
cana-1218	197	13	block	block	NOUN
cana-1218	197	14	size	size	NOUN
cana-1218	197	15	requirements	requirement	NOUN
cana-1218	197	16	of	of	ADP
cana-1218	197	17	the	the	DET
cana-1218	197	18	recommended	recommend	VERB
cana-1218	197	19	technique	technique	NOUN
cana-1218	197	20	.	.	PUNCT
cana-1218	198	1	it	it	PRON
cana-1218	198	2	is	be	AUX
cana-1218	198	3	computed	compute	VERB
cana-1218	198	4	by	by	ADP
cana-1218	198	5	comparing	compare	VERB
cana-1218	198	6	the	the	DET
cana-1218	198	7	average	average	ADJ
cana-1218	198	8	block	block	NOUN
cana-1218	198	9	size	size	NOUN
cana-1218	198	10	applied	apply	VERB
cana-1218	198	11	for	for	ADP
cana-1218	198	12	data	data	NOUN
cana-1218	198	13	storage	storage	NOUN
cana-1218	198	14	both	both	CCONJ
cana-1218	198	15	before	before	ADP
cana-1218	198	16	and	and	CCONJ
cana-1218	198	17	during	during	ADP
cana-1218	198	18	optimization	optimization	NOUN
cana-1218	198	19	.	.	PUNCT
cana-1218	199	1	by	by	ADP
cana-1218	199	2	better	well	ADJ
cana-1218	199	3	storage	storage	NOUN
cana-1218	199	4	use	use	NOUN
cana-1218	199	5	,	,	PUNCT
cana-1218	199	6	better	well	ADJ
cana-1218	199	7	block	block	NOUN
cana-1218	199	8	management	management	NOUN
cana-1218	199	9	and	and	CCONJ
cana-1218	199	10	data	datum	NOUN
cana-1218	199	11	compression	compression	NOUN
cana-1218	199	12	aid	aid	NOUN
cana-1218	199	13	to	to	PART
cana-1218	199	14	show	show	VERB
cana-1218	199	15	less	less	ADJ
cana-1218	199	16	space	space	NOUN
cana-1218	199	17	needed	need	VERB
cana-1218	199	18	to	to	PART
cana-1218	199	19	retain	retain	VERB
cana-1218	199	20	the	the	DET
cana-1218	199	21	same	same	ADJ
cana-1218	199	22	volume	volume	NOUN
cana-1218	199	23	of	of	ADP
cana-1218	199	24	data	datum	NOUN
cana-1218	199	25	.	.	PUNCT
cana-1218	200	1	3	3	X
cana-1218	200	2	.	.	PUNCT
cana-1218	200	3	computational	computational	ADJ
cana-1218	200	4	efficiency	efficiency	NOUN
cana-1218	200	5	:	:	PUNCT
cana-1218	200	6	computational	computational	ADJ
cana-1218	200	7	efficiency	efficiency	NOUN
cana-1218	200	8	is	be	AUX
cana-1218	200	9	the	the	DET
cana-1218	200	10	general	general	ADJ
cana-1218	200	11	efficiency	efficiency	NOUN
cana-1218	200	12	of	of	ADP
cana-1218	200	13	the	the	DET
cana-1218	200	14	deep	deep	ADJ
cana-1218	200	15	regression	regression	NOUN
cana-1218	200	16	model	model	NOUN
cana-1218	200	17	concerning	concern	VERB
cana-1218	200	18	computer	computer	NOUN
cana-1218	200	19	resources	resource	NOUN
cana-1218	200	20	used	use	VERB
cana-1218	200	21	—	—	PUNCT
cana-1218	200	22	that	that	ADV
cana-1218	200	23	is	is	ADV
cana-1218	200	24	,	,	PUNCT
cana-1218	200	25	cpu	cpu	NOUN
cana-1218	200	26	time	time	NOUN
cana-1218	200	27	and	and	CCONJ
cana-1218	200	28	memory	memory	NOUN
cana-1218	200	29	consumption	consumption	NOUN
cana-1218	200	30	.	.	PUNCT
cana-1218	201	1	measures	measure	NOUN
cana-1218	201	2	of	of	ADP
cana-1218	201	3	it	it	PRON
cana-1218	201	4	are	be	AUX
cana-1218	201	5	the	the	DET
cana-1218	201	6	time	time	NOUN
cana-1218	201	7	spent	spend	VERB
cana-1218	201	8	teaching	teach	VERB
cana-1218	201	9	the	the	DET
cana-1218	201	10	model	model	NOUN
cana-1218	201	11	and	and	CCONJ
cana-1218	201	12	the	the	DET
cana-1218	201	13	required	require	VERB
cana-1218	201	14	memory	memory	NOUN
cana-1218	201	15	count	count	NOUN
cana-1218	201	16	.	.	PUNCT
cana-1218	202	1	4	4	X
cana-1218	202	2	.	.	NOUN
cana-1218	202	3	prediction	prediction	NOUN
cana-1218	202	4	accuracy	accuracy	NOUN
cana-1218	202	5	:	:	PUNCT
cana-1218	202	6	predicting	predict	VERB
cana-1218	202	7	accuracy	accuracy	NOUN
cana-1218	202	8	of	of	ADP
cana-1218	202	9	the	the	DET
cana-1218	202	10	deep	deep	ADJ
cana-1218	202	11	regression	regression	NOUN
cana-1218	202	12	model	model	NOUN
cana-1218	202	13	assesses	assess	VERB
cana-1218	202	14	the	the	DET
cana-1218	202	15	exact	exact	ADJ
cana-1218	202	16	projection	projection	NOUN
cana-1218	202	17	of	of	ADP
cana-1218	202	18	future	future	ADJ
cana-1218	202	19	data	datum	NOUN
cana-1218	202	20	loads	load	NOUN
cana-1218	202	21	.	.	PUNCT
cana-1218	203	1	calculated	calculate	VERB
cana-1218	203	2	usually	usually	ADV
cana-1218	203	3	on	on	ADP
cana-1218	203	4	a	a	DET
cana-1218	203	5	validation	validation	NOUN
cana-1218	203	6	set	set	NOUN
cana-1218	203	7	,	,	PUNCT
cana-1218	203	8	it	it	PRON
cana-1218	203	9	is	be	AUX
cana-1218	203	10	either	either	CCONJ
cana-1218	203	11	root	root	NOUN
cana-1218	203	12	mean	mean	VERB
cana-1218	203	13	squared	square	VERB
cana-1218	203	14	error	error	NOUN
cana-1218	203	15	(	(	PUNCT
cana-1218	203	16	rmse	rmse	NOUN
cana-1218	203	17	)	)	PUNCT
cana-1218	203	18	or	or	CCONJ
cana-1218	203	19	mean	mean	VERB
cana-1218	203	20	absolute	absolute	ADJ
cana-1218	203	21	error	error	NOUN
cana-1218	203	22	(	(	PUNCT
cana-1218	203	23	mae	mae	PROPN
cana-1218	203	24	)	)	PUNCT
cana-1218	203	25	.	.	PUNCT
cana-1218	204	1	a	a	DET
cana-1218	204	2	model	model	NOUN
cana-1218	204	3	whose	whose	DET
cana-1218	204	4	predictions	prediction	NOUN
cana-1218	204	5	closely	closely	ADV
cana-1218	204	6	fit	fit	ADJ
cana-1218	204	7	real	real	ADJ
cana-1218	204	8	data	datum	NOUN
cana-1218	204	9	patterns	pattern	NOUN
cana-1218	204	10	will	will	AUX
cana-1218	204	11	optimize	optimize	VERB
cana-1218	204	12	better	well	ADV
cana-1218	204	13	since	since	SCONJ
cana-1218	204	14	this	this	PRON
cana-1218	204	15	will	will	AUX
cana-1218	204	16	increase	increase	VERB
cana-1218	204	17	its	its	PRON
cana-1218	204	18	accuracy	accuracy	NOUN
cana-1218	204	19	.	.	PUNCT
cana-1218	205	1	5	5	X
cana-1218	205	2	.	.	NOUN
cana-1218	205	3	block	block	NOUN
cana-1218	205	4	size	size	NOUN
cana-1218	205	5	reduction	reduction	NOUN
cana-1218	205	6	:	:	PUNCT
cana-1218	205	7	this	this	PRON
cana-1218	205	8	helps	help	VERB
cana-1218	205	9	to	to	PART
cana-1218	205	10	lower	lower	VERB
cana-1218	205	11	block	block	NOUN
cana-1218	205	12	size	size	NOUN
cana-1218	205	13	by	by	ADP
cana-1218	205	14	estimating	estimate	VERB
cana-1218	205	15	the	the	DET
cana-1218	205	16	average	average	ADJ
cana-1218	205	17	amount	amount	NOUN
cana-1218	205	18	of	of	ADP
cana-1218	205	19	blockchain	blockchain	PROPN
cana-1218	205	20	blocks	block	NOUN
cana-1218	205	21	required	require	VERB
cana-1218	205	22	to	to	PART
cana-1218	205	23	contain	contain	VERB
cana-1218	205	24	data	datum	NOUN
cana-1218	205	25	.	.	PUNCT
cana-1218	206	1	it	it	PRON
cana-1218	206	2	is	be	AUX
cana-1218	206	3	said	say	VERB
cana-1218	206	4	as	as	ADP
cana-1218	206	5	a	a	DET
cana-1218	206	6	percentage	percentage	NOUN
cana-1218	206	7	decrease	decrease	NOUN
cana-1218	206	8	in	in	ADP
cana-1218	206	9	block	block	NOUN
cana-1218	206	10	size	size	NOUN
cana-1218	206	11	from	from	ADP
cana-1218	206	12	the	the	DET
cana-1218	206	13	traditional	traditional	ADJ
cana-1218	206	14	methods	method	NOUN
cana-1218	206	15	.	.	PUNCT
cana-1218	207	1	the	the	DET
cana-1218	207	2	proposed	propose	VERB
cana-1218	207	3	method	method	NOUN
cana-1218	207	4	clearly	clearly	ADV
cana-1218	207	5	maximizes	maximize	VERB
cana-1218	207	6	storage	storage	NOUN
cana-1218	207	7	in	in	ADP
cana-1218	207	8	a	a	DET
cana-1218	207	9	substantial	substantial	ADJ
cana-1218	207	10	decrease	decrease	NOUN
cana-1218	207	11	.	.	PUNCT
cana-1218	208	1	communications	communication	NOUN
cana-1218	208	2	on	on	ADP
cana-1218	208	3	applied	apply	VERB
cana-1218	208	4	nonlinear	nonlinear	ADJ
cana-1218	208	5	analysis	analysis	NOUN
cana-1218	208	6	issn	issn	NOUN
cana-1218	208	7	:	:	PUNCT
cana-1218	208	8	1074	1074	NUM
cana-1218	208	9	-	-	PUNCT
cana-1218	208	10	133x	133x	NUM
cana-1218	208	11	vol	vol	NOUN
cana-1218	208	12	31	31	NUM
cana-1218	208	13	no	no	NOUN
cana-1218	208	14	.	.	PUNCT
cana-1218	209	1	6s	6s	NUM
cana-1218	209	2	(	(	PUNCT
cana-1218	209	3	2024	2024	NUM
cana-1218	209	4	)	)	PUNCT
cana-1218	210	1	246	246	NUM
cana-1218	210	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	210	3	table	table	NOUN
cana-1218	210	4	3	3	NUM
cana-1218	210	5	:	:	PUNCT
cana-1218	210	6	performance	performance	NOUN
cana-1218	210	7	over	over	ADP
cana-1218	210	8	various	various	ADJ
cana-1218	210	9	test	test	NOUN
cana-1218	210	10	data	datum	NOUN
cana-1218	210	11	test	test	NOUN
cana-1218	210	12	data	datum	NOUN
cana-1218	210	13	size	size	NOUN
cana-1218	210	14	method	method	NOUN
cana-1218	210	15	transmission	transmission	NOUN
cana-1218	210	16	efficiency	efficiency	NOUN
cana-1218	210	17	(	(	PUNCT
cana-1218	210	18	minutes	minute	NOUN
cana-1218	210	19	)	)	PUNCT
cana-1218	210	20	storage	storage	NOUN
cana-1218	210	21	utilization	utilization	NOUN
cana-1218	210	22	(	(	PUNCT
cana-1218	210	23	gb	gb	NOUN
cana-1218	210	24	)	)	PUNCT
cana-1218	210	25	computational	computational	ADJ
cana-1218	210	26	efficiency	efficiency	NOUN
cana-1218	210	27	(	(	PUNCT
cana-1218	210	28	cpu	cpu	NOUN
cana-1218	210	29	time	time	NOUN
cana-1218	210	30	,	,	PUNCT
cana-1218	210	31	minutes	minute	NOUN
cana-1218	210	32	)	)	PUNCT
cana-1218	210	33	prediction	prediction	NOUN
cana-1218	210	34	accuracy	accuracy	NOUN
cana-1218	210	35	(	(	PUNCT
cana-1218	210	36	rmse	rmse	ADJ
cana-1218	210	37	)	)	PUNCT
cana-1218	210	38	block	block	NOUN
cana-1218	210	39	size	size	NOUN
cana-1218	210	40	reduction	reduction	NOUN
cana-1218	210	41	(	(	PUNCT
cana-1218	210	42	%	%	INTJ
cana-1218	210	43	)	)	PUNCT
cana-1218	210	44	25	25	NUM
cana-1218	210	45	gb	gb	PROPN
cana-1218	210	46	pow	pow	PROPN
cana-1218	210	47	45	45	NUM
cana-1218	210	48	50	50	NUM
cana-1218	210	49	30	30	NUM
cana-1218	210	50	2.5	2.5	NUM
cana-1218	210	51	10	10	NUM
cana-1218	210	52	%	%	NOUN
cana-1218	210	53	kpca	kpca	NOUN
cana-1218	210	54	43	43	NUM
cana-1218	210	55	48	48	NUM
cana-1218	210	56	28	28	NUM
cana-1218	210	57	2.3	2.3	NUM
cana-1218	210	58	12	12	NUM
cana-1218	210	59	%	%	NOUN
cana-1218	210	60	r	r	NOUN
cana-1218	210	61	-	-	PUNCT
cana-1218	210	62	db	db	NOUN
cana-1218	210	63	-	-	PUNCT
cana-1218	210	64	lmnn	lmnn	ADJ
cana-1218	210	65	40	40	NUM
cana-1218	210	66	46	46	NUM
cana-1218	210	67	35	35	NUM
cana-1218	210	68	2.1	2.1	NUM
cana-1218	210	69	15	15	NUM
cana-1218	210	70	%	%	NOUN
cana-1218	210	71	dag	dag	PROPN
cana-1218	210	72	-	-	PUNCT
cana-1218	210	73	dlt	dlt	PROPN
cana-1218	210	74	38	38	NUM
cana-1218	210	75	44	44	NUM
cana-1218	210	76	32	32	NUM
cana-1218	210	77	1.9	1.9	NUM
cana-1218	210	78	18	18	NUM
cana-1218	210	79	%	%	NOUN
cana-1218	210	80	proposed	propose	VERB
cana-1218	210	81	30	30	NUM
cana-1218	210	82	35	35	NUM
cana-1218	210	83	25	25	NUM
cana-1218	210	84	1.5	1.5	NUM
cana-1218	210	85	25	25	NUM
cana-1218	210	86	%	%	NOUN
cana-1218	210	87	50	50	NUM
cana-1218	210	88	gb	gb	NOUN
cana-1218	210	89	pow	pow	NOUN
cana-1218	210	90	90	90	NUM
cana-1218	210	91	100	100	NUM
cana-1218	210	92	60	60	NUM
cana-1218	210	93	2.7	2.7	NUM
cana-1218	210	94	10	10	NUM
cana-1218	210	95	%	%	NOUN
cana-1218	210	96	kpca	kpca	NOUN
cana-1218	210	97	85	85	NUM
cana-1218	210	98	95	95	NUM
cana-1218	210	99	55	55	NUM
cana-1218	210	100	2.5	2.5	NUM
cana-1218	210	101	12	12	NUM
cana-1218	210	102	%	%	NOUN
cana-1218	210	103	r	r	NOUN
cana-1218	210	104	-	-	PUNCT
cana-1218	210	105	db	db	NOUN
cana-1218	210	106	-	-	PUNCT
cana-1218	210	107	lmnn	lmnn	ADJ
cana-1218	210	108	80	80	NUM
cana-1218	210	109	90	90	NUM
cana-1218	210	110	65	65	NUM
cana-1218	210	111	2.3	2.3	NUM
cana-1218	210	112	15	15	NUM
cana-1218	210	113	%	%	NOUN
cana-1218	210	114	dag	dag	PROPN
cana-1218	210	115	-	-	PUNCT
cana-1218	210	116	dlt	dlt	PROPN
cana-1218	210	117	75	75	NUM
cana-1218	210	118	85	85	NUM
cana-1218	210	119	58	58	NUM
cana-1218	210	120	2.0	2.0	NUM
cana-1218	210	121	18	18	NUM
cana-1218	210	122	%	%	NOUN
cana-1218	210	123	proposed	propose	VERB
cana-1218	210	124	60	60	NUM
cana-1218	210	125	70	70	NUM
cana-1218	210	126	50	50	NUM
cana-1218	210	127	1.7	1.7	NUM
cana-1218	210	128	25	25	NUM
cana-1218	210	129	%	%	NOUN
cana-1218	210	130	75	75	NUM
cana-1218	210	131	gb	gb	PROPN
cana-1218	210	132	pow	pow	PROPN
cana-1218	210	133	135	135	NUM
cana-1218	210	134	150	150	NUM
cana-1218	210	135	90	90	NUM
cana-1218	210	136	2.8	2.8	NUM
cana-1218	210	137	10	10	NUM
cana-1218	210	138	%	%	NOUN
cana-1218	210	139	kpca	kpca	NOUN
cana-1218	210	140	125	125	NUM
cana-1218	210	141	140	140	NUM
cana-1218	210	142	85	85	NUM
cana-1218	210	143	2.6	2.6	NUM
cana-1218	210	144	12	12	NUM
cana-1218	210	145	%	%	NOUN
cana-1218	210	146	r	r	NOUN
cana-1218	210	147	-	-	PUNCT
cana-1218	210	148	db	db	NOUN
cana-1218	210	149	-	-	PUNCT
cana-1218	210	150	lmnn	lmnn	ADJ
cana-1218	210	151	120	120	NUM
cana-1218	210	152	130	130	NUM
cana-1218	210	153	95	95	NUM
cana-1218	210	154	2.4	2.4	NUM
cana-1218	210	155	15	15	NUM
cana-1218	210	156	%	%	NOUN
cana-1218	210	157	dag	dag	PROPN
cana-1218	210	158	-	-	PUNCT
cana-1218	210	159	dlt	dlt	PROPN
cana-1218	210	160	110	110	NUM
cana-1218	210	161	120	120	NUM
cana-1218	210	162	85	85	NUM
cana-1218	210	163	2.1	2.1	NUM
cana-1218	210	164	18	18	NUM
cana-1218	210	165	%	%	NOUN
cana-1218	210	166	proposed	propose	VERB
cana-1218	210	167	90	90	NUM
cana-1218	210	168	95	95	NUM
cana-1218	210	169	75	75	NUM
cana-1218	210	170	1.8	1.8	NUM
cana-1218	210	171	25	25	NUM
cana-1218	210	172	%	%	NOUN
cana-1218	210	173	100	100	NUM
cana-1218	210	174	gb	gb	PROPN
cana-1218	210	175	pow	pow	PROPN
cana-1218	210	176	180	180	NUM
cana-1218	210	177	200	200	NUM
cana-1218	210	178	120	120	NUM
cana-1218	210	179	3.0	3.0	NUM
cana-1218	210	180	10	10	NUM
cana-1218	210	181	%	%	NOUN
cana-1218	210	182	kpca	kpca	NOUN
cana-1218	210	183	170	170	NUM
cana-1218	210	184	190	190	NUM
cana-1218	210	185	110	110	NUM
cana-1218	210	186	2.8	2.8	NUM
cana-1218	210	187	12	12	NUM
cana-1218	210	188	%	%	NOUN
cana-1218	210	189	r	r	NOUN
cana-1218	210	190	-	-	PUNCT
cana-1218	210	191	db	db	NOUN
cana-1218	210	192	-	-	PUNCT
cana-1218	210	193	lmnn	lmnn	ADJ
cana-1218	210	194	160	160	NUM
cana-1218	210	195	180	180	NUM
cana-1218	210	196	125	125	NUM
cana-1218	210	197	2.5	2.5	NUM
cana-1218	210	198	15	15	NUM
cana-1218	210	199	%	%	NOUN
cana-1218	210	200	dag	dag	PROPN
cana-1218	210	201	-	-	PUNCT
cana-1218	210	202	dlt	dlt	PROPN
cana-1218	210	203	150	150	NUM
cana-1218	210	204	170	170	NUM
cana-1218	210	205	110	110	NUM
cana-1218	210	206	2.3	2.3	NUM
cana-1218	210	207	18	18	NUM
cana-1218	210	208	%	%	NOUN
cana-1218	210	209	proposed	propose	VERB
cana-1218	210	210	120	120	NUM
cana-1218	210	211	140	140	NUM
cana-1218	210	212	100	100	NUM
cana-1218	210	213	1.9	1.9	NUM
cana-1218	210	214	25	25	NUM
cana-1218	210	215	%	%	NOUN
cana-1218	210	216	table	table	NOUN
cana-1218	210	217	3	3	NUM
cana-1218	210	218	shows	show	NOUN
cana-1218	210	219	in	in	ADP
cana-1218	210	220	all	all	DET
cana-1218	210	221	criteria	criterion	NOUN
cana-1218	210	222	that	that	SCONJ
cana-1218	210	223	the	the	DET
cana-1218	210	224	suggested	suggest	VERB
cana-1218	210	225	approach	approach	NOUN
cana-1218	210	226	outperforms	outperform	VERB
cana-1218	210	227	current	current	ADJ
cana-1218	210	228	methods	method	NOUN
cana-1218	210	229	overall	overall	ADV
cana-1218	210	230	over	over	ADP
cana-1218	210	231	varying	vary	VERB
cana-1218	210	232	test	test	NOUN
cana-1218	210	233	data	datum	NOUN
cana-1218	210	234	volumes	volume	NOUN
cana-1218	210	235	.	.	PUNCT
cana-1218	211	1	according	accord	VERB
cana-1218	211	2	to	to	ADP
cana-1218	211	3	transfer	transfer	NOUN
cana-1218	211	4	efficiency	efficiency	NOUN
cana-1218	211	5	from	from	ADP
cana-1218	211	6	current	current	ADJ
cana-1218	211	7	methods	method	NOUN
cana-1218	211	8	,	,	PUNCT
cana-1218	211	9	the	the	DET
cana-1218	211	10	suggested	suggest	VERB
cana-1218	211	11	solution	solution	NOUN
cana-1218	211	12	significantly	significantly	ADV
cana-1218	211	13	reduces	reduce	VERB
cana-1218	211	14	the	the	DET
cana-1218	211	15	data	data	NOUN
cana-1218	211	16	transfer	transfer	NOUN
cana-1218	211	17	time	time	NOUN
cana-1218	211	18	from	from	ADP
cana-1218	211	19	45	45	NUM
cana-1218	211	20	minutes	minute	NOUN
cana-1218	211	21	with	with	ADP
cana-1218	211	22	proof	proof	NOUN
cana-1218	211	23	of	of	ADP
cana-1218	211	24	work	work	NOUN
cana-1218	211	25	(	(	PUNCT
cana-1218	211	26	pow	pow	NOUN
cana-1218	211	27	)	)	PUNCT
cana-1218	211	28	to	to	ADP
cana-1218	211	29	30	30	NUM
cana-1218	211	30	minutes	minute	NOUN
cana-1218	211	31	.	.	PUNCT
cana-1218	212	1	storage	storage	NOUN
cana-1218	212	2	use	use	NOUN
cana-1218	212	3	shows	show	VERB
cana-1218	212	4	notable	notable	ADJ
cana-1218	212	5	improvement	improvement	NOUN
cana-1218	212	6	with	with	ADP
cana-1218	212	7	the	the	DET
cana-1218	212	8	proposed	propose	VERB
cana-1218	212	9	strategy	strategy	NOUN
cana-1218	212	10	reducing	reduce	VERB
cana-1218	212	11	storage	storage	NOUN
cana-1218	212	12	demands	demand	NOUN
cana-1218	212	13	from	from	ADP
cana-1218	212	14	50	50	NUM
cana-1218	212	15	gb	gb	NOUN
cana-1218	212	16	to	to	ADP
cana-1218	212	17	35	35	NUM
cana-1218	212	18	gb	gb	NOUN
cana-1218	212	19	for	for	ADP
cana-1218	212	20	25	25	NUM
cana-1218	212	21	gb	gb	NOUN
cana-1218	212	22	of	of	ADP
cana-1218	212	23	test	test	NOUN
cana-1218	212	24	data	datum	NOUN
cana-1218	212	25	.	.	PUNCT
cana-1218	213	1	furthermore	furthermore	ADV
cana-1218	213	2	enhanced	enhance	VERB
cana-1218	213	3	is	be	AUX
cana-1218	213	4	computational	computational	ADJ
cana-1218	213	5	efficiency	efficiency	NOUN
cana-1218	213	6	since	since	SCONJ
cana-1218	213	7	the	the	DET
cana-1218	213	8	recommended	recommend	VERB
cana-1218	213	9	method	method	NOUN
cana-1218	213	10	suggests	suggest	VERB
cana-1218	213	11	more	more	ADJ
cana-1218	213	12	resource	resource	NOUN
cana-1218	213	13	usage	usage	NOUN
cana-1218	213	14	by	by	ADP
cana-1218	213	15	using	use	VERB
cana-1218	213	16	less	less	ADJ
cana-1218	213	17	cpu	cpu	ADJ
cana-1218	213	18	time	time	NOUN
cana-1218	213	19	.	.	PUNCT
cana-1218	214	1	regarding	regard	VERB
cana-1218	214	2	prediction	prediction	NOUN
cana-1218	214	3	accuracy	accuracy	NOUN
cana-1218	214	4	,	,	PUNCT
cana-1218	214	5	the	the	DET
cana-1218	214	6	proposed	propose	VERB
cana-1218	214	7	method	method	NOUN
cana-1218	214	8	generates	generate	VERB
cana-1218	214	9	the	the	DET
cana-1218	214	10	lowest	low	ADJ
cana-1218	214	11	rmse	rmse	ADJ
cana-1218	214	12	values	value	NOUN
cana-1218	214	13	;	;	PUNCT
cana-1218	214	14	so	so	ADV
cana-1218	214	15	,	,	PUNCT
cana-1218	214	16	it	it	PRON
cana-1218	214	17	advises	advise	VERB
cana-1218	214	18	more	more	ADV
cana-1218	214	19	exact	exact	ADJ
cana-1218	214	20	forecasts	forecast	NOUN
cana-1218	214	21	than	than	ADP
cana-1218	214	22	existing	exist	VERB
cana-1218	214	23	methods	method	NOUN
cana-1218	214	24	.	.	PUNCT
cana-1218	215	1	at	at	ADP
cana-1218	215	2	last	last	ADJ
cana-1218	215	3	,	,	PUNCT
cana-1218	215	4	block	block	NOUN
cana-1218	215	5	size	size	NOUN
cana-1218	215	6	reduction	reduction	NOUN
cana-1218	215	7	is	be	AUX
cana-1218	215	8	most	most	ADV
cana-1218	215	9	crucial	crucial	ADJ
cana-1218	215	10	with	with	ADP
cana-1218	215	11	the	the	DET
cana-1218	215	12	recommended	recommend	VERB
cana-1218	215	13	strategy	strategy	NOUN
cana-1218	215	14	,	,	PUNCT
cana-1218	215	15	which	which	PRON
cana-1218	215	16	reduces	reduce	VERB
cana-1218	215	17	block	block	NOUN
cana-1218	215	18	size	size	NOUN
cana-1218	215	19	by	by	ADP
cana-1218	215	20	up	up	ADP
cana-1218	215	21	to	to	PART
cana-1218	215	22	25	25	NUM
cana-1218	215	23	%	%	NOUN
cana-1218	215	24	as	as	SCONJ
cana-1218	215	25	opposed	oppose	VERB
cana-1218	215	26	to	to	ADP
cana-1218	215	27	just	just	ADV
cana-1218	215	28	10	10	NUM
cana-1218	215	29	%	%	NOUN
cana-1218	215	30	utilizing	utilize	VERB
cana-1218	215	31	pow	pow	NOUN
cana-1218	215	32	.	.	PUNCT
cana-1218	216	1	especially	especially	ADV
cana-1218	216	2	for	for	ADP
cana-1218	216	3	applications	application	NOUN
cana-1218	216	4	in	in	ADP
cana-1218	216	5	the	the	DET
cana-1218	216	6	healthcare	healthcare	NOUN
cana-1218	216	7	industry	industry	NOUN
cana-1218	216	8	,	,	PUNCT
cana-1218	216	9	these	these	DET
cana-1218	216	10	results	result	NOUN
cana-1218	216	11	indicate	indicate	VERB
cana-1218	216	12	generally	generally	ADV
cana-1218	216	13	the	the	DET
cana-1218	216	14	improved	improved	ADJ
cana-1218	216	15	performance	performance	NOUN
cana-1218	216	16	of	of	ADP
cana-1218	216	17	the	the	DET
cana-1218	216	18	proposed	propose	VERB
cana-1218	216	19	method	method	NOUN
cana-1218	216	20	in	in	ADP
cana-1218	216	21	optimizing	optimize	VERB
cana-1218	216	22	blockchain	blockchain	PROPN
cana-1218	216	23	data	data	PROPN
cana-1218	216	24	management	management	NOUN
cana-1218	216	25	.	.	PUNCT
cana-1218	217	1	communications	communication	NOUN
cana-1218	217	2	on	on	ADP
cana-1218	217	3	applied	apply	VERB
cana-1218	217	4	nonlinear	nonlinear	ADJ
cana-1218	217	5	analysis	analysis	NOUN
cana-1218	217	6	issn	issn	NOUN
cana-1218	217	7	:	:	PUNCT
cana-1218	217	8	1074	1074	NUM
cana-1218	217	9	-	-	PUNCT
cana-1218	217	10	133x	133x	NUM
cana-1218	217	11	vol	vol	NOUN
cana-1218	217	12	31	31	NUM
cana-1218	217	13	no	no	NOUN
cana-1218	217	14	.	.	PUNCT
cana-1218	218	1	6s	6s	NUM
cana-1218	218	2	(	(	PUNCT
cana-1218	218	3	2024	2024	NUM
cana-1218	218	4	)	)	PUNCT
cana-1218	218	5	247	247	NUM
cana-1218	218	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	218	7	table	table	NOUN
cana-1218	218	8	4	4	NUM
cana-1218	218	9	:	:	PUNCT
cana-1218	218	10	performance	performance	NOUN
cana-1218	218	11	over	over	ADP
cana-1218	218	12	various	various	ADJ
cana-1218	218	13	block	block	NOUN
cana-1218	218	14	size	size	NOUN
cana-1218	218	15	block	block	NOUN
cana-1218	218	16	size	size	NOUN
cana-1218	218	17	method	method	NOUN
cana-1218	218	18	transmission	transmission	NOUN
cana-1218	218	19	efficiency	efficiency	NOUN
cana-1218	218	20	(	(	PUNCT
cana-1218	218	21	minutes	minute	NOUN
cana-1218	218	22	)	)	PUNCT
cana-1218	218	23	storage	storage	NOUN
cana-1218	218	24	utilization	utilization	NOUN
cana-1218	218	25	(	(	PUNCT
cana-1218	218	26	gb	gb	NOUN
cana-1218	218	27	)	)	PUNCT
cana-1218	218	28	computational	computational	ADJ
cana-1218	218	29	efficiency	efficiency	NOUN
cana-1218	218	30	(	(	PUNCT
cana-1218	218	31	cpu	cpu	NOUN
cana-1218	218	32	time	time	NOUN
cana-1218	218	33	,	,	PUNCT
cana-1218	218	34	minutes	minute	NOUN
cana-1218	218	35	)	)	PUNCT
cana-1218	218	36	prediction	prediction	NOUN
cana-1218	218	37	accuracy	accuracy	NOUN
cana-1218	218	38	(	(	PUNCT
cana-1218	218	39	rmse	rmse	ADJ
cana-1218	218	40	)	)	PUNCT
cana-1218	218	41	block	block	NOUN
cana-1218	218	42	size	size	NOUN
cana-1218	218	43	reduction	reduction	NOUN
cana-1218	218	44	(	(	PUNCT
cana-1218	218	45	%	%	NOUN
cana-1218	218	46	)	)	PUNCT
cana-1218	218	47	1	1	NUM
cana-1218	218	48	mb	mb	ADP
cana-1218	218	49	pow	pow	NOUN
cana-1218	218	50	25	25	NUM
cana-1218	218	51	30	30	NUM
cana-1218	218	52	15	15	NUM
cana-1218	218	53	1.8	1.8	NUM
cana-1218	218	54	8	8	NUM
cana-1218	218	55	%	%	NOUN
cana-1218	218	56	kpca	kpca	NOUN
cana-1218	218	57	23	23	NUM
cana-1218	218	58	28	28	NUM
cana-1218	218	59	14	14	NUM
cana-1218	218	60	1.7	1.7	NUM
cana-1218	218	61	10	10	NUM
cana-1218	218	62	%	%	NOUN
cana-1218	218	63	r	r	NOUN
cana-1218	218	64	-	-	PUNCT
cana-1218	218	65	db	db	NOUN
cana-1218	218	66	-	-	PUNCT
cana-1218	218	67	lmnn	lmnn	ADJ
cana-1218	218	68	21	21	NUM
cana-1218	218	69	26	26	NUM
cana-1218	218	70	18	18	NUM
cana-1218	218	71	1.5	1.5	NUM
cana-1218	218	72	12	12	NUM
cana-1218	218	73	%	%	NOUN
cana-1218	218	74	dag	dag	PROPN
cana-1218	218	75	-	-	PUNCT
cana-1218	218	76	dlt	dlt	PROPN
cana-1218	218	77	20	20	NUM
cana-1218	218	78	24	24	NUM
cana-1218	218	79	16	16	NUM
cana-1218	218	80	1.4	1.4	NUM
cana-1218	218	81	14	14	NUM
cana-1218	218	82	%	%	NOUN
cana-1218	218	83	proposed	propose	VERB
cana-1218	218	84	15	15	NUM
cana-1218	218	85	20	20	NUM
cana-1218	218	86	12	12	NUM
cana-1218	218	87	1.2	1.2	NUM
cana-1218	218	88	18	18	NUM
cana-1218	218	89	%	%	NOUN
cana-1218	218	90	2	2	NUM
cana-1218	218	91	mb	mb	NOUN
cana-1218	218	92	pow	pow	NOUN
cana-1218	218	93	50	50	NUM
cana-1218	218	94	60	60	NUM
cana-1218	218	95	30	30	NUM
cana-1218	218	96	2.0	2.0	NUM
cana-1218	218	97	8	8	NUM
cana-1218	218	98	%	%	NOUN
cana-1218	218	99	kpca	kpca	NOUN
cana-1218	218	100	46	46	NUM
cana-1218	218	101	55	55	NUM
cana-1218	218	102	28	28	NUM
cana-1218	218	103	1.9	1.9	NUM
cana-1218	218	104	10	10	NUM
cana-1218	218	105	%	%	NOUN
cana-1218	218	106	r	r	NOUN
cana-1218	218	107	-	-	PUNCT
cana-1218	218	108	db	db	NOUN
cana-1218	218	109	-	-	PUNCT
cana-1218	218	110	lmnn	lmnn	ADJ
cana-1218	218	111	43	43	NUM
cana-1218	218	112	52	52	NUM
cana-1218	218	113	35	35	NUM
cana-1218	218	114	1.8	1.8	NUM
cana-1218	218	115	12	12	NUM
cana-1218	218	116	%	%	NOUN
cana-1218	218	117	dag	dag	PROPN
cana-1218	218	118	-	-	PUNCT
cana-1218	218	119	dlt	dlt	PROPN
cana-1218	218	120	40	40	NUM
cana-1218	218	121	50	50	NUM
cana-1218	218	122	32	32	NUM
cana-1218	218	123	1.7	1.7	NUM
cana-1218	218	124	14	14	NUM
cana-1218	218	125	%	%	NOUN
cana-1218	218	126	proposed	propose	VERB
cana-1218	218	127	30	30	NUM
cana-1218	218	128	40	40	NUM
cana-1218	218	129	25	25	NUM
cana-1218	218	130	1.5	1.5	NUM
cana-1218	218	131	18	18	NUM
cana-1218	218	132	%	%	NOUN
cana-1218	218	133	4	4	NUM
cana-1218	218	134	mb	mb	NOUN
cana-1218	218	135	pow	pow	PROPN
cana-1218	218	136	100	100	NUM
cana-1218	218	137	120	120	NUM
cana-1218	218	138	60	60	NUM
cana-1218	218	139	2.5	2.5	NUM
cana-1218	218	140	8	8	NUM
cana-1218	218	141	%	%	NOUN
cana-1218	218	142	kpca	kpca	NOUN
cana-1218	218	143	92	92	NUM
cana-1218	218	144	110	110	NUM
cana-1218	218	145	55	55	NUM
cana-1218	218	146	2.3	2.3	NUM
cana-1218	218	147	10	10	NUM
cana-1218	218	148	%	%	NOUN
cana-1218	218	149	r	r	NOUN
cana-1218	218	150	-	-	PUNCT
cana-1218	218	151	db	db	NOUN
cana-1218	218	152	-	-	PUNCT
cana-1218	218	153	lmnn	lmnn	ADJ
cana-1218	218	154	85	85	NUM
cana-1218	218	155	105	105	NUM
cana-1218	218	156	65	65	NUM
cana-1218	218	157	2.2	2.2	NUM
cana-1218	218	158	12	12	NUM
cana-1218	218	159	%	%	NOUN
cana-1218	218	160	dag	dag	PROPN
cana-1218	218	161	-	-	PUNCT
cana-1218	218	162	dlt	dlt	PROPN
cana-1218	218	163	80	80	NUM
cana-1218	218	164	100	100	NUM
cana-1218	218	165	58	58	NUM
cana-1218	218	166	2.1	2.1	NUM
cana-1218	218	167	14	14	NUM
cana-1218	218	168	%	%	NOUN
cana-1218	218	169	proposed	propose	VERB
cana-1218	218	170	60	60	NUM
cana-1218	218	171	80	80	NUM
cana-1218	218	172	45	45	NUM
cana-1218	218	173	1.8	1.8	NUM
cana-1218	218	174	18	18	NUM
cana-1218	218	175	%	%	NOUN
cana-1218	218	176	8	8	NUM
cana-1218	218	177	mb	mb	NOUN
cana-1218	218	178	pow	pow	NOUN
cana-1218	218	179	200	200	NUM
cana-1218	218	180	240	240	NUM
cana-1218	218	181	120	120	NUM
cana-1218	218	182	3.0	3.0	NUM
cana-1218	218	183	8	8	NUM
cana-1218	218	184	%	%	NOUN
cana-1218	218	185	kpca	kpca	NOUN
cana-1218	218	186	185	185	NUM
cana-1218	218	187	225	225	NUM
cana-1218	218	188	110	110	NUM
cana-1218	218	189	2.8	2.8	NUM
cana-1218	218	190	10	10	NUM
cana-1218	218	191	%	%	NOUN
cana-1218	218	192	r	r	NOUN
cana-1218	218	193	-	-	PUNCT
cana-1218	218	194	db	db	NOUN
cana-1218	218	195	-	-	PUNCT
cana-1218	218	196	lmnn	lmnn	ADJ
cana-1218	218	197	170	170	NUM
cana-1218	218	198	210	210	NUM
cana-1218	218	199	130	130	NUM
cana-1218	218	200	2.6	2.6	NUM
cana-1218	218	201	12	12	NUM
cana-1218	218	202	%	%	NOUN
cana-1218	218	203	dag	dag	PROPN
cana-1218	218	204	-	-	PUNCT
cana-1218	218	205	dlt	dlt	PROPN
cana-1218	218	206	160	160	NUM
cana-1218	218	207	200	200	NUM
cana-1218	218	208	115	115	NUM
cana-1218	218	209	2.4	2.4	NUM
cana-1218	218	210	14	14	NUM
cana-1218	218	211	%	%	NOUN
cana-1218	218	212	proposed	propose	VERB
cana-1218	218	213	120	120	NUM
cana-1218	218	214	160	160	NUM
cana-1218	218	215	90	90	NUM
cana-1218	218	216	2.0	2.0	NUM
cana-1218	218	217	18	18	NUM
cana-1218	218	218	%	%	NOUN
cana-1218	218	219	table	table	NOUN
cana-1218	218	220	4	4	NUM
cana-1218	218	221	shows	show	VERB
cana-1218	218	222	that	that	SCONJ
cana-1218	218	223	the	the	DET
cana-1218	218	224	proposed	propose	VERB
cana-1218	218	225	method	method	NOUN
cana-1218	218	226	routinely	routinely	ADV
cana-1218	218	227	beats	beat	VERB
cana-1218	218	228	current	current	ADJ
cana-1218	218	229	techniques	technique	NOUN
cana-1218	218	230	over	over	ADP
cana-1218	218	231	multiple	multiple	ADJ
cana-1218	218	232	block	block	NOUN
cana-1218	218	233	sizes	size	NOUN
cana-1218	218	234	.	.	PUNCT
cana-1218	219	1	comparatively	comparatively	ADV
cana-1218	219	2	to	to	ADP
cana-1218	219	3	higher	high	ADJ
cana-1218	219	4	times	time	NOUN
cana-1218	219	5	with	with	ADP
cana-1218	219	6	present	present	ADJ
cana-1218	219	7	methods	method	NOUN
cana-1218	219	8	,	,	PUNCT
cana-1218	219	9	when	when	SCONJ
cana-1218	219	10	block	block	NOUN
cana-1218	219	11	size	size	NOUN
cana-1218	219	12	increases	increase	VERB
cana-1218	219	13	from	from	ADP
cana-1218	219	14	1	1	NUM
cana-1218	219	15	mb	mb	NOUN
cana-1218	219	16	to	to	ADP
cana-1218	219	17	8	8	NUM
cana-1218	219	18	mb	mb	NOUN
cana-1218	219	19	,	,	PUNCT
cana-1218	219	20	the	the	DET
cana-1218	219	21	recommended	recommend	VERB
cana-1218	219	22	strategy	strategy	NOUN
cana-1218	219	23	lowers	lower	VERB
cana-1218	219	24	transmission	transmission	NOUN
cana-1218	219	25	time	time	NOUN
cana-1218	219	26	from	from	ADP
cana-1218	219	27	15	15	NUM
cana-1218	219	28	minutes	minute	NOUN
cana-1218	219	29	to	to	ADP
cana-1218	219	30	120	120	NUM
cana-1218	219	31	minutes	minute	NOUN
cana-1218	219	32	,	,	PUNCT
cana-1218	219	33	so	so	ADV
cana-1218	219	34	improving	improve	VERB
cana-1218	219	35	transmission	transmission	NOUN
cana-1218	219	36	efficiency	efficiency	NOUN
cana-1218	219	37	.	.	PUNCT
cana-1218	220	1	using	use	VERB
cana-1218	220	2	the	the	DET
cana-1218	220	3	suggested	suggest	VERB
cana-1218	220	4	method	method	NOUN
cana-1218	220	5	,	,	PUNCT
cana-1218	220	6	which	which	PRON
cana-1218	220	7	calls	call	VERB
cana-1218	220	8	for	for	ADP
cana-1218	220	9	less	less	ADJ
cana-1218	220	10	storage—20	storage—20	NOUN
cana-1218	220	11	gb	gb	PRON
cana-1218	220	12	for	for	ADP
cana-1218	220	13	1	1	NUM
cana-1218	220	14	mb	mb	NOUN
cana-1218	220	15	blocks	block	NOUN
cana-1218	220	16	,	,	PUNCT
cana-1218	220	17	160	160	NUM
cana-1218	220	18	gb	gb	NOUN
cana-1218	220	19	for	for	ADP
cana-1218	220	20	8	8	NUM
cana-1218	220	21	mb	mb	NOUN
cana-1218	220	22	blocks	block	NOUN
cana-1218	220	23	—	—	PUNCT
cana-1218	220	24	storage	storage	NOUN
cana-1218	220	25	utilization	utilization	NOUN
cana-1218	220	26	is	be	AUX
cana-1218	220	27	also	also	ADV
cana-1218	220	28	optimized	optimize	VERB
cana-1218	220	29	.	.	PUNCT
cana-1218	221	1	computational	computational	ADJ
cana-1218	221	2	efficiency	efficiency	NOUN
cana-1218	221	3	reveals	reveal	VERB
cana-1218	221	4	the	the	DET
cana-1218	221	5	proposed	propose	VERB
cana-1218	221	6	method	method	NOUN
cana-1218	221	7	consumes	consume	VERB
cana-1218	221	8	less	less	ADJ
cana-1218	221	9	cpu	cpu	VERB
cana-1218	221	10	time	time	NOUN
cana-1218	221	11	for	for	ADP
cana-1218	221	12	training	training	NOUN
cana-1218	221	13	,	,	PUNCT
cana-1218	221	14	so	so	ADV
cana-1218	221	15	displaying	display	VERB
cana-1218	221	16	better	well	ADJ
cana-1218	221	17	resource	resource	NOUN
cana-1218	221	18	management	management	NOUN
cana-1218	221	19	with	with	ADP
cana-1218	221	20	12	12	NUM
cana-1218	221	21	minutes	minute	NOUN
cana-1218	221	22	for	for	ADP
cana-1218	221	23	1	1	NUM
cana-1218	221	24	mb	mb	NOUN
cana-1218	221	25	blocks	block	NOUN
cana-1218	221	26	and	and	CCONJ
cana-1218	221	27	90	90	NUM
cana-1218	221	28	minutes	minute	NOUN
cana-1218	221	29	for	for	ADP
cana-1218	221	30	8	8	NUM
cana-1218	221	31	mb	mb	NOUN
cana-1218	221	32	blocks	block	NOUN
cana-1218	221	33	.	.	PUNCT
cana-1218	222	1	reduced	reduce	VERB
cana-1218	222	2	rmse	rmse	ADJ
cana-1218	222	3	values	value	NOUN
cana-1218	222	4	from	from	ADP
cana-1218	222	5	the	the	DET
cana-1218	222	6	approach	approach	NOUN
cana-1218	222	7	raise	raise	VERB
cana-1218	222	8	prediction	prediction	NOUN
cana-1218	222	9	accuracy	accuracy	NOUN
cana-1218	222	10	,	,	PUNCT
cana-1218	222	11	which	which	PRON
cana-1218	222	12	over	over	ADP
cana-1218	222	13	block	block	NOUN
cana-1218	222	14	sizes	size	NOUN
cana-1218	222	15	indicates	indicate	VERB
cana-1218	222	16	better	well	ADJ
cana-1218	222	17	predictive	predictive	ADJ
cana-1218	222	18	performance	performance	NOUN
cana-1218	222	19	.	.	PUNCT
cana-1218	223	1	block	block	NOUN
cana-1218	223	2	size	size	NOUN
cana-1218	223	3	reduction	reduction	NOUN
cana-1218	223	4	is	be	AUX
cana-1218	223	5	maximized	maximize	VERB
cana-1218	223	6	with	with	ADP
cana-1218	223	7	the	the	DET
cana-1218	223	8	recommended	recommend	VERB
cana-1218	223	9	method	method	NOUN
cana-1218	223	10	;	;	PUNCT
cana-1218	223	11	it	it	PRON
cana-1218	223	12	results	result	VERB
cana-1218	223	13	in	in	ADP
cana-1218	223	14	an	an	DET
cana-1218	223	15	18	18	NUM
cana-1218	223	16	%	%	NOUN
cana-1218	223	17	decrease	decrease	NOUN
cana-1218	223	18	from	from	ADP
cana-1218	223	19	pow	pow	NOUN
cana-1218	223	20	as	as	SCONJ
cana-1218	223	21	compared	compare	VERB
cana-1218	223	22	to	to	ADP
cana-1218	223	23	8	8	NUM
cana-1218	223	24	%	%	NOUN
cana-1218	223	25	.	.	PUNCT
cana-1218	224	1	these	these	DET
cana-1218	224	2	results	result	NOUN
cana-1218	224	3	reveal	reveal	VERB
cana-1218	224	4	the	the	DET
cana-1218	224	5	superior	superior	ADJ
cana-1218	224	6	efficiency	efficiency	NOUN
cana-1218	224	7	,	,	PUNCT
cana-1218	224	8	accuracy	accuracy	NOUN
cana-1218	224	9	,	,	PUNCT
cana-1218	224	10	and	and	CCONJ
cana-1218	224	11	optimization	optimization	NOUN
cana-1218	224	12	of	of	ADP
cana-1218	224	13	the	the	DET
cana-1218	224	14	proposed	propose	VERB
cana-1218	224	15	method	method	NOUN
cana-1218	224	16	in	in	ADP
cana-1218	224	17	controlling	control	VERB
cana-1218	224	18	multiple	multiple	ADJ
cana-1218	224	19	block	block	NOUN
cana-1218	224	20	sizes	size	NOUN
cana-1218	224	21	inside	inside	ADP
cana-1218	224	22	blockchain	blockchain	PROPN
cana-1218	224	23	systems	systems	PROPN
cana-1218	224	24	.	.	PUNCT
cana-1218	225	1	communications	communication	NOUN
cana-1218	225	2	on	on	ADP
cana-1218	225	3	applied	apply	VERB
cana-1218	225	4	nonlinear	nonlinear	ADJ
cana-1218	225	5	analysis	analysis	NOUN
cana-1218	225	6	issn	issn	NOUN
cana-1218	225	7	:	:	PUNCT
cana-1218	225	8	1074	1074	NUM
cana-1218	225	9	-	-	PUNCT
cana-1218	225	10	133x	133x	NUM
cana-1218	225	11	vol	vol	NOUN
cana-1218	225	12	31	31	NUM
cana-1218	225	13	no	no	NOUN
cana-1218	225	14	.	.	PUNCT
cana-1218	226	1	6s	6s	NUM
cana-1218	226	2	(	(	PUNCT
cana-1218	226	3	2024	2024	NUM
cana-1218	226	4	)	)	PUNCT
cana-1218	226	5	248	248	NUM
cana-1218	226	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	226	7	table	table	NOUN
cana-1218	226	8	5	5	NUM
cana-1218	226	9	:	:	PUNCT
cana-1218	226	10	performance	performance	NOUN
cana-1218	226	11	over	over	ADP
cana-1218	226	12	various	various	ADJ
cana-1218	226	13	transmission	transmission	NOUN
cana-1218	226	14	rate	rate	NOUN
cana-1218	226	15	transmissio	transmissio	NOUN
cana-1218	226	16	n	n	PRON
cana-1218	226	17	rate	rate	NOUN
cana-1218	226	18	(	(	PUNCT
cana-1218	226	19	mb	mb	PROPN
cana-1218	226	20	/	/	SYM
cana-1218	226	21	s	s	NOUN
cana-1218	226	22	)	)	PUNCT
cana-1218	226	23	method	method	NOUN
cana-1218	226	24	transmissio	transmissio	NOUN
cana-1218	226	25	n	n	PRON
cana-1218	226	26	efficiency	efficiency	NOUN
cana-1218	226	27	(	(	PUNCT
cana-1218	226	28	minutes	minute	NOUN
cana-1218	226	29	)	)	PUNCT
cana-1218	226	30	storage	storage	NOUN
cana-1218	226	31	utilizatio	utilizatio	NOUN
cana-1218	226	32	n	n	CCONJ
cana-1218	226	33	(	(	PUNCT
cana-1218	226	34	gb	gb	PROPN
cana-1218	226	35	)	)	PUNCT
cana-1218	226	36	computationa	computationa	PROPN
cana-1218	226	37	l	l	NOUN
cana-1218	226	38	efficiency	efficiency	NOUN
cana-1218	226	39	(	(	PUNCT
cana-1218	226	40	cpu	cpu	NOUN
cana-1218	226	41	time	time	NOUN
cana-1218	226	42	,	,	PUNCT
cana-1218	226	43	minutes	minute	NOUN
cana-1218	226	44	)	)	PUNCT
cana-1218	226	45	predictio	predictio	NOUN
cana-1218	226	46	n	n	PRON
cana-1218	226	47	accuracy	accuracy	NOUN
cana-1218	226	48	(	(	PUNCT
cana-1218	226	49	rmse	rmse	ADJ
cana-1218	226	50	)	)	PUNCT
cana-1218	226	51	block	block	NOUN
cana-1218	226	52	size	size	NOUN
cana-1218	226	53	reductio	reductio	NOUN
cana-1218	226	54	n	n	PROPN
cana-1218	226	55	(	(	PUNCT
cana-1218	226	56	%	%	INTJ
cana-1218	226	57	)	)	PUNCT
cana-1218	226	58	10	10	NUM
cana-1218	226	59	mb	mb	NOUN
cana-1218	226	60	/	/	SYM
cana-1218	226	61	s	s	PART
cana-1218	226	62	pow	pow	NOUN
cana-1218	226	63	120	120	NUM
cana-1218	226	64	150	150	NUM
cana-1218	226	65	60	60	NUM
cana-1218	226	66	2.8	2.8	NUM
cana-1218	226	67	10	10	NUM
cana-1218	226	68	%	%	NOUN
cana-1218	226	69	kpca	kpca	NOUN
cana-1218	226	70	110	110	NUM
cana-1218	226	71	140	140	NUM
cana-1218	226	72	55	55	NUM
cana-1218	226	73	2.6	2.6	NUM
cana-1218	226	74	12	12	NUM
cana-1218	226	75	%	%	NOUN
cana-1218	226	76	r	r	NOUN
cana-1218	226	77	-	-	PUNCT
cana-1218	226	78	dblm	dblm	NOUN
cana-1218	226	79	-	-	PUNCT
cana-1218	226	80	nn	nn	NOUN
cana-1218	226	81	100	100	NUM
cana-1218	226	82	130	130	NUM
cana-1218	226	83	65	65	NUM
cana-1218	226	84	2.4	2.4	NUM
cana-1218	226	85	15	15	NUM
cana-1218	226	86	%	%	NOUN
cana-1218	226	87	dagdlt	dagdlt	NOUN
cana-1218	226	88	95	95	NUM
cana-1218	226	89	120	120	NUM
cana-1218	226	90	58	58	NUM
cana-1218	226	91	2.2	2.2	NUM
cana-1218	226	92	18	18	NUM
cana-1218	226	93	%	%	NOUN
cana-1218	226	94	propose	propose	ADJ
cana-1218	226	95	d	d	X
cana-1218	226	96	80	80	NUM
cana-1218	226	97	100	100	NUM
cana-1218	226	98	50	50	NUM
cana-1218	226	99	1.9	1.9	NUM
cana-1218	226	100	25	25	NUM
cana-1218	226	101	%	%	NOUN
cana-1218	226	102	50	50	NUM
cana-1218	226	103	mb	mb	NOUN
cana-1218	226	104	/	/	SYM
cana-1218	226	105	s	s	PART
cana-1218	226	106	pow	pow	NOUN
cana-1218	226	107	60	60	NUM
cana-1218	226	108	90	90	NUM
cana-1218	226	109	45	45	NUM
cana-1218	226	110	2.5	2.5	NUM
cana-1218	226	111	10	10	NUM
cana-1218	226	112	%	%	NOUN
cana-1218	226	113	kpca	kpca	NOUN
cana-1218	226	114	55	55	NUM
cana-1218	226	115	85	85	NUM
cana-1218	226	116	40	40	NUM
cana-1218	226	117	2.3	2.3	NUM
cana-1218	226	118	12	12	NUM
cana-1218	226	119	%	%	NOUN
cana-1218	226	120	r	r	NOUN
cana-1218	226	121	-	-	PUNCT
cana-1218	226	122	dblm	dblm	NOUN
cana-1218	226	123	-	-	PUNCT
cana-1218	226	124	nn	nn	NUM
cana-1218	226	125	50	50	NUM
cana-1218	226	126	80	80	NUM
cana-1218	226	127	50	50	NUM
cana-1218	226	128	2.1	2.1	NUM
cana-1218	226	129	15	15	NUM
cana-1218	226	130	%	%	NOUN
cana-1218	226	131	dagdlt	dagdlt	NOUN
cana-1218	226	132	45	45	NUM
cana-1218	226	133	75	75	NUM
cana-1218	226	134	42	42	NUM
cana-1218	226	135	1.9	1.9	NUM
cana-1218	226	136	18	18	NUM
cana-1218	226	137	%	%	NOUN
cana-1218	226	138	propose	propose	ADJ
cana-1218	226	139	d	d	PROPN
cana-1218	226	140	35	35	NUM
cana-1218	226	141	60	60	NUM
cana-1218	226	142	35	35	NUM
cana-1218	226	143	1.7	1.7	NUM
cana-1218	226	144	25	25	NUM
cana-1218	226	145	%	%	NOUN
cana-1218	226	146	100	100	NUM
cana-1218	226	147	mb	mb	NOUN
cana-1218	226	148	/	/	SYM
cana-1218	226	149	s	s	PART
cana-1218	226	150	pow	pow	NOUN
cana-1218	226	151	30	30	NUM
cana-1218	226	152	60	60	NUM
cana-1218	226	153	30	30	NUM
cana-1218	226	154	2.2	2.2	NUM
cana-1218	226	155	10	10	NUM
cana-1218	226	156	%	%	NOUN
cana-1218	226	157	kpca	kpca	NOUN
cana-1218	226	158	28	28	NUM
cana-1218	226	159	55	55	NUM
cana-1218	226	160	25	25	NUM
cana-1218	226	161	2.0	2.0	NUM
cana-1218	226	162	12	12	NUM
cana-1218	226	163	%	%	NOUN
cana-1218	226	164	r	r	NOUN
cana-1218	226	165	-	-	PUNCT
cana-1218	226	166	dblm	dblm	NOUN
cana-1218	226	167	-	-	PUNCT
cana-1218	226	168	nn	nn	NUM
cana-1218	226	169	25	25	NUM
cana-1218	226	170	50	50	NUM
cana-1218	226	171	30	30	NUM
cana-1218	226	172	1.8	1.8	NUM
cana-1218	226	173	15	15	NUM
cana-1218	226	174	%	%	NOUN
cana-1218	226	175	dagdlt	dagdlt	NOUN
cana-1218	226	176	22	22	NUM
cana-1218	226	177	45	45	NUM
cana-1218	226	178	28	28	NUM
cana-1218	226	179	1.6	1.6	NUM
cana-1218	226	180	18	18	NUM
cana-1218	226	181	%	%	NOUN
cana-1218	226	182	propose	propose	ADJ
cana-1218	226	183	d	d	X
cana-1218	226	184	15	15	NUM
cana-1218	226	185	35	35	NUM
cana-1218	226	186	20	20	NUM
cana-1218	226	187	1.5	1.5	NUM
cana-1218	226	188	25	25	NUM
cana-1218	226	189	%	%	NOUN
cana-1218	226	190	table	table	NOUN
cana-1218	226	191	5	5	NUM
cana-1218	226	192	shows	show	NOUN
cana-1218	226	193	,	,	PUNCT
cana-1218	226	194	over	over	ADP
cana-1218	226	195	different	different	ADJ
cana-1218	226	196	transmission	transmission	NOUN
cana-1218	226	197	rates	rate	NOUN
cana-1218	226	198	,	,	PUNCT
cana-1218	226	199	clear	clear	ADJ
cana-1218	226	200	advantages	advantage	NOUN
cana-1218	226	201	of	of	ADP
cana-1218	226	202	the	the	DET
cana-1218	226	203	recommended	recommend	VERB
cana-1218	226	204	technique	technique	NOUN
cana-1218	226	205	.	.	PUNCT
cana-1218	227	1	from	from	ADP
cana-1218	227	2	120	120	NUM
cana-1218	227	3	minutes	minute	NOUN
cana-1218	227	4	with	with	ADP
cana-1218	227	5	proof	proof	NOUN
cana-1218	227	6	of	of	ADP
cana-1218	227	7	work	work	NOUN
cana-1218	227	8	(	(	PUNCT
cana-1218	227	9	pow	pow	PROPN
cana-1218	227	10	)	)	PUNCT
cana-1218	227	11	,	,	PUNCT
cana-1218	227	12	transmission	transmission	NOUN
cana-1218	227	13	efficiency	efficiency	NOUN
cana-1218	227	14	rises	rise	VERB
cana-1218	227	15	to	to	ADP
cana-1218	227	16	80	80	NUM
cana-1218	227	17	minutes	minute	NOUN
cana-1218	227	18	using	use	VERB
cana-1218	227	19	the	the	DET
cana-1218	227	20	suggested	suggested	ADJ
cana-1218	227	21	approach	approach	NOUN
cana-1218	227	22	at	at	ADP
cana-1218	227	23	a	a	DET
cana-1218	227	24	10	10	NUM
cana-1218	227	25	mb	mb	NOUN
cana-1218	227	26	/	/	SYM
cana-1218	227	27	s	s	NOUN
cana-1218	227	28	rate	rate	NOUN
cana-1218	227	29	.	.	PUNCT
cana-1218	228	1	reaching	reach	VERB
cana-1218	228	2	15	15	NUM
cana-1218	228	3	minutes	minute	NOUN
cana-1218	228	4	at	at	ADP
cana-1218	228	5	100	100	NUM
cana-1218	228	6	mb	mb	NOUN
cana-1218	228	7	/	/	SYM
cana-1218	228	8	s	s	PROPN
cana-1218	228	9	,	,	PUNCT
cana-1218	228	10	the	the	DET
cana-1218	228	11	proposed	propose	VERB
cana-1218	228	12	method	method	NOUN
cana-1218	228	13	maintains	maintain	VERB
cana-1218	228	14	outperforming	outperform	VERB
cana-1218	228	15	conventional	conventional	ADJ
cana-1218	228	16	methods	method	NOUN
cana-1218	228	17	as	as	ADP
cana-1218	228	18	transmission	transmission	NOUN
cana-1218	228	19	rate	rate	NOUN
cana-1218	228	20	increases	increase	NOUN
cana-1218	228	21	.	.	PUNCT
cana-1218	229	1	using	use	VERB
cana-1218	229	2	the	the	DET
cana-1218	229	3	proposed	propose	VERB
cana-1218	229	4	method	method	NOUN
cana-1218	229	5	maximizes	maximize	VERB
cana-1218	229	6	storage	storage	NOUN
cana-1218	229	7	capacity	capacity	NOUN
cana-1218	229	8	,	,	PUNCT
cana-1218	229	9	thereby	thereby	ADV
cana-1218	229	10	reducing	reduce	VERB
cana-1218	229	11	storage	storage	NOUN
cana-1218	229	12	needs	need	NOUN
cana-1218	229	13	from	from	ADP
cana-1218	229	14	100	100	NUM
cana-1218	229	15	gb	gb	NOUN
cana-1218	229	16	to	to	ADP
cana-1218	229	17	35	35	NUM
cana-1218	229	18	gb	gb	NOUN
cana-1218	229	19	instead	instead	ADV
cana-1218	229	20	of	of	ADP
cana-1218	229	21	previous	previous	ADJ
cana-1218	229	22	methods	method	NOUN
cana-1218	229	23	.	.	PUNCT
cana-1218	230	1	furthermore	furthermore	ADV
cana-1218	230	2	gaining	gain	VERB
cana-1218	230	3	is	be	AUX
cana-1218	230	4	computational	computational	ADJ
cana-1218	230	5	efficiency	efficiency	NOUN
cana-1218	230	6	since	since	SCONJ
cana-1218	230	7	the	the	DET
cana-1218	230	8	suggested	suggest	VERB
cana-1218	230	9	method	method	NOUN
cana-1218	230	10	uses	use	VERB
cana-1218	230	11	less	less	ADJ
cana-1218	230	12	cpu	cpu	NOUN
cana-1218	230	13	time	time	NOUN
cana-1218	230	14	,	,	PUNCT
cana-1218	230	15	thereby	thereby	ADV
cana-1218	230	16	reflecting	reflect	VERB
cana-1218	230	17	better	well	ADJ
cana-1218	230	18	resource	resource	NOUN
cana-1218	230	19	use	use	NOUN
cana-1218	230	20	.	.	PUNCT
cana-1218	231	1	reduced	reduce	VERB
cana-1218	231	2	rmse	rmse	PROPN
cana-1218	231	3	values	value	NOUN
cana-1218	231	4	show	show	VERB
cana-1218	231	5	that	that	SCONJ
cana-1218	231	6	over	over	ADP
cana-1218	231	7	all	all	DET
cana-1218	231	8	transmission	transmission	NOUN
cana-1218	231	9	rates	rate	NOUN
cana-1218	231	10	the	the	DET
cana-1218	231	11	proposed	propose	VERB
cana-1218	231	12	method	method	NOUN
cana-1218	231	13	produces	produce	VERB
cana-1218	231	14	more	more	ADJ
cana-1218	231	15	exact	exact	ADJ
cana-1218	231	16	estimates	estimate	NOUN
cana-1218	231	17	.	.	PUNCT
cana-1218	232	1	block	block	NOUN
cana-1218	232	2	size	size	NOUN
cana-1218	232	3	reduction	reduction	NOUN
cana-1218	232	4	is	be	AUX
cana-1218	232	5	especially	especially	ADV
cana-1218	232	6	superior	superior	ADJ
cana-1218	232	7	with	with	ADP
cana-1218	232	8	the	the	DET
cana-1218	232	9	proposed	propose	VERB
cana-1218	232	10	strategy	strategy	NOUN
cana-1218	232	11	,	,	PUNCT
cana-1218	232	12	up	up	ADP
cana-1218	232	13	to	to	PART
cana-1218	232	14	25	25	NUM
cana-1218	232	15	%	%	NOUN
cana-1218	232	16	compared	compare	VERB
cana-1218	232	17	to	to	ADP
cana-1218	232	18	10–18	10–18	NUM
cana-1218	232	19	%	%	NOUN
cana-1218	232	20	reductions	reduction	NOUN
cana-1218	232	21	with	with	ADP
cana-1218	232	22	existing	exist	VERB
cana-1218	232	23	strategies	strategy	NOUN
cana-1218	232	24	.	.	PUNCT
cana-1218	233	1	these	these	DET
cana-1218	233	2	results	result	NOUN
cana-1218	233	3	reveal	reveal	VERB
cana-1218	233	4	the	the	DET
cana-1218	233	5	higher	high	ADJ
cana-1218	233	6	performance	performance	NOUN
cana-1218	233	7	of	of	ADP
cana-1218	233	8	the	the	DET
cana-1218	233	9	proposed	propose	VERB
cana-1218	233	10	method	method	NOUN
cana-1218	233	11	in	in	ADP
cana-1218	233	12	managing	manage	VERB
cana-1218	233	13	and	and	CCONJ
cana-1218	233	14	optimizing	optimize	VERB
cana-1218	233	15	healthcare	healthcare	NOUN
cana-1218	233	16	data	datum	NOUN
cana-1218	233	17	flow	flow	NOUN
cana-1218	233	18	and	and	CCONJ
cana-1218	233	19	storage	storage	NOUN
cana-1218	233	20	in	in	ADP
cana-1218	233	21	blockchain	blockchain	PROPN
cana-1218	233	22	systems	system	NOUN
cana-1218	233	23	.	.	PUNCT
cana-1218	234	1	communications	communication	NOUN
cana-1218	234	2	on	on	ADP
cana-1218	234	3	applied	apply	VERB
cana-1218	234	4	nonlinear	nonlinear	ADJ
cana-1218	234	5	analysis	analysis	NOUN
cana-1218	234	6	issn	issn	NOUN
cana-1218	234	7	:	:	PUNCT
cana-1218	234	8	1074	1074	NUM
cana-1218	234	9	-	-	PUNCT
cana-1218	234	10	133x	133x	NUM
cana-1218	234	11	vol	vol	NOUN
cana-1218	234	12	31	31	NUM
cana-1218	234	13	no	no	NOUN
cana-1218	234	14	.	.	PUNCT
cana-1218	235	1	6s	6s	NUM
cana-1218	235	2	(	(	PUNCT
cana-1218	235	3	2024	2024	NUM
cana-1218	235	4	)	)	PUNCT
cana-1218	236	1	249	249	NUM
cana-1218	236	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	236	3	table	table	NOUN
cana-1218	236	4	6	6	NUM
cana-1218	236	5	:	:	PUNCT
cana-1218	236	6	performance	performance	NOUN
cana-1218	236	7	over	over	ADP
cana-1218	236	8	various	various	ADJ
cana-1218	236	9	computational	computational	ADJ
cana-1218	236	10	load	load	NOUN
cana-1218	236	11	comp	comp	NOUN
cana-1218	236	12	.	.	PUNCT
cana-1218	237	1	load	load	NOUN
cana-1218	237	2	(	(	PUNCT
cana-1218	237	3	tasks/	tasks/	NUM
cana-1218	237	4	second	second	ADJ
cana-1218	237	5	)	)	PUNCT
cana-1218	237	6	method	method	NOUN
cana-1218	237	7	transmission	transmission	NOUN
cana-1218	237	8	efficiency	efficiency	NOUN
cana-1218	237	9	(	(	PUNCT
cana-1218	237	10	minutes	minute	NOUN
cana-1218	237	11	)	)	PUNCT
cana-1218	237	12	storage	storage	NOUN
cana-1218	237	13	utilization	utilization	NOUN
cana-1218	237	14	(	(	PUNCT
cana-1218	237	15	gb	gb	NOUN
cana-1218	237	16	)	)	PUNCT
cana-1218	237	17	computational	computational	ADJ
cana-1218	237	18	efficiency	efficiency	NOUN
cana-1218	237	19	(	(	PUNCT
cana-1218	237	20	cpu	cpu	NOUN
cana-1218	237	21	time	time	NOUN
cana-1218	237	22	,	,	PUNCT
cana-1218	237	23	minutes	minute	NOUN
cana-1218	237	24	)	)	PUNCT
cana-1218	237	25	prediction	prediction	NOUN
cana-1218	237	26	accuracy	accuracy	NOUN
cana-1218	237	27	(	(	PUNCT
cana-1218	237	28	rmse	rmse	ADJ
cana-1218	237	29	)	)	PUNCT
cana-1218	237	30	block	block	NOUN
cana-1218	237	31	size	size	NOUN
cana-1218	237	32	reduction	reduction	NOUN
cana-1218	237	33	(	(	PUNCT
cana-1218	237	34	%	%	INTJ
cana-1218	237	35	)	)	PUNCT
cana-1218	237	36	100	100	NUM
cana-1218	237	37	pow	pow	NOUN
cana-1218	237	38	60	60	NUM
cana-1218	237	39	75	75	NUM
cana-1218	237	40	40	40	NUM
cana-1218	237	41	2.5	2.5	NUM
cana-1218	237	42	10	10	NUM
cana-1218	237	43	%	%	NOUN
cana-1218	237	44	kpca	kpca	NOUN
cana-1218	237	45	55	55	NUM
cana-1218	237	46	70	70	NUM
cana-1218	237	47	35	35	NUM
cana-1218	237	48	2.3	2.3	NUM
cana-1218	237	49	12	12	NUM
cana-1218	237	50	%	%	NOUN
cana-1218	237	51	r	r	NOUN
cana-1218	237	52	-	-	PUNCT
cana-1218	237	53	db	db	NOUN
cana-1218	237	54	-	-	PUNCT
cana-1218	237	55	lmnn	lmnn	ADJ
cana-1218	237	56	50	50	NUM
cana-1218	237	57	65	65	NUM
cana-1218	237	58	45	45	NUM
cana-1218	237	59	2.1	2.1	NUM
cana-1218	237	60	15	15	NUM
cana-1218	237	61	%	%	NOUN
cana-1218	237	62	dag	dag	PROPN
cana-1218	237	63	-	-	PUNCT
cana-1218	237	64	dlt	dlt	PROPN
cana-1218	237	65	45	45	NUM
cana-1218	237	66	60	60	NUM
cana-1218	237	67	40	40	NUM
cana-1218	237	68	1.9	1.9	NUM
cana-1218	237	69	18	18	NUM
cana-1218	237	70	%	%	NOUN
cana-1218	237	71	proposed	propose	VERB
cana-1218	237	72	35	35	NUM
cana-1218	237	73	50	50	NUM
cana-1218	237	74	30	30	NUM
cana-1218	237	75	1.7	1.7	NUM
cana-1218	237	76	20	20	NUM
cana-1218	237	77	%	%	NOUN
cana-1218	237	78	500	500	NUM
cana-1218	237	79	pow	pow	NOUN
cana-1218	237	80	40	40	NUM
cana-1218	237	81	60	60	NUM
cana-1218	237	82	25	25	NUM
cana-1218	237	83	2.2	2.2	NUM
cana-1218	237	84	10	10	NUM
cana-1218	237	85	%	%	NOUN
cana-1218	237	86	kpca	kpca	NOUN
cana-1218	237	87	35	35	NUM
cana-1218	237	88	55	55	NUM
cana-1218	237	89	20	20	NUM
cana-1218	237	90	2.0	2.0	NUM
cana-1218	237	91	12	12	NUM
cana-1218	237	92	%	%	NOUN
cana-1218	237	93	r	r	NOUN
cana-1218	237	94	-	-	PUNCT
cana-1218	237	95	db	db	NOUN
cana-1218	237	96	-	-	PUNCT
cana-1218	237	97	lmnn	lmnn	ADJ
cana-1218	237	98	30	30	NUM
cana-1218	237	99	50	50	NUM
cana-1218	237	100	25	25	NUM
cana-1218	237	101	1.8	1.8	NUM
cana-1218	237	102	15	15	NUM
cana-1218	237	103	%	%	NOUN
cana-1218	237	104	dag	dag	PROPN
cana-1218	237	105	-	-	PUNCT
cana-1218	237	106	dlt	dlt	PROPN
cana-1218	237	107	28	28	NUM
cana-1218	237	108	45	45	NUM
cana-1218	237	109	22	22	NUM
cana-1218	237	110	1.7	1.7	NUM
cana-1218	237	111	18	18	NUM
cana-1218	237	112	%	%	NOUN
cana-1218	237	113	proposed	propose	VERB
cana-1218	237	114	20	20	NUM
cana-1218	237	115	35	35	NUM
cana-1218	237	116	15	15	NUM
cana-1218	237	117	1.5	1.5	NUM
cana-1218	237	118	25	25	NUM
cana-1218	237	119	%	%	NOUN
cana-1218	237	120	1000	1000	NUM
cana-1218	237	121	pow	pow	NOUN
cana-1218	237	122	30	30	NUM
cana-1218	237	123	45	45	NUM
cana-1218	237	124	15	15	NUM
cana-1218	237	125	2.0	2.0	NUM
cana-1218	237	126	10	10	NUM
cana-1218	237	127	%	%	NOUN
cana-1218	237	128	kpca	kpca	NOUN
cana-1218	237	129	28	28	NUM
cana-1218	237	130	40	40	NUM
cana-1218	237	131	12	12	NUM
cana-1218	237	132	1.8	1.8	NUM
cana-1218	237	133	12	12	NUM
cana-1218	237	134	%	%	NOUN
cana-1218	237	135	r	r	NOUN
cana-1218	237	136	-	-	PUNCT
cana-1218	237	137	db	db	NOUN
cana-1218	237	138	-	-	PUNCT
cana-1218	237	139	lmnn	lmnn	ADJ
cana-1218	237	140	25	25	NUM
cana-1218	237	141	35	35	NUM
cana-1218	237	142	15	15	NUM
cana-1218	237	143	1.6	1.6	NUM
cana-1218	237	144	15	15	NUM
cana-1218	237	145	%	%	NOUN
cana-1218	237	146	dag	dag	PROPN
cana-1218	237	147	-	-	PUNCT
cana-1218	237	148	dlt	dlt	PROPN
cana-1218	237	149	22	22	NUM
cana-1218	237	150	30	30	NUM
cana-1218	237	151	12	12	NUM
cana-1218	237	152	1.5	1.5	NUM
cana-1218	237	153	18	18	NUM
cana-1218	237	154	%	%	NOUN
cana-1218	237	155	proposed	propose	VERB
cana-1218	237	156	15	15	NUM
cana-1218	237	157	25	25	NUM
cana-1218	237	158	10	10	NUM
cana-1218	237	159	1.3	1.3	NUM
cana-1218	237	160	25	25	NUM
cana-1218	237	161	%	%	NOUN
cana-1218	237	162	when	when	SCONJ
cana-1218	237	163	computational	computational	ADJ
cana-1218	237	164	load	load	NOUN
cana-1218	237	165	increases	increase	VERB
cana-1218	237	166	from	from	ADP
cana-1218	237	167	100	100	NUM
cana-1218	237	168	to	to	PART
cana-1218	237	169	1000	1000	NUM
cana-1218	237	170	tasks	task	NOUN
cana-1218	237	171	per	per	ADP
cana-1218	237	172	second	second	NOUN
cana-1218	237	173	,	,	PUNCT
cana-1218	237	174	the	the	DET
cana-1218	237	175	transmission	transmission	NOUN
cana-1218	237	176	efficiency	efficiency	NOUN
cana-1218	237	177	of	of	ADP
cana-1218	237	178	the	the	DET
cana-1218	237	179	proposed	propose	VERB
cana-1218	237	180	technique	technique	NOUN
cana-1218	237	181	improves	improve	VERB
cana-1218	237	182	considerably	considerably	ADV
cana-1218	237	183	,	,	PUNCT
cana-1218	237	184	hence	hence	ADV
cana-1218	237	185	reducing	reduce	VERB
cana-1218	237	186	the	the	DET
cana-1218	237	187	time	time	NOUN
cana-1218	237	188	needed	need	VERB
cana-1218	237	189	for	for	ADP
cana-1218	237	190	data	datum	NOUN
cana-1218	237	191	transfer	transfer	NOUN
cana-1218	237	192	from	from	ADP
cana-1218	237	193	35	35	NUM
cana-1218	237	194	minutes	minute	NOUN
cana-1218	237	195	at	at	ADP
cana-1218	237	196	100	100	NUM
cana-1218	237	197	tasks	task	NOUN
cana-1218	237	198	/	/	SYM
cana-1218	237	199	second	second	ADJ
cana-1218	237	200	to	to	PART
cana-1218	237	201	15	15	NUM
cana-1218	237	202	minutes	minute	NOUN
cana-1218	237	203	at	at	ADP
cana-1218	237	204	1000	1000	NUM
cana-1218	237	205	tasks	task	NOUN
cana-1218	237	206	/	/	SYM
cana-1218	237	207	second	second	ADJ
cana-1218	237	208	.	.	PUNCT
cana-1218	238	1	this	this	DET
cana-1218	238	2	development	development	NOUN
cana-1218	238	3	is	be	AUX
cana-1218	238	4	more	more	ADV
cana-1218	238	5	obvious	obvious	ADJ
cana-1218	238	6	than	than	ADP
cana-1218	238	7	present	present	ADJ
cana-1218	238	8	methods	method	NOUN
cana-1218	238	9	,	,	PUNCT
cana-1218	238	10	which	which	PRON
cana-1218	238	11	expose	expose	VERB
cana-1218	238	12	slower	slow	ADJ
cana-1218	238	13	variations	variation	NOUN
cana-1218	238	14	in	in	ADP
cana-1218	238	15	transmission	transmission	NOUN
cana-1218	238	16	time	time	NOUN
cana-1218	238	17	.	.	PUNCT
cana-1218	239	1	with	with	ADP
cana-1218	239	2	a	a	DET
cana-1218	239	3	drop	drop	NOUN
cana-1218	239	4	from	from	ADP
cana-1218	239	5	50	50	NUM
cana-1218	239	6	gb	gb	NOUN
cana-1218	239	7	to	to	ADP
cana-1218	239	8	25	25	NUM
cana-1218	239	9	gb	gb	NOUN
cana-1218	239	10	,	,	PUNCT
cana-1218	239	11	the	the	DET
cana-1218	239	12	proposed	propose	VERB
cana-1218	239	13	method	method	NOUN
cana-1218	239	14	uses	use	VERB
cana-1218	239	15	less	less	ADJ
cana-1218	239	16	storage	storage	NOUN
cana-1218	239	17	since	since	SCONJ
cana-1218	239	18	it	it	PRON
cana-1218	239	19	requires	require	VERB
cana-1218	239	20	less	less	ADJ
cana-1218	239	21	space	space	NOUN
cana-1218	239	22	than	than	ADP
cana-1218	239	23	other	other	ADJ
cana-1218	239	24	methods	method	NOUN
cana-1218	239	25	.	.	PUNCT
cana-1218	240	1	computational	computational	ADJ
cana-1218	240	2	efficiency	efficiency	NOUN
cana-1218	240	3	indicates	indicate	VERB
cana-1218	240	4	the	the	DET
cana-1218	240	5	advantage	advantage	NOUN
cana-1218	240	6	of	of	ADP
cana-1218	240	7	the	the	DET
cana-1218	240	8	proposed	propose	VERB
cana-1218	240	9	method	method	NOUN
cana-1218	240	10	in	in	ADP
cana-1218	240	11	controlling	control	VERB
cana-1218	240	12	growing	grow	VERB
cana-1218	240	13	loads	load	NOUN
cana-1218	240	14	with	with	ADP
cana-1218	240	15	limited	limited	ADJ
cana-1218	240	16	cpu	cpu	NOUN
cana-1218	240	17	time	time	NOUN
cana-1218	240	18	,	,	PUNCT
cana-1218	240	19	therefore	therefore	ADV
cana-1218	240	20	lowering	lower	VERB
cana-1218	240	21	from	from	ADP
cana-1218	240	22	30	30	NUM
cana-1218	240	23	minutes	minute	NOUN
cana-1218	240	24	to	to	ADP
cana-1218	240	25	10	10	NUM
cana-1218	240	26	minutes	minute	NOUN
cana-1218	240	27	.	.	PUNCT
cana-1218	241	1	suggesting	suggest	VERB
cana-1218	241	2	better	well	ADJ
cana-1218	241	3	predictive	predictive	ADJ
cana-1218	241	4	performance	performance	NOUN
cana-1218	241	5	,	,	PUNCT
cana-1218	241	6	lower	low	ADJ
cana-1218	241	7	rmse	rmse	ADJ
cana-1218	241	8	values	value	NOUN
cana-1218	241	9	for	for	ADP
cana-1218	241	10	the	the	DET
cana-1218	241	11	proposed	propose	VERB
cana-1218	241	12	approach	approach	NOUN
cana-1218	241	13	aid	aid	NOUN
cana-1218	241	14	to	to	PART
cana-1218	241	15	improve	improve	VERB
cana-1218	241	16	prediction	prediction	NOUN
cana-1218	241	17	accuracy	accuracy	NOUN
cana-1218	241	18	.	.	PUNCT
cana-1218	242	1	block	block	NOUN
cana-1218	242	2	size	size	NOUN
cana-1218	242	3	reduction	reduction	NOUN
cana-1218	242	4	is	be	AUX
cana-1218	242	5	highest	high	ADJ
cana-1218	242	6	with	with	ADP
cana-1218	242	7	the	the	DET
cana-1218	242	8	suggested	suggest	VERB
cana-1218	242	9	method	method	NOUN
cana-1218	242	10	,	,	PUNCT
cana-1218	242	11	up	up	ADP
cana-1218	242	12	to	to	PART
cana-1218	242	13	25	25	NUM
cana-1218	242	14	%	%	NOUN
cana-1218	242	15	as	as	SCONJ
cana-1218	242	16	opposed	oppose	VERB
cana-1218	242	17	to	to	ADP
cana-1218	242	18	10–18	10–18	NUM
cana-1218	242	19	%	%	NOUN
cana-1218	242	20	reductions	reduction	NOUN
cana-1218	242	21	with	with	ADP
cana-1218	242	22	current	current	ADJ
cana-1218	242	23	techniques	technique	NOUN
cana-1218	242	24	.	.	PUNCT
cana-1218	243	1	these	these	DET
cana-1218	243	2	results	result	NOUN
cana-1218	243	3	illustrate	illustrate	VERB
cana-1218	243	4	generally	generally	ADV
cana-1218	243	5	the	the	DET
cana-1218	243	6	higher	high	ADJ
cana-1218	243	7	capability	capability	NOUN
cana-1218	243	8	of	of	ADP
cana-1218	243	9	the	the	DET
cana-1218	243	10	proposed	propose	VERB
cana-1218	243	11	method	method	NOUN
cana-1218	243	12	to	to	PART
cana-1218	243	13	manage	manage	VERB
cana-1218	243	14	data	datum	NOUN
cana-1218	243	15	flow	flow	NOUN
cana-1218	243	16	,	,	PUNCT
cana-1218	243	17	storage	storage	NOUN
cana-1218	243	18	,	,	PUNCT
cana-1218	243	19	and	and	CCONJ
cana-1218	243	20	computation	computation	NOUN
cana-1218	243	21	under	under	ADP
cana-1218	243	22	various	various	ADJ
cana-1218	243	23	loads	load	NOUN
cana-1218	243	24	.	.	PUNCT
cana-1218	244	1	communications	communication	NOUN
cana-1218	244	2	on	on	ADP
cana-1218	244	3	applied	apply	VERB
cana-1218	244	4	nonlinear	nonlinear	ADJ
cana-1218	244	5	analysis	analysis	NOUN
cana-1218	244	6	issn	issn	NOUN
cana-1218	244	7	:	:	PUNCT
cana-1218	244	8	1074	1074	NUM
cana-1218	244	9	-	-	PUNCT
cana-1218	244	10	133x	133x	NUM
cana-1218	244	11	vol	vol	NOUN
cana-1218	244	12	31	31	NUM
cana-1218	244	13	no	no	NOUN
cana-1218	244	14	.	.	PUNCT
cana-1218	245	1	6s	6s	NUM
cana-1218	245	2	(	(	PUNCT
cana-1218	245	3	2024	2024	NUM
cana-1218	245	4	)	)	PUNCT
cana-1218	245	5	250	250	NUM
cana-1218	245	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	245	7	table	table	NOUN
cana-1218	245	8	7	7	NUM
cana-1218	245	9	:	:	PUNCT
cana-1218	245	10	performance	performance	NOUN
cana-1218	245	11	over	over	ADP
cana-1218	245	12	various	various	ADJ
cana-1218	245	13	data	datum	NOUN
cana-1218	245	14	stored	store	VERB
cana-1218	245	15	data	datum	NOUN
cana-1218	245	16	stored	store	VERB
cana-1218	245	17	(	(	PUNCT
cana-1218	245	18	gb	gb	NOUN
cana-1218	245	19	)	)	PUNCT
cana-1218	245	20	method	method	NOUN
cana-1218	245	21	transmission	transmission	NOUN
cana-1218	245	22	efficiency	efficiency	NOUN
cana-1218	245	23	(	(	PUNCT
cana-1218	245	24	minutes	minute	NOUN
cana-1218	245	25	)	)	PUNCT
cana-1218	245	26	storage	storage	NOUN
cana-1218	245	27	utilization	utilization	NOUN
cana-1218	245	28	(	(	PUNCT
cana-1218	245	29	gb	gb	NOUN
cana-1218	245	30	)	)	PUNCT
cana-1218	245	31	computational	computational	ADJ
cana-1218	245	32	efficiency	efficiency	NOUN
cana-1218	245	33	(	(	PUNCT
cana-1218	245	34	cpu	cpu	NOUN
cana-1218	245	35	time	time	NOUN
cana-1218	245	36	,	,	PUNCT
cana-1218	245	37	minutes	minute	NOUN
cana-1218	245	38	)	)	PUNCT
cana-1218	245	39	prediction	prediction	NOUN
cana-1218	245	40	accuracy	accuracy	NOUN
cana-1218	245	41	(	(	PUNCT
cana-1218	245	42	rmse	rmse	ADJ
cana-1218	245	43	)	)	PUNCT
cana-1218	245	44	block	block	NOUN
cana-1218	245	45	size	size	NOUN
cana-1218	245	46	reduction	reduction	NOUN
cana-1218	245	47	(	(	PUNCT
cana-1218	245	48	%	%	INTJ
cana-1218	245	49	)	)	PUNCT
cana-1218	245	50	50	50	NUM
cana-1218	245	51	gb	gb	NOUN
cana-1218	245	52	pow	pow	NOUN
cana-1218	245	53	40	40	NUM
cana-1218	245	54	60	60	NUM
cana-1218	245	55	30	30	NUM
cana-1218	245	56	2.4	2.4	NUM
cana-1218	245	57	8	8	NUM
cana-1218	245	58	%	%	NOUN
cana-1218	245	59	kpca	kpca	NOUN
cana-1218	245	60	38	38	NUM
cana-1218	245	61	55	55	NUM
cana-1218	245	62	28	28	NUM
cana-1218	245	63	2.2	2.2	NUM
cana-1218	245	64	10	10	NUM
cana-1218	245	65	%	%	NOUN
cana-1218	245	66	r	r	NOUN
cana-1218	245	67	-	-	PUNCT
cana-1218	245	68	db	db	NOUN
cana-1218	245	69	-	-	PUNCT
cana-1218	245	70	lmnn	lmnn	ADJ
cana-1218	245	71	35	35	NUM
cana-1218	245	72	50	50	NUM
cana-1218	245	73	35	35	NUM
cana-1218	245	74	2.0	2.0	NUM
cana-1218	245	75	12	12	NUM
cana-1218	245	76	%	%	NOUN
cana-1218	245	77	dag	dag	PROPN
cana-1218	245	78	-	-	PUNCT
cana-1218	245	79	dlt	dlt	PROPN
cana-1218	245	80	30	30	NUM
cana-1218	245	81	45	45	NUM
cana-1218	245	82	32	32	NUM
cana-1218	245	83	1.9	1.9	NUM
cana-1218	245	84	14	14	NUM
cana-1218	245	85	%	%	NOUN
cana-1218	245	86	proposed	propose	VERB
cana-1218	245	87	25	25	NUM
cana-1218	245	88	40	40	NUM
cana-1218	245	89	25	25	NUM
cana-1218	245	90	1.7	1.7	NUM
cana-1218	245	91	20	20	NUM
cana-1218	245	92	%	%	NOUN
cana-1218	245	93	100	100	NUM
cana-1218	245	94	gb	gb	NOUN
cana-1218	245	95	pow	pow	PROPN
cana-1218	245	96	80	80	NUM
cana-1218	245	97	120	120	NUM
cana-1218	245	98	60	60	NUM
cana-1218	245	99	2.6	2.6	NUM
cana-1218	245	100	8	8	NUM
cana-1218	245	101	%	%	NOUN
cana-1218	245	102	kpca	kpca	NOUN
cana-1218	245	103	75	75	NUM
cana-1218	245	104	110	110	NUM
cana-1218	245	105	55	55	NUM
cana-1218	245	106	2.4	2.4	NUM
cana-1218	245	107	10	10	NUM
cana-1218	245	108	%	%	NOUN
cana-1218	245	109	r	r	NOUN
cana-1218	245	110	-	-	PUNCT
cana-1218	245	111	db	db	NOUN
cana-1218	245	112	-	-	PUNCT
cana-1218	245	113	lmnn	lmnn	ADJ
cana-1218	245	114	70	70	NUM
cana-1218	245	115	100	100	NUM
cana-1218	245	116	65	65	NUM
cana-1218	245	117	2.2	2.2	NUM
cana-1218	245	118	12	12	NUM
cana-1218	245	119	%	%	NOUN
cana-1218	245	120	dag	dag	PROPN
cana-1218	245	121	-	-	PUNCT
cana-1218	245	122	dlt	dlt	PROPN
cana-1218	246	1	65	65	NUM
cana-1218	246	2	90	90	NUM
cana-1218	246	3	58	58	NUM
cana-1218	246	4	2.0	2.0	NUM
cana-1218	246	5	14	14	NUM
cana-1218	246	6	%	%	NOUN
cana-1218	246	7	proposed	propose	VERB
cana-1218	246	8	50	50	NUM
cana-1218	246	9	70	70	NUM
cana-1218	246	10	50	50	NUM
cana-1218	246	11	1.8	1.8	NUM
cana-1218	246	12	20	20	NUM
cana-1218	246	13	%	%	NOUN
cana-1218	246	14	200	200	NUM
cana-1218	246	15	gb	gb	PROPN
cana-1218	246	16	pow	pow	NOUN
cana-1218	246	17	160	160	NUM
cana-1218	246	18	240	240	NUM
cana-1218	246	19	120	120	NUM
cana-1218	246	20	2.9	2.9	NUM
cana-1218	246	21	8	8	NUM
cana-1218	246	22	%	%	NOUN
cana-1218	246	23	kpca	kpca	NOUN
cana-1218	246	24	150	150	NUM
cana-1218	246	25	225	225	NUM
cana-1218	246	26	110	110	NUM
cana-1218	246	27	2.7	2.7	NUM
cana-1218	246	28	10	10	NUM
cana-1218	246	29	%	%	NOUN
cana-1218	246	30	r	r	NOUN
cana-1218	246	31	-	-	PUNCT
cana-1218	246	32	db	db	NOUN
cana-1218	246	33	-	-	PUNCT
cana-1218	246	34	lmnn	lmnn	ADJ
cana-1218	246	35	140	140	NUM
cana-1218	246	36	210	210	NUM
cana-1218	246	37	130	130	NUM
cana-1218	246	38	2.5	2.5	NUM
cana-1218	246	39	12	12	NUM
cana-1218	246	40	%	%	NOUN
cana-1218	246	41	dag	dag	PROPN
cana-1218	246	42	-	-	PUNCT
cana-1218	246	43	dlt	dlt	PROPN
cana-1218	246	44	130	130	NUM
cana-1218	246	45	200	200	NUM
cana-1218	246	46	115	115	NUM
cana-1218	246	47	2.3	2.3	NUM
cana-1218	246	48	14	14	NUM
cana-1218	246	49	%	%	NOUN
cana-1218	246	50	proposed	propose	VERB
cana-1218	246	51	100	100	NUM
cana-1218	246	52	140	140	NUM
cana-1218	246	53	100	100	NUM
cana-1218	246	54	2.0	2.0	NUM
cana-1218	246	55	20	20	NUM
cana-1218	246	56	%	%	NOUN
cana-1218	246	57	table	table	NOUN
cana-1218	246	58	7	7	NUM
cana-1218	246	59	illustrates	illustrate	VERB
cana-1218	246	60	that	that	SCONJ
cana-1218	246	61	when	when	SCONJ
cana-1218	246	62	the	the	DET
cana-1218	246	63	data	data	NOUN
cana-1218	246	64	storage	storage	NOUN
cana-1218	246	65	capacity	capacity	NOUN
cana-1218	246	66	increases	increase	VERB
cana-1218	246	67	from	from	ADP
cana-1218	246	68	50	50	NUM
cana-1218	246	69	gb	gb	NOUN
cana-1218	246	70	to	to	ADP
cana-1218	246	71	200	200	NUM
cana-1218	246	72	gb	gb	NOUN
cana-1218	246	73	,	,	PUNCT
cana-1218	246	74	the	the	DET
cana-1218	246	75	transmission	transmission	NOUN
cana-1218	246	76	efficiency	efficiency	NOUN
cana-1218	246	77	of	of	ADP
cana-1218	246	78	the	the	DET
cana-1218	246	79	recommended	recommend	VERB
cana-1218	246	80	methodology	methodology	NOUN
cana-1218	246	81	improves	improve	VERB
cana-1218	246	82	more	more	ADV
cana-1218	246	83	conspicuously	conspicuously	ADV
cana-1218	246	84	than	than	ADP
cana-1218	246	85	that	that	PRON
cana-1218	246	86	of	of	ADP
cana-1218	246	87	present	present	ADJ
cana-1218	246	88	methods	method	NOUN
cana-1218	246	89	.	.	PUNCT
cana-1218	247	1	the	the	DET
cana-1218	247	2	proposed	propose	VERB
cana-1218	247	3	method	method	NOUN
cana-1218	247	4	achieves	achieve	VERB
cana-1218	247	5	25	25	NUM
cana-1218	247	6	minutes	minute	NOUN
cana-1218	247	7	for	for	ADP
cana-1218	247	8	50	50	NUM
cana-1218	247	9	gb	gb	NOUN
cana-1218	247	10	instead	instead	ADV
cana-1218	247	11	of	of	ADP
cana-1218	247	12	30–40	30–40	NUM
cana-1218	247	13	minutes	minute	NOUN
cana-1218	247	14	with	with	ADP
cana-1218	247	15	other	other	ADJ
cana-1218	247	16	methods	method	NOUN
cana-1218	247	17	;	;	PUNCT
cana-1218	247	18	this	this	DET
cana-1218	247	19	efficiency	efficiency	NOUN
cana-1218	247	20	keeps	keep	VERB
cana-1218	247	21	improving	improve	VERB
cana-1218	247	22	and	and	CCONJ
cana-1218	247	23	reaches	reach	VERB
cana-1218	247	24	100	100	NUM
cana-1218	247	25	minutes	minute	NOUN
cana-1218	247	26	for	for	ADP
cana-1218	247	27	200	200	NUM
cana-1218	247	28	gb	gb	NOUN
cana-1218	247	29	instead	instead	ADV
cana-1218	247	30	of	of	ADP
cana-1218	247	31	bigger	big	ADJ
cana-1218	247	32	times	time	NOUN
cana-1218	247	33	with	with	ADP
cana-1218	247	34	others	other	NOUN
cana-1218	247	35	.	.	PUNCT
cana-1218	248	1	storage	storage	NOUN
cana-1218	248	2	consumption	consumption	NOUN
cana-1218	248	3	stays	stay	VERB
cana-1218	248	4	more	more	ADV
cana-1218	248	5	efficient	efficient	ADJ
cana-1218	248	6	and	and	CCONJ
cana-1218	248	7	demands	demand	NOUN
cana-1218	248	8	for	for	ADP
cana-1218	248	9	less	less	ADJ
cana-1218	248	10	space—40	space—40	NOUN
cana-1218	248	11	gb	gb	NOUN
cana-1218	248	12	for	for	ADP
cana-1218	248	13	50	50	NUM
cana-1218	248	14	gb	gb	NOUN
cana-1218	248	15	of	of	ADP
cana-1218	248	16	data	datum	NOUN
cana-1218	248	17	,	,	PUNCT
cana-1218	248	18	140	140	NUM
cana-1218	248	19	gb	gb	NOUN
cana-1218	248	20	for	for	ADP
cana-1218	248	21	200	200	NUM
cana-1218	248	22	gb	gb	NOUN
cana-1218	248	23	—	—	PUNCT
cana-1218	248	24	with	with	ADP
cana-1218	248	25	the	the	DET
cana-1218	248	26	recommended	recommend	VERB
cana-1218	248	27	strategy	strategy	NOUN
cana-1218	248	28	than	than	ADP
cana-1218	248	29	with	with	ADP
cana-1218	248	30	other	other	ADJ
cana-1218	248	31	methods	method	NOUN
cana-1218	248	32	.	.	PUNCT
cana-1218	249	1	furthermore	furthermore	ADV
cana-1218	249	2	better	well	ADV
cana-1218	249	3	is	be	AUX
cana-1218	249	4	computational	computational	ADJ
cana-1218	249	5	efficiency	efficiency	NOUN
cana-1218	249	6	,	,	PUNCT
cana-1218	249	7	which	which	PRON
cana-1218	249	8	from	from	ADP
cana-1218	249	9	reduced	reduce	VERB
cana-1218	249	10	cpu	cpu	NOUN
cana-1218	249	11	time	time	NOUN
cana-1218	249	12	represents	represent	VERB
cana-1218	249	13	more	more	ADV
cana-1218	249	14	efficient	efficient	ADJ
cana-1218	249	15	data	datum	NOUN
cana-1218	249	16	processing	processing	NOUN
cana-1218	249	17	.	.	PUNCT
cana-1218	250	1	the	the	DET
cana-1218	250	2	suggested	suggest	VERB
cana-1218	250	3	method	method	NOUN
cana-1218	250	4	shows	show	VERB
cana-1218	250	5	better	well	ADJ
cana-1218	250	6	rmse	rmse	PROPN
cana-1218	250	7	values	value	NOUN
cana-1218	250	8	,	,	PUNCT
cana-1218	250	9	thereby	thereby	ADV
cana-1218	250	10	assuming	assume	VERB
cana-1218	250	11	more	more	ADV
cana-1218	250	12	accurate	accurate	ADJ
cana-1218	250	13	predictions	prediction	NOUN
cana-1218	250	14	for	for	ADP
cana-1218	250	15	various	various	ADJ
cana-1218	250	16	data	datum	NOUN
cana-1218	250	17	sizes	size	NOUN
cana-1218	250	18	.	.	PUNCT
cana-1218	251	1	block	block	NOUN
cana-1218	251	2	size	size	NOUN
cana-1218	251	3	reduction	reduction	NOUN
cana-1218	251	4	is	be	AUX
cana-1218	251	5	highest	high	ADJ
cana-1218	251	6	with	with	ADP
cana-1218	251	7	the	the	DET
cana-1218	251	8	proposed	propose	VERB
cana-1218	251	9	method	method	NOUN
cana-1218	251	10	,	,	PUNCT
cana-1218	251	11	up	up	ADV
cana-1218	251	12	to	to	PART
cana-1218	251	13	20	20	NUM
cana-1218	251	14	%	%	NOUN
cana-1218	251	15	as	as	SCONJ
cana-1218	251	16	opposed	oppose	VERB
cana-1218	251	17	to	to	ADP
cana-1218	251	18	8–14	8–14	PROPN
cana-1218	251	19	%	%	NOUN
cana-1218	251	20	with	with	ADP
cana-1218	251	21	previous	previous	ADJ
cana-1218	251	22	methods	method	NOUN
cana-1218	251	23	.	.	PUNCT
cana-1218	252	1	these	these	DET
cana-1218	252	2	results	result	NOUN
cana-1218	252	3	indicate	indicate	VERB
cana-1218	252	4	how	how	SCONJ
cana-1218	252	5	much	much	ADJ
cana-1218	252	6	better	well	ADJ
cana-1218	252	7	the	the	DET
cana-1218	252	8	recommended	recommend	VERB
cana-1218	252	9	technique	technique	NOUN
cana-1218	252	10	controls	control	NOUN
cana-1218	252	11	processing	processing	NOUN
cana-1218	252	12	,	,	PUNCT
cana-1218	252	13	storage	storage	NOUN
cana-1218	252	14	,	,	PUNCT
cana-1218	252	15	and	and	CCONJ
cana-1218	252	16	data	datum	NOUN
cana-1218	252	17	flow	flow	NOUN
cana-1218	252	18	as	as	ADP
cana-1218	252	19	data	data	NOUN
cana-1218	252	20	volume	volume	NOUN
cana-1218	252	21	increases	increase	NOUN
cana-1218	252	22	.	.	PUNCT
cana-1218	253	1	5	5	X
cana-1218	253	2	.	.	X
cana-1218	253	3	conclusion	conclusion	NOUN
cana-1218	253	4	the	the	DET
cana-1218	253	5	nonlinear	nonlinear	ADJ
cana-1218	253	6	dynamics	dynamic	NOUN
cana-1218	253	7	modeling	modeling	NOUN
cana-1218	253	8	with	with	ADP
cana-1218	253	9	deep	deep	ADJ
cana-1218	253	10	regression	regression	NOUN
cana-1218	253	11	techniques	technique	NOUN
cana-1218	253	12	greatly	greatly	ADV
cana-1218	253	13	advanced	advanced	ADJ
cana-1218	253	14	optimizing	optimize	VERB
cana-1218	253	15	blockchain	blockchain	NOUN
cana-1218	253	16	systems	system	NOUN
cana-1218	253	17	for	for	ADP
cana-1218	253	18	data	data	NOUN
cana-1218	253	19	transport	transport	NOUN
cana-1218	253	20	and	and	CCONJ
cana-1218	253	21	storage	storage	NOUN
cana-1218	253	22	requirements	requirement	NOUN
cana-1218	253	23	.	.	PUNCT
cana-1218	254	1	by	by	ADP
cana-1218	254	2	combining	combine	VERB
cana-1218	254	3	the	the	DET
cana-1218	254	4	capacities	capacity	NOUN
cana-1218	254	5	of	of	ADP
cana-1218	254	6	deep	deep	ADJ
cana-1218	254	7	learning	learning	NOUN
cana-1218	254	8	and	and	CCONJ
cana-1218	254	9	nonlinear	nonlinear	ADJ
cana-1218	254	10	dynamics	dynamic	NOUN
cana-1218	254	11	,	,	PUNCT
cana-1218	254	12	the	the	DET
cana-1218	254	13	proposed	propose	VERB
cana-1218	254	14	approach	approach	NOUN
cana-1218	254	15	improves	improve	VERB
cana-1218	254	16	general	general	ADJ
cana-1218	254	17	system	system	NOUN
cana-1218	254	18	efficiency	efficiency	NOUN
cana-1218	254	19	,	,	PUNCT
cana-1218	254	20	fits	fit	VERB
cana-1218	254	21	dynamic	dynamic	ADJ
cana-1218	254	22	data	datum	NOUN
cana-1218	254	23	patterns	pattern	NOUN
cana-1218	254	24	,	,	PUNCT
cana-1218	254	25	and	and	CCONJ
cana-1218	254	26	increases	increase	VERB
cana-1218	254	27	predictive	predictive	ADJ
cana-1218	254	28	accuracy	accuracy	NOUN
cana-1218	254	29	.	.	PUNCT
cana-1218	255	1	major	major	ADJ
cana-1218	255	2	for	for	ADP
cana-1218	255	3	applications	application	NOUN
cana-1218	255	4	like	like	ADP
cana-1218	255	5	healthcare	healthcare	NOUN
cana-1218	255	6	that	that	PRON
cana-1218	255	7	deal	deal	VERB
cana-1218	255	8	with	with	ADP
cana-1218	255	9	big	big	ADJ
cana-1218	255	10	and	and	CCONJ
cana-1218	255	11	changing	change	VERB
cana-1218	255	12	data	datum	NOUN
cana-1218	255	13	volumes	volume	NOUN
cana-1218	255	14	,	,	PUNCT
cana-1218	255	15	this	this	DET
cana-1218	255	16	approach	approach	NOUN
cana-1218	255	17	overcomes	overcome	VERB
cana-1218	255	18	major	major	ADJ
cana-1218	255	19	problems	problem	NOUN
cana-1218	255	20	including	include	VERB
cana-1218	255	21	communications	communication	NOUN
cana-1218	255	22	on	on	ADP
cana-1218	255	23	applied	apply	VERB
cana-1218	255	24	nonlinear	nonlinear	ADJ
cana-1218	255	25	analysis	analysis	NOUN
cana-1218	255	26	issn	issn	NOUN
cana-1218	255	27	:	:	PUNCT
cana-1218	255	28	1074	1074	NUM
cana-1218	255	29	-	-	PUNCT
cana-1218	255	30	133x	133x	NUM
cana-1218	255	31	vol	vol	NOUN
cana-1218	255	32	31	31	NUM
cana-1218	255	33	no	no	NOUN
cana-1218	255	34	.	.	PUNCT
cana-1218	256	1	6s	6s	NUM
cana-1218	256	2	(	(	PUNCT
cana-1218	256	3	2024	2024	NUM
cana-1218	256	4	)	)	PUNCT
cana-1218	256	5	251	251	NUM
cana-1218	257	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1218	257	2	inefficiencies	inefficiency	NOUN
cana-1218	257	3	in	in	ADP
cana-1218	257	4	managing	manage	VERB
cana-1218	257	5	diverse	diverse	ADJ
cana-1218	257	6	data	datum	NOUN
cana-1218	257	7	loads	load	NOUN
cana-1218	257	8	,	,	PUNCT
cana-1218	257	9	optimizing	optimize	VERB
cana-1218	257	10	block	block	NOUN
cana-1218	257	11	sizes	size	NOUN
cana-1218	257	12	,	,	PUNCT
cana-1218	257	13	and	and	CCONJ
cana-1218	257	14	reducing	reduce	VERB
cana-1218	257	15	of	of	ADP
cana-1218	257	16	transmission	transmission	NOUN
cana-1218	257	17	delays	delay	NOUN
cana-1218	257	18	.	.	PUNCT
cana-1218	258	1	apart	apart	ADV
cana-1218	258	2	from	from	ADP
cana-1218	258	3	more	more	ADV
cana-1218	258	4	accurate	accurate	ADJ
cana-1218	258	5	forecasts	forecast	NOUN
cana-1218	258	6	and	and	CCONJ
cana-1218	258	7	enhancements	enhancement	NOUN
cana-1218	258	8	,	,	PUNCT
cana-1218	258	9	the	the	DET
cana-1218	258	10	proposed	propose	VERB
cana-1218	258	11	model	model	NOUN
cana-1218	258	12	supports	support	VERB
cana-1218	258	13	real	real	ADJ
cana-1218	258	14	-	-	PUNCT
cana-1218	258	15	time	time	NOUN
cana-1218	258	16	reaction	reaction	NOUN
cana-1218	258	17	to	to	ADP
cana-1218	258	18	changing	change	VERB
cana-1218	258	19	data	datum	NOUN
cana-1218	258	20	conditions	condition	NOUN
cana-1218	258	21	.	.	PUNCT
cana-1218	259	1	this	this	DET
cana-1218	259	2	capacity	capacity	NOUN
cana-1218	259	3	enables	enable	VERB
cana-1218	259	4	effective	effective	ADJ
cana-1218	259	5	data	datum	NOUN
cana-1218	259	6	management	management	NOUN
cana-1218	259	7	in	in	ADP
cana-1218	259	8	distributed	distribute	VERB
cana-1218	259	9	ledger	ledger	NOUN
cana-1218	259	10	systems	system	NOUN
cana-1218	259	11	and	and	CCONJ
cana-1218	259	12	helps	help	VERB
cana-1218	259	13	to	to	PART
cana-1218	259	14	sustain	sustain	VERB
cana-1218	259	15	system	system	NOUN
cana-1218	259	16	performance	performance	NOUN
cana-1218	259	17	.	.	PUNCT
cana-1218	260	1	this	this	DET
cana-1218	260	2	approach	approach	NOUN
cana-1218	260	3	can	can	AUX
cana-1218	260	4	control	control	VERB
cana-1218	260	5	the	the	DET
cana-1218	260	6	complexity	complexity	NOUN
cana-1218	260	7	of	of	ADP
cana-1218	260	8	modern	modern	ADJ
cana-1218	260	9	data	datum	NOUN
cana-1218	260	10	environments	environment	NOUN
cana-1218	260	11	and	and	CCONJ
cana-1218	260	12	offers	offer	VERB
cana-1218	260	13	a	a	DET
cana-1218	260	14	more	more	ADV
cana-1218	260	15	intricate	intricate	ADJ
cana-1218	260	16	and	and	CCONJ
cana-1218	260	17	flexible	flexible	ADJ
cana-1218	260	18	solution	solution	NOUN
cana-1218	260	19	than	than	ADP
cana-1218	260	20	traditional	traditional	ADJ
cana-1218	260	21	ones	one	NOUN
cana-1218	260	22	.	.	PUNCT
cana-1218	261	1	references	reference	NOUN
cana-1218	261	2	[	[	X
cana-1218	261	3	1	1	NUM
cana-1218	261	4	]	]	X
cana-1218	261	5	haval	haval	NOUN
cana-1218	261	6	,	,	PUNCT
cana-1218	261	7	a.	a.	NOUN
cana-1218	261	8	m.	m.	NOUN
cana-1218	261	9	(	(	PUNCT
cana-1218	261	10	2023	2023	NUM
cana-1218	261	11	)	)	PUNCT
cana-1218	261	12	.	.	PUNCT
cana-1218	262	1	integration	integration	NOUN
cana-1218	262	2	of	of	ADP
cana-1218	262	3	nonlinear	nonlinear	ADJ
cana-1218	262	4	dynamics	dynamic	NOUN
cana-1218	262	5	in	in	ADP
cana-1218	262	6	blockchain	blockchain	PROPN
cana-1218	262	7	security	security	PROPN
cana-1218	262	8	protocols	protocol	NOUN
cana-1218	262	9	.	.	PUNCT
cana-1218	263	1	advances	advance	NOUN
cana-1218	263	2	in	in	ADP
cana-1218	263	3	nonlinear	nonlinear	ADJ
cana-1218	263	4	variational	variational	ADJ
cana-1218	263	5	inequalities	inequality	NOUN
cana-1218	263	6	,	,	PUNCT
cana-1218	263	7	26(2	26(2	NUM
cana-1218	263	8	)	)	PUNCT
cana-1218	263	9	,	,	PUNCT
cana-1218	263	10	94	94	NUM
cana-1218	263	11	-	-	SYM
cana-1218	263	12	109	109	NUM
cana-1218	263	13	.	.	PUNCT
cana-1218	264	1	[	[	X
cana-1218	264	2	2	2	NUM
cana-1218	264	3	]	]	PUNCT
cana-1218	264	4	choudhry	choudhry	NOUN
cana-1218	264	5	,	,	PUNCT
cana-1218	264	6	m.	m.	NOUN
cana-1218	264	7	d.	d.	PROPN
cana-1218	264	8	,	,	PUNCT
cana-1218	264	9	sivaraj	sivaraj	PROPN
cana-1218	264	10	,	,	PUNCT
cana-1218	264	11	j.	j.	PROPN
cana-1218	264	12	,	,	PUNCT
cana-1218	264	13	munusamy	munusamy	PROPN
cana-1218	264	14	,	,	PUNCT
cana-1218	264	15	s.	s.	PROPN
cana-1218	264	16	,	,	PUNCT
cana-1218	264	17	muthusamy	muthusamy	PROPN
cana-1218	264	18	,	,	PUNCT
cana-1218	264	19	p.	p.	PROPN
cana-1218	264	20	d.	d.	PROPN
cana-1218	264	21	,	,	PUNCT
cana-1218	264	22	&	&	CCONJ
cana-1218	264	23	saravanan	saravanan	PROPN
cana-1218	264	24	,	,	PUNCT
cana-1218	264	25	v.	v.	PROPN
cana-1218	264	26	(	(	PUNCT
cana-1218	264	27	2024	2024	NUM
cana-1218	264	28	)	)	PUNCT
cana-1218	264	29	.	.	PUNCT
cana-1218	265	1	industry	industry	NOUN
cana-1218	265	2	4.0	4.0	NUM
cana-1218	265	3	in	in	ADP
cana-1218	265	4	manufacturing	manufacturing	NOUN
cana-1218	265	5	,	,	PUNCT
cana-1218	265	6	communication	communication	NOUN
cana-1218	265	7	,	,	PUNCT
cana-1218	265	8	transportation	transportation	NOUN
cana-1218	265	9	,	,	PUNCT
cana-1218	265	10	and	and	CCONJ
cana-1218	265	11	health	health	NOUN
cana-1218	265	12	care	care	NOUN
cana-1218	265	13	.	.	PUNCT
cana-1218	266	1	topics	topic	NOUN
cana-1218	266	2	in	in	ADP
cana-1218	266	3	artificial	artificial	ADJ
cana-1218	266	4	intelligence	intelligence	NOUN
cana-1218	266	5	applied	apply	VERB
cana-1218	266	6	to	to	ADP
cana-1218	266	7	industry	industry	NOUN
cana-1218	266	8	4.0	4.0	NUM
cana-1218	266	9	,	,	PUNCT
cana-1218	266	10	149	149	NUM
cana-1218	266	11	-	-	SYM
cana-1218	266	12	165	165	NUM
cana-1218	266	13	.	.	PUNCT
cana-1218	267	1	[	[	X
cana-1218	267	2	3	3	NUM
cana-1218	267	3	]	]	X
cana-1218	267	4	patil	patil	PROPN
cana-1218	267	5	,	,	PUNCT
cana-1218	267	6	v.	v.	ADP
cana-1218	267	7	n.	n.	NOUN
cana-1218	267	8	,	,	PUNCT
cana-1218	267	9	&	&	CCONJ
cana-1218	267	10	kalmani	kalmani	NOUN
cana-1218	267	11	,	,	PUNCT
cana-1218	267	12	v.	v.	PROPN
cana-1218	267	13	h.	h.	PROPN
cana-1218	267	14	(	(	PUNCT
cana-1218	267	15	2023	2023	NUM
cana-1218	267	16	)	)	PUNCT
cana-1218	267	17	.	.	PUNCT
cana-1218	268	1	enhancing	enhance	VERB
cana-1218	268	2	security	security	NOUN
cana-1218	268	3	and	and	CCONJ
cana-1218	268	4	ensuring	ensure	VERB
cana-1218	268	5	secure	secure	ADJ
cana-1218	268	6	performance	performance	NOUN
cana-1218	268	7	:	:	PUNCT
cana-1218	268	8	a	a	DET
cana-1218	268	9	performance	performance	NOUN
cana-1218	268	10	evaluation	evaluation	NOUN
cana-1218	268	11	of	of	ADP
cana-1218	268	12	consensus	consensus	NOUN
cana-1218	268	13	algorithms	algorithm	NOUN
cana-1218	268	14	in	in	ADP
cana-1218	268	15	a	a	DET
cana-1218	268	16	distributed	distribute	VERB
cana-1218	268	17	healthcare	healthcare	NOUN
cana-1218	268	18	blockchain	blockchain	PROPN
cana-1218	268	19	system	system	PROPN
cana-1218	268	20	.	.	PUNCT
cana-1218	269	1	journal	journal	PROPN
cana-1218	269	2	of	of	ADP
cana-1218	269	3	statistics	statistics	PROPN
cana-1218	269	4	&	&	CCONJ
cana-1218	269	5	management	management	NOUN
cana-1218	269	6	systems	system	NOUN
cana-1218	269	7	,	,	PUNCT
cana-1218	269	8	26	26	NUM
cana-1218	269	9	.	.	PUNCT
cana-1218	270	1	[	[	X
cana-1218	270	2	4	4	NUM
cana-1218	270	3	]	]	X
cana-1218	270	4	ramkumar	ramkumar	NOUN
cana-1218	270	5	,	,	PUNCT
cana-1218	270	6	m.	m.	NOUN
cana-1218	270	7	,	,	PUNCT
cana-1218	270	8	logeshwaran	logeshwaran	NOUN
cana-1218	270	9	,	,	PUNCT
cana-1218	270	10	j.	j.	PROPN
cana-1218	270	11	,	,	PUNCT
cana-1218	270	12	&	&	CCONJ
cana-1218	270	13	husna	husna	ADJ
cana-1218	270	14	,	,	PUNCT
cana-1218	270	15	t.	t.	PROPN
cana-1218	270	16	(	(	PUNCT
cana-1218	270	17	2022	2022	NUM
cana-1218	270	18	)	)	PUNCT
cana-1218	270	19	.	.	PUNCT
cana-1218	271	1	cea	cea	PROPN
cana-1218	271	2	:	:	PUNCT
cana-1218	271	3	certification	certification	NOUN
cana-1218	271	4	based	base	VERB
cana-1218	271	5	encryption	encryption	NOUN
cana-1218	271	6	algorithm	algorithm	NOUN
cana-1218	271	7	for	for	ADP
cana-1218	271	8	enhanced	enhanced	ADJ
cana-1218	271	9	data	datum	NOUN
cana-1218	271	10	protection	protection	NOUN
cana-1218	271	11	in	in	ADP
cana-1218	271	12	social	social	ADJ
cana-1218	271	13	networks	network	NOUN
cana-1218	271	14	.	.	PUNCT
cana-1218	272	1	fundamentals	fundamental	NOUN
cana-1218	272	2	of	of	ADP
cana-1218	272	3	applied	apply	VERB
cana-1218	272	4	mathematics	mathematic	NOUN
cana-1218	272	5	and	and	CCONJ
cana-1218	272	6	soft	soft	ADJ
cana-1218	272	7	computing	computing	NOUN
cana-1218	272	8	,	,	PUNCT
cana-1218	272	9	1	1	NUM
cana-1218	272	10	,	,	PUNCT
cana-1218	272	11	161	161	NUM
cana-1218	272	12	-	-	SYM
cana-1218	272	13	170	170	NUM
cana-1218	272	14	[	[	X
cana-1218	272	15	5	5	NUM
cana-1218	272	16	]	]	X
cana-1218	272	17	xiao	xiao	PROPN
cana-1218	272	18	,	,	PUNCT
cana-1218	272	19	y.	y.	PROPN
cana-1218	272	20	,	,	PUNCT
cana-1218	272	21	&	&	CCONJ
cana-1218	272	22	xu	xu	PROPN
cana-1218	272	23	,	,	PUNCT
cana-1218	272	24	m.	m.	NOUN
cana-1218	272	25	(	(	PUNCT
cana-1218	272	26	2023	2023	NUM
cana-1218	272	27	)	)	PUNCT
cana-1218	272	28	.	.	PUNCT
cana-1218	273	1	soft	soft	ADJ
cana-1218	273	2	computing	computing	NOUN
cana-1218	273	3	-	-	PUNCT
cana-1218	273	4	based	base	VERB
cana-1218	273	5	feature	feature	NOUN
cana-1218	273	6	extraction	extraction	NOUN
cana-1218	273	7	method	method	NOUN
cana-1218	273	8	of	of	ADP
cana-1218	273	9	abnormal	abnormal	ADJ
cana-1218	273	10	communications	communication	NOUN
cana-1218	273	11	in	in	ADP
cana-1218	273	12	blockchain	blockchain	PROPN
cana-1218	273	13	-	-	PUNCT
cana-1218	273	14	based	base	VERB
cana-1218	273	15	healthcare	healthcare	NOUN
cana-1218	273	16	systems	system	NOUN
cana-1218	273	17	.	.	PUNCT
cana-1218	274	1	soft	soft	ADJ
cana-1218	274	2	computing	computing	NOUN
cana-1218	274	3	,	,	PUNCT
cana-1218	274	4	27(20	27(20	NUM
cana-1218	274	5	)	)	PUNCT
cana-1218	274	6	,	,	PUNCT
cana-1218	274	7	15383	15383	NUM
cana-1218	274	8	-	-	SYM
cana-1218	274	9	15395	15395	NUM
cana-1218	274	10	.	.	PUNCT
cana-1218	275	1	[	[	X
cana-1218	275	2	6	6	NUM
cana-1218	275	3	]	]	PUNCT
cana-1218	275	4	rajalakshmi	rajalakshmi	NOUN
cana-1218	275	5	,	,	PUNCT
cana-1218	275	6	m.	m.	NOUN
cana-1218	275	7	,	,	PUNCT
cana-1218	275	8	saravanan	saravanan	PROPN
cana-1218	275	9	,	,	PUNCT
cana-1218	275	10	v.	v.	PROPN
cana-1218	275	11	,	,	PUNCT
cana-1218	275	12	arunprasad	arunprasad	PROPN
cana-1218	275	13	,	,	PUNCT
cana-1218	275	14	v.	v.	PROPN
cana-1218	275	15	,	,	PUNCT
cana-1218	275	16	romero	romero	PROPN
cana-1218	275	17	,	,	PUNCT
cana-1218	275	18	c.	c.	PROPN
cana-1218	275	19	t.	t.	PROPN
cana-1218	275	20	,	,	PUNCT
cana-1218	275	21	khalaf	khalaf	PROPN
cana-1218	275	22	,	,	PUNCT
cana-1218	275	23	o.	o.	PROPN
cana-1218	275	24	i.	i.	PROPN
cana-1218	275	25	,	,	PUNCT
cana-1218	275	26	&	&	CCONJ
cana-1218	275	27	karthik	karthik	PROPN
cana-1218	275	28	,	,	PUNCT
cana-1218	275	29	c.	c.	PROPN
cana-1218	275	30	(	(	PUNCT
cana-1218	275	31	2022	2022	NUM
cana-1218	275	32	)	)	PUNCT
cana-1218	275	33	.	.	PUNCT
cana-1218	276	1	machine	machine	NOUN
cana-1218	276	2	learning	learn	VERB
cana-1218	276	3	for	for	ADP
cana-1218	276	4	modeling	modeling	NOUN
cana-1218	276	5	and	and	CCONJ
cana-1218	276	6	control	control	NOUN
cana-1218	276	7	of	of	ADP
cana-1218	276	8	industrial	industrial	ADJ
cana-1218	276	9	clarifier	clarifier	NOUN
cana-1218	276	10	process	process	NOUN
cana-1218	276	11	.	.	PUNCT
cana-1218	277	1	intelligent	intelligent	ADJ
cana-1218	277	2	automation	automation	NOUN
cana-1218	277	3	&	&	CCONJ
cana-1218	277	4	soft	soft	ADJ
cana-1218	277	5	computing	computing	NOUN
cana-1218	277	6	,	,	PUNCT
cana-1218	277	7	32(1	32(1	NUM
cana-1218	277	8	)	)	PUNCT
cana-1218	277	9	.	.	PUNCT
cana-1218	278	1	[	[	X
cana-1218	278	2	7	7	NUM
cana-1218	278	3	]	]	SYM
cana-1218	278	4	sivianes	siviane	NOUN
cana-1218	278	5	,	,	PUNCT
cana-1218	278	6	m.	m.	NOUN
cana-1218	278	7	,	,	PUNCT
cana-1218	278	8	maestre	maestre	PROPN
cana-1218	278	9	,	,	PUNCT
cana-1218	278	10	j.	j.	PROPN
cana-1218	278	11	m.	m.	PROPN
cana-1218	278	12	,	,	PUNCT
cana-1218	278	13	zafra	zafra	PROPN
cana-1218	278	14	-	-	PUNCT
cana-1218	278	15	cabeza	cabeza	PROPN
cana-1218	278	16	,	,	PUNCT
cana-1218	278	17	a.	a.	NOUN
cana-1218	278	18	,	,	PUNCT
cana-1218	278	19	&	&	CCONJ
cana-1218	278	20	bordons	bordon	NOUN
cana-1218	278	21	,	,	PUNCT
cana-1218	278	22	c.	c.	PROPN
cana-1218	278	23	(	(	PUNCT
cana-1218	278	24	2023	2023	NUM
cana-1218	278	25	)	)	PUNCT
cana-1218	278	26	.	.	PUNCT
cana-1218	279	1	blockchain	blockchain	PROPN
cana-1218	279	2	for	for	ADP
cana-1218	279	3	energy	energy	NOUN
cana-1218	279	4	trading	trading	NOUN
cana-1218	279	5	in	in	ADP
cana-1218	279	6	energy	energy	NOUN
cana-1218	279	7	communities	community	NOUN
cana-1218	279	8	using	use	VERB
cana-1218	279	9	stochastic	stochastic	NOUN
cana-1218	279	10	and	and	CCONJ
cana-1218	279	11	distributed	distribute	VERB
cana-1218	279	12	model	model	NOUN
cana-1218	279	13	predictive	predictive	PROPN
cana-1218	279	14	control	control	PROPN
cana-1218	279	15	.	.	PUNCT
cana-1218	280	1	ieee	ieee	NOUN
cana-1218	280	2	transactions	transaction	NOUN
cana-1218	280	3	on	on	ADP
cana-1218	280	4	control	control	NOUN
cana-1218	280	5	systems	system	NOUN
cana-1218	280	6	technology	technology	NOUN
cana-1218	280	7	.	.	PUNCT
cana-1218	281	1	[	[	X
cana-1218	281	2	8	8	NUM
cana-1218	281	3	]	]	X
cana-1218	281	4	praghash	praghash	NOUN
cana-1218	281	5	,	,	PUNCT
cana-1218	281	6	k.	k.	PROPN
cana-1218	281	7	,	,	PUNCT
cana-1218	281	8	yuvaraj	yuvaraj	PROPN
cana-1218	281	9	,	,	PUNCT
cana-1218	281	10	n.	n.	PROPN
cana-1218	281	11	,	,	PUNCT
cana-1218	281	12	peter	peter	PROPN
cana-1218	281	13	,	,	PUNCT
cana-1218	281	14	g.	g.	PROPN
cana-1218	281	15	,	,	PUNCT
cana-1218	281	16	stonier	stonier	NOUN
cana-1218	281	17	,	,	PUNCT
cana-1218	281	18	a.	a.	NOUN
cana-1218	281	19	a.	a.	PROPN
cana-1218	281	20	,	,	PUNCT
cana-1218	281	21	&	&	CCONJ
cana-1218	281	22	priya	priya	PROPN
cana-1218	281	23	,	,	PUNCT
cana-1218	281	24	r.	r.	PROPN
cana-1218	281	25	d.	d.	PROPN
cana-1218	281	26	(	(	PUNCT
cana-1218	281	27	2022	2022	NUM
cana-1218	281	28	,	,	PUNCT
cana-1218	281	29	december	december	PROPN
cana-1218	281	30	)	)	PUNCT
cana-1218	281	31	.	.	PUNCT
cana-1218	282	1	financial	financial	ADJ
cana-1218	282	2	big	big	ADJ
cana-1218	282	3	data	datum	NOUN
cana-1218	282	4	analysis	analysis	NOUN
cana-1218	282	5	using	use	VERB
cana-1218	282	6	anti	anti	ADJ
cana-1218	282	7	-	-	ADJ
cana-1218	282	8	tampering	tamper	VERB
cana-1218	282	9	blockchain	blockchain	NOUN
cana-1218	282	10	-	-	PUNCT
cana-1218	282	11	based	base	VERB
cana-1218	282	12	deep	deep	ADJ
cana-1218	282	13	learning	learning	NOUN
cana-1218	282	14	.	.	PUNCT
cana-1218	283	1	in	in	ADP
cana-1218	283	2	international	international	ADJ
cana-1218	283	3	conference	conference	NOUN
cana-1218	283	4	on	on	ADP
cana-1218	283	5	hybrid	hybrid	ADJ
cana-1218	283	6	intelligent	intelligent	ADJ
cana-1218	283	7	systems	system	NOUN
cana-1218	283	8	(	(	PUNCT
cana-1218	283	9	pp	pp	ADJ
cana-1218	283	10	.	.	PUNCT
cana-1218	283	11	1031	1031	NUM
cana-1218	283	12	-	-	SYM
cana-1218	283	13	1040	1040	NUM
cana-1218	283	14	)	)	PUNCT
cana-1218	283	15	.	.	PUNCT
cana-1218	284	1	cham	cham	PROPN
cana-1218	284	2	:	:	PUNCT
cana-1218	284	3	springer	springer	NOUN
cana-1218	284	4	nature	nature	PROPN
cana-1218	284	5	switzerland	switzerland	PROPN
cana-1218	284	6	.	.	PUNCT
cana-1218	285	1	[	[	X
cana-1218	285	2	9	9	NUM
cana-1218	285	3	]	]	X
cana-1218	285	4	mueller	mueller	PROPN
cana-1218	285	5	-	-	PUNCT
cana-1218	285	6	bloch	bloch	PROPN
cana-1218	285	7	,	,	PUNCT
cana-1218	285	8	c.	c.	PROPN
cana-1218	285	9	,	,	PUNCT
cana-1218	285	10	andersen	andersen	PROPN
cana-1218	285	11	,	,	PUNCT
cana-1218	285	12	j.	j.	PROPN
cana-1218	285	13	v.	v.	PROPN
cana-1218	285	14	,	,	PUNCT
cana-1218	285	15	spasovski	spasovski	ADJ
cana-1218	285	16	,	,	PUNCT
cana-1218	285	17	j.	j.	PROPN
cana-1218	285	18	,	,	PUNCT
cana-1218	285	19	&	&	CCONJ
cana-1218	285	20	hahn	hahn	PROPN
cana-1218	285	21	,	,	PUNCT
cana-1218	285	22	j.	j.	PROPN
cana-1218	285	23	(	(	PUNCT
cana-1218	285	24	2024	2024	NUM
cana-1218	285	25	)	)	PUNCT
cana-1218	285	26	.	.	PUNCT
cana-1218	286	1	understanding	understand	VERB
cana-1218	286	2	decentralization	decentralization	NOUN
cana-1218	286	3	of	of	ADP
cana-1218	286	4	decision	decision	NOUN
cana-1218	286	5	-	-	PUNCT
cana-1218	286	6	making	make	VERB
cana-1218	286	7	power	power	NOUN
cana-1218	286	8	in	in	ADP
cana-1218	286	9	proof	proof	NOUN
cana-1218	286	10	-	-	PUNCT
cana-1218	286	11	of	of	ADP
cana-1218	286	12	-	-	PUNCT
cana-1218	286	13	stake	stake	NOUN
cana-1218	286	14	blockchains	blockchain	NOUN
cana-1218	286	15	:	:	PUNCT
cana-1218	286	16	an	an	DET
cana-1218	286	17	agent	agent	NOUN
cana-1218	286	18	-	-	PUNCT
cana-1218	286	19	based	base	VERB
cana-1218	286	20	simulation	simulation	NOUN
cana-1218	286	21	approach	approach	NOUN
cana-1218	286	22	.	.	PUNCT
cana-1218	287	1	european	european	PROPN
cana-1218	287	2	journal	journal	PROPN
cana-1218	287	3	of	of	ADP
cana-1218	287	4	information	information	NOUN
cana-1218	287	5	systems	system	NOUN
cana-1218	287	6	,	,	PUNCT
cana-1218	287	7	33(3	33(3	NOUN
cana-1218	287	8	)	)	PUNCT
cana-1218	287	9	,	,	PUNCT
cana-1218	287	10	267	267	NUM
cana-1218	287	11	-	-	SYM
cana-1218	287	12	286	286	NUM
cana-1218	287	13	.	.	PUNCT
cana-1218	288	1	[	[	X
cana-1218	288	2	10	10	NUM
cana-1218	288	3	]	]	PUNCT
cana-1218	288	4	gobinathan	gobinathan	NOUN
cana-1218	288	5	,	,	PUNCT
cana-1218	288	6	b.	b.	PROPN
cana-1218	288	7	,	,	PUNCT
cana-1218	288	8	mukunthan	mukunthan	PROPN
cana-1218	288	9	,	,	PUNCT
cana-1218	288	10	m.	m.	NOUN
cana-1218	288	11	a.	a.	PROPN
cana-1218	288	12	,	,	PUNCT
cana-1218	288	13	surendran	surendran	NOUN
cana-1218	288	14	,	,	PUNCT
cana-1218	288	15	s.	s.	PROPN
cana-1218	288	16	,	,	PUNCT
cana-1218	288	17	somasundaram	somasundaram	PROPN
cana-1218	288	18	,	,	PUNCT
cana-1218	288	19	k.	k.	PROPN
cana-1218	288	20	,	,	PUNCT
cana-1218	288	21	moeed	moeed	PROPN
cana-1218	288	22	,	,	PUNCT
cana-1218	288	23	s.	s.	PROPN
cana-1218	288	24	a.	a.	PROPN
cana-1218	288	25	,	,	PUNCT
cana-1218	288	26	niranjan	niranjan	PROPN
cana-1218	288	27	,	,	PUNCT
cana-1218	288	28	p.	p.	PROPN
cana-1218	288	29	,	,	PUNCT
cana-1218	288	30	...	...	PUNCT
cana-1218	288	31	&	&	CCONJ
cana-1218	288	32	sundramurthy	sundramurthy	PROPN
cana-1218	288	33	,	,	PUNCT
cana-1218	288	34	v.	v.	PROPN
cana-1218	288	35	p.	p.	NOUN
cana-1218	288	36	(	(	PUNCT
cana-1218	288	37	2021	2021	NUM
cana-1218	288	38	)	)	PUNCT
cana-1218	288	39	.	.	PUNCT
cana-1218	289	1	a	a	DET
cana-1218	289	2	novel	novel	ADJ
cana-1218	289	3	method	method	NOUN
cana-1218	289	4	to	to	PART
cana-1218	289	5	solve	solve	VERB
cana-1218	289	6	real	real	ADJ
cana-1218	289	7	time	time	NOUN
cana-1218	289	8	security	security	NOUN
cana-1218	289	9	issues	issue	NOUN
cana-1218	289	10	in	in	ADP
cana-1218	289	11	software	software	NOUN
cana-1218	289	12	industry	industry	NOUN
cana-1218	289	13	using	use	VERB
cana-1218	289	14	advanced	advanced	ADJ
cana-1218	289	15	cryptographic	cryptographic	ADJ
cana-1218	289	16	techniques	technique	NOUN
cana-1218	289	17	.	.	PUNCT
cana-1218	290	1	scientific	scientific	ADJ
cana-1218	290	2	programming	programming	NOUN
cana-1218	290	3	,	,	PUNCT
cana-1218	290	4	2021(1	2021(1	NUM
cana-1218	290	5	)	)	PUNCT
cana-1218	290	6	,	,	PUNCT
cana-1218	290	7	3611182	3611182	NUM
cana-1218	290	8	.	.	PUNCT
cana-1218	291	1	[	[	X
cana-1218	291	2	11	11	NUM
cana-1218	291	3	]	]	X
cana-1218	291	4	patil	patil	PROPN
cana-1218	291	5	,	,	PUNCT
cana-1218	291	6	v.	v.	ADP
cana-1218	291	7	n.	n.	NOUN
cana-1218	291	8	,	,	PUNCT
cana-1218	291	9	&	&	CCONJ
cana-1218	291	10	kalmani	kalmani	NOUN
cana-1218	291	11	,	,	PUNCT
cana-1218	291	12	v.	v.	PROPN
cana-1218	291	13	h.	h.	PROPN
cana-1218	291	14	(	(	PUNCT
cana-1218	291	15	2023	2023	NUM
cana-1218	291	16	)	)	PUNCT
cana-1218	291	17	.	.	PUNCT
cana-1218	292	1	enhancing	enhance	VERB
cana-1218	292	2	security	security	NOUN
cana-1218	292	3	and	and	CCONJ
cana-1218	292	4	ensuring	ensure	VERB
cana-1218	292	5	secure	secure	ADJ
cana-1218	292	6	performance	performance	NOUN
cana-1218	292	7	:	:	PUNCT
cana-1218	292	8	a	a	DET
cana-1218	292	9	performance	performance	NOUN
cana-1218	292	10	evaluation	evaluation	NOUN
cana-1218	292	11	of	of	ADP
cana-1218	292	12	consensus	consensus	NOUN
cana-1218	292	13	algorithms	algorithm	NOUN
cana-1218	292	14	in	in	ADP
cana-1218	292	15	a	a	DET
cana-1218	292	16	distributed	distribute	VERB
cana-1218	292	17	healthcare	healthcare	NOUN
cana-1218	292	18	blockchain	blockchain	PROPN
cana-1218	292	19	system	system	PROPN
cana-1218	292	20	.	.	PUNCT
cana-1218	293	1	journal	journal	PROPN
cana-1218	293	2	of	of	ADP
cana-1218	293	3	statistics	statistics	PROPN
cana-1218	293	4	&	&	CCONJ
cana-1218	293	5	management	management	NOUN
cana-1218	293	6	systems	system	NOUN
cana-1218	293	7	,	,	PUNCT
cana-1218	293	8	26	26	NUM
cana-1218	293	9	.	.	PUNCT
cana-1218	294	1	[	[	X
cana-1218	294	2	12	12	NUM
cana-1218	294	3	]	]	X
cana-1218	294	4	xiao	xiao	PROPN
cana-1218	294	5	,	,	PUNCT
cana-1218	294	6	y.	y.	PROPN
cana-1218	294	7	,	,	PUNCT
cana-1218	294	8	&	&	CCONJ
cana-1218	294	9	xu	xu	PROPN
cana-1218	294	10	,	,	PUNCT
cana-1218	294	11	m.	m.	NOUN
cana-1218	294	12	(	(	PUNCT
cana-1218	294	13	2023	2023	NUM
cana-1218	294	14	)	)	PUNCT
cana-1218	294	15	.	.	PUNCT
cana-1218	295	1	soft	soft	ADJ
cana-1218	295	2	computing	computing	NOUN
cana-1218	295	3	-	-	PUNCT
cana-1218	295	4	based	base	VERB
cana-1218	295	5	feature	feature	NOUN
cana-1218	295	6	extraction	extraction	NOUN
cana-1218	295	7	method	method	NOUN
cana-1218	295	8	of	of	ADP
cana-1218	295	9	abnormal	abnormal	ADJ
cana-1218	295	10	communications	communication	NOUN
cana-1218	295	11	in	in	ADP
cana-1218	295	12	blockchain	blockchain	PROPN
cana-1218	295	13	-	-	PUNCT
cana-1218	295	14	based	base	VERB
cana-1218	295	15	healthcare	healthcare	NOUN
cana-1218	295	16	systems	system	NOUN
cana-1218	295	17	.	.	PUNCT
cana-1218	296	1	soft	soft	ADJ
cana-1218	296	2	computing	computing	NOUN
cana-1218	296	3	,	,	PUNCT
cana-1218	296	4	27(20	27(20	NUM
cana-1218	296	5	)	)	PUNCT
cana-1218	296	6	,	,	PUNCT
cana-1218	296	7	15383	15383	NUM
cana-1218	296	8	-	-	SYM
cana-1218	296	9	15395	15395	NUM
cana-1218	296	10	.	.	PUNCT
cana-1218	297	1	[	[	X
cana-1218	297	2	13	13	NUM
cana-1218	297	3	]	]	SYM
cana-1218	297	4	shang	shang	PROPN
cana-1218	297	5	,	,	PUNCT
cana-1218	297	6	d.	d.	PROPN
cana-1218	297	7	,	,	PUNCT
cana-1218	297	8	yan	yan	PROPN
cana-1218	297	9	,	,	PUNCT
cana-1218	297	10	z.	z.	PROPN
cana-1218	297	11	,	,	PUNCT
cana-1218	297	12	zhang	zhang	PROPN
cana-1218	297	13	,	,	PUNCT
cana-1218	297	14	l.	l.	PROPN
cana-1218	297	15	,	,	PUNCT
cana-1218	297	16	&	&	CCONJ
cana-1218	297	17	cui	cui	PROPN
cana-1218	297	18	,	,	PUNCT
cana-1218	297	19	z.	z.	PROPN
cana-1218	297	20	(	(	PUNCT
cana-1218	297	21	2023	2023	NUM
cana-1218	297	22	)	)	PUNCT
cana-1218	297	23	.	.	PUNCT
cana-1218	298	1	digital	digital	ADJ
cana-1218	298	2	financial	financial	ADJ
cana-1218	298	3	asset	asset	NOUN
cana-1218	298	4	price	price	NOUN
cana-1218	298	5	fluctuation	fluctuation	NOUN
cana-1218	298	6	forecasting	forecasting	NOUN
cana-1218	298	7	in	in	ADP
cana-1218	298	8	digital	digital	ADJ
cana-1218	298	9	economy	economy	NOUN
cana-1218	298	10	era	era	NOUN
cana-1218	298	11	using	use	VERB
cana-1218	298	12	blockchain	blockchain	PROPN
cana-1218	298	13	information	information	NOUN
cana-1218	298	14	:	:	PUNCT
cana-1218	298	15	a	a	DET
cana-1218	298	16	reconstructed	reconstructed	ADJ
cana-1218	298	17	dynamic	dynamic	ADJ
cana-1218	298	18	-	-	PUNCT
cana-1218	298	19	bound	bind	VERB
cana-1218	298	20	levenberg	levenberg	PROPN
cana-1218	298	21	–	–	PUNCT
cana-1218	298	22	marquardt	marquardt	PROPN
cana-1218	298	23	neural	neural	ADJ
cana-1218	298	24	-	-	PUNCT
cana-1218	298	25	network	network	NOUN
cana-1218	298	26	approach	approach	NOUN
cana-1218	298	27	.	.	PUNCT
cana-1218	299	1	expert	expert	NOUN
cana-1218	299	2	systems	system	NOUN
cana-1218	299	3	with	with	ADP
cana-1218	299	4	applications	application	NOUN
cana-1218	299	5	,	,	PUNCT
cana-1218	299	6	228	228	NUM
cana-1218	299	7	,	,	PUNCT
cana-1218	299	8	120329	120329	NUM
cana-1218	299	9	.	.	PUNCT
cana-1218	300	1	[	[	X
cana-1218	300	2	14	14	NUM
cana-1218	300	3	]	]	X
cana-1218	300	4	kahmann	kahmann	PROPN
cana-1218	300	5	,	,	PUNCT
cana-1218	300	6	f.	f.	PROPN
cana-1218	300	7	,	,	PUNCT
cana-1218	300	8	honecker	honecker	PROPN
cana-1218	300	9	,	,	PUNCT
cana-1218	300	10	f.	f.	PROPN
cana-1218	300	11	,	,	PUNCT
cana-1218	300	12	dreyer	dreyer	PROPN
cana-1218	300	13	,	,	PUNCT
cana-1218	300	14	j.	j.	PROPN
cana-1218	300	15	,	,	PUNCT
cana-1218	300	16	fischer	fischer	PROPN
cana-1218	300	17	,	,	PUNCT
cana-1218	300	18	m.	m.	NOUN
cana-1218	300	19	,	,	PUNCT
cana-1218	300	20	&	&	CCONJ
cana-1218	300	21	tönjes	tönjes	PROPN
cana-1218	300	22	,	,	PUNCT
cana-1218	300	23	r.	r.	PROPN
cana-1218	300	24	(	(	PUNCT
cana-1218	300	25	2023	2023	NUM
cana-1218	300	26	)	)	PUNCT
cana-1218	300	27	.	.	PUNCT
cana-1218	301	1	performance	performance	NOUN
cana-1218	301	2	comparison	comparison	NOUN
cana-1218	301	3	of	of	ADP
cana-1218	301	4	directed	direct	VERB
cana-1218	301	5	acyclic	acyclic	ADJ
cana-1218	301	6	graph	graph	NOUN
cana-1218	301	7	-	-	PUNCT
cana-1218	301	8	based	base	VERB
cana-1218	301	9	distributed	distribute	VERB
cana-1218	301	10	ledgers	ledger	NOUN
cana-1218	301	11	and	and	CCONJ
cana-1218	301	12	blockchain	blockchain	PROPN
cana-1218	301	13	platforms	platform	NOUN
cana-1218	301	14	.	.	PUNCT
cana-1218	302	1	computers	computer	NOUN
cana-1218	302	2	,	,	PUNCT
cana-1218	302	3	12(12	12(12	NUM
cana-1218	302	4	)	)	PUNCT
cana-1218	302	5	,	,	PUNCT
cana-1218	302	6	257	257	NUM
cana-1218	302	7	.	.	PUNCT