id	sid	tid	token	lemma	pos
cana-3951	1	1	communications	communication	NOUN
cana-3951	1	2	on	on	ADP
cana-3951	1	3	applied	apply	VERB
cana-3951	1	4	nonlinear	nonlinear	ADJ
cana-3951	1	5	analysis	analysis	NOUN
cana-3951	1	6	issn	issn	NOUN
cana-3951	1	7	:	:	PUNCT
cana-3951	1	8	1074	1074	NUM
cana-3951	1	9	-	-	PUNCT
cana-3951	1	10	133x	133x	NUM
cana-3951	1	11	vol	vol	NOUN
cana-3951	1	12	32	32	NUM
cana-3951	1	13	no	no	NOUN
cana-3951	1	14	.	.	PUNCT
cana-3951	2	1	9s	9s	NUM
cana-3951	2	2	(	(	PUNCT
cana-3951	2	3	2025	2025	NUM
cana-3951	2	4	)	)	PUNCT
cana-3951	2	5	403	403	NUM
cana-3951	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3951	2	7	a	a	DET
cana-3951	2	8	secure	secure	ADJ
cana-3951	2	9	blockchain	blockchain	NOUN
cana-3951	2	10	framework	framework	NOUN
cana-3951	2	11	for	for	ADP
cana-3951	2	12	privacy	privacy	NOUN
cana-3951	2	13	preserving	preserve	VERB
cana-3951	2	14	in	in	ADP
cana-3951	2	15	supply	supply	NOUN
cana-3951	2	16	chain	chain	NOUN
cana-3951	2	17	management	management	NOUN
cana-3951	2	18	based	base	VERB
cana-3951	2	19	on	on	ADP
cana-3951	2	20	hybrid	hybrid	ADJ
cana-3951	2	21	autoencoder	autoencoder	NOUN
cana-3951	2	22	and	and	CCONJ
cana-3951	2	23	lstm	lstm	PROPN
cana-3951	2	24	neural	neural	ADJ
cana-3951	2	25	network	network	PROPN
cana-3951	2	26	ritesh	ritesh	PROPN
cana-3951	2	27	kumar	kumar	PROPN
cana-3951	2	28	singh1	singh1	PROPN
cana-3951	2	29	,	,	PUNCT
cana-3951	2	30	udai	udai	NOUN
cana-3951	2	31	shanker2	shanker2	NOUN
cana-3951	2	32	1research	1research	NUM
cana-3951	2	33	scholar	scholar	NOUN
cana-3951	2	34	,	,	PUNCT
cana-3951	2	35	2professor	2professor	NUM
cana-3951	2	36	,	,	PUNCT
cana-3951	2	37	department	department	NOUN
cana-3951	2	38	of	of	ADP
cana-3951	2	39	cse	cse	PROPN
cana-3951	2	40	,	,	PUNCT
cana-3951	2	41	m.	m.	NOUN
cana-3951	2	42	m.	m.	PROPN
cana-3951	2	43	m.	m.	PROPN
cana-3951	2	44	university	university	PROPN
cana-3951	2	45	of	of	ADP
cana-3951	2	46	technology	technology	PROPN
cana-3951	2	47	,	,	PUNCT
cana-3951	2	48	gorakhpur	gorakhpur	PROPN
cana-3951	2	49	,	,	PUNCT
cana-3951	2	50	up	up	ADV
cana-3951	2	51	,	,	PUNCT
cana-3951	2	52	india	india	PROPN
cana-3951	2	53	e	e	PROPN
cana-3951	2	54	-	-	NOUN
cana-3951	2	55	mail	mail	NOUN
cana-3951	2	56	:	:	PUNCT
cana-3951	2	57	1riteshvns53@gmail.com	1riteshvns53@gmail.com	NUM
cana-3951	2	58	,	,	PUNCT
cana-3951	2	59	2udaigkp@gmail.com	2udaigkp@gmail.com	NUM
cana-3951	2	60	article	article	NOUN
cana-3951	2	61	history	history	NOUN
cana-3951	2	62	:	:	PUNCT
cana-3951	2	63	received	receive	VERB
cana-3951	2	64	:	:	PUNCT
cana-3951	2	65	11	11	NUM
cana-3951	2	66	-	-	SYM
cana-3951	2	67	11	11	NUM
cana-3951	2	68	-	-	PUNCT
cana-3951	2	69	2024	2024	NUM
cana-3951	2	70	revised	revise	VERB
cana-3951	2	71	:	:	PUNCT
cana-3951	2	72	17	17	NUM
cana-3951	2	73	-	-	SYM
cana-3951	2	74	12	12	NUM
cana-3951	2	75	-	-	PUNCT
cana-3951	2	76	2024	2024	NUM
cana-3951	2	77	accepted	accept	VERB
cana-3951	2	78	:	:	PUNCT
cana-3951	2	79	12	12	NUM
cana-3951	2	80	-	-	SYM
cana-3951	2	81	01	01	NUM
cana-3951	2	82	-	-	PUNCT
cana-3951	2	83	2025	2025	NUM
cana-3951	2	84	abstract	abstract	NOUN
cana-3951	2	85	:	:	PUNCT
cana-3951	2	86	risk	risk	NOUN
cana-3951	2	87	identification	identification	NOUN
cana-3951	2	88	and	and	CCONJ
cana-3951	2	89	mitigation	mitigation	NOUN
cana-3951	2	90	are	be	AUX
cana-3951	2	91	essential	essential	ADJ
cana-3951	2	92	for	for	ADP
cana-3951	2	93	maintaining	maintain	VERB
cana-3951	2	94	resilience	resilience	NOUN
cana-3951	2	95	and	and	CCONJ
cana-3951	2	96	efficiency	efficiency	NOUN
cana-3951	2	97	in	in	ADP
cana-3951	2	98	the	the	DET
cana-3951	2	99	ever	ever	ADV
cana-3951	2	100	-	-	PUNCT
cana-3951	2	101	changing	change	VERB
cana-3951	2	102	field	field	NOUN
cana-3951	2	103	of	of	ADP
cana-3951	2	104	supply	supply	NOUN
cana-3951	2	105	chain	chain	NOUN
cana-3951	2	106	management	management	NOUN
cana-3951	2	107	(	(	PUNCT
cana-3951	2	108	scm	scm	PROPN
cana-3951	2	109	)	)	PUNCT
cana-3951	2	110	.	.	PUNCT
cana-3951	3	1	the	the	DET
cana-3951	3	2	intricacies	intricacy	NOUN
cana-3951	3	3	and	and	CCONJ
cana-3951	3	4	uncertainties	uncertainty	NOUN
cana-3951	3	5	inherent	inherent	ADJ
cana-3951	3	6	in	in	ADP
cana-3951	3	7	modern	modern	ADJ
cana-3951	3	8	supply	supply	NOUN
cana-3951	3	9	networks	network	NOUN
cana-3951	3	10	are	be	AUX
cana-3951	3	11	often	often	ADV
cana-3951	3	12	too	too	ADV
cana-3951	3	13	complex	complex	ADJ
cana-3951	3	14	for	for	SCONJ
cana-3951	3	15	traditional	traditional	ADJ
cana-3951	3	16	risk	risk	NOUN
cana-3951	3	17	management	management	NOUN
cana-3951	3	18	techniques	technique	NOUN
cana-3951	3	19	to	to	PART
cana-3951	3	20	effectively	effectively	ADV
cana-3951	3	21	address	address	VERB
cana-3951	3	22	.	.	PUNCT
cana-3951	4	1	in	in	ADP
cana-3951	4	2	order	order	NOUN
cana-3951	4	3	to	to	PART
cana-3951	4	4	enhance	enhance	VERB
cana-3951	4	5	risk	risk	NOUN
cana-3951	4	6	detection	detection	NOUN
cana-3951	4	7	and	and	CCONJ
cana-3951	4	8	management	management	NOUN
cana-3951	4	9	in	in	ADP
cana-3951	4	10	supply	supply	NOUN
cana-3951	4	11	chain	chain	NOUN
cana-3951	4	12	management	management	NOUN
cana-3951	4	13	,	,	PUNCT
cana-3951	4	14	this	this	DET
cana-3951	4	15	study	study	NOUN
cana-3951	4	16	explores	explore	VERB
cana-3951	4	17	a	a	DET
cana-3951	4	18	hybrid	hybrid	ADJ
cana-3951	4	19	strategy	strategy	NOUN
cana-3951	4	20	that	that	PRON
cana-3951	4	21	blends	blend	VERB
cana-3951	4	22	blockchain	blockchain	PROPN
cana-3951	4	23	technology	technology	PROPN
cana-3951	4	24	with	with	ADP
cana-3951	4	25	deep	deep	ADJ
cana-3951	4	26	learning	learning	NOUN
cana-3951	4	27	.	.	PUNCT
cana-3951	5	1	blockchain	blockchain	PROPN
cana-3951	5	2	ensures	ensure	VERB
cana-3951	5	3	data	datum	NOUN
cana-3951	5	4	integrity	integrity	NOUN
cana-3951	5	5	and	and	CCONJ
cana-3951	5	6	transparency	transparency	NOUN
cana-3951	5	7	by	by	ADP
cana-3951	5	8	offering	offer	VERB
cana-3951	5	9	a	a	DET
cana-3951	5	10	transparent	transparent	ADJ
cana-3951	5	11	and	and	CCONJ
cana-3951	5	12	decentralized	decentralized	ADJ
cana-3951	5	13	system	system	NOUN
cana-3951	5	14	for	for	ADP
cana-3951	5	15	supply	supply	NOUN
cana-3951	5	16	chain	chain	NOUN
cana-3951	5	17	operations	operation	NOUN
cana-3951	5	18	monitoring	monitoring	NOUN
cana-3951	5	19	.	.	PUNCT
cana-3951	6	1	this	this	DET
cana-3951	6	2	process	process	NOUN
cana-3951	6	3	is	be	AUX
cana-3951	6	4	improved	improve	VERB
cana-3951	6	5	by	by	ADP
cana-3951	6	6	deep	deep	ADJ
cana-3951	6	7	learning	learning	NOUN
cana-3951	6	8	,	,	PUNCT
cana-3951	6	9	which	which	PRON
cana-3951	6	10	analyses	analyse	VERB
cana-3951	6	11	vast	vast	ADJ
cana-3951	6	12	volumes	volume	NOUN
cana-3951	6	13	of	of	ADP
cana-3951	6	14	historical	historical	ADJ
cana-3951	6	15	and	and	CCONJ
cana-3951	6	16	current	current	ADJ
cana-3951	6	17	data	datum	NOUN
cana-3951	6	18	to	to	PART
cana-3951	6	19	identify	identify	VERB
cana-3951	6	20	patterns	pattern	NOUN
cana-3951	6	21	,	,	PUNCT
cana-3951	6	22	predict	predict	VERB
cana-3951	6	23	threats	threat	NOUN
cana-3951	6	24	,	,	PUNCT
cana-3951	6	25	and	and	CCONJ
cana-3951	6	26	suggest	suggest	VERB
cana-3951	6	27	countermeasures	countermeasure	NOUN
cana-3951	6	28	.	.	PUNCT
cana-3951	7	1	the	the	DET
cana-3951	7	2	proposed	propose	VERB
cana-3951	7	3	system	system	NOUN
cana-3951	7	4	leverages	leverage	VERB
cana-3951	7	5	the	the	DET
cana-3951	7	6	inviolability	inviolability	NOUN
cana-3951	7	7	of	of	ADP
cana-3951	7	8	blockchain	blockchain	PROPN
cana-3951	7	9	technology	technology	PROPN
cana-3951	7	10	and	and	CCONJ
cana-3951	7	11	the	the	DET
cana-3951	7	12	predictive	predictive	ADJ
cana-3951	7	13	capabilities	capability	NOUN
cana-3951	7	14	of	of	ADP
cana-3951	7	15	deep	deep	ADJ
cana-3951	7	16	learning	learning	NOUN
cana-3951	7	17	to	to	PART
cana-3951	7	18	address	address	VERB
cana-3951	7	19	important	important	ADJ
cana-3951	7	20	challenges	challenge	NOUN
cana-3951	7	21	such	such	ADJ
cana-3951	7	22	as	as	ADP
cana-3951	7	23	fraud	fraud	NOUN
cana-3951	7	24	detection	detection	NOUN
cana-3951	7	25	,	,	PUNCT
cana-3951	7	26	demand	demand	NOUN
cana-3951	7	27	forecasting	forecasting	NOUN
cana-3951	7	28	,	,	PUNCT
cana-3951	7	29	supplier	supplier	NOUN
cana-3951	7	30	evaluation	evaluation	NOUN
cana-3951	7	31	,	,	PUNCT
cana-3951	7	32	and	and	CCONJ
cana-3951	7	33	disruption	disruption	NOUN
cana-3951	7	34	prediction	prediction	NOUN
cana-3951	7	35	.	.	PUNCT
cana-3951	8	1	the	the	DET
cana-3951	8	2	dataset	dataset	NOUN
cana-3951	8	3	is	be	AUX
cana-3951	8	4	secured	secure	VERB
cana-3951	8	5	with	with	ADP
cana-3951	8	6	the	the	DET
cana-3951	8	7	use	use	NOUN
cana-3951	8	8	of	of	ADP
cana-3951	8	9	hybrid	hybrid	ADJ
cana-3951	8	10	autoencoder	autoencoder	NOUN
cana-3951	8	11	and	and	CCONJ
cana-3951	8	12	lstm	lstm	NOUN
cana-3951	8	13	based	base	VERB
cana-3951	8	14	deep	deep	ADJ
cana-3951	8	15	neural	neural	ADJ
cana-3951	8	16	network	network	NOUN
cana-3951	8	17	.	.	PUNCT
cana-3951	9	1	autoencoder	autoencoder	NOUN
cana-3951	9	2	is	be	AUX
cana-3951	9	3	used	use	VERB
cana-3951	9	4	for	for	ADP
cana-3951	9	5	dimensionality	dimensionality	NOUN
cana-3951	9	6	reduction	reduction	NOUN
cana-3951	9	7	and	and	CCONJ
cana-3951	9	8	reducing	reduce	VERB
cana-3951	9	9	the	the	DET
cana-3951	9	10	noisy	noisy	NOUN
cana-3951	9	11	as	as	ADV
cana-3951	9	12	well	well	ADV
cana-3951	9	13	as	as	ADP
cana-3951	9	14	redundant	redundant	ADJ
cana-3951	9	15	data	datum	NOUN
cana-3951	9	16	which	which	PRON
cana-3951	9	17	is	be	AUX
cana-3951	9	18	further	far	ADV
cana-3951	9	19	passed	pass	VERB
cana-3951	9	20	through	through	ADP
cana-3951	9	21	lstm	lstm	NOUN
cana-3951	9	22	based	base	VERB
cana-3951	9	23	neural	neural	ADJ
cana-3951	9	24	network	network	NOUN
cana-3951	9	25	to	to	PART
cana-3951	9	26	enhance	enhance	VERB
cana-3951	9	27	the	the	DET
cana-3951	9	28	security	security	NOUN
cana-3951	9	29	over	over	ADP
cana-3951	9	30	the	the	DET
cana-3951	9	31	blockchain	blockchain	PROPN
cana-3951	9	32	based	base	VERB
cana-3951	9	33	transaction	transaction	NOUN
cana-3951	9	34	data	datum	NOUN
cana-3951	9	35	.	.	PUNCT
cana-3951	10	1	keywords	keyword	NOUN
cana-3951	10	2	:	:	PUNCT
cana-3951	10	3	supply	supply	NOUN
cana-3951	10	4	chain	chain	NOUN
cana-3951	10	5	management	management	NOUN
cana-3951	10	6	,	,	PUNCT
cana-3951	10	7	blockchain	blockchain	PROPN
cana-3951	10	8	,	,	PUNCT
cana-3951	10	9	lstm	lstm	PROPN
cana-3951	10	10	,	,	PUNCT
cana-3951	10	11	autoencoders	autoencoder	NOUN
cana-3951	10	12	,	,	PUNCT
cana-3951	10	13	risk	risk	NOUN
cana-3951	10	14	management	management	NOUN
cana-3951	10	15	,	,	PUNCT
cana-3951	10	16	privacy	privacy	NOUN
cana-3951	10	17	preserving	preserving	NOUN
cana-3951	10	18	.	.	PUNCT
cana-3951	11	1	1	1	X
cana-3951	11	2	.	.	X
cana-3951	11	3	introduction	introduction	NOUN
cana-3951	11	4	many	many	ADJ
cana-3951	11	5	businesses	business	NOUN
cana-3951	11	6	are	be	AUX
cana-3951	11	7	building	build	VERB
cana-3951	11	8	trustworthy	trustworthy	ADJ
cana-3951	11	9	supply	supply	NOUN
cana-3951	11	10	chains	chain	NOUN
cana-3951	11	11	in	in	ADP
cana-3951	11	12	the	the	DET
cana-3951	11	13	current	current	ADJ
cana-3951	11	14	globalization	globalization	NOUN
cana-3951	11	15	era	era	NOUN
cana-3951	11	16	in	in	ADP
cana-3951	11	17	order	order	NOUN
cana-3951	11	18	to	to	PART
cana-3951	11	19	gain	gain	VERB
cana-3951	11	20	a	a	DET
cana-3951	11	21	competitive	competitive	ADJ
cana-3951	11	22	advantage	advantage	NOUN
cana-3951	11	23	by	by	ADP
cana-3951	11	24	offering	offer	VERB
cana-3951	11	25	their	their	PRON
cana-3951	11	26	customers	customer	NOUN
cana-3951	11	27	the	the	DET
cana-3951	11	28	best	good	ADJ
cana-3951	11	29	value	value	NOUN
cana-3951	11	30	.	.	PUNCT
cana-3951	12	1	supply	supply	NOUN
cana-3951	12	2	chain	chain	NOUN
cana-3951	12	3	management	management	NOUN
cana-3951	12	4	,	,	PUNCT
cana-3951	12	5	or	or	CCONJ
cana-3951	12	6	scm	scm	PROPN
cana-3951	12	7	,	,	PUNCT
cana-3951	12	8	has	have	AUX
cana-3951	12	9	become	become	VERB
cana-3951	12	10	crucial	crucial	ADJ
cana-3951	12	11	for	for	ADP
cana-3951	12	12	handling	handle	VERB
cana-3951	12	13	risk	risk	NOUN
cana-3951	12	14	,	,	PUNCT
cana-3951	12	15	change	change	NOUN
cana-3951	12	16	,	,	PUNCT
cana-3951	12	17	and	and	CCONJ
cana-3951	12	18	the	the	DET
cana-3951	12	19	complexities	complexity	NOUN
cana-3951	12	20	of	of	ADP
cana-3951	12	21	international	international	ADJ
cana-3951	12	22	sourcing	sourcing	NOUN
cana-3951	12	23	.	.	PUNCT
cana-3951	13	1	for	for	SCONJ
cana-3951	13	2	the	the	DET
cana-3951	13	3	organization	organization	NOUN
cana-3951	13	4	to	to	PART
cana-3951	13	5	reap	reap	VERB
cana-3951	13	6	the	the	DET
cana-3951	13	7	greatest	great	ADJ
cana-3951	13	8	benefits	benefit	NOUN
cana-3951	13	9	,	,	PUNCT
cana-3951	13	10	its	its	PRON
cana-3951	13	11	supply	supply	NOUN
cana-3951	13	12	chain	chain	NOUN
cana-3951	13	13	must	must	AUX
cana-3951	13	14	be	be	AUX
cana-3951	13	15	completely	completely	ADV
cana-3951	13	16	interconnected	interconnect	VERB
cana-3951	13	17	.	.	PUNCT
cana-3951	14	1	top	top	ADJ
cana-3951	14	2	companies	company	NOUN
cana-3951	14	3	now	now	ADV
cana-3951	14	4	prioritize	prioritize	VERB
cana-3951	14	5	supply	supply	NOUN
cana-3951	14	6	chain	chain	NOUN
cana-3951	14	7	management	management	NOUN
cana-3951	14	8	(	(	PUNCT
cana-3951	14	9	scm	scm	PROPN
cana-3951	14	10	)	)	PUNCT
cana-3951	14	11	as	as	ADP
cana-3951	14	12	a	a	DET
cana-3951	14	13	means	means	NOUN
cana-3951	14	14	of	of	ADP
cana-3951	14	15	increasing	increase	VERB
cana-3951	14	16	market	market	NOUN
cana-3951	14	17	share	share	NOUN
cana-3951	14	18	,	,	PUNCT
cana-3951	14	19	profitability	profitability	NOUN
cana-3951	14	20	,	,	PUNCT
cana-3951	14	21	competitive	competitive	ADJ
cana-3951	14	22	advantage	advantage	NOUN
cana-3951	14	23	,	,	PUNCT
cana-3951	14	24	and	and	CCONJ
cana-3951	14	25	shareholder	shareholder	NOUN
cana-3951	14	26	value	value	NOUN
cana-3951	14	27	.	.	PUNCT
cana-3951	15	1	in	in	ADP
cana-3951	15	2	fact	fact	NOUN
cana-3951	15	3	,	,	PUNCT
cana-3951	15	4	the	the	DET
cana-3951	15	5	term	term	NOUN
cana-3951	15	6	"	"	PUNCT
cana-3951	15	7	scm	scm	PROPN
cana-3951	15	8	"	"	PUNCT
cana-3951	15	9	has	have	AUX
cana-3951	15	10	changed	change	VERB
cana-3951	15	11	over	over	ADP
cana-3951	15	12	the	the	DET
cana-3951	15	13	past	past	ADJ
cana-3951	15	14	few	few	ADJ
cana-3951	15	15	decades	decade	NOUN
cana-3951	15	16	from	from	ADP
cana-3951	15	17	"	"	PUNCT
cana-3951	15	18	distribution	distribution	NOUN
cana-3951	15	19	"	"	PUNCT
cana-3951	15	20	to	to	ADP
cana-3951	15	21	"	"	PUNCT
cana-3951	15	22	logistics	logistic	NOUN
cana-3951	15	23	"	"	PUNCT
cana-3951	15	24	and	and	CCONJ
cana-3951	15	25	finally	finally	ADV
cana-3951	15	26	to	to	PART
cana-3951	15	27	"	"	PUNCT
cana-3951	15	28	supply	supply	VERB
cana-3951	15	29	chain	chain	NOUN
cana-3951	15	30	management	management	NOUN
cana-3951	15	31	"	"	PUNCT
cana-3951	16	1	[	[	X
cana-3951	16	2	1	1	NUM
cana-3951	16	3	]	]	PUNCT
cana-3951	16	4	.	.	PUNCT
cana-3951	17	1	mass	mass	ADJ
cana-3951	17	2	production	production	NOUN
cana-3951	17	3	,	,	PUNCT
cana-3951	17	4	specialization	specialization	NOUN
cana-3951	17	5	,	,	PUNCT
cana-3951	17	6	and	and	CCONJ
cana-3951	17	7	globalization	globalization	NOUN
cana-3951	17	8	are	be	AUX
cana-3951	17	9	the	the	DET
cana-3951	17	10	foundations	foundation	NOUN
cana-3951	17	11	of	of	ADP
cana-3951	17	12	modern	modern	ADJ
cana-3951	17	13	industrial	industrial	ADJ
cana-3951	17	14	civilization	civilization	NOUN
cana-3951	17	15	.	.	PUNCT
cana-3951	18	1	nowadays	nowadays	ADV
cana-3951	18	2	,	,	PUNCT
cana-3951	18	3	almost	almost	ADV
cana-3951	18	4	no	no	DET
cana-3951	18	5	company	company	NOUN
cana-3951	18	6	or	or	CCONJ
cana-3951	18	7	industrial	industrial	ADJ
cana-3951	18	8	facility	facility	NOUN
cana-3951	18	9	produces	produce	VERB
cana-3951	18	10	the	the	DET
cana-3951	18	11	entire	entire	ADJ
cana-3951	18	12	product	product	NOUN
cana-3951	18	13	.	.	PUNCT
cana-3951	19	1	a	a	DET
cana-3951	19	2	supply	supply	NOUN
cana-3951	19	3	chain	chain	NOUN
cana-3951	19	4	is	be	AUX
cana-3951	19	5	a	a	DET
cana-3951	19	6	collection	collection	NOUN
cana-3951	19	7	of	of	ADP
cana-3951	19	8	different	different	ADJ
cana-3951	19	9	businesses	business	NOUN
cana-3951	19	10	that	that	PRON
cana-3951	19	11	work	work	VERB
cana-3951	19	12	together	together	ADV
cana-3951	19	13	to	to	PART
cana-3951	19	14	create	create	VERB
cana-3951	19	15	a	a	DET
cana-3951	19	16	product	product	NOUN
cana-3951	19	17	that	that	PRON
cana-3951	19	18	meets	meet	VERB
cana-3951	19	19	consumer	consumer	NOUN
cana-3951	19	20	needs	need	NOUN
cana-3951	19	21	.	.	PUNCT
cana-3951	20	1	the	the	DET
cana-3951	20	2	strategic	strategic	ADJ
cana-3951	20	3	planning	planning	NOUN
cana-3951	20	4	and	and	CCONJ
cana-3951	20	5	control	control	NOUN
cana-3951	20	6	of	of	ADP
cana-3951	20	7	the	the	DET
cana-3951	20	8	movement	movement	NOUN
cana-3951	20	9	of	of	ADP
cana-3951	20	10	commodities	commodity	NOUN
cana-3951	20	11	to	to	PART
cana-3951	20	12	shorten	shorten	VERB
cana-3951	20	13	time	time	NOUN
cana-3951	20	14	to	to	ADP
cana-3951	20	15	market	market	NOUN
cana-3951	20	16	,	,	PUNCT
cana-3951	20	17	minimize	minimize	VERB
cana-3951	20	18	inventory	inventory	NOUN
cana-3951	20	19	levels	level	NOUN
cana-3951	20	20	,	,	PUNCT
cana-3951	20	21	lower	low	ADJ
cana-3951	20	22	overall	overall	ADJ
cana-3951	20	23	costs	cost	NOUN
cana-3951	20	24	,	,	PUNCT
cana-3951	20	25	and	and	CCONJ
cana-3951	20	26	improve	improve	VERB
cana-3951	20	27	customer	customer	NOUN
cana-3951	20	28	satisfaction	satisfaction	NOUN
cana-3951	20	29	and	and	CCONJ
cana-3951	20	30	experience	experience	NOUN
cana-3951	20	31	is	be	AUX
cana-3951	20	32	all	all	PRON
cana-3951	20	33	included	include	VERB
cana-3951	20	34	in	in	ADP
cana-3951	20	35	supply	supply	NOUN
cana-3951	20	36	chain	chain	NOUN
cana-3951	20	37	management	management	NOUN
cana-3951	20	38	.	.	PUNCT
cana-3951	21	1	1.1	1.1	NUM
cana-3951	21	2	scm	scm	PROPN
cana-3951	21	3	risk	risk	NOUN
cana-3951	21	4	management	management	NOUN
cana-3951	21	5	the	the	DET
cana-3951	21	6	potential	potential	NOUN
cana-3951	21	7	for	for	ADP
cana-3951	21	8	injury	injury	NOUN
cana-3951	21	9	or	or	CCONJ
cana-3951	21	10	loss	loss	NOUN
cana-3951	21	11	is	be	AUX
cana-3951	21	12	referred	refer	VERB
cana-3951	21	13	to	to	ADP
cana-3951	21	14	as	as	ADP
cana-3951	21	15	risk	risk	NOUN
cana-3951	21	16	.	.	PUNCT
cana-3951	22	1	exposure	exposure	NOUN
cana-3951	22	2	to	to	ADP
cana-3951	22	3	the	the	DET
cana-3951	22	4	potential	potential	NOUN
cana-3951	22	5	of	of	ADP
cana-3951	22	6	loss	loss	NOUN
cana-3951	22	7	,	,	PUNCT
cana-3951	22	8	the	the	DET
cana-3951	22	9	degree	degree	NOUN
cana-3951	22	10	of	of	ADP
cana-3951	22	11	probability	probability	NOUN
cana-3951	22	12	connected	connect	VERB
cana-3951	22	13	with	with	ADP
cana-3951	22	14	that	that	DET
cana-3951	22	15	loss	loss	NOUN
cana-3951	22	16	,	,	PUNCT
cana-3951	22	17	a	a	DET
cana-3951	22	18	hazard	hazard	NOUN
cana-3951	22	19	or	or	CCONJ
cana-3951	22	20	peril	peril	NOUN
cana-3951	22	21	,	,	PUNCT
cana-3951	22	22	and	and	CCONJ
cana-3951	22	23	the	the	DET
cana-3951	22	24	risk	risk	NOUN
cana-3951	22	25	of	of	ADP
cana-3951	22	26	damage	damage	NOUN
cana-3951	22	27	or	or	CCONJ
cana-3951	22	28	loss	loss	NOUN
cana-3951	22	29	.	.	PUNCT
cana-3951	23	1	uncertainty	uncertainty	NOUN
cana-3951	23	2	about	about	ADP
cana-3951	23	3	the	the	DET
cana-3951	23	4	future	future	NOUN
cana-3951	23	5	gives	give	VERB
cana-3951	23	6	rise	rise	NOUN
cana-3951	23	7	to	to	ADP
cana-3951	23	8	risks	risk	NOUN
cana-3951	23	9	,	,	PUNCT
cana-3951	23	10	and	and	CCONJ
cana-3951	23	11	since	since	SCONJ
cana-3951	23	12	exact	exact	ADJ
cana-3951	23	13	results	result	NOUN
cana-3951	23	14	are	be	AUX
cana-3951	23	15	impossible	impossible	ADJ
cana-3951	23	16	to	to	PART
cana-3951	23	17	achieve	achieve	VERB
cana-3951	23	18	,	,	PUNCT
cana-3951	23	19	risk	risk	NOUN
cana-3951	23	20	is	be	AUX
cana-3951	23	21	always	always	ADV
cana-3951	23	22	there	there	ADV
cana-3951	23	23	.	.	PUNCT
cana-3951	24	1	'	'	PUNCT
cana-3951	24	2	risk	risk	NOUN
cana-3951	24	3	'	'	PUNCT
cana-3951	24	4	and	and	CCONJ
cana-3951	24	5	'	'	PUNCT
cana-3951	24	6	uncertainty	uncertainty	NOUN
cana-3951	24	7	'	'	PUNCT
cana-3951	24	8	are	be	AUX
cana-3951	24	9	sometimes	sometimes	ADV
cana-3951	24	10	used	use	VERB
cana-3951	24	11	synonymously	synonymously	ADV
cana-3951	24	12	,	,	PUNCT
cana-3951	24	13	although	although	SCONJ
cana-3951	24	14	they	they	PRON
cana-3951	24	15	have	have	VERB
cana-3951	24	16	a	a	DET
cana-3951	24	17	fundamental	fundamental	ADJ
cana-3951	24	18	mailto:riteshvns53@gmail.com	mailto:riteshvns53@gmail.com	NOUN
cana-3951	24	19	mailto:udaigkp@gmail.com	mailto:udaigkp@gmail.com	PROPN
cana-3951	24	20	communications	communication	NOUN
cana-3951	24	21	on	on	ADP
cana-3951	24	22	applied	apply	VERB
cana-3951	24	23	nonlinear	nonlinear	ADJ
cana-3951	24	24	analysis	analysis	NOUN
cana-3951	24	25	issn	issn	NOUN
cana-3951	24	26	:	:	PUNCT
cana-3951	24	27	1074	1074	NUM
cana-3951	24	28	-	-	PUNCT
cana-3951	24	29	133x	133x	NUM
cana-3951	24	30	vol	vol	NOUN
cana-3951	24	31	32	32	NUM
cana-3951	25	1	no	no	NOUN
cana-3951	25	2	.	.	PUNCT
cana-3951	26	1	9s	9s	NUM
cana-3951	26	2	(	(	PUNCT
cana-3951	26	3	2025	2025	NUM
cana-3951	26	4	)	)	PUNCT
cana-3951	26	5	404	404	NUM
cana-3951	26	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3951	26	7	difference	difference	NOUN
cana-3951	26	8	.	.	PUNCT
cana-3951	27	1	the	the	DET
cana-3951	27	2	ability	ability	NOUN
cana-3951	27	3	to	to	PART
cana-3951	27	4	list	list	VERB
cana-3951	27	5	possible	possible	ADJ
cana-3951	27	6	future	future	ADJ
cana-3951	27	7	events	event	NOUN
cana-3951	27	8	but	but	CCONJ
cana-3951	27	9	not	not	PART
cana-3951	27	10	knowing	know	VERB
cana-3951	27	11	which	which	PRON
cana-3951	27	12	will	will	AUX
cana-3951	27	13	occur	occur	VERB
cana-3951	27	14	or	or	CCONJ
cana-3951	27	15	their	their	PRON
cana-3951	27	16	respective	respective	ADJ
cana-3951	27	17	probability	probability	NOUN
cana-3951	27	18	is	be	AUX
cana-3951	27	19	known	know	VERB
cana-3951	27	20	as	as	ADP
cana-3951	27	21	uncertainty	uncertainty	NOUN
cana-3951	27	22	.	.	PUNCT
cana-3951	28	1	the	the	DET
cana-3951	28	2	ability	ability	NOUN
cana-3951	28	3	to	to	PART
cana-3951	28	4	list	list	VERB
cana-3951	28	5	possible	possible	ADJ
cana-3951	28	6	future	future	ADJ
cana-3951	28	7	events	event	NOUN
cana-3951	28	8	and	and	CCONJ
cana-3951	28	9	give	give	VERB
cana-3951	28	10	each	each	DET
cana-3951	28	11	one	one	NOUN
cana-3951	28	12	a	a	DET
cana-3951	28	13	chance	chance	NOUN
cana-3951	28	14	is	be	AUX
cana-3951	28	15	known	know	VERB
cana-3951	28	16	as	as	ADP
cana-3951	28	17	risk	risk	NOUN
cana-3951	28	18	[	[	X
cana-3951	28	19	3	3	NUM
cana-3951	28	20	]	]	PUNCT
cana-3951	28	21	.	.	PUNCT
cana-3951	29	1	the	the	DET
cana-3951	29	2	topic	topic	NOUN
cana-3951	29	3	of	of	ADP
cana-3951	29	4	"	"	PUNCT
cana-3951	29	5	risk	risk	NOUN
cana-3951	29	6	management	management	NOUN
cana-3951	29	7	"	"	PUNCT
cana-3951	29	8	usually	usually	ADV
cana-3951	29	9	comes	come	VERB
cana-3951	29	10	up	up	ADP
cana-3951	29	11	when	when	SCONJ
cana-3951	29	12	managers	manager	NOUN
cana-3951	29	13	discuss	discuss	VERB
cana-3951	29	14	uncertainty	uncertainty	NOUN
cana-3951	29	15	,	,	PUNCT
cana-3951	29	16	risk	risk	NOUN
cana-3951	29	17	,	,	PUNCT
cana-3951	29	18	certainty	certainty	NOUN
cana-3951	29	19	,	,	PUNCT
cana-3951	29	20	and	and	CCONJ
cana-3951	29	21	ignorance	ignorance	NOUN
cana-3951	29	22	.	.	PUNCT
cana-3951	30	1	risk	risk	NOUN
cana-3951	30	2	management	management	NOUN
cana-3951	30	3	is	be	AUX
cana-3951	30	4	a	a	DET
cana-3951	30	5	methodical	methodical	ADJ
cana-3951	30	6	approach	approach	NOUN
cana-3951	30	7	to	to	ADP
cana-3951	30	8	identifying	identify	VERB
cana-3951	30	9	,	,	PUNCT
cana-3951	30	10	mitigating	mitigating	NOUN
cana-3951	30	11	,	,	PUNCT
cana-3951	30	12	and	and	CCONJ
cana-3951	30	13	assessing	assess	VERB
cana-3951	30	14	risks	risk	NOUN
cana-3951	30	15	in	in	ADP
cana-3951	30	16	order	order	NOUN
cana-3951	30	17	to	to	PART
cana-3951	30	18	reduce	reduce	VERB
cana-3951	30	19	losses	loss	NOUN
cana-3951	30	20	brought	bring	VERB
cana-3951	30	21	on	on	ADP
cana-3951	30	22	by	by	ADP
cana-3951	30	23	insufficient	insufficient	ADJ
cana-3951	30	24	risk	risk	NOUN
cana-3951	30	25	management	management	NOUN
cana-3951	30	26	.	.	PUNCT
cana-3951	31	1	[	[	X
cana-3951	31	2	4	4	X
cana-3951	31	3	]	]	X
cana-3951	31	4	[	[	X
cana-3951	31	5	5	5	NUM
cana-3951	31	6	]	]	PUNCT
cana-3951	31	7	.	.	PUNCT
cana-3951	32	1	•	•	ADJ
cana-3951	32	2	risk	risk	NOUN
cana-3951	32	3	recognition	recognition	NOUN
cana-3951	32	4	:	:	PUNCT
cana-3951	32	5	helps	helps	AUX
cana-3951	32	6	identify	identify	VERB
cana-3951	32	7	any	any	DET
cana-3951	32	8	threats	threat	NOUN
cana-3951	32	9	to	to	ADP
cana-3951	32	10	the	the	DET
cana-3951	32	11	system	system	NOUN
cana-3951	32	12	.	.	PUNCT
cana-3951	33	1	•	•	NOUN
cana-3951	33	2	risk	risk	NOUN
cana-3951	33	3	analysis	analysis	NOUN
cana-3951	33	4	and	and	CCONJ
cana-3951	33	5	evaluation	evaluation	NOUN
cana-3951	33	6	:	:	PUNCT
cana-3951	33	7	it	it	PRON
cana-3951	33	8	helps	help	VERB
cana-3951	33	9	prioritize	prioritize	VERB
cana-3951	33	10	,	,	PUNCT
cana-3951	33	11	assess	assess	NOUN
cana-3951	33	12	,	,	PUNCT
cana-3951	33	13	and	and	CCONJ
cana-3951	33	14	put	put	VERB
cana-3951	33	15	into	into	ADP
cana-3951	33	16	practice	practice	NOUN
cana-3951	33	17	the	the	DET
cana-3951	33	18	suggested	suggested	ADJ
cana-3951	33	19	control	control	NOUN
cana-3951	33	20	mechanisms	mechanism	NOUN
cana-3951	33	21	inside	inside	ADP
cana-3951	33	22	the	the	DET
cana-3951	33	23	system	system	NOUN
cana-3951	33	24	.	.	PUNCT
cana-3951	34	1	•	•	NOUN
cana-3951	34	2	risk	risk	NOUN
cana-3951	34	3	reduction	reduction	NOUN
cana-3951	34	4	:	:	PUNCT
cana-3951	34	5	to	to	PART
cana-3951	34	6	evaluate	evaluate	VERB
cana-3951	34	7	and	and	CCONJ
cana-3951	34	8	ascertain	ascertain	VERB
cana-3951	34	9	whether	whether	SCONJ
cana-3951	34	10	the	the	DET
cana-3951	34	11	current	current	ADJ
cana-3951	34	12	control	control	NOUN
cana-3951	34	13	approach	approach	NOUN
cana-3951	34	14	is	be	AUX
cana-3951	34	15	applicable	applicable	ADJ
cana-3951	34	16	to	to	ADP
cana-3951	34	17	the	the	DET
cana-3951	34	18	system	system	NOUN
cana-3951	34	19	.	.	PUNCT
cana-3951	35	1	1.2	1.2	NUM
cana-3951	35	2	need	need	NOUN
cana-3951	35	3	for	for	ADP
cana-3951	35	4	blockchain	blockchain	PROPN
cana-3951	35	5	technology	technology	PROPN
cana-3951	35	6	in	in	ADP
cana-3951	35	7	supply	supply	NOUN
cana-3951	35	8	chain	chain	NOUN
cana-3951	35	9	management	management	NOUN
cana-3951	35	10	(	(	PUNCT
cana-3951	35	11	scm	scm	PROPN
cana-3951	35	12	)	)	PUNCT
cana-3951	35	13	supply	supply	NOUN
cana-3951	35	14	chain	chain	NOUN
cana-3951	35	15	management	management	NOUN
cana-3951	35	16	(	(	PUNCT
cana-3951	35	17	scm	scm	PROPN
cana-3951	35	18	)	)	PUNCT
cana-3951	35	19	involves	involve	VERB
cana-3951	35	20	the	the	DET
cana-3951	35	21	coordination	coordination	NOUN
cana-3951	35	22	of	of	ADP
cana-3951	35	23	activities	activity	NOUN
cana-3951	35	24	required	require	VERB
cana-3951	35	25	to	to	PART
cana-3951	35	26	produce	produce	VERB
cana-3951	35	27	and	and	CCONJ
cana-3951	35	28	deliver	deliver	VERB
cana-3951	35	29	goods	good	NOUN
cana-3951	35	30	,	,	PUNCT
cana-3951	35	31	from	from	ADP
cana-3951	35	32	raw	raw	ADJ
cana-3951	35	33	material	material	NOUN
cana-3951	35	34	sourcing	sourcing	NOUN
cana-3951	35	35	to	to	ADP
cana-3951	35	36	the	the	DET
cana-3951	35	37	final	final	ADJ
cana-3951	35	38	consumer	consumer	NOUN
cana-3951	35	39	.	.	PUNCT
cana-3951	36	1	despite	despite	SCONJ
cana-3951	36	2	its	its	PRON
cana-3951	36	3	importance	importance	NOUN
cana-3951	36	4	,	,	PUNCT
cana-3951	36	5	traditional	traditional	ADJ
cana-3951	36	6	scm	scm	PROPN
cana-3951	36	7	systems	system	NOUN
cana-3951	36	8	face	face	VERB
cana-3951	36	9	challenges	challenge	NOUN
cana-3951	36	10	like	like	ADP
cana-3951	36	11	lack	lack	NOUN
cana-3951	36	12	of	of	ADP
cana-3951	36	13	transparency	transparency	NOUN
cana-3951	36	14	,	,	PUNCT
cana-3951	36	15	inefficiencies	inefficiency	NOUN
cana-3951	36	16	,	,	PUNCT
cana-3951	36	17	and	and	CCONJ
cana-3951	36	18	susceptibility	susceptibility	NOUN
cana-3951	36	19	to	to	PART
cana-3951	36	20	fraud	fraud	VERB
cana-3951	36	21	.	.	PUNCT
cana-3951	37	1	blockchain	blockchain	PROPN
cana-3951	37	2	technology	technology	NOUN
cana-3951	37	3	addresses	address	VERB
cana-3951	37	4	these	these	DET
cana-3951	37	5	issues	issue	NOUN
cana-3951	37	6	by	by	ADP
cana-3951	37	7	introducing	introduce	VERB
cana-3951	37	8	a	a	DET
cana-3951	37	9	secure	secure	ADJ
cana-3951	37	10	,	,	PUNCT
cana-3951	37	11	decentralized	decentralize	VERB
cana-3951	37	12	,	,	PUNCT
cana-3951	37	13	and	and	CCONJ
cana-3951	37	14	transparent	transparent	ADJ
cana-3951	37	15	framework	framework	NOUN
cana-3951	37	16	for	for	ADP
cana-3951	37	17	managing	manage	VERB
cana-3951	37	18	supply	supply	NOUN
cana-3951	37	19	chain	chain	NOUN
cana-3951	37	20	operations	operation	NOUN
cana-3951	37	21	.	.	PUNCT
cana-3951	38	1	[	[	X
cana-3951	38	2	2	2	X
cana-3951	38	3	]	]	SYM
cana-3951	38	4	1.3	1.3	NUM
cana-3951	38	5	challenges	challenge	NOUN
cana-3951	38	6	in	in	ADP
cana-3951	38	7	traditional	traditional	ADJ
cana-3951	38	8	scm	scm	PROPN
cana-3951	38	9	1	1	NUM
cana-3951	38	10	.	.	PUNCT
cana-3951	39	1	lack	lack	NOUN
cana-3951	39	2	of	of	ADP
cana-3951	39	3	transparency	transparency	NOUN
cana-3951	39	4	:	:	PUNCT
cana-3951	39	5	limited	limited	ADJ
cana-3951	39	6	visibility	visibility	NOUN
cana-3951	39	7	into	into	ADP
cana-3951	39	8	the	the	DET
cana-3951	39	9	movement	movement	NOUN
cana-3951	39	10	of	of	ADP
cana-3951	39	11	goods	good	NOUN
cana-3951	39	12	and	and	CCONJ
cana-3951	39	13	raw	raw	ADJ
cana-3951	39	14	materials	material	NOUN
cana-3951	39	15	across	across	ADP
cana-3951	39	16	the	the	DET
cana-3951	39	17	supply	supply	NOUN
cana-3951	39	18	chain	chain	NOUN
cana-3951	39	19	.	.	PUNCT
cana-3951	40	1	2	2	X
cana-3951	40	2	.	.	X
cana-3951	40	3	data	datum	NOUN
cana-3951	40	4	silos	silo	NOUN
cana-3951	40	5	:	:	PUNCT
cana-3951	40	6	fragmented	fragmented	ADJ
cana-3951	40	7	systems	system	NOUN
cana-3951	40	8	make	make	VERB
cana-3951	40	9	it	it	PRON
cana-3951	40	10	difficult	difficult	ADJ
cana-3951	40	11	to	to	PART
cana-3951	40	12	share	share	VERB
cana-3951	40	13	and	and	CCONJ
cana-3951	40	14	synchronize	synchronize	VERB
cana-3951	40	15	information	information	NOUN
cana-3951	40	16	among	among	ADP
cana-3951	40	17	stakeholders	stakeholder	NOUN
cana-3951	40	18	.	.	PUNCT
cana-3951	41	1	3	3	X
cana-3951	41	2	.	.	X
cana-3951	41	3	fraud	fraud	NOUN
cana-3951	41	4	and	and	CCONJ
cana-3951	41	5	counterfeiting	counterfeiting	NOUN
cana-3951	41	6	:	:	PUNCT
cana-3951	41	7	high	high	ADJ
cana-3951	41	8	risk	risk	NOUN
cana-3951	41	9	of	of	ADP
cana-3951	41	10	counterfeit	counterfeit	ADJ
cana-3951	41	11	goods	good	NOUN
cana-3951	41	12	entering	enter	VERB
cana-3951	41	13	the	the	DET
cana-3951	41	14	supply	supply	NOUN
cana-3951	41	15	chain	chain	NOUN
cana-3951	41	16	.	.	PUNCT
cana-3951	42	1	4	4	X
cana-3951	42	2	.	.	X
cana-3951	42	3	inefficiencies	inefficiency	NOUN
cana-3951	42	4	:	:	PUNCT
cana-3951	42	5	manual	manual	ADJ
cana-3951	42	6	record	record	NOUN
cana-3951	42	7	-	-	PUNCT
cana-3951	42	8	keeping	keeping	NOUN
cana-3951	42	9	and	and	CCONJ
cana-3951	42	10	delays	delay	NOUN
cana-3951	42	11	in	in	ADP
cana-3951	42	12	verification	verification	NOUN
cana-3951	42	13	processes	process	NOUN
cana-3951	42	14	lead	lead	VERB
cana-3951	42	15	to	to	ADP
cana-3951	42	16	inefficiencies	inefficiency	NOUN
cana-3951	42	17	and	and	CCONJ
cana-3951	42	18	increased	increase	VERB
cana-3951	42	19	costs	cost	NOUN
cana-3951	42	20	.	.	PUNCT
cana-3951	43	1	1.4	1.4	NUM
cana-3951	43	2	how	how	SCONJ
cana-3951	43	3	blockchain	blockchain	PROPN
cana-3951	43	4	addresses	address	NOUN
cana-3951	43	5	scm	scm	PROPN
cana-3951	43	6	needs	need	VERB
cana-3951	43	7	1	1	NUM
cana-3951	43	8	.	.	PUNCT
cana-3951	43	9	enhanced	enhance	VERB
cana-3951	43	10	transparency	transparency	NOUN
cana-3951	43	11	:	:	PUNCT
cana-3951	43	12	•	•	NUM
cana-3951	43	13	blockchain	blockchain	PROPN
cana-3951	43	14	creates	create	VERB
cana-3951	43	15	an	an	DET
cana-3951	43	16	immutable	immutable	ADJ
cana-3951	43	17	ledger	ledger	NOUN
cana-3951	43	18	where	where	SCONJ
cana-3951	43	19	every	every	DET
cana-3951	43	20	transaction	transaction	NOUN
cana-3951	43	21	or	or	CCONJ
cana-3951	43	22	event	event	NOUN
cana-3951	43	23	is	be	AUX
cana-3951	43	24	recorded	record	VERB
cana-3951	43	25	and	and	CCONJ
cana-3951	43	26	accessible	accessible	ADJ
cana-3951	43	27	to	to	ADP
cana-3951	43	28	all	all	DET
cana-3951	43	29	authorized	authorized	ADJ
cana-3951	43	30	stakeholders	stakeholder	NOUN
cana-3951	43	31	.	.	PUNCT
cana-3951	44	1	this	this	PRON
cana-3951	44	2	ensures	ensure	VERB
cana-3951	44	3	end	end	NOUN
cana-3951	44	4	-	-	PUNCT
cana-3951	44	5	to	to	ADP
cana-3951	44	6	-	-	PUNCT
cana-3951	44	7	end	end	NOUN
cana-3951	44	8	visibility	visibility	NOUN
cana-3951	44	9	in	in	ADP
cana-3951	44	10	the	the	DET
cana-3951	44	11	supply	supply	NOUN
cana-3951	44	12	chain	chain	NOUN
cana-3951	44	13	.	.	PUNCT
cana-3951	45	1	2	2	X
cana-3951	45	2	.	.	NUM
cana-3951	45	3	improved	improve	VERB
cana-3951	45	4	traceability	traceability	NOUN
cana-3951	45	5	:	:	PUNCT
cana-3951	45	6	•	•	ADP
cana-3951	45	7	each	each	DET
cana-3951	45	8	product	product	NOUN
cana-3951	45	9	's	's	PART
cana-3951	45	10	journey	journey	NOUN
cana-3951	45	11	,	,	PUNCT
cana-3951	45	12	from	from	ADP
cana-3951	45	13	origin	origin	NOUN
cana-3951	45	14	to	to	ADP
cana-3951	45	15	final	final	ADJ
cana-3951	45	16	delivery	delivery	NOUN
cana-3951	45	17	,	,	PUNCT
cana-3951	45	18	can	can	AUX
cana-3951	45	19	be	be	AUX
cana-3951	45	20	tracked	track	VERB
cana-3951	45	21	in	in	ADP
cana-3951	45	22	real	real	ADJ
cana-3951	45	23	-	-	PUNCT
cana-3951	45	24	time	time	NOUN
cana-3951	45	25	.	.	PUNCT
cana-3951	46	1	this	this	PRON
cana-3951	46	2	is	be	AUX
cana-3951	46	3	crucial	crucial	ADJ
cana-3951	46	4	for	for	ADP
cana-3951	46	5	industries	industry	NOUN
cana-3951	46	6	like	like	ADP
cana-3951	46	7	food	food	NOUN
cana-3951	46	8	and	and	CCONJ
cana-3951	46	9	pharmaceuticals	pharmaceutical	NOUN
cana-3951	46	10	where	where	SCONJ
cana-3951	46	11	provenance	provenance	NOUN
cana-3951	46	12	matters	matter	VERB
cana-3951	46	13	.	.	PUNCT
cana-3951	47	1	3	3	X
cana-3951	47	2	.	.	X
cana-3951	47	3	data	datum	NOUN
cana-3951	47	4	security	security	NOUN
cana-3951	47	5	and	and	CCONJ
cana-3951	47	6	integrity	integrity	NOUN
cana-3951	47	7	:	:	PUNCT
cana-3951	47	8	•	•	NUM
cana-3951	47	9	blockchain	blockchain	PROPN
cana-3951	47	10	's	's	PART
cana-3951	47	11	cryptographic	cryptographic	ADJ
cana-3951	47	12	security	security	NOUN
cana-3951	47	13	ensures	ensure	VERB
cana-3951	47	14	that	that	SCONJ
cana-3951	47	15	data	datum	NOUN
cana-3951	47	16	can	can	AUX
cana-3951	47	17	not	not	PART
cana-3951	47	18	be	be	AUX
cana-3951	47	19	altered	alter	VERB
cana-3951	47	20	or	or	CCONJ
cana-3951	47	21	tampered	tamper	VERB
cana-3951	47	22	with	with	ADP
cana-3951	47	23	,	,	PUNCT
cana-3951	47	24	building	build	VERB
cana-3951	47	25	trust	trust	NOUN
cana-3951	47	26	among	among	ADP
cana-3951	47	27	stakeholders	stakeholder	NOUN
cana-3951	47	28	.	.	PUNCT
cana-3951	48	1	4	4	X
cana-3951	48	2	.	.	X
cana-3951	48	3	efficient	efficient	ADJ
cana-3951	48	4	operations	operation	NOUN
cana-3951	48	5	:	:	PUNCT
cana-3951	48	6	•	•	NUM
cana-3951	48	7	automated	automate	VERB
cana-3951	48	8	smart	smart	ADJ
cana-3951	48	9	contracts	contract	NOUN
cana-3951	48	10	streamline	streamline	VERB
cana-3951	48	11	processes	process	NOUN
cana-3951	48	12	such	such	ADJ
cana-3951	48	13	as	as	ADP
cana-3951	48	14	payment	payment	NOUN
cana-3951	48	15	settlements	settlement	NOUN
cana-3951	48	16	and	and	CCONJ
cana-3951	48	17	compliance	compliance	NOUN
cana-3951	48	18	checks	check	NOUN
cana-3951	48	19	,	,	PUNCT
cana-3951	48	20	reducing	reduce	VERB
cana-3951	48	21	delays	delay	NOUN
cana-3951	48	22	and	and	CCONJ
cana-3951	48	23	manual	manual	ADJ
cana-3951	48	24	intervention	intervention	NOUN
cana-3951	48	25	.	.	PUNCT
cana-3951	49	1	5	5	X
cana-3951	49	2	.	.	X
cana-3951	49	3	fraud	fraud	NOUN
cana-3951	49	4	prevention	prevention	PROPN
cana-3951	49	5	:	:	PUNCT
cana-3951	49	6	•	•	NUM
cana-3951	49	7	blockchain	blockchain	PROPN
cana-3951	49	8	’s	’s	PART
cana-3951	49	9	immutable	immutable	ADJ
cana-3951	49	10	records	record	NOUN
cana-3951	49	11	make	make	VERB
cana-3951	49	12	it	it	PRON
cana-3951	49	13	nearly	nearly	ADV
cana-3951	49	14	impossible	impossible	ADJ
cana-3951	49	15	for	for	ADP
cana-3951	49	16	counterfeit	counterfeit	ADJ
cana-3951	49	17	products	product	NOUN
cana-3951	49	18	or	or	CCONJ
cana-3951	49	19	falsified	falsified	ADJ
cana-3951	49	20	data	datum	NOUN
cana-3951	49	21	to	to	PART
cana-3951	49	22	enter	enter	VERB
cana-3951	49	23	the	the	DET
cana-3951	49	24	supply	supply	NOUN
cana-3951	49	25	chain	chain	NOUN
cana-3951	49	26	.	.	PUNCT
cana-3951	50	1	6	6	NUM
cana-3951	50	2	.	.	X
cana-3951	50	3	collaboration	collaboration	NOUN
cana-3951	50	4	and	and	CCONJ
cana-3951	50	5	trust	trust	NOUN
cana-3951	50	6	:	:	PUNCT
cana-3951	50	7	communications	communication	NOUN
cana-3951	50	8	on	on	ADP
cana-3951	50	9	applied	apply	VERB
cana-3951	50	10	nonlinear	nonlinear	ADJ
cana-3951	50	11	analysis	analysis	NOUN
cana-3951	50	12	issn	issn	NOUN
cana-3951	50	13	:	:	PUNCT
cana-3951	50	14	1074	1074	NUM
cana-3951	50	15	-	-	PUNCT
cana-3951	50	16	133x	133x	NUM
cana-3951	50	17	vol	vol	NOUN
cana-3951	50	18	32	32	NUM
cana-3951	50	19	no	no	NOUN
cana-3951	50	20	.	.	PUNCT
cana-3951	51	1	9s	9s	NUM
cana-3951	51	2	(	(	PUNCT
cana-3951	51	3	2025	2025	NUM
cana-3951	51	4	)	)	PUNCT
cana-3951	51	5	405	405	NUM
cana-3951	51	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3951	51	7	•	•	NOUN
cana-3951	51	8	by	by	ADP
cana-3951	51	9	enabling	enable	VERB
cana-3951	51	10	secure	secure	ADJ
cana-3951	51	11	data	datum	NOUN
cana-3951	51	12	sharing	sharing	NOUN
cana-3951	51	13	among	among	ADP
cana-3951	51	14	participants	participant	NOUN
cana-3951	51	15	,	,	PUNCT
cana-3951	51	16	blockchain	blockchain	PROPN
cana-3951	51	17	fosters	foster	VERB
cana-3951	51	18	collaboration	collaboration	NOUN
cana-3951	51	19	and	and	CCONJ
cana-3951	51	20	reduces	reduce	VERB
cana-3951	51	21	conflicts	conflict	NOUN
cana-3951	51	22	arising	arise	VERB
cana-3951	51	23	from	from	ADP
cana-3951	51	24	information	information	NOUN
cana-3951	51	25	asymmetry	asymmetry	NOUN
cana-3951	51	26	.	.	PUNCT
cana-3951	52	1	blockchain	blockchain	PROPN
cana-3951	52	2	technology	technology	PROPN
cana-3951	52	3	addresses	address	VERB
cana-3951	52	4	the	the	DET
cana-3951	52	5	critical	critical	ADJ
cana-3951	52	6	challenges	challenge	NOUN
cana-3951	52	7	in	in	ADP
cana-3951	52	8	scm	scm	PROPN
cana-3951	52	9	by	by	ADP
cana-3951	52	10	providing	provide	VERB
cana-3951	52	11	transparency	transparency	NOUN
cana-3951	52	12	,	,	PUNCT
cana-3951	52	13	traceability	traceability	NOUN
cana-3951	52	14	,	,	PUNCT
cana-3951	52	15	and	and	CCONJ
cana-3951	52	16	security	security	NOUN
cana-3951	52	17	.	.	PUNCT
cana-3951	53	1	its	its	PRON
cana-3951	53	2	integration	integration	NOUN
cana-3951	53	3	ensures	ensure	VERB
cana-3951	53	4	more	more	ADV
cana-3951	53	5	efficient	efficient	ADJ
cana-3951	53	6	and	and	CCONJ
cana-3951	53	7	reliable	reliable	ADJ
cana-3951	53	8	supply	supply	NOUN
cana-3951	53	9	chain	chain	NOUN
cana-3951	53	10	operations	operation	NOUN
cana-3951	53	11	,	,	PUNCT
cana-3951	53	12	reducing	reduce	VERB
cana-3951	53	13	costs	cost	NOUN
cana-3951	53	14	and	and	CCONJ
cana-3951	53	15	enhancing	enhance	VERB
cana-3951	53	16	trust	trust	NOUN
cana-3951	53	17	among	among	ADP
cana-3951	53	18	all	all	DET
cana-3951	53	19	participants	participant	NOUN
cana-3951	53	20	.	.	PUNCT
cana-3951	54	1	as	as	SCONJ
cana-3951	54	2	global	global	ADJ
cana-3951	54	3	trade	trade	NOUN
cana-3951	54	4	becomes	become	VERB
cana-3951	54	5	increasingly	increasingly	ADV
cana-3951	54	6	complex	complex	ADJ
cana-3951	54	7	,	,	PUNCT
cana-3951	54	8	the	the	DET
cana-3951	54	9	adoption	adoption	NOUN
cana-3951	54	10	of	of	ADP
cana-3951	54	11	blockchain	blockchain	PROPN
cana-3951	54	12	in	in	ADP
cana-3951	54	13	scm	scm	PROPN
cana-3951	54	14	is	be	AUX
cana-3951	54	15	no	no	ADV
cana-3951	54	16	longer	long	ADV
cana-3951	54	17	optional	optional	ADJ
cana-3951	54	18	but	but	CCONJ
cana-3951	54	19	essential	essential	ADJ
cana-3951	54	20	for	for	ADP
cana-3951	54	21	future	future	ADJ
cana-3951	54	22	-	-	PUNCT
cana-3951	54	23	proofing	proof	VERB
cana-3951	54	24	supply	supply	NOUN
cana-3951	54	25	chain	chain	NOUN
cana-3951	54	26	networks	network	NOUN
cana-3951	54	27	.	.	PUNCT
cana-3951	55	1	[	[	X
cana-3951	55	2	6	6	NUM
cana-3951	55	3	,	,	PUNCT
cana-3951	55	4	7	7	NUM
cana-3951	55	5	,	,	PUNCT
cana-3951	55	6	8	8	NUM
cana-3951	55	7	]	]	SYM
cana-3951	55	8	1.5	1.5	NUM
cana-3951	55	9	integration	integration	NOUN
cana-3951	55	10	of	of	ADP
cana-3951	55	11	blockchain	blockchain	PROPN
cana-3951	55	12	and	and	CCONJ
cana-3951	55	13	deep	deep	ADJ
cana-3951	55	14	learning	learning	NOUN
cana-3951	55	15	in	in	ADP
cana-3951	55	16	supply	supply	NOUN
cana-3951	55	17	chain	chain	NOUN
cana-3951	55	18	management	management	NOUN
cana-3951	55	19	the	the	DET
cana-3951	55	20	integration	integration	NOUN
cana-3951	55	21	of	of	ADP
cana-3951	55	22	blockchain	blockchain	PROPN
cana-3951	55	23	technology	technology	PROPN
cana-3951	55	24	and	and	CCONJ
cana-3951	55	25	deep	deep	ADJ
cana-3951	55	26	learning	learning	NOUN
cana-3951	55	27	(	(	PUNCT
cana-3951	55	28	dl	dl	NOUN
cana-3951	55	29	)	)	PUNCT
cana-3951	55	30	in	in	ADP
cana-3951	55	31	supply	supply	NOUN
cana-3951	55	32	chain	chain	NOUN
cana-3951	55	33	management	management	NOUN
cana-3951	55	34	(	(	PUNCT
cana-3951	55	35	scm	scm	PROPN
cana-3951	55	36	)	)	PUNCT
cana-3951	55	37	is	be	AUX
cana-3951	55	38	reshaping	reshape	VERB
cana-3951	55	39	how	how	SCONJ
cana-3951	55	40	organizations	organization	NOUN
cana-3951	55	41	manage	manage	VERB
cana-3951	55	42	and	and	CCONJ
cana-3951	55	43	optimize	optimize	VERB
cana-3951	55	44	their	their	PRON
cana-3951	55	45	supply	supply	NOUN
cana-3951	55	46	chain	chain	NOUN
cana-3951	55	47	networks	network	NOUN
cana-3951	55	48	.	.	PUNCT
cana-3951	56	1	blockchain	blockchain	PROPN
cana-3951	56	2	ensures	ensure	VERB
cana-3951	56	3	secure	secure	ADJ
cana-3951	56	4	,	,	PUNCT
cana-3951	56	5	decentralized	decentralize	VERB
cana-3951	56	6	,	,	PUNCT
cana-3951	56	7	and	and	CCONJ
cana-3951	56	8	transparent	transparent	ADJ
cana-3951	56	9	data	datum	NOUN
cana-3951	56	10	sharing	sharing	NOUN
cana-3951	56	11	,	,	PUNCT
cana-3951	56	12	while	while	SCONJ
cana-3951	56	13	deep	deep	ADJ
cana-3951	56	14	learning	learning	NOUN
cana-3951	56	15	leverages	leverage	NOUN
cana-3951	56	16	advanced	advanced	ADJ
cana-3951	56	17	neural	neural	ADJ
cana-3951	56	18	networks	network	NOUN
cana-3951	56	19	to	to	PART
cana-3951	56	20	extract	extract	VERB
cana-3951	56	21	patterns	pattern	NOUN
cana-3951	56	22	,	,	PUNCT
cana-3951	56	23	make	make	VERB
cana-3951	56	24	predictions	prediction	NOUN
cana-3951	56	25	,	,	PUNCT
cana-3951	56	26	and	and	CCONJ
cana-3951	56	27	automate	automate	ADJ
cana-3951	56	28	complex	complex	ADJ
cana-3951	56	29	processes	process	NOUN
cana-3951	56	30	.	.	PUNCT
cana-3951	57	1	together	together	ADV
cana-3951	57	2	,	,	PUNCT
cana-3951	57	3	these	these	DET
cana-3951	57	4	technologies	technology	NOUN
cana-3951	57	5	address	address	VERB
cana-3951	57	6	challenges	challenge	NOUN
cana-3951	57	7	such	such	ADJ
cana-3951	57	8	as	as	ADP
cana-3951	57	9	inefficiencies	inefficiency	NOUN
cana-3951	57	10	,	,	PUNCT
cana-3951	57	11	fraud	fraud	NOUN
cana-3951	57	12	,	,	PUNCT
cana-3951	57	13	and	and	CCONJ
cana-3951	57	14	the	the	DET
cana-3951	57	15	need	need	NOUN
cana-3951	57	16	for	for	ADP
cana-3951	57	17	real	real	ADJ
cana-3951	57	18	-	-	PUNCT
cana-3951	57	19	time	time	NOUN
cana-3951	57	20	decisionmaking	decisionmake	VERB
cana-3951	57	21	in	in	ADP
cana-3951	57	22	increasingly	increasingly	ADV
cana-3951	57	23	complex	complex	ADJ
cana-3951	57	24	supply	supply	NOUN
cana-3951	57	25	chains	chain	NOUN
cana-3951	57	26	.	.	PUNCT
cana-3951	58	1	[	[	X
cana-3951	58	2	9	9	NUM
cana-3951	58	3	]	]	SYM
cana-3951	58	4	1.6	1.6	NUM
cana-3951	58	5	blockchain	blockchain	NOUN
cana-3951	58	6	and	and	CCONJ
cana-3951	58	7	deep	deep	ADJ
cana-3951	58	8	learning	learning	NOUN
cana-3951	58	9	work	work	VERB
cana-3951	58	10	together	together	ADV
cana-3951	58	11	in	in	ADP
cana-3951	58	12	scm	scm	PROPN
cana-3951	58	13	1	1	NUM
cana-3951	58	14	.	.	PUNCT
cana-3951	58	15	data	datum	NOUN
cana-3951	58	16	authenticity	authenticity	NOUN
cana-3951	58	17	and	and	CCONJ
cana-3951	58	18	security	security	NOUN
cana-3951	58	19	:	:	PUNCT
cana-3951	58	20	•	•	NUM
cana-3951	58	21	blockchain	blockchain	PROPN
cana-3951	58	22	ensures	ensure	VERB
cana-3951	58	23	the	the	DET
cana-3951	58	24	integrity	integrity	NOUN
cana-3951	58	25	of	of	ADP
cana-3951	58	26	data	datum	NOUN
cana-3951	58	27	by	by	ADP
cana-3951	58	28	providing	provide	VERB
cana-3951	58	29	a	a	DET
cana-3951	58	30	tamper	tamper	ADJ
cana-3951	58	31	-	-	ADJ
cana-3951	58	32	proof	proof	ADJ
cana-3951	58	33	ledger	ledger	NOUN
cana-3951	58	34	,	,	PUNCT
cana-3951	58	35	which	which	PRON
cana-3951	58	36	serves	serve	VERB
cana-3951	58	37	as	as	ADP
cana-3951	58	38	a	a	DET
cana-3951	58	39	reliable	reliable	ADJ
cana-3951	58	40	foundation	foundation	NOUN
cana-3951	58	41	for	for	ADP
cana-3951	58	42	deep	deep	ADJ
cana-3951	58	43	learning	learning	NOUN
cana-3951	58	44	models	model	NOUN
cana-3951	58	45	.	.	PUNCT
cana-3951	59	1	2	2	X
cana-3951	59	2	.	.	X
cana-3951	59	3	advanced	advanced	ADJ
cana-3951	59	4	predictive	predictive	ADJ
cana-3951	59	5	analytics	analytic	NOUN
cana-3951	59	6	:	:	PUNCT
cana-3951	59	7	•	•	NUM
cana-3951	59	8	deep	deep	ADJ
cana-3951	59	9	learning	learn	VERB
cana-3951	59	10	algorithms	algorithm	NOUN
cana-3951	59	11	analyze	analyze	VERB
cana-3951	59	12	the	the	DET
cana-3951	59	13	vast	vast	ADJ
cana-3951	59	14	datasets	dataset	NOUN
cana-3951	59	15	stored	store	VERB
cana-3951	59	16	on	on	ADP
cana-3951	59	17	blockchain	blockchain	PROPN
cana-3951	59	18	to	to	PART
cana-3951	59	19	predict	predict	VERB
cana-3951	59	20	demand	demand	NOUN
cana-3951	59	21	patterns	pattern	NOUN
cana-3951	59	22	,	,	PUNCT
cana-3951	59	23	optimize	optimize	VERB
cana-3951	59	24	inventory	inventory	NOUN
cana-3951	59	25	levels	level	NOUN
cana-3951	59	26	,	,	PUNCT
cana-3951	59	27	and	and	CCONJ
cana-3951	59	28	identify	identify	VERB
cana-3951	59	29	potential	potential	ADJ
cana-3951	59	30	disruptions	disruption	NOUN
cana-3951	59	31	.	.	PUNCT
cana-3951	60	1	3	3	X
cana-3951	60	2	.	.	X
cana-3951	60	3	fraud	fraud	NOUN
cana-3951	60	4	detection	detection	NOUN
cana-3951	60	5	and	and	CCONJ
cana-3951	60	6	anomaly	anomaly	NOUN
cana-3951	60	7	identification	identification	NOUN
cana-3951	60	8	:	:	PUNCT
cana-3951	60	9	•	•	NUM
cana-3951	60	10	blockchain	blockchain	PROPN
cana-3951	60	11	enables	enable	VERB
cana-3951	60	12	traceability	traceability	NOUN
cana-3951	60	13	of	of	ADP
cana-3951	60	14	goods	good	NOUN
cana-3951	60	15	,	,	PUNCT
cana-3951	60	16	while	while	SCONJ
cana-3951	60	17	deep	deep	ADJ
cana-3951	60	18	learning	learning	NOUN
cana-3951	60	19	detects	detect	NOUN
cana-3951	60	20	unusual	unusual	ADJ
cana-3951	60	21	patterns	pattern	NOUN
cana-3951	60	22	in	in	ADP
cana-3951	60	23	data	datum	NOUN
cana-3951	60	24	that	that	PRON
cana-3951	60	25	could	could	AUX
cana-3951	60	26	indicate	indicate	VERB
cana-3951	60	27	fraud	fraud	NOUN
cana-3951	60	28	or	or	CCONJ
cana-3951	60	29	counterfeit	counterfeit	ADJ
cana-3951	60	30	activities	activity	NOUN
cana-3951	60	31	.	.	PUNCT
cana-3951	61	1	4	4	X
cana-3951	61	2	.	.	X
cana-3951	61	3	real	real	ADJ
cana-3951	61	4	-	-	PUNCT
cana-3951	61	5	time	time	NOUN
cana-3951	61	6	decision	decision	NOUN
cana-3951	61	7	making	making	NOUN
cana-3951	61	8	:	:	PUNCT
cana-3951	61	9	•	•	NUM
cana-3951	61	10	blockchain	blockchain	PROPN
cana-3951	61	11	provides	provide	VERB
cana-3951	61	12	real	real	ADJ
cana-3951	61	13	-	-	PUNCT
cana-3951	61	14	time	time	NOUN
cana-3951	61	15	data	datum	NOUN
cana-3951	61	16	,	,	PUNCT
cana-3951	61	17	and	and	CCONJ
cana-3951	61	18	dl	dl	PROPN
cana-3951	61	19	models	model	NOUN
cana-3951	61	20	process	process	VERB
cana-3951	61	21	this	this	DET
cana-3951	61	22	data	datum	NOUN
cana-3951	61	23	to	to	PART
cana-3951	61	24	generate	generate	VERB
cana-3951	61	25	actionable	actionable	ADJ
cana-3951	61	26	insights	insight	NOUN
cana-3951	61	27	,	,	PUNCT
cana-3951	61	28	such	such	ADJ
cana-3951	61	29	as	as	ADP
cana-3951	61	30	rerouting	reroute	VERB
cana-3951	61	31	shipments	shipment	NOUN
cana-3951	61	32	or	or	CCONJ
cana-3951	61	33	optimizing	optimize	VERB
cana-3951	61	34	production	production	NOUN
cana-3951	61	35	schedules	schedule	NOUN
cana-3951	61	36	.	.	PUNCT
cana-3951	62	1	5	5	X
cana-3951	62	2	.	.	NUM
cana-3951	62	3	automated	automate	VERB
cana-3951	62	4	quality	quality	NOUN
cana-3951	62	5	control	control	NOUN
cana-3951	62	6	:	:	PUNCT
cana-3951	62	7	•	•	NUM
cana-3951	62	8	dl	dl	PROPN
cana-3951	62	9	models	model	NOUN
cana-3951	62	10	,	,	PUNCT
cana-3951	62	11	trained	train	VERB
cana-3951	62	12	on	on	ADP
cana-3951	62	13	blockchain	blockchain	PROPN
cana-3951	62	14	-	-	PUNCT
cana-3951	62	15	verified	verify	VERB
cana-3951	62	16	data	datum	NOUN
cana-3951	62	17	,	,	PUNCT
cana-3951	62	18	can	can	AUX
cana-3951	62	19	analyze	analyze	VERB
cana-3951	62	20	images	image	NOUN
cana-3951	62	21	,	,	PUNCT
cana-3951	62	22	sensor	sensor	NOUN
cana-3951	62	23	data	datum	NOUN
cana-3951	62	24	,	,	PUNCT
cana-3951	62	25	or	or	CCONJ
cana-3951	62	26	other	other	ADJ
cana-3951	62	27	inputs	input	NOUN
cana-3951	62	28	to	to	PART
cana-3951	62	29	detect	detect	VERB
cana-3951	62	30	defects	defect	NOUN
cana-3951	62	31	in	in	ADP
cana-3951	62	32	products	product	NOUN
cana-3951	62	33	or	or	CCONJ
cana-3951	62	34	deviations	deviation	NOUN
cana-3951	62	35	from	from	ADP
cana-3951	62	36	quality	quality	NOUN
cana-3951	62	37	standards	standard	NOUN
cana-3951	62	38	.	.	PUNCT
cana-3951	63	1	1.7	1.7	NUM
cana-3951	63	2	applications	application	NOUN
cana-3951	63	3	of	of	ADP
cana-3951	63	4	blockchain	blockchain	PROPN
cana-3951	63	5	and	and	CCONJ
cana-3951	63	6	deep	deep	ADJ
cana-3951	63	7	learning	learning	NOUN
cana-3951	63	8	in	in	ADP
cana-3951	63	9	scm	scm	PROPN
cana-3951	63	10	1	1	NUM
cana-3951	63	11	.	.	PUNCT
cana-3951	63	12	enhanced	enhance	VERB
cana-3951	63	13	product	product	NOUN
cana-3951	63	14	traceability	traceability	NOUN
cana-3951	63	15	:	:	PUNCT
cana-3951	63	16	•	•	NUM
cana-3951	63	17	blockchain	blockchain	PROPN
cana-3951	63	18	tracks	track	VERB
cana-3951	63	19	the	the	DET
cana-3951	63	20	origin	origin	NOUN
cana-3951	63	21	and	and	CCONJ
cana-3951	63	22	movement	movement	NOUN
cana-3951	63	23	of	of	ADP
cana-3951	63	24	goods	good	NOUN
cana-3951	63	25	,	,	PUNCT
cana-3951	63	26	while	while	SCONJ
cana-3951	63	27	deep	deep	ADJ
cana-3951	63	28	learning	learning	NOUN
cana-3951	63	29	predicts	predict	VERB
cana-3951	63	30	potential	potential	ADJ
cana-3951	63	31	disruptions	disruption	NOUN
cana-3951	63	32	or	or	CCONJ
cana-3951	63	33	delays	delay	NOUN
cana-3951	63	34	in	in	ADP
cana-3951	63	35	real	real	ADJ
cana-3951	63	36	-	-	PUNCT
cana-3951	63	37	time	time	NOUN
cana-3951	63	38	.	.	PUNCT
cana-3951	64	1	2	2	X
cana-3951	64	2	.	.	X
cana-3951	64	3	dynamic	dynamic	ADJ
cana-3951	64	4	demand	demand	NOUN
cana-3951	64	5	forecasting	forecasting	NOUN
cana-3951	64	6	:	:	PUNCT
cana-3951	64	7	•	•	ADP
cana-3951	64	8	deep	deep	ADJ
cana-3951	64	9	learning	learning	NOUN
cana-3951	64	10	uses	use	VERB
cana-3951	64	11	historical	historical	ADJ
cana-3951	64	12	blockchain	blockchain	PROPN
cana-3951	64	13	data	data	PROPN
cana-3951	64	14	to	to	PART
cana-3951	64	15	anticipate	anticipate	VERB
cana-3951	64	16	changes	change	NOUN
cana-3951	64	17	in	in	ADP
cana-3951	64	18	demand	demand	NOUN
cana-3951	64	19	,	,	PUNCT
cana-3951	64	20	helping	help	VERB
cana-3951	64	21	businesses	business	NOUN
cana-3951	64	22	adjust	adjust	VERB
cana-3951	64	23	production	production	NOUN
cana-3951	64	24	and	and	CCONJ
cana-3951	64	25	distribution	distribution	NOUN
cana-3951	64	26	strategies	strategy	NOUN
cana-3951	64	27	.	.	PUNCT
cana-3951	65	1	3	3	X
cana-3951	65	2	.	.	X
cana-3951	65	3	supply	supply	NOUN
cana-3951	65	4	chain	chain	NOUN
cana-3951	65	5	risk	risk	NOUN
cana-3951	65	6	management	management	NOUN
cana-3951	65	7	:	:	PUNCT
cana-3951	65	8	•	•	NUM
cana-3951	65	9	dl	dl	PROPN
cana-3951	65	10	models	model	NOUN
cana-3951	65	11	analyze	analyze	VERB
cana-3951	65	12	blockchain	blockchain	NOUN
cana-3951	65	13	-	-	PUNCT
cana-3951	65	14	stored	store	VERB
cana-3951	65	15	data	datum	NOUN
cana-3951	65	16	to	to	PART
cana-3951	65	17	identify	identify	VERB
cana-3951	65	18	vulnerabilities	vulnerability	NOUN
cana-3951	65	19	,	,	PUNCT
cana-3951	65	20	such	such	ADJ
cana-3951	65	21	as	as	ADP
cana-3951	65	22	supplier	supplier	NOUN
cana-3951	65	23	delays	delay	NOUN
cana-3951	65	24	or	or	CCONJ
cana-3951	65	25	geopolitical	geopolitical	ADJ
cana-3951	65	26	risks	risk	NOUN
cana-3951	65	27	.	.	PUNCT
cana-3951	66	1	4	4	X
cana-3951	66	2	.	.	X
cana-3951	66	3	ethical	ethical	ADJ
cana-3951	66	4	sourcing	sourcing	NOUN
cana-3951	66	5	and	and	CCONJ
cana-3951	66	6	sustainability	sustainability	NOUN
cana-3951	66	7	:	:	PUNCT
cana-3951	66	8	•	•	NUM
cana-3951	66	9	blockchain	blockchain	PROPN
cana-3951	66	10	ensures	ensure	VERB
cana-3951	66	11	data	datum	NOUN
cana-3951	66	12	transparency	transparency	NOUN
cana-3951	66	13	for	for	ADP
cana-3951	66	14	ethical	ethical	ADJ
cana-3951	66	15	sourcing	sourcing	NOUN
cana-3951	66	16	,	,	PUNCT
cana-3951	66	17	while	while	SCONJ
cana-3951	66	18	deep	deep	ADJ
cana-3951	66	19	learning	learning	NOUN
cana-3951	66	20	evaluates	evaluate	VERB
cana-3951	66	21	compliance	compliance	NOUN
cana-3951	66	22	with	with	ADP
cana-3951	66	23	environmental	environmental	ADJ
cana-3951	66	24	and	and	CCONJ
cana-3951	66	25	social	social	ADJ
cana-3951	66	26	governance	governance	NOUN
cana-3951	66	27	(	(	PUNCT
cana-3951	66	28	esg	esg	NOUN
cana-3951	66	29	)	)	PUNCT
cana-3951	66	30	standards	standard	NOUN
cana-3951	66	31	.	.	PUNCT
cana-3951	67	1	communications	communication	NOUN
cana-3951	67	2	on	on	ADP
cana-3951	67	3	applied	apply	VERB
cana-3951	67	4	nonlinear	nonlinear	ADJ
cana-3951	67	5	analysis	analysis	NOUN
cana-3951	67	6	issn	issn	NOUN
cana-3951	67	7	:	:	PUNCT
cana-3951	67	8	1074	1074	NUM
cana-3951	67	9	-	-	PUNCT
cana-3951	67	10	133x	133x	NUM
cana-3951	67	11	vol	vol	NOUN
cana-3951	67	12	32	32	NUM
cana-3951	67	13	no	no	NOUN
cana-3951	67	14	.	.	PUNCT
cana-3951	68	1	9s	9s	NUM
cana-3951	68	2	(	(	PUNCT
cana-3951	68	3	2025	2025	NUM
cana-3951	68	4	)	)	PUNCT
cana-3951	68	5	406	406	NUM
cana-3951	68	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3951	68	7	the	the	DET
cana-3951	68	8	integration	integration	NOUN
cana-3951	68	9	of	of	ADP
cana-3951	68	10	blockchain	blockchain	PROPN
cana-3951	68	11	and	and	CCONJ
cana-3951	68	12	deep	deep	ADJ
cana-3951	68	13	learning	learning	NOUN
cana-3951	68	14	in	in	ADP
cana-3951	68	15	scm	scm	PROPN
cana-3951	68	16	creates	create	VERB
cana-3951	68	17	a	a	DET
cana-3951	68	18	transformative	transformative	ADJ
cana-3951	68	19	synergy	synergy	NOUN
cana-3951	68	20	that	that	PRON
cana-3951	68	21	combines	combine	VERB
cana-3951	68	22	trust	trust	NOUN
cana-3951	68	23	,	,	PUNCT
cana-3951	68	24	transparency	transparency	NOUN
cana-3951	68	25	,	,	PUNCT
cana-3951	68	26	and	and	CCONJ
cana-3951	68	27	intelligence	intelligence	NOUN
cana-3951	68	28	.	.	PUNCT
cana-3951	69	1	blockchain	blockchain	PROPN
cana-3951	69	2	ensures	ensure	VERB
cana-3951	69	3	reliable	reliable	ADJ
cana-3951	69	4	data	datum	NOUN
cana-3951	69	5	storage	storage	NOUN
cana-3951	69	6	and	and	CCONJ
cana-3951	69	7	sharing	sharing	NOUN
cana-3951	69	8	,	,	PUNCT
cana-3951	69	9	while	while	SCONJ
cana-3951	69	10	deep	deep	ADJ
cana-3951	69	11	learning	learning	NOUN
cana-3951	69	12	provides	provide	VERB
cana-3951	69	13	the	the	DET
cana-3951	69	14	analytical	analytical	ADJ
cana-3951	69	15	power	power	NOUN
cana-3951	69	16	to	to	PART
cana-3951	69	17	optimize	optimize	VERB
cana-3951	69	18	supply	supply	NOUN
cana-3951	69	19	chain	chain	NOUN
cana-3951	69	20	processes	process	NOUN
cana-3951	69	21	and	and	CCONJ
cana-3951	69	22	make	make	VERB
cana-3951	69	23	datadriven	datadriven	ADJ
cana-3951	69	24	decisions	decision	NOUN
cana-3951	69	25	.	.	PUNCT
cana-3951	70	1	together	together	ADV
cana-3951	70	2	,	,	PUNCT
cana-3951	70	3	these	these	DET
cana-3951	70	4	technologies	technology	NOUN
cana-3951	70	5	enhance	enhance	VERB
cana-3951	70	6	supply	supply	NOUN
cana-3951	70	7	chain	chain	NOUN
cana-3951	70	8	efficiency	efficiency	NOUN
cana-3951	70	9	,	,	PUNCT
cana-3951	70	10	resilience	resilience	NOUN
cana-3951	70	11	,	,	PUNCT
cana-3951	70	12	and	and	CCONJ
cana-3951	70	13	sustainability	sustainability	NOUN
cana-3951	70	14	,	,	PUNCT
cana-3951	70	15	offering	offer	VERB
cana-3951	70	16	a	a	DET
cana-3951	70	17	competitive	competitive	ADJ
cana-3951	70	18	advantage	advantage	NOUN
cana-3951	70	19	in	in	ADP
cana-3951	70	20	today	today	NOUN
cana-3951	70	21	's	's	PART
cana-3951	70	22	global	global	ADJ
cana-3951	70	23	market	market	NOUN
cana-3951	70	24	.	.	PUNCT
cana-3951	71	1	[	[	X
cana-3951	71	2	10	10	NUM
cana-3951	71	3	,	,	PUNCT
cana-3951	71	4	11	11	NUM
cana-3951	71	5	]	]	SYM
cana-3951	71	6	1.8	1.8	NUM
cana-3951	71	7	motivation	motivation	NOUN
cana-3951	71	8	supply	supply	NOUN
cana-3951	71	9	chain	chain	NOUN
cana-3951	71	10	management	management	NOUN
cana-3951	71	11	(	(	PUNCT
cana-3951	71	12	scm	scm	PROPN
cana-3951	71	13	)	)	PUNCT
cana-3951	71	14	faces	face	VERB
cana-3951	71	15	critical	critical	ADJ
cana-3951	71	16	security	security	NOUN
cana-3951	71	17	challenges	challenge	NOUN
cana-3951	71	18	,	,	PUNCT
cana-3951	71	19	including	include	VERB
cana-3951	71	20	data	data	NOUN
cana-3951	71	21	breaches	breach	NOUN
cana-3951	71	22	,	,	PUNCT
cana-3951	71	23	fraud	fraud	NOUN
cana-3951	71	24	,	,	PUNCT
cana-3951	71	25	counterfeiting	counterfeiting	NOUN
cana-3951	71	26	,	,	PUNCT
cana-3951	71	27	and	and	CCONJ
cana-3951	71	28	unauthorized	unauthorized	ADJ
cana-3951	71	29	access	access	NOUN
cana-3951	71	30	.	.	PUNCT
cana-3951	72	1	the	the	DET
cana-3951	72	2	integration	integration	NOUN
cana-3951	72	3	of	of	ADP
cana-3951	72	4	blockchain	blockchain	PROPN
cana-3951	72	5	technology	technology	PROPN
cana-3951	72	6	and	and	CCONJ
cana-3951	72	7	deep	deep	ADJ
cana-3951	72	8	learning	learning	NOUN
cana-3951	72	9	(	(	PUNCT
cana-3951	72	10	dl	dl	INTJ
cana-3951	72	11	)	)	PUNCT
cana-3951	72	12	provides	provide	VERB
cana-3951	72	13	a	a	DET
cana-3951	72	14	powerful	powerful	ADJ
cana-3951	72	15	framework	framework	NOUN
cana-3951	72	16	to	to	PART
cana-3951	72	17	enhance	enhance	VERB
cana-3951	72	18	security	security	NOUN
cana-3951	72	19	in	in	ADP
cana-3951	72	20	scm	scm	PROPN
cana-3951	72	21	by	by	ADP
cana-3951	72	22	combining	combine	VERB
cana-3951	72	23	immutable	immutable	ADJ
cana-3951	72	24	data	datum	NOUN
cana-3951	72	25	storage	storage	NOUN
cana-3951	72	26	with	with	ADP
cana-3951	72	27	advanced	advanced	ADJ
cana-3951	72	28	analytical	analytical	ADJ
cana-3951	72	29	capabilities	capability	NOUN
cana-3951	72	30	.	.	PUNCT
cana-3951	73	1	this	this	DET
cana-3951	73	2	synergy	synergy	NOUN
cana-3951	73	3	offers	offer	VERB
cana-3951	73	4	innovative	innovative	ADJ
cana-3951	73	5	solutions	solution	NOUN
cana-3951	73	6	to	to	PART
cana-3951	73	7	address	address	VERB
cana-3951	73	8	vulnerabilities	vulnerability	NOUN
cana-3951	73	9	,	,	PUNCT
cana-3951	73	10	ensuring	ensure	VERB
cana-3951	73	11	data	datum	NOUN
cana-3951	73	12	integrity	integrity	NOUN
cana-3951	73	13	,	,	PUNCT
cana-3951	73	14	transparency	transparency	NOUN
cana-3951	73	15	,	,	PUNCT
cana-3951	73	16	and	and	CCONJ
cana-3951	73	17	robust	robust	ADJ
cana-3951	73	18	threat	threat	NOUN
cana-3951	73	19	detection	detection	NOUN
cana-3951	73	20	.	.	PUNCT
cana-3951	74	1	the	the	DET
cana-3951	74	2	integration	integration	NOUN
cana-3951	74	3	of	of	ADP
cana-3951	74	4	blockchain	blockchain	PROPN
cana-3951	74	5	and	and	CCONJ
cana-3951	74	6	deep	deep	ADJ
cana-3951	74	7	learning	learning	NOUN
cana-3951	74	8	in	in	ADP
cana-3951	74	9	scm	scm	PROPN
cana-3951	74	10	enhances	enhance	VERB
cana-3951	74	11	security	security	NOUN
cana-3951	74	12	by	by	ADP
cana-3951	74	13	addressing	address	VERB
cana-3951	74	14	vulnerabilities	vulnerability	NOUN
cana-3951	74	15	through	through	ADP
cana-3951	74	16	a	a	DET
cana-3951	74	17	combination	combination	NOUN
cana-3951	74	18	of	of	ADP
cana-3951	74	19	data	datum	NOUN
cana-3951	74	20	integrity	integrity	NOUN
cana-3951	74	21	,	,	PUNCT
cana-3951	74	22	transparency	transparency	NOUN
cana-3951	74	23	,	,	PUNCT
cana-3951	74	24	and	and	CCONJ
cana-3951	74	25	intelligent	intelligent	ADJ
cana-3951	74	26	threat	threat	NOUN
cana-3951	74	27	detection	detection	NOUN
cana-3951	74	28	.	.	PUNCT
cana-3951	75	1	blockchain	blockchain	PROPN
cana-3951	75	2	ensures	ensure	VERB
cana-3951	75	3	trust	trust	PROPN
cana-3951	75	4	and	and	CCONJ
cana-3951	75	5	tamper	tamper	ADJ
cana-3951	75	6	-	-	ADJ
cana-3951	75	7	proof	proof	ADJ
cana-3951	75	8	records	record	NOUN
cana-3951	75	9	,	,	PUNCT
cana-3951	75	10	while	while	SCONJ
cana-3951	75	11	deep	deep	ADJ
cana-3951	75	12	learning	learning	NOUN
cana-3951	75	13	provides	provide	VERB
cana-3951	75	14	the	the	DET
cana-3951	75	15	analytical	analytical	ADJ
cana-3951	75	16	power	power	NOUN
cana-3951	75	17	to	to	PART
cana-3951	75	18	detect	detect	VERB
cana-3951	75	19	and	and	CCONJ
cana-3951	75	20	mitigate	mitigate	VERB
cana-3951	75	21	risks	risk	NOUN
cana-3951	75	22	dynamically	dynamically	ADV
cana-3951	75	23	.	.	PUNCT
cana-3951	76	1	this	this	DET
cana-3951	76	2	approach	approach	NOUN
cana-3951	76	3	not	not	PART
cana-3951	76	4	only	only	ADV
cana-3951	76	5	safeguards	safeguard	VERB
cana-3951	76	6	the	the	DET
cana-3951	76	7	supply	supply	NOUN
cana-3951	76	8	chain	chain	NOUN
cana-3951	76	9	but	but	CCONJ
cana-3951	76	10	also	also	ADV
cana-3951	76	11	builds	build	VERB
cana-3951	76	12	stakeholder	stakeholder	NOUN
cana-3951	76	13	confidence	confidence	NOUN
cana-3951	76	14	,	,	PUNCT
cana-3951	76	15	paving	pave	VERB
cana-3951	76	16	the	the	DET
cana-3951	76	17	way	way	NOUN
cana-3951	76	18	for	for	ADP
cana-3951	76	19	a	a	DET
cana-3951	76	20	secure	secure	ADJ
cana-3951	76	21	and	and	CCONJ
cana-3951	76	22	efficient	efficient	ADJ
cana-3951	76	23	global	global	ADJ
cana-3951	76	24	trade	trade	NOUN
cana-3951	76	25	network	network	NOUN
cana-3951	76	26	.	.	PUNCT
cana-3951	77	1	[	[	X
cana-3951	77	2	12	12	NUM
cana-3951	77	3	,	,	PUNCT
cana-3951	77	4	13	13	NUM
cana-3951	77	5	]	]	SYM
cana-3951	77	6	1.9	1.9	NUM
cana-3951	77	7	blockchain	blockchain	NOUN
cana-3951	77	8	and	and	CCONJ
cana-3951	77	9	deep	deep	ADJ
cana-3951	77	10	learning	learning	NOUN
cana-3951	77	11	enhance	enhance	VERB
cana-3951	77	12	security	security	NOUN
cana-3951	77	13	together	together	ADV
cana-3951	77	14	1	1	NUM
cana-3951	77	15	.	.	PUNCT
cana-3951	77	16	anomaly	anomaly	NOUN
cana-3951	77	17	detection	detection	NOUN
cana-3951	77	18	with	with	ADP
cana-3951	77	19	verified	verified	ADJ
cana-3951	77	20	data	datum	NOUN
cana-3951	77	21	:	:	PUNCT
cana-3951	77	22	•	•	NUM
cana-3951	77	23	blockchain	blockchain	PROPN
cana-3951	77	24	ensures	ensure	VERB
cana-3951	77	25	the	the	DET
cana-3951	77	26	authenticity	authenticity	NOUN
cana-3951	77	27	of	of	ADP
cana-3951	77	28	input	input	NOUN
cana-3951	77	29	data	datum	NOUN
cana-3951	77	30	,	,	PUNCT
cana-3951	77	31	which	which	PRON
cana-3951	77	32	deep	deep	ADJ
cana-3951	77	33	learning	learn	VERB
cana-3951	77	34	algorithms	algorithm	NOUN
cana-3951	77	35	use	use	VERB
cana-3951	77	36	to	to	PART
cana-3951	77	37	detect	detect	VERB
cana-3951	77	38	anomalies	anomaly	NOUN
cana-3951	77	39	and	and	CCONJ
cana-3951	77	40	irregularities	irregularity	NOUN
cana-3951	77	41	in	in	ADP
cana-3951	77	42	supply	supply	NOUN
cana-3951	77	43	chain	chain	NOUN
cana-3951	77	44	activities	activity	NOUN
cana-3951	77	45	.	.	PUNCT
cana-3951	78	1	2	2	X
cana-3951	78	2	.	.	X
cana-3951	78	3	real	real	ADJ
cana-3951	78	4	-	-	PUNCT
cana-3951	78	5	time	time	NOUN
cana-3951	78	6	fraud	fraud	NOUN
cana-3951	78	7	prevention	prevention	NOUN
cana-3951	78	8	:	:	PUNCT
cana-3951	78	9	•	•	NUM
cana-3951	78	10	blockchain	blockchain	PROPN
cana-3951	78	11	's	's	PART
cana-3951	78	12	real	real	ADJ
cana-3951	78	13	-	-	PUNCT
cana-3951	78	14	time	time	NOUN
cana-3951	78	15	data	datum	NOUN
cana-3951	78	16	feeds	feed	NOUN
cana-3951	78	17	are	be	AUX
cana-3951	78	18	analyzed	analyze	VERB
cana-3951	78	19	by	by	ADP
cana-3951	78	20	dl	dl	PROPN
cana-3951	78	21	models	model	NOUN
cana-3951	78	22	to	to	PART
cana-3951	78	23	identify	identify	VERB
cana-3951	78	24	fraudulent	fraudulent	ADJ
cana-3951	78	25	transactions	transaction	NOUN
cana-3951	78	26	or	or	CCONJ
cana-3951	78	27	unauthorized	unauthorized	ADJ
cana-3951	78	28	activities	activity	NOUN
cana-3951	78	29	instantly	instantly	ADV
cana-3951	78	30	.	.	PUNCT
cana-3951	79	1	3	3	X
cana-3951	79	2	.	.	NOUN
cana-3951	79	3	end	end	NOUN
cana-3951	79	4	-	-	PUNCT
cana-3951	79	5	to	to	ADP
cana-3951	79	6	-	-	PUNCT
cana-3951	79	7	end	end	NOUN
cana-3951	79	8	traceability	traceability	NOUN
cana-3951	79	9	:	:	PUNCT
cana-3951	79	10	•	•	NUM
cana-3951	79	11	blockchain	blockchain	PROPN
cana-3951	79	12	provides	provide	VERB
cana-3951	79	13	a	a	DET
cana-3951	79	14	secure	secure	ADJ
cana-3951	79	15	record	record	NOUN
cana-3951	79	16	of	of	ADP
cana-3951	79	17	goods	good	NOUN
cana-3951	79	18	’	'	PUNCT
cana-3951	79	19	provenance	provenance	NOUN
cana-3951	79	20	,	,	PUNCT
cana-3951	79	21	and	and	CCONJ
cana-3951	79	22	dl	dl	PROPN
cana-3951	79	23	monitors	monitor	VERB
cana-3951	79	24	the	the	DET
cana-3951	79	25	data	datum	NOUN
cana-3951	79	26	to	to	PART
cana-3951	79	27	detect	detect	VERB
cana-3951	79	28	inconsistencies	inconsistency	NOUN
cana-3951	79	29	or	or	CCONJ
cana-3951	79	30	counterfeit	counterfeit	ADJ
cana-3951	79	31	products	product	NOUN
cana-3951	79	32	.	.	PUNCT
cana-3951	80	1	4	4	X
cana-3951	80	2	.	.	NUM
cana-3951	80	3	improved	improve	VERB
cana-3951	80	4	access	access	NOUN
cana-3951	80	5	control	control	NOUN
cana-3951	80	6	:	:	PUNCT
cana-3951	80	7	•	•	NUM
cana-3951	80	8	smart	smart	ADJ
cana-3951	80	9	contracts	contract	NOUN
cana-3951	80	10	on	on	ADP
cana-3951	80	11	blockchain	blockchain	PROPN
cana-3951	80	12	govern	govern	VERB
cana-3951	80	13	access	access	NOUN
cana-3951	80	14	to	to	ADP
cana-3951	80	15	sensitive	sensitive	ADJ
cana-3951	80	16	data	datum	NOUN
cana-3951	80	17	,	,	PUNCT
cana-3951	80	18	while	while	SCONJ
cana-3951	80	19	dl	dl	PROPN
cana-3951	80	20	monitors	monitor	VERB
cana-3951	80	21	access	access	NOUN
cana-3951	80	22	patterns	pattern	NOUN
cana-3951	80	23	to	to	PART
cana-3951	80	24	identify	identify	VERB
cana-3951	80	25	suspicious	suspicious	ADJ
cana-3951	80	26	behavior	behavior	NOUN
cana-3951	80	27	.	.	PUNCT
cana-3951	81	1	2	2	X
cana-3951	81	2	.	.	X
cana-3951	81	3	literature	literature	PROPN
cana-3951	81	4	review	review	PROPN
cana-3951	81	5	amal	amal	PROPN
cana-3951	81	6	et	et	PROPN
cana-3951	81	7	al	al	PROPN
cana-3951	81	8	.	.	PUNCT
cana-3951	82	1	[	[	X
cana-3951	82	2	15	15	NUM
cana-3951	82	3	]	]	X
cana-3951	82	4	propose	propose	VERB
cana-3951	82	5	a	a	DET
cana-3951	82	6	blockchain	blockchain	PROPN
cana-3951	82	7	-	-	PUNCT
cana-3951	82	8	based	base	VERB
cana-3951	82	9	system	system	NOUN
cana-3951	82	10	to	to	PART
cana-3951	82	11	enhance	enhance	VERB
cana-3951	82	12	transparency	transparency	NOUN
cana-3951	82	13	and	and	CCONJ
cana-3951	82	14	fairness	fairness	NOUN
cana-3951	82	15	in	in	ADP
cana-3951	82	16	industrial	industrial	ADJ
cana-3951	82	17	internet	internet	NOUN
cana-3951	82	18	of	of	ADP
cana-3951	82	19	things	thing	NOUN
cana-3951	82	20	(	(	PUNCT
cana-3951	82	21	iiot	iiot	NOUN
cana-3951	82	22	)	)	PUNCT
cana-3951	82	23	supply	supply	NOUN
cana-3951	82	24	chains	chain	NOUN
cana-3951	82	25	.	.	PUNCT
cana-3951	83	1	the	the	DET
cana-3951	83	2	system	system	NOUN
cana-3951	83	3	leverages	leverage	VERB
cana-3951	83	4	blockchain	blockchain	NOUN
cana-3951	83	5	's	's	PART
cana-3951	83	6	immutable	immutable	ADJ
cana-3951	83	7	ledger	ledger	NOUN
cana-3951	83	8	and	and	CCONJ
cana-3951	83	9	smart	smart	ADJ
cana-3951	83	10	contracts	contract	NOUN
cana-3951	83	11	to	to	PART
cana-3951	83	12	facilitate	facilitate	VERB
cana-3951	83	13	equitable	equitable	ADJ
cana-3951	83	14	goods	good	NOUN
cana-3951	83	15	exchange	exchange	NOUN
cana-3951	83	16	between	between	ADP
cana-3951	83	17	merchants	merchant	NOUN
cana-3951	83	18	and	and	CCONJ
cana-3951	83	19	suppliers	supplier	NOUN
cana-3951	83	20	.	.	PUNCT
cana-3951	84	1	by	by	ADP
cana-3951	84	2	implementing	implement	VERB
cana-3951	84	3	penalty	penalty	NOUN
cana-3951	84	4	-	-	PUNCT
cana-3951	84	5	based	base	VERB
cana-3951	84	6	smart	smart	ADJ
cana-3951	84	7	contracts	contract	NOUN
cana-3951	84	8	,	,	PUNCT
cana-3951	84	9	the	the	DET
cana-3951	84	10	framework	framework	NOUN
cana-3951	84	11	deters	deter	VERB
cana-3951	84	12	malicious	malicious	ADJ
cana-3951	84	13	behavior	behavior	NOUN
cana-3951	84	14	and	and	CCONJ
cana-3951	84	15	ensures	ensure	VERB
cana-3951	84	16	compliance	compliance	NOUN
cana-3951	84	17	with	with	ADP
cana-3951	84	18	agreed	agree	VERB
cana-3951	84	19	terms	term	NOUN
cana-3951	84	20	.	.	PUNCT
cana-3951	85	1	the	the	DET
cana-3951	85	2	authors	author	NOUN
cana-3951	85	3	developed	develop	VERB
cana-3951	85	4	a	a	DET
cana-3951	85	5	prototype	prototype	NOUN
cana-3951	85	6	on	on	ADP
cana-3951	85	7	the	the	DET
cana-3951	85	8	ethereum	ethereum	NOUN
cana-3951	85	9	platform	platform	NOUN
cana-3951	85	10	,	,	PUNCT
cana-3951	85	11	demonstrating	demonstrate	VERB
cana-3951	85	12	the	the	DET
cana-3951	85	13	feasibility	feasibility	NOUN
cana-3951	85	14	and	and	CCONJ
cana-3951	85	15	effectiveness	effectiveness	NOUN
cana-3951	85	16	of	of	ADP
cana-3951	85	17	their	their	PRON
cana-3951	85	18	approach	approach	NOUN
cana-3951	85	19	in	in	ADP
cana-3951	85	20	real	real	ADJ
cana-3951	85	21	-	-	PUNCT
cana-3951	85	22	world	world	NOUN
cana-3951	85	23	applications	application	NOUN
cana-3951	85	24	.	.	PUNCT
cana-3951	86	1	ahamed	ahamed	PROPN
cana-3951	86	2	et	et	PROPN
cana-3951	86	3	al	al	PROPN
cana-3951	86	4	.	.	PUNCT
cana-3951	87	1	[	[	X
cana-3951	87	2	16	16	NUM
cana-3951	87	3	]	]	X
cana-3951	87	4	propose	propose	VERB
cana-3951	87	5	a	a	DET
cana-3951	87	6	novel	novel	ADJ
cana-3951	87	7	approach	approach	NOUN
cana-3951	87	8	to	to	PART
cana-3951	87	9	enhance	enhance	VERB
cana-3951	87	10	the	the	DET
cana-3951	87	11	efficiency	efficiency	NOUN
cana-3951	87	12	of	of	ADP
cana-3951	87	13	self	self	NOUN
cana-3951	87	14	-	-	PUNCT
cana-3951	87	15	driving	drive	VERB
cana-3951	87	16	vehicles	vehicle	NOUN
cana-3951	87	17	within	within	ADP
cana-3951	87	18	supply	supply	NOUN
cana-3951	87	19	chains	chain	NOUN
cana-3951	87	20	.	.	PUNCT
cana-3951	88	1	the	the	DET
cana-3951	88	2	study	study	NOUN
cana-3951	88	3	introduces	introduce	VERB
cana-3951	88	4	a	a	DET
cana-3951	88	5	reinforcement	reinforcement	NOUN
cana-3951	88	6	learning	learn	VERB
cana-3951	88	7	integrated	integrate	VERB
cana-3951	88	8	heuristic	heuristic	NOUN
cana-3951	88	9	(	(	PUNCT
cana-3951	88	10	rlih	rlih	ADJ
cana-3951	88	11	)	)	PUNCT
cana-3951	88	12	search	search	NOUN
cana-3951	88	13	method	method	NOUN
cana-3951	88	14	that	that	PRON
cana-3951	88	15	leverages	leverage	VERB
cana-3951	88	16	blockchain	blockchain	PROPN
cana-3951	88	17	technology	technology	PROPN
cana-3951	88	18	to	to	PART
cana-3951	88	19	optimize	optimize	VERB
cana-3951	88	20	route	route	NOUN
cana-3951	88	21	planning	planning	NOUN
cana-3951	88	22	and	and	CCONJ
cana-3951	88	23	decision	decision	NOUN
cana-3951	88	24	-	-	PUNCT
cana-3951	88	25	making	make	VERB
cana-3951	88	26	processes	process	NOUN
cana-3951	88	27	.	.	PUNCT
cana-3951	89	1	by	by	ADP
cana-3951	89	2	integrating	integrate	VERB
cana-3951	89	3	reinforcement	reinforcement	NOUN
cana-3951	89	4	learning	learning	NOUN
cana-3951	89	5	with	with	ADP
cana-3951	89	6	heuristic	heuristic	ADJ
cana-3951	89	7	search	search	NOUN
cana-3951	89	8	,	,	PUNCT
cana-3951	89	9	the	the	DET
cana-3951	89	10	model	model	NOUN
cana-3951	89	11	aims	aim	VERB
cana-3951	89	12	to	to	PART
cana-3951	89	13	improve	improve	VERB
cana-3951	89	14	the	the	DET
cana-3951	89	15	adaptability	adaptability	NOUN
cana-3951	89	16	and	and	CCONJ
cana-3951	89	17	reliability	reliability	NOUN
cana-3951	89	18	of	of	ADP
cana-3951	89	19	autonomous	autonomous	ADJ
cana-3951	89	20	vehicles	vehicle	NOUN
cana-3951	89	21	,	,	PUNCT
cana-3951	89	22	ensuring	ensure	VERB
cana-3951	89	23	secure	secure	ADJ
cana-3951	89	24	and	and	CCONJ
cana-3951	89	25	transparent	transparent	ADJ
cana-3951	89	26	operations	operation	NOUN
cana-3951	89	27	in	in	ADP
cana-3951	89	28	supply	supply	NOUN
cana-3951	89	29	chain	chain	NOUN
cana-3951	89	30	management	management	NOUN
cana-3951	89	31	.	.	PUNCT
cana-3951	90	1	in	in	ADP
cana-3951	90	2	"	"	PUNCT
cana-3951	90	3	anomaly	anomaly	NOUN
cana-3951	90	4	detection	detection	NOUN
cana-3951	90	5	via	via	ADP
cana-3951	90	6	blockchained	blockchained	ADJ
cana-3951	90	7	deep	deep	ADJ
cana-3951	90	8	learning	learn	VERB
cana-3951	90	9	smart	smart	ADJ
cana-3951	90	10	contracts	contract	NOUN
cana-3951	90	11	in	in	ADP
cana-3951	90	12	industry	industry	NOUN
cana-3951	90	13	4.0	4.0	NUM
cana-3951	90	14	,	,	PUNCT
cana-3951	90	15	"	"	PUNCT
cana-3951	90	16	demertzis	demertzi	NOUN
cana-3951	90	17	et	et	PROPN
cana-3951	90	18	al	al	PROPN
cana-3951	90	19	.	.	PUNCT
cana-3951	91	1	[	[	X
cana-3951	91	2	17	17	NUM
cana-3951	91	3	]	]	PUNCT
cana-3951	91	4	introduce	introduce	VERB
cana-3951	91	5	a	a	DET
cana-3951	91	6	novel	novel	ADJ
cana-3951	91	7	security	security	NOUN
cana-3951	91	8	framework	framework	NOUN
cana-3951	91	9	integrating	integrate	VERB
cana-3951	91	10	blockchain	blockchain	PROPN
cana-3951	91	11	technology	technology	PROPN
cana-3951	91	12	with	with	ADP
cana-3951	91	13	deep	deep	ADJ
cana-3951	91	14	learning	learning	NOUN
cana-3951	91	15	to	to	PART
cana-3951	91	16	enhance	enhance	VERB
cana-3951	91	17	anomaly	anomaly	NOUN
cana-3951	91	18	detection	detection	NOUN
cana-3951	91	19	in	in	ADP
cana-3951	91	20	industrial	industrial	ADJ
cana-3951	91	21	internet	internet	NOUN
cana-3951	91	22	of	of	ADP
cana-3951	91	23	things	thing	NOUN
cana-3951	91	24	(	(	PUNCT
cana-3951	91	25	iiot	iiot	NOUN
cana-3951	91	26	)	)	PUNCT
cana-3951	91	27	environments	environment	NOUN
cana-3951	91	28	.	.	PUNCT
cana-3951	92	1	the	the	DET
cana-3951	92	2	proposed	propose	VERB
cana-3951	92	3	architecture	architecture	NOUN
cana-3951	92	4	employs	employ	VERB
cana-3951	92	5	smart	smart	ADJ
cana-3951	92	6	contracts	contract	NOUN
cana-3951	92	7	powered	power	VERB
cana-3951	92	8	by	by	ADP
cana-3951	92	9	a	a	DET
cana-3951	92	10	trained	train	VERB
cana-3951	92	11	deep	deep	ADJ
cana-3951	92	12	autoencoder	autoencoder	NOUN
cana-3951	92	13	neural	neural	ADJ
cana-3951	92	14	network	network	NOUN
cana-3951	92	15	to	to	ADP
cana-3951	92	16	communications	communication	NOUN
cana-3951	92	17	on	on	ADP
cana-3951	92	18	applied	apply	VERB
cana-3951	92	19	nonlinear	nonlinear	ADJ
cana-3951	92	20	analysis	analysis	NOUN
cana-3951	92	21	issn	issn	NOUN
cana-3951	92	22	:	:	PUNCT
cana-3951	92	23	1074	1074	NUM
cana-3951	92	24	-	-	PUNCT
cana-3951	92	25	133x	133x	NUM
cana-3951	92	26	vol	vol	NOUN
cana-3951	92	27	32	32	NUM
cana-3951	92	28	no	no	NOUN
cana-3951	92	29	.	.	PUNCT
cana-3951	93	1	9s	9s	NUM
cana-3951	93	2	(	(	PUNCT
cana-3951	93	3	2025	2025	NUM
cana-3951	93	4	)	)	PUNCT
cana-3951	93	5	407	407	NUM
cana-3951	93	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3951	93	7	identify	identify	VERB
cana-3951	93	8	irregularities	irregularity	NOUN
cana-3951	93	9	in	in	ADP
cana-3951	93	10	network	network	NOUN
cana-3951	93	11	traffic	traffic	NOUN
cana-3951	93	12	,	,	PUNCT
cana-3951	93	13	ensuring	ensure	VERB
cana-3951	93	14	secure	secure	ADJ
cana-3951	93	15	and	and	CCONJ
cana-3951	93	16	transparent	transparent	ADJ
cana-3951	93	17	transactions	transaction	NOUN
cana-3951	93	18	without	without	ADP
cana-3951	93	19	reliance	reliance	NOUN
cana-3951	93	20	on	on	ADP
cana-3951	93	21	a	a	DET
cana-3951	93	22	central	central	ADJ
cana-3951	93	23	authority	authority	NOUN
cana-3951	93	24	.	.	PUNCT
cana-3951	94	1	this	this	DET
cana-3951	94	2	approach	approach	NOUN
cana-3951	94	3	addresses	address	VERB
cana-3951	94	4	the	the	DET
cana-3951	94	5	increasing	increase	VERB
cana-3951	94	6	complexity	complexity	NOUN
cana-3951	94	7	of	of	ADP
cana-3951	94	8	threats	threat	NOUN
cana-3951	94	9	in	in	ADP
cana-3951	94	10	modern	modern	ADJ
cana-3951	94	11	industries	industry	NOUN
cana-3951	94	12	,	,	PUNCT
cana-3951	94	13	offering	offer	VERB
cana-3951	94	14	a	a	DET
cana-3951	94	15	decentralized	decentralize	VERB
cana-3951	94	16	solution	solution	NOUN
cana-3951	94	17	for	for	ADP
cana-3951	94	18	safeguarding	safeguard	VERB
cana-3951	94	19	critical	critical	ADJ
cana-3951	94	20	infrastructure	infrastructure	NOUN
cana-3951	94	21	.	.	PUNCT
cana-3951	95	1	the	the	DET
cana-3951	95	2	paper	paper	NOUN
cana-3951	95	3	"	"	PUNCT
cana-3951	95	4	decentralized	decentralize	VERB
cana-3951	95	5	security	security	NOUN
cana-3951	95	6	and	and	CCONJ
cana-3951	95	7	data	datum	NOUN
cana-3951	95	8	integrity	integrity	NOUN
cana-3951	95	9	of	of	ADP
cana-3951	95	10	blockchain	blockchain	PROPN
cana-3951	95	11	using	use	VERB
cana-3951	95	12	deep	deep	ADJ
cana-3951	95	13	learning	learning	NOUN
cana-3951	95	14	techniques	technique	NOUN
cana-3951	95	15	"	"	PUNCT
cana-3951	95	16	by	by	ADP
cana-3951	95	17	sazeen	sazeen	NOUN
cana-3951	95	18	et	et	PROPN
cana-3951	95	19	al	al	PROPN
cana-3951	95	20	.	.	PUNCT
cana-3951	96	1	[	[	X
cana-3951	96	2	18	18	NUM
cana-3951	96	3	]	]	PUNCT
cana-3951	96	4	explores	explore	NOUN
cana-3951	96	5	enhancing	enhance	VERB
cana-3951	96	6	blockchain	blockchain	PROPN
cana-3951	96	7	security	security	PROPN
cana-3951	96	8	and	and	CCONJ
cana-3951	96	9	data	datum	NOUN
cana-3951	96	10	integrity	integrity	NOUN
cana-3951	96	11	through	through	ADP
cana-3951	96	12	deep	deep	ADJ
cana-3951	96	13	learning	learning	NOUN
cana-3951	96	14	.	.	PUNCT
cana-3951	97	1	it	it	PRON
cana-3951	97	2	proposes	propose	VERB
cana-3951	97	3	using	use	VERB
cana-3951	97	4	convolutional	convolutional	ADJ
cana-3951	97	5	neural	neural	ADJ
cana-3951	97	6	networks	network	NOUN
cana-3951	97	7	(	(	PUNCT
cana-3951	97	8	cnns	cnns	PROPN
cana-3951	97	9	)	)	PUNCT
cana-3951	97	10	to	to	PART
cana-3951	97	11	detect	detect	VERB
cana-3951	97	12	anomalies	anomaly	NOUN
cana-3951	97	13	and	and	CCONJ
cana-3951	97	14	unauthorized	unauthorized	ADJ
cana-3951	97	15	access	access	NOUN
cana-3951	97	16	within	within	ADP
cana-3951	97	17	blockchain	blockchain	PROPN
cana-3951	97	18	networks	network	NOUN
cana-3951	97	19	,	,	PUNCT
cana-3951	97	20	aiming	aim	VERB
cana-3951	97	21	to	to	PART
cana-3951	97	22	improve	improve	VERB
cana-3951	97	23	transaction	transaction	NOUN
cana-3951	97	24	verification	verification	NOUN
cana-3951	97	25	and	and	CCONJ
cana-3951	97	26	overall	overall	ADJ
cana-3951	97	27	system	system	NOUN
cana-3951	97	28	reliability	reliability	NOUN
cana-3951	97	29	.	.	PUNCT
cana-3951	98	1	3	3	X
cana-3951	98	2	.	.	X
cana-3951	98	3	methodology	methodology	NOUN
cana-3951	98	4	the	the	DET
cana-3951	98	5	smooth	smooth	ADJ
cana-3951	98	6	flow	flow	NOUN
cana-3951	98	7	of	of	ADP
cana-3951	98	8	products	product	NOUN
cana-3951	98	9	,	,	PUNCT
cana-3951	98	10	services	service	NOUN
cana-3951	98	11	,	,	PUNCT
cana-3951	98	12	and	and	CCONJ
cana-3951	98	13	information	information	NOUN
cana-3951	98	14	between	between	ADP
cana-3951	98	15	the	the	DET
cana-3951	98	16	many	many	ADJ
cana-3951	98	17	stages	stage	NOUN
cana-3951	98	18	of	of	ADP
cana-3951	98	19	manufacturing	manufacturing	NOUN
cana-3951	98	20	and	and	CCONJ
cana-3951	98	21	distribution	distribution	NOUN
cana-3951	98	22	depends	depend	VERB
cana-3951	98	23	on	on	ADP
cana-3951	98	24	efficient	efficient	ADJ
cana-3951	98	25	supply	supply	NOUN
cana-3951	98	26	chain	chain	NOUN
cana-3951	98	27	management	management	NOUN
cana-3951	98	28	.	.	PUNCT
cana-3951	99	1	however	however	ADV
cana-3951	99	2	,	,	PUNCT
cana-3951	99	3	supply	supply	NOUN
cana-3951	99	4	chain	chain	NOUN
cana-3951	99	5	anomalies	anomaly	NOUN
cana-3951	99	6	can	can	AUX
cana-3951	99	7	lead	lead	VERB
cana-3951	99	8	to	to	ADP
cana-3951	99	9	disruptions	disruption	NOUN
cana-3951	99	10	,	,	PUNCT
cana-3951	99	11	inefficiencies	inefficiency	NOUN
cana-3951	99	12	,	,	PUNCT
cana-3951	99	13	and	and	CCONJ
cana-3951	99	14	financial	financial	ADJ
cana-3951	99	15	losses	loss	NOUN
cana-3951	99	16	.	.	PUNCT
cana-3951	100	1	these	these	DET
cana-3951	100	2	anomalies	anomaly	NOUN
cana-3951	100	3	could	could	AUX
cana-3951	100	4	be	be	AUX
cana-3951	100	5	the	the	DET
cana-3951	100	6	result	result	NOUN
cana-3951	100	7	of	of	ADP
cana-3951	100	8	operational	operational	ADJ
cana-3951	100	9	issues	issue	NOUN
cana-3951	100	10	,	,	PUNCT
cana-3951	100	11	potential	potential	ADJ
cana-3951	100	12	fraud	fraud	NOUN
cana-3951	100	13	,	,	PUNCT
cana-3951	100	14	or	or	CCONJ
cana-3951	100	15	errors	error	NOUN
cana-3951	100	16	in	in	ADP
cana-3951	100	17	data	datum	NOUN
cana-3951	100	18	entry	entry	NOUN
cana-3951	100	19	.	.	PUNCT
cana-3951	101	1	in	in	ADP
cana-3951	101	2	order	order	NOUN
cana-3951	101	3	to	to	PART
cana-3951	101	4	address	address	VERB
cana-3951	101	5	these	these	DET
cana-3951	101	6	challenges	challenge	NOUN
cana-3951	101	7	,	,	PUNCT
cana-3951	101	8	this	this	DET
cana-3951	101	9	paper	paper	NOUN
cana-3951	101	10	employs	employ	VERB
cana-3951	101	11	deep	deep	ADJ
cana-3951	101	12	learning	learning	NOUN
cana-3951	101	13	and	and	CCONJ
cana-3951	101	14	blockchain	blockchain	PROPN
cana-3951	101	15	techniques	technique	NOUN
cana-3951	101	16	to	to	PART
cana-3951	101	17	secure	secure	VERB
cana-3951	101	18	and	and	CCONJ
cana-3951	101	19	detect	detect	VERB
cana-3951	101	20	irregularities	irregularity	NOUN
cana-3951	101	21	across	across	ADP
cana-3951	101	22	a	a	DET
cana-3951	101	23	supply	supply	NOUN
cana-3951	101	24	chain	chain	NOUN
cana-3951	101	25	management	management	NOUN
cana-3951	101	26	(	(	PUNCT
cana-3951	101	27	scm	scm	PROPN
cana-3951	101	28	)	)	PUNCT
cana-3951	101	29	dataset	dataset	NOUN
cana-3951	101	30	.	.	PUNCT
cana-3951	102	1	3.1	3.1	NUM
cana-3951	102	2	dataset	dataset	NOUN
cana-3951	102	3	collection	collection	NOUN
cana-3951	102	4	through	through	ADP
cana-3951	102	5	the	the	DET
cana-3951	102	6	automation	automation	NOUN
cana-3951	102	7	of	of	ADP
cana-3951	102	8	anomaly	anomaly	NOUN
cana-3951	102	9	detection	detection	NOUN
cana-3951	102	10	and	and	CCONJ
cana-3951	102	11	classification	classification	NOUN
cana-3951	102	12	,	,	PUNCT
cana-3951	102	13	this	this	DET
cana-3951	102	14	study	study	NOUN
cana-3951	102	15	demonstrates	demonstrate	VERB
cana-3951	102	16	how	how	SCONJ
cana-3951	102	17	machine	machine	NOUN
cana-3951	102	18	learning	learning	NOUN
cana-3951	102	19	can	can	AUX
cana-3951	102	20	address	address	VERB
cana-3951	102	21	major	major	ADJ
cana-3951	102	22	challenges	challenge	NOUN
cana-3951	102	23	in	in	ADP
cana-3951	102	24	supply	supply	NOUN
cana-3951	102	25	chain	chain	NOUN
cana-3951	102	26	management	management	NOUN
cana-3951	102	27	and	and	CCONJ
cana-3951	102	28	offer	offer	VERB
cana-3951	102	29	a	a	DET
cana-3951	102	30	workable	workable	ADJ
cana-3951	102	31	solution	solution	NOUN
cana-3951	102	32	for	for	ADP
cana-3951	102	33	improving	improve	VERB
cana-3951	102	34	operational	operational	ADJ
cana-3951	102	35	and	and	CCONJ
cana-3951	102	36	decision	decision	NOUN
cana-3951	102	37	-	-	PUNCT
cana-3951	102	38	making	make	VERB
cana-3951	102	39	efficiency	efficiency	NOUN
cana-3951	102	40	.	.	PUNCT
cana-3951	103	1	https://www.kaggle.com/datasets/lastman0800/supply-chain-management	https://www.kaggle.com/datasets/lastman0800/supply-chain-management	NOUN
cana-3951	103	2	is	be	AUX
cana-3951	103	3	the	the	DET
cana-3951	103	4	kaggle	kaggle	ADJ
cana-3951	103	5	dataset	dataset	NOUN
cana-3951	103	6	that	that	PRON
cana-3951	103	7	was	be	AUX
cana-3951	103	8	acquired	acquire	VERB
cana-3951	103	9	.	.	PUNCT
cana-3951	104	1	the	the	DET
cana-3951	104	2	approach	approach	NOUN
cana-3951	104	3	consists	consist	VERB
cana-3951	104	4	of	of	ADP
cana-3951	104	5	a	a	DET
cana-3951	104	6	step	step	NOUN
cana-3951	104	7	-	-	PUNCT
cana-3951	104	8	by	by	ADP
cana-3951	104	9	-	-	PUNCT
cana-3951	104	10	step	step	NOUN
cana-3951	104	11	process	process	NOUN
cana-3951	104	12	that	that	PRON
cana-3951	104	13	starts	start	VERB
cana-3951	104	14	with	with	ADP
cana-3951	104	15	data	data	NOUN
cana-3951	104	16	exploration	exploration	NOUN
cana-3951	104	17	and	and	CCONJ
cana-3951	104	18	pre	pre	ADJ
cana-3951	104	19	-	-	ADJ
cana-3951	104	20	processing	processing	NOUN
cana-3951	104	21	and	and	CCONJ
cana-3951	104	22	moves	move	NOUN
cana-3951	104	23	on	on	ADP
cana-3951	104	24	to	to	ADP
cana-3951	104	25	anomaly	anomaly	NOUN
cana-3951	104	26	detection	detection	NOUN
cana-3951	104	27	,	,	PUNCT
cana-3951	104	28	model	model	NOUN
cana-3951	104	29	training	training	NOUN
cana-3951	104	30	,	,	PUNCT
cana-3951	104	31	and	and	CCONJ
cana-3951	104	32	optimization	optimization	NOUN
cana-3951	104	33	.	.	PUNCT
cana-3951	105	1	each	each	DET
cana-3951	105	2	stage	stage	NOUN
cana-3951	105	3	is	be	AUX
cana-3951	105	4	designed	design	VERB
cana-3951	105	5	to	to	PART
cana-3951	105	6	ensure	ensure	VERB
cana-3951	105	7	accurate	accurate	ADJ
cana-3951	105	8	and	and	CCONJ
cana-3951	105	9	efficient	efficient	ADJ
cana-3951	105	10	anomaly	anomaly	NOUN
cana-3951	105	11	detection	detection	NOUN
cana-3951	105	12	within	within	ADP
cana-3951	105	13	the	the	DET
cana-3951	105	14	supply	supply	NOUN
cana-3951	105	15	chain	chain	NOUN
cana-3951	105	16	management	management	NOUN
cana-3951	105	17	dataset	dataset	NOUN
cana-3951	105	18	.	.	PUNCT
cana-3951	106	1	3.2	3.2	NUM
cana-3951	106	2	blockchain	blockchain	NOUN
cana-3951	106	3	framework	framework	NOUN
cana-3951	106	4	for	for	ADP
cana-3951	106	5	scm	scm	PROPN
cana-3951	106	6	initially	initially	ADV
cana-3951	106	7	,	,	PUNCT
cana-3951	106	8	blockchain	blockchain	PROPN
cana-3951	106	9	was	be	AUX
cana-3951	106	10	presented	present	VERB
cana-3951	106	11	as	as	ADP
cana-3951	106	12	a	a	DET
cana-3951	106	13	platform	platform	NOUN
cana-3951	106	14	for	for	ADP
cana-3951	106	15	enabling	enable	VERB
cana-3951	106	16	crypto	crypto	NOUN
cana-3951	106	17	currencies	currency	NOUN
cana-3951	106	18	like	like	ADP
cana-3951	106	19	bitcoin	bitcoin	NOUN
cana-3951	106	20	.	.	PUNCT
cana-3951	107	1	it	it	PRON
cana-3951	107	2	was	be	AUX
cana-3951	107	3	then	then	ADV
cana-3951	107	4	created	create	VERB
cana-3951	107	5	using	use	VERB
cana-3951	107	6	smart	smart	ADJ
cana-3951	107	7	contracts	contract	NOUN
cana-3951	107	8	,	,	PUNCT
cana-3951	107	9	which	which	PRON
cana-3951	107	10	include	include	VERB
cana-3951	107	11	distributed	distribute	VERB
cana-3951	107	12	blockchain	blockchain	PROPN
cana-3951	107	13	applications	application	NOUN
cana-3951	107	14	that	that	PRON
cana-3951	107	15	can	can	AUX
cana-3951	107	16	be	be	AUX
cana-3951	107	17	run	run	VERB
cana-3951	107	18	and	and	CCONJ
cana-3951	107	19	verified	verify	VERB
cana-3951	107	20	on	on	ADP
cana-3951	107	21	their	their	PRON
cana-3951	107	22	own	own	ADJ
cana-3951	107	23	,	,	PUNCT
cana-3951	107	24	and	and	CCONJ
cana-3951	107	25	it	it	PRON
cana-3951	107	26	was	be	AUX
cana-3951	107	27	used	use	VERB
cana-3951	107	28	in	in	ADP
cana-3951	107	29	supply	supply	NOUN
cana-3951	107	30	chain	chain	NOUN
cana-3951	107	31	management	management	NOUN
cana-3951	107	32	.	.	PUNCT
cana-3951	108	1	the	the	DET
cana-3951	108	2	majority	majority	NOUN
cana-3951	108	3	of	of	ADP
cana-3951	108	4	blockchain	blockchain	PROPN
cana-3951	108	5	's	's	PART
cana-3951	108	6	features	feature	NOUN
cana-3951	108	7	have	have	AUX
cana-3951	108	8	enticed	entice	VERB
cana-3951	108	9	manufacturers	manufacturer	NOUN
cana-3951	108	10	to	to	PART
cana-3951	108	11	use	use	VERB
cana-3951	108	12	this	this	DET
cana-3951	108	13	technology	technology	NOUN
cana-3951	108	14	to	to	PART
cana-3951	108	15	deliver	deliver	VERB
cana-3951	108	16	their	their	PRON
cana-3951	108	17	products	product	NOUN
cana-3951	108	18	to	to	ADP
cana-3951	108	19	consumers	consumer	NOUN
cana-3951	108	20	.	.	PUNCT
cana-3951	109	1	blockchain	blockchain	PROPN
cana-3951	109	2	technology	technology	PROPN
cana-3951	109	3	has	have	VERB
cana-3951	109	4	disadvantages	disadvantage	NOUN
cana-3951	109	5	,	,	PUNCT
cana-3951	109	6	such	such	ADJ
cana-3951	109	7	as	as	ADP
cana-3951	109	8	being	be	AUX
cana-3951	109	9	vulnerable	vulnerable	ADJ
cana-3951	109	10	to	to	ADP
cana-3951	109	11	numerous	numerous	ADJ
cana-3951	109	12	attacks	attack	NOUN
cana-3951	109	13	and	and	CCONJ
cana-3951	109	14	having	have	VERB
cana-3951	109	15	a	a	DET
cana-3951	109	16	poorly	poorly	ADV
cana-3951	109	17	defined	define	VERB
cana-3951	109	18	management	management	NOUN
cana-3951	109	19	structure	structure	NOUN
cana-3951	109	20	,	,	PUNCT
cana-3951	109	21	even	even	ADV
cana-3951	109	22	though	though	SCONJ
cana-3951	109	23	it	it	PRON
cana-3951	109	24	streamlines	streamline	VERB
cana-3951	109	25	transportation	transportation	NOUN
cana-3951	109	26	(	(	PUNCT
cana-3951	109	27	supply	supply	NOUN
cana-3951	109	28	)	)	PUNCT
cana-3951	109	29	by	by	ADP
cana-3951	109	30	cutting	cut	VERB
cana-3951	109	31	down	down	ADP
cana-3951	109	32	on	on	ADP
cana-3951	109	33	processing	processing	NOUN
cana-3951	109	34	time	time	NOUN
cana-3951	109	35	and	and	CCONJ
cana-3951	109	36	expenses	expense	NOUN
cana-3951	109	37	.	.	PUNCT
cana-3951	110	1	the	the	DET
cana-3951	110	2	technology	technology	NOUN
cana-3951	110	3	approach	approach	NOUN
cana-3951	110	4	for	for	ADP
cana-3951	110	5	using	use	VERB
cana-3951	110	6	blockchain	blockchain	PROPN
cana-3951	110	7	to	to	PART
cana-3951	110	8	securely	securely	ADV
cana-3951	110	9	store	store	VERB
cana-3951	110	10	and	and	CCONJ
cana-3951	110	11	track	track	VERB
cana-3951	110	12	important	important	ADJ
cana-3951	110	13	transactions	transaction	NOUN
cana-3951	110	14	within	within	ADP
cana-3951	110	15	a	a	DET
cana-3951	110	16	supply	supply	NOUN
cana-3951	110	17	chain	chain	NOUN
cana-3951	110	18	network	network	NOUN
cana-3951	110	19	is	be	AUX
cana-3951	110	20	described	describe	VERB
cana-3951	110	21	in	in	ADP
cana-3951	110	22	this	this	DET
cana-3951	110	23	section	section	NOUN
cana-3951	110	24	.	.	PUNCT
cana-3951	111	1	the	the	DET
cana-3951	111	2	algorithm	algorithm	NOUN
cana-3951	111	3	makes	make	VERB
cana-3951	111	4	use	use	NOUN
cana-3951	111	5	of	of	ADP
cana-3951	111	6	blockchain	blockchain	PROPN
cana-3951	111	7	's	's	PART
cana-3951	111	8	decentralized	decentralized	ADJ
cana-3951	111	9	and	and	CCONJ
cana-3951	111	10	immutable	immutable	ADJ
cana-3951	111	11	features	feature	NOUN
cana-3951	111	12	to	to	PART
cana-3951	111	13	increase	increase	VERB
cana-3951	111	14	confidence	confidence	NOUN
cana-3951	111	15	,	,	PUNCT
cana-3951	111	16	dependability	dependability	NOUN
cana-3951	111	17	,	,	PUNCT
cana-3951	111	18	and	and	CCONJ
cana-3951	111	19	transparency	transparency	NOUN
cana-3951	111	20	for	for	ADP
cana-3951	111	21	all	all	DET
cana-3951	111	22	parties	party	NOUN
cana-3951	111	23	.	.	PUNCT
cana-3951	112	1	blockchain	blockchain	PROPN
cana-3951	112	2	algorithm	algorithm	PROPN
cana-3951	112	3	for	for	ADP
cana-3951	112	4	storing	store	VERB
cana-3951	112	5	important	important	ADJ
cana-3951	112	6	transactions	transaction	NOUN
cana-3951	112	7	step	step	NOUN
cana-3951	112	8	1	1	NUM
cana-3951	112	9	:	:	PUNCT
cana-3951	112	10	create	create	VERB
cana-3951	112	11	a	a	DET
cana-3951	112	12	blockchain	blockchain	PROPN
cana-3951	112	13	network	network	NOUN
cana-3951	112	14	by	by	ADP
cana-3951	112	15	selecting	select	VERB
cana-3951	112	16	an	an	DET
cana-3951	112	17	agreement	agreement	NOUN
cana-3951	112	18	protocol	protocol	NOUN
cana-3951	112	19	,	,	PUNCT
cana-3951	112	20	setting	set	VERB
cana-3951	112	21	up	up	ADP
cana-3951	112	22	blockchain	blockchain	NOUN
cana-3951	112	23	nodes	node	NOUN
cana-3951	112	24	,	,	PUNCT
cana-3951	112	25	and	and	CCONJ
cana-3951	112	26	selecting	select	VERB
cana-3951	112	27	a	a	DET
cana-3951	112	28	blockchain	blockchain	NOUN
cana-3951	112	29	category	category	NOUN
cana-3951	112	30	.	.	PUNCT
cana-3951	113	1	step	step	NOUN
cana-3951	113	2	2	2	NUM
cana-3951	113	3	:	:	PUNCT
cana-3951	113	4	create	create	VERB
cana-3951	113	5	a	a	DET
cana-3951	113	6	transaction	transaction	NOUN
cana-3951	113	7	data	datum	NOUN
cana-3951	113	8	framework	framework	NOUN
cana-3951	113	9	•	•	ADP
cana-3951	113	10	create	create	VERB
cana-3951	113	11	a	a	DET
cana-3951	113	12	structure	structure	NOUN
cana-3951	113	13	for	for	ADP
cana-3951	113	14	transactions	transaction	NOUN
cana-3951	113	15	:	:	PUNCT
cana-3951	113	16	{	{	PUNCT
cana-3951	113	17	{	{	PUNCT
cana-3951	113	18	transactionid	transactionid	PROPN
cana-3951	113	19	'	'	PUNCT
cana-3951	113	20	:	:	PUNCT
cana-3951	113	21	'	'	PUNCT
cana-3951	113	22	bigint	bigint	NOUN
cana-3951	113	23	'	'	PUNCT
cana-3951	113	24	,	,	PUNCT
cana-3951	113	25	'	'	PUNCT
cana-3951	113	26	productid	productid	NOUN
cana-3951	113	27	'	'	PUNCT
cana-3951	113	28	:	:	PUNCT
cana-3951	113	29	'	'	PUNCT
cana-3951	113	30	varchar	varchar	VERB
cana-3951	113	31	'	'	PUNCT
cana-3951	113	32	,	,	PUNCT
cana-3951	113	33	'	'	PUNCT
cana-3951	113	34	timestamp	timestamp	VERB
cana-3951	113	35	'	'	PUNCT
cana-3951	113	36	:	:	PUNCT
cana-3951	113	37	datetime	datetime	PROPN
cana-3951	113	38	'	'	PUNCT
cana-3951	113	39	,	,	PUNCT
cana-3951	113	40	communications	communication	NOUN
cana-3951	113	41	on	on	ADP
cana-3951	113	42	applied	apply	VERB
cana-3951	113	43	nonlinear	nonlinear	ADJ
cana-3951	113	44	analysis	analysis	NOUN
cana-3951	113	45	issn	issn	NOUN
cana-3951	113	46	:	:	PUNCT
cana-3951	113	47	1074	1074	NUM
cana-3951	113	48	-	-	PUNCT
cana-3951	113	49	133x	133x	NUM
cana-3951	113	50	vol	vol	NOUN
cana-3951	113	51	32	32	NUM
cana-3951	113	52	no	no	NOUN
cana-3951	113	53	.	.	PUNCT
cana-3951	114	1	9s	9s	NUM
cana-3951	114	2	(	(	PUNCT
cana-3951	114	3	2025	2025	NUM
cana-3951	114	4	)	)	PUNCT
cana-3951	114	5	408	408	NUM
cana-3951	115	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3951	115	2	'	'	PUNCT
cana-3951	115	3	supplierid	supplierid	NOUN
cana-3951	115	4	'	'	PUNCT
cana-3951	115	5	:	:	PUNCT
cana-3951	115	6	'	'	PUNCT
cana-3951	115	7	varchar	varchar	VERB
cana-3951	115	8	'	'	PUNCT
cana-3951	115	9	,	,	PUNCT
cana-3951	115	10	'	'	PUNCT
cana-3951	115	11	location	location	NOUN
cana-3951	115	12	'	'	PUNCT
cana-3951	115	13	:	:	PUNCT
cana-3951	115	14	'	'	PUNCT
cana-3951	115	15	geography	geography	NOUN
cana-3951	115	16	'	'	PUNCT
cana-3951	115	17	,	,	PUNCT
cana-3951	115	18	'	'	PUNCT
cana-3951	115	19	status	status	NOUN
cana-3951	115	20	'	'	PUNCT
cana-3951	115	21	:	:	PUNCT
cana-3951	115	22	'	'	PUNCT
cana-3951	115	23	char	char	NOUN
cana-3951	115	24	'	'	PUNCT
cana-3951	115	25	,	,	PUNCT
cana-3951	115	26	'	'	PUNCT
cana-3951	115	27	metadata	metadata	VERB
cana-3951	115	28	'	'	PUNCT
cana-3951	115	29	:	:	PUNCT
cana-3951	115	30	'	'	PUNCT
cana-3951	115	31	char	char	NOUN
cana-3951	115	32	'	'	NOUN
cana-3951	115	33	}	}	PUNCT
cana-3951	115	34	•	•	NUM
cana-3951	115	35	hash	hash	NOUN
cana-3951	115	36	sensitive	sensitive	ADJ
cana-3951	115	37	information	information	NOUN
cana-3951	115	38	:	:	PUNCT
cana-3951	115	39	for	for	ADP
cana-3951	115	40	extremely	extremely	ADV
cana-3951	115	41	sensitive	sensitive	ADJ
cana-3951	115	42	data	datum	NOUN
cana-3951	115	43	,	,	PUNCT
cana-3951	115	44	use	use	VERB
cana-3951	115	45	sha-3	sha-3	NOUN
cana-3951	115	46	hashing	hash	VERB
cana-3951	115	47	to	to	PART
cana-3951	115	48	guarantee	guarantee	VERB
cana-3951	115	49	data	datum	NOUN
cana-3951	115	50	secrecy	secrecy	NOUN
cana-3951	115	51	and	and	CCONJ
cana-3951	115	52	indestructibility	indestructibility	NOUN
cana-3951	115	53	.	.	PUNCT
cana-3951	116	1	hashed_productid	hashed_productid	ADJ
cana-3951	116	2	=	=	SYM
cana-3951	116	3	sha-3(productid	sha-3(productid	NOUN
cana-3951	116	4	)	)	PUNCT
cana-3951	116	5	step	step	NOUN
cana-3951	116	6	3	3	NUM
cana-3951	116	7	:	:	PUNCT
cana-3951	116	8	transaction	transaction	NOUN
cana-3951	116	9	verification	verification	NOUN
cana-3951	116	10	•	•	NOUN
cana-3951	116	11	verify	verify	VERB
cana-3951	116	12	if	if	SCONJ
cana-3951	116	13	the	the	DET
cana-3951	116	14	transaction	transaction	NOUN
cana-3951	116	15	is	be	AUX
cana-3951	116	16	valid	valid	ADJ
cana-3951	116	17	.	.	PUNCT
cana-3951	117	1	•	•	NUM
cana-3951	117	2	use	use	VERB
cana-3951	117	3	digital	digital	ADJ
cana-3951	117	4	signatures	signature	NOUN
cana-3951	117	5	to	to	PART
cana-3951	117	6	verify	verify	VERB
cana-3951	117	7	the	the	DET
cana-3951	117	8	identity	identity	NOUN
cana-3951	117	9	of	of	ADP
cana-3951	117	10	the	the	DET
cana-3951	117	11	sender	sender	NOUN
cana-3951	117	12	.	.	PUNCT
cana-3951	118	1	for	for	ADP
cana-3951	118	2	instance	instance	NOUN
cana-3951	118	3	:	:	PUNCT
cana-3951	118	4	signature	signature	NOUN
cana-3951	118	5	=	=	SYM
cana-3951	118	6	sign(privatekey	sign(privatekey	PROPN
cana-3951	118	7	,	,	PUNCT
cana-3951	118	8	transactiondata	transactiondata	NOUN
cana-3951	118	9	)	)	PUNCT
cana-3951	118	10	is	be	AUX
cana-3951	118	11	the	the	DET
cana-3951	118	12	sender	sender	NOUN
cana-3951	118	13	's	's	PART
cana-3951	118	14	signature	signature	NOUN
cana-3951	118	15	.	.	PUNCT
cana-3951	119	1	verify	verify	VERB
cana-3951	119	2	(	(	PUNCT
cana-3951	119	3	publickey	publickey	ADJ
cana-3951	119	4	,	,	PUNCT
cana-3951	119	5	signature	signature	NOUN
cana-3951	119	6	,	,	PUNCT
cana-3951	119	7	transactiondata	transactiondata	NOUN
cana-3951	119	8	)	)	PUNCT
cana-3951	119	9	is	be	AUX
cana-3951	119	10	how	how	SCONJ
cana-3951	119	11	the	the	DET
cana-3951	119	12	recipient	recipient	NOUN
cana-3951	119	13	authenticates	authenticate	NOUN
cana-3951	119	14	.	.	PUNCT
cana-3951	120	1	•	•	NUM
cana-3951	120	2	check	check	NOUN
cana-3951	120	3	for	for	ADP
cana-3951	120	4	compliance	compliance	NOUN
cana-3951	120	5	with	with	ADP
cana-3951	120	6	smart	smart	ADJ
cana-3951	120	7	agreements	agreement	NOUN
cana-3951	120	8	:	:	PUNCT
cana-3951	120	9	only	only	ADV
cana-3951	120	10	authenticated	authenticate	VERB
cana-3951	120	11	suppliers	supplier	NOUN
cana-3951	120	12	are	be	AUX
cana-3951	120	13	permitted	permit	VERB
cana-3951	120	14	to	to	PART
cana-3951	120	15	initiate	initiate	VERB
cana-3951	120	16	transactions	transaction	NOUN
cana-3951	120	17	'	'	PUNCT
cana-3951	120	18	is	be	AUX
cana-3951	120	19	an	an	DET
cana-3951	120	20	example	example	NOUN
cana-3951	120	21	of	of	ADP
cana-3951	120	22	a	a	DET
cana-3951	120	23	smart	smart	ADJ
cana-3951	120	24	contract	contract	NOUN
cana-3951	120	25	that	that	PRON
cana-3951	120	26	enforces	enforce	VERB
cana-3951	120	27	company	company	NOUN
cana-3951	120	28	laws	law	NOUN
cana-3951	120	29	.	.	PUNCT
cana-3951	121	1	step	step	NOUN
cana-3951	121	2	4	4	NUM
cana-3951	121	3	:	:	PUNCT
cana-3951	121	4	add	add	VERB
cana-3951	121	5	transactions	transaction	NOUN
cana-3951	121	6	to	to	ADP
cana-3951	121	7	the	the	DET
cana-3951	121	8	blockchain	blockchain	PROPN
cana-3951	121	9	•	•	ADV
cana-3951	121	10	distribute	distribute	VERB
cana-3951	121	11	the	the	DET
cana-3951	121	12	transaction	transaction	NOUN
cana-3951	121	13	(	(	PUNCT
cana-3951	121	14	t	t	NOUN
cana-3951	121	15	)	)	PUNCT
cana-3951	121	16	among	among	ADP
cana-3951	121	17	the	the	DET
cana-3951	121	18	blockchain	blockchain	PROPN
cana-3951	121	19	nodes	node	NOUN
cana-3951	121	20	and	and	CCONJ
cana-3951	121	21	carry	carry	VERB
cana-3951	121	22	out	out	ADP
cana-3951	121	23	the	the	DET
cana-3951	121	24	consensus	consensus	NOUN
cana-3951	121	25	process	process	NOUN
cana-3951	121	26	to	to	PART
cana-3951	121	27	verify	verify	VERB
cana-3951	121	28	its	its	PRON
cana-3951	121	29	authenticity	authenticity	NOUN
cana-3951	121	30	.	.	PUNCT
cana-3951	122	1	add	add	VERB
cana-3951	122	2	a	a	DET
cana-3951	122	3	block	block	NOUN
cana-3951	122	4	to	to	ADP
cana-3951	122	5	the	the	DET
cana-3951	122	6	blockchain	blockchain	PROPN
cana-3951	122	7	.	.	PUNCT
cana-3951	123	1	recalculate	recalculate	VERB
cana-3951	123	2	the	the	DET
cana-3951	123	3	merkle	merkle	NOUN
cana-3951	123	4	root	root	NOUN
cana-3951	123	5	and	and	CCONJ
cana-3951	123	6	compare	compare	VERB
cana-3951	123	7	it	it	PRON
cana-3951	123	8	to	to	ADP
cana-3951	123	9	the	the	DET
cana-3951	123	10	root	root	NOUN
cana-3951	123	11	given	give	VERB
cana-3951	123	12	in	in	ADP
cana-3951	123	13	the	the	DET
cana-3951	123	14	block	block	NOUN
cana-3951	123	15	header	header	NOUN
cana-3951	123	16	to	to	PART
cana-3951	123	17	confirm	confirm	VERB
cana-3951	123	18	the	the	DET
cana-3951	123	19	legitimacy	legitimacy	NOUN
cana-3951	123	20	of	of	ADP
cana-3951	123	21	the	the	DET
cana-3951	123	22	transaction	transaction	NOUN
cana-3951	123	23	.	.	PUNCT
cana-3951	124	1	step	step	NOUN
cana-3951	124	2	5	5	NUM
cana-3951	124	3	:	:	PUNCT
cana-3951	124	4	strengthening	strengthen	VERB
cana-3951	124	5	security	security	NOUN
cana-3951	124	6	protocols	protocol	NOUN
cana-3951	124	7	•	•	ADP
cana-3951	124	8	put	put	VERB
cana-3951	124	9	access	access	NOUN
cana-3951	124	10	control	control	NOUN
cana-3951	124	11	mechanisms	mechanism	NOUN
cana-3951	124	12	in	in	ADP
cana-3951	124	13	place	place	NOUN
cana-3951	124	14	:	:	PUNCT
cana-3951	124	15	to	to	PART
cana-3951	124	16	prevent	prevent	VERB
cana-3951	124	17	unauthorized	unauthorized	ADJ
cana-3951	124	18	access	access	NOUN
cana-3951	124	19	,	,	PUNCT
cana-3951	124	20	use	use	VERB
cana-3951	124	21	smart	smart	ADJ
cana-3951	124	22	agreements	agreement	NOUN
cana-3951	124	23	to	to	PART
cana-3951	124	24	establish	establish	VERB
cana-3951	124	25	role	role	NOUN
cana-3951	124	26	-	-	PUNCT
cana-3951	124	27	based	base	VERB
cana-3951	124	28	authorization	authorization	NOUN
cana-3951	124	29	.	.	PUNCT
cana-3951	125	1	•	•	NUM
cana-3951	125	2	use	use	NOUN
cana-3951	125	3	encryption	encryption	NOUN
cana-3951	125	4	for	for	ADP
cana-3951	125	5	important	important	ADJ
cana-3951	125	6	data	datum	NOUN
cana-3951	125	7	:	:	PUNCT
cana-3951	125	8	before	before	ADP
cana-3951	125	9	hashing	hash	VERB
cana-3951	125	10	and	and	CCONJ
cana-3951	125	11	storing	storing	NOUN
cana-3951	125	12	,	,	PUNCT
cana-3951	125	13	encrypt	encrypt	VERB
cana-3951	125	14	fields	field	NOUN
cana-3951	125	15	such	such	ADJ
cana-3951	125	16	supplier	supplier	NOUN
cana-3951	125	17	agreements	agreement	NOUN
cana-3951	125	18	and	and	CCONJ
cana-3951	125	19	customer	customer	NOUN
cana-3951	125	20	details	detail	NOUN
cana-3951	125	21	.	.	PUNCT
cana-3951	126	1	step	step	NOUN
cana-3951	126	2	6	6	NUM
cana-3951	126	3	:	:	PUNCT
cana-3951	126	4	effectiveness	effectiveness	NOUN
cana-3951	126	5	and	and	CCONJ
cana-3951	126	6	scaling	scale	VERB
cana-3951	126	7	•	•	NOUN
cana-3951	126	8	to	to	PART
cana-3951	126	9	speed	speed	VERB
cana-3951	126	10	up	up	ADP
cana-3951	126	11	the	the	DET
cana-3951	126	12	retrieval	retrieval	NOUN
cana-3951	126	13	of	of	ADP
cana-3951	126	14	recent	recent	ADJ
cana-3951	126	15	transactions	transaction	NOUN
cana-3951	126	16	while	while	SCONJ
cana-3951	126	17	maintaining	maintain	VERB
cana-3951	126	18	inviolability	inviolability	NOUN
cana-3951	126	19	,	,	PUNCT
cana-3951	126	20	archive	archive	NOUN
cana-3951	126	21	outdated	outdate	VERB
cana-3951	126	22	blocks	block	NOUN
cana-3951	126	23	off	off	ADP
cana-3951	126	24	-	-	PUNCT
cana-3951	126	25	chain	chain	NOUN
cana-3951	126	26	.	.	PUNCT
cana-3951	127	1	communications	communication	NOUN
cana-3951	127	2	on	on	ADP
cana-3951	127	3	applied	apply	VERB
cana-3951	127	4	nonlinear	nonlinear	ADJ
cana-3951	127	5	analysis	analysis	NOUN
cana-3951	127	6	issn	issn	NOUN
cana-3951	127	7	:	:	PUNCT
cana-3951	127	8	1074	1074	NUM
cana-3951	127	9	-	-	PUNCT
cana-3951	127	10	133x	133x	NUM
cana-3951	127	11	vol	vol	NOUN
cana-3951	127	12	32	32	NUM
cana-3951	127	13	no	no	NOUN
cana-3951	127	14	.	.	PUNCT
cana-3951	128	1	9s	9s	NUM
cana-3951	128	2	(	(	PUNCT
cana-3951	128	3	2025	2025	NUM
cana-3951	128	4	)	)	PUNCT
cana-3951	128	5	409	409	NUM
cana-3951	128	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3951	128	7	fig	fig	NOUN
cana-3951	128	8	1	1	NUM
cana-3951	128	9	.	.	PUNCT
cana-3951	128	10	working	work	VERB
cana-3951	128	11	principle	principle	NOUN
cana-3951	128	12	for	for	ADP
cana-3951	128	13	proposed	propose	VERB
cana-3951	128	14	study	study	NOUN
cana-3951	128	15	3.3	3.3	NUM
cana-3951	128	16	deep	deep	ADJ
cana-3951	128	17	learning	learning	NOUN
cana-3951	128	18	integration	integration	NOUN
cana-3951	128	19	in	in	ADP
cana-3951	128	20	scm	scm	PROPN
cana-3951	128	21	the	the	DET
cana-3951	128	22	smooth	smooth	ADJ
cana-3951	128	23	flow	flow	NOUN
cana-3951	128	24	of	of	ADP
cana-3951	128	25	goods	good	NOUN
cana-3951	128	26	,	,	PUNCT
cana-3951	128	27	services	service	NOUN
cana-3951	128	28	,	,	PUNCT
cana-3951	128	29	and	and	CCONJ
cana-3951	128	30	information	information	NOUN
cana-3951	128	31	between	between	ADP
cana-3951	128	32	the	the	DET
cana-3951	128	33	many	many	ADJ
cana-3951	128	34	stages	stage	NOUN
cana-3951	128	35	of	of	ADP
cana-3951	128	36	manufacturing	manufacturing	NOUN
cana-3951	128	37	and	and	CCONJ
cana-3951	128	38	distribution	distribution	NOUN
cana-3951	128	39	depends	depend	VERB
cana-3951	128	40	on	on	ADP
cana-3951	128	41	efficient	efficient	ADJ
cana-3951	128	42	supply	supply	NOUN
cana-3951	128	43	chain	chain	NOUN
cana-3951	128	44	management	management	NOUN
cana-3951	128	45	.	.	PUNCT
cana-3951	129	1	however	however	ADV
cana-3951	129	2	,	,	PUNCT
cana-3951	129	3	supply	supply	NOUN
cana-3951	129	4	chain	chain	NOUN
cana-3951	129	5	risk	risk	NOUN
cana-3951	129	6	can	can	AUX
cana-3951	129	7	lead	lead	VERB
cana-3951	129	8	to	to	ADP
cana-3951	129	9	disruptions	disruption	NOUN
cana-3951	129	10	,	,	PUNCT
cana-3951	129	11	inefficiencies	inefficiency	NOUN
cana-3951	129	12	,	,	PUNCT
cana-3951	129	13	and	and	CCONJ
cana-3951	129	14	financial	financial	ADJ
cana-3951	129	15	losses	loss	NOUN
cana-3951	129	16	.	.	PUNCT
cana-3951	130	1	these	these	DET
cana-3951	130	2	hazards	hazard	NOUN
cana-3951	130	3	could	could	AUX
cana-3951	130	4	be	be	AUX
cana-3951	130	5	brought	bring	VERB
cana-3951	130	6	on	on	ADP
cana-3951	130	7	by	by	ADP
cana-3951	130	8	errors	error	NOUN
cana-3951	130	9	in	in	ADP
cana-3951	130	10	data	datum	NOUN
cana-3951	130	11	entry	entry	NOUN
cana-3951	130	12	,	,	PUNCT
cana-3951	130	13	operational	operational	ADJ
cana-3951	130	14	flaws	flaw	NOUN
cana-3951	130	15	,	,	PUNCT
cana-3951	130	16	or	or	CCONJ
cana-3951	130	17	even	even	ADV
cana-3951	130	18	fraud	fraud	NOUN
cana-3951	130	19	.	.	PUNCT
cana-3951	131	1	in	in	ADP
cana-3951	131	2	this	this	DET
cana-3951	131	3	study	study	NOUN
cana-3951	131	4	,	,	PUNCT
cana-3951	131	5	risks	risk	NOUN
cana-3951	131	6	in	in	ADP
cana-3951	131	7	a	a	DET
cana-3951	131	8	supply	supply	NOUN
cana-3951	131	9	chain	chain	NOUN
cana-3951	131	10	management	management	NOUN
cana-3951	131	11	(	(	PUNCT
cana-3951	131	12	scm	scm	PROPN
cana-3951	131	13	)	)	PUNCT
cana-3951	131	14	dataset	dataset	NOUN
cana-3951	131	15	are	be	AUX
cana-3951	131	16	identified	identify	VERB
cana-3951	131	17	and	and	CCONJ
cana-3951	131	18	detected	detect	VERB
cana-3951	131	19	using	use	VERB
cana-3951	131	20	deep	deep	ADJ
cana-3951	131	21	learning	learning	NOUN
cana-3951	131	22	techniques	technique	NOUN
cana-3951	131	23	.	.	PUNCT
cana-3951	132	1	figure	figure	NOUN
cana-3951	132	2	2	2	NUM
cana-3951	132	3	illustrates	illustrate	VERB
cana-3951	132	4	the	the	DET
cana-3951	132	5	integration	integration	NOUN
cana-3951	132	6	flow	flow	NOUN
cana-3951	132	7	.	.	PUNCT
cana-3951	133	1	autoencoders	autoencoder	NOUN
cana-3951	133	2	,	,	PUNCT
cana-3951	133	3	a	a	DET
cana-3951	133	4	type	type	NOUN
cana-3951	133	5	of	of	ADP
cana-3951	133	6	artificial	artificial	ADJ
cana-3951	133	7	neural	neural	ADJ
cana-3951	133	8	network	network	NOUN
cana-3951	133	9	,	,	PUNCT
cana-3951	133	10	have	have	AUX
cana-3951	133	11	proven	prove	VERB
cana-3951	133	12	to	to	PART
cana-3951	133	13	be	be	AUX
cana-3951	133	14	an	an	DET
cana-3951	133	15	effective	effective	ADJ
cana-3951	133	16	tool	tool	NOUN
cana-3951	133	17	for	for	ADP
cana-3951	133	18	feature	feature	NOUN
cana-3951	133	19	selection	selection	NOUN
cana-3951	133	20	in	in	ADP
cana-3951	133	21	datasets	dataset	NOUN
cana-3951	133	22	.	.	PUNCT
cana-3951	134	1	autoencoders	autoencoder	NOUN
cana-3951	134	2	consist	consist	VERB
cana-3951	134	3	of	of	ADP
cana-3951	134	4	two	two	NUM
cana-3951	134	5	main	main	ADJ
cana-3951	134	6	parts	part	NOUN
cana-3951	134	7	:	:	PUNCT
cana-3951	134	8	an	an	DET
cana-3951	134	9	encoder	encoder	NOUN
cana-3951	134	10	and	and	CCONJ
cana-3951	134	11	a	a	DET
cana-3951	134	12	decoder	decoder	NOUN
cana-3951	134	13	.	.	PUNCT
cana-3951	135	1	the	the	DET
cana-3951	135	2	encoder	encoder	NOUN
cana-3951	135	3	compresses	compress	VERB
cana-3951	135	4	the	the	DET
cana-3951	135	5	input	input	NOUN
cana-3951	135	6	data	datum	NOUN
cana-3951	135	7	into	into	ADP
cana-3951	135	8	a	a	DET
cana-3951	135	9	lower	lower	ADV
cana-3951	135	10	-	-	PUNCT
cana-3951	135	11	dimensional	dimensional	ADJ
cana-3951	135	12	latent	latent	NOUN
cana-3951	135	13	space	space	NOUN
cana-3951	135	14	,	,	PUNCT
cana-3951	135	15	while	while	SCONJ
cana-3951	135	16	the	the	DET
cana-3951	135	17	decoder	decoder	NOUN
cana-3951	135	18	attempts	attempt	VERB
cana-3951	135	19	to	to	PART
cana-3951	135	20	reconstruct	reconstruct	VERB
cana-3951	135	21	the	the	DET
cana-3951	135	22	original	original	ADJ
cana-3951	135	23	data	datum	NOUN
cana-3951	135	24	from	from	ADP
cana-3951	135	25	this	this	DET
cana-3951	135	26	compressed	compress	VERB
cana-3951	135	27	representation	representation	NOUN
cana-3951	135	28	.	.	PUNCT
cana-3951	136	1	algorithm	algorithm	NOUN
cana-3951	136	2	for	for	ADP
cana-3951	136	3	using	use	VERB
cana-3951	136	4	autoencoders	autoencoder	NOUN
cana-3951	136	5	for	for	ADP
cana-3951	136	6	feature	feature	NOUN
cana-3951	136	7	selection	selection	NOUN
cana-3951	136	8	in	in	ADP
cana-3951	136	9	a	a	DET
cana-3951	136	10	dataset	dataset	ADJ
cana-3951	136	11	input	input	NOUN
cana-3951	136	12	:	:	PUNCT
cana-3951	136	13	•	•	NOUN
cana-3951	136	14	dataset	dataset	NOUN
cana-3951	136	15	:	:	PUNCT
cana-3951	136	16	a	a	DET
cana-3951	136	17	dataset	dataset	NOUN
cana-3951	136	18	with	with	ADP
cana-3951	136	19	features	feature	NOUN
cana-3951	136	20	and	and	CCONJ
cana-3951	136	21	instances	instance	NOUN
cana-3951	136	22	.	.	PUNCT
cana-3951	137	1	•	•	NUM
cana-3951	137	2	target	target	NOUN
cana-3951	137	3	dimensionality	dimensionality	NOUN
cana-3951	137	4	:	:	PUNCT
cana-3951	137	5	the	the	DET
cana-3951	137	6	desired	desire	VERB
cana-3951	137	7	number	number	NOUN
cana-3951	137	8	of	of	ADP
cana-3951	137	9	features	feature	NOUN
cana-3951	137	10	to	to	PART
cana-3951	137	11	select	select	VERB
cana-3951	137	12	.	.	PUNCT
cana-3951	138	1	•	•	NUM
cana-3951	138	2	hyperparameters	hyperparameter	NOUN
cana-3951	138	3	:	:	PUNCT
cana-3951	138	4	o	o	X
cana-3951	138	5	learning	learn	VERB
cana-3951	138	6	rate	rate	NOUN
cana-3951	138	7	:	:	PUNCT
cana-3951	138	8	0.01	0.01	NUM
cana-3951	138	9	(	(	PUNCT
cana-3951	138	10	controls	control	VERB
cana-3951	138	11	the	the	DET
cana-3951	138	12	step	step	NOUN
cana-3951	138	13	size	size	NOUN
cana-3951	138	14	during	during	ADP
cana-3951	138	15	optimization	optimization	NOUN
cana-3951	138	16	)	)	PUNCT
cana-3951	138	17	.	.	PUNCT
cana-3951	139	1	o	o	NOUN
cana-3951	139	2	batch	batch	NOUN
cana-3951	139	3	size	size	NOUN
cana-3951	139	4	:	:	PUNCT
cana-3951	139	5	50	50	NUM
cana-3951	139	6	(	(	PUNCT
cana-3951	139	7	number	number	NOUN
cana-3951	139	8	of	of	ADP
cana-3951	139	9	samples	sample	NOUN
cana-3951	139	10	processed	process	VERB
cana-3951	139	11	before	before	ADP
cana-3951	139	12	updating	update	VERB
cana-3951	139	13	the	the	DET
cana-3951	139	14	model	model	NOUN
cana-3951	139	15	)	)	PUNCT
cana-3951	139	16	.	.	PUNCT
cana-3951	140	1	o	o	NOUN
cana-3951	140	2	epochs	epoch	NOUN
cana-3951	140	3	:	:	PUNCT
cana-3951	140	4	50	50	NUM
cana-3951	140	5	(	(	PUNCT
cana-3951	140	6	number	number	NOUN
cana-3951	140	7	of	of	ADP
cana-3951	140	8	complete	complete	ADJ
cana-3951	140	9	passes	pass	NOUN
cana-3951	140	10	through	through	ADP
cana-3951	140	11	the	the	DET
cana-3951	140	12	dataset	dataset	NOUN
cana-3951	140	13	during	during	ADP
cana-3951	140	14	training	training	NOUN
cana-3951	140	15	)	)	PUNCT
cana-3951	140	16	.	.	PUNCT
cana-3951	141	1	o	o	NOUN
cana-3951	141	2	activation	activation	NOUN
cana-3951	141	3	function	function	NOUN
cana-3951	141	4	:	:	PUNCT
cana-3951	141	5	relu	relu	NOUN
cana-3951	141	6	applied	apply	VERB
cana-3951	141	7	in	in	ADP
cana-3951	141	8	each	each	DET
cana-3951	141	9	layer	layer	NOUN
cana-3951	141	10	.	.	PUNCT
cana-3951	142	1	o	o	NOUN
cana-3951	142	2	regularization	regularization	NOUN
cana-3951	142	3	parameter	parameter	NOUN
cana-3951	142	4	:	:	PUNCT
cana-3951	142	5	l2	l2	NOUN
cana-3951	142	6	regularization	regularization	NOUN
cana-3951	142	7	(	(	PUNCT
cana-3951	142	8	to	to	PART
cana-3951	142	9	prevent	prevent	VERB
cana-3951	142	10	overfitting	overfitting	NOUN
cana-3951	142	11	)	)	PUNCT
cana-3951	142	12	.	.	PUNCT
cana-3951	143	1	o	o	NOUN
cana-3951	143	2	dropout	dropout	NOUN
cana-3951	143	3	rate	rate	NOUN
cana-3951	143	4	:	:	PUNCT
cana-3951	143	5	0.5	0.5	NUM
cana-3951	143	6	(	(	PUNCT
cana-3951	143	7	probability	probability	NOUN
cana-3951	143	8	of	of	ADP
cana-3951	143	9	dropping	drop	VERB
cana-3951	143	10	units	unit	NOUN
cana-3951	143	11	during	during	ADP
cana-3951	143	12	training	training	NOUN
cana-3951	143	13	)	)	PUNCT
cana-3951	143	14	.	.	PUNCT
cana-3951	144	1	output	output	NOUN
cana-3951	144	2	:	:	PUNCT
cana-3951	144	3	•	•	NUM
cana-3951	144	4	selected	select	VERB
cana-3951	144	5	feature	feature	NOUN
cana-3951	144	6	subset	subset	NOUN
cana-3951	144	7	of	of	ADP
cana-3951	144	8	size	size	NOUN
cana-3951	144	9	.	.	PUNCT
cana-3951	145	1	steps	step	NOUN
cana-3951	145	2	:	:	PUNCT
cana-3951	146	1	1	1	X
cana-3951	146	2	.	.	X
cana-3951	146	3	preprocess	preprocess	VERB
cana-3951	146	4	the	the	DET
cana-3951	146	5	data	datum	NOUN
cana-3951	146	6	:	:	PUNCT
cana-3951	146	7	o	o	NOUN
cana-3951	146	8	normalize	normalize	VERB
cana-3951	146	9	or	or	CCONJ
cana-3951	146	10	standardize	standardize	VERB
cana-3951	146	11	the	the	DET
cana-3951	146	12	dataset	dataset	NOUN
cana-3951	146	13	to	to	PART
cana-3951	146	14	ensure	ensure	VERB
cana-3951	146	15	features	feature	NOUN
cana-3951	146	16	have	have	VERB
cana-3951	146	17	similar	similar	ADJ
cana-3951	146	18	scales	scale	NOUN
cana-3951	146	19	.	.	PUNCT
cana-3951	147	1	2	2	X
cana-3951	147	2	.	.	X
cana-3951	147	3	define	define	VERB
cana-3951	147	4	the	the	DET
cana-3951	147	5	autoencoder	autoencoder	NOUN
cana-3951	147	6	architecture	architecture	NOUN
cana-3951	147	7	:	:	PUNCT
cana-3951	147	8	o	o	NOUN
cana-3951	147	9	input	input	NOUN
cana-3951	147	10	layer	layer	NOUN
cana-3951	147	11	:	:	PUNCT
cana-3951	147	12	contains	contain	VERB
cana-3951	147	13	neurons	neuron	NOUN
cana-3951	147	14	,	,	PUNCT
cana-3951	147	15	one	one	NUM
cana-3951	147	16	for	for	ADP
cana-3951	147	17	each	each	DET
cana-3951	147	18	feature	feature	NOUN
cana-3951	147	19	in	in	ADV
cana-3951	147	20	.	.	PUNCT
cana-3951	148	1	o	o	X
cana-3951	148	2	hidden	hide	VERB
cana-3951	148	3	layer(s	layer(s	NOUN
cana-3951	148	4	):	):	PUNCT
cana-3951	148	5	▪	▪	ADJ
cana-3951	148	6	encoder	encoder	NOUN
cana-3951	148	7	:	:	PUNCT
cana-3951	148	8	compress	compress	VERB
cana-3951	148	9	the	the	DET
cana-3951	148	10	input	input	NOUN
cana-3951	148	11	into	into	ADP
cana-3951	148	12	a	a	DET
cana-3951	148	13	latent	latent	NOUN
cana-3951	148	14	representation	representation	NOUN
cana-3951	148	15	of	of	ADP
cana-3951	148	16	size	size	NOUN
cana-3951	148	17	.	.	PUNCT
cana-3951	149	1	communications	communication	NOUN
cana-3951	149	2	on	on	ADP
cana-3951	149	3	applied	apply	VERB
cana-3951	149	4	nonlinear	nonlinear	ADJ
cana-3951	149	5	analysis	analysis	NOUN
cana-3951	149	6	issn	issn	NOUN
cana-3951	149	7	:	:	PUNCT
cana-3951	149	8	1074	1074	NUM
cana-3951	149	9	-	-	PUNCT
cana-3951	149	10	133x	133x	NUM
cana-3951	149	11	vol	vol	NOUN
cana-3951	149	12	32	32	NUM
cana-3951	149	13	no	no	NOUN
cana-3951	149	14	.	.	PUNCT
cana-3951	150	1	9s	9s	NUM
cana-3951	150	2	(	(	PUNCT
cana-3951	150	3	2025	2025	NUM
cana-3951	150	4	)	)	PUNCT
cana-3951	150	5	410	410	NUM
cana-3951	150	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3951	150	7	▪	▪	ADJ
cana-3951	150	8	decoder	decoder	NOUN
cana-3951	150	9	:	:	PUNCT
cana-3951	150	10	reconstruct	reconstruct	VERB
cana-3951	150	11	the	the	DET
cana-3951	150	12	original	original	ADJ
cana-3951	150	13	input	input	NOUN
cana-3951	150	14	from	from	ADP
cana-3951	150	15	the	the	DET
cana-3951	150	16	latent	latent	NOUN
cana-3951	150	17	representation	representation	NOUN
cana-3951	150	18	.	.	PUNCT
cana-3951	151	1	o	o	X
cana-3951	151	2	dropout	dropout	NOUN
cana-3951	151	3	layer(s	layer(s	NOUN
cana-3951	151	4	):	):	PUNCT
cana-3951	151	5	add	add	VERB
cana-3951	151	6	dropout	dropout	NOUN
cana-3951	151	7	with	with	ADP
cana-3951	151	8	rate	rate	NOUN
cana-3951	151	9	to	to	PART
cana-3951	151	10	prevent	prevent	VERB
cana-3951	151	11	overfitting	overfitting	NOUN
cana-3951	151	12	.	.	PUNCT
cana-3951	152	1	o	o	NOUN
cana-3951	152	2	output	output	NOUN
cana-3951	152	3	layer	layer	NOUN
cana-3951	152	4	:	:	PUNCT
cana-3951	152	5	contains	contain	VERB
cana-3951	152	6	neurons	neuron	NOUN
cana-3951	152	7	,	,	PUNCT
cana-3951	152	8	matching	match	VERB
cana-3951	152	9	the	the	DET
cana-3951	152	10	original	original	ADJ
cana-3951	152	11	input	input	NOUN
cana-3951	152	12	dimensions	dimension	NOUN
cana-3951	152	13	.	.	PUNCT
cana-3951	153	1	3	3	X
cana-3951	153	2	.	.	X
cana-3951	153	3	initialize	initialize	VERB
cana-3951	153	4	the	the	DET
cana-3951	153	5	model	model	NOUN
cana-3951	153	6	parameters	parameter	NOUN
cana-3951	153	7	:	:	PUNCT
cana-3951	153	8	o	o	NOUN
cana-3951	153	9	randomly	randomly	ADV
cana-3951	153	10	initialize	initialize	VERB
cana-3951	153	11	weights	weight	NOUN
cana-3951	153	12	and	and	CCONJ
cana-3951	153	13	biases	bias	NOUN
cana-3951	153	14	for	for	ADP
cana-3951	153	15	each	each	DET
cana-3951	153	16	layer	layer	NOUN
cana-3951	153	17	.	.	PUNCT
cana-3951	154	1	4	4	X
cana-3951	154	2	.	.	X
cana-3951	154	3	train	train	VERB
cana-3951	154	4	the	the	DET
cana-3951	154	5	autoencoder	autoencoder	NOUN
cana-3951	154	6	:	:	PUNCT
cana-3951	154	7	o	o	NOUN
cana-3951	154	8	use	use	VERB
cana-3951	154	9	the	the	DET
cana-3951	154	10	reconstruction	reconstruction	NOUN
cana-3951	154	11	error	error	NOUN
cana-3951	154	12	as	as	ADP
cana-3951	154	13	the	the	DET
cana-3951	154	14	loss	loss	NOUN
cana-3951	154	15	function	function	NOUN
cana-3951	154	16	:	:	PUNCT
cana-3951	154	17	where	where	SCONJ
cana-3951	154	18	is	be	AUX
cana-3951	154	19	the	the	DET
cana-3951	154	20	input	input	NOUN
cana-3951	154	21	,	,	PUNCT
cana-3951	154	22	is	be	AUX
cana-3951	154	23	the	the	DET
cana-3951	154	24	reconstructed	reconstructed	ADJ
cana-3951	154	25	output	output	NOUN
cana-3951	154	26	,	,	PUNCT
cana-3951	154	27	and	and	CCONJ
cana-3951	154	28	is	be	AUX
cana-3951	154	29	the	the	DET
cana-3951	154	30	regularization	regularization	NOUN
cana-3951	154	31	term	term	NOUN
cana-3951	154	32	.	.	PUNCT
cana-3951	155	1	o	o	NOUN
cana-3951	155	2	apply	apply	VERB
cana-3951	155	3	dropout	dropout	NOUN
cana-3951	155	4	during	during	ADP
cana-3951	155	5	training	training	NOUN
cana-3951	155	6	to	to	PART
cana-3951	155	7	improve	improve	VERB
cana-3951	155	8	generalization	generalization	NOUN
cana-3951	155	9	.	.	PUNCT
cana-3951	156	1	o	o	X
cana-3951	156	2	optimize	optimize	NOUN
cana-3951	156	3	the	the	DET
cana-3951	156	4	loss	loss	NOUN
cana-3951	156	5	using	use	VERB
cana-3951	156	6	a	a	DET
cana-3951	156	7	gradient	gradient	NOUN
cana-3951	156	8	-	-	PUNCT
cana-3951	156	9	based	base	VERB
cana-3951	156	10	optimizer	optimizer	NOUN
cana-3951	156	11	(	(	PUNCT
cana-3951	156	12	e.g.	e.g.	ADV
cana-3951	156	13	,	,	PUNCT
cana-3951	156	14	adam	adam	PROPN
cana-3951	156	15	,	,	PUNCT
cana-3951	156	16	sgd	sgd	PROPN
cana-3951	156	17	)	)	PUNCT
cana-3951	156	18	.	.	PUNCT
cana-3951	157	1	5	5	X
cana-3951	157	2	.	.	X
cana-3951	157	3	perform	perform	VERB
cana-3951	157	4	cross	cross	ADJ
cana-3951	157	5	-	-	NOUN
cana-3951	157	6	validation	validation	ADJ
cana-3951	157	7	:	:	PUNCT
cana-3951	157	8	o	o	NOUN
cana-3951	157	9	divide	divide	VERB
cana-3951	157	10	the	the	DET
cana-3951	157	11	dataset	dataset	NOUN
cana-3951	157	12	into	into	ADP
cana-3951	157	13	-folds	-fold	NOUN
cana-3951	157	14	.	.	PUNCT
cana-3951	158	1	o	o	NOUN
cana-3951	158	2	train	train	VERB
cana-3951	158	3	the	the	DET
cana-3951	158	4	autoencoder	autoencoder	NOUN
cana-3951	158	5	on	on	ADP
cana-3951	158	6	folds	fold	NOUN
cana-3951	158	7	and	and	CCONJ
cana-3951	158	8	evaluate	evaluate	VERB
cana-3951	158	9	the	the	DET
cana-3951	158	10	reconstruction	reconstruction	NOUN
cana-3951	158	11	error	error	NOUN
cana-3951	158	12	and	and	CCONJ
cana-3951	158	13	feature	feature	NOUN
cana-3951	158	14	selection	selection	NOUN
cana-3951	158	15	quality	quality	NOUN
cana-3951	158	16	on	on	ADP
cana-3951	158	17	the	the	DET
cana-3951	158	18	remaining	remain	VERB
cana-3951	158	19	fold	fold	NOUN
cana-3951	158	20	.	.	PUNCT
cana-3951	159	1	o	o	X
cana-3951	159	2	repeat	repeat	VERB
cana-3951	159	3	the	the	DET
cana-3951	159	4	process	process	NOUN
cana-3951	159	5	for	for	ADP
cana-3951	159	6	all	all	DET
cana-3951	159	7	folds	fold	NOUN
cana-3951	159	8	and	and	CCONJ
cana-3951	159	9	average	average	VERB
cana-3951	159	10	the	the	DET
cana-3951	159	11	results	result	NOUN
cana-3951	159	12	to	to	PART
cana-3951	159	13	ensure	ensure	VERB
cana-3951	159	14	robustness	robustness	NOUN
cana-3951	159	15	.	.	PUNCT
cana-3951	160	1	6	6	X
cana-3951	160	2	.	.	X
cana-3951	160	3	evaluate	evaluate	VERB
cana-3951	160	4	the	the	DET
cana-3951	160	5	latent	latent	NOUN
cana-3951	160	6	representation	representation	NOUN
cana-3951	160	7	:	:	PUNCT
cana-3951	160	8	o	o	NOUN
cana-3951	160	9	after	after	ADP
cana-3951	160	10	training	training	NOUN
cana-3951	160	11	,	,	PUNCT
cana-3951	160	12	extract	extract	VERB
cana-3951	160	13	the	the	DET
cana-3951	160	14	latent	latent	NOUN
cana-3951	160	15	representations	representation	NOUN
cana-3951	160	16	from	from	ADP
cana-3951	160	17	the	the	DET
cana-3951	160	18	encoder	encoder	NOUN
cana-3951	160	19	.	.	PUNCT
cana-3951	161	1	is	be	AUX
cana-3951	161	2	a	a	DET
cana-3951	161	3	matrix	matrix	NOUN
cana-3951	161	4	where	where	SCONJ
cana-3951	161	5	each	each	DET
cana-3951	161	6	row	row	NOUN
cana-3951	161	7	represents	represent	VERB
cana-3951	161	8	the	the	DET
cana-3951	161	9	compressed	compressed	ADJ
cana-3951	161	10	version	version	NOUN
cana-3951	161	11	of	of	ADP
cana-3951	161	12	an	an	DET
cana-3951	161	13	instance	instance	NOUN
cana-3951	161	14	.	.	PUNCT
cana-3951	162	1	7	7	X
cana-3951	162	2	.	.	X
cana-3951	162	3	analyze	analyze	VERB
cana-3951	162	4	feature	feature	NOUN
cana-3951	162	5	contributions	contribution	NOUN
cana-3951	162	6	:	:	PUNCT
cana-3951	162	7	o	o	NOUN
cana-3951	162	8	compute	compute	VERB
cana-3951	162	9	the	the	DET
cana-3951	162	10	importance	importance	NOUN
cana-3951	162	11	of	of	ADP
cana-3951	162	12	each	each	DET
cana-3951	162	13	feature	feature	NOUN
cana-3951	162	14	based	base	VERB
cana-3951	162	15	on	on	ADP
cana-3951	162	16	the	the	DET
cana-3951	162	17	weights	weight	NOUN
cana-3951	162	18	of	of	ADP
cana-3951	162	19	the	the	DET
cana-3951	162	20	encoder	encoder	NOUN
cana-3951	162	21	.	.	PUNCT
cana-3951	163	1	o	o	PROPN
cana-3951	163	2	rank	rank	NOUN
cana-3951	163	3	features	feature	NOUN
cana-3951	163	4	by	by	ADP
cana-3951	163	5	their	their	PRON
cana-3951	163	6	contribution	contribution	NOUN
cana-3951	163	7	to	to	ADP
cana-3951	163	8	the	the	DET
cana-3951	163	9	latent	latent	NOUN
cana-3951	163	10	space	space	NOUN
cana-3951	163	11	.	.	PUNCT
cana-3951	164	1	8	8	X
cana-3951	164	2	.	.	X
cana-3951	164	3	select	select	VERB
cana-3951	164	4	the	the	DET
cana-3951	164	5	top	top	ADJ
cana-3951	164	6	features	feature	NOUN
cana-3951	164	7	:	:	PUNCT
cana-3951	164	8	o	o	X
cana-3951	164	9	identify	identify	VERB
cana-3951	164	10	the	the	DET
cana-3951	164	11	features	feature	NOUN
cana-3951	164	12	with	with	ADP
cana-3951	164	13	the	the	DET
cana-3951	164	14	highest	high	ADJ
cana-3951	164	15	importance	importance	NOUN
cana-3951	164	16	scores	score	NOUN
cana-3951	164	17	.	.	PUNCT
cana-3951	165	1	9	9	X
cana-3951	165	2	.	.	X
cana-3951	165	3	validate	validate	VERB
cana-3951	165	4	the	the	DET
cana-3951	165	5	selected	select	VERB
cana-3951	165	6	features	feature	NOUN
cana-3951	165	7	:	:	PUNCT
cana-3951	165	8	o	o	NOUN
cana-3951	165	9	use	use	VERB
cana-3951	165	10	the	the	DET
cana-3951	165	11	selected	select	VERB
cana-3951	165	12	features	feature	NOUN
cana-3951	165	13	to	to	PART
cana-3951	165	14	train	train	VERB
cana-3951	165	15	a	a	DET
cana-3951	165	16	machine	machine	NOUN
cana-3951	165	17	learning	learning	NOUN
cana-3951	165	18	model	model	NOUN
cana-3951	165	19	(	(	PUNCT
cana-3951	165	20	e.g.	e.g.	ADV
cana-3951	165	21	,	,	PUNCT
cana-3951	165	22	logistic	logistic	ADJ
cana-3951	165	23	regression	regression	NOUN
cana-3951	165	24	,	,	PUNCT
cana-3951	165	25	svm	svm	ADJ
cana-3951	165	26	)	)	PUNCT
cana-3951	165	27	and	and	CCONJ
cana-3951	165	28	evaluate	evaluate	VERB
cana-3951	165	29	its	its	PRON
cana-3951	165	30	performance	performance	NOUN
cana-3951	165	31	on	on	ADP
cana-3951	165	32	a	a	DET
cana-3951	165	33	validation	validation	NOUN
cana-3951	165	34	set	set	NOUN
cana-3951	165	35	.	.	PUNCT
cana-3951	166	1	o	o	PROPN
cana-3951	166	2	compare	compare	VERB
cana-3951	166	3	the	the	DET
cana-3951	166	4	performance	performance	NOUN
cana-3951	166	5	with	with	ADP
cana-3951	166	6	models	model	NOUN
cana-3951	166	7	trained	train	VERB
cana-3951	166	8	on	on	ADP
cana-3951	166	9	the	the	DET
cana-3951	166	10	full	full	ADJ
cana-3951	166	11	feature	feature	NOUN
cana-3951	166	12	set	set	NOUN
cana-3951	166	13	.	.	PUNCT
cana-3951	167	1	10	10	X
cana-3951	167	2	.	.	X
cana-3951	168	1	output	output	VERB
cana-3951	168	2	the	the	DET
cana-3951	168	3	selected	select	VERB
cana-3951	168	4	features	feature	NOUN
cana-3951	168	5	:	:	PUNCT
cana-3951	168	6	o	o	NOUN
cana-3951	168	7	return	return	VERB
cana-3951	168	8	the	the	DET
cana-3951	168	9	feature	feature	NOUN
cana-3951	168	10	subset	subset	VERB
cana-3951	168	11	that	that	SCONJ
cana-3951	168	12	optimally	optimally	ADV
cana-3951	168	13	balances	balance	VERB
cana-3951	168	14	reconstruction	reconstruction	NOUN
cana-3951	168	15	quality	quality	NOUN
cana-3951	168	16	and	and	CCONJ
cana-3951	168	17	model	model	NOUN
cana-3951	168	18	performance	performance	NOUN
cana-3951	168	19	.	.	PUNCT
cana-3951	169	1	the	the	DET
cana-3951	169	2	above	above	ADJ
cana-3951	169	3	reduced	reduced	ADJ
cana-3951	169	4	dataset	dataset	NOUN
cana-3951	169	5	is	be	AUX
cana-3951	169	6	passed	pass	VERB
cana-3951	169	7	to	to	ADP
cana-3951	169	8	long	long	ADJ
cana-3951	169	9	short	short	ADJ
cana-3951	169	10	-	-	PUNCT
cana-3951	169	11	term	term	NOUN
cana-3951	169	12	memory	memory	NOUN
cana-3951	169	13	(	(	PUNCT
cana-3951	169	14	lstm	lstm	NOUN
cana-3951	169	15	)	)	PUNCT
cana-3951	169	16	networks	network	NOUN
cana-3951	169	17	which	which	PRON
cana-3951	169	18	is	be	AUX
cana-3951	169	19	a	a	DET
cana-3951	169	20	type	type	NOUN
cana-3951	169	21	of	of	ADP
cana-3951	169	22	recurrent	recurrent	ADJ
cana-3951	169	23	neural	neural	ADJ
cana-3951	169	24	network	network	NOUN
cana-3951	169	25	,	,	PUNCT
cana-3951	169	26	are	be	AUX
cana-3951	169	27	highly	highly	ADV
cana-3951	169	28	effective	effective	ADJ
cana-3951	169	29	in	in	ADP
cana-3951	169	30	processing	process	VERB
cana-3951	169	31	sequential	sequential	ADJ
cana-3951	169	32	data	datum	NOUN
cana-3951	169	33	.	.	PUNCT
cana-3951	170	1	their	their	PRON
cana-3951	170	2	ability	ability	NOUN
cana-3951	170	3	to	to	PART
cana-3951	170	4	capture	capture	VERB
cana-3951	170	5	temporal	temporal	ADJ
cana-3951	170	6	dependencies	dependency	NOUN
cana-3951	170	7	and	and	CCONJ
cana-3951	170	8	learn	learn	VERB
cana-3951	170	9	patterns	pattern	NOUN
cana-3951	170	10	over	over	ADP
cana-3951	170	11	time	time	NOUN
cana-3951	170	12	makes	make	VERB
cana-3951	170	13	them	they	PRON
cana-3951	170	14	an	an	DET
cana-3951	170	15	excellent	excellent	ADJ
cana-3951	170	16	tool	tool	NOUN
cana-3951	170	17	for	for	ADP
cana-3951	170	18	enhancing	enhance	VERB
cana-3951	170	19	security	security	NOUN
cana-3951	170	20	in	in	ADP
cana-3951	170	21	datasets	dataset	NOUN
cana-3951	170	22	and	and	CCONJ
cana-3951	170	23	transactions	transaction	NOUN
cana-3951	170	24	.	.	PUNCT
cana-3951	171	1	algorithm	algorithm	NOUN
cana-3951	171	2	for	for	ADP
cana-3951	171	3	using	use	VERB
cana-3951	171	4	lstms	lstms	NOUN
cana-3951	171	5	to	to	PART
cana-3951	171	6	enhance	enhance	VERB
cana-3951	171	7	transaction	transaction	NOUN
cana-3951	171	8	security	security	NOUN
cana-3951	171	9	in	in	ADP
cana-3951	171	10	a	a	DET
cana-3951	171	11	dataset	dataset	ADJ
cana-3951	171	12	input	input	NOUN
cana-3951	171	13	:	:	PUNCT
cana-3951	171	14	•	•	NOUN
cana-3951	171	15	dataset	dataset	NOUN
cana-3951	171	16	:	:	PUNCT
cana-3951	171	17	a	a	DET
cana-3951	171	18	dataset	dataset	NOUN
cana-3951	171	19	containing	contain	VERB
cana-3951	171	20	transaction	transaction	NOUN
cana-3951	171	21	records	record	NOUN
cana-3951	171	22	with	with	ADP
cana-3951	171	23	features	feature	NOUN
cana-3951	171	24	.	.	PUNCT
cana-3951	172	1	•	•	NUM
cana-3951	172	2	label	label	NOUN
cana-3951	172	3	information	information	NOUN
cana-3951	172	4	:	:	PUNCT
cana-3951	172	5	indicating	indicate	VERB
cana-3951	172	6	whether	whether	SCONJ
cana-3951	172	7	each	each	DET
cana-3951	172	8	transaction	transaction	NOUN
cana-3951	172	9	is	be	AUX
cana-3951	172	10	legitimate	legitimate	ADJ
cana-3951	172	11	or	or	CCONJ
cana-3951	172	12	fraudulent	fraudulent	ADJ
cana-3951	172	13	(	(	PUNCT
cana-3951	172	14	if	if	SCONJ
cana-3951	172	15	available	available	ADJ
cana-3951	172	16	)	)	PUNCT
cana-3951	172	17	.	.	PUNCT
cana-3951	173	1	•	•	NUM
cana-3951	173	2	hyperparameters	hyperparameter	NOUN
cana-3951	173	3	:	:	PUNCT
cana-3951	173	4	o	o	X
cana-3951	173	5	learning	learn	VERB
cana-3951	173	6	rate	rate	NOUN
cana-3951	173	7	:	:	PUNCT
cana-3951	173	8	0.01	0.01	NUM
cana-3951	173	9	(	(	PUNCT
cana-3951	173	10	controls	control	VERB
cana-3951	173	11	the	the	DET
cana-3951	173	12	step	step	NOUN
cana-3951	173	13	size	size	NOUN
cana-3951	173	14	during	during	ADP
cana-3951	173	15	optimization	optimization	NOUN
cana-3951	173	16	)	)	PUNCT
cana-3951	173	17	.	.	PUNCT
cana-3951	174	1	o	o	NOUN
cana-3951	174	2	batch	batch	NOUN
cana-3951	174	3	size	size	NOUN
cana-3951	174	4	:	:	PUNCT
cana-3951	174	5	50	50	NUM
cana-3951	174	6	(	(	PUNCT
cana-3951	174	7	number	number	NOUN
cana-3951	174	8	of	of	ADP
cana-3951	174	9	samples	sample	NOUN
cana-3951	174	10	processed	process	VERB
cana-3951	174	11	before	before	ADP
cana-3951	174	12	updating	update	VERB
cana-3951	174	13	the	the	DET
cana-3951	174	14	model	model	NOUN
cana-3951	174	15	)	)	PUNCT
cana-3951	174	16	.	.	PUNCT
cana-3951	175	1	o	o	NOUN
cana-3951	175	2	epochs	epoch	NOUN
cana-3951	175	3	:	:	PUNCT
cana-3951	175	4	50	50	NUM
cana-3951	175	5	(	(	PUNCT
cana-3951	175	6	number	number	NOUN
cana-3951	175	7	of	of	ADP
cana-3951	175	8	complete	complete	ADJ
cana-3951	175	9	passes	pass	NOUN
cana-3951	175	10	through	through	ADP
cana-3951	175	11	the	the	DET
cana-3951	175	12	dataset	dataset	NOUN
cana-3951	175	13	)	)	PUNCT
cana-3951	175	14	.	.	PUNCT
cana-3951	176	1	o	o	NOUN
cana-3951	176	2	number	number	NOUN
cana-3951	176	3	of	of	ADP
cana-3951	176	4	lstm	lstm	ADJ
cana-3951	176	5	layers	layer	NOUN
cana-3951	176	6	:	:	PUNCT
cana-3951	176	7	10	10	NUM
cana-3951	176	8	(	(	PUNCT
cana-3951	176	9	the	the	DET
cana-3951	176	10	depth	depth	NOUN
cana-3951	176	11	of	of	ADP
cana-3951	176	12	the	the	DET
cana-3951	176	13	lstm	lstm	PROPN
cana-3951	176	14	network	network	NOUN
cana-3951	176	15	)	)	PUNCT
cana-3951	176	16	.	.	PUNCT
cana-3951	177	1	o	o	NOUN
cana-3951	177	2	hidden	hide	VERB
cana-3951	177	3	units	unit	NOUN
cana-3951	177	4	per	per	ADP
cana-3951	177	5	layer	layer	NOUN
cana-3951	177	6	:	:	PUNCT
cana-3951	177	7	5	5	NUM
cana-3951	177	8	(	(	PUNCT
cana-3951	177	9	number	number	NOUN
cana-3951	177	10	of	of	ADP
cana-3951	177	11	neurons	neuron	NOUN
cana-3951	177	12	in	in	ADP
cana-3951	177	13	each	each	DET
cana-3951	177	14	lstm	lstm	ADJ
cana-3951	177	15	layer	layer	NOUN
cana-3951	177	16	)	)	PUNCT
cana-3951	177	17	.	.	PUNCT
cana-3951	178	1	communications	communication	NOUN
cana-3951	178	2	on	on	ADP
cana-3951	178	3	applied	apply	VERB
cana-3951	178	4	nonlinear	nonlinear	ADJ
cana-3951	178	5	analysis	analysis	NOUN
cana-3951	178	6	issn	issn	NOUN
cana-3951	178	7	:	:	PUNCT
cana-3951	178	8	1074	1074	NUM
cana-3951	178	9	-	-	PUNCT
cana-3951	178	10	133x	133x	NUM
cana-3951	178	11	vol	vol	NOUN
cana-3951	178	12	32	32	NUM
cana-3951	178	13	no	no	NOUN
cana-3951	178	14	.	.	PUNCT
cana-3951	179	1	9s	9s	NUM
cana-3951	179	2	(	(	PUNCT
cana-3951	179	3	2025	2025	NUM
cana-3951	179	4	)	)	PUNCT
cana-3951	179	5	411	411	NUM
cana-3951	179	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3951	179	7	o	o	NOUN
cana-3951	179	8	dropout	dropout	NOUN
cana-3951	179	9	rate	rate	NOUN
cana-3951	179	10	:	:	PUNCT
cana-3951	179	11	0.5	0.5	NUM
cana-3951	179	12	(	(	PUNCT
cana-3951	179	13	probability	probability	NOUN
cana-3951	179	14	of	of	ADP
cana-3951	179	15	dropping	drop	VERB
cana-3951	179	16	neurons	neuron	NOUN
cana-3951	179	17	to	to	PART
cana-3951	179	18	prevent	prevent	VERB
cana-3951	179	19	overfitting	overfitting	NOUN
cana-3951	179	20	)	)	PUNCT
cana-3951	179	21	.	.	PUNCT
cana-3951	180	1	output	output	NOUN
cana-3951	180	2	:	:	PUNCT
cana-3951	180	3	o	o	X
cana-3951	180	4	an	an	DET
cana-3951	180	5	lstm	lstm	ADJ
cana-3951	180	6	model	model	NOUN
cana-3951	180	7	capable	capable	ADJ
cana-3951	180	8	of	of	ADP
cana-3951	180	9	identifying	identify	VERB
cana-3951	180	10	anomalies	anomaly	NOUN
cana-3951	180	11	or	or	CCONJ
cana-3951	180	12	fraudulent	fraudulent	ADJ
cana-3951	180	13	transactions	transaction	NOUN
cana-3951	180	14	.	.	PUNCT
cana-3951	181	1	steps	step	NOUN
cana-3951	181	2	:	:	PUNCT
cana-3951	181	3	1	1	X
cana-3951	181	4	.	.	X
cana-3951	181	5	preprocessing	preprocesse	VERB
cana-3951	181	6	the	the	DET
cana-3951	181	7	data	datum	NOUN
cana-3951	181	8	:	:	PUNCT
cana-3951	181	9	o	o	NOUN
cana-3951	181	10	organize	organize	VERB
cana-3951	181	11	the	the	DET
cana-3951	181	12	transaction	transaction	NOUN
cana-3951	181	13	dataset	dataset	VERB
cana-3951	181	14	into	into	ADP
cana-3951	181	15	sequences	sequence	NOUN
cana-3951	181	16	.	.	PUNCT
cana-3951	182	1	each	each	DET
cana-3951	182	2	sequence	sequence	NOUN
cana-3951	182	3	represents	represent	VERB
cana-3951	182	4	a	a	DET
cana-3951	182	5	series	series	NOUN
cana-3951	182	6	of	of	ADP
cana-3951	182	7	transactions	transaction	NOUN
cana-3951	182	8	ordered	order	VERB
cana-3951	182	9	by	by	ADP
cana-3951	182	10	time	time	NOUN
cana-3951	182	11	.	.	PUNCT
cana-3951	183	1	o	o	NOUN
cana-3951	183	2	normalize	normalize	VERB
cana-3951	183	3	or	or	CCONJ
cana-3951	183	4	standardize	standardize	VERB
cana-3951	183	5	transaction	transaction	NOUN
cana-3951	183	6	features	feature	NOUN
cana-3951	183	7	to	to	PART
cana-3951	183	8	ensure	ensure	VERB
cana-3951	183	9	consistent	consistent	ADJ
cana-3951	183	10	scales	scale	NOUN
cana-3951	183	11	.	.	PUNCT
cana-3951	184	1	o	o	NOUN
cana-3951	184	2	if	if	SCONJ
cana-3951	184	3	labels	label	NOUN
cana-3951	184	4	are	be	AUX
cana-3951	184	5	available	available	ADJ
cana-3951	184	6	,	,	PUNCT
cana-3951	184	7	split	split	VERB
cana-3951	184	8	into	into	ADP
cana-3951	184	9	training	training	NOUN
cana-3951	184	10	,	,	PUNCT
cana-3951	184	11	validation	validation	NOUN
cana-3951	184	12	,	,	PUNCT
cana-3951	184	13	and	and	CCONJ
cana-3951	184	14	test	test	NOUN
cana-3951	184	15	sets	set	NOUN
cana-3951	184	16	.	.	PUNCT
cana-3951	185	1	2	2	X
cana-3951	185	2	.	.	X
cana-3951	185	3	define	define	VERB
cana-3951	185	4	the	the	DET
cana-3951	185	5	lstm	lstm	PROPN
cana-3951	185	6	model	model	NOUN
cana-3951	185	7	architecture	architecture	NOUN
cana-3951	185	8	:	:	PUNCT
cana-3951	185	9	o	o	NOUN
cana-3951	185	10	input	input	NOUN
cana-3951	185	11	layer	layer	NOUN
cana-3951	185	12	:	:	PUNCT
cana-3951	185	13	accepts	accept	VERB
cana-3951	185	14	sequences	sequence	NOUN
cana-3951	185	15	of	of	ADP
cana-3951	185	16	transaction	transaction	NOUN
cana-3951	185	17	data	datum	NOUN
cana-3951	185	18	with	with	ADP
cana-3951	185	19	dimensions	dimension	NOUN
cana-3951	185	20	o	o	X
cana-3951	185	21	lstm	lstm	ADJ
cana-3951	185	22	layers	layer	NOUN
cana-3951	185	23	:	:	PUNCT
cana-3951	185	24	▪	▪	X
cana-3951	185	25	add	add	VERB
cana-3951	185	26	stacked	stack	VERB
cana-3951	185	27	lstm	lstm	ADJ
cana-3951	185	28	layers	layer	NOUN
cana-3951	185	29	with	with	ADP
cana-3951	185	30	hidden	hidden	ADJ
cana-3951	185	31	units	unit	NOUN
cana-3951	185	32	in	in	ADP
cana-3951	185	33	each	each	DET
cana-3951	185	34	layer	layer	NOUN
cana-3951	185	35	.	.	PUNCT
cana-3951	186	1	▪	▪	NOUN
cana-3951	186	2	apply	apply	VERB
cana-3951	186	3	dropout	dropout	NOUN
cana-3951	186	4	with	with	ADP
cana-3951	186	5	rate	rate	NOUN
cana-3951	186	6	after	after	SCONJ
cana-3951	186	7	each	each	DET
cana-3951	186	8	lstm	lstm	ADJ
cana-3951	186	9	layer	layer	NOUN
cana-3951	186	10	to	to	PART
cana-3951	186	11	prevent	prevent	VERB
cana-3951	186	12	overfitting	overfitting	NOUN
cana-3951	186	13	.	.	PUNCT
cana-3951	187	1	o	o	NOUN
cana-3951	187	2	fully	fully	ADV
cana-3951	187	3	connected	connect	VERB
cana-3951	187	4	layer	layer	NOUN
cana-3951	187	5	:	:	PUNCT
cana-3951	187	6	map	map	VERB
cana-3951	187	7	the	the	DET
cana-3951	187	8	lstm	lstm	ADJ
cana-3951	187	9	output	output	NOUN
cana-3951	187	10	to	to	ADP
cana-3951	187	11	the	the	DET
cana-3951	187	12	target	target	NOUN
cana-3951	187	13	space	space	NOUN
cana-3951	187	14	.	.	PUNCT
cana-3951	188	1	o	o	NOUN
cana-3951	188	2	output	output	NOUN
cana-3951	188	3	layer	layer	NOUN
cana-3951	188	4	:	:	PUNCT
cana-3951	188	5	▪	▪	NOUN
cana-3951	188	6	for	for	ADP
cana-3951	188	7	classification	classification	NOUN
cana-3951	188	8	:	:	PUNCT
cana-3951	188	9	sigmoid	sigmoid	NOUN
cana-3951	188	10	activation	activation	NOUN
cana-3951	188	11	.	.	PUNCT
cana-3951	189	1	▪	▪	NOUN
cana-3951	189	2	for	for	ADP
cana-3951	189	3	anomaly	anomaly	NOUN
cana-3951	189	4	detection	detection	NOUN
cana-3951	189	5	:	:	PUNCT
cana-3951	189	6	use	use	VERB
cana-3951	189	7	a	a	DET
cana-3951	189	8	regression	regression	NOUN
cana-3951	189	9	output	output	NOUN
cana-3951	189	10	for	for	ADP
cana-3951	189	11	anomaly	anomaly	NOUN
cana-3951	189	12	scores	score	NOUN
cana-3951	189	13	.	.	PUNCT
cana-3951	190	1	3	3	X
cana-3951	190	2	.	.	X
cana-3951	190	3	initialize	initialize	VERB
cana-3951	190	4	model	model	NOUN
cana-3951	190	5	parameters	parameter	NOUN
cana-3951	190	6	:	:	PUNCT
cana-3951	190	7	o	o	NOUN
cana-3951	190	8	randomly	randomly	ADV
cana-3951	190	9	initialize	initialize	VERB
cana-3951	190	10	the	the	DET
cana-3951	190	11	weights	weight	NOUN
cana-3951	190	12	and	and	CCONJ
cana-3951	190	13	biases	bias	NOUN
cana-3951	190	14	of	of	ADP
cana-3951	190	15	the	the	DET
cana-3951	190	16	model	model	NOUN
cana-3951	190	17	.	.	PUNCT
cana-3951	191	1	o	o	NOUN
cana-3951	191	2	optimizer	optimizer	NOUN
cana-3951	191	3	:	:	PUNCT
cana-3951	191	4	adam	adam	PROPN
cana-3951	191	5	and	and	CCONJ
cana-3951	191	6	mean	mean	VERB
cana-3951	191	7	squared	square	VERB
cana-3951	191	8	error	error	NOUN
cana-3951	191	9	loss	loss	NOUN
cana-3951	191	10	function	function	NOUN
cana-3951	191	11	.	.	PUNCT
cana-3951	192	1	4	4	X
cana-3951	192	2	.	.	X
cana-3951	192	3	train	train	VERB
cana-3951	192	4	the	the	DET
cana-3951	192	5	lstm	lstm	PROPN
cana-3951	192	6	model	model	NOUN
cana-3951	192	7	:	:	PUNCT
cana-3951	192	8	o	o	NOUN
cana-3951	192	9	use	use	VERB
cana-3951	192	10	the	the	DET
cana-3951	192	11	training	training	NOUN
cana-3951	192	12	dataset	dataset	VERB
cana-3951	192	13	to	to	PART
cana-3951	192	14	optimize	optimize	VERB
cana-3951	192	15	the	the	DET
cana-3951	192	16	loss	loss	NOUN
cana-3951	192	17	function	function	NOUN
cana-3951	192	18	through	through	ADP
cana-3951	192	19	backpropagation	backpropagation	NOUN
cana-3951	192	20	.	.	PUNCT
cana-3951	193	1	o	o	NOUN
cana-3951	193	2	update	update	NOUN
cana-3951	193	3	weights	weight	NOUN
cana-3951	193	4	using	use	VERB
cana-3951	193	5	the	the	DET
cana-3951	193	6	optimizer	optimizer	NOUN
cana-3951	193	7	and	and	CCONJ
cana-3951	193	8	learning	learning	NOUN
cana-3951	193	9	rate	rate	NOUN
cana-3951	193	10	.	.	PUNCT
cana-3951	194	1	o	o	PROPN
cana-3951	194	2	monitor	monitor	NOUN
cana-3951	194	3	performance	performance	NOUN
cana-3951	194	4	on	on	ADP
cana-3951	194	5	the	the	DET
cana-3951	194	6	validation	validation	NOUN
cana-3951	194	7	set	set	VERB
cana-3951	194	8	to	to	PART
cana-3951	194	9	avoid	avoid	VERB
cana-3951	194	10	overfitting	overfitte	VERB
cana-3951	194	11	.	.	PUNCT
cana-3951	195	1	5	5	X
cana-3951	195	2	.	.	X
cana-3951	195	3	evaluate	evaluate	VERB
cana-3951	195	4	the	the	DET
cana-3951	195	5	model	model	NOUN
cana-3951	195	6	:	:	PUNCT
cana-3951	195	7	o	o	NOUN
cana-3951	195	8	used	use	VERB
cana-3951	195	9	metrics	metric	NOUN
cana-3951	195	10	such	such	ADJ
cana-3951	195	11	as	as	ADP
cana-3951	195	12	accuracy	accuracy	NOUN
cana-3951	195	13	,	,	PUNCT
cana-3951	195	14	precision	precision	NOUN
cana-3951	195	15	,	,	PUNCT
cana-3951	195	16	recall	recall	NOUN
cana-3951	195	17	,	,	PUNCT
cana-3951	195	18	and	and	CCONJ
cana-3951	195	19	f1	f1	NOUN
cana-3951	195	20	score	score	NOUN
cana-3951	195	21	for	for	ADP
cana-3951	195	22	classification	classification	NOUN
cana-3951	195	23	tasks	task	NOUN
cana-3951	195	24	.	.	PUNCT
cana-3951	196	1	6	6	X
cana-3951	196	2	.	.	X
cana-3951	196	3	detect	detect	NOUN
cana-3951	196	4	anomalies	anomaly	NOUN
cana-3951	196	5	or	or	CCONJ
cana-3951	196	6	fraudulent	fraudulent	ADJ
cana-3951	196	7	transactions	transaction	NOUN
cana-3951	196	8	:	:	PUNCT
cana-3951	196	9	o	o	NOUN
cana-3951	196	10	for	for	ADP
cana-3951	196	11	classification	classification	NOUN
cana-3951	196	12	:	:	PUNCT
cana-3951	196	13	▪	▪	NOUN
cana-3951	196	14	predict	predict	VERB
cana-3951	196	15	whether	whether	SCONJ
cana-3951	196	16	each	each	DET
cana-3951	196	17	transaction	transaction	NOUN
cana-3951	196	18	is	be	AUX
cana-3951	196	19	legitimate	legitimate	ADJ
cana-3951	196	20	or	or	CCONJ
cana-3951	196	21	fraudulent	fraudulent	ADJ
cana-3951	196	22	.	.	PUNCT
cana-3951	197	1	o	o	NOUN
cana-3951	197	2	for	for	ADP
cana-3951	197	3	anomaly	anomaly	NOUN
cana-3951	197	4	detection	detection	NOUN
cana-3951	197	5	:	:	PUNCT
cana-3951	197	6	▪	▪	X
cana-3951	197	7	compute	compute	NOUN
cana-3951	197	8	anomaly	anomaly	NOUN
cana-3951	197	9	scores	score	NOUN
cana-3951	197	10	based	base	VERB
cana-3951	197	11	on	on	ADP
cana-3951	197	12	reconstruction	reconstruction	NOUN
cana-3951	197	13	error	error	NOUN
cana-3951	197	14	or	or	CCONJ
cana-3951	197	15	deviation	deviation	NOUN
cana-3951	197	16	from	from	ADP
cana-3951	197	17	expected	expect	VERB
cana-3951	197	18	patterns	pattern	NOUN
cana-3951	197	19	.	.	PUNCT
cana-3951	198	1	▪	▪	ADJ
cana-3951	198	2	flag	flag	NOUN
cana-3951	198	3	transactions	transaction	NOUN
cana-3951	198	4	with	with	ADP
cana-3951	198	5	high	high	ADJ
cana-3951	198	6	anomaly	anomaly	NOUN
cana-3951	198	7	scores	score	NOUN
cana-3951	198	8	for	for	ADP
cana-3951	198	9	further	further	ADJ
cana-3951	198	10	investigation	investigation	NOUN
cana-3951	198	11	.	.	PUNCT
cana-3951	199	1	7	7	X
cana-3951	199	2	.	.	X
cana-3951	199	3	deploy	deploy	VERB
cana-3951	199	4	the	the	DET
cana-3951	199	5	model	model	NOUN
cana-3951	199	6	:	:	PUNCT
cana-3951	199	7	o	o	NOUN
cana-3951	199	8	integrate	integrate	VERB
cana-3951	199	9	the	the	DET
cana-3951	199	10	trained	train	VERB
cana-3951	199	11	lstm	lstm	NOUN
cana-3951	199	12	model	model	NOUN
cana-3951	199	13	into	into	ADP
cana-3951	199	14	the	the	DET
cana-3951	199	15	transaction	transaction	NOUN
cana-3951	199	16	processing	processing	NOUN
cana-3951	199	17	pipeline	pipeline	NOUN
cana-3951	199	18	for	for	ADP
cana-3951	199	19	real	real	ADJ
cana-3951	199	20	-	-	PUNCT
cana-3951	199	21	time	time	NOUN
cana-3951	199	22	monitoring	monitoring	NOUN
cana-3951	199	23	.	.	PUNCT
cana-3951	200	1	o	o	X
cana-3951	200	2	ensure	ensure	VERB
cana-3951	200	3	the	the	DET
cana-3951	200	4	system	system	NOUN
cana-3951	200	5	flags	flag	VERB
cana-3951	200	6	suspicious	suspicious	ADJ
cana-3951	200	7	transactions	transaction	NOUN
cana-3951	200	8	for	for	ADP
cana-3951	200	9	manual	manual	ADJ
cana-3951	200	10	review	review	NOUN
cana-3951	200	11	or	or	CCONJ
cana-3951	200	12	automated	automate	VERB
cana-3951	200	13	blocking	blocking	NOUN
cana-3951	200	14	.	.	PUNCT
cana-3951	201	1	8	8	X
cana-3951	201	2	.	.	X
cana-3951	201	3	continuous	continuous	ADJ
cana-3951	201	4	learning	learning	NOUN
cana-3951	201	5	and	and	CCONJ
cana-3951	201	6	updating	updating	NOUN
cana-3951	201	7	:	:	PUNCT
cana-3951	201	8	o	o	NOUN
cana-3951	201	9	periodically	periodically	ADV
cana-3951	201	10	retrain	retrain	VERB
cana-3951	201	11	the	the	DET
cana-3951	201	12	model	model	NOUN
cana-3951	201	13	on	on	ADP
cana-3951	201	14	updated	update	VERB
cana-3951	201	15	transaction	transaction	NOUN
cana-3951	201	16	data	datum	NOUN
cana-3951	201	17	to	to	PART
cana-3951	201	18	adapt	adapt	VERB
cana-3951	201	19	to	to	ADP
cana-3951	201	20	new	new	ADJ
cana-3951	201	21	fraud	fraud	NOUN
cana-3951	201	22	patterns	pattern	NOUN
cana-3951	201	23	.	.	PUNCT
cana-3951	202	1	o	o	NOUN
cana-3951	202	2	use	use	NOUN
cana-3951	202	3	feedback	feedback	NOUN
cana-3951	202	4	from	from	ADP
cana-3951	202	5	flagged	flag	VERB
cana-3951	202	6	transactions	transaction	NOUN
cana-3951	202	7	to	to	PART
cana-3951	202	8	refine	refine	VERB
cana-3951	202	9	the	the	DET
cana-3951	202	10	model	model	NOUN
cana-3951	202	11	.	.	PUNCT
cana-3951	203	1	result	result	PROPN
cana-3951	203	2	set	set	VERB
cana-3951	203	3	for	for	ADP
cana-3951	203	4	the	the	DET
cana-3951	203	5	hybrid	hybrid	ADJ
cana-3951	203	6	model	model	NOUN
cana-3951	203	7	evaluation	evaluation	NOUN
cana-3951	203	8	parameters	parameter	NOUN
cana-3951	203	9	:	:	PUNCT
cana-3951	203	10	1	1	X
cana-3951	203	11	.	.	X
cana-3951	203	12	accuracy	accuracy	NOUN
cana-3951	203	13	:	:	PUNCT
cana-3951	203	14	the	the	DET
cana-3951	203	15	percentage	percentage	NOUN
cana-3951	203	16	of	of	ADP
cana-3951	203	17	correct	correct	ADJ
cana-3951	203	18	predictions	prediction	NOUN
cana-3951	203	19	(	(	PUNCT
cana-3951	203	20	fraudulent	fraudulent	ADJ
cana-3951	203	21	or	or	CCONJ
cana-3951	203	22	legitimate	legitimate	ADJ
cana-3951	203	23	transactions	transaction	NOUN
cana-3951	203	24	)	)	PUNCT
cana-3951	203	25	out	out	ADP
cana-3951	203	26	of	of	ADP
cana-3951	203	27	all	all	DET
cana-3951	203	28	predictions	prediction	NOUN
cana-3951	203	29	.	.	PUNCT
cana-3951	204	1	2	2	X
cana-3951	204	2	.	.	X
cana-3951	204	3	recall	recall	NOUN
cana-3951	204	4	(	(	PUNCT
cana-3951	204	5	sensitivity	sensitivity	NOUN
cana-3951	204	6	):	):	PUNCT
cana-3951	204	7	the	the	DET
cana-3951	204	8	proportion	proportion	NOUN
cana-3951	204	9	of	of	ADP
cana-3951	204	10	actual	actual	ADJ
cana-3951	204	11	fraudulent	fraudulent	ADJ
cana-3951	204	12	transactions	transaction	NOUN
cana-3951	204	13	correctly	correctly	ADV
cana-3951	204	14	identified	identify	VERB
cana-3951	204	15	.	.	PUNCT
cana-3951	205	1	communications	communication	NOUN
cana-3951	205	2	on	on	ADP
cana-3951	205	3	applied	apply	VERB
cana-3951	205	4	nonlinear	nonlinear	ADJ
cana-3951	205	5	analysis	analysis	NOUN
cana-3951	205	6	issn	issn	NOUN
cana-3951	205	7	:	:	PUNCT
cana-3951	205	8	1074	1074	NUM
cana-3951	205	9	-	-	PUNCT
cana-3951	205	10	133x	133x	NUM
cana-3951	205	11	vol	vol	NOUN
cana-3951	205	12	32	32	NUM
cana-3951	205	13	no	no	NOUN
cana-3951	205	14	.	.	PUNCT
cana-3951	206	1	9s	9s	NUM
cana-3951	206	2	(	(	PUNCT
cana-3951	206	3	2025	2025	NUM
cana-3951	206	4	)	)	PUNCT
cana-3951	206	5	412	412	NUM
cana-3951	207	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3951	207	2	3	3	X
cana-3951	207	3	.	.	PUNCT
cana-3951	207	4	f1	f1	NOUN
cana-3951	207	5	-	-	PUNCT
cana-3951	207	6	score	score	NOUN
cana-3951	207	7	:	:	PUNCT
cana-3951	207	8	the	the	DET
cana-3951	207	9	harmonic	harmonic	ADJ
cana-3951	207	10	mean	mean	NOUN
cana-3951	207	11	of	of	ADP
cana-3951	207	12	precision	precision	NOUN
cana-3951	207	13	and	and	CCONJ
cana-3951	207	14	recall	recall	NOUN
cana-3951	207	15	,	,	PUNCT
cana-3951	207	16	providing	provide	VERB
cana-3951	207	17	a	a	DET
cana-3951	207	18	balanced	balanced	ADJ
cana-3951	207	19	measure	measure	NOUN
cana-3951	207	20	of	of	ADP
cana-3951	207	21	accuracy	accuracy	NOUN
cana-3951	207	22	.	.	PUNCT
cana-3951	208	1	4	4	X
cana-3951	208	2	.	.	X
cana-3951	208	3	false	false	ADJ
cana-3951	208	4	alarm	alarm	NOUN
cana-3951	208	5	rate	rate	NOUN
cana-3951	208	6	(	(	PUNCT
cana-3951	208	7	far	far	ADV
cana-3951	208	8	):	):	PUNCT
cana-3951	208	9	the	the	DET
cana-3951	208	10	percentage	percentage	NOUN
cana-3951	208	11	of	of	ADP
cana-3951	208	12	legitimate	legitimate	ADJ
cana-3951	208	13	transactions	transaction	NOUN
cana-3951	208	14	incorrectly	incorrectly	ADV
cana-3951	208	15	flagged	flag	VERB
cana-3951	208	16	as	as	ADP
cana-3951	208	17	fraudulent	fraudulent	ADJ
cana-3951	208	18	.	.	PUNCT
cana-3951	209	1	results	result	NOUN
cana-3951	209	2	for	for	ADP
cana-3951	209	3	the	the	DET
cana-3951	209	4	hybrid	hybrid	ADJ
cana-3951	209	5	model	model	NOUN
cana-3951	209	6	:	:	PUNCT
cana-3951	209	7	metric	metric	ADJ
cana-3951	209	8	value	value	NOUN
cana-3951	209	9	(	(	PUNCT
cana-3951	209	10	%	%	INTJ
cana-3951	209	11	)	)	PUNCT
cana-3951	209	12	accuracy	accuracy	NOUN
cana-3951	209	13	96.8	96.8	NUM
cana-3951	209	14	recall	recall	NOUN
cana-3951	209	15	94.2	94.2	NUM
cana-3951	209	16	f1	f1	NOUN
cana-3951	209	17	-	-	PUNCT
cana-3951	209	18	score	score	NOUN
cana-3951	209	19	95.5	95.5	NUM
cana-3951	209	20	false	false	ADJ
cana-3951	209	21	alarm	alarm	NOUN
cana-3951	209	22	rate	rate	NOUN
cana-3951	209	23	3.2	3.2	NUM
cana-3951	209	24	table	table	NOUN
cana-3951	209	25	1	1	NUM
cana-3951	209	26	.	.	PUNCT
cana-3951	209	27	results	result	NOUN
cana-3951	209	28	for	for	ADP
cana-3951	209	29	the	the	DET
cana-3951	209	30	hybrid	hybrid	ADJ
cana-3951	209	31	model	model	NOUN
cana-3951	209	32	comparison	comparison	NOUN
cana-3951	209	33	with	with	ADP
cana-3951	209	34	other	other	ADJ
cana-3951	209	35	models	model	NOUN
cana-3951	209	36	:	:	PUNCT
cana-3951	209	37	the	the	DET
cana-3951	209	38	hybrid	hybrid	NOUN
cana-3951	209	39	model	model	NOUN
cana-3951	209	40	is	be	AUX
cana-3951	209	41	compared	compare	VERB
cana-3951	209	42	against	against	ADP
cana-3951	209	43	traditional	traditional	ADJ
cana-3951	209	44	models	model	NOUN
cana-3951	209	45	and	and	CCONJ
cana-3951	209	46	standalone	standalone	NOUN
cana-3951	209	47	techniques	technique	NOUN
cana-3951	209	48	to	to	PART
cana-3951	209	49	highlight	highlight	VERB
cana-3951	209	50	improvements	improvement	NOUN
cana-3951	209	51	.	.	PUNCT
cana-3951	210	1	the	the	DET
cana-3951	210	2	table	table	NOUN
cana-3951	210	3	2	2	NUM
cana-3951	210	4	clearly	clearly	ADV
cana-3951	210	5	depict	depict	VERB
cana-3951	210	6	that	that	SCONJ
cana-3951	210	7	the	the	DET
cana-3951	210	8	proposed	propose	VERB
cana-3951	210	9	hybrid	hybrid	NOUN
cana-3951	210	10	model	model	NOUN
cana-3951	210	11	outperforms	outperform	VERB
cana-3951	210	12	the	the	DET
cana-3951	210	13	other	other	ADJ
cana-3951	210	14	model	model	NOUN
cana-3951	210	15	and	and	CCONJ
cana-3951	210	16	the	the	DET
cana-3951	210	17	graphs	graph	NOUN
cana-3951	210	18	2	2	NUM
cana-3951	210	19	-	-	SYM
cana-3951	210	20	5	5	NUM
cana-3951	210	21	shows	show	VERB
cana-3951	210	22	the	the	DET
cana-3951	210	23	same	same	ADJ
cana-3951	210	24	comparison	comparison	NOUN
cana-3951	210	25	.	.	PUNCT
cana-3951	211	1	model	model	NOUN
cana-3951	211	2	accuracy	accuracy	PROPN
cana-3951	211	3	recall	recall	NOUN
cana-3951	211	4	f1score	f1score	NOUN
cana-3951	211	5	false	false	ADJ
cana-3951	211	6	alarm	alarm	NOUN
cana-3951	211	7	rate	rate	NOUN
cana-3951	211	8	proposed	propose	VERB
cana-3951	211	9	hybrid	hybrid	NOUN
cana-3951	211	10	model	model	NOUN
cana-3951	211	11	(	(	PUNCT
cana-3951	211	12	autoencoder+lstm	autoencoder+lstm	PROPN
cana-3951	211	13	)	)	PUNCT
cana-3951	211	14	96.8	96.8	NUM
cana-3951	211	15	94.2	94.2	NUM
cana-3951	211	16	95.5	95.5	NUM
cana-3951	211	17	3.2	3.2	NUM
cana-3951	211	18	autoencoder	autoencoder	NOUN
cana-3951	211	19	only	only	ADV
cana-3951	211	20	91.4	91.4	NUM
cana-3951	211	21	89.6	89.6	NUM
cana-3951	211	22	90.5	90.5	NUM
cana-3951	211	23	5.6	5.6	NUM
cana-3951	211	24	lstm	lstm	NOUN
cana-3951	211	25	only	only	ADV
cana-3951	211	26	93.1	93.1	NUM
cana-3951	211	27	90.3	90.3	NUM
cana-3951	211	28	91.6	91.6	NUM
cana-3951	211	29	4.5	4.5	NUM
cana-3951	211	30	random	random	ADJ
cana-3951	211	31	forest	forest	NOUN
cana-3951	211	32	89.7	89.7	NUM
cana-3951	211	33	87.2	87.2	NUM
cana-3951	211	34	88.3	88.3	NUM
cana-3951	211	35	6.1	6.1	NUM
cana-3951	211	36	logistic	logistic	ADJ
cana-3951	211	37	regression	regression	NOUN
cana-3951	211	38	88.3	88.3	NUM
cana-3951	211	39	85.9	85.9	NUM
cana-3951	211	40	86.9	86.9	NUM
cana-3951	211	41	7.4	7.4	NUM
cana-3951	211	42	support	support	NOUN
cana-3951	211	43	vector	vector	NOUN
cana-3951	211	44	machine	machine	NOUN
cana-3951	211	45	90.2	90.2	NUM
cana-3951	211	46	88.0	88.0	NUM
cana-3951	211	47	89.0	89.0	NUM
cana-3951	211	48	5.9	5.9	NUM
cana-3951	211	49	table	table	NOUN
cana-3951	211	50	2	2	NUM
cana-3951	211	51	.	.	PUNCT
cana-3951	211	52	comparison	comparison	NOUN
cana-3951	211	53	with	with	ADP
cana-3951	211	54	other	other	ADJ
cana-3951	211	55	models	model	NOUN
cana-3951	211	56	fig.2	fig.2	PROPN
cana-3951	211	57	accuracy	accuracy	NOUN
cana-3951	211	58	fig.3	fig.3	PROPN
cana-3951	211	59	recall	recall	NOUN
cana-3951	211	60	fig.4	fig.4	PROPN
cana-3951	211	61	f1	f1	NOUN
cana-3951	211	62	-	-	PUNCT
cana-3951	211	63	score	score	NOUN
cana-3951	211	64	fig	fig	NOUN
cana-3951	211	65	.	.	PUNCT
cana-3951	212	1	5	5	NUM
cana-3951	212	2	false	false	ADJ
cana-3951	212	3	alarm	alarm	NOUN
cana-3951	212	4	rate	rate	NOUN
cana-3951	212	5	communications	communication	NOUN
cana-3951	212	6	on	on	ADP
cana-3951	212	7	applied	apply	VERB
cana-3951	212	8	nonlinear	nonlinear	ADJ
cana-3951	212	9	analysis	analysis	NOUN
cana-3951	212	10	issn	issn	NOUN
cana-3951	212	11	:	:	PUNCT
cana-3951	212	12	1074	1074	NUM
cana-3951	212	13	-	-	PUNCT
cana-3951	212	14	133x	133x	NUM
cana-3951	212	15	vol	vol	NOUN
cana-3951	212	16	32	32	NUM
cana-3951	212	17	no	no	NOUN
cana-3951	212	18	.	.	PUNCT
cana-3951	213	1	9s	9s	NUM
cana-3951	213	2	(	(	PUNCT
cana-3951	213	3	2025	2025	NUM
cana-3951	213	4	)	)	PUNCT
cana-3951	214	1	413	413	NUM
cana-3951	214	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3951	214	3	conclusion	conclusion	NOUN
cana-3951	214	4	integrating	integrate	VERB
cana-3951	214	5	blockchain	blockchain	PROPN
cana-3951	214	6	technology	technology	PROPN
cana-3951	214	7	with	with	ADP
cana-3951	214	8	deep	deep	ADJ
cana-3951	214	9	learning	learning	NOUN
cana-3951	214	10	enhances	enhance	VERB
cana-3951	214	11	security	security	NOUN
cana-3951	214	12	by	by	ADP
cana-3951	214	13	leveraging	leverage	VERB
cana-3951	214	14	blockchain	blockchain	PROPN
cana-3951	214	15	's	's	PART
cana-3951	214	16	immutable	immutable	ADJ
cana-3951	214	17	,	,	PUNCT
cana-3951	214	18	decentralized	decentralized	ADJ
cana-3951	214	19	ledger	ledger	NOUN
cana-3951	214	20	to	to	PART
cana-3951	214	21	ensure	ensure	VERB
cana-3951	214	22	data	datum	NOUN
cana-3951	214	23	integrity	integrity	NOUN
cana-3951	214	24	while	while	SCONJ
cana-3951	214	25	using	use	VERB
cana-3951	214	26	deep	deep	ADJ
cana-3951	214	27	learning	learning	NOUN
cana-3951	214	28	for	for	ADP
cana-3951	214	29	advanced	advanced	ADJ
cana-3951	214	30	pattern	pattern	NOUN
cana-3951	214	31	recognition	recognition	NOUN
cana-3951	214	32	and	and	CCONJ
cana-3951	214	33	anomaly	anomaly	NOUN
cana-3951	214	34	detection	detection	NOUN
cana-3951	214	35	,	,	PUNCT
cana-3951	214	36	creating	create	VERB
cana-3951	214	37	a	a	DET
cana-3951	214	38	robust	robust	ADJ
cana-3951	214	39	framework	framework	NOUN
cana-3951	214	40	against	against	ADP
cana-3951	214	41	cyber	cyber	PROPN
cana-3951	214	42	threats	threat	NOUN
cana-3951	214	43	.	.	PUNCT
cana-3951	215	1	the	the	DET
cana-3951	215	2	process	process	NOUN
cana-3951	215	3	starts	start	VERB
cana-3951	215	4	with	with	ADP
cana-3951	215	5	the	the	DET
cana-3951	215	6	blockchain	blockchain	PROPN
cana-3951	215	7	network	network	NOUN
cana-3951	215	8	being	be	AUX
cana-3951	215	9	initialized	initialize	VERB
cana-3951	215	10	and	and	CCONJ
cana-3951	215	11	a	a	DET
cana-3951	215	12	structured	structured	ADJ
cana-3951	215	13	system	system	NOUN
cana-3951	215	14	for	for	ADP
cana-3951	215	15	transaction	transaction	NOUN
cana-3951	215	16	data	datum	NOUN
cana-3951	215	17	,	,	PUNCT
cana-3951	215	18	including	include	VERB
cana-3951	215	19	hashed	hash	VERB
cana-3951	215	20	private	private	ADJ
cana-3951	215	21	data	datum	NOUN
cana-3951	215	22	,	,	PUNCT
cana-3951	215	23	being	be	AUX
cana-3951	215	24	established	establish	VERB
cana-3951	215	25	.	.	PUNCT
cana-3951	216	1	before	before	ADP
cana-3951	216	2	being	be	AUX
cana-3951	216	3	added	add	VERB
cana-3951	216	4	to	to	ADP
cana-3951	216	5	the	the	DET
cana-3951	216	6	blockchain	blockchain	NOUN
cana-3951	216	7	via	via	ADP
cana-3951	216	8	a	a	DET
cana-3951	216	9	consensus	consensus	NOUN
cana-3951	216	10	process	process	NOUN
cana-3951	216	11	,	,	PUNCT
cana-3951	216	12	transactions	transaction	NOUN
cana-3951	216	13	are	be	AUX
cana-3951	216	14	verified	verify	VERB
cana-3951	216	15	by	by	ADP
cana-3951	216	16	digital	digital	ADJ
cana-3951	216	17	signatures	signature	NOUN
cana-3951	216	18	and	and	CCONJ
cana-3951	216	19	compliance	compliance	NOUN
cana-3951	216	20	with	with	ADP
cana-3951	216	21	intelligent	intelligent	ADJ
cana-3951	216	22	contracts	contract	NOUN
cana-3951	216	23	.	.	PUNCT
cana-3951	217	1	encryption	encryption	NOUN
cana-3951	217	2	and	and	CCONJ
cana-3951	217	3	role	role	NOUN
cana-3951	217	4	-	-	PUNCT
cana-3951	217	5	based	base	VERB
cana-3951	217	6	access	access	NOUN
cana-3951	217	7	controls	control	NOUN
cana-3951	217	8	strengthen	strengthen	VERB
cana-3951	217	9	security	security	NOUN
cana-3951	217	10	,	,	PUNCT
cana-3951	217	11	but	but	CCONJ
cana-3951	217	12	archiving	archive	VERB
cana-3951	217	13	old	old	ADJ
cana-3951	217	14	blocks	block	NOUN
cana-3951	217	15	off	off	ADP
cana-3951	217	16	-	-	PUNCT
cana-3951	217	17	chain	chain	NOUN
cana-3951	217	18	to	to	PART
cana-3951	217	19	increase	increase	VERB
cana-3951	217	20	performance	performance	NOUN
cana-3951	217	21	allows	allow	VERB
cana-3951	217	22	for	for	ADP
cana-3951	217	23	scalability	scalability	NOUN
cana-3951	217	24	.	.	PUNCT
cana-3951	218	1	the	the	DET
cana-3951	218	2	hybrid	hybrid	ADJ
cana-3951	218	3	model	model	NOUN
cana-3951	218	4	offers	offer	VERB
cana-3951	218	5	significant	significant	ADJ
cana-3951	218	6	advantages	advantage	NOUN
cana-3951	218	7	in	in	ADP
cana-3951	218	8	detecting	detect	VERB
cana-3951	218	9	fraudulent	fraudulent	ADJ
cana-3951	218	10	transactions	transaction	NOUN
cana-3951	218	11	with	with	ADP
cana-3951	218	12	high	high	ADJ
cana-3951	218	13	recall	recall	NOUN
cana-3951	218	14	and	and	CCONJ
cana-3951	218	15	low	low	ADJ
cana-3951	218	16	false	false	ADJ
cana-3951	218	17	alarm	alarm	NOUN
cana-3951	218	18	rates	rate	NOUN
cana-3951	218	19	.	.	PUNCT
cana-3951	219	1	it	it	PRON
cana-3951	219	2	is	be	AUX
cana-3951	219	3	especially	especially	ADV
cana-3951	219	4	suitable	suitable	ADJ
cana-3951	219	5	for	for	ADP
cana-3951	219	6	financial	financial	ADJ
cana-3951	219	7	systems	system	NOUN
cana-3951	219	8	requiring	require	VERB
cana-3951	219	9	real	real	ADJ
cana-3951	219	10	-	-	PUNCT
cana-3951	219	11	time	time	NOUN
cana-3951	219	12	monitoring	monitoring	NOUN
cana-3951	219	13	and	and	CCONJ
cana-3951	219	14	high	high	ADJ
cana-3951	219	15	precision	precision	NOUN
cana-3951	219	16	in	in	ADP
cana-3951	219	17	security	security	NOUN
cana-3951	219	18	applications	application	NOUN
cana-3951	219	19	.	.	PUNCT
cana-3951	220	1	the	the	DET
cana-3951	220	2	combination	combination	NOUN
cana-3951	220	3	of	of	ADP
cana-3951	220	4	autoencoder	autoencoder	NOUN
cana-3951	220	5	-	-	PUNCT
cana-3951	220	6	based	base	VERB
cana-3951	220	7	feature	feature	NOUN
cana-3951	220	8	selection	selection	NOUN
cana-3951	220	9	and	and	CCONJ
cana-3951	220	10	lstm	lstm	NOUN
cana-3951	220	11	shows	show	VERB
cana-3951	220	12	superior	superior	ADJ
cana-3951	220	13	performance	performance	NOUN
cana-3951	220	14	in	in	ADP
cana-3951	220	15	terms	term	NOUN
cana-3951	220	16	of	of	ADP
cana-3951	220	17	accuracy	accuracy	NOUN
cana-3951	220	18	,	,	PUNCT
cana-3951	220	19	recall	recall	NOUN
cana-3951	220	20	,	,	PUNCT
cana-3951	220	21	and	and	CCONJ
cana-3951	220	22	f1	f1	NOUN
cana-3951	220	23	-	-	PUNCT
cana-3951	220	24	score	score	NOUN
cana-3951	220	25	compared	compare	VERB
cana-3951	220	26	to	to	ADP
cana-3951	220	27	other	other	ADJ
cana-3951	220	28	models	model	NOUN
cana-3951	220	29	.	.	PUNCT
cana-3951	221	1	the	the	DET
cana-3951	221	2	reduced	reduce	VERB
cana-3951	221	3	false	false	ADJ
cana-3951	221	4	alarm	alarm	NOUN
cana-3951	221	5	rate	rate	NOUN
cana-3951	221	6	(	(	PUNCT
cana-3951	221	7	far	far	ADV
cana-3951	221	8	)	)	PUNCT
cana-3951	221	9	highlights	highlight	VERB
cana-3951	221	10	its	its	PRON
cana-3951	221	11	ability	ability	NOUN
cana-3951	221	12	to	to	PART
cana-3951	221	13	minimize	minimize	VERB
cana-3951	221	14	disruptions	disruption	NOUN
cana-3951	221	15	in	in	ADP
cana-3951	221	16	legitimate	legitimate	ADJ
cana-3951	221	17	transactions	transaction	NOUN
cana-3951	221	18	.	.	PUNCT
cana-3951	222	1	the	the	DET
cana-3951	222	2	feature	feature	NOUN
cana-3951	222	3	selection	selection	NOUN
cana-3951	222	4	process	process	NOUN
cana-3951	222	5	eliminates	eliminate	VERB
cana-3951	222	6	redundant	redundant	ADJ
cana-3951	222	7	or	or	CCONJ
cana-3951	222	8	less	less	ADV
cana-3951	222	9	informative	informative	ADJ
cana-3951	222	10	features	feature	NOUN
cana-3951	222	11	,	,	PUNCT
cana-3951	222	12	leading	lead	VERB
cana-3951	222	13	to	to	ADP
cana-3951	222	14	more	more	ADV
cana-3951	222	15	robust	robust	ADJ
cana-3951	222	16	lstm	lstm	NOUN
cana-3951	222	17	training	training	NOUN
cana-3951	222	18	also	also	ADV
cana-3951	222	19	the	the	DET
cana-3951	222	20	sequential	sequential	ADJ
cana-3951	222	21	learning	learning	NOUN
cana-3951	222	22	capability	capability	NOUN
cana-3951	222	23	of	of	ADP
cana-3951	222	24	lstm	lstm	NOUN
cana-3951	222	25	captures	capture	VERB
cana-3951	222	26	temporal	temporal	ADJ
cana-3951	222	27	dependencies	dependency	NOUN
cana-3951	222	28	in	in	ADP
cana-3951	222	29	transaction	transaction	NOUN
cana-3951	222	30	data	datum	NOUN
cana-3951	222	31	,	,	PUNCT
cana-3951	222	32	enhancing	enhance	VERB
cana-3951	222	33	anomaly	anomaly	NOUN
cana-3951	222	34	detection	detection	NOUN
cana-3951	222	35	.	.	PUNCT
cana-3951	223	1	references	reference	NOUN
cana-3951	223	2	[	[	X
cana-3951	223	3	1	1	NUM
cana-3951	223	4	]	]	PUNCT
cana-3951	223	5	i.	i.	PROPN
cana-3951	223	6	al	al	PROPN
cana-3951	223	7	-	-	PUNCT
cana-3951	223	8	barazanchi	barazanchi	PROPN
cana-3951	223	9	,	,	PUNCT
cana-3951	223	10	s.	s.	PROPN
cana-3951	223	11	a.	a.	PROPN
cana-3951	223	12	shawkat	shawkat	PROPN
cana-3951	223	13	,	,	PUNCT
cana-3951	223	14	m.	m.	NOUN
cana-3951	223	15	h.	h.	PROPN
cana-3951	223	16	hameed	hameed	PROPN
cana-3951	223	17	,	,	PUNCT
cana-3951	223	18	and	and	CCONJ
cana-3951	223	19	k.	k.	PROPN
cana-3951	223	20	s.	s.	PROPN
cana-3951	223	21	l.	l.	PROPN
cana-3951	223	22	al	al	PROPN
cana-3951	223	23	-	-	PUNCT
cana-3951	223	24	badri	badri	PROPN
cana-3951	223	25	,	,	PUNCT
cana-3951	223	26	“	"	PUNCT
cana-3951	223	27	modified	modify	VERB
cana-3951	223	28	rsa	rsa	NOUN
cana-3951	223	29	-	-	PUNCT
cana-3951	223	30	based	base	VERB
cana-3951	223	31	algorithm	algorithm	NOUN
cana-3951	223	32	:	:	PUNCT
cana-3951	223	33	a	a	DET
cana-3951	223	34	double	double	ADJ
cana-3951	223	35	secure	secure	ADJ
cana-3951	223	36	approach	approach	NOUN
cana-3951	223	37	,	,	PUNCT
cana-3951	223	38	”	"	PUNCT
cana-3951	223	39	telkomnika	telkomnika	NOUN
cana-3951	223	40	(	(	PUNCT
cana-3951	223	41	telecommunication	telecommunication	NOUN
cana-3951	223	42	comput	comput	NOUN
cana-3951	223	43	.	.	PUNCT
cana-3951	224	1	electron	electron	PROPN
cana-3951	224	2	.	.	PUNCT
cana-3951	225	1	control	control	PROPN
cana-3951	225	2	.	.	PUNCT
cana-3951	226	1	,	,	PUNCT
cana-3951	226	2	vol	vol	NOUN
cana-3951	226	3	.	.	PROPN
cana-3951	227	1	17	17	NUM
cana-3951	227	2	,	,	PUNCT
cana-3951	227	3	no	no	INTJ
cana-3951	227	4	.	.	NOUN
cana-3951	227	5	6	6	NUM
cana-3951	227	6	,	,	PUNCT
cana-3951	227	7	pp	pp	ADJ
cana-3951	227	8	.	.	PUNCT
cana-3951	228	1	2818–2825	2818–2825	NUM
cana-3951	228	2	,	,	PUNCT
cana-3951	228	3	2019	2019	NUM
cana-3951	228	4	.	.	PUNCT
cana-3951	229	1	[	[	X
cana-3951	229	2	2	2	NUM
cana-3951	229	3	]	]	PUNCT
cana-3951	229	4	m.	m.	NOUN
cana-3951	229	5	andoni	andoni	NOUN
cana-3951	229	6	et	et	PROPN
cana-3951	229	7	al	al	PROPN
cana-3951	229	8	.	.	PROPN
cana-3951	229	9	,	,	PUNCT
cana-3951	229	10	“	"	PUNCT
cana-3951	229	11	blockchain	blockchain	PROPN
cana-3951	229	12	technology	technology	PROPN
cana-3951	229	13	in	in	ADP
cana-3951	229	14	the	the	DET
cana-3951	229	15	energy	energy	NOUN
cana-3951	229	16	sector	sector	NOUN
cana-3951	229	17	:	:	PUNCT
cana-3951	229	18	a	a	DET
cana-3951	229	19	systematic	systematic	ADJ
cana-3951	229	20	review	review	NOUN
cana-3951	229	21	of	of	ADP
cana-3951	229	22	challenges	challenge	NOUN
cana-3951	229	23	and	and	CCONJ
cana-3951	229	24	opportunities	opportunity	NOUN
cana-3951	229	25	,	,	PUNCT
cana-3951	229	26	”	"	PUNCT
cana-3951	229	27	renewable	renewable	ADJ
cana-3951	229	28	and	and	CCONJ
cana-3951	229	29	sustainable	sustainable	ADJ
cana-3951	229	30	energy	energy	NOUN
cana-3951	229	31	reviews	review	NOUN
cana-3951	229	32	.	.	PUNCT
cana-3951	230	1	2019	2019	NUM
cana-3951	230	2	.	.	PUNCT
cana-3951	231	1	[	[	X
cana-3951	231	2	3	3	X
cana-3951	231	3	]	]	X
cana-3951	231	4	l.	l.	PROPN
cana-3951	231	5	wu	wu	PROPN
cana-3951	231	6	,	,	PUNCT
cana-3951	231	7	k.	k.	PROPN
cana-3951	231	8	meng	meng	PROPN
cana-3951	231	9	,	,	PUNCT
cana-3951	231	10	s.	s.	PROPN
cana-3951	231	11	xu	xu	PROPN
cana-3951	231	12	,	,	PUNCT
cana-3951	231	13	s.	s.	PROPN
cana-3951	231	14	q.	q.	PROPN
cana-3951	231	15	li	li	PROPN
cana-3951	231	16	,	,	PUNCT
cana-3951	231	17	m.	m.	NOUN
cana-3951	231	18	ding	ding	NOUN
cana-3951	231	19	,	,	PUNCT
cana-3951	231	20	and	and	CCONJ
cana-3951	231	21	y.	y.	PROPN
cana-3951	231	22	suo	suo	PROPN
cana-3951	231	23	,	,	PUNCT
cana-3951	231	24	“	"	PUNCT
cana-3951	231	25	democratic	democratic	ADJ
cana-3951	231	26	centralism	centralism	NOUN
cana-3951	231	27	:	:	PUNCT
cana-3951	231	28	a	a	DET
cana-3951	231	29	hybrid	hybrid	ADJ
cana-3951	231	30	blockchain	blockchain	NOUN
cana-3951	231	31	architecture	architecture	NOUN
cana-3951	231	32	and	and	CCONJ
cana-3951	231	33	its	its	PRON
cana-3951	231	34	applications	application	NOUN
cana-3951	231	35	in	in	ADP
cana-3951	231	36	energy	energy	NOUN
cana-3951	231	37	internet	internet	NOUN
cana-3951	231	38	,	,	PUNCT
cana-3951	231	39	”	"	PUNCT
cana-3951	231	40	proc	proc	NOUN
cana-3951	231	41	.	.	PUNCT
cana-3951	232	1	1st	1st	ADJ
cana-3951	232	2	ieee	ieee	PROPN
cana-3951	232	3	int	int	PROPN
cana-3951	232	4	.	.	PUNCT
cana-3951	233	1	conf	conf	PROPN
cana-3951	233	2	.	.	PUNCT
cana-3951	234	1	energy	energy	NOUN
cana-3951	234	2	internet	internet	NOUN
cana-3951	234	3	,	,	PUNCT
cana-3951	234	4	icei	icei	NOUN
cana-3951	234	5	2017	2017	NUM
cana-3951	234	6	,	,	PUNCT
cana-3951	234	7	pp	pp	ADJ
cana-3951	234	8	.	.	PUNCT
cana-3951	235	1	176–181	176–181	NUM
cana-3951	235	2	,	,	PUNCT
cana-3951	235	3	2017	2017	NUM
cana-3951	235	4	.	.	PUNCT
cana-3951	236	1	[	[	X
cana-3951	236	2	4	4	X
cana-3951	236	3	]	]	PUNCT
cana-3951	236	4	t.	t.	PROPN
cana-3951	236	5	ai	ai	PROPN
cana-3951	236	6	,	,	PUNCT
cana-3951	236	7	x.	x.	NOUN
cana-3951	236	8	;	;	PUNCT
cana-3951	236	9	sun	sun	PROPN
cana-3951	236	10	,	,	PUNCT
cana-3951	236	11	h.	h.	PROPN
cana-3951	236	12	;	;	PUNCT
cana-3951	236	13	guo	guo	PROPN
cana-3951	236	14	,	,	PUNCT
cana-3951	236	15	q.	q.	NOUN
cana-3951	236	16	electricity	electricity	NOUN
cana-3951	236	17	transactions	transaction	NOUN
cana-3951	236	18	and	and	CCONJ
cana-3951	236	19	congestion	congestion	NOUN
cana-3951	236	20	management	management	NOUN
cana-3951	236	21	based	base	VERB
cana-3951	236	22	on	on	ADP
cana-3951	236	23	blockchain	blockchain	PROPN
cana-3951	236	24	in	in	ADP
cana-3951	236	25	energy	energy	NOUN
cana-3951	236	26	internet	internet	NOUN
cana-3951	236	27	.	.	PUNCT
cana-3951	237	1	power	power	NOUN
cana-3951	237	2	syst	syst	PROPN
cana-3951	237	3	.	.	PUNCT
cana-3951	238	1	technol	technol	PROPN
cana-3951	238	2	.	.	PROPN
cana-3951	238	3	,	,	PUNCT
cana-3951	238	4	40	40	NUM
cana-3951	238	5	,	,	PUNCT
cana-3951	238	6	3630–3638	3630–3638	NUM
cana-3951	238	7	,	,	PUNCT
cana-3951	238	8	2016	2016	NUM
cana-3951	238	9	.	.	PUNCT
cana-3951	239	1	[	[	X
cana-3951	239	2	5	5	X
cana-3951	239	3	]	]	PUNCT
cana-3951	239	4	z.	z.	PROPN
cana-3951	239	5	hang	hang	PROPN
cana-3951	239	6	,	,	PUNCT
cana-3951	239	7	n.	n.	PROPN
cana-3951	239	8	;	;	PUNCT
cana-3951	239	9	wang	wang	PROPN
cana-3951	239	10	,	,	PUNCT
cana-3951	239	11	y.	y.	PROPN
cana-3951	239	12	;	;	PUNCT
cana-3951	239	13	kang	kang	PROPN
cana-3951	239	14	,	,	PUNCT
cana-3951	239	15	c.	c.	PROPN
cana-3951	239	16	;	;	PUNCT
cana-3951	239	17	chen	chen	PROPN
cana-3951	239	18	,	,	PUNCT
cana-3951	239	19	j.	j.	PROPN
cana-3951	239	20	;	;	PUNCT
cana-3951	239	21	dawei	dawei	PROPN
cana-3951	239	22	,	,	PUNCT
cana-3951	239	23	h.	h.	PROPN
cana-3951	239	24	blockchain	blockchain	PROPN
cana-3951	239	25	technique	technique	NOUN
cana-3951	239	26	in	in	ADP
cana-3951	239	27	the	the	DET
cana-3951	239	28	energy	energy	NOUN
cana-3951	239	29	internet	internet	NOUN
cana-3951	239	30	:	:	PUNCT
cana-3951	239	31	preliminary	preliminary	ADJ
cana-3951	239	32	research	research	NOUN
cana-3951	239	33	framework	framework	NOUN
cana-3951	239	34	and	and	CCONJ
cana-3951	239	35	typical	typical	ADJ
cana-3951	239	36	applications	application	NOUN
cana-3951	239	37	.	.	PUNCT
cana-3951	240	1	proc	proc	PROPN
cana-3951	240	2	.	.	PUNCT
cana-3951	241	1	csee	csee	PROPN
cana-3951	241	2	2016	2016	NUM
cana-3951	241	3	,	,	PUNCT
cana-3951	241	4	36	36	NUM
cana-3951	241	5	,	,	PUNCT
cana-3951	241	6	4011–4012	4011–4012	NUM
cana-3951	241	7	,	,	PUNCT
cana-3951	241	8	2016	2016	NUM
cana-3951	241	9	.	.	PUNCT
cana-3951	242	1	[	[	X
cana-3951	242	2	6	6	NUM
cana-3951	242	3	]	]	PUNCT
cana-3951	242	4	n.	n.	PROPN
cana-3951	242	5	z.	z.	PROPN
cana-3951	242	6	aitzhan	aitzhan	PROPN
cana-3951	242	7	and	and	CCONJ
cana-3951	242	8	d.	d.	PROPN
cana-3951	242	9	svetinovic	svetinovic	PROPN
cana-3951	242	10	,	,	PUNCT
cana-3951	242	11	“	"	PUNCT
cana-3951	242	12	security	security	NOUN
cana-3951	242	13	and	and	CCONJ
cana-3951	242	14	privacy	privacy	NOUN
cana-3951	242	15	in	in	ADP
cana-3951	242	16	decentralized	decentralize	VERB
cana-3951	242	17	energy	energy	NOUN
cana-3951	242	18	trading	trading	NOUN
cana-3951	242	19	through	through	ADP
cana-3951	242	20	multi	multi	ADJ
cana-3951	242	21	signatures	signature	NOUN
cana-3951	242	22	,	,	PUNCT
cana-3951	242	23	blockchain	blockchain	PROPN
cana-3951	242	24	and	and	CCONJ
cana-3951	242	25	anonymous	anonymous	ADJ
cana-3951	242	26	messaging	messaging	NOUN
cana-3951	242	27	streams	stream	NOUN
cana-3951	242	28	,	,	PUNCT
cana-3951	242	29	”	"	PUNCT
cana-3951	242	30	ieee	ieee	NOUN
cana-3951	242	31	trans	tran	NOUN
cana-3951	242	32	.	.	PUNCT
cana-3951	243	1	dependable	dependable	ADJ
cana-3951	243	2	secur	secur	NOUN
cana-3951	243	3	.	.	PUNCT
cana-3951	244	1	comput	comput	NOUN
cana-3951	244	2	.	.	PUNCT
cana-3951	244	3	,	,	PUNCT
cana-3951	244	4	vol	vol	NOUN
cana-3951	244	5	.	.	PROPN
cana-3951	244	6	15	15	NUM
cana-3951	244	7	,	,	PUNCT
cana-3951	244	8	no	no	INTJ
cana-3951	244	9	.	.	NOUN
cana-3951	244	10	5	5	NUM
cana-3951	244	11	,	,	PUNCT
cana-3951	244	12	pp	pp	ADJ
cana-3951	244	13	.	.	PUNCT
cana-3951	245	1	840	840	NUM
cana-3951	245	2	–	–	PUNCT
cana-3951	245	3	852	852	NUM
cana-3951	245	4	,	,	PUNCT
cana-3951	245	5	2018	2018	NUM
cana-3951	245	6	.	.	PUNCT
cana-3951	246	1	[	[	X
cana-3951	246	2	7	7	X
cana-3951	246	3	]	]	X
cana-3951	246	4	h.	h.	PROPN
cana-3951	246	5	r.	r.	PROPN
cana-3951	246	6	abdulshaheed	abdulshaheed	PROPN
cana-3951	246	7	,	,	PUNCT
cana-3951	246	8	s.	s.	PROPN
cana-3951	246	9	a.	a.	PROPN
cana-3951	246	10	binti	binti	PROPN
cana-3951	246	11	,	,	PUNCT
cana-3951	246	12	and	and	CCONJ
cana-3951	246	13	i.	i.	PROPN
cana-3951	246	14	i.	i.	PROPN
cana-3951	246	15	sadiq	sadiq	PROPN
cana-3951	246	16	,	,	PUNCT
cana-3951	246	17	“	"	PUNCT
cana-3951	246	18	a	a	DET
cana-3951	246	19	review	review	NOUN
cana-3951	246	20	on	on	ADP
cana-3951	246	21	smart	smart	ADJ
cana-3951	246	22	solutions	solution	NOUN
cana-3951	246	23	based	base	VERB
cana-3951	246	24	-	-	PUNCT
cana-3951	246	25	on	on	ADP
cana-3951	246	26	cloud	cloud	NOUN
cana-3951	246	27	computing	computing	NOUN
cana-3951	246	28	and	and	CCONJ
cana-3951	246	29	wireless	wireless	ADJ
cana-3951	246	30	sensing	sensing	NOUN
cana-3951	246	31	,	,	PUNCT
cana-3951	246	32	”	"	PUNCT
cana-3951	246	33	int	int	NOUN
cana-3951	246	34	.	.	PUNCT
cana-3951	247	1	j.	j.	PROPN
cana-3951	247	2	pure	pure	PROPN
cana-3951	247	3	appl	appl	PROPN
cana-3951	247	4	.	.	PUNCT
cana-3951	247	5	math	math	PROPN
cana-3951	247	6	.	.	PUNCT
cana-3951	248	1	,	,	PUNCT
cana-3951	248	2	vol	vol	NOUN
cana-3951	248	3	.	.	PROPN
cana-3951	249	1	119	119	NUM
cana-3951	249	2	,	,	PUNCT
cana-3951	249	3	no	no	INTJ
cana-3951	249	4	.	.	NOUN
cana-3951	249	5	18	18	NUM
cana-3951	249	6	,	,	PUNCT
cana-3951	249	7	pp	pp	ADJ
cana-3951	249	8	.	.	PUNCT
cana-3951	250	1	461–486	461–486	NUM
cana-3951	250	2	,	,	PUNCT
cana-3951	250	3	2018	2018	NUM
cana-3951	250	4	.	.	PUNCT
cana-3951	251	1	[	[	X
cana-3951	251	2	8	8	NUM
cana-3951	251	3	]	]	X
cana-3951	251	4	ding	ding	NOUN
cana-3951	251	5	,	,	PUNCT
cana-3951	251	6	w.	w.	PROPN
cana-3951	251	7	;	;	PUNCT
cana-3951	251	8	wang	wang	PROPN
cana-3951	251	9	,	,	PUNCT
cana-3951	251	10	g.	g.	PROPN
cana-3951	251	11	;	;	PUNCT
cana-3951	251	12	xu	xu	PROPN
cana-3951	251	13	,	,	PUNCT
cana-3951	251	14	a.	a.	NOUN
cana-3951	251	15	;	;	PUNCT
cana-3951	251	16	hong	hong	PROPN
cana-3951	251	17	,	,	PUNCT
cana-3951	251	18	c.	c.	PROPN
cana-3951	251	19	research	research	NOUN
cana-3951	251	20	on	on	ADP
cana-3951	251	21	key	key	ADJ
cana-3951	251	22	technologies	technology	NOUN
cana-3951	251	23	and	and	CCONJ
cana-3951	251	24	information	information	NOUN
cana-3951	251	25	security	security	NOUN
cana-3951	251	26	issues	issue	NOUN
cana-3951	251	27	of	of	ADP
cana-3951	251	28	energy	energy	NOUN
cana-3951	251	29	blockchain	blockchain	PROPN
cana-3951	251	30	.	.	PUNCT
cana-3951	252	1	proc	proc	PROPN
cana-3951	252	2	.	.	PUNCT
cana-3951	253	1	csee	csee	PROPN
cana-3951	253	2	2018	2018	NUM
cana-3951	253	3	,	,	PUNCT
cana-3951	253	4	38	38	NUM
cana-3951	253	5	,	,	PUNCT
cana-3951	253	6	1026–1034	1026–1034	NUM
cana-3951	253	7	,	,	PUNCT
cana-3951	253	8	2018	2018	NUM
cana-3951	253	9	.	.	PUNCT
cana-3951	254	1	[	[	X
cana-3951	254	2	9	9	NUM
cana-3951	254	3	]	]	X
cana-3951	254	4	b.	b.	PROPN
cana-3951	254	5	li	li	PROPN
cana-3951	254	6	,	,	PUNCT
cana-3951	254	7	j.	j.	PROPN
cana-3951	254	8	zhang	zhang	PROPN
cana-3951	254	9	,	,	PUNCT
cana-3951	254	10	b.	b.	PROPN
cana-3951	254	11	qi	qi	PROPN
cana-3951	254	12	,	,	PUNCT
cana-3951	254	13	d.	d.	PROPN
cana-3951	254	14	li	li	PROPN
cana-3951	254	15	,	,	PUNCT
cana-3951	254	16	k.	k.	PROPN
cana-3951	254	17	shi	shi	PROPN
cana-3951	254	18	,	,	PUNCT
cana-3951	254	19	and	and	CCONJ
cana-3951	254	20	g.	g.	PROPN
cana-3951	254	21	cui	cui	PROPN
cana-3951	254	22	,	,	PUNCT
cana-3951	254	23	“	"	PUNCT
cana-3951	254	24	block	block	NOUN
cana-3951	254	25	chain	chain	NOUN
cana-3951	254	26	:	:	PUNCT
cana-3951	254	27	supporting	support	VERB
cana-3951	254	28	technology	technology	NOUN
cana-3951	254	29	of	of	ADP
cana-3951	254	30	demand	demand	NOUN
cana-3951	254	31	side	side	NOUN
cana-3951	254	32	resources	resource	NOUN
cana-3951	254	33	participating	participate	VERB
cana-3951	254	34	in	in	ADP
cana-3951	254	35	grid	grid	NOUN
cana-3951	254	36	interaction	interaction	NOUN
cana-3951	254	37	,	,	PUNCT
cana-3951	254	38	”	"	PUNCT
cana-3951	254	39	dianli	dianli	PROPN
cana-3951	254	40	jianshe	jianshe	PROPN
cana-3951	254	41	/	/	SYM
cana-3951	254	42	electric	electric	PROPN
cana-3951	254	43	power	power	NOUN
cana-3951	254	44	constr	constr	NOUN
cana-3951	254	45	,	,	PUNCT
cana-3951	254	46	.	.	PUNCT
cana-3951	255	1	2017	2017	NUM
cana-3951	255	2	,	,	PUNCT
cana-3951	255	3	38	38	NUM
cana-3951	255	4	,	,	PUNCT
cana-3951	255	5	1–8	1–8	NUM
cana-3951	255	6	.	.	PUNCT
cana-3951	256	1	[	[	X
cana-3951	256	2	10	10	NUM
cana-3951	256	3	]	]	X
cana-3951	256	4	s.	s.	PROPN
cana-3951	256	5	mhanna	mhanna	PROPN
cana-3951	256	6	,	,	PUNCT
cana-3951	256	7	g.	g.	PROPN
cana-3951	256	8	verbic	verbic	PROPN
cana-3951	256	9	,	,	PUNCT
cana-3951	256	10	and	and	CCONJ
cana-3951	256	11	a.	a.	PROPN
cana-3951	256	12	c.	c.	PROPN
cana-3951	256	13	chapman	chapman	PROPN
cana-3951	256	14	,	,	PUNCT
cana-3951	256	15	“	"	PUNCT
cana-3951	256	16	adaptive	adaptive	ADJ
cana-3951	256	17	admm	admm	NOUN
cana-3951	256	18	for	for	ADP
cana-3951	256	19	distributed	distribute	VERB
cana-3951	256	20	ac	ac	PROPN
cana-3951	256	21	optimal	optimal	ADJ
cana-3951	256	22	power	power	NOUN
cana-3951	256	23	flow	flow	NOUN
cana-3951	256	24	,	,	PUNCT
cana-3951	256	25	”	"	PUNCT
cana-3951	256	26	ieee	ieee	NOUN
cana-3951	256	27	trans	trans	PROPN
cana-3951	256	28	.	.	PUNCT
cana-3951	257	1	power	power	NOUN
cana-3951	257	2	syst	syst	PROPN
cana-3951	257	3	.	.	PUNCT
cana-3951	257	4	,	,	PUNCT
cana-3951	258	1	vol	vol	NOUN
cana-3951	258	2	.	.	PROPN
cana-3951	259	1	34	34	NUM
cana-3951	259	2	,	,	PUNCT
cana-3951	259	3	no	no	INTJ
cana-3951	259	4	.	.	NOUN
cana-3951	259	5	3	3	NUM
cana-3951	259	6	,	,	PUNCT
cana-3951	259	7	pp	pp	ADJ
cana-3951	259	8	.	.	PUNCT
cana-3951	260	1	2025–2035	2025–2035	NUM
cana-3951	260	2	,	,	PUNCT
cana-3951	260	3	2019	2019	NUM
cana-3951	260	4	,	,	PUNCT
cana-3951	260	5	doi	doi	NOUN
cana-3951	260	6	:	:	PUNCT
cana-3951	260	7	10.1109	10.1109	NUM
cana-3951	260	8	/	/	SYM
cana-3951	260	9	tpwrs.2018.2886344	tpwrs.2018.2886344	NOUN
cana-3951	260	10	.	.	PUNCT
cana-3951	261	1	[	[	X
cana-3951	261	2	11	11	NUM
cana-3951	261	3	]	]	PUNCT
cana-3951	261	4	j.	j.	PROPN
cana-3951	261	5	he	he	PROPN
cana-3951	261	6	,	,	PUNCT
cana-3951	261	7	l.	l.	PROPN
cana-3951	261	8	liu	liu	PROPN
cana-3951	261	9	,	,	PUNCT
cana-3951	261	10	w.	w.	PROPN
cana-3951	261	11	li	li	PROPN
cana-3951	261	12	,	,	PUNCT
cana-3951	261	13	and	and	CCONJ
cana-3951	261	14	m.	m.	PROPN
cana-3951	261	15	zhang	zhang	PROPN
cana-3951	261	16	,	,	PUNCT
cana-3951	261	17	“	"	PUNCT
cana-3951	261	18	development	development	NOUN
cana-3951	261	19	and	and	CCONJ
cana-3951	261	20	research	research	NOUN
cana-3951	261	21	on	on	ADP
cana-3951	261	22	integrated	integrate	VERB
cana-3951	261	23	protection	protection	NOUN
cana-3951	261	24	system	system	NOUN
cana-3951	261	25	based	base	VERB
cana-3951	261	26	on	on	ADP
cana-3951	261	27	redundant	redundant	ADJ
cana-3951	261	28	information	information	NOUN
cana-3951	261	29	analysis	analysis	NOUN
cana-3951	261	30	,	,	PUNCT
cana-3951	261	31	”	"	PUNCT
cana-3951	261	32	prot	prot	NOUN
cana-3951	261	33	.	.	PUNCT
cana-3951	261	34	control	control	PROPN
cana-3951	261	35	mod	mod	PROPN
cana-3951	261	36	.	.	PUNCT
cana-3951	261	37	power	power	PROPN
cana-3951	261	38	syst	syst	PROPN
cana-3951	261	39	.	.	PUNCT
cana-3951	261	40	,	,	PUNCT
cana-3951	261	41	vol	vol	NOUN
cana-3951	261	42	.	.	PROPN
cana-3951	261	43	1	1	NUM
cana-3951	261	44	,	,	PUNCT
cana-3951	261	45	no	no	INTJ
cana-3951	261	46	.	.	NOUN
cana-3951	261	47	1	1	NUM
cana-3951	261	48	,	,	PUNCT
cana-3951	261	49	pp	pp	ADJ
cana-3951	261	50	.	.	PUNCT
cana-3951	262	1	1–13	1–13	NOUN
cana-3951	262	2	,	,	PUNCT
cana-3951	262	3	2016	2016	NUM
cana-3951	262	4	.	.	PUNCT
cana-3951	263	1	[	[	X
cana-3951	263	2	12	12	NUM
cana-3951	263	3	]	]	PUNCT
cana-3951	263	4	s.	s.	PROPN
cana-3951	263	5	liu	liu	PROPN
cana-3951	263	6	,	,	PUNCT
cana-3951	263	7	x.	x.	PROPN
cana-3951	263	8	p.	p.	PROPN
cana-3951	263	9	liu	liu	PROPN
cana-3951	263	10	,	,	PUNCT
cana-3951	263	11	and	and	CCONJ
cana-3951	263	12	a.	a.	PROPN
cana-3951	263	13	el	el	PROPN
cana-3951	263	14	saddik	saddik	PROPN
cana-3951	263	15	,	,	PUNCT
cana-3951	263	16	“	"	PUNCT
cana-3951	263	17	denial	denial	NOUN
cana-3951	263	18	-	-	PUNCT
cana-3951	263	19	of	of	ADP
cana-3951	263	20	-	-	PUNCT
cana-3951	263	21	service	service	NOUN
cana-3951	263	22	(	(	PUNCT
cana-3951	263	23	dos	do	NOUN
cana-3951	263	24	)	)	PUNCT
cana-3951	263	25	attacks	attack	NOUN
cana-3951	263	26	on	on	ADP
cana-3951	263	27	load	load	NOUN
cana-3951	263	28	frequency	frequency	NOUN
cana-3951	263	29	control	control	NOUN
cana-3951	263	30	in	in	ADP
cana-3951	263	31	smart	smart	ADJ
cana-3951	263	32	grids	grid	NOUN
cana-3951	263	33	,	,	PUNCT
cana-3951	263	34	”	"	PUNCT
cana-3951	263	35	2013	2013	NUM
cana-3951	263	36	ieee	ieee	NOUN
cana-3951	263	37	pes	pe	NOUN
cana-3951	263	38	innov	innov	PROPN
cana-3951	263	39	.	.	PUNCT
cana-3951	264	1	smart	smart	ADJ
cana-3951	264	2	grid	grid	NOUN
cana-3951	264	3	technol	technol	NOUN
cana-3951	264	4	.	.	PUNCT
cana-3951	264	5	conf	conf	PROPN
cana-3951	264	6	.	.	PUNCT
cana-3951	265	1	isgt	isgt	PROPN
cana-3951	265	2	2013	2013	NUM
cana-3951	265	3	,	,	PUNCT
cana-3951	265	4	no	no	INTJ
cana-3951	265	5	.	.	PUNCT
cana-3951	265	6	february	february	PROPN
cana-3951	265	7	2019	2019	NUM
cana-3951	265	8	,	,	PUNCT
cana-3951	265	9	pp	pp	ADJ
cana-3951	265	10	.	.	PUNCT
cana-3951	266	1	1–6	1–6	NUM
cana-3951	266	2	,	,	PUNCT
cana-3951	266	3	2013	2013	NUM
cana-3951	266	4	.	.	PUNCT
cana-3951	267	1	[	[	X
cana-3951	267	2	13	13	NUM
cana-3951	267	3	]	]	X
cana-3951	267	4	h.	h.	PROPN
cana-3951	267	5	wang	wang	PROPN
cana-3951	267	6	,	,	PUNCT
cana-3951	267	7	z.	z.	PROPN
cana-3951	267	8	zheng	zheng	PROPN
cana-3951	267	9	,	,	PUNCT
cana-3951	267	10	s.	s.	PROPN
cana-3951	267	11	xie	xie	PROPN
cana-3951	267	12	,	,	PUNCT
cana-3951	267	13	h.	h.	PROPN
cana-3951	267	14	n.	n.	PROPN
cana-3951	267	15	dai	dai	PROPN
cana-3951	267	16	,	,	PUNCT
cana-3951	267	17	and	and	CCONJ
cana-3951	267	18	x.	x.	PROPN
cana-3951	267	19	chen	chen	PROPN
cana-3951	267	20	,	,	PUNCT
cana-3951	267	21	“	"	PUNCT
cana-3951	267	22	blockchain	blockchain	NOUN
cana-3951	267	23	challenges	challenge	NOUN
cana-3951	267	24	and	and	CCONJ
cana-3951	267	25	opportunities	opportunity	NOUN
cana-3951	267	26	:	:	PUNCT
cana-3951	267	27	a	a	DET
cana-3951	267	28	survey	survey	NOUN
cana-3951	267	29	,	,	PUNCT
cana-3951	267	30	”	"	PUNCT
cana-3951	267	31	int	int	NOUN
cana-3951	267	32	.	.	PUNCT
cana-3951	268	1	j.	j.	PROPN
cana-3951	268	2	web	web	PROPN
cana-3951	268	3	grid	grid	PROPN
cana-3951	268	4	serv	serv	PROPN
cana-3951	268	5	.	.	PUNCT
cana-3951	268	6	,	,	PUNCT
cana-3951	268	7	vol	vol	NOUN
cana-3951	268	8	.	.	PROPN
cana-3951	269	1	14	14	NUM
cana-3951	269	2	,	,	PUNCT
cana-3951	269	3	no	no	INTJ
cana-3951	269	4	.	.	NOUN
cana-3951	269	5	4	4	NUM
cana-3951	269	6	,	,	PUNCT
cana-3951	269	7	p.	p.	NOUN
cana-3951	269	8	352	352	NUM
cana-3951	269	9	,	,	PUNCT
cana-3951	269	10	2018	2018	NUM
cana-3951	269	11	.	.	PUNCT
cana-3951	270	1	communications	communication	NOUN
cana-3951	270	2	on	on	ADP
cana-3951	270	3	applied	apply	VERB
cana-3951	270	4	nonlinear	nonlinear	ADJ
cana-3951	270	5	analysis	analysis	NOUN
cana-3951	270	6	issn	issn	NOUN
cana-3951	270	7	:	:	PUNCT
cana-3951	270	8	1074	1074	NUM
cana-3951	270	9	-	-	PUNCT
cana-3951	270	10	133x	133x	NUM
cana-3951	270	11	vol	vol	NOUN
cana-3951	270	12	32	32	NUM
cana-3951	270	13	no	no	NOUN
cana-3951	270	14	.	.	PUNCT
cana-3951	271	1	9s	9s	NUM
cana-3951	271	2	(	(	PUNCT
cana-3951	271	3	2025	2025	NUM
cana-3951	271	4	)	)	PUNCT
cana-3951	271	5	414	414	NUM
cana-3951	271	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3951	272	1	[	[	X
cana-3951	272	2	14	14	NUM
cana-3951	272	3	]	]	X
cana-3951	272	4	i.	i.	PROPN
cana-3951	272	5	a.	a.	PROPN
cana-3951	272	6	b.	b.	PROPN
cana-3951	272	7	sawsan	sawsan	PROPN
cana-3951	272	8	ali	ali	PROPN
cana-3951	272	9	hamid	hamid	PROPN
cana-3951	272	10	,	,	PUNCT
cana-3951	272	11	rana	rana	PROPN
cana-3951	272	12	alauldeen	alauldeen	PROPN
cana-3951	272	13	abdalrahman	abdalrahman	PROPN
cana-3951	272	14	,	,	PUNCT
cana-3951	272	15	inam	inam	PROPN
cana-3951	272	16	abdullah	abdullah	PROPN
cana-3951	272	17	lafta	lafta	PROPN
cana-3951	272	18	,	,	PUNCT
cana-3951	272	19	“	"	PUNCT
cana-3951	272	20	web	web	NOUN
cana-3951	272	21	services	service	NOUN
cana-3951	272	22	architecture	architecture	NOUN
cana-3951	272	23	model	model	NOUN
cana-3951	272	24	to	to	PART
cana-3951	272	25	support	support	VERB
cana-3951	272	26	distributed	distribute	VERB
cana-3951	272	27	systems	system	NOUN
cana-3951	272	28	,	,	PUNCT
cana-3951	272	29	”	"	PUNCT
cana-3951	272	30	j.	j.	PROPN
cana-3951	272	31	southwest	southwest	PROPN
cana-3951	272	32	jiaotong	jiaotong	PROPN
cana-3951	272	33	univ	univ	PROPN
cana-3951	272	34	.	.	PUNCT
cana-3951	273	1	vol	vol	NOUN
cana-3951	273	2	.	.	PUNCT
cana-3951	273	3	,	,	PUNCT
cana-3951	273	4	vol	vol	NOUN
cana-3951	273	5	.	.	PROPN
cana-3951	274	1	54	54	NUM
cana-3951	274	2	,	,	PUNCT
cana-3951	274	3	no	no	INTJ
cana-3951	274	4	.	.	PUNCT
cana-3951	274	5	december	december	PROPN
cana-3951	274	6	,	,	PUNCT
cana-3951	274	7	pp	pp	ADP
cana-3951	274	8	.	.	PUNCT
cana-3951	275	1	52–57	52–57	NUM
cana-3951	275	2	,	,	PUNCT
cana-3951	275	3	2019	2019	NUM
cana-3951	275	4	.	.	PUNCT
cana-3951	276	1	[	[	X
cana-3951	276	2	15	15	NUM
cana-3951	276	3	]	]	PUNCT
cana-3951	276	4	a.	a.	NOUN
cana-3951	276	5	alahmadi	alahmadi	NOUN
cana-3951	276	6	and	and	CCONJ
cana-3951	276	7	x.	x.	NOUN
cana-3951	276	8	lin	lin	PROPN
cana-3951	276	9	,	,	PUNCT
cana-3951	276	10	"	"	PUNCT
cana-3951	276	11	towards	towards	ADP
cana-3951	276	12	secure	secure	ADJ
cana-3951	276	13	and	and	CCONJ
cana-3951	276	14	fair	fair	ADJ
cana-3951	276	15	iiot	iiot	NOUN
cana-3951	276	16	-	-	PUNCT
cana-3951	276	17	enabled	enable	VERB
cana-3951	276	18	supply	supply	NOUN
cana-3951	276	19	chain	chain	NOUN
cana-3951	276	20	management	management	NOUN
cana-3951	276	21	via	via	ADP
cana-3951	276	22	blockchain	blockchain	PROPN
cana-3951	276	23	-	-	PUNCT
cana-3951	276	24	based	base	VERB
cana-3951	276	25	smart	smart	ADJ
cana-3951	276	26	contracts	contract	NOUN
cana-3951	276	27	,	,	PUNCT
cana-3951	276	28	"	"	PUNCT
cana-3951	276	29	icc	icc	PROPN
cana-3951	276	30	2019	2019	NUM
cana-3951	276	31	2019	2019	NUM
cana-3951	276	32	ieee	ieee	NOUN
cana-3951	276	33	international	international	ADJ
cana-3951	276	34	conference	conference	NOUN
cana-3951	276	35	on	on	ADP
cana-3951	276	36	communications	communication	NOUN
cana-3951	276	37	(	(	PUNCT
cana-3951	276	38	icc	icc	PROPN
cana-3951	276	39	)	)	PUNCT
cana-3951	276	40	,	,	PUNCT
cana-3951	276	41	shanghai	shanghai	PROPN
cana-3951	276	42	,	,	PUNCT
cana-3951	276	43	china	china	PROPN
cana-3951	276	44	,	,	PUNCT
cana-3951	276	45	2019	2019	NUM
cana-3951	276	46	,	,	PUNCT
cana-3951	276	47	pp	pp	ADJ
cana-3951	276	48	.	.	PUNCT
cana-3951	277	1	1	1	NUM
cana-3951	277	2	-	-	SYM
cana-3951	277	3	7	7	NUM
cana-3951	277	4	,	,	PUNCT
cana-3951	277	5	doi	doi	NOUN
cana-3951	277	6	:	:	PUNCT
cana-3951	277	7	10.1109	10.1109	NUM
cana-3951	277	8	/	/	SYM
cana-3951	277	9	icc.2019.8761216	icc.2019.8761216	NOUN
cana-3951	277	10	.	.	PUNCT
cana-3951	278	1	[	[	X
cana-3951	278	2	16	16	NUM
cana-3951	278	3	]	]	X
cana-3951	278	4	n.	n.	PROPN
cana-3951	278	5	nasurudeen	nasurudeen	PROPN
cana-3951	278	6	ahamed	ahamed	PROPN
cana-3951	278	7	,	,	PUNCT
cana-3951	278	8	p.	p.	PROPN
cana-3951	278	9	karthikeyan	karthikeyan	PROPN
cana-3951	278	10	,	,	PUNCT
cana-3951	278	11	a	a	DET
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cana-3951	278	13	learning	learning	NOUN
cana-3951	278	14	integrated	integrate	VERB
cana-3951	278	15	in	in	ADP
cana-3951	278	16	heuristic	heuristic	ADJ
cana-3951	278	17	search	search	NOUN
cana-3951	278	18	method	method	NOUN
cana-3951	278	19	for	for	ADP
cana-3951	278	20	selfdriving	selfdrive	VERB
cana-3951	278	21	vehicle	vehicle	NOUN
cana-3951	278	22	using	use	VERB
cana-3951	278	23	blockchain	blockchain	PROPN
cana-3951	278	24	in	in	ADP
cana-3951	278	25	supply	supply	NOUN
cana-3951	278	26	chain	chain	NOUN
cana-3951	278	27	management	management	NOUN
cana-3951	278	28	,	,	PUNCT
cana-3951	278	29	international	international	ADJ
cana-3951	278	30	journal	journal	NOUN
cana-3951	278	31	of	of	ADP
cana-3951	278	32	intelligent	intelligent	ADJ
cana-3951	278	33	networks	network	NOUN
cana-3951	278	34	,	,	PUNCT
cana-3951	278	35	volume	volume	NOUN
cana-3951	278	36	1	1	NUM
cana-3951	278	37	,	,	PUNCT
cana-3951	278	38	2020	2020	NUM
cana-3951	278	39	,	,	PUNCT
cana-3951	278	40	pages	page	NOUN
cana-3951	278	41	92	92	NUM
cana-3951	278	42	-	-	SYM
cana-3951	278	43	101	101	NUM
cana-3951	278	44	.	.	PUNCT
cana-3951	279	1	[	[	X
cana-3951	279	2	17	17	NUM
cana-3951	279	3	]	]	PUNCT
cana-3951	279	4	demertzis	demertzi	NOUN
cana-3951	279	5	,	,	PUNCT
cana-3951	279	6	k.	k.	PROPN
cana-3951	279	7	,	,	PUNCT
cana-3951	279	8	iliadis	iliadis	PROPN
cana-3951	279	9	,	,	PUNCT
cana-3951	279	10	l.	l.	PROPN
cana-3951	279	11	,	,	PUNCT
cana-3951	279	12	tziritas	tzirita	NOUN
cana-3951	279	13	,	,	PUNCT
cana-3951	279	14	n.	n.	PROPN
cana-3951	279	15	et	et	PROPN
cana-3951	279	16	al	al	PROPN
cana-3951	279	17	.	.	PROPN
cana-3951	279	18	anomaly	anomaly	PROPN
cana-3951	279	19	detection	detection	NOUN
cana-3951	279	20	via	via	ADP
cana-3951	279	21	blockchained	blockchained	ADJ
cana-3951	279	22	deep	deep	ADJ
cana-3951	279	23	learning	learn	VERB
cana-3951	279	24	smart	smart	ADJ
cana-3951	279	25	contracts	contract	NOUN
cana-3951	279	26	in	in	ADP
cana-3951	279	27	industry	industry	NOUN
cana-3951	279	28	4.0	4.0	NUM
cana-3951	279	29	.	.	PUNCT
cana-3951	280	1	neural	neural	ADJ
cana-3951	280	2	comput	comput	PROPN
cana-3951	280	3	&	&	CCONJ
cana-3951	280	4	applic	applic	PROPN
cana-3951	280	5	32	32	NUM
cana-3951	280	6	,	,	PUNCT
cana-3951	280	7	17361–17378	17361–17378	NUM
cana-3951	280	8	(	(	PUNCT
cana-3951	280	9	2020	2020	NUM
cana-3951	280	10	)	)	PUNCT
cana-3951	280	11	.	.	PUNCT
cana-3951	281	1	[	[	X
cana-3951	281	2	18	18	NUM
cana-3951	281	3	]	]	PUNCT
cana-3951	281	4	sazeen	sazeen	PROPN
cana-3951	281	5	taha	taha	PROPN
cana-3951	281	6	abdulrazzaq	abdulrazzaq	PROPN
cana-3951	281	7	,	,	PUNCT
cana-3951	281	8	farooq	farooq	PROPN
cana-3951	281	9	safauldeen	safauldeen	PROPN
cana-3951	281	10	omar	omar	PROPN
cana-3951	281	11	,	,	PUNCT
cana-3951	281	12	maral	maral	ADJ
cana-3951	281	13	a.	a.	PROPN
cana-3951	281	14	mustafa	mustafa	PROPN
cana-3951	281	15	,	,	PUNCT
cana-3951	281	16	“	"	PUNCT
cana-3951	281	17	decentralized	decentralize	VERB
cana-3951	281	18	security	security	NOUN
cana-3951	281	19	and	and	CCONJ
cana-3951	281	20	data	datum	NOUN
cana-3951	281	21	integrity	integrity	NOUN
cana-3951	281	22	of	of	ADP
cana-3951	281	23	blockchain	blockchain	PROPN
cana-3951	281	24	using	use	VERB
cana-3951	281	25	deep	deep	ADJ
cana-3951	281	26	learning	learning	NOUN
cana-3951	281	27	techniques	technique	NOUN
cana-3951	281	28	”	"	PUNCT
cana-3951	281	29	,	,	PUNCT
cana-3951	281	30	periodicals	periodical	NOUN
cana-3951	281	31	of	of	ADP
cana-3951	281	32	engineering	engineering	NOUN
cana-3951	281	33	and	and	CCONJ
cana-3951	281	34	natural	natural	ADJ
cana-3951	281	35	sciences	science	NOUN
cana-3951	281	36	.	.	PUNCT
cana-3951	282	1	issn	issn	PROPN
cana-3951	282	2	2303	2303	NUM
cana-3951	282	3	-	-	SYM
cana-3951	282	4	4521	4521	NUM
cana-3951	282	5	,	,	PUNCT
cana-3951	282	6	vol	vol	NOUN
cana-3951	282	7	.	.	PROPN
cana-3951	282	8	8	8	NUM
cana-3951	282	9	,	,	PUNCT
cana-3951	282	10	no	no	INTJ
cana-3951	282	11	.	.	NOUN
cana-3951	282	12	3	3	NUM
cana-3951	282	13	,	,	PUNCT
cana-3951	282	14	september	september	PROPN
cana-3951	282	15	2020	2020	NUM
cana-3951	282	16	,	,	PUNCT
cana-3951	282	17	pp.1911	pp.1911	PROPN
cana-3951	282	18	-	-	PUNCT
cana-3951	282	19	1923	1923	NUM
cana-3951	282	20	.	.	PUNCT