id	sid	tid	token	lemma	pos
easat-5650	1	1	edelweiss	edelweiss	PROPN
easat-5650	1	2	applied	apply	VERB
easat-5650	1	3	science	science	NOUN
easat-5650	1	4	and	and	CCONJ
easat-5650	1	5	technology	technology	NOUN
easat-5650	1	6	issn	issn	PROPN
easat-5650	1	7	:	:	PUNCT
easat-5650	1	8	2576	2576	NUM
easat-5650	1	9	-	-	SYM
easat-5650	1	10	8484	8484	NUM
easat-5650	1	11	vol	vol	NOUN
easat-5650	1	12	.	.	PROPN
easat-5650	2	1	9	9	NUM
easat-5650	2	2	,	,	PUNCT
easat-5650	2	3	no	no	INTJ
easat-5650	2	4	.	.	NOUN
easat-5650	2	5	3	3	NUM
easat-5650	2	6	,	,	PUNCT
easat-5650	2	7	1640	1640	NUM
easat-5650	2	8	-	-	SYM
easat-5650	2	9	1654	1654	NUM
easat-5650	2	10	2025	2025	NUM
easat-5650	2	11	publisher	publisher	NOUN
easat-5650	2	12	:	:	PUNCT
easat-5650	2	13	learning	learn	VERB
easat-5650	2	14	gate	gate	NOUN
easat-5650	2	15	doi	doi	PROPN
easat-5650	2	16	:	:	PUNCT
easat-5650	2	17	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	2	18	©	©	PROPN
easat-5650	2	19	2025	2025	NUM
easat-5650	2	20	by	by	ADP
easat-5650	2	21	the	the	DET
easat-5650	2	22	authors	author	NOUN
easat-5650	2	23	;	;	PUNCT
easat-5650	2	24	licensee	licensee	PROPN
easat-5650	2	25	learning	learning	NOUN
easat-5650	2	26	gate	gate	NOUN
easat-5650	3	1	©	©	PROPN
easat-5650	3	2	2025	2025	NUM
easat-5650	3	3	by	by	ADP
easat-5650	3	4	the	the	DET
easat-5650	3	5	authors	author	NOUN
easat-5650	3	6	;	;	PUNCT
easat-5650	3	7	licensee	licensee	PROPN
easat-5650	3	8	learning	learning	NOUN
easat-5650	3	9	gate	gate	NOUN
easat-5650	3	10	history	history	NOUN
easat-5650	3	11	:	:	PUNCT
easat-5650	3	12	received	receive	VERB
easat-5650	3	13	:	:	PUNCT
easat-5650	3	14	15	15	NUM
easat-5650	3	15	january	january	NOUN
easat-5650	3	16	2025	2025	NUM
easat-5650	3	17	;	;	PUNCT
easat-5650	3	18	revised	revise	VERB
easat-5650	3	19	:	:	PUNCT
easat-5650	3	20	7	7	NUM
easat-5650	3	21	march	march	NOUN
easat-5650	3	22	2025	2025	NUM
easat-5650	3	23	;	;	PUNCT
easat-5650	3	24	accepted	accept	VERB
easat-5650	3	25	:	:	PUNCT
easat-5650	3	26	11	11	NUM
easat-5650	3	27	march	march	NOUN
easat-5650	3	28	2025	2025	NUM
easat-5650	3	29	;	;	PUNCT
easat-5650	3	30	published	publish	VERB
easat-5650	3	31	:	:	PUNCT
easat-5650	3	32	21	21	NUM
easat-5650	3	33	march	march	NOUN
easat-5650	3	34	2025	2025	NUM
easat-5650	3	35	*	*	PUNCT
easat-5650	3	36	correspondence	correspondence	NOUN
easat-5650	3	37	:	:	PUNCT
easat-5650	3	38	norhasliza@usm.my	norhasliza@usm.my	PROPN
easat-5650	4	1	a	a	DET
easat-5650	4	2	study	study	NOUN
easat-5650	4	3	of	of	ADP
easat-5650	4	4	deep	deep	ADJ
easat-5650	4	5	learning	learning	NOUN
easat-5650	4	6	-	-	PUNCT
easat-5650	4	7	based	base	VERB
easat-5650	4	8	algorithms	algorithm	NOUN
easat-5650	4	9	for	for	ADP
easat-5650	4	10	supply	supply	NOUN
easat-5650	4	11	chain	chain	NOUN
easat-5650	4	12	logistics	logistic	NOUN
easat-5650	4	13	demand	demand	NOUN
easat-5650	4	14	forecasting	forecasting	NOUN
easat-5650	4	15	song	song	NOUN
easat-5650	4	16	meijing1	meijing1	PROPN
easat-5650	4	17	,	,	PUNCT
easat-5650	4	18	nor	nor	CCONJ
easat-5650	4	19	hasliza	hasliza	PROPN
easat-5650	4	20	md	md	PROPN
easat-5650	4	21	.	.	PUNCT
easat-5650	5	1	saad2	saad2	PROPN
easat-5650	5	2	*	*	PROPN
easat-5650	5	3	1,2school	1,2school	NUM
easat-5650	5	4	of	of	ADP
easat-5650	5	5	management	management	NOUN
easat-5650	5	6	,	,	PUNCT
easat-5650	5	7	universiti	universiti	PROPN
easat-5650	5	8	sains	sain	NOUN
easat-5650	5	9	malaysia	malaysia	PROPN
easat-5650	5	10	,	,	PUNCT
easat-5650	5	11	malaysia	malaysia	PROPN
easat-5650	5	12	;	;	PUNCT
easat-5650	5	13	songmeijing@student.usm.my	songmeijing@student.usm.my	X
easat-5650	5	14	(	(	PUNCT
easat-5650	5	15	s.m	s.m	PROPN
easat-5650	5	16	.	.	PROPN
easat-5650	5	17	)	)	PUNCT
easat-5650	5	18	norhasliza@usm.my	norhasliza@usm.my	NOUN
easat-5650	5	19	(	(	PUNCT
easat-5650	5	20	n.h.m.s	n.h.m.s	PROPN
easat-5650	5	21	.	.	PUNCT
easat-5650	5	22	)	)	PUNCT
easat-5650	5	23	.	.	PUNCT
easat-5650	6	1	abstract	abstract	ADJ
easat-5650	6	2	:	:	PUNCT
easat-5650	6	3	to	to	PART
easat-5650	6	4	accurately	accurately	ADV
easat-5650	6	5	capture	capture	VERB
easat-5650	6	6	the	the	DET
easat-5650	6	7	dynamic	dynamic	ADJ
easat-5650	6	8	changes	change	NOUN
easat-5650	6	9	and	and	CCONJ
easat-5650	6	10	patterns	pattern	NOUN
easat-5650	6	11	of	of	ADP
easat-5650	6	12	supply	supply	NOUN
easat-5650	6	13	chain	chain	NOUN
easat-5650	6	14	logistics	logistic	NOUN
easat-5650	6	15	demand	demand	NOUN
easat-5650	6	16	,	,	PUNCT
easat-5650	6	17	a	a	DET
easat-5650	6	18	prediction	prediction	NOUN
easat-5650	6	19	algorithm	algorithm	NOUN
easat-5650	6	20	based	base	VERB
easat-5650	6	21	on	on	ADP
easat-5650	6	22	bilstm	bilstm	NOUN
easat-5650	6	23	-	-	PUNCT
easat-5650	6	24	am	am	NOUN
easat-5650	6	25	is	be	AUX
easat-5650	6	26	proposed	propose	VERB
easat-5650	6	27	.	.	PUNCT
easat-5650	7	1	after	after	ADP
easat-5650	7	2	collecting	collect	VERB
easat-5650	7	3	relevant	relevant	ADJ
easat-5650	7	4	data	datum	NOUN
easat-5650	7	5	on	on	ADP
easat-5650	7	6	supply	supply	NOUN
easat-5650	7	7	chain	chain	NOUN
easat-5650	7	8	logistics	logistic	NOUN
easat-5650	7	9	demand	demand	NOUN
easat-5650	7	10	,	,	PUNCT
easat-5650	7	11	outliers	outlier	NOUN
easat-5650	7	12	were	be	AUX
easat-5650	7	13	removed	remove	VERB
easat-5650	7	14	using	use	VERB
easat-5650	7	15	the	the	DET
easat-5650	7	16	local	local	ADJ
easat-5650	7	17	outlier	outlier	NOUN
easat-5650	7	18	factor	factor	NOUN
easat-5650	7	19	(	(	PUNCT
easat-5650	7	20	lof	lof	PROPN
easat-5650	7	21	)	)	PUNCT
easat-5650	7	22	to	to	PART
easat-5650	7	23	enhance	enhance	VERB
easat-5650	7	24	data	datum	NOUN
easat-5650	7	25	quality	quality	NOUN
easat-5650	7	26	.	.	PUNCT
easat-5650	8	1	from	from	ADP
easat-5650	8	2	the	the	DET
easat-5650	8	3	cleaned	clean	VERB
easat-5650	8	4	dataset	dataset	NOUN
easat-5650	8	5	,	,	PUNCT
easat-5650	8	6	features	feature	VERB
easat-5650	8	7	such	such	ADJ
easat-5650	8	8	as	as	ADP
easat-5650	8	9	the	the	DET
easat-5650	8	10	supply	supply	NOUN
easat-5650	8	11	chain	chain	NOUN
easat-5650	8	12	logistics	logistic	NOUN
easat-5650	8	13	demand	demand	NOUN
easat-5650	8	14	growth	growth	NOUN
easat-5650	8	15	rate	rate	NOUN
easat-5650	8	16	,	,	PUNCT
easat-5650	8	17	inventory	inventory	NOUN
easat-5650	8	18	turnover	turnover	NOUN
easat-5650	8	19	rate	rate	NOUN
easat-5650	8	20	,	,	PUNCT
easat-5650	8	21	seasonal	seasonal	ADJ
easat-5650	8	22	index	index	NOUN
easat-5650	8	23	,	,	PUNCT
easat-5650	8	24	customer	customer	NOUN
easat-5650	8	25	order	order	NOUN
easat-5650	8	26	volume	volume	NOUN
easat-5650	8	27	,	,	PUNCT
easat-5650	8	28	supplier	supplier	NOUN
easat-5650	8	29	delivery	delivery	NOUN
easat-5650	8	30	cycle	cycle	NOUN
easat-5650	8	31	,	,	PUNCT
easat-5650	8	32	and	and	CCONJ
easat-5650	8	33	transportation	transportation	NOUN
easat-5650	8	34	efficiency	efficiency	NOUN
easat-5650	8	35	were	be	AUX
easat-5650	8	36	extracted	extract	VERB
easat-5650	8	37	to	to	PART
easat-5650	8	38	construct	construct	VERB
easat-5650	8	39	a	a	DET
easat-5650	8	40	time	time	NOUN
easat-5650	8	41	series	series	NOUN
easat-5650	8	42	feature	feature	NOUN
easat-5650	8	43	set	set	VERB
easat-5650	8	44	for	for	ADP
easat-5650	8	45	supply	supply	NOUN
easat-5650	8	46	chain	chain	NOUN
easat-5650	8	47	logistics	logistic	NOUN
easat-5650	8	48	demand	demand	NOUN
easat-5650	8	49	.	.	PUNCT
easat-5650	9	1	based	base	VERB
easat-5650	9	2	on	on	ADP
easat-5650	9	3	the	the	DET
easat-5650	9	4	long	long	ADJ
easat-5650	9	5	short	short	ADJ
easat-5650	9	6	-	-	PUNCT
easat-5650	9	7	term	term	NOUN
easat-5650	9	8	memory	memory	NOUN
easat-5650	9	9	(	(	PUNCT
easat-5650	9	10	lstm	lstm	ADJ
easat-5650	9	11	)	)	PUNCT
easat-5650	9	12	neural	neural	ADJ
easat-5650	9	13	network	network	NOUN
easat-5650	9	14	model	model	NOUN
easat-5650	9	15	,	,	PUNCT
easat-5650	9	16	a	a	DET
easat-5650	9	17	bidirectional	bidirectional	ADJ
easat-5650	9	18	structure	structure	NOUN
easat-5650	9	19	was	be	AUX
easat-5650	9	20	introduced	introduce	VERB
easat-5650	9	21	,	,	PUNCT
easat-5650	9	22	combined	combine	VERB
easat-5650	9	23	with	with	ADP
easat-5650	9	24	an	an	DET
easat-5650	9	25	attention	attention	NOUN
easat-5650	9	26	mechanism	mechanism	NOUN
easat-5650	9	27	(	(	PUNCT
easat-5650	9	28	am	be	AUX
easat-5650	9	29	)	)	PUNCT
easat-5650	9	30	,	,	PUNCT
easat-5650	9	31	to	to	PART
easat-5650	9	32	establish	establish	VERB
easat-5650	9	33	a	a	DET
easat-5650	9	34	bilstm	bilstm	NOUN
easat-5650	9	35	-	-	PUNCT
easat-5650	9	36	am	am	NOUN
easat-5650	9	37	-	-	PUNCT
easat-5650	9	38	based	base	VERB
easat-5650	9	39	supply	supply	NOUN
easat-5650	9	40	chain	chain	NOUN
easat-5650	9	41	logistics	logistic	NOUN
easat-5650	9	42	demand	demand	NOUN
easat-5650	9	43	forecasting	forecasting	NOUN
easat-5650	9	44	model	model	NOUN
easat-5650	9	45	,	,	PUNCT
easat-5650	9	46	which	which	PRON
easat-5650	9	47	was	be	AUX
easat-5650	9	48	then	then	ADV
easat-5650	9	49	trained	train	VERB
easat-5650	9	50	using	use	VERB
easat-5650	9	51	the	the	DET
easat-5650	9	52	gradient	gradient	ADJ
easat-5650	9	53	descent	descent	NOUN
easat-5650	9	54	method	method	NOUN
easat-5650	9	55	.	.	PUNCT
easat-5650	10	1	the	the	DET
easat-5650	10	2	obtained	obtain	VERB
easat-5650	10	3	time	time	NOUN
easat-5650	10	4	series	series	NOUN
easat-5650	10	5	of	of	ADP
easat-5650	10	6	supply	supply	NOUN
easat-5650	10	7	chain	chain	NOUN
easat-5650	10	8	logistics	logistic	NOUN
easat-5650	10	9	demand	demand	NOUN
easat-5650	10	10	features	feature	NOUN
easat-5650	10	11	were	be	AUX
easat-5650	10	12	input	input	VERB
easat-5650	10	13	into	into	ADP
easat-5650	10	14	the	the	DET
easat-5650	10	15	trained	train	VERB
easat-5650	10	16	forecasting	forecasting	NOUN
easat-5650	10	17	model	model	NOUN
easat-5650	10	18	,	,	PUNCT
easat-5650	10	19	and	and	CCONJ
easat-5650	10	20	its	its	PRON
easat-5650	10	21	output	output	NOUN
easat-5650	10	22	represented	represent	VERB
easat-5650	10	23	the	the	DET
easat-5650	10	24	forecasted	forecast	VERB
easat-5650	10	25	supply	supply	NOUN
easat-5650	10	26	chain	chain	NOUN
easat-5650	10	27	logistics	logistic	NOUN
easat-5650	10	28	demand	demand	NOUN
easat-5650	10	29	results	result	NOUN
easat-5650	10	30	.	.	PUNCT
easat-5650	11	1	the	the	DET
easat-5650	11	2	experiment	experiment	NOUN
easat-5650	11	3	shows	show	VERB
easat-5650	11	4	that	that	SCONJ
easat-5650	11	5	the	the	DET
easat-5650	11	6	algorithm	algorithm	NOUN
easat-5650	11	7	can	can	AUX
easat-5650	11	8	accurately	accurately	ADV
easat-5650	11	9	predict	predict	VERB
easat-5650	11	10	the	the	DET
easat-5650	11	11	demand	demand	NOUN
easat-5650	11	12	for	for	ADP
easat-5650	11	13	supply	supply	NOUN
easat-5650	11	14	chain	chain	NOUN
easat-5650	11	15	logistics	logistic	NOUN
easat-5650	11	16	.	.	PUNCT
easat-5650	12	1	after	after	ADP
easat-5650	12	2	applying	apply	VERB
easat-5650	12	3	this	this	DET
easat-5650	12	4	algorithm	algorithm	NOUN
easat-5650	12	5	,	,	PUNCT
easat-5650	12	6	the	the	DET
easat-5650	12	7	on	on	ADP
easat-5650	12	8	-	-	PUNCT
easat-5650	12	9	time	time	NOUN
easat-5650	12	10	delivery	delivery	NOUN
easat-5650	12	11	rate	rate	NOUN
easat-5650	12	12	for	for	ADP
easat-5650	12	13	each	each	DET
easat-5650	12	14	month	month	NOUN
easat-5650	12	15	is	be	AUX
easat-5650	12	16	above	above	ADP
easat-5650	12	17	95	95	NUM
easat-5650	12	18	%	%	NOUN
easat-5650	12	19	,	,	PUNCT
easat-5650	12	20	and	and	CCONJ
easat-5650	12	21	the	the	DET
easat-5650	12	22	decrease	decrease	NOUN
easat-5650	12	23	in	in	ADP
easat-5650	12	24	logistics	logistic	NOUN
easat-5650	12	25	costs	cost	NOUN
easat-5650	12	26	ranges	range	VERB
easat-5650	12	27	from	from	ADP
easat-5650	12	28	0.3	0.3	NUM
easat-5650	12	29	to	to	PART
easat-5650	12	30	0.5	0.5	NUM
easat-5650	12	31	,	,	PUNCT
easat-5650	12	32	indicating	indicate	VERB
easat-5650	12	33	strong	strong	ADJ
easat-5650	12	34	application	application	NOUN
easat-5650	12	35	value	value	NOUN
easat-5650	12	36	.	.	PUNCT
easat-5650	13	1	keywords	keyword	NOUN
easat-5650	13	2	:	:	PUNCT
easat-5650	13	3	bilstm	bilstm	NOUN
easat-5650	13	4	,	,	PUNCT
easat-5650	13	5	deep	deep	ADJ
easat-5650	13	6	learning	learning	NOUN
easat-5650	13	7	,	,	PUNCT
easat-5650	13	8	feature	feature	NOUN
easat-5650	13	9	items	item	NOUN
easat-5650	13	10	,	,	PUNCT
easat-5650	13	11	logistics	logistic	NOUN
easat-5650	13	12	demand	demand	NOUN
easat-5650	13	13	forecasting	forecasting	NOUN
easat-5650	13	14	,	,	PUNCT
easat-5650	13	15	local	local	ADJ
easat-5650	13	16	outliers	outlier	NOUN
easat-5650	13	17	,	,	PUNCT
easat-5650	13	18	supply	supply	NOUN
easat-5650	13	19	chain	chain	NOUN
easat-5650	13	20	.	.	PUNCT
easat-5650	14	1	1	1	X
easat-5650	14	2	.	.	X
easat-5650	14	3	introduction	introduction	NOUN
easat-5650	14	4	supply	supply	NOUN
easat-5650	14	5	chain	chain	NOUN
easat-5650	14	6	management	management	NOUN
easat-5650	14	7	refers	refer	VERB
easat-5650	14	8	to	to	ADP
easat-5650	14	9	the	the	DET
easat-5650	14	10	effective	effective	ADJ
easat-5650	14	11	organization	organization	NOUN
easat-5650	14	12	of	of	ADP
easat-5650	14	13	product	product	NOUN
easat-5650	14	14	manufacturing	manufacturing	NOUN
easat-5650	14	15	,	,	PUNCT
easat-5650	14	16	transshipment	transshipment	NOUN
easat-5650	14	17	,	,	PUNCT
easat-5650	14	18	distribution	distribution	NOUN
easat-5650	14	19	,	,	PUNCT
easat-5650	14	20	and	and	CCONJ
easat-5650	14	21	sales	sale	NOUN
easat-5650	14	22	management	management	NOUN
easat-5650	14	23	to	to	PART
easat-5650	14	24	meet	meet	VERB
easat-5650	14	25	certain	certain	ADJ
easat-5650	14	26	customer	customer	NOUN
easat-5650	14	27	service	service	NOUN
easat-5650	14	28	conditions	condition	NOUN
easat-5650	14	29	while	while	SCONJ
easat-5650	14	30	minimizing	minimize	VERB
easat-5650	14	31	the	the	DET
easat-5650	14	32	cost	cost	NOUN
easat-5650	14	33	of	of	ADP
easat-5650	14	34	the	the	DET
easat-5650	14	35	entire	entire	ADJ
easat-5650	14	36	supply	supply	NOUN
easat-5650	14	37	chain	chain	NOUN
easat-5650	14	38	system	system	NOUN
easat-5650	14	39	.	.	PUNCT
easat-5650	15	1	this	this	PRON
easat-5650	15	2	includes	include	VERB
easat-5650	15	3	suppliers	supplier	NOUN
easat-5650	15	4	,	,	PUNCT
easat-5650	15	5	manufacturers	manufacturer	NOUN
easat-5650	15	6	,	,	PUNCT
easat-5650	15	7	warehouses	warehouse	NOUN
easat-5650	15	8	,	,	PUNCT
easat-5650	15	9	distribution	distribution	NOUN
easat-5650	15	10	centers	center	NOUN
easat-5650	15	11	,	,	PUNCT
easat-5650	15	12	and	and	CCONJ
easat-5650	15	13	channels	channel	NOUN
easat-5650	15	14	[	[	X
easat-5650	15	15	1	1	NUM
easat-5650	15	16	]	]	PUNCT
easat-5650	15	17	.	.	PUNCT
easat-5650	16	1	its	its	PRON
easat-5650	16	2	core	core	NOUN
easat-5650	16	3	lies	lie	VERB
easat-5650	16	4	in	in	ADP
easat-5650	16	5	the	the	DET
easat-5650	16	6	integration	integration	NOUN
easat-5650	16	7	and	and	CCONJ
easat-5650	16	8	optimization	optimization	NOUN
easat-5650	16	9	of	of	ADP
easat-5650	16	10	various	various	ADJ
easat-5650	16	11	links	link	NOUN
easat-5650	16	12	in	in	ADP
easat-5650	16	13	the	the	DET
easat-5650	16	14	supply	supply	NOUN
easat-5650	16	15	chain	chain	NOUN
easat-5650	16	16	to	to	PART
easat-5650	16	17	improve	improve	VERB
easat-5650	16	18	overall	overall	ADJ
easat-5650	16	19	efficiency	efficiency	NOUN
easat-5650	16	20	and	and	CCONJ
easat-5650	16	21	responsiveness	responsiveness	NOUN
easat-5650	16	22	,	,	PUNCT
easat-5650	16	23	reduce	reduce	VERB
easat-5650	16	24	costs	cost	NOUN
easat-5650	16	25	,	,	PUNCT
easat-5650	16	26	and	and	CCONJ
easat-5650	16	27	enhance	enhance	VERB
easat-5650	16	28	customer	customer	NOUN
easat-5650	16	29	satisfaction	satisfaction	NOUN
easat-5650	16	30	[	[	X
easat-5650	16	31	2	2	NUM
easat-5650	16	32	]	]	PUNCT
easat-5650	16	33	.	.	PUNCT
easat-5650	17	1	in	in	ADP
easat-5650	17	2	today	today	NOUN
easat-5650	17	3	's	's	PART
easat-5650	17	4	complex	complex	ADJ
easat-5650	17	5	,	,	PUNCT
easat-5650	17	6	dynamic	dynamic	ADJ
easat-5650	17	7	,	,	PUNCT
easat-5650	17	8	and	and	CCONJ
easat-5650	17	9	competitive	competitive	ADJ
easat-5650	17	10	business	business	NOUN
easat-5650	17	11	environment	environment	NOUN
easat-5650	17	12	,	,	PUNCT
easat-5650	17	13	supply	supply	NOUN
easat-5650	17	14	chain	chain	NOUN
easat-5650	17	15	management	management	NOUN
easat-5650	17	16	has	have	AUX
easat-5650	17	17	emerged	emerge	VERB
easat-5650	17	18	as	as	ADP
easat-5650	17	19	a	a	DET
easat-5650	17	20	critical	critical	ADJ
easat-5650	17	21	factor	factor	NOUN
easat-5650	17	22	for	for	ADP
easat-5650	17	23	the	the	DET
easat-5650	17	24	survival	survival	NOUN
easat-5650	17	25	and	and	CCONJ
easat-5650	17	26	development	development	NOUN
easat-5650	17	27	of	of	ADP
easat-5650	17	28	enterprises	enterprise	NOUN
easat-5650	17	29	[	[	X
easat-5650	17	30	3	3	NUM
easat-5650	17	31	]	]	PUNCT
easat-5650	17	32	.	.	PUNCT
easat-5650	18	1	supply	supply	NOUN
easat-5650	18	2	chain	chain	NOUN
easat-5650	18	3	logistics	logistic	NOUN
easat-5650	18	4	demand	demand	NOUN
easat-5650	18	5	forecasting	forecasting	NOUN
easat-5650	18	6	,	,	PUNCT
easat-5650	18	7	as	as	ADP
easat-5650	18	8	a	a	DET
easat-5650	18	9	complex	complex	ADJ
easat-5650	18	10	system	system	NOUN
easat-5650	18	11	in	in	ADP
easat-5650	18	12	the	the	DET
easat-5650	18	13	"	"	PUNCT
easat-5650	18	14	navigator	navigator	NOUN
easat-5650	18	15	,	,	PUNCT
easat-5650	18	16	"	"	PUNCT
easat-5650	18	17	its	its	PRON
easat-5650	18	18	importance	importance	NOUN
easat-5650	18	19	is	be	AUX
easat-5650	18	20	self	self	NOUN
easat-5650	18	21	-	-	PUNCT
easat-5650	18	22	evident	evident	ADJ
easat-5650	18	23	[	[	X
easat-5650	18	24	4	4	NUM
easat-5650	18	25	]	]	PUNCT
easat-5650	18	26	.	.	PUNCT
easat-5650	19	1	it	it	PRON
easat-5650	19	2	is	be	AUX
easat-5650	19	3	a	a	DET
easat-5650	19	4	crucial	crucial	ADJ
easat-5650	19	5	decision	decision	NOUN
easat-5650	19	6	-	-	PUNCT
easat-5650	19	7	making	make	VERB
easat-5650	19	8	analysis	analysis	NOUN
easat-5650	19	9	tool	tool	NOUN
easat-5650	19	10	in	in	ADP
easat-5650	19	11	the	the	DET
easat-5650	19	12	logistics	logistic	NOUN
easat-5650	19	13	and	and	CCONJ
easat-5650	19	14	warehousing	warehousing	NOUN
easat-5650	19	15	system	system	NOUN
easat-5650	19	16	.	.	PUNCT
easat-5650	20	1	by	by	ADP
easat-5650	20	2	accurately	accurately	ADV
easat-5650	20	3	forecasting	forecast	VERB
easat-5650	20	4	future	future	ADJ
easat-5650	20	5	trends	trend	NOUN
easat-5650	20	6	in	in	ADP
easat-5650	20	7	supply	supply	NOUN
easat-5650	20	8	chain	chain	NOUN
easat-5650	20	9	logistics	logistic	NOUN
easat-5650	20	10	demand	demand	NOUN
easat-5650	20	11	,	,	PUNCT
easat-5650	20	12	enterprises	enterprise	NOUN
easat-5650	20	13	can	can	AUX
easat-5650	20	14	plan	plan	VERB
easat-5650	20	15	logistics	logistic	NOUN
easat-5650	20	16	needs	need	NOUN
easat-5650	20	17	,	,	PUNCT
easat-5650	20	18	enhance	enhance	VERB
easat-5650	20	19	efficiency	efficiency	NOUN
easat-5650	20	20	,	,	PUNCT
easat-5650	20	21	better	well	ADV
easat-5650	20	22	meet	meet	VERB
easat-5650	20	23	customer	customer	NOUN
easat-5650	20	24	demands	demand	NOUN
easat-5650	20	25	,	,	PUNCT
easat-5650	20	26	significantly	significantly	ADV
easat-5650	20	27	reduce	reduce	VERB
easat-5650	20	28	operating	operating	NOUN
easat-5650	20	29	costs	cost	NOUN
easat-5650	20	30	,	,	PUNCT
easat-5650	20	31	ensure	ensure	VERB
easat-5650	20	32	smooth	smooth	ADJ
easat-5650	20	33	supply	supply	NOUN
easat-5650	20	34	chain	chain	NOUN
easat-5650	20	35	operations	operation	NOUN
easat-5650	20	36	,	,	PUNCT
easat-5650	20	37	and	and	CCONJ
easat-5650	20	38	improve	improve	VERB
easat-5650	20	39	market	market	NOUN
easat-5650	20	40	competitiveness	competitiveness	NOUN
easat-5650	20	41	and	and	CCONJ
easat-5650	20	42	profitability	profitability	NOUN
easat-5650	20	43	.	.	PUNCT
easat-5650	21	1	in	in	ADP
easat-5650	21	2	recent	recent	ADJ
easat-5650	21	3	years	year	NOUN
easat-5650	21	4	,	,	PUNCT
easat-5650	21	5	many	many	ADJ
easat-5650	21	6	scholars	scholar	NOUN
easat-5650	21	7	have	have	AUX
easat-5650	21	8	conducted	conduct	VERB
easat-5650	21	9	a	a	DET
easat-5650	21	10	lot	lot	NOUN
easat-5650	21	11	of	of	ADP
easat-5650	21	12	research	research	NOUN
easat-5650	21	13	on	on	ADP
easat-5650	21	14	logistics	logistic	NOUN
easat-5650	21	15	demand	demand	NOUN
easat-5650	21	16	forecasting	forecasting	NOUN
easat-5650	21	17	and	and	CCONJ
easat-5650	21	18	achieved	achieve	VERB
easat-5650	21	19	certain	certain	ADJ
easat-5650	21	20	research	research	NOUN
easat-5650	21	21	results	result	NOUN
easat-5650	21	22	.	.	PUNCT
easat-5650	22	1	based	base	VERB
easat-5650	22	2	on	on	ADP
easat-5650	22	3	logistics	logistic	NOUN
easat-5650	22	4	demand	demand	NOUN
easat-5650	22	5	data	datum	NOUN
easat-5650	22	6	from	from	ADP
easat-5650	22	7	the	the	DET
easat-5650	22	8	chengdu	chengdu	PROPN
easat-5650	22	9	-	-	PUNCT
easat-5650	22	10	chongqing	chongqing	PROPN
easat-5650	22	11	dualcity	dualcity	NOUN
easat-5650	22	12	economic	economic	ADJ
easat-5650	22	13	circle	circle	NOUN
easat-5650	22	14	(	(	PUNCT
easat-5650	22	15	cc	cc	NOUN
easat-5650	22	16	-	-	NOUN
easat-5650	22	17	dec	dec	PROPN
easat-5650	22	18	)	)	PUNCT
easat-5650	22	19	,	,	PUNCT
easat-5650	22	20	a	a	DET
easat-5650	22	21	comprehensive	comprehensive	ADJ
easat-5650	22	22	logistics	logistic	NOUN
easat-5650	22	23	demand	demand	NOUN
easat-5650	22	24	forecasting	forecasting	NOUN
easat-5650	22	25	indicator	indicator	NOUN
easat-5650	22	26	system	system	NOUN
easat-5650	22	27	was	be	AUX
easat-5650	22	28	constructed	construct	VERB
easat-5650	22	29	using	use	VERB
easat-5650	22	30	fuzzy	fuzzy	ADJ
easat-5650	22	31	support	support	NOUN
easat-5650	22	32	vector	vector	NOUN
easat-5650	22	33	regression	regression	NOUN
easat-5650	22	34	combined	combine	VERB
easat-5650	22	35	with	with	ADP
easat-5650	22	36	the	the	DET
easat-5650	22	37	adam	adam	PROPN
easat-5650	22	38	optimization	optimization	NOUN
easat-5650	22	39	algorithm	algorithm	NOUN
easat-5650	22	40	(	(	PUNCT
easat-5650	22	41	fsvr	fsvr	ADJ
easat-5650	22	42	-	-	PUNCT
easat-5650	22	43	ad	ad	NOUN
easat-5650	22	44	)	)	PUNCT
easat-5650	22	45	.	.	PUNCT
easat-5650	23	1	the	the	DET
easat-5650	23	2	accuracy	accuracy	NOUN
easat-5650	23	3	of	of	ADP
easat-5650	23	4	three	three	NUM
easat-5650	23	5	forecasting	forecasting	NOUN
easat-5650	23	6	models	model	NOUN
easat-5650	23	7	was	be	AUX
easat-5650	23	8	validated	validate	VERB
easat-5650	23	9	through	through	ADP
easat-5650	23	10	historical	historical	ADJ
easat-5650	23	11	data	datum	NOUN
easat-5650	23	12	,	,	PUNCT
easat-5650	23	13	with	with	SCONJ
easat-5650	23	14	1641	1641	NUM
easat-5650	23	15	edelweiss	edelweiss	PROPN
easat-5650	23	16	applied	apply	VERB
easat-5650	23	17	science	science	NOUN
easat-5650	23	18	and	and	CCONJ
easat-5650	23	19	technology	technology	NOUN
easat-5650	23	20	issn	issn	PROPN
easat-5650	23	21	:	:	PUNCT
easat-5650	23	22	2576	2576	NUM
easat-5650	23	23	-	-	SYM
easat-5650	23	24	8484	8484	NUM
easat-5650	23	25	vol	vol	NOUN
easat-5650	23	26	.	.	PROPN
easat-5650	24	1	9	9	NUM
easat-5650	24	2	,	,	PUNCT
easat-5650	24	3	no	no	INTJ
easat-5650	24	4	.	.	NOUN
easat-5650	25	1	3	3	NUM
easat-5650	25	2	:	:	SYM
easat-5650	25	3	1640	1640	NUM
easat-5650	25	4	-	-	SYM
easat-5650	25	5	1654	1654	NUM
easat-5650	25	6	,	,	PUNCT
easat-5650	25	7	2025	2025	NUM
easat-5650	25	8	doi	doi	NOUN
easat-5650	25	9	:	:	PUNCT
easat-5650	25	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	25	11	©	©	PROPN
easat-5650	25	12	2025	2025	NUM
easat-5650	25	13	by	by	ADP
easat-5650	25	14	the	the	DET
easat-5650	25	15	authors	author	NOUN
easat-5650	25	16	;	;	PUNCT
easat-5650	25	17	licensee	licensee	PROPN
easat-5650	25	18	learning	learning	PROPN
easat-5650	25	19	gate	gate	NOUN
easat-5650	25	20	fsvr	fsvr	ADJ
easat-5650	25	21	-	-	PUNCT
easat-5650	25	22	ad	ad	NOUN
easat-5650	25	23	exhibiting	exhibit	VERB
easat-5650	25	24	superior	superior	ADJ
easat-5650	25	25	performance	performance	NOUN
easat-5650	25	26	and	and	CCONJ
easat-5650	25	27	providing	provide	VERB
easat-5650	25	28	a	a	DET
easat-5650	25	29	reliable	reliable	ADJ
easat-5650	25	30	reference	reference	NOUN
easat-5650	25	31	for	for	ADP
easat-5650	25	32	strategic	strategic	ADJ
easat-5650	25	33	planning	planning	NOUN
easat-5650	25	34	in	in	ADP
easat-5650	25	35	logistics	logistic	NOUN
easat-5650	25	36	management	management	NOUN
easat-5650	25	37	[	[	X
easat-5650	25	38	5	5	NUM
easat-5650	25	39	]	]	PUNCT
easat-5650	25	40	.	.	PUNCT
easat-5650	26	1	the	the	DET
easat-5650	26	2	decision	decision	NOUN
easat-5650	26	3	support	support	NOUN
easat-5650	26	4	model	model	NOUN
easat-5650	26	5	in	in	ADP
easat-5650	26	6	humanitarian	humanitarian	ADJ
easat-5650	26	7	logistics	logistic	NOUN
easat-5650	26	8	considers	consider	VERB
easat-5650	26	9	potential	potential	ADJ
easat-5650	26	10	vehicle	vehicle	NOUN
easat-5650	26	11	routes	route	NOUN
easat-5650	26	12	,	,	PUNCT
easat-5650	26	13	demand	demand	NOUN
easat-5650	26	14	at	at	ADP
easat-5650	26	15	each	each	DET
easat-5650	26	16	node	node	NOUN
easat-5650	26	17	under	under	ADP
easat-5650	26	18	probabilistic	probabilistic	ADJ
easat-5650	26	19	disaster	disaster	NOUN
easat-5650	26	20	scenarios	scenario	NOUN
easat-5650	26	21	,	,	PUNCT
easat-5650	26	22	the	the	DET
easat-5650	26	23	probability	probability	NOUN
easat-5650	26	24	of	of	ADP
easat-5650	26	25	road	road	NOUN
easat-5650	26	26	openness	openness	NOUN
easat-5650	26	27	,	,	PUNCT
easat-5650	26	28	and	and	CCONJ
easat-5650	26	29	incorporates	incorporate	VERB
easat-5650	26	30	heterogeneous	heterogeneous	ADJ
easat-5650	26	31	fleet	fleet	NOUN
easat-5650	26	32	factors	factor	NOUN
easat-5650	26	33	in	in	ADP
easat-5650	26	34	terms	term	NOUN
easat-5650	26	35	of	of	ADP
easat-5650	26	36	vehicle	vehicle	NOUN
easat-5650	26	37	size	size	NOUN
easat-5650	26	38	.	.	PUNCT
easat-5650	27	1	a	a	DET
easat-5650	27	2	case	case	NOUN
easat-5650	27	3	study	study	NOUN
easat-5650	27	4	and	and	CCONJ
easat-5650	27	5	numerical	numerical	ADJ
easat-5650	27	6	analysis	analysis	NOUN
easat-5650	27	7	of	of	ADP
easat-5650	27	8	a	a	DET
easat-5650	27	9	potential	potential	ADJ
easat-5650	27	10	earthquake	earthquake	NOUN
easat-5650	27	11	in	in	ADP
easat-5650	27	12	kartal	kartal	PROPN
easat-5650	27	13	,	,	PUNCT
easat-5650	27	14	istanbul	istanbul	PROPN
easat-5650	27	15	,	,	PUNCT
easat-5650	27	16	demonstrated	demonstrate	VERB
easat-5650	27	17	the	the	DET
easat-5650	27	18	model	model	NOUN
easat-5650	27	19	's	's	PART
easat-5650	27	20	effectiveness	effectiveness	NOUN
easat-5650	27	21	in	in	ADP
easat-5650	27	22	minimizing	minimize	VERB
easat-5650	27	23	total	total	ADJ
easat-5650	27	24	costs	cost	NOUN
easat-5650	27	25	and	and	CCONJ
easat-5650	27	26	total	total	ADJ
easat-5650	27	27	travel	travel	NOUN
easat-5650	27	28	time	time	NOUN
easat-5650	27	29	.	.	PUNCT
easat-5650	28	1	additionally	additionally	ADV
easat-5650	28	2	,	,	PUNCT
easat-5650	28	3	a	a	DET
easat-5650	28	4	heuristic	heuristic	ADJ
easat-5650	28	5	method	method	NOUN
easat-5650	28	6	based	base	VERB
easat-5650	28	7	on	on	ADP
easat-5650	28	8	clustering	cluster	VERB
easat-5650	28	9	algorithms	algorithm	NOUN
easat-5650	28	10	was	be	AUX
easat-5650	28	11	proposed	propose	VERB
easat-5650	28	12	to	to	PART
easat-5650	28	13	address	address	VERB
easat-5650	28	14	larger	large	ADJ
easat-5650	28	15	problem	problem	NOUN
easat-5650	28	16	instances	instance	NOUN
easat-5650	28	17	.	.	PUNCT
easat-5650	29	1	this	this	DET
easat-5650	29	2	model	model	NOUN
easat-5650	29	3	and	and	CCONJ
easat-5650	29	4	its	its	PRON
easat-5650	29	5	heuristic	heuristic	ADJ
easat-5650	29	6	method	method	NOUN
easat-5650	29	7	can	can	AUX
easat-5650	29	8	provide	provide	VERB
easat-5650	29	9	support	support	NOUN
easat-5650	29	10	for	for	ADP
easat-5650	29	11	pre	pre	ADJ
easat-5650	29	12	-	-	ADJ
easat-5650	29	13	disaster	disaster	ADJ
easat-5650	29	14	preparations	preparation	NOUN
easat-5650	29	15	by	by	ADP
easat-5650	29	16	decision	decision	NOUN
easat-5650	29	17	-	-	PUNCT
easat-5650	29	18	makers	maker	NOUN
easat-5650	29	19	[	[	X
easat-5650	29	20	6	6	NUM
easat-5650	29	21	]	]	PUNCT
easat-5650	29	22	.	.	PUNCT
easat-5650	30	1	by	by	ADP
easat-5650	30	2	integrating	integrate	VERB
easat-5650	30	3	historical	historical	ADJ
easat-5650	30	4	transportation	transportation	NOUN
easat-5650	30	5	data	datum	NOUN
easat-5650	30	6	from	from	ADP
easat-5650	30	7	tms	tms	PROPN
easat-5650	30	8	systems	system	NOUN
easat-5650	30	9	(	(	PUNCT
easat-5650	30	10	historical	historical	ADJ
easat-5650	30	11	sales	sale	NOUN
easat-5650	30	12	data	datum	NOUN
easat-5650	30	13	,	,	PUNCT
easat-5650	30	14	market	market	NOUN
easat-5650	30	15	activity	activity	NOUN
easat-5650	30	16	data	datum	NOUN
easat-5650	30	17	,	,	PUNCT
easat-5650	30	18	transportation	transportation	NOUN
easat-5650	30	19	costs	cost	NOUN
easat-5650	30	20	,	,	PUNCT
easat-5650	30	21	time	time	NOUN
easat-5650	30	22	factors	factor	NOUN
easat-5650	30	23	,	,	PUNCT
easat-5650	30	24	etc	etc	X
easat-5650	30	25	.	.	X
easat-5650	30	26	)	)	PUNCT
easat-5650	31	1	and	and	CCONJ
easat-5650	31	2	utilizing	utilize	VERB
easat-5650	31	3	the	the	DET
easat-5650	31	4	learning	learn	VERB
easat-5650	31	5	capabilities	capability	NOUN
easat-5650	31	6	of	of	ADP
easat-5650	31	7	ann	ann	PROPN
easat-5650	31	8	models	model	NOUN
easat-5650	31	9	,	,	PUNCT
easat-5650	31	10	trend	trend	NOUN
easat-5650	31	11	analysis	analysis	NOUN
easat-5650	31	12	is	be	AUX
easat-5650	31	13	conducted	conduct	VERB
easat-5650	31	14	on	on	ADP
easat-5650	31	15	these	these	DET
easat-5650	31	16	data	datum	NOUN
easat-5650	31	17	to	to	PART
easat-5650	31	18	predict	predict	VERB
easat-5650	31	19	future	future	ADJ
easat-5650	31	20	logistics	logistic	NOUN
easat-5650	31	21	and	and	CCONJ
easat-5650	31	22	distribution	distribution	NOUN
easat-5650	31	23	demand	demand	NOUN
easat-5650	31	24	[	[	X
easat-5650	31	25	7	7	NUM
easat-5650	31	26	]	]	PUNCT
easat-5650	31	27	.	.	PUNCT
easat-5650	32	1	however	however	ADV
easat-5650	32	2	,	,	PUNCT
easat-5650	32	3	while	while	SCONJ
easat-5650	32	4	the	the	DET
easat-5650	32	5	ann	ann	PROPN
easat-5650	32	6	model	model	NOUN
easat-5650	32	7	in	in	ADP
easat-5650	32	8	this	this	DET
easat-5650	32	9	method	method	NOUN
easat-5650	32	10	can	can	AUX
easat-5650	32	11	identify	identify	VERB
easat-5650	32	12	patterns	pattern	NOUN
easat-5650	32	13	and	and	CCONJ
easat-5650	32	14	trends	trend	NOUN
easat-5650	32	15	in	in	ADP
easat-5650	32	16	historical	historical	ADJ
easat-5650	32	17	data	datum	NOUN
easat-5650	32	18	,	,	PUNCT
easat-5650	32	19	its	its	PRON
easat-5650	32	20	prediction	prediction	NOUN
easat-5650	32	21	capabilities	capability	NOUN
easat-5650	32	22	are	be	AUX
easat-5650	32	23	limited	limit	VERB
easat-5650	32	24	for	for	ADP
easat-5650	32	25	sudden	sudden	ADJ
easat-5650	32	26	market	market	NOUN
easat-5650	32	27	demand	demand	NOUN
easat-5650	32	28	changes	change	NOUN
easat-5650	32	29	or	or	CCONJ
easat-5650	32	30	abnormal	abnormal	ADJ
easat-5650	32	31	fluctuations	fluctuation	NOUN
easat-5650	32	32	,	,	PUNCT
easat-5650	32	33	making	make	VERB
easat-5650	32	34	it	it	PRON
easat-5650	32	35	difficult	difficult	ADJ
easat-5650	32	36	for	for	SCONJ
easat-5650	32	37	enterprises	enterprise	NOUN
easat-5650	32	38	to	to	PART
easat-5650	32	39	make	make	VERB
easat-5650	32	40	effective	effective	ADJ
easat-5650	32	41	responses	response	NOUN
easat-5650	32	42	and	and	CCONJ
easat-5650	32	43	adjustments	adjustment	NOUN
easat-5650	32	44	in	in	ADP
easat-5650	32	45	the	the	DET
easat-5650	32	46	face	face	NOUN
easat-5650	32	47	of	of	ADP
easat-5650	32	48	market	market	NOUN
easat-5650	32	49	changes	change	NOUN
easat-5650	32	50	in	in	ADP
easat-5650	32	51	a	a	DET
easat-5650	32	52	timely	timely	ADJ
easat-5650	32	53	manner	manner	NOUN
easat-5650	32	54	.	.	PUNCT
easat-5650	33	1	by	by	ADP
easat-5650	33	2	comprehensively	comprehensively	ADV
easat-5650	33	3	considering	consider	VERB
easat-5650	33	4	product	product	NOUN
easat-5650	33	5	-	-	PUNCT
easat-5650	33	6	related	relate	VERB
easat-5650	33	7	factors	factor	NOUN
easat-5650	33	8	such	such	ADJ
easat-5650	33	9	as	as	ADP
easat-5650	33	10	sales	sale	NOUN
easat-5650	33	11	data	datum	NOUN
easat-5650	33	12	and	and	CCONJ
easat-5650	33	13	inventory	inventory	NOUN
easat-5650	33	14	status	status	NOUN
easat-5650	33	15	,	,	PUNCT
easat-5650	33	16	as	as	ADV
easat-5650	33	17	well	well	ADV
easat-5650	33	18	as	as	ADP
easat-5650	33	19	trip	trip	NOUN
easat-5650	33	20	-	-	PUNCT
easat-5650	33	21	related	relate	VERB
easat-5650	33	22	factors	factor	NOUN
easat-5650	33	23	such	such	ADJ
easat-5650	33	24	as	as	ADP
easat-5650	33	25	transportation	transportation	NOUN
easat-5650	33	26	routes	route	NOUN
easat-5650	33	27	,	,	PUNCT
easat-5650	33	28	transportation	transportation	NOUN
easat-5650	33	29	time	time	NOUN
easat-5650	33	30	,	,	PUNCT
easat-5650	33	31	and	and	CCONJ
easat-5650	33	32	transportation	transportation	NOUN
easat-5650	33	33	costs	cost	NOUN
easat-5650	33	34	,	,	PUNCT
easat-5650	33	35	a	a	DET
easat-5650	33	36	logistics	logistic	NOUN
easat-5650	33	37	demand	demand	NOUN
easat-5650	33	38	forecasting	forecasting	NOUN
easat-5650	33	39	model	model	NOUN
easat-5650	33	40	based	base	VERB
easat-5650	33	41	on	on	ADP
easat-5650	33	42	support	support	NOUN
easat-5650	33	43	vector	vector	NOUN
easat-5650	33	44	machines	machine	NOUN
easat-5650	33	45	(	(	PUNCT
easat-5650	33	46	svm	svm	PROPN
easat-5650	33	47	)	)	PUNCT
easat-5650	33	48	is	be	AUX
easat-5650	33	49	established	establish	VERB
easat-5650	33	50	to	to	PART
easat-5650	33	51	accurately	accurately	ADV
easat-5650	33	52	predict	predict	VERB
easat-5650	33	53	future	future	ADJ
easat-5650	33	54	logistics	logistic	NOUN
easat-5650	33	55	demand	demand	NOUN
easat-5650	33	56	[	[	X
easat-5650	33	57	8	8	NUM
easat-5650	33	58	]	]	PUNCT
easat-5650	33	59	.	.	PUNCT
easat-5650	34	1	however	however	ADV
easat-5650	34	2	,	,	PUNCT
easat-5650	34	3	this	this	DET
easat-5650	34	4	method	method	NOUN
easat-5650	34	5	has	have	VERB
easat-5650	34	6	weak	weak	ADJ
easat-5650	34	7	generalization	generalization	NOUN
easat-5650	34	8	ability	ability	NOUN
easat-5650	34	9	and	and	CCONJ
easat-5650	34	10	can	can	AUX
easat-5650	34	11	not	not	PART
easat-5650	34	12	well	well	ADV
easat-5650	34	13	adapt	adapt	VERB
easat-5650	34	14	to	to	ADP
easat-5650	34	15	the	the	DET
easat-5650	34	16	diversity	diversity	NOUN
easat-5650	34	17	and	and	CCONJ
easat-5650	34	18	uncertainty	uncertainty	NOUN
easat-5650	34	19	of	of	ADP
easat-5650	34	20	logistics	logistic	NOUN
easat-5650	34	21	information	information	NOUN
easat-5650	34	22	,	,	PUNCT
easat-5650	34	23	leading	lead	VERB
easat-5650	34	24	to	to	ADP
easat-5650	34	25	inaccurate	inaccurate	ADJ
easat-5650	34	26	prediction	prediction	NOUN
easat-5650	34	27	results	result	NOUN
easat-5650	34	28	.	.	PUNCT
easat-5650	35	1	by	by	ADP
easat-5650	35	2	collecting	collect	VERB
easat-5650	35	3	annual	annual	ADJ
easat-5650	35	4	sales	sale	NOUN
easat-5650	35	5	data	datum	NOUN
easat-5650	35	6	for	for	ADP
easat-5650	35	7	products	product	NOUN
easat-5650	35	8	,	,	PUNCT
easat-5650	35	9	the	the	DET
easat-5650	35	10	abc	abc	PROPN
easat-5650	35	11	-	-	PUNCT
easat-5650	35	12	fsn	fsn	NOUN
easat-5650	35	13	classification	classification	NOUN
easat-5650	35	14	method	method	NOUN
easat-5650	35	15	is	be	AUX
easat-5650	35	16	applied	apply	VERB
easat-5650	35	17	to	to	PART
easat-5650	35	18	categorize	categorize	VERB
easat-5650	35	19	products	product	NOUN
easat-5650	35	20	into	into	ADP
easat-5650	35	21	different	different	ADJ
easat-5650	35	22	classes	class	NOUN
easat-5650	35	23	based	base	VERB
easat-5650	35	24	on	on	ADP
easat-5650	35	25	factors	factor	NOUN
easat-5650	35	26	such	such	ADJ
easat-5650	35	27	as	as	ADP
easat-5650	35	28	importance	importance	NOUN
easat-5650	35	29	,	,	PUNCT
easat-5650	35	30	outbound	outbound	NOUN
easat-5650	35	31	amount	amount	NOUN
easat-5650	35	32	,	,	PUNCT
easat-5650	35	33	outbound	outbound	NOUN
easat-5650	35	34	variety	variety	NOUN
easat-5650	35	35	,	,	PUNCT
easat-5650	35	36	and	and	CCONJ
easat-5650	35	37	consumption	consumption	NOUN
easat-5650	35	38	speed	speed	NOUN
easat-5650	35	39	.	.	PUNCT
easat-5650	36	1	then	then	ADV
easat-5650	36	2	,	,	PUNCT
easat-5650	36	3	according	accord	VERB
easat-5650	36	4	to	to	ADP
easat-5650	36	5	the	the	DET
easat-5650	36	6	characteristics	characteristic	NOUN
easat-5650	36	7	of	of	ADP
easat-5650	36	8	different	different	ADJ
easat-5650	36	9	product	product	NOUN
easat-5650	36	10	categories	category	NOUN
easat-5650	36	11	,	,	PUNCT
easat-5650	36	12	the	the	DET
easat-5650	36	13	exponential	exponential	ADJ
easat-5650	36	14	smoothing	smoothing	NOUN
easat-5650	36	15	method	method	NOUN
easat-5650	36	16	and	and	CCONJ
easat-5650	36	17	multiple	multiple	ADJ
easat-5650	36	18	regression	regression	NOUN
easat-5650	36	19	model	model	NOUN
easat-5650	36	20	are	be	AUX
easat-5650	36	21	selected	select	VERB
easat-5650	36	22	for	for	ADP
easat-5650	36	23	logistics	logistic	NOUN
easat-5650	36	24	demand	demand	NOUN
easat-5650	36	25	forecasting	forecast	VERB
easat-5650	37	1	[	[	X
easat-5650	37	2	9	9	NUM
easat-5650	37	3	]	]	PUNCT
easat-5650	37	4	.	.	PUNCT
easat-5650	38	1	however	however	ADV
easat-5650	38	2	,	,	PUNCT
easat-5650	38	3	this	this	DET
easat-5650	38	4	method	method	NOUN
easat-5650	38	5	mainly	mainly	ADV
easat-5650	38	6	relies	rely	VERB
easat-5650	38	7	on	on	ADP
easat-5650	38	8	internal	internal	ADJ
easat-5650	38	9	corporate	corporate	ADJ
easat-5650	38	10	data	datum	NOUN
easat-5650	38	11	for	for	ADP
easat-5650	38	12	prediction	prediction	NOUN
easat-5650	38	13	and	and	CCONJ
easat-5650	38	14	lacks	lack	VERB
easat-5650	38	15	a	a	DET
easat-5650	38	16	collaborative	collaborative	ADJ
easat-5650	38	17	forecasting	forecasting	NOUN
easat-5650	38	18	mechanism	mechanism	NOUN
easat-5650	38	19	with	with	ADP
easat-5650	38	20	upstream	upstream	ADJ
easat-5650	38	21	and	and	CCONJ
easat-5650	38	22	downstream	downstream	ADJ
easat-5650	38	23	enterprises	enterprise	NOUN
easat-5650	38	24	in	in	ADP
easat-5650	38	25	the	the	DET
easat-5650	38	26	supply	supply	NOUN
easat-5650	38	27	chain	chain	NOUN
easat-5650	38	28	,	,	PUNCT
easat-5650	38	29	which	which	PRON
easat-5650	38	30	may	may	AUX
easat-5650	38	31	result	result	VERB
easat-5650	38	32	in	in	ADP
easat-5650	38	33	the	the	DET
easat-5650	38	34	prediction	prediction	NOUN
easat-5650	38	35	results	result	NOUN
easat-5650	38	36	failing	fail	VERB
easat-5650	38	37	to	to	PART
easat-5650	38	38	fully	fully	ADV
easat-5650	38	39	consider	consider	VERB
easat-5650	38	40	the	the	DET
easat-5650	38	41	overall	overall	ADJ
easat-5650	38	42	demand	demand	NOUN
easat-5650	38	43	and	and	CCONJ
easat-5650	38	44	changes	change	NOUN
easat-5650	38	45	of	of	ADP
easat-5650	38	46	the	the	DET
easat-5650	38	47	supply	supply	NOUN
easat-5650	38	48	chain	chain	NOUN
easat-5650	38	49	,	,	PUNCT
easat-5650	38	50	affecting	affect	VERB
easat-5650	38	51	the	the	DET
easat-5650	38	52	accuracy	accuracy	NOUN
easat-5650	38	53	of	of	ADP
easat-5650	38	54	the	the	DET
easat-5650	38	55	prediction	prediction	NOUN
easat-5650	38	56	results	result	NOUN
easat-5650	38	57	.	.	PUNCT
easat-5650	39	1	by	by	ADP
easat-5650	39	2	collecting	collect	VERB
easat-5650	39	3	and	and	CCONJ
easat-5650	39	4	analyzing	analyze	VERB
easat-5650	39	5	multi	multi	ADJ
easat-5650	39	6	-	-	ADJ
easat-5650	39	7	source	source	ADJ
easat-5650	39	8	big	big	ADJ
easat-5650	39	9	data	datum	NOUN
easat-5650	39	10	information	information	NOUN
easat-5650	39	11	such	such	ADJ
easat-5650	39	12	as	as	ADP
easat-5650	39	13	historical	historical	ADJ
easat-5650	39	14	sales	sale	NOUN
easat-5650	39	15	data	datum	NOUN
easat-5650	39	16	,	,	PUNCT
easat-5650	39	17	market	market	NOUN
easat-5650	39	18	trends	trend	NOUN
easat-5650	39	19	,	,	PUNCT
easat-5650	39	20	consumer	consumer	NOUN
easat-5650	39	21	behavior	behavior	NOUN
easat-5650	39	22	,	,	PUNCT
easat-5650	39	23	and	and	CCONJ
easat-5650	39	24	supply	supply	VERB
easat-5650	39	25	chain	chain	NOUN
easat-5650	39	26	dynamics	dynamic	NOUN
easat-5650	39	27	,	,	PUNCT
easat-5650	39	28	a	a	DET
easat-5650	39	29	prediction	prediction	NOUN
easat-5650	39	30	model	model	NOUN
easat-5650	39	31	based	base	VERB
easat-5650	39	32	on	on	ADP
easat-5650	39	33	linear	linear	ADJ
easat-5650	39	34	regression	regression	NOUN
easat-5650	39	35	is	be	AUX
easat-5650	39	36	established	establish	VERB
easat-5650	39	37	to	to	PART
easat-5650	39	38	capture	capture	VERB
easat-5650	39	39	the	the	DET
easat-5650	39	40	correlations	correlation	NOUN
easat-5650	39	41	and	and	CCONJ
easat-5650	39	42	trends	trend	NOUN
easat-5650	39	43	among	among	ADP
easat-5650	39	44	the	the	DET
easat-5650	39	45	data	datum	NOUN
easat-5650	39	46	,	,	PUNCT
easat-5650	39	47	thereby	thereby	ADV
easat-5650	39	48	achieving	achieve	VERB
easat-5650	39	49	predictions	prediction	NOUN
easat-5650	39	50	of	of	ADP
easat-5650	39	51	supply	supply	NOUN
easat-5650	39	52	chain	chain	NOUN
easat-5650	39	53	logistics	logistic	NOUN
easat-5650	39	54	demand	demand	NOUN
easat-5650	39	55	[	[	X
easat-5650	39	56	10	10	NUM
easat-5650	39	57	]	]	PUNCT
easat-5650	39	58	.	.	PUNCT
easat-5650	40	1	however	however	ADV
easat-5650	40	2	,	,	PUNCT
easat-5650	40	3	in	in	ADP
easat-5650	40	4	actual	actual	ADJ
easat-5650	40	5	supply	supply	NOUN
easat-5650	40	6	chain	chain	NOUN
easat-5650	40	7	logistics	logistic	NOUN
easat-5650	40	8	demand	demand	NOUN
easat-5650	40	9	,	,	PUNCT
easat-5650	40	10	the	the	DET
easat-5650	40	11	relationships	relationship	NOUN
easat-5650	40	12	among	among	ADP
easat-5650	40	13	various	various	ADJ
easat-5650	40	14	data	datum	NOUN
easat-5650	40	15	often	often	ADV
easat-5650	40	16	exhibit	exhibit	VERB
easat-5650	40	17	nonlinearity	nonlinearity	NOUN
easat-5650	40	18	and	and	CCONJ
easat-5650	40	19	complexity	complexity	NOUN
easat-5650	40	20	,	,	PUNCT
easat-5650	40	21	and	and	CCONJ
easat-5650	40	22	the	the	DET
easat-5650	40	23	linear	linear	ADJ
easat-5650	40	24	regression	regression	NOUN
easat-5650	40	25	model	model	NOUN
easat-5650	40	26	can	can	AUX
easat-5650	40	27	not	not	PART
easat-5650	40	28	accurately	accurately	ADV
easat-5650	40	29	capture	capture	VERB
easat-5650	40	30	all	all	DET
easat-5650	40	31	correlations	correlation	NOUN
easat-5650	40	32	and	and	CCONJ
easat-5650	40	33	trends	trend	NOUN
easat-5650	40	34	among	among	ADP
easat-5650	40	35	the	the	DET
easat-5650	40	36	data	datum	NOUN
easat-5650	40	37	,	,	PUNCT
easat-5650	40	38	leading	lead	VERB
easat-5650	40	39	to	to	ADP
easat-5650	40	40	deviations	deviation	NOUN
easat-5650	40	41	in	in	ADP
easat-5650	40	42	prediction	prediction	NOUN
easat-5650	40	43	results	result	NOUN
easat-5650	40	44	.	.	PUNCT
easat-5650	41	1	deep	deep	ADJ
easat-5650	41	2	learning	learning	NOUN
easat-5650	41	3	is	be	AUX
easat-5650	41	4	a	a	DET
easat-5650	41	5	form	form	NOUN
easat-5650	41	6	of	of	ADP
easat-5650	41	7	machine	machine	NOUN
easat-5650	41	8	learning	learning	NOUN
easat-5650	41	9	that	that	PRON
easat-5650	41	10	enables	enable	VERB
easat-5650	41	11	computers	computer	NOUN
easat-5650	41	12	to	to	PART
easat-5650	41	13	learn	learn	VERB
easat-5650	41	14	from	from	ADP
easat-5650	41	15	experience	experience	NOUN
easat-5650	41	16	and	and	CCONJ
easat-5650	41	17	understand	understand	VERB
easat-5650	41	18	the	the	DET
easat-5650	41	19	world	world	NOUN
easat-5650	41	20	in	in	ADP
easat-5650	41	21	a	a	DET
easat-5650	41	22	conceptual	conceptual	ADJ
easat-5650	41	23	hierarchy	hierarchy	NOUN
easat-5650	41	24	[	[	X
easat-5650	41	25	11	11	NUM
easat-5650	41	26	]	]	PUNCT
easat-5650	41	27	.	.	PUNCT
easat-5650	42	1	it	it	PRON
easat-5650	42	2	simulates	simulate	VERB
easat-5650	42	3	the	the	DET
easat-5650	42	4	human	human	ADJ
easat-5650	42	5	brain	brain	NOUN
easat-5650	42	6	’s	’s	PART
easat-5650	42	7	neural	neural	ADJ
easat-5650	42	8	network	network	NOUN
easat-5650	42	9	and	and	CCONJ
easat-5650	42	10	extracts	extract	NOUN
easat-5650	42	11	features	feature	NOUN
easat-5650	42	12	from	from	ADP
easat-5650	42	13	large	large	ADJ
easat-5650	42	14	datasets	dataset	NOUN
easat-5650	42	15	through	through	ADP
easat-5650	42	16	deep	deep	ADJ
easat-5650	42	17	neural	neural	ADJ
easat-5650	42	18	network	network	NOUN
easat-5650	42	19	models	model	NOUN
easat-5650	42	20	for	for	ADP
easat-5650	42	21	automated	automate	VERB
easat-5650	42	22	processing	processing	NOUN
easat-5650	42	23	and	and	CCONJ
easat-5650	42	24	decision	decision	NOUN
easat-5650	42	25	-	-	PUNCT
easat-5650	42	26	making	making	NOUN
easat-5650	42	27	of	of	ADP
easat-5650	42	28	complex	complex	ADJ
easat-5650	42	29	tasks	task	NOUN
easat-5650	42	30	[	[	X
easat-5650	42	31	12	12	NUM
easat-5650	42	32	]	]	PUNCT
easat-5650	42	33	.	.	PUNCT
easat-5650	43	1	deep	deep	ADJ
easat-5650	43	2	learning	learning	NOUN
easat-5650	43	3	is	be	AUX
easat-5650	43	4	powerful	powerful	ADJ
easat-5650	43	5	in	in	ADP
easat-5650	43	6	data	datum	NOUN
easat-5650	43	7	processing	processing	NOUN
easat-5650	43	8	,	,	PUNCT
easat-5650	43	9	automatic	automatic	ADJ
easat-5650	43	10	feature	feature	NOUN
easat-5650	43	11	extraction	extraction	NOUN
easat-5650	43	12	,	,	PUNCT
easat-5650	43	13	nonlinear	nonlinear	NOUN
easat-5650	43	14	relationship	relationship	NOUN
easat-5650	43	15	modeling	modeling	NOUN
easat-5650	43	16	,	,	PUNCT
easat-5650	43	17	generalization	generalization	NOUN
easat-5650	43	18	,	,	PUNCT
easat-5650	43	19	and	and	CCONJ
easat-5650	43	20	handling	handle	VERB
easat-5650	43	21	large	large	ADJ
easat-5650	43	22	-	-	PUNCT
easat-5650	43	23	scale	scale	NOUN
easat-5650	43	24	data	datum	NOUN
easat-5650	43	25	,	,	PUNCT
easat-5650	43	26	and	and	CCONJ
easat-5650	43	27	has	have	AUX
easat-5650	43	28	been	be	AUX
easat-5650	43	29	widely	widely	ADV
easat-5650	43	30	used	use	VERB
easat-5650	43	31	in	in	ADP
easat-5650	43	32	fields	field	NOUN
easat-5650	43	33	like	like	ADP
easat-5650	43	34	natural	natural	ADJ
easat-5650	43	35	language	language	NOUN
easat-5650	43	36	processing	processing	NOUN
easat-5650	43	37	,	,	PUNCT
easat-5650	43	38	predictive	predictive	ADJ
easat-5650	43	39	analytics	analytic	NOUN
easat-5650	43	40	,	,	PUNCT
easat-5650	43	41	classification	classification	NOUN
easat-5650	43	42	,	,	PUNCT
easat-5650	43	43	and	and	CCONJ
easat-5650	43	44	recognition	recognition	NOUN
easat-5650	44	1	[	[	X
easat-5650	44	2	13	13	NUM
easat-5650	44	3	]	]	PUNCT
easat-5650	44	4	.	.	PUNCT
easat-5650	45	1	this	this	DET
easat-5650	45	2	paper	paper	NOUN
easat-5650	45	3	explores	explore	VERB
easat-5650	45	4	the	the	DET
easat-5650	45	5	deep	deep	ADJ
easat-5650	45	6	learning	learning	NOUN
easat-5650	45	7	-	-	PUNCT
easat-5650	45	8	based	base	VERB
easat-5650	45	9	supply	supply	NOUN
easat-5650	45	10	chain	chain	NOUN
easat-5650	45	11	logistics	logistic	NOUN
easat-5650	45	12	demand	demand	NOUN
easat-5650	45	13	forecasting	forecasting	NOUN
easat-5650	45	14	algorithm	algorithm	NOUN
easat-5650	45	15	,	,	PUNCT
easat-5650	45	16	aiming	aim	VERB
easat-5650	45	17	to	to	PART
easat-5650	45	18	utilize	utilize	VERB
easat-5650	45	19	deep	deep	ADJ
easat-5650	45	20	learning	learning	NOUN
easat-5650	45	21	technology	technology	NOUN
easat-5650	45	22	to	to	PART
easat-5650	45	23	improve	improve	VERB
easat-5650	45	24	the	the	DET
easat-5650	45	25	accuracy	accuracy	NOUN
easat-5650	45	26	,	,	PUNCT
easat-5650	45	27	timeliness	timeliness	NOUN
easat-5650	45	28	,	,	PUNCT
easat-5650	45	29	and	and	CCONJ
easat-5650	45	30	robustness	robustness	NOUN
easat-5650	45	31	of	of	ADP
easat-5650	45	32	supply	supply	NOUN
easat-5650	45	33	chain	chain	NOUN
easat-5650	45	34	logistics	logistic	NOUN
easat-5650	45	35	demand	demand	NOUN
easat-5650	45	36	forecasting	forecasting	NOUN
easat-5650	45	37	and	and	CCONJ
easat-5650	45	38	enhance	enhance	VERB
easat-5650	45	39	the	the	DET
easat-5650	45	40	responsiveness	responsiveness	NOUN
easat-5650	45	41	and	and	CCONJ
easat-5650	45	42	flexibility	flexibility	NOUN
easat-5650	45	43	of	of	ADP
easat-5650	45	44	the	the	DET
easat-5650	45	45	supply	supply	NOUN
easat-5650	45	46	chain	chain	NOUN
easat-5650	45	47	to	to	PART
easat-5650	45	48	cope	cope	VERB
easat-5650	45	49	with	with	ADP
easat-5650	45	50	rapid	rapid	ADJ
easat-5650	45	51	market	market	NOUN
easat-5650	45	52	changes	change	NOUN
easat-5650	45	53	.	.	PUNCT
easat-5650	46	1	2	2	X
easat-5650	46	2	.	.	X
easat-5650	46	3	supply	supply	NOUN
easat-5650	46	4	chain	chain	NOUN
easat-5650	46	5	logistics	logistic	NOUN
easat-5650	46	6	demand	demand	NOUN
easat-5650	46	7	forecasting	forecast	VERB
easat-5650	46	8	2.1	2.1	NUM
easat-5650	46	9	.	.	PUNCT
easat-5650	47	1	outlier	outlier	NOUN
easat-5650	47	2	removal	removal	NOUN
easat-5650	47	3	in	in	ADP
easat-5650	47	4	supply	supply	NOUN
easat-5650	47	5	chain	chain	NOUN
easat-5650	47	6	logistics	logistic	NOUN
easat-5650	47	7	demand	demand	NOUN
easat-5650	47	8	data	datum	NOUN
easat-5650	47	9	based	base	VERB
easat-5650	47	10	on	on	ADP
easat-5650	47	11	local	local	ADJ
easat-5650	47	12	outlier	outlier	NOUN
easat-5650	47	13	factor	factor	NOUN
easat-5650	47	14	due	due	ADP
easat-5650	47	15	to	to	ADP
easat-5650	47	16	wrong	wrong	ADJ
easat-5650	47	17	inputs	input	NOUN
easat-5650	47	18	,	,	PUNCT
easat-5650	47	19	transmission	transmission	NOUN
easat-5650	47	20	errors	error	NOUN
easat-5650	47	21	,	,	PUNCT
easat-5650	47	22	equipment	equipment	NOUN
easat-5650	47	23	failures	failure	NOUN
easat-5650	47	24	,	,	PUNCT
easat-5650	47	25	and	and	CCONJ
easat-5650	47	26	other	other	ADJ
easat-5650	47	27	reasons	reason	NOUN
easat-5650	48	1	,	,	PUNCT
easat-5650	48	2	there	there	PRON
easat-5650	48	3	are	be	VERB
easat-5650	48	4	often	often	ADV
easat-5650	48	5	a	a	DET
easat-5650	48	6	certain	certain	ADJ
easat-5650	48	7	number	number	NOUN
easat-5650	48	8	of	of	ADP
easat-5650	48	9	outliers	outlier	NOUN
easat-5650	48	10	in	in	ADP
easat-5650	48	11	the	the	DET
easat-5650	48	12	raw	raw	ADJ
easat-5650	48	13	supply	supply	NOUN
easat-5650	48	14	chain	chain	NOUN
easat-5650	48	15	logistics	logistic	NOUN
easat-5650	48	16	demand	demand	NOUN
easat-5650	48	17	data	datum	NOUN
easat-5650	48	18	collected	collect	VERB
easat-5650	48	19	in	in	ADP
easat-5650	48	20	the	the	DET
easat-5650	48	21	previous	previous	ADJ
easat-5650	48	22	subsection	subsection	NOUN
easat-5650	48	23	[	[	X
easat-5650	48	24	14	14	NUM
easat-5650	48	25	]	]	PUNCT
easat-5650	48	26	.	.	PUNCT
easat-5650	49	1	these	these	DET
easat-5650	49	2	outliers	outlier	NOUN
easat-5650	49	3	deviate	deviate	VERB
easat-5650	49	4	from	from	ADP
easat-5650	49	5	the	the	DET
easat-5650	49	6	normal	normal	ADJ
easat-5650	49	7	distribution	distribution	NOUN
easat-5650	49	8	range	range	NOUN
easat-5650	49	9	of	of	ADP
easat-5650	49	10	the	the	DET
easat-5650	49	11	data	datum	NOUN
easat-5650	49	12	,	,	PUNCT
easat-5650	49	13	which	which	PRON
easat-5650	49	14	will	will	AUX
easat-5650	49	15	adversely	adversely	ADV
easat-5650	49	16	affect	affect	VERB
easat-5650	49	17	the	the	DET
easat-5650	49	18	subsequent	subsequent	ADJ
easat-5650	49	19	model	model	NOUN
easat-5650	49	20	training	training	NOUN
easat-5650	49	21	,	,	PUNCT
easat-5650	49	22	prediction	prediction	NOUN
easat-5650	49	23	analysis	analysis	NOUN
easat-5650	49	24	,	,	PUNCT
easat-5650	49	25	and	and	CCONJ
easat-5650	49	26	decision	decision	NOUN
easat-5650	49	27	-	-	PUNCT
easat-5650	49	28	making	making	NOUN
easat-5650	49	29	,	,	PUNCT
easat-5650	49	30	leading	lead	VERB
easat-5650	49	31	to	to	ADP
easat-5650	49	32	1642	1642	NUM
easat-5650	49	33	edelweiss	edelweiss	PROPN
easat-5650	49	34	applied	apply	VERB
easat-5650	49	35	science	science	NOUN
easat-5650	49	36	and	and	CCONJ
easat-5650	49	37	technology	technology	NOUN
easat-5650	49	38	issn	issn	PROPN
easat-5650	49	39	:	:	PUNCT
easat-5650	49	40	2576	2576	NUM
easat-5650	49	41	-	-	SYM
easat-5650	49	42	8484	8484	NUM
easat-5650	49	43	vol	vol	NOUN
easat-5650	49	44	.	.	PROPN
easat-5650	50	1	9	9	NUM
easat-5650	50	2	,	,	PUNCT
easat-5650	50	3	no	no	INTJ
easat-5650	50	4	.	.	NOUN
easat-5650	51	1	3	3	NUM
easat-5650	51	2	:	:	SYM
easat-5650	51	3	1640	1640	NUM
easat-5650	51	4	-	-	SYM
easat-5650	51	5	1654	1654	NUM
easat-5650	51	6	,	,	PUNCT
easat-5650	51	7	2025	2025	NUM
easat-5650	51	8	doi	doi	NOUN
easat-5650	51	9	:	:	PUNCT
easat-5650	51	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	51	11	©	©	PROPN
easat-5650	51	12	2025	2025	NUM
easat-5650	51	13	by	by	ADP
easat-5650	51	14	the	the	DET
easat-5650	51	15	authors	author	NOUN
easat-5650	51	16	;	;	PUNCT
easat-5650	51	17	licensee	licensee	PROPN
easat-5650	51	18	learning	learn	VERB
easat-5650	51	19	gate	gate	NOUN
easat-5650	51	20	inaccurate	inaccurate	ADJ
easat-5650	51	21	or	or	CCONJ
easat-5650	51	22	misleading	misleading	ADJ
easat-5650	51	23	results	result	NOUN
easat-5650	51	24	[	[	X
easat-5650	51	25	15	15	NUM
easat-5650	51	26	]	]	PUNCT
easat-5650	51	27	.	.	PUNCT
easat-5650	52	1	therefore	therefore	ADV
easat-5650	52	2	,	,	PUNCT
easat-5650	52	3	in	in	ADP
easat-5650	52	4	order	order	NOUN
easat-5650	52	5	to	to	PART
easat-5650	52	6	ensure	ensure	VERB
easat-5650	52	7	the	the	DET
easat-5650	52	8	quality	quality	NOUN
easat-5650	52	9	and	and	CCONJ
easat-5650	52	10	reliability	reliability	NOUN
easat-5650	52	11	of	of	ADP
easat-5650	52	12	supply	supply	NOUN
easat-5650	52	13	chain	chain	NOUN
easat-5650	52	14	logistics	logistic	NOUN
easat-5650	52	15	data	datum	NOUN
easat-5650	52	16	,	,	PUNCT
easat-5650	52	17	outlier	outlier	NOUN
easat-5650	52	18	removal	removal	NOUN
easat-5650	52	19	is	be	AUX
easat-5650	52	20	required	require	VERB
easat-5650	52	21	.	.	PUNCT
easat-5650	53	1	local	local	ADJ
easat-5650	53	2	outlier	outlier	NOUN
easat-5650	53	3	factor	factor	NOUN
easat-5650	53	4	(	(	PUNCT
easat-5650	53	5	lof	lof	PROPN
easat-5650	53	6	)	)	PUNCT
easat-5650	53	7	,	,	PUNCT
easat-5650	53	8	as	as	ADP
easat-5650	53	9	a	a	DET
easat-5650	53	10	density	density	NOUN
easat-5650	53	11	-	-	PUNCT
easat-5650	53	12	based	base	VERB
easat-5650	53	13	unsupervised	unsupervised	ADJ
easat-5650	53	14	anomaly	anomaly	NOUN
easat-5650	53	15	detection	detection	NOUN
easat-5650	53	16	method	method	NOUN
easat-5650	53	17	[	[	X
easat-5650	53	18	16	16	NUM
easat-5650	53	19	]	]	PUNCT
easat-5650	53	20	can	can	AUX
easat-5650	53	21	identify	identify	VERB
easat-5650	53	22	and	and	CCONJ
easat-5650	53	23	quantify	quantify	VERB
easat-5650	53	24	the	the	DET
easat-5650	53	25	local	local	ADJ
easat-5650	53	26	outlier	outlier	NOUN
easat-5650	53	27	degree	degree	NOUN
easat-5650	53	28	of	of	ADP
easat-5650	53	29	each	each	DET
easat-5650	53	30	data	datum	NOUN
easat-5650	53	31	point	point	NOUN
easat-5650	53	32	in	in	ADP
easat-5650	53	33	the	the	DET
easat-5650	53	34	supply	supply	NOUN
easat-5650	53	35	chain	chain	NOUN
easat-5650	53	36	logistics	logistic	NOUN
easat-5650	53	37	demand	demand	NOUN
easat-5650	53	38	data	datum	NOUN
easat-5650	53	39	set	set	VERB
easat-5650	53	40	.	.	PUNCT
easat-5650	54	1	the	the	DET
easat-5650	54	2	method	method	NOUN
easat-5650	54	3	calculates	calculate	VERB
easat-5650	54	4	the	the	DET
easat-5650	54	5	lof	lof	ADJ
easat-5650	54	6	score	score	NOUN
easat-5650	54	7	of	of	ADP
easat-5650	54	8	a	a	DET
easat-5650	54	9	supply	supply	NOUN
easat-5650	54	10	chain	chain	NOUN
easat-5650	54	11	logistics	logistic	NOUN
easat-5650	54	12	demand	demand	NOUN
easat-5650	54	13	data	datum	NOUN
easat-5650	54	14	point	point	NOUN
easat-5650	54	15	by	by	ADP
easat-5650	54	16	analyzing	analyze	VERB
easat-5650	54	17	the	the	DET
easat-5650	54	18	density	density	NOUN
easat-5650	54	19	difference	difference	NOUN
easat-5650	54	20	between	between	ADP
easat-5650	54	21	the	the	DET
easat-5650	54	22	data	data	NOUN
easat-5650	54	23	point	point	NOUN
easat-5650	54	24	and	and	CCONJ
easat-5650	54	25	its	its	PRON
easat-5650	54	26	neighboring	neighboring	NOUN
easat-5650	54	27	points	point	NOUN
easat-5650	54	28	,	,	PUNCT
easat-5650	54	29	and	and	CCONJ
easat-5650	54	30	determines	determine	VERB
easat-5650	54	31	whether	whether	SCONJ
easat-5650	54	32	it	it	PRON
easat-5650	54	33	is	be	AUX
easat-5650	54	34	an	an	DET
easat-5650	54	35	outlier	outlier	NOUN
easat-5650	54	36	according	accord	VERB
easat-5650	54	37	to	to	ADP
easat-5650	54	38	the	the	DET
easat-5650	54	39	lof	lof	PROPN
easat-5650	54	40	score	score	NOUN
easat-5650	54	41	.	.	PUNCT
easat-5650	55	1	the	the	DET
easat-5650	55	2	lof	lof	PROPN
easat-5650	55	3	algorithm	algorithm	NOUN
easat-5650	55	4	is	be	AUX
easat-5650	55	5	highly	highly	ADV
easat-5650	55	6	adaptable	adaptable	ADJ
easat-5650	55	7	,	,	PUNCT
easat-5650	55	8	does	do	AUX
easat-5650	55	9	not	not	PART
easat-5650	55	10	require	require	VERB
easat-5650	55	11	predefining	predefine	VERB
easat-5650	55	12	the	the	DET
easat-5650	55	13	number	number	NOUN
easat-5650	55	14	of	of	ADP
easat-5650	55	15	outliers	outlier	NOUN
easat-5650	55	16	,	,	PUNCT
easat-5650	55	17	and	and	CCONJ
easat-5650	55	18	is	be	AUX
easat-5650	55	19	sensitive	sensitive	ADJ
easat-5650	55	20	to	to	ADP
easat-5650	55	21	local	local	ADJ
easat-5650	55	22	anomalies	anomaly	NOUN
easat-5650	55	23	,	,	PUNCT
easat-5650	55	24	making	make	VERB
easat-5650	55	25	it	it	PRON
easat-5650	55	26	particularly	particularly	ADV
easat-5650	55	27	suitable	suitable	ADJ
easat-5650	55	28	for	for	ADP
easat-5650	55	29	detecting	detect	VERB
easat-5650	55	30	outliers	outlier	NOUN
easat-5650	55	31	in	in	ADP
easat-5650	55	32	raw	raw	ADJ
easat-5650	55	33	supply	supply	NOUN
easat-5650	55	34	chain	chain	NOUN
easat-5650	55	35	logistics	logistic	NOUN
easat-5650	55	36	demand	demand	NOUN
easat-5650	55	37	data	datum	NOUN
easat-5650	55	38	.	.	PUNCT
easat-5650	56	1	outlier	outlier	NOUN
easat-5650	56	2	removal	removal	NOUN
easat-5650	56	3	in	in	ADP
easat-5650	56	4	supply	supply	NOUN
easat-5650	56	5	chain	chain	NOUN
easat-5650	56	6	logistics	logistic	NOUN
easat-5650	56	7	demand	demand	NOUN
easat-5650	56	8	data	datum	NOUN
easat-5650	56	9	based	base	VERB
easat-5650	56	10	on	on	ADP
easat-5650	56	11	local	local	ADJ
easat-5650	56	12	outlier	outlier	NOUN
easat-5650	56	13	factor	factor	NOUN
easat-5650	56	14	,	,	PUNCT
easat-5650	56	15	the	the	DET
easat-5650	56	16	specific	specific	ADJ
easat-5650	56	17	steps	step	NOUN
easat-5650	56	18	are	be	AUX
easat-5650	56	19	as	as	SCONJ
easat-5650	56	20	follows	follow	VERB
easat-5650	56	21	:	:	PUNCT
easat-5650	56	22	(	(	PUNCT
easat-5650	56	23	1	1	X
easat-5650	56	24	)	)	PUNCT
easat-5650	56	25	define	define	VERB
easat-5650	56	26	the	the	DET
easat-5650	56	27	distance	distance	NOUN
easat-5650	56	28	of	of	ADP
easat-5650	56	29	k	k	PROPN
easat-5650	56	30	.	.	PUNCT
easat-5650	57	1	define	define	VERB
easat-5650	57	2	a	a	DET
easat-5650	57	3	data	data	NOUN
easat-5650	57	4	point	point	NOUN
easat-5650	57	5	in	in	ADP
easat-5650	57	6	the	the	DET
easat-5650	57	7	raw	raw	ADJ
easat-5650	57	8	data	datum	NOUN
easat-5650	57	9	set	set	VERB
easat-5650	57	10	of	of	ADP
easat-5650	57	11	supply	supply	NOUN
easat-5650	57	12	chain	chain	NOUN
easat-5650	57	13	logistics	logistic	NOUN
easat-5650	57	14	demand	demand	NOUN
easat-5650	57	15	,	,	PUNCT
easat-5650	57	16	the	the	DET
easat-5650	57	17	distance	distance	NOUN
easat-5650	57	18	(	(	PUNCT
easat-5650	57	19	)	)	PUNCT
easat-5650	57	20	kl	kl	NOUN
easat-5650	57	21	o	o	NOUN
easat-5650	57	22	from	from	ADP
easat-5650	57	23	a	a	DET
easat-5650	57	24	certain	certain	ADJ
easat-5650	57	25	data	datum	NOUN
easat-5650	57	26	point	point	NOUN
easat-5650	57	27	o	o	NOUN
easat-5650	57	28	to	to	ADP
easat-5650	57	29	the	the	DET
easat-5650	57	30	k	k	PROPN
easat-5650	57	31	-th	-th	ADJ
easat-5650	57	32	neighbor	neighbor	NOUN
easat-5650	57	33	point	point	NOUN
easat-5650	57	34	g	g	PROPN
easat-5650	57	35	,	,	PUNCT
easat-5650	57	36	described	describe	VERB
easat-5650	57	37	as	as	ADP
easat-5650	57	38	:	:	PUNCT
easat-5650	57	39	(	(	PUNCT
easat-5650	57	40	)	)	PUNCT
easat-5650	57	41	(	(	PUNCT
easat-5650	57	42	,	,	PUNCT
easat-5650	57	43	)	)	PUNCT
easat-5650	57	44	kl	kl	NOUN
easat-5650	58	1	o	o	NOUN
easat-5650	58	2	l	l	NOUN
easat-5650	58	3	o	o	NOUN
easat-5650	58	4	g=	g=	NOUN
easat-5650	58	5	(	(	PUNCT
easat-5650	58	6	1	1	NUM
easat-5650	58	7	)	)	PUNCT
easat-5650	58	8	(	(	PUNCT
easat-5650	58	9	2	2	X
easat-5650	58	10	)	)	PUNCT
easat-5650	58	11	calculate	calculate	VERB
easat-5650	58	12	the	the	DET
easat-5650	58	13	reachable	reachable	ADJ
easat-5650	58	14	distance	distance	NOUN
easat-5650	58	15	.	.	PUNCT
easat-5650	59	1	calculate	calculate	VERB
easat-5650	59	2	the	the	DET
easat-5650	59	3	k	k	PROPN
easat-5650	59	4	-th	-th	INTJ
easat-5650	59	5	reachable	reachable	ADJ
easat-5650	59	6	distance	distance	NOUN
easat-5650	59	7	(	(	PUNCT
easat-5650	59	8	,	,	PUNCT
easat-5650	59	9	)	)	PUNCT
easat-5650	59	10	krl	krl	PROPN
easat-5650	59	11	o	o	NOUN
easat-5650	59	12	g	g	NOUN
easat-5650	59	13	for	for	ADP
easat-5650	59	14	g	g	PROPN
easat-5650	59	15	and	and	CCONJ
easat-5650	59	16	o	o	PROPN
easat-5650	59	17	,	,	PUNCT
easat-5650	59	18	described	describe	VERB
easat-5650	59	19	as	as	ADP
easat-5650	59	20	:	:	PUNCT
easat-5650	59	21			PROPN
easat-5650	59	22			PROPN
easat-5650	59	23	(	(	PUNCT
easat-5650	59	24	,	,	PUNCT
easat-5650	59	25	)	)	PUNCT
easat-5650	59	26	max	max	PROPN
easat-5650	59	27	(	(	PUNCT
easat-5650	59	28	)	)	PUNCT
easat-5650	59	29	,	,	PUNCT
easat-5650	59	30	(	(	PUNCT
easat-5650	59	31	,	,	PUNCT
easat-5650	59	32	)	)	PUNCT
easat-5650	60	1	kr	kr	PROPN
easat-5650	60	2	kl	kl	INTJ
easat-5650	61	1	o	o	NOUN
easat-5650	61	2	g	g	PROPN
easat-5650	62	1	d	d	X
easat-5650	62	2	o	o	X
easat-5650	62	3	l	l	NOUN
easat-5650	62	4	o	o	NOUN
easat-5650	62	5	g=	g=	NOUN
easat-5650	62	6	(	(	PUNCT
easat-5650	62	7	2	2	NUM
easat-5650	62	8	)	)	PUNCT
easat-5650	62	9	in	in	ADP
easat-5650	62	10	the	the	DET
easat-5650	62	11	formula	formula	NOUN
easat-5650	62	12	,	,	PUNCT
easat-5650	62	13	the	the	DET
easat-5650	62	14	k	k	PROPN
easat-5650	62	15	-th	-th	PUNCT
easat-5650	62	16	distance	distance	NOUN
easat-5650	62	17	neighborhood	neighborhood	NOUN
easat-5650	62	18	data	datum	NOUN
easat-5650	62	19	point	point	NOUN
easat-5650	62	20	set	set	NOUN
easat-5650	62	21	of	of	ADP
easat-5650	62	22	o	o	PROPN
easat-5650	62	23	is	be	AUX
easat-5650	62	24	described	describe	VERB
easat-5650	62	25	by	by	ADP
easat-5650	62	26	(	(	PUNCT
easat-5650	62	27	)	)	PUNCT
easat-5650	62	28	kd	kd	PROPN
easat-5650	62	29	o	o	INTJ
easat-5650	62	30	.	.	PUNCT
easat-5650	63	1	(	(	PUNCT
easat-5650	63	2	3	3	X
easat-5650	63	3	)	)	PUNCT
easat-5650	63	4	calculate	calculate	VERB
easat-5650	63	5	the	the	DET
easat-5650	63	6	local	local	ADJ
easat-5650	63	7	reachable	reachable	ADJ
easat-5650	63	8	density	density	NOUN
easat-5650	63	9	.	.	PUNCT
easat-5650	64	1	the	the	DET
easat-5650	64	2	locally	locally	ADV
easat-5650	64	3	accessible	accessible	ADJ
easat-5650	64	4	density	density	NOUN
easat-5650	64	5	represents	represent	VERB
easat-5650	64	6	the	the	DET
easat-5650	64	7	number	number	NOUN
easat-5650	64	8	of	of	ADP
easat-5650	64	9	data	datum	NOUN
easat-5650	64	10	points	point	NOUN
easat-5650	64	11	around	around	ADP
easat-5650	64	12	the	the	DET
easat-5650	64	13	data	data	NOUN
easat-5650	64	14	point	point	NOUN
easat-5650	64	15	o	o	INTJ
easat-5650	64	16	,	,	PUNCT
easat-5650	64	17	the	the	PRON
easat-5650	64	18	higher	high	ADJ
easat-5650	64	19	the	the	DET
easat-5650	64	20	density	density	NOUN
easat-5650	64	21	,	,	PUNCT
easat-5650	64	22	the	the	PRON
easat-5650	64	23	closer	close	ADV
easat-5650	64	24	the	the	DET
easat-5650	64	25	point	point	NOUN
easat-5650	64	26	is	be	AUX
easat-5650	64	27	to	to	ADP
easat-5650	64	28	the	the	DET
easat-5650	64	29	normal	normal	ADJ
easat-5650	64	30	area	area	NOUN
easat-5650	64	31	.	.	PUNCT
easat-5650	65	1	local	local	ADJ
easat-5650	65	2	attainable	attainable	ADJ
easat-5650	65	3	densities	density	NOUN
easat-5650	65	4	(	(	PUNCT
easat-5650	65	5	)	)	PUNCT
easat-5650	65	6	k	k	NOUN
easat-5650	65	7	o	o	NOUN
easat-5650	65	8	of	of	ADP
easat-5650	65	9	o	o	PROPN
easat-5650	65	10	is	be	AUX
easat-5650	65	11	described	describe	VERB
easat-5650	65	12	as	as	ADP
easat-5650	65	13	:	:	PUNCT
easat-5650	65	14	(	(	PUNCT
easat-5650	65	15	)	)	PUNCT
easat-5650	65	16	(	(	PUNCT
easat-5650	65	17	)	)	PUNCT
easat-5650	65	18	(	(	PUNCT
easat-5650	65	19	)	)	PUNCT
easat-5650	65	20	(	(	PUNCT
easat-5650	65	21	,	,	PUNCT
easat-5650	65	22	)	)	PUNCT
easat-5650	65	23	kk	kk	PROPN
easat-5650	65	24	k	k	PROPN
easat-5650	66	1	k	k	PROPN
easat-5650	67	1	rg	rg	PROPN
easat-5650	67	2	l	l	NOUN
easat-5650	68	1	o	o	X
easat-5650	69	1	d	d	X
easat-5650	69	2	o	o	X
easat-5650	69	3	o	o	X
easat-5650	69	4	l	l	NOUN
easat-5650	69	5	o	o	X
easat-5650	69	6	g	g	NOUN
easat-5650	69	7			PUNCT
easat-5650	69	8			NOUN
easat-5650	69	9	=	=	PUNCT
easat-5650	69	10			X
easat-5650	69	11	(	(	PUNCT
easat-5650	69	12	3	3	NUM
easat-5650	69	13	)	)	PUNCT
easat-5650	69	14	(	(	PUNCT
easat-5650	69	15	4	4	X
easat-5650	69	16	)	)	PUNCT
easat-5650	69	17	calculate	calculate	VERB
easat-5650	69	18	the	the	DET
easat-5650	69	19	outlier	outlier	ADJ
easat-5650	69	20	factor	factor	NOUN
easat-5650	69	21	lof	lof	PROPN
easat-5650	69	22	.	.	PUNCT
easat-5650	70	1	perform	perform	VERB
easat-5650	70	2	outlier	outlier	ADJ
easat-5650	70	3	diagnosis	diagnosis	NOUN
easat-5650	70	4	based	base	VERB
easat-5650	70	5	on	on	ADP
easat-5650	70	6	the	the	DET
easat-5650	70	7	size	size	NOUN
easat-5650	70	8	of	of	ADP
easat-5650	70	9	the	the	DET
easat-5650	70	10	lof	lof	NOUN
easat-5650	70	11	to	to	ADP
easat-5650	70	12	the	the	DET
easat-5650	70	13	data	datum	NOUN
easat-5650	70	14	in	in	ADP
easat-5650	70	15	the	the	DET
easat-5650	70	16	raw	raw	ADJ
easat-5650	70	17	supply	supply	NOUN
easat-5650	70	18	chain	chain	NOUN
easat-5650	70	19	logistics	logistic	NOUN
easat-5650	70	20	demand	demand	NOUN
easat-5650	70	21	data	datum	NOUN
easat-5650	70	22	o	o	NOUN
easat-5650	70	23	.	.	PUNCT
easat-5650	71	1	the	the	DET
easat-5650	71	2	formula	formula	NOUN
easat-5650	71	3	for	for	ADP
easat-5650	71	4	lof	lof	NOUN
easat-5650	71	5	is	be	AUX
easat-5650	71	6	:	:	PUNCT
easat-5650	71	7	(	(	PUNCT
easat-5650	71	8	)	)	PUNCT
easat-5650	71	9	(	(	PUNCT
easat-5650	71	10	)	)	PUNCT
easat-5650	71	11	/	/	SYM
easat-5650	71	12	(	(	PUNCT
easat-5650	71	13	)	)	PUNCT
easat-5650	71	14	(	(	PUNCT
easat-5650	71	15	)	)	PUNCT
easat-5650	71	16	(	(	PUNCT
easat-5650	71	17	)	)	PUNCT
easat-5650	72	1	k	k	PROPN
easat-5650	73	1	k	k	PROPN
easat-5650	73	2	k	k	PROPN
easat-5650	74	1	g	g	PROPN
easat-5650	75	1	d	d	X
easat-5650	75	2	o	o	X
easat-5650	76	1	k	k	PROPN
easat-5650	76	2	k	k	X
easat-5650	77	1	g	g	PROPN
easat-5650	77	2	o	o	X
easat-5650	77	3	lof	lof	NOUN
easat-5650	77	4	o	o	NOUN
easat-5650	77	5	l	l	NOUN
easat-5650	77	6	o	o	NOUN
easat-5650	77	7			CCONJ
easat-5650	77	8			NUM
easat-5650	77	9			NOUN
easat-5650	77	10	=	=	PUNCT
easat-5650	77	11			X
easat-5650	77	12	(	(	PUNCT
easat-5650	77	13	4	4	NUM
easat-5650	77	14	)	)	PUNCT
easat-5650	77	15	according	accord	VERB
easat-5650	77	16	to	to	ADP
easat-5650	77	17	the	the	DET
easat-5650	77	18	actual	actual	ADJ
easat-5650	77	19	situation	situation	NOUN
easat-5650	77	20	of	of	ADP
easat-5650	77	21	supply	supply	NOUN
easat-5650	77	22	chain	chain	NOUN
easat-5650	77	23	logistics	logistic	NOUN
easat-5650	77	24	demand	demand	NOUN
easat-5650	77	25	forecast	forecast	NOUN
easat-5650	77	26	,	,	PUNCT
easat-5650	77	27	set	set	VERB
easat-5650	77	28	the	the	DET
easat-5650	77	29	corresponding	corresponding	ADJ
easat-5650	77	30	critical	critical	ADJ
easat-5650	77	31	value	value	NOUN
easat-5650	77	32	.	.	PUNCT
easat-5650	78	1	if	if	SCONJ
easat-5650	78	2	(	(	PUNCT
easat-5650	78	3	)	)	PUNCT
easat-5650	78	4	klof	klof	PROPN
easat-5650	78	5	o	o	PROPN
easat-5650	78	6	is	be	AUX
easat-5650	78	7	greater	great	ADJ
easat-5650	78	8	than	than	ADP
easat-5650	78	9	this	this	DET
easat-5650	78	10	threshold	threshold	NOUN
easat-5650	78	11	,	,	PUNCT
easat-5650	78	12	then	then	ADV
easat-5650	78	13	represents	represent	VERB
easat-5650	78	14	that	that	SCONJ
easat-5650	78	15	data	datum	NOUN
easat-5650	78	16	point	point	NOUN
easat-5650	78	17	o	o	NOUN
easat-5650	78	18	is	be	AUX
easat-5650	78	19	an	an	DET
easat-5650	78	20	outlier	outlier	NOUN
easat-5650	78	21	;	;	PUNCT
easat-5650	78	22	conversely	conversely	ADV
easat-5650	78	23	,	,	PUNCT
easat-5650	78	24	if	if	SCONJ
easat-5650	78	25	(	(	PUNCT
easat-5650	78	26	)	)	PUNCT
easat-5650	78	27	klof	klof	PROPN
easat-5650	78	28	o	o	PROPN
easat-5650	78	29	is	be	AUX
easat-5650	78	30	less	less	ADJ
easat-5650	78	31	than	than	ADP
easat-5650	78	32	or	or	CCONJ
easat-5650	78	33	equal	equal	ADJ
easat-5650	78	34	to	to	ADP
easat-5650	78	35	this	this	DET
easat-5650	78	36	threshold	threshold	NOUN
easat-5650	78	37	,	,	PUNCT
easat-5650	78	38	then	then	ADV
easat-5650	78	39	represents	represent	VERB
easat-5650	78	40	that	that	SCONJ
easat-5650	78	41	the	the	DET
easat-5650	78	42	data	data	NOUN
easat-5650	78	43	point	point	NOUN
easat-5650	78	44	o	o	NOUN
easat-5650	78	45	is	be	AUX
easat-5650	78	46	a	a	DET
easat-5650	78	47	normal	normal	ADJ
easat-5650	78	48	value	value	NOUN
easat-5650	78	49	.	.	PUNCT
easat-5650	79	1	using	use	VERB
easat-5650	79	2	the	the	DET
easat-5650	79	3	above	above	ADJ
easat-5650	79	4	method	method	NOUN
easat-5650	79	5	,	,	PUNCT
easat-5650	79	6	we	we	PRON
easat-5650	79	7	can	can	AUX
easat-5650	79	8	accurately	accurately	ADV
easat-5650	79	9	identify	identify	VERB
easat-5650	79	10	the	the	DET
easat-5650	79	11	outliers	outlier	NOUN
easat-5650	79	12	in	in	ADP
easat-5650	79	13	the	the	DET
easat-5650	79	14	raw	raw	ADJ
easat-5650	79	15	data	datum	NOUN
easat-5650	79	16	of	of	ADP
easat-5650	79	17	supply	supply	NOUN
easat-5650	79	18	chain	chain	NOUN
easat-5650	79	19	logistics	logistic	NOUN
easat-5650	79	20	demand	demand	NOUN
easat-5650	79	21	,	,	PUNCT
easat-5650	79	22	and	and	CCONJ
easat-5650	79	23	after	after	ADP
easat-5650	79	24	removing	remove	VERB
easat-5650	79	25	them	they	PRON
easat-5650	79	26	,	,	PUNCT
easat-5650	79	27	we	we	PRON
easat-5650	79	28	can	can	AUX
easat-5650	79	29	achieve	achieve	VERB
easat-5650	79	30	the	the	DET
easat-5650	79	31	purpose	purpose	NOUN
easat-5650	79	32	of	of	ADP
easat-5650	79	33	data	datum	NOUN
easat-5650	79	34	cleansing	cleansing	NOUN
easat-5650	79	35	and	and	CCONJ
easat-5650	79	36	effectively	effectively	ADV
easat-5650	79	37	improve	improve	VERB
easat-5650	79	38	the	the	DET
easat-5650	79	39	quality	quality	NOUN
easat-5650	79	40	of	of	ADP
easat-5650	79	41	the	the	DET
easat-5650	79	42	data	datum	NOUN
easat-5650	79	43	set	set	VERB
easat-5650	79	44	.	.	PUNCT
easat-5650	80	1	2.2	2.2	NUM
easat-5650	80	2	.	.	PUNCT
easat-5650	80	3	supply	supply	NOUN
easat-5650	80	4	chain	chain	NOUN
easat-5650	80	5	logistics	logistic	NOUN
easat-5650	80	6	demand	demand	NOUN
easat-5650	80	7	forecasting	forecasting	NOUN
easat-5650	80	8	feature	feature	NOUN
easat-5650	80	9	term	term	NOUN
easat-5650	80	10	selection	selection	NOUN
easat-5650	80	11	since	since	SCONJ
easat-5650	80	12	the	the	DET
easat-5650	80	13	supply	supply	NOUN
easat-5650	80	14	chain	chain	NOUN
easat-5650	80	15	logistics	logistic	NOUN
easat-5650	80	16	demand	demand	NOUN
easat-5650	80	17	dataset	dataset	NOUN
easat-5650	80	18	contains	contain	VERB
easat-5650	80	19	a	a	DET
easat-5650	80	20	large	large	ADJ
easat-5650	80	21	amount	amount	NOUN
easat-5650	80	22	of	of	ADP
easat-5650	80	23	multi	multi	ADJ
easat-5650	80	24	-	-	ADJ
easat-5650	80	25	dimensional	dimensional	ADJ
easat-5650	80	26	and	and	CCONJ
easat-5650	80	27	complex	complex	ADJ
easat-5650	80	28	data	datum	NOUN
easat-5650	80	29	,	,	PUNCT
easat-5650	80	30	to	to	PART
easat-5650	80	31	extract	extract	VERB
easat-5650	80	32	useful	useful	ADJ
easat-5650	80	33	information	information	NOUN
easat-5650	80	34	for	for	ADP
easat-5650	80	35	prediction	prediction	NOUN
easat-5650	80	36	and	and	CCONJ
easat-5650	80	37	reduce	reduce	VERB
easat-5650	80	38	data	data	NOUN
easat-5650	80	39	dimensionality	dimensionality	NOUN
easat-5650	80	40	,	,	PUNCT
easat-5650	80	41	we	we	PRON
easat-5650	80	42	select	select	VERB
easat-5650	80	43	1643	1643	NUM
easat-5650	80	44	edelweiss	edelweiss	PROPN
easat-5650	80	45	applied	apply	VERB
easat-5650	80	46	science	science	NOUN
easat-5650	80	47	and	and	CCONJ
easat-5650	80	48	technology	technology	NOUN
easat-5650	80	49	issn	issn	PROPN
easat-5650	80	50	:	:	PUNCT
easat-5650	80	51	2576	2576	NUM
easat-5650	80	52	-	-	SYM
easat-5650	80	53	8484	8484	NUM
easat-5650	80	54	vol	vol	NOUN
easat-5650	80	55	.	.	PROPN
easat-5650	81	1	9	9	NUM
easat-5650	81	2	,	,	PUNCT
easat-5650	81	3	no	no	INTJ
easat-5650	81	4	.	.	NOUN
easat-5650	82	1	3	3	NUM
easat-5650	82	2	:	:	SYM
easat-5650	82	3	1640	1640	NUM
easat-5650	82	4	-	-	SYM
easat-5650	82	5	1654	1654	NUM
easat-5650	82	6	,	,	PUNCT
easat-5650	82	7	2025	2025	NUM
easat-5650	82	8	doi	doi	NOUN
easat-5650	82	9	:	:	PUNCT
easat-5650	82	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	82	11	©	©	PROPN
easat-5650	82	12	2025	2025	NUM
easat-5650	82	13	by	by	ADP
easat-5650	82	14	the	the	DET
easat-5650	82	15	authors	author	NOUN
easat-5650	82	16	;	;	PUNCT
easat-5650	82	17	licensee	licensee	PROPN
easat-5650	82	18	learning	learn	VERB
easat-5650	82	19	gate	gate	NOUN
easat-5650	82	20	indicators	indicator	NOUN
easat-5650	82	21	that	that	PRON
easat-5650	82	22	intuitively	intuitively	ADV
easat-5650	82	23	reflect	reflect	VERB
easat-5650	82	24	the	the	DET
easat-5650	82	25	changes	change	NOUN
easat-5650	82	26	in	in	ADP
easat-5650	82	27	supply	supply	NOUN
easat-5650	82	28	chain	chain	NOUN
easat-5650	82	29	logistics	logistic	NOUN
easat-5650	82	30	demand	demand	NOUN
easat-5650	82	31	as	as	ADP
easat-5650	82	32	feature	feature	NOUN
easat-5650	82	33	items	item	NOUN
easat-5650	82	34	.	.	PUNCT
easat-5650	83	1	mainly	mainly	ADV
easat-5650	83	2	include	include	VERB
easat-5650	83	3	:	:	PUNCT
easat-5650	83	4	(	(	PUNCT
easat-5650	83	5	1	1	X
easat-5650	83	6	)	)	PUNCT
easat-5650	83	7	supply	supply	NOUN
easat-5650	83	8	chain	chain	NOUN
easat-5650	83	9	logistics	logistic	NOUN
easat-5650	83	10	demand	demand	NOUN
easat-5650	83	11	growth	growth	NOUN
easat-5650	83	12	rate	rate	VERB
easat-5650	83	13	the	the	DET
easat-5650	83	14	growth	growth	NOUN
easat-5650	83	15	rate	rate	NOUN
easat-5650	83	16	of	of	ADP
easat-5650	83	17	supply	supply	NOUN
easat-5650	83	18	chain	chain	NOUN
easat-5650	83	19	logistics	logistic	NOUN
easat-5650	83	20	demand	demand	NOUN
easat-5650	83	21	reflects	reflect	VERB
easat-5650	83	22	the	the	DET
easat-5650	83	23	trend	trend	NOUN
easat-5650	83	24	and	and	CCONJ
easat-5650	83	25	speed	speed	NOUN
easat-5650	83	26	of	of	ADP
easat-5650	83	27	continuous	continuous	ADJ
easat-5650	83	28	change	change	NOUN
easat-5650	83	29	in	in	ADP
easat-5650	83	30	supply	supply	NOUN
easat-5650	83	31	chain	chain	NOUN
easat-5650	83	32	logistics	logistic	NOUN
easat-5650	83	33	demand	demand	NOUN
easat-5650	83	34	over	over	ADP
easat-5650	83	35	time	time	NOUN
easat-5650	83	36	,	,	PUNCT
easat-5650	83	37	and	and	CCONJ
easat-5650	83	38	is	be	AUX
easat-5650	83	39	an	an	DET
easat-5650	83	40	important	important	ADJ
easat-5650	83	41	basis	basis	NOUN
easat-5650	83	42	for	for	ADP
easat-5650	83	43	predicting	predict	VERB
easat-5650	83	44	future	future	ADJ
easat-5650	83	45	changes	change	NOUN
easat-5650	83	46	in	in	ADP
easat-5650	83	47	logistics	logistic	NOUN
easat-5650	83	48	demand	demand	NOUN
easat-5650	83	49	,	,	PUNCT
easat-5650	83	50	which	which	PRON
easat-5650	83	51	is	be	AUX
easat-5650	83	52	described	describe	VERB
easat-5650	83	53	by	by	ADP
easat-5650	83	54	the	the	DET
easat-5650	83	55	following	follow	VERB
easat-5650	83	56	formula	formula	NOUN
easat-5650	83	57	:	:	PUNCT
easat-5650	84	1	100%b	100%b	NUM
easat-5650	84	2	s	s	NOUN
easat-5650	84	3	q	q	X
easat-5650	84	4	s	s	X
easat-5650	84	5	q	q	X
easat-5650	84	6	q	q	X
easat-5650	84	7	p	p	X
easat-5650	84	8	q	q	X
easat-5650	84	9	−	−	PROPN
easat-5650	84	10	=	=	SYM
easat-5650	84	11			PROPN
easat-5650	84	12	(	(	PUNCT
easat-5650	84	13	5	5	NUM
easat-5650	84	14	)	)	PUNCT
easat-5650	84	15	in	in	ADP
easat-5650	84	16	the	the	DET
easat-5650	84	17	formula	formula	NOUN
easat-5650	84	18	,	,	PUNCT
easat-5650	84	19	qp	qp	NOUN
easat-5650	84	20	represents	represent	VERB
easat-5650	84	21	the	the	DET
easat-5650	84	22	growth	growth	NOUN
easat-5650	84	23	rate	rate	NOUN
easat-5650	84	24	of	of	ADP
easat-5650	84	25	supply	supply	NOUN
easat-5650	84	26	chain	chain	NOUN
easat-5650	84	27	logistics	logistic	NOUN
easat-5650	84	28	demand	demand	NOUN
easat-5650	84	29	,	,	PUNCT
easat-5650	84	30	bq	bq	PROPN
easat-5650	84	31	represents	represent	VERB
easat-5650	84	32	the	the	DET
easat-5650	84	33	supply	supply	NOUN
easat-5650	84	34	chain	chain	NOUN
easat-5650	84	35	logistics	logistic	NOUN
easat-5650	84	36	demand	demand	NOUN
easat-5650	84	37	in	in	ADP
easat-5650	84	38	the	the	DET
easat-5650	84	39	current	current	ADJ
easat-5650	84	40	period	period	NOUN
easat-5650	84	41	,	,	PUNCT
easat-5650	84	42	sq	sq	PUNCT
easat-5650	84	43	represents	represent	VERB
easat-5650	84	44	the	the	DET
easat-5650	84	45	supply	supply	NOUN
easat-5650	84	46	chain	chain	NOUN
easat-5650	84	47	logistics	logistic	NOUN
easat-5650	84	48	demand	demand	NOUN
easat-5650	84	49	in	in	ADP
easat-5650	84	50	the	the	DET
easat-5650	84	51	previous	previous	ADJ
easat-5650	84	52	period	period	NOUN
easat-5650	84	53	.	.	PUNCT
easat-5650	85	1	(	(	PUNCT
easat-5650	85	2	2	2	X
easat-5650	85	3	)	)	PUNCT
easat-5650	85	4	inventory	inventory	NOUN
easat-5650	85	5	turnover	turnover	NOUN
easat-5650	85	6	ratio	ratio	NOUN
easat-5650	85	7	inventory	inventory	NOUN
easat-5650	85	8	turnover	turnover	NOUN
easat-5650	85	9	reflects	reflect	VERB
easat-5650	85	10	the	the	DET
easat-5650	85	11	speed	speed	NOUN
easat-5650	85	12	and	and	CCONJ
easat-5650	85	13	liquidity	liquidity	NOUN
easat-5650	85	14	of	of	ADP
easat-5650	85	15	inventory	inventory	NOUN
easat-5650	85	16	.	.	PUNCT
easat-5650	86	1	by	by	ADP
easat-5650	86	2	monitoring	monitor	VERB
easat-5650	86	3	and	and	CCONJ
easat-5650	86	4	analyzing	analyze	VERB
easat-5650	86	5	this	this	DET
easat-5650	86	6	indicator	indicator	NOUN
easat-5650	86	7	,	,	PUNCT
easat-5650	86	8	supply	supply	NOUN
easat-5650	86	9	chains	chain	NOUN
easat-5650	86	10	can	can	AUX
easat-5650	86	11	more	more	ADV
easat-5650	86	12	accurately	accurately	ADV
easat-5650	86	13	predict	predict	VERB
easat-5650	86	14	future	future	ADJ
easat-5650	86	15	logistics	logistic	NOUN
easat-5650	86	16	requirements	requirement	NOUN
easat-5650	86	17	.	.	PUNCT
easat-5650	87	1	if	if	SCONJ
easat-5650	87	2	inventory	inventory	NOUN
easat-5650	87	3	turnover	turnover	NOUN
easat-5650	87	4	is	be	AUX
easat-5650	87	5	high	high	ADJ
easat-5650	87	6	,	,	PUNCT
easat-5650	87	7	it	it	PRON
easat-5650	87	8	means	mean	VERB
easat-5650	87	9	that	that	SCONJ
easat-5650	87	10	inventory	inventory	NOUN
easat-5650	87	11	can	can	AUX
easat-5650	87	12	be	be	AUX
easat-5650	87	13	quickly	quickly	ADV
easat-5650	87	14	converted	convert	VERB
easat-5650	87	15	into	into	ADP
easat-5650	87	16	sales	sale	NOUN
easat-5650	87	17	,	,	PUNCT
easat-5650	87	18	which	which	PRON
easat-5650	87	19	usually	usually	ADV
easat-5650	87	20	means	mean	VERB
easat-5650	87	21	that	that	SCONJ
easat-5650	87	22	market	market	NOUN
easat-5650	87	23	demand	demand	NOUN
easat-5650	87	24	is	be	AUX
easat-5650	87	25	stronger	strong	ADJ
easat-5650	87	26	and	and	CCONJ
easat-5650	87	27	thus	thus	ADV
easat-5650	87	28	requires	require	VERB
easat-5650	87	29	more	more	ADJ
easat-5650	87	30	frequent	frequent	ADJ
easat-5650	87	31	logistics	logistic	NOUN
easat-5650	87	32	support	support	NOUN
easat-5650	87	33	.	.	PUNCT
easat-5650	88	1	on	on	ADP
easat-5650	88	2	the	the	DET
easat-5650	88	3	other	other	ADJ
easat-5650	88	4	hand	hand	NOUN
easat-5650	88	5	,	,	PUNCT
easat-5650	88	6	if	if	SCONJ
easat-5650	88	7	inventory	inventory	NOUN
easat-5650	88	8	turnover	turnover	NOUN
easat-5650	88	9	is	be	AUX
easat-5650	88	10	low	low	ADJ
easat-5650	88	11	,	,	PUNCT
easat-5650	88	12	it	it	PRON
easat-5650	88	13	means	mean	VERB
easat-5650	88	14	that	that	SCONJ
easat-5650	88	15	market	market	NOUN
easat-5650	88	16	demand	demand	NOUN
easat-5650	88	17	is	be	AUX
easat-5650	88	18	weak	weak	ADJ
easat-5650	88	19	or	or	CCONJ
easat-5650	88	20	there	there	PRON
easat-5650	88	21	is	be	VERB
easat-5650	88	22	a	a	DET
easat-5650	88	23	backlog	backlog	NOUN
easat-5650	88	24	of	of	ADP
easat-5650	88	25	inventory	inventory	NOUN
easat-5650	88	26	,	,	PUNCT
easat-5650	88	27	and	and	CCONJ
easat-5650	88	28	logistics	logistic	NOUN
easat-5650	88	29	needs	need	NOUN
easat-5650	88	30	will	will	AUX
easat-5650	88	31	be	be	AUX
easat-5650	88	32	reduced	reduce	VERB
easat-5650	88	33	accordingly	accordingly	ADV
easat-5650	88	34	.	.	PUNCT
easat-5650	89	1	inventory	inventory	NOUN
easat-5650	89	2	turnover	turnover	NOUN
easat-5650	89	3	is	be	AUX
easat-5650	89	4	calculated	calculate	VERB
easat-5650	89	5	as	as	SCONJ
easat-5650	89	6	follows	follow	VERB
easat-5650	89	7	:	:	PUNCT
easat-5650	89	8	z	z	NOUN
easat-5650	89	9	c	c	NOUN
easat-5650	89	10	p	p	X
easat-5650	89	11	j	j	PROPN
easat-5650	89	12	=	=	PUNCT
easat-5650	89	13	(	(	PUNCT
easat-5650	89	14	6	6	NUM
easat-5650	89	15	)	)	PUNCT
easat-5650	89	16	in	in	ADP
easat-5650	89	17	the	the	DET
easat-5650	89	18	formula	formula	NOUN
easat-5650	89	19	,	,	PUNCT
easat-5650	89	20	zp	zp	PROPN
easat-5650	89	21	represents	represent	VERB
easat-5650	89	22	the	the	DET
easat-5650	89	23	inventory	inventory	NOUN
easat-5650	89	24	turnover	turnover	NOUN
easat-5650	89	25	rate	rate	NOUN
easat-5650	89	26	.	.	PUNCT
easat-5650	90	1	c	c	PROPN
easat-5650	90	2	represents	represent	VERB
easat-5650	90	3	cost	cost	NOUN
easat-5650	90	4	of	of	ADP
easat-5650	90	5	goods	good	NOUN
easat-5650	90	6	sold	sell	VERB
easat-5650	90	7	.	.	PUNCT
easat-5650	91	1	j	j	PROPN
easat-5650	91	2	represents	represent	VERB
easat-5650	91	3	average	average	ADJ
easat-5650	91	4	inventory	inventory	NOUN
easat-5650	91	5	.	.	PUNCT
easat-5650	92	1	(	(	PUNCT
easat-5650	92	2	3	3	X
easat-5650	92	3	)	)	PUNCT
easat-5650	92	4	seasonality	seasonality	NOUN
easat-5650	92	5	index	index	NOUN
easat-5650	92	6	the	the	DET
easat-5650	92	7	seasonal	seasonal	ADJ
easat-5650	92	8	index	index	NOUN
easat-5650	92	9	measures	measure	VERB
easat-5650	92	10	fluctuations	fluctuation	NOUN
easat-5650	92	11	in	in	ADP
easat-5650	92	12	supply	supply	NOUN
easat-5650	92	13	chain	chain	NOUN
easat-5650	92	14	logistics	logistic	NOUN
easat-5650	92	15	demand	demand	NOUN
easat-5650	92	16	during	during	ADP
easat-5650	92	17	specific	specific	ADJ
easat-5650	92	18	seasons	season	NOUN
easat-5650	92	19	relative	relative	ADJ
easat-5650	92	20	to	to	ADP
easat-5650	92	21	the	the	DET
easat-5650	92	22	annual	annual	ADJ
easat-5650	92	23	average	average	ADJ
easat-5650	92	24	demand	demand	NOUN
easat-5650	92	25	level	level	NOUN
easat-5650	92	26	.	.	PUNCT
easat-5650	93	1	according	accord	VERB
easat-5650	93	2	to	to	ADP
easat-5650	93	3	the	the	DET
easat-5650	93	4	change	change	NOUN
easat-5650	93	5	of	of	ADP
easat-5650	93	6	seasonal	seasonal	ADJ
easat-5650	93	7	demand	demand	NOUN
easat-5650	93	8	,	,	PUNCT
easat-5650	93	9	the	the	DET
easat-5650	93	10	layout	layout	NOUN
easat-5650	93	11	of	of	ADP
easat-5650	93	12	logistics	logistic	NOUN
easat-5650	93	13	network	network	NOUN
easat-5650	93	14	and	and	CCONJ
easat-5650	93	15	transportation	transportation	NOUN
easat-5650	93	16	mode	mode	NOUN
easat-5650	93	17	can	can	AUX
easat-5650	93	18	be	be	AUX
easat-5650	93	19	adjusted	adjust	VERB
easat-5650	93	20	to	to	PART
easat-5650	93	21	better	well	ADV
easat-5650	93	22	meet	meet	VERB
easat-5650	93	23	customer	customer	NOUN
easat-5650	93	24	demand	demand	NOUN
easat-5650	93	25	and	and	CCONJ
easat-5650	93	26	reduce	reduce	VERB
easat-5650	93	27	logistics	logistic	NOUN
easat-5650	93	28	costs	cost	NOUN
easat-5650	93	29	,	,	PUNCT
easat-5650	93	30	which	which	PRON
easat-5650	93	31	is	be	AUX
easat-5650	93	32	a	a	DET
easat-5650	93	33	new	new	ADJ
easat-5650	93	34	indicator	indicator	NOUN
easat-5650	93	35	for	for	ADP
easat-5650	93	36	supply	supply	NOUN
easat-5650	93	37	chain	chain	NOUN
easat-5650	93	38	logistics	logistic	NOUN
easat-5650	93	39	demand	demand	NOUN
easat-5650	93	40	forecasting	forecasting	NOUN
easat-5650	93	41	.	.	PUNCT
easat-5650	94	1	the	the	DET
easat-5650	94	2	formula	formula	NOUN
easat-5650	94	3	of	of	ADP
easat-5650	94	4	seasonal	seasonal	ADJ
easat-5650	94	5	index	index	NOUN
easat-5650	94	6	is	be	AUX
easat-5650	94	7	as	as	SCONJ
easat-5650	94	8	follows	follow	VERB
easat-5650	94	9	:	:	PUNCT
easat-5650	95	1	d	d	X
easat-5650	95	2	e	e	NOUN
easat-5650	95	3	q	q	NOUN
easat-5650	95	4	q	q	X
easat-5650	95	5	=	=	PUNCT
easat-5650	95	6	(	(	PUNCT
easat-5650	95	7	7	7	NUM
easat-5650	95	8	)	)	PUNCT
easat-5650	95	9	in	in	ADP
easat-5650	95	10	the	the	DET
easat-5650	95	11	formula	formula	NOUN
easat-5650	95	12	,	,	PUNCT
easat-5650	95	13	represents	represent	VERB
easat-5650	95	14	the	the	DET
easat-5650	95	15	seasonal	seasonal	ADJ
easat-5650	95	16	index	index	NOUN
easat-5650	95	17	,	,	PUNCT
easat-5650	95	18	dq	dq	PROPN
easat-5650	95	19	represents	represent	VERB
easat-5650	95	20	the	the	DET
easat-5650	95	21	actual	actual	ADJ
easat-5650	95	22	logistics	logistic	NOUN
easat-5650	95	23	demand	demand	NOUN
easat-5650	95	24	in	in	ADP
easat-5650	95	25	a	a	DET
easat-5650	95	26	given	give	VERB
easat-5650	95	27	season	season	NOUN
easat-5650	95	28	.	.	PUNCT
easat-5650	96	1	eq	eq	NOUN
easat-5650	96	2	represents	represent	VERB
easat-5650	96	3	the	the	DET
easat-5650	96	4	average	average	ADJ
easat-5650	96	5	logistics	logistic	NOUN
easat-5650	96	6	demand	demand	NOUN
easat-5650	96	7	for	for	ADP
easat-5650	96	8	the	the	DET
easat-5650	96	9	year	year	NOUN
easat-5650	96	10	.	.	PUNCT
easat-5650	97	1	(	(	PUNCT
easat-5650	97	2	4	4	X
easat-5650	97	3	)	)	PUNCT
easat-5650	97	4	volume	volume	NOUN
easat-5650	97	5	of	of	ADP
easat-5650	97	6	customer	customer	NOUN
easat-5650	97	7	orders	order	NOUN
easat-5650	97	8	customer	customer	NOUN
easat-5650	97	9	order	order	NOUN
easat-5650	97	10	quantity	quantity	NOUN
easat-5650	97	11	refers	refer	VERB
easat-5650	97	12	to	to	ADP
easat-5650	97	13	the	the	DET
easat-5650	97	14	customer	customer	NOUN
easat-5650	97	15	in	in	ADP
easat-5650	97	16	a	a	DET
easat-5650	97	17	certain	certain	ADJ
easat-5650	97	18	period	period	NOUN
easat-5650	97	19	of	of	ADP
easat-5650	97	20	time	time	NOUN
easat-5650	97	21	to	to	ADP
easat-5650	97	22	the	the	DET
easat-5650	97	23	enterprise	enterprise	NOUN
easat-5650	97	24	issued	issue	VERB
easat-5650	97	25	by	by	ADP
easat-5650	97	26	the	the	DET
easat-5650	97	27	number	number	NOUN
easat-5650	97	28	of	of	ADP
easat-5650	97	29	products	product	NOUN
easat-5650	97	30	or	or	CCONJ
easat-5650	97	31	services	service	NOUN
easat-5650	97	32	ordered	order	VERB
easat-5650	97	33	,	,	PUNCT
easat-5650	97	34	reflecting	reflect	VERB
easat-5650	97	35	the	the	DET
easat-5650	97	36	market	market	NOUN
easat-5650	97	37	demand	demand	NOUN
easat-5650	97	38	for	for	ADP
easat-5650	97	39	products	product	NOUN
easat-5650	97	40	,	,	PUNCT
easat-5650	97	41	is	be	AUX
easat-5650	97	42	the	the	DET
easat-5650	97	43	supply	supply	NOUN
easat-5650	97	44	chain	chain	NOUN
easat-5650	97	45	logistics	logistic	NOUN
easat-5650	97	46	demand	demand	NOUN
easat-5650	97	47	forecasting	forecast	VERB
easat-5650	97	48	one	one	NUM
easat-5650	97	49	of	of	ADP
easat-5650	97	50	the	the	DET
easat-5650	97	51	important	important	ADJ
easat-5650	97	52	reference	reference	NOUN
easat-5650	97	53	indicators	indicator	NOUN
easat-5650	97	54	.	.	PUNCT
easat-5650	98	1	(	(	PUNCT
easat-5650	98	2	5	5	X
easat-5650	98	3	)	)	PUNCT
easat-5650	98	4	supplier	supplier	NOUN
easat-5650	98	5	delivery	delivery	NOUN
easat-5650	98	6	lead	lead	NOUN
easat-5650	98	7	time	time	NOUN
easat-5650	98	8	vendor	vendor	NOUN
easat-5650	98	9	lead	lead	VERB
easat-5650	98	10	time	time	NOUN
easat-5650	98	11	is	be	AUX
easat-5650	98	12	the	the	DET
easat-5650	98	13	time	time	NOUN
easat-5650	98	14	it	it	PRON
easat-5650	98	15	takes	take	VERB
easat-5650	98	16	from	from	ADP
easat-5650	98	17	the	the	DET
easat-5650	98	18	time	time	NOUN
easat-5650	98	19	an	an	DET
easat-5650	98	20	order	order	NOUN
easat-5650	98	21	is	be	AUX
easat-5650	98	22	placed	place	VERB
easat-5650	98	23	to	to	ADP
easat-5650	98	24	the	the	DET
easat-5650	98	25	time	time	NOUN
easat-5650	98	26	the	the	DET
easat-5650	98	27	goods	good	NOUN
easat-5650	98	28	are	be	AUX
easat-5650	98	29	received	receive	VERB
easat-5650	98	30	,	,	PUNCT
easat-5650	98	31	which	which	PRON
easat-5650	98	32	affects	affect	VERB
easat-5650	98	33	inventory	inventory	NOUN
easat-5650	98	34	requirements	requirement	NOUN
easat-5650	98	35	and	and	CCONJ
easat-5650	98	36	logistics	logistic	NOUN
easat-5650	98	37	planning	planning	NOUN
easat-5650	98	38	.	.	PUNCT
easat-5650	99	1	for	for	ADP
easat-5650	99	2	supply	supply	NOUN
easat-5650	99	3	chain	chain	NOUN
easat-5650	99	4	logistics	logistic	NOUN
easat-5650	99	5	demand	demand	NOUN
easat-5650	99	6	forecasting	forecasting	NOUN
easat-5650	99	7	,	,	PUNCT
easat-5650	99	8	supplier	supplier	NOUN
easat-5650	99	9	lead	lead	NOUN
easat-5650	99	10	time	time	NOUN
easat-5650	99	11	is	be	AUX
easat-5650	99	12	a	a	DET
easat-5650	99	13	crucial	crucial	ADJ
easat-5650	99	14	factor	factor	NOUN
easat-5650	99	15	.	.	PUNCT
easat-5650	100	1	it	it	PRON
easat-5650	100	2	directly	directly	ADV
easat-5650	100	3	affects	affect	VERB
easat-5650	100	4	the	the	DET
easat-5650	100	5	enterprise	enterprise	NOUN
easat-5650	100	6	for	for	ADP
easat-5650	100	7	inventory	inventory	NOUN
easat-5650	100	8	demand	demand	NOUN
easat-5650	100	9	planning	planning	NOUN
easat-5650	100	10	,	,	PUNCT
easat-5650	100	11	logistics	logistic	NOUN
easat-5650	100	12	planning	planning	NOUN
easat-5650	100	13	and	and	CCONJ
easat-5650	100	14	the	the	DET
easat-5650	100	15	entire	entire	ADJ
easat-5650	100	16	supply	supply	NOUN
easat-5650	100	17	chain	chain	NOUN
easat-5650	100	18	response	response	NOUN
easat-5650	100	19	speed	speed	NOUN
easat-5650	100	20	.	.	PUNCT
easat-5650	101	1	specifically	specifically	ADV
easat-5650	101	2	,	,	PUNCT
easat-5650	101	3	the	the	DET
easat-5650	101	4	length	length	NOUN
easat-5650	101	5	of	of	ADP
easat-5650	101	6	the	the	DET
easat-5650	101	7	supplier	supplier	NOUN
easat-5650	101	8	's	's	PART
easat-5650	101	9	delivery	delivery	NOUN
easat-5650	101	10	cycle	cycle	NOUN
easat-5650	101	11	will	will	AUX
easat-5650	101	12	determine	determine	VERB
easat-5650	101	13	when	when	SCONJ
easat-5650	101	14	the	the	DET
easat-5650	101	15	enterprise	enterprise	NOUN
easat-5650	101	16	needs	need	VERB
easat-5650	101	17	to	to	PART
easat-5650	101	18	place	place	VERB
easat-5650	101	19	an	an	DET
easat-5650	101	20	order	order	NOUN
easat-5650	101	21	to	to	PART
easat-5650	101	22	ensure	ensure	VERB
easat-5650	101	23	that	that	SCONJ
easat-5650	101	24	the	the	DET
easat-5650	101	25	inventory	inventory	NOUN
easat-5650	101	26	is	be	AUX
easat-5650	101	27	sufficient	sufficient	ADJ
easat-5650	101	28	,	,	PUNCT
easat-5650	101	29	but	but	CCONJ
easat-5650	101	30	also	also	ADV
easat-5650	101	31	affects	affect	VERB
easat-5650	101	32	the	the	DET
easat-5650	101	33	deployment	deployment	NOUN
easat-5650	101	34	of	of	ADP
easat-5650	101	35	logistics	logistic	NOUN
easat-5650	101	36	resources	resource	NOUN
easat-5650	101	37	and	and	CCONJ
easat-5650	101	38	transportation	transportation	NOUN
easat-5650	101	39	time	time	NOUN
easat-5650	101	40	arrangements	arrangement	NOUN
easat-5650	101	41	.	.	PUNCT
easat-5650	102	1	(	(	PUNCT
easat-5650	102	2	6	6	NUM
easat-5650	102	3	)	)	PUNCT
easat-5650	102	4	transportation	transportation	NOUN
easat-5650	102	5	efficiency	efficiency	NOUN
easat-5650	102	6	1644	1644	NUM
easat-5650	102	7	edelweiss	edelweiss	PROPN
easat-5650	102	8	applied	apply	VERB
easat-5650	102	9	science	science	NOUN
easat-5650	102	10	and	and	CCONJ
easat-5650	102	11	technology	technology	NOUN
easat-5650	102	12	issn	issn	PROPN
easat-5650	102	13	:	:	PUNCT
easat-5650	102	14	2576	2576	NUM
easat-5650	102	15	-	-	SYM
easat-5650	102	16	8484	8484	NUM
easat-5650	102	17	vol	vol	NOUN
easat-5650	102	18	.	.	PROPN
easat-5650	103	1	9	9	NUM
easat-5650	103	2	,	,	PUNCT
easat-5650	103	3	no	no	INTJ
easat-5650	103	4	.	.	NOUN
easat-5650	104	1	3	3	NUM
easat-5650	104	2	:	:	SYM
easat-5650	104	3	1640	1640	NUM
easat-5650	104	4	-	-	SYM
easat-5650	104	5	1654	1654	NUM
easat-5650	104	6	,	,	PUNCT
easat-5650	104	7	2025	2025	NUM
easat-5650	104	8	doi	doi	NOUN
easat-5650	104	9	:	:	PUNCT
easat-5650	104	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	104	11	©	©	PROPN
easat-5650	104	12	2025	2025	NUM
easat-5650	104	13	by	by	ADP
easat-5650	104	14	the	the	DET
easat-5650	104	15	authors	author	NOUN
easat-5650	104	16	;	;	PUNCT
easat-5650	104	17	licensee	licensee	PROPN
easat-5650	104	18	learning	learn	VERB
easat-5650	104	19	gate	gate	PROPN
easat-5650	104	20	transportation	transportation	NOUN
easat-5650	104	21	efficiency	efficiency	NOUN
easat-5650	104	22	is	be	AUX
easat-5650	104	23	an	an	DET
easat-5650	104	24	important	important	ADJ
easat-5650	104	25	factor	factor	NOUN
easat-5650	104	26	affecting	affect	VERB
easat-5650	104	27	supply	supply	NOUN
easat-5650	104	28	chain	chain	NOUN
easat-5650	104	29	logistics	logistic	NOUN
easat-5650	104	30	requirements	requirement	NOUN
easat-5650	104	31	.	.	PUNCT
easat-5650	105	1	improvement	improvement	NOUN
easat-5650	105	2	of	of	ADP
easat-5650	105	3	transportation	transportation	NOUN
easat-5650	105	4	efficiency	efficiency	NOUN
easat-5650	105	5	can	can	AUX
easat-5650	105	6	shorten	shorten	VERB
easat-5650	105	7	the	the	DET
easat-5650	105	8	delivery	delivery	NOUN
easat-5650	105	9	cycle	cycle	NOUN
easat-5650	105	10	and	and	CCONJ
easat-5650	105	11	reduce	reduce	VERB
easat-5650	105	12	the	the	DET
easat-5650	105	13	inventory	inventory	NOUN
easat-5650	105	14	backlog	backlog	NOUN
easat-5650	105	15	.	.	PUNCT
easat-5650	106	1	therefore	therefore	ADV
easat-5650	106	2	,	,	PUNCT
easat-5650	106	3	it	it	PRON
easat-5650	106	4	is	be	AUX
easat-5650	106	5	necessary	necessary	ADJ
easat-5650	106	6	to	to	PART
easat-5650	106	7	refer	refer	VERB
easat-5650	106	8	to	to	ADP
easat-5650	106	9	the	the	DET
easat-5650	106	10	trend	trend	NOUN
easat-5650	106	11	of	of	ADP
easat-5650	106	12	transportation	transportation	NOUN
easat-5650	106	13	efficiency	efficiency	NOUN
easat-5650	106	14	to	to	PART
easat-5650	106	15	forecast	forecast	VERB
easat-5650	106	16	supply	supply	NOUN
easat-5650	106	17	chain	chain	NOUN
easat-5650	106	18	logistics	logistic	NOUN
easat-5650	106	19	demand	demand	NOUN
easat-5650	106	20	.	.	PUNCT
easat-5650	107	1	the	the	DET
easat-5650	107	2	formula	formula	NOUN
easat-5650	107	3	for	for	ADP
easat-5650	107	4	calculating	calculate	VERB
easat-5650	107	5	transportation	transportation	NOUN
easat-5650	107	6	efficiency	efficiency	NOUN
easat-5650	107	7	is	be	AUX
easat-5650	107	8	:	:	PUNCT
easat-5650	107	9	z	z	X
easat-5650	107	10	a	a	DET
easat-5650	107	11	s	s	X
easat-5650	107	12	p	p	X
easat-5650	107	13	t	t	NOUN
easat-5650	107	14	=	=	SYM
easat-5650	107	15	(	(	PUNCT
easat-5650	107	16	8)	8)	NUM
easat-5650	107	17	in	in	ADP
easat-5650	107	18	the	the	DET
easat-5650	107	19	formula	formula	NOUN
easat-5650	107	20	,	,	PUNCT
easat-5650	107	21	ap	ap	PROPN
easat-5650	107	22	represents	represent	VERB
easat-5650	107	23	transportation	transportation	NOUN
easat-5650	107	24	efficiency	efficiency	NOUN
easat-5650	107	25	.	.	PUNCT
easat-5650	108	1	zs	zs	PROPN
easat-5650	108	2	represents	represent	VERB
easat-5650	108	3	the	the	DET
easat-5650	108	4	total	total	ADJ
easat-5650	108	5	weight	weight	NOUN
easat-5650	108	6	of	of	ADP
easat-5650	108	7	goods	good	NOUN
easat-5650	108	8	successfully	successfully	ADV
easat-5650	108	9	delivered	deliver	VERB
easat-5650	108	10	.	.	PUNCT
easat-5650	109	1	t	t	PROPN
easat-5650	109	2	represents	represent	VERB
easat-5650	109	3	the	the	DET
easat-5650	109	4	total	total	ADJ
easat-5650	109	5	time	time	NOUN
easat-5650	109	6	spent	spend	VERB
easat-5650	109	7	on	on	ADP
easat-5650	109	8	transportation	transportation	NOUN
easat-5650	109	9	.	.	PUNCT
easat-5650	110	1	each	each	PRON
easat-5650	110	2	of	of	ADP
easat-5650	110	3	the	the	DET
easat-5650	110	4	above	above	ADJ
easat-5650	110	5	features	feature	NOUN
easat-5650	110	6	corresponds	correspond	VERB
easat-5650	110	7	to	to	ADP
easat-5650	110	8	a	a	DET
easat-5650	110	9	specific	specific	ADJ
easat-5650	110	10	time	time	NOUN
easat-5650	110	11	point	point	NOUN
easat-5650	110	12	or	or	CCONJ
easat-5650	110	13	time	time	NOUN
easat-5650	110	14	period	period	NOUN
easat-5650	110	15	,	,	PUNCT
easat-5650	110	16	thus	thus	ADV
easat-5650	110	17	forming	form	VERB
easat-5650	110	18	a	a	DET
easat-5650	110	19	time	time	NOUN
easat-5650	110	20	series	series	NOUN
easat-5650	110	21	set	set	VERB
easat-5650	110	22	that	that	PRON
easat-5650	110	23	includes	include	VERB
easat-5650	110	24	the	the	DET
easat-5650	110	25	characteristics	characteristic	NOUN
easat-5650	110	26	of	of	ADP
easat-5650	110	27	supply	supply	NOUN
easat-5650	110	28	chain	chain	NOUN
easat-5650	110	29	logistics	logistic	NOUN
easat-5650	110	30	demand	demand	NOUN
easat-5650	110	31	.	.	PUNCT
easat-5650	111	1	this	this	DET
easat-5650	111	2	time	time	NOUN
easat-5650	111	3	series	series	PROPN
easat-5650	111	4	set	set	VERB
easat-5650	111	5	is	be	AUX
easat-5650	111	6	the	the	DET
easat-5650	111	7	basis	basis	NOUN
easat-5650	111	8	for	for	ADP
easat-5650	111	9	training	training	NOUN
easat-5650	111	10	and	and	CCONJ
easat-5650	111	11	prediction	prediction	NOUN
easat-5650	111	12	of	of	ADP
easat-5650	111	13	the	the	DET
easat-5650	111	14	subsequent	subsequent	ADJ
easat-5650	111	15	deep	deep	ADJ
easat-5650	111	16	learning	learning	NOUN
easat-5650	111	17	model	model	NOUN
easat-5650	111	18	.	.	PUNCT
easat-5650	112	1	the	the	DET
easat-5650	112	2	values	value	NOUN
easat-5650	112	3	of	of	ADP
easat-5650	112	4	the	the	DET
easat-5650	112	5	feature	feature	NOUN
easat-5650	112	6	items	item	NOUN
easat-5650	112	7	at	at	ADP
easat-5650	112	8	each	each	DET
easat-5650	112	9	time	time	NOUN
easat-5650	112	10	point	point	NOUN
easat-5650	112	11	constitute	constitute	VERB
easat-5650	112	12	a	a	DET
easat-5650	112	13	multi	multi	ADJ
easat-5650	112	14	-	-	ADJ
easat-5650	112	15	dimensional	dimensional	ADJ
easat-5650	112	16	input	input	NOUN
easat-5650	112	17	vector	vector	NOUN
easat-5650	112	18	,	,	PUNCT
easat-5650	112	19	and	and	CCONJ
easat-5650	112	20	the	the	DET
easat-5650	112	21	model	model	NOUN
easat-5650	112	22	learns	learn	VERB
easat-5650	112	23	the	the	DET
easat-5650	112	24	relationship	relationship	NOUN
easat-5650	112	25	between	between	ADP
easat-5650	112	26	these	these	DET
easat-5650	112	27	input	input	NOUN
easat-5650	112	28	vectors	vector	NOUN
easat-5650	112	29	and	and	CCONJ
easat-5650	112	30	the	the	DET
easat-5650	112	31	output	output	NOUN
easat-5650	112	32	of	of	ADP
easat-5650	112	33	the	the	DET
easat-5650	112	34	time	time	NOUN
easat-5650	112	35	series	series	PROPN
easat-5650	112	36	(	(	PUNCT
easat-5650	112	37	logistics	logistic	NOUN
easat-5650	112	38	demand	demand	NOUN
easat-5650	112	39	)	)	PUNCT
easat-5650	112	40	to	to	PART
easat-5650	112	41	predict	predict	VERB
easat-5650	112	42	the	the	DET
easat-5650	112	43	future	future	ADJ
easat-5650	112	44	logistics	logistic	NOUN
easat-5650	112	45	demand	demand	NOUN
easat-5650	112	46	of	of	ADP
easat-5650	112	47	the	the	DET
easat-5650	112	48	supply	supply	NOUN
easat-5650	112	49	chain	chain	NOUN
easat-5650	112	50	.	.	PUNCT
easat-5650	113	1	2.3	2.3	NUM
easat-5650	113	2	.	.	PUNCT
easat-5650	114	1	the	the	DET
easat-5650	114	2	realization	realization	NOUN
easat-5650	114	3	of	of	ADP
easat-5650	114	4	supply	supply	NOUN
easat-5650	114	5	chain	chain	NOUN
easat-5650	114	6	logistics	logistic	NOUN
easat-5650	114	7	demand	demand	NOUN
easat-5650	114	8	forecasting	forecast	VERB
easat-5650	114	9	2.3.1	2.3.1	NUM
easat-5650	114	10	.	.	PUNCT
easat-5650	114	11	bilstm	bilstm	NOUN
easat-5650	114	12	-	-	PUNCT
easat-5650	114	13	am	am	NOUN
easat-5650	114	14	based	base	VERB
easat-5650	114	15	supply	supply	NOUN
easat-5650	114	16	chain	chain	NOUN
easat-5650	114	17	logistics	logistic	NOUN
easat-5650	114	18	demand	demand	NOUN
easat-5650	114	19	forecasting	forecasting	NOUN
easat-5650	114	20	model	model	NOUN
easat-5650	114	21	construction	construction	NOUN
easat-5650	114	22	given	give	VERB
easat-5650	114	23	the	the	DET
easat-5650	114	24	complexity	complexity	NOUN
easat-5650	114	25	of	of	ADP
easat-5650	114	26	supply	supply	NOUN
easat-5650	114	27	chain	chain	NOUN
easat-5650	114	28	logistics	logistic	NOUN
easat-5650	114	29	demand	demand	NOUN
easat-5650	114	30	forecasting	forecasting	NOUN
easat-5650	114	31	and	and	CCONJ
easat-5650	114	32	its	its	PRON
easat-5650	114	33	reliance	reliance	NOUN
easat-5650	114	34	on	on	ADP
easat-5650	114	35	time	time	NOUN
easat-5650	114	36	series	series	PROPN
easat-5650	114	37	data	data	PROPN
easat-5650	114	38	,	,	PUNCT
easat-5650	114	39	this	this	DET
easat-5650	114	40	paper	paper	NOUN
easat-5650	114	41	employs	employ	VERB
easat-5650	114	42	the	the	DET
easat-5650	114	43	long	long	ADJ
easat-5650	114	44	short	short	ADJ
easat-5650	114	45	-	-	PUNCT
easat-5650	114	46	term	term	NOUN
easat-5650	114	47	memory	memory	NOUN
easat-5650	114	48	(	(	PUNCT
easat-5650	114	49	lstm	lstm	ADJ
easat-5650	114	50	)	)	PUNCT
easat-5650	114	51	neural	neural	ADJ
easat-5650	114	52	network	network	NOUN
easat-5650	114	53	for	for	ADP
easat-5650	114	54	forecasting	forecasting	NOUN
easat-5650	114	55	.	.	PUNCT
easat-5650	115	1	the	the	DET
easat-5650	115	2	lstm	lstm	PROPN
easat-5650	115	3	model	model	PROPN
easat-5650	115	4	,	,	PUNCT
easat-5650	115	5	with	with	ADP
easat-5650	115	6	its	its	PRON
easat-5650	115	7	unique	unique	ADJ
easat-5650	115	8	gating	gating	NOUN
easat-5650	115	9	mechanism	mechanism	NOUN
easat-5650	115	10	,	,	PUNCT
easat-5650	115	11	performs	perform	VERB
easat-5650	115	12	well	well	ADV
easat-5650	115	13	in	in	ADP
easat-5650	115	14	dealing	deal	VERB
easat-5650	115	15	with	with	ADP
easat-5650	115	16	time	time	NOUN
easat-5650	115	17	series	series	PROPN
easat-5650	115	18	data	datum	NOUN
easat-5650	115	19	with	with	ADP
easat-5650	115	20	long	long	ADJ
easat-5650	115	21	-	-	PUNCT
easat-5650	115	22	term	term	NOUN
easat-5650	115	23	dependence	dependence	NOUN
easat-5650	115	24	relationships	relationship	NOUN
easat-5650	115	25	[	[	X
easat-5650	115	26	11	11	NUM
easat-5650	115	27	,	,	PUNCT
easat-5650	115	28	17	17	NUM
easat-5650	115	29	,	,	PUNCT
easat-5650	115	30	18	18	NUM
easat-5650	115	31	]	]	PUNCT
easat-5650	115	32	.	.	PUNCT
easat-5650	116	1	in	in	ADP
easat-5650	116	2	the	the	DET
easat-5650	116	3	field	field	NOUN
easat-5650	116	4	of	of	ADP
easat-5650	116	5	supply	supply	NOUN
easat-5650	116	6	chain	chain	NOUN
easat-5650	116	7	logistics	logistic	NOUN
easat-5650	116	8	,	,	PUNCT
easat-5650	116	9	logistics	logistic	NOUN
easat-5650	116	10	demand	demand	NOUN
easat-5650	116	11	is	be	AUX
easat-5650	116	12	affected	affect	VERB
easat-5650	116	13	by	by	ADP
easat-5650	116	14	multiple	multiple	ADJ
easat-5650	116	15	factors	factor	NOUN
easat-5650	116	16	such	such	ADJ
easat-5650	116	17	as	as	ADP
easat-5650	116	18	market	market	NOUN
easat-5650	116	19	demand	demand	NOUN
easat-5650	116	20	,	,	PUNCT
easat-5650	116	21	inventory	inventory	NOUN
easat-5650	116	22	,	,	PUNCT
easat-5650	116	23	delivery	delivery	NOUN
easat-5650	116	24	lead	lead	NOUN
easat-5650	116	25	time	time	NOUN
easat-5650	116	26	and	and	CCONJ
easat-5650	116	27	transportation	transportation	NOUN
easat-5650	116	28	efficiency	efficiency	NOUN
easat-5650	116	29	,	,	PUNCT
easat-5650	116	30	which	which	PRON
easat-5650	116	31	show	show	VERB
easat-5650	116	32	complex	complex	ADJ
easat-5650	116	33	dynamic	dynamic	ADJ
easat-5650	116	34	relationships	relationship	NOUN
easat-5650	116	35	in	in	ADP
easat-5650	116	36	time	time	NOUN
easat-5650	116	37	.	.	PUNCT
easat-5650	117	1	lstm	lstm	NOUN
easat-5650	117	2	is	be	AUX
easat-5650	117	3	able	able	ADJ
easat-5650	117	4	to	to	PART
easat-5650	117	5	learn	learn	VERB
easat-5650	117	6	and	and	CCONJ
easat-5650	117	7	memorize	memorize	VERB
easat-5650	117	8	these	these	DET
easat-5650	117	9	intrinsic	intrinsic	ADJ
easat-5650	117	10	patterns	pattern	NOUN
easat-5650	117	11	and	and	CCONJ
easat-5650	117	12	potential	potential	ADJ
easat-5650	117	13	trends	trend	NOUN
easat-5650	117	14	to	to	PART
easat-5650	117	15	provide	provide	VERB
easat-5650	117	16	decision	decision	NOUN
easat-5650	117	17	-	-	PUNCT
easat-5650	117	18	making	make	VERB
easat-5650	117	19	support	support	NOUN
easat-5650	117	20	for	for	ADP
easat-5650	117	21	supply	supply	NOUN
easat-5650	117	22	chain	chain	NOUN
easat-5650	117	23	managers	manager	NOUN
easat-5650	117	24	,	,	PUNCT
easat-5650	117	25	and	and	CCONJ
easat-5650	117	26	has	have	VERB
easat-5650	117	27	the	the	DET
easat-5650	117	28	ability	ability	NOUN
easat-5650	117	29	of	of	ADP
easat-5650	117	30	self	self	NOUN
easat-5650	117	31	-	-	PUNCT
easat-5650	117	32	adaptation	adaptation	NOUN
easat-5650	117	33	and	and	CCONJ
easat-5650	117	34	generalization	generalization	NOUN
easat-5650	117	35	to	to	PART
easat-5650	117	36	adapt	adapt	VERB
easat-5650	117	37	to	to	ADP
easat-5650	117	38	data	datum	NOUN
easat-5650	117	39	changes	change	NOUN
easat-5650	117	40	.	.	PUNCT
easat-5650	118	1	however	however	ADV
easat-5650	118	2	,	,	PUNCT
easat-5650	118	3	lstm	lstm	NOUN
easat-5650	118	4	has	have	VERB
easat-5650	118	5	limitations	limitation	NOUN
easat-5650	118	6	in	in	ADP
easat-5650	118	7	capturing	capture	VERB
easat-5650	118	8	sequence	sequence	NOUN
easat-5650	118	9	context	context	NOUN
easat-5650	118	10	information	information	NOUN
easat-5650	118	11	and	and	CCONJ
easat-5650	118	12	focusing	focus	VERB
easat-5650	118	13	on	on	ADP
easat-5650	118	14	important	important	ADJ
easat-5650	118	15	information	information	NOUN
easat-5650	118	16	.	.	PUNCT
easat-5650	119	1	therefore	therefore	ADV
easat-5650	119	2	,	,	PUNCT
easat-5650	119	3	this	this	DET
easat-5650	119	4	paper	paper	NOUN
easat-5650	119	5	introduces	introduce	VERB
easat-5650	119	6	bi	bi	ADJ
easat-5650	119	7	-	-	ADJ
easat-5650	119	8	directional	directional	ADJ
easat-5650	119	9	lstm	lstm	NOUN
easat-5650	119	10	(	(	PUNCT
easat-5650	119	11	bi	bi	NOUN
easat-5650	119	12	-	-	ADJ
easat-5650	119	13	lstm	lstm	NOUN
easat-5650	119	14	)	)	PUNCT
easat-5650	119	15	to	to	PART
easat-5650	119	16	capture	capture	VERB
easat-5650	119	17	the	the	DET
easat-5650	119	18	contextual	contextual	ADJ
easat-5650	119	19	information	information	NOUN
easat-5650	119	20	and	and	CCONJ
easat-5650	119	21	combines	combine	VERB
easat-5650	119	22	with	with	ADP
easat-5650	119	23	the	the	DET
easat-5650	119	24	attention	attention	NOUN
easat-5650	119	25	mechanism	mechanism	NOUN
easat-5650	119	26	(	(	PUNCT
easat-5650	119	27	am	be	AUX
easat-5650	119	28	)	)	PUNCT
easat-5650	119	29	to	to	PART
easat-5650	119	30	enhance	enhance	VERB
easat-5650	119	31	the	the	DET
easat-5650	119	32	attention	attention	NOUN
easat-5650	119	33	to	to	ADP
easat-5650	119	34	the	the	DET
easat-5650	119	35	key	key	ADJ
easat-5650	119	36	information	information	NOUN
easat-5650	119	37	,	,	PUNCT
easat-5650	119	38	to	to	PART
easat-5650	119	39	construct	construct	VERB
easat-5650	119	40	a	a	DET
easat-5650	119	41	prediction	prediction	NOUN
easat-5650	119	42	model	model	NOUN
easat-5650	119	43	based	base	VERB
easat-5650	119	44	on	on	ADP
easat-5650	119	45	bi	bi	ADJ
easat-5650	119	46	-	-	ADJ
easat-5650	119	47	lstm	lstm	ADJ
easat-5650	119	48	-	-	PUNCT
easat-5650	119	49	am	am	NOUN
easat-5650	119	50	to	to	PART
easat-5650	119	51	improve	improve	VERB
easat-5650	119	52	the	the	DET
easat-5650	119	53	robustness	robustness	NOUN
easat-5650	119	54	of	of	ADP
easat-5650	119	55	supply	supply	NOUN
easat-5650	119	56	chain	chain	NOUN
easat-5650	119	57	logistics	logistic	NOUN
easat-5650	119	58	demand	demand	NOUN
easat-5650	119	59	prediction	prediction	NOUN
easat-5650	119	60	.	.	PUNCT
easat-5650	120	1	the	the	DET
easat-5650	120	2	structure	structure	NOUN
easat-5650	120	3	of	of	ADP
easat-5650	120	4	supply	supply	NOUN
easat-5650	120	5	chain	chain	NOUN
easat-5650	120	6	logistics	logistic	NOUN
easat-5650	120	7	demand	demand	NOUN
easat-5650	120	8	prediction	prediction	NOUN
easat-5650	120	9	model	model	NOUN
easat-5650	120	10	based	base	VERB
easat-5650	120	11	on	on	ADP
easat-5650	120	12	bilstm	bilstm	NOUN
easat-5650	120	13	-	-	PUNCT
easat-5650	120	14	am	am	NOUN
easat-5650	120	15	is	be	AUX
easat-5650	120	16	shown	show	VERB
easat-5650	120	17	in	in	ADP
easat-5650	120	18	figure	figure	NOUN
easat-5650	120	19	1	1	NUM
easat-5650	120	20	.	.	PUNCT
easat-5650	120	21	input	input	NOUN
easat-5650	120	22	layer	layer	NOUN
easat-5650	120	23	fully	fully	ADV
easat-5650	120	24	connected	connected	ADJ
easat-5650	120	25	layer	layer	NOUN
easat-5650	120	26	output	output	NOUN
easat-5650	120	27	layer	layer	NOUN
easat-5650	120	28	am	be	AUX
easat-5650	121	1	layer	layer	NOUN
easat-5650	121	2	bilstm	bilstm	NOUN
easat-5650	121	3	layer	layer	NOUN
easat-5650	121	4	lstm	lstm	PROPN
easat-5650	121	5	lstm	lstm	PROPN
easat-5650	121	6	lstmlstmlstmlstm	lstmlstmlstmlstm	PROPN
easat-5650	121	7	lstmlstmlstmlstm	lstmlstmlstmlstm	PROPN
easat-5650	121	8	figure	figure	VERB
easat-5650	121	9	1	1	NUM
easat-5650	121	10	.	.	PUNCT
easat-5650	121	11	supply	supply	NOUN
easat-5650	121	12	chain	chain	NOUN
easat-5650	121	13	logistics	logistic	NOUN
easat-5650	121	14	demand	demand	NOUN
easat-5650	121	15	prediction	prediction	NOUN
easat-5650	121	16	model	model	NOUN
easat-5650	121	17	based	base	VERB
easat-5650	121	18	on	on	ADP
easat-5650	121	19	bilstm	bilstm	NOUN
easat-5650	121	20	-	-	PUNCT
easat-5650	121	21	am	am	NOUN
easat-5650	121	22	1645	1645	NUM
easat-5650	121	23	edelweiss	edelweiss	PROPN
easat-5650	121	24	applied	apply	VERB
easat-5650	121	25	science	science	NOUN
easat-5650	121	26	and	and	CCONJ
easat-5650	121	27	technology	technology	NOUN
easat-5650	121	28	issn	issn	PROPN
easat-5650	121	29	:	:	PUNCT
easat-5650	121	30	2576	2576	NUM
easat-5650	121	31	-	-	SYM
easat-5650	121	32	8484	8484	NUM
easat-5650	121	33	vol	vol	NOUN
easat-5650	121	34	.	.	PROPN
easat-5650	122	1	9	9	NUM
easat-5650	122	2	,	,	PUNCT
easat-5650	122	3	no	no	INTJ
easat-5650	122	4	.	.	NOUN
easat-5650	123	1	3	3	NUM
easat-5650	123	2	:	:	SYM
easat-5650	123	3	1640	1640	NUM
easat-5650	123	4	-	-	SYM
easat-5650	123	5	1654	1654	NUM
easat-5650	123	6	,	,	PUNCT
easat-5650	123	7	2025	2025	NUM
easat-5650	123	8	doi	doi	NOUN
easat-5650	123	9	:	:	PUNCT
easat-5650	123	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	123	11	©	©	PROPN
easat-5650	123	12	2025	2025	NUM
easat-5650	123	13	by	by	ADP
easat-5650	123	14	the	the	DET
easat-5650	123	15	authors	author	NOUN
easat-5650	123	16	;	;	PUNCT
easat-5650	123	17	licensee	licensee	PROPN
easat-5650	123	18	learning	learning	NOUN
easat-5650	123	19	gate	gate	NOUN
easat-5650	123	20	as	as	SCONJ
easat-5650	123	21	can	can	AUX
easat-5650	123	22	be	be	AUX
easat-5650	123	23	seen	see	VERB
easat-5650	123	24	from	from	ADP
easat-5650	123	25	fig	fig	NOUN
easat-5650	123	26	.	.	PUNCT
easat-5650	124	1	1	1	NUM
easat-5650	124	2	,	,	PUNCT
easat-5650	124	3	the	the	DET
easat-5650	124	4	bilstm	bilstm	NOUN
easat-5650	124	5	-	-	PUNCT
easat-5650	124	6	am	am	NOUN
easat-5650	124	7	based	base	VERB
easat-5650	124	8	supply	supply	NOUN
easat-5650	124	9	chain	chain	NOUN
easat-5650	124	10	logistics	logistic	NOUN
easat-5650	124	11	demand	demand	NOUN
easat-5650	124	12	prediction	prediction	NOUN
easat-5650	124	13	model	model	NOUN
easat-5650	124	14	consists	consist	VERB
easat-5650	124	15	of	of	ADP
easat-5650	124	16	input	input	NOUN
easat-5650	124	17	layer	layer	NOUN
easat-5650	124	18	,	,	PUNCT
easat-5650	124	19	bilstm	bilstm	NOUN
easat-5650	124	20	layer	layer	NOUN
easat-5650	124	21	,	,	PUNCT
easat-5650	124	22	am	be	AUX
easat-5650	124	23	layer	layer	NOUN
easat-5650	124	24	,	,	PUNCT
easat-5650	124	25	fully	fully	ADV
easat-5650	124	26	connected	connected	ADJ
easat-5650	124	27	layer	layer	NOUN
easat-5650	124	28	and	and	CCONJ
easat-5650	124	29	output	output	NOUN
easat-5650	124	30	layer	layer	NOUN
easat-5650	124	31	.	.	PUNCT
easat-5650	125	1	among	among	ADP
easat-5650	125	2	where	where	SCONJ
easat-5650	125	3	:	:	PUNCT
easat-5650	125	4	the	the	DET
easat-5650	125	5	input	input	NOUN
easat-5650	125	6	layer	layer	NOUN
easat-5650	125	7	is	be	AUX
easat-5650	125	8	responsible	responsible	ADJ
easat-5650	125	9	for	for	ADP
easat-5650	125	10	receiving	receive	VERB
easat-5650	125	11	supply	supply	NOUN
easat-5650	125	12	chain	chain	NOUN
easat-5650	125	13	logistics	logistic	NOUN
easat-5650	125	14	demand	demand	NOUN
easat-5650	125	15	data	datum	NOUN
easat-5650	125	16	;	;	PUNCT
easat-5650	125	17	the	the	DET
easat-5650	125	18	bilstm	bilstm	NOUN
easat-5650	125	19	layer	layer	NOUN
easat-5650	125	20	is	be	AUX
easat-5650	125	21	used	use	VERB
easat-5650	125	22	to	to	PART
easat-5650	125	23	capture	capture	VERB
easat-5650	125	24	the	the	DET
easat-5650	125	25	long	long	ADJ
easat-5650	125	26	-	-	PUNCT
easat-5650	125	27	term	term	NOUN
easat-5650	125	28	dependencies	dependency	NOUN
easat-5650	125	29	in	in	ADP
easat-5650	125	30	the	the	DET
easat-5650	125	31	input	input	NOUN
easat-5650	125	32	data	datum	NOUN
easat-5650	125	33	;	;	PUNCT
easat-5650	125	34	the	the	PRON
easat-5650	125	35	am	am	NOUN
easat-5650	125	36	layer	layer	NOUN
easat-5650	125	37	allows	allow	VERB
easat-5650	125	38	the	the	DET
easat-5650	125	39	prediction	prediction	NOUN
easat-5650	125	40	model	model	NOUN
easat-5650	125	41	to	to	PART
easat-5650	125	42	focus	focus	VERB
easat-5650	125	43	on	on	ADP
easat-5650	125	44	the	the	DET
easat-5650	125	45	important	important	ADJ
easat-5650	125	46	information	information	NOUN
easat-5650	125	47	in	in	ADP
easat-5650	125	48	the	the	DET
easat-5650	125	49	input	input	NOUN
easat-5650	125	50	data	datum	NOUN
easat-5650	125	51	to	to	PART
easat-5650	125	52	improve	improve	VERB
easat-5650	125	53	the	the	DET
easat-5650	125	54	accuracy	accuracy	NOUN
easat-5650	125	55	of	of	ADP
easat-5650	125	56	the	the	DET
easat-5650	125	57	model	model	NOUN
easat-5650	125	58	prediction	prediction	NOUN
easat-5650	125	59	;	;	PUNCT
easat-5650	125	60	the	the	DET
easat-5650	125	61	full	full	ADJ
easat-5650	125	62	connectivity	connectivity	NOUN
easat-5650	125	63	layer	layer	NOUN
easat-5650	125	64	integrates	integrate	VERB
easat-5650	125	65	the	the	DET
easat-5650	125	66	information	information	NOUN
easat-5650	125	67	from	from	ADP
easat-5650	125	68	the	the	DET
easat-5650	125	69	attention	attention	NOUN
easat-5650	125	70	layer	layer	NOUN
easat-5650	125	71	and	and	CCONJ
easat-5650	125	72	maps	map	VERB
easat-5650	125	73	it	it	PRON
easat-5650	125	74	to	to	ADP
easat-5650	125	75	the	the	DET
easat-5650	125	76	prediction	prediction	NOUN
easat-5650	125	77	feature	feature	NOUN
easat-5650	125	78	space	space	NOUN
easat-5650	125	79	for	for	ADP
easat-5650	125	80	further	further	ADJ
easat-5650	125	81	processing	processing	NOUN
easat-5650	125	82	and	and	CCONJ
easat-5650	125	83	extraction	extraction	NOUN
easat-5650	125	84	of	of	ADP
easat-5650	125	85	the	the	DET
easat-5650	125	86	key	key	ADJ
easat-5650	125	87	features	feature	NOUN
easat-5650	125	88	to	to	PART
easat-5650	125	89	prepare	prepare	VERB
easat-5650	125	90	for	for	ADP
easat-5650	125	91	the	the	DET
easat-5650	125	92	final	final	ADJ
easat-5650	125	93	prediction	prediction	NOUN
easat-5650	125	94	results	result	NOUN
easat-5650	125	95	;	;	PUNCT
easat-5650	125	96	the	the	DET
easat-5650	125	97	output	output	NOUN
easat-5650	125	98	layer	layer	NOUN
easat-5650	125	99	is	be	AUX
easat-5650	125	100	responsible	responsible	ADJ
easat-5650	125	101	for	for	ADP
easat-5650	125	102	transforming	transform	VERB
easat-5650	125	103	the	the	DET
easat-5650	125	104	processing	processing	NOUN
easat-5650	125	105	results	result	NOUN
easat-5650	125	106	of	of	ADP
easat-5650	125	107	the	the	DET
easat-5650	125	108	full	full	ADJ
easat-5650	125	109	connectivity	connectivity	NOUN
easat-5650	125	110	layer	layer	NOUN
easat-5650	125	111	into	into	ADP
easat-5650	125	112	the	the	DET
easat-5650	125	113	final	final	ADJ
easat-5650	125	114	prediction	prediction	NOUN
easat-5650	125	115	information	information	NOUN
easat-5650	125	116	,	,	PUNCT
easat-5650	125	117	i.e.	i.e.	X
easat-5650	125	118	the	the	DET
easat-5650	125	119	predicted	predict	VERB
easat-5650	125	120	value	value	NOUN
easat-5650	125	121	of	of	ADP
easat-5650	125	122	supply	supply	NOUN
easat-5650	125	123	chain	chain	NOUN
easat-5650	125	124	logistics	logistic	NOUN
easat-5650	125	125	demand	demand	NOUN
easat-5650	125	126	.	.	PUNCT
easat-5650	126	1	the	the	DET
easat-5650	126	2	specific	specific	ADJ
easat-5650	126	3	description	description	NOUN
easat-5650	126	4	of	of	ADP
easat-5650	126	5	each	each	DET
easat-5650	126	6	layer	layer	NOUN
easat-5650	126	7	in	in	ADP
easat-5650	126	8	the	the	DET
easat-5650	126	9	bilstm	bilstm	NOUN
easat-5650	126	10	-	-	PUNCT
easat-5650	126	11	am	am	NOUN
easat-5650	126	12	based	base	VERB
easat-5650	126	13	supply	supply	NOUN
easat-5650	126	14	chain	chain	NOUN
easat-5650	126	15	logistics	logistic	NOUN
easat-5650	126	16	demand	demand	NOUN
easat-5650	126	17	forecasting	forecasting	NOUN
easat-5650	126	18	model	model	NOUN
easat-5650	126	19	is	be	AUX
easat-5650	126	20	as	as	SCONJ
easat-5650	126	21	follows	follow	VERB
easat-5650	126	22	:	:	PUNCT
easat-5650	126	23	(	(	PUNCT
easat-5650	126	24	1	1	X
easat-5650	126	25	)	)	PUNCT
easat-5650	126	26	input	input	NOUN
easat-5650	126	27	layer	layer	NOUN
easat-5650	126	28	the	the	DET
easat-5650	126	29	input	input	NOUN
easat-5650	126	30	layer	layer	NOUN
easat-5650	126	31	is	be	AUX
easat-5650	126	32	responsible	responsible	ADJ
easat-5650	126	33	for	for	ADP
easat-5650	126	34	receiving	receive	VERB
easat-5650	126	35	the	the	DET
easat-5650	126	36	time	time	NOUN
easat-5650	126	37	-	-	PUNCT
easat-5650	126	38	series	series	NOUN
easat-5650	126	39	information	information	NOUN
easat-5650	126	40	of	of	ADP
easat-5650	126	41	supply	supply	NOUN
easat-5650	126	42	chain	chain	NOUN
easat-5650	126	43	logistics	logistic	NOUN
easat-5650	126	44	demand	demand	NOUN
easat-5650	126	45	characteristics	characteristic	NOUN
easat-5650	126	46	obtained	obtain	VERB
easat-5650	126	47	from	from	ADP
easat-5650	126	48	subsection	subsection	NOUN
easat-5650	126	49	2.2	2.2	NUM
easat-5650	126	50	,	,	PUNCT
easat-5650	126	51	converting	convert	VERB
easat-5650	126	52	these	these	DET
easat-5650	126	53	data	datum	NOUN
easat-5650	126	54	information	information	NOUN
easat-5650	126	55	into	into	ADP
easat-5650	126	56	the	the	DET
easat-5650	126	57	applicable	applicable	ADJ
easat-5650	126	58	format	format	NOUN
easat-5650	126	59	of	of	ADP
easat-5650	126	60	the	the	DET
easat-5650	126	61	model	model	NOUN
easat-5650	126	62	,	,	PUNCT
easat-5650	126	63	and	and	CCONJ
easat-5650	126	64	passing	pass	VERB
easat-5650	126	65	them	they	PRON
easat-5650	126	66	to	to	ADP
easat-5650	126	67	the	the	DET
easat-5650	126	68	next	next	ADJ
easat-5650	126	69	layer	layer	NOUN
easat-5650	126	70	for	for	ADP
easat-5650	126	71	processing	processing	NOUN
easat-5650	126	72	.	.	PUNCT
easat-5650	127	1	(	(	PUNCT
easat-5650	127	2	2	2	X
easat-5650	127	3	)	)	PUNCT
easat-5650	127	4	bilstm	bilstm	NOUN
easat-5650	127	5	layer	layer	NOUN
easat-5650	127	6	the	the	DET
easat-5650	127	7	bilstm	bilstm	NOUN
easat-5650	127	8	layer	layer	NOUN
easat-5650	127	9	is	be	AUX
easat-5650	127	10	the	the	DET
easat-5650	127	11	core	core	NOUN
easat-5650	127	12	component	component	NOUN
easat-5650	127	13	of	of	ADP
easat-5650	127	14	the	the	DET
easat-5650	127	15	supply	supply	NOUN
easat-5650	127	16	chain	chain	NOUN
easat-5650	127	17	logistics	logistic	NOUN
easat-5650	127	18	demand	demand	NOUN
easat-5650	127	19	prediction	prediction	NOUN
easat-5650	127	20	model	model	NOUN
easat-5650	127	21	.	.	PUNCT
easat-5650	128	1	it	it	PRON
easat-5650	128	2	captures	capture	VERB
easat-5650	128	3	temporal	temporal	ADJ
easat-5650	128	4	dependencies	dependency	NOUN
easat-5650	128	5	in	in	ADP
easat-5650	128	6	the	the	DET
easat-5650	128	7	input	input	NOUN
easat-5650	128	8	data	datum	NOUN
easat-5650	128	9	through	through	ADP
easat-5650	128	10	gating	gate	VERB
easat-5650	128	11	mechanisms	mechanism	NOUN
easat-5650	128	12	,	,	PUNCT
easat-5650	128	13	including	include	VERB
easat-5650	128	14	the	the	DET
easat-5650	128	15	forget	forget	NOUN
easat-5650	128	16	gate	gate	NOUN
easat-5650	128	17	,	,	PUNCT
easat-5650	128	18	input	input	NOUN
easat-5650	128	19	gate	gate	NOUN
easat-5650	128	20	,	,	PUNCT
easat-5650	128	21	and	and	CCONJ
easat-5650	128	22	output	output	NOUN
easat-5650	128	23	gate	gate	NOUN
easat-5650	128	24	.	.	PUNCT
easat-5650	129	1	in	in	ADP
easat-5650	129	2	addition	addition	NOUN
easat-5650	129	3	,	,	PUNCT
easat-5650	129	4	bilstm	bilstm	NOUN
easat-5650	129	5	consists	consist	VERB
easat-5650	129	6	of	of	ADP
easat-5650	129	7	two	two	NUM
easat-5650	129	8	independent	independent	ADJ
easat-5650	129	9	lstms	lstms	NOUN
easat-5650	129	10	,	,	PUNCT
easat-5650	129	11	which	which	PRON
easat-5650	129	12	are	be	AUX
easat-5650	129	13	responsible	responsible	ADJ
easat-5650	129	14	for	for	ADP
easat-5650	129	15	processing	process	VERB
easat-5650	129	16	the	the	DET
easat-5650	129	17	input	input	NOUN
easat-5650	129	18	sequences	sequence	NOUN
easat-5650	129	19	from	from	ADP
easat-5650	129	20	two	two	NUM
easat-5650	129	21	directions	direction	NOUN
easat-5650	129	22	(	(	PUNCT
easat-5650	129	23	forward	forward	ADV
easat-5650	129	24	and	and	CCONJ
easat-5650	129	25	reverse	reverse	VERB
easat-5650	129	26	)	)	PUNCT
easat-5650	129	27	,	,	PUNCT
easat-5650	129	28	so	so	SCONJ
easat-5650	129	29	that	that	SCONJ
easat-5650	129	30	the	the	DET
easat-5650	129	31	information	information	NOUN
easat-5650	129	32	before	before	ADV
easat-5650	129	33	and	and	CCONJ
easat-5650	129	34	after	after	ADP
easat-5650	129	35	the	the	DET
easat-5650	129	36	current	current	ADJ
easat-5650	129	37	time	time	NOUN
easat-5650	129	38	step	step	NOUN
easat-5650	129	39	can	can	AUX
easat-5650	129	40	be	be	AUX
easat-5650	129	41	acquired	acquire	VERB
easat-5650	129	42	simultaneously	simultaneously	ADV
easat-5650	129	43	,	,	PUNCT
easat-5650	129	44	and	and	CCONJ
easat-5650	129	45	the	the	DET
easat-5650	129	46	contextual	contextual	ADJ
easat-5650	129	47	information	information	NOUN
easat-5650	129	48	in	in	ADP
easat-5650	129	49	the	the	DET
easat-5650	129	50	sequences	sequence	NOUN
easat-5650	129	51	can	can	AUX
easat-5650	129	52	be	be	AUX
easat-5650	129	53	captured	capture	VERB
easat-5650	129	54	more	more	ADV
easat-5650	129	55	comprehensively	comprehensively	ADV
easat-5650	129	56	.	.	PUNCT
easat-5650	130	1	specifically	specifically	ADV
easat-5650	130	2	,	,	PUNCT
easat-5650	130	3	the	the	DET
easat-5650	130	4	forward	forward	ADJ
easat-5650	130	5	lstm	lstm	NOUN
easat-5650	130	6	is	be	AUX
easat-5650	130	7	used	use	VERB
easat-5650	130	8	to	to	PART
easat-5650	130	9	process	process	VERB
easat-5650	130	10	the	the	DET
easat-5650	130	11	time	time	NOUN
easat-5650	130	12	series	series	PROPN
easat-5650	130	13	information	information	NOUN
easat-5650	130	14	of	of	ADP
easat-5650	130	15	supply	supply	NOUN
easat-5650	130	16	chain	chain	NOUN
easat-5650	130	17	logistics	logistic	NOUN
easat-5650	130	18	demand	demand	NOUN
easat-5650	130	19	characteristics	characteristic	NOUN
easat-5650	130	20	passed	pass	VERB
easat-5650	130	21	from	from	ADP
easat-5650	130	22	the	the	DET
easat-5650	130	23	input	input	NOUN
easat-5650	130	24	layer	layer	NOUN
easat-5650	130	25	from	from	ADP
easat-5650	130	26	left	left	ADJ
easat-5650	130	27	to	to	ADP
easat-5650	130	28	right	right	NOUN
easat-5650	130	29	,	,	PUNCT
easat-5650	130	30	and	and	CCONJ
easat-5650	130	31	then	then	ADV
easat-5650	130	32	the	the	DET
easat-5650	130	33	backward	backward	ADJ
easat-5650	130	34	lstm	lstm	NOUN
easat-5650	130	35	is	be	AUX
easat-5650	130	36	used	use	VERB
easat-5650	130	37	to	to	PART
easat-5650	130	38	process	process	VERB
easat-5650	130	39	it	it	PRON
easat-5650	130	40	from	from	ADP
easat-5650	130	41	right	right	ADJ
easat-5650	130	42	to	to	AUX
easat-5650	130	43	left	left	VERB
easat-5650	130	44	.	.	PUNCT
easat-5650	131	1	then	then	ADV
easat-5650	131	2	,	,	PUNCT
easat-5650	131	3	the	the	DET
easat-5650	131	4	outputs	output	NOUN
easat-5650	131	5	of	of	ADP
easat-5650	131	6	the	the	DET
easat-5650	131	7	forward	forward	ADJ
easat-5650	131	8	lstm	lstm	NOUN
easat-5650	131	9	and	and	CCONJ
easat-5650	131	10	the	the	DET
easat-5650	131	11	backward	backward	ADJ
easat-5650	131	12	lstm	lstm	NOUN
easat-5650	131	13	are	be	AUX
easat-5650	131	14	spliced	splice	VERB
easat-5650	131	15	together	together	ADV
easat-5650	131	16	to	to	PART
easat-5650	131	17	obtain	obtain	VERB
easat-5650	131	18	the	the	DET
easat-5650	131	19	feature	feature	NOUN
easat-5650	131	20	representation	representation	NOUN
easat-5650	131	21	after	after	ADP
easat-5650	131	22	deep	deep	ADJ
easat-5650	131	23	learning	learning	NOUN
easat-5650	131	24	integration	integration	NOUN
easat-5650	131	25	,	,	PUNCT
easat-5650	131	26	which	which	PRON
easat-5650	131	27	covers	cover	VERB
easat-5650	131	28	the	the	DET
easat-5650	131	29	key	key	ADJ
easat-5650	131	30	information	information	NOUN
easat-5650	131	31	used	use	VERB
easat-5650	131	32	for	for	ADP
easat-5650	131	33	predicting	predict	VERB
easat-5650	131	34	the	the	DET
easat-5650	131	35	logistics	logistic	NOUN
easat-5650	131	36	demand	demand	NOUN
easat-5650	131	37	of	of	ADP
easat-5650	131	38	the	the	DET
easat-5650	131	39	supply	supply	NOUN
easat-5650	131	40	chain	chain	NOUN
easat-5650	131	41	.	.	PUNCT
easat-5650	132	1	a	a	DET
easat-5650	132	2	unidirectional	unidirectional	ADJ
easat-5650	132	3	an	an	DET
easat-5650	132	4	lstm	lstm	ADJ
easat-5650	132	5	network	network	NOUN
easat-5650	132	6	consists	consist	VERB
easat-5650	132	7	of	of	ADP
easat-5650	132	8	a	a	DET
easat-5650	132	9	combination	combination	NOUN
easat-5650	132	10	of	of	ADP
easat-5650	132	11	three	three	NUM
easat-5650	132	12	parts	part	NOUN
easat-5650	132	13	:	:	PUNCT
easat-5650	132	14	the	the	DET
easat-5650	132	15	input	input	NOUN
easat-5650	132	16	layer	layer	NOUN
easat-5650	132	17	,	,	PUNCT
easat-5650	132	18	the	the	DET
easat-5650	132	19	output	output	NOUN
easat-5650	132	20	layer	layer	NOUN
easat-5650	132	21	and	and	CCONJ
easat-5650	132	22	the	the	DET
easat-5650	132	23	implicit	implicit	ADJ
easat-5650	132	24	layer	layer	NOUN
easat-5650	132	25	[	[	X
easat-5650	132	26	19	19	NUM
easat-5650	132	27	]	]	PUNCT
easat-5650	132	28	.	.	PUNCT
easat-5650	133	1	its	its	PRON
easat-5650	133	2	implicit	implicit	ADJ
easat-5650	133	3	layer	layer	NOUN
easat-5650	133	4	uses	use	VERB
easat-5650	133	5	gated	gate	VERB
easat-5650	133	6	memory	memory	NOUN
easat-5650	133	7	modules	module	NOUN
easat-5650	133	8	to	to	PART
easat-5650	133	9	replace	replace	VERB
easat-5650	133	10	the	the	DET
easat-5650	133	11	conventional	conventional	ADJ
easat-5650	133	12	neurons	neuron	NOUN
easat-5650	133	13	.	.	PUNCT
easat-5650	134	1	the	the	DET
easat-5650	134	2	lstm	lstm	PROPN
easat-5650	134	3	memory	memory	NOUN
easat-5650	134	4	module	module	NOUN
easat-5650	134	5	structure	structure	NOUN
easat-5650	134	6	,	,	PUNCT
easat-5650	134	7	as	as	SCONJ
easat-5650	134	8	shown	show	VERB
easat-5650	134	9	in	in	ADP
easat-5650	134	10	figure	figure	NOUN
easat-5650	134	11	2	2	NUM
easat-5650	134	12	.	.	NOUN
easat-5650	134	13	tutf	tutf	NOUN
easat-5650	134	14	tr	tr	NOUN
easat-5650	134	15	tc	tc	NOUN
easat-5650	134	16	1tz	1tz	NOUN
easat-5650	134	17	−	−	NOUN
easat-5650	134	18	sigmoid	sigmoid	NOUN
easat-5650	134	19	sigmoid	sigmoid	NOUN
easat-5650	134	20	tanh	tanh	PROPN
easat-5650	134	21	sigmoid	sigmoid	NOUN
easat-5650	134	22	1tc	1tc	NOUN
easat-5650	135	1	−	−	PROPN
easat-5650	136	1	tc	tc	NOUN
easat-5650	136	2	tz	tz	NOUN
easat-5650	136	3	forget	forget	VERB
easat-5650	136	4	gate	gate	PROPN
easat-5650	136	5	output	output	PROPN
easat-5650	136	6	gateinput	gateinput	PROPN
easat-5650	136	7	gate	gate	PROPN
easat-5650	136	8	tx	tx	PROPN
easat-5650	136	9	tz	tz	PROPN
easat-5650	136	10	tanh	tanh	PROPN
easat-5650	136	11	figure	figure	NOUN
easat-5650	136	12	2	2	NUM
easat-5650	136	13	.	.	PUNCT
easat-5650	136	14	lstm	lstm	NOUN
easat-5650	136	15	memory	memory	NOUN
easat-5650	136	16	module	module	NOUN
easat-5650	136	17	structure	structure	NOUN
easat-5650	136	18	1646	1646	NUM
easat-5650	136	19	edelweiss	edelweiss	PROPN
easat-5650	136	20	applied	apply	VERB
easat-5650	136	21	science	science	NOUN
easat-5650	136	22	and	and	CCONJ
easat-5650	136	23	technology	technology	NOUN
easat-5650	136	24	issn	issn	PROPN
easat-5650	136	25	:	:	PUNCT
easat-5650	136	26	2576	2576	NUM
easat-5650	136	27	-	-	SYM
easat-5650	136	28	8484	8484	NUM
easat-5650	136	29	vol	vol	NOUN
easat-5650	136	30	.	.	PROPN
easat-5650	137	1	9	9	NUM
easat-5650	137	2	,	,	PUNCT
easat-5650	137	3	no	no	INTJ
easat-5650	137	4	.	.	NOUN
easat-5650	138	1	3	3	NUM
easat-5650	138	2	:	:	SYM
easat-5650	138	3	1640	1640	NUM
easat-5650	138	4	-	-	SYM
easat-5650	138	5	1654	1654	NUM
easat-5650	138	6	,	,	PUNCT
easat-5650	138	7	2025	2025	NUM
easat-5650	138	8	doi	doi	NOUN
easat-5650	138	9	:	:	PUNCT
easat-5650	138	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	138	11	©	©	PROPN
easat-5650	138	12	2025	2025	NUM
easat-5650	138	13	by	by	ADP
easat-5650	138	14	the	the	DET
easat-5650	138	15	authors	author	NOUN
easat-5650	138	16	;	;	PUNCT
easat-5650	138	17	licensee	licensee	PROPN
easat-5650	138	18	learning	learning	NOUN
easat-5650	138	19	gate	gate	NOUN
easat-5650	138	20	as	as	SCONJ
easat-5650	138	21	can	can	AUX
easat-5650	138	22	be	be	AUX
easat-5650	138	23	seen	see	VERB
easat-5650	138	24	from	from	ADP
easat-5650	138	25	figure	figure	NOUN
easat-5650	138	26	2	2	NUM
easat-5650	138	27	,	,	PUNCT
easat-5650	138	28	at	at	ADP
easat-5650	138	29	the	the	DET
easat-5650	138	30	t	t	NOUN
easat-5650	138	31	moment	moment	NOUN
easat-5650	138	32	,	,	PUNCT
easat-5650	138	33	the	the	DET
easat-5650	138	34	input	input	NOUN
easat-5650	138	35	of	of	ADP
easat-5650	138	36	a	a	DET
easat-5650	138	37	memory	memory	NOUN
easat-5650	138	38	cell	cell	NOUN
easat-5650	138	39	module	module	NOUN
easat-5650	138	40	in	in	ADP
easat-5650	138	41	lstm	lstm	NOUN
easat-5650	138	42	mainly	mainly	ADV
easat-5650	138	43	consists	consist	VERB
easat-5650	138	44	of	of	ADP
easat-5650	138	45	:	:	PUNCT
easat-5650	138	46	input	input	NOUN
easat-5650	138	47	data	data	PROPN
easat-5650	138	48	tx	tx	PROPN
easat-5650	138	49	(	(	PUNCT
easat-5650	138	50	i.e.	i.e.	X
easat-5650	138	51	,	,	PUNCT
easat-5650	138	52	supply	supply	NOUN
easat-5650	138	53	chain	chain	NOUN
easat-5650	138	54	logistics	logistic	NOUN
easat-5650	138	55	demand	demand	NOUN
easat-5650	138	56	characterization	characterization	NOUN
easat-5650	138	57	time	time	NOUN
easat-5650	138	58	series	series	PROPN
easat-5650	138	59	data	data	PROPN
easat-5650	138	60	)	)	PUNCT
easat-5650	138	61	,	,	PUNCT
easat-5650	138	62	the	the	DET
easat-5650	138	63	state	state	NOUN
easat-5650	138	64	1tz	1tz	PROPN
easat-5650	138	65	−	−	PROPN
easat-5650	138	66	of	of	ADP
easat-5650	138	67	the	the	DET
easat-5650	138	68	implicit	implicit	ADJ
easat-5650	138	69	layer	layer	NOUN
easat-5650	138	70	at	at	ADP
easat-5650	138	71	the	the	DET
easat-5650	138	72	previous	previous	ADJ
easat-5650	138	73	moment	moment	NOUN
easat-5650	138	74	(	(	PUNCT
easat-5650	138	75	i.e.	i.e.	X
easat-5650	138	76	,	,	PUNCT
easat-5650	138	77	the	the	DET
easat-5650	138	78	representation	representation	NOUN
easat-5650	138	79	of	of	ADP
easat-5650	138	80	the	the	DET
easat-5650	138	81	internal	internal	ADJ
easat-5650	138	82	characteristics	characteristic	NOUN
easat-5650	138	83	of	of	ADP
easat-5650	138	84	the	the	DET
easat-5650	138	85	supply	supply	NOUN
easat-5650	138	86	chain	chain	NOUN
easat-5650	138	87	logistics	logistic	NOUN
easat-5650	138	88	demand	demand	NOUN
easat-5650	138	89	at	at	ADP
easat-5650	138	90	the	the	DET
easat-5650	138	91	previous	previous	ADJ
easat-5650	138	92	moment	moment	NOUN
easat-5650	138	93	,	,	PUNCT
easat-5650	138	94	reflecting	reflect	VERB
easat-5650	138	95	the	the	DET
easat-5650	138	96	model	model	NOUN
easat-5650	138	97	's	's	PART
easat-5650	138	98	understanding	understanding	NOUN
easat-5650	138	99	and	and	CCONJ
easat-5650	138	100	analysis	analysis	NOUN
easat-5650	138	101	of	of	ADP
easat-5650	138	102	the	the	DET
easat-5650	138	103	previous	previous	ADJ
easat-5650	138	104	supply	supply	NOUN
easat-5650	138	105	chain	chain	NOUN
easat-5650	138	106	logistics	logistic	NOUN
easat-5650	138	107	demand	demand	NOUN
easat-5650	138	108	)	)	PUNCT
easat-5650	138	109	and	and	CCONJ
easat-5650	138	110	the	the	DET
easat-5650	138	111	state	state	NOUN
easat-5650	138	112	1tc	1tc	NOUN
easat-5650	138	113	−	−	PROPN
easat-5650	138	114	of	of	ADP
easat-5650	138	115	the	the	DET
easat-5650	138	116	memory	memory	NOUN
easat-5650	138	117	cell	cell	NOUN
easat-5650	138	118	at	at	ADP
easat-5650	138	119	the	the	DET
easat-5650	138	120	previous	previous	ADJ
easat-5650	138	121	moment	moment	NOUN
easat-5650	138	122	(	(	PUNCT
easat-5650	138	123	i.e.	i.e.	X
easat-5650	138	124	,	,	PUNCT
easat-5650	138	125	the	the	DET
easat-5650	138	126	model	model	NOUN
easat-5650	138	127	's	's	PART
easat-5650	138	128	memory	memory	NOUN
easat-5650	138	129	of	of	ADP
easat-5650	138	130	the	the	DET
easat-5650	138	131	supply	supply	NOUN
easat-5650	138	132	chain	chain	NOUN
easat-5650	138	133	logistics	logistic	NOUN
easat-5650	138	134	demand	demand	NOUN
easat-5650	138	135	at	at	ADP
easat-5650	138	136	the	the	DET
easat-5650	138	137	previous	previous	ADJ
easat-5650	138	138	moment	moment	NOUN
easat-5650	138	139	)	)	PUNCT
easat-5650	138	140	;	;	PUNCT
easat-5650	138	141	the	the	DET
easat-5650	138	142	outputs	output	NOUN
easat-5650	138	143	of	of	ADP
easat-5650	138	144	the	the	DET
easat-5650	138	145	memory	memory	NOUN
easat-5650	138	146	unit	unit	NOUN
easat-5650	138	147	module	module	NOUN
easat-5650	138	148	mainly	mainly	ADV
easat-5650	138	149	include	include	VERB
easat-5650	138	150	:	:	PUNCT
easat-5650	138	151	the	the	DET
easat-5650	138	152	state	state	NOUN
easat-5650	138	153	tz	tz	NOUN
easat-5650	138	154	of	of	ADP
easat-5650	138	155	the	the	DET
easat-5650	138	156	implicit	implicit	ADJ
easat-5650	138	157	layer	layer	NOUN
easat-5650	138	158	at	at	ADP
easat-5650	138	159	the	the	DET
easat-5650	138	160	moment	moment	NOUN
easat-5650	138	161	t	t	NOUN
easat-5650	138	162	(	(	PUNCT
easat-5650	138	163	i.e.	i.e.	X
easat-5650	138	164	,	,	PUNCT
easat-5650	138	165	a	a	DET
easat-5650	138	166	representation	representation	NOUN
easat-5650	138	167	of	of	ADP
easat-5650	138	168	the	the	DET
easat-5650	138	169	internal	internal	ADJ
easat-5650	138	170	characteristics	characteristic	NOUN
easat-5650	138	171	of	of	ADP
easat-5650	138	172	the	the	DET
easat-5650	138	173	supply	supply	NOUN
easat-5650	138	174	chain	chain	NOUN
easat-5650	138	175	logistics	logistic	NOUN
easat-5650	138	176	demand	demand	NOUN
easat-5650	138	177	at	at	ADP
easat-5650	138	178	the	the	DET
easat-5650	138	179	current	current	ADJ
easat-5650	138	180	moment	moment	NOUN
easat-5650	138	181	)	)	PUNCT
easat-5650	138	182	and	and	CCONJ
easat-5650	138	183	the	the	DET
easat-5650	138	184	state	state	NOUN
easat-5650	138	185	tc	tc	NOUN
easat-5650	138	186	of	of	ADP
easat-5650	138	187	the	the	DET
easat-5650	138	188	memory	memory	NOUN
easat-5650	138	189	cell	cell	NOUN
easat-5650	138	190	(	(	PUNCT
easat-5650	138	191	i.e.	i.e.	X
easat-5650	138	192	,	,	PUNCT
easat-5650	138	193	the	the	DET
easat-5650	138	194	model	model	NOUN
easat-5650	138	195	's	's	PART
easat-5650	138	196	memory	memory	NOUN
easat-5650	138	197	of	of	ADP
easat-5650	138	198	the	the	DET
easat-5650	138	199	supply	supply	NOUN
easat-5650	138	200	chain	chain	NOUN
easat-5650	138	201	logistics	logistic	NOUN
easat-5650	138	202	demand	demand	NOUN
easat-5650	138	203	at	at	ADP
easat-5650	138	204	the	the	DET
easat-5650	138	205	current	current	ADJ
easat-5650	138	206	moment	moment	NOUN
easat-5650	138	207	)	)	PUNCT
easat-5650	138	208	.	.	PUNCT
easat-5650	139	1	input	input	PROPN
easat-5650	139	2	gate	gate	PROPN
easat-5650	139	3	control	control	VERB
easat-5650	139	4	the	the	DET
easat-5650	139	5	degree	degree	NOUN
easat-5650	139	6	of	of	ADP
easat-5650	139	7	influence	influence	NOUN
easat-5650	139	8	for	for	ADP
easat-5650	139	9	tx	tx	PROPN
easat-5650	139	10	to	to	ADP
easat-5650	139	11	tc	tc	NUM
easat-5650	139	12	;	;	PUNCT
easat-5650	139	13	output	output	NOUN
easat-5650	139	14	gate	gate	PROPN
easat-5650	139	15	control	control	VERB
easat-5650	139	16	the	the	DET
easat-5650	139	17	degree	degree	NOUN
easat-5650	139	18	of	of	ADP
easat-5650	139	19	influence	influence	NOUN
easat-5650	139	20	for	for	ADP
easat-5650	139	21	tc	tc	NOUN
easat-5650	139	22	to	to	ADP
easat-5650	139	23	tz	tz	NOUN
easat-5650	139	24	;	;	PUNCT
easat-5650	139	25	the	the	DET
easat-5650	139	26	forgetting	forget	VERB
easat-5650	139	27	gate	gate	NOUN
easat-5650	139	28	controls	control	NOUN
easat-5650	139	29	and	and	CCONJ
easat-5650	139	30	processes	process	VERB
easat-5650	139	31	the	the	DET
easat-5650	139	32	historical	historical	ADJ
easat-5650	139	33	supply	supply	NOUN
easat-5650	139	34	chain	chain	NOUN
easat-5650	139	35	logistics	logistic	NOUN
easat-5650	139	36	data	datum	NOUN
easat-5650	139	37	information	information	NOUN
easat-5650	139	38	in	in	ADP
easat-5650	139	39	the	the	DET
easat-5650	139	40	memory	memory	NOUN
easat-5650	139	41	unit	unit	NOUN
easat-5650	139	42	.	.	PUNCT
easat-5650	140	1	the	the	DET
easat-5650	140	2	main	main	ADJ
easat-5650	140	3	formulas	formula	NOUN
easat-5650	140	4	involved	involve	VERB
easat-5650	140	5	are	be	AUX
easat-5650	140	6	described	describe	VERB
easat-5650	140	7	as	as	SCONJ
easat-5650	140	8	follows	follow	VERB
easat-5650	140	9	:	:	PUNCT
easat-5650	141	1			ADJ
easat-5650	141	2	1	1	PROPN
easat-5650	141	3	(	(	PUNCT
easat-5650	141	4	,	,	PUNCT
easat-5650	141	5	)	)	PUNCT
easat-5650	141	6	t	t	NOUN
easat-5650	141	7	r	r	NOUN
easat-5650	141	8	t	t	PROPN
easat-5650	141	9	t	t	PROPN
easat-5650	141	10	rr	rr	PROPN
easat-5650	141	11	w	w	PROPN
easat-5650	141	12	zsigmo	zsigmo	PROPN
easat-5650	141	13	bd	bd	PROPN
easat-5650	141	14	xi	xi	PROPN
easat-5650	141	15	−=	−=	PROPN
easat-5650	141	16	•	•	PROPN
easat-5650	141	17	+	+	CCONJ
easat-5650	141	18	(	(	PUNCT
easat-5650	141	19	9	9	NUM
easat-5650	141	20	)	)	PUNCT
easat-5650	141	21			NOUN
easat-5650	141	22	1	1	PROPN
easat-5650	141	23	(	(	PUNCT
easat-5650	141	24	,	,	PUNCT
easat-5650	141	25	)	)	PUNCT
easat-5650	141	26	t	t	PROPN
easat-5650	141	27	u	u	NOUN
easat-5650	141	28	t	t	PROPN
easat-5650	141	29	t	t	PROPN
easat-5650	141	30	uu	uu	PROPN
easat-5650	141	31	w	w	ADP
easat-5650	141	32	zsigmo	zsigmo	PROPN
easat-5650	141	33	bd	bd	PROPN
easat-5650	141	34	xi	xi	PROPN
easat-5650	141	35	−=	−=	PROPN
easat-5650	141	36	•	•	PROPN
easat-5650	141	37	+	+	CCONJ
easat-5650	141	38	(	(	PUNCT
easat-5650	141	39	10	10	NUM
easat-5650	141	40	)	)	PUNCT
easat-5650	141	41			NOUN
easat-5650	141	42	1	1	PROPN
easat-5650	141	43	(	(	PUNCT
easat-5650	141	44	,	,	PUNCT
easat-5650	141	45	)	)	PUNCT
easat-5650	141	46	t	t	PROPN
easat-5650	141	47	f	f	PROPN
easat-5650	141	48	t	t	PROPN
easat-5650	141	49	t	t	X
easat-5650	141	50	ff	ff	INTJ
easat-5650	141	51	w	w	PROPN
easat-5650	141	52	zsigmo	zsigmo	PROPN
easat-5650	141	53	bd	bd	PROPN
easat-5650	141	54	xi	xi	PROPN
easat-5650	141	55	−=	−=	PROPN
easat-5650	141	56	•	•	PROPN
easat-5650	141	57	+	+	CCONJ
easat-5650	141	58	(	(	PUNCT
easat-5650	141	59	11	11	NUM
easat-5650	141	60	)	)	PUNCT
easat-5650	141	61	in	in	ADP
easat-5650	141	62	the	the	DET
easat-5650	141	63	formula	formula	NOUN
easat-5650	141	64	,	,	PUNCT
easat-5650	141	65	tr	tr	VERB
easat-5650	141	66	,	,	PUNCT
easat-5650	141	67	rw	rw	PROPN
easat-5650	141	68	,	,	PUNCT
easat-5650	141	69	rb	rb	PROPN
easat-5650	141	70	represent	represent	VERB
easat-5650	141	71	the	the	DET
easat-5650	141	72	output	output	NOUN
easat-5650	141	73	result	result	NOUN
easat-5650	141	74	of	of	ADP
easat-5650	141	75	the	the	DET
easat-5650	141	76	input	input	NOUN
easat-5650	141	77	gate	gate	NOUN
easat-5650	141	78	,	,	PUNCT
easat-5650	141	79	the	the	DET
easat-5650	141	80	weight	weight	NOUN
easat-5650	141	81	matrix	matrix	NOUN
easat-5650	141	82	and	and	CCONJ
easat-5650	141	83	the	the	DET
easat-5650	141	84	bias	bias	NOUN
easat-5650	141	85	,	,	PUNCT
easat-5650	141	86	respectively	respectively	ADV
easat-5650	141	87	.	.	PUNCT
easat-5650	142	1	tu	tu	PROPN
easat-5650	142	2	,	,	PUNCT
easat-5650	142	3	uw	uw	PROPN
easat-5650	142	4	,	,	PUNCT
easat-5650	142	5	ub	ub	PROPN
easat-5650	142	6	represent	represent	VERB
easat-5650	142	7	the	the	DET
easat-5650	142	8	output	output	NOUN
easat-5650	142	9	of	of	ADP
easat-5650	142	10	the	the	DET
easat-5650	142	11	output	output	NOUN
easat-5650	142	12	gate	gate	NOUN
easat-5650	142	13	,	,	PUNCT
easat-5650	142	14	the	the	DET
easat-5650	142	15	weight	weight	NOUN
easat-5650	142	16	matrix	matrix	NOUN
easat-5650	142	17	and	and	CCONJ
easat-5650	142	18	the	the	DET
easat-5650	142	19	bias	bias	NOUN
easat-5650	142	20	,	,	PUNCT
easat-5650	142	21	respectively	respectively	ADV
easat-5650	142	22	.	.	PUNCT
easat-5650	143	1	tf	tf	INTJ
easat-5650	143	2	,	,	PUNCT
easat-5650	143	3	fw	fw	INTJ
easat-5650	143	4	,	,	PUNCT
easat-5650	143	5	fb	fb	INTJ
easat-5650	143	6	represent	represent	VERB
easat-5650	143	7	the	the	DET
easat-5650	143	8	output	output	NOUN
easat-5650	143	9	of	of	ADP
easat-5650	143	10	the	the	DET
easat-5650	143	11	forgetting	forget	VERB
easat-5650	143	12	gate	gate	NOUN
easat-5650	143	13	,	,	PUNCT
easat-5650	143	14	the	the	DET
easat-5650	143	15	weight	weight	NOUN
easat-5650	143	16	matrix	matrix	NOUN
easat-5650	143	17	and	and	CCONJ
easat-5650	143	18	the	the	DET
easat-5650	143	19	bias	bias	NOUN
easat-5650	143	20	,	,	PUNCT
easat-5650	143	21	respectively	respectively	ADV
easat-5650	143	22	.	.	PUNCT
easat-5650	144	1	the	the	DET
easat-5650	144	2	output	output	NOUN
easat-5650	144	3	results	result	VERB
easat-5650	144	4	at	at	ADP
easat-5650	144	5	the	the	DET
easat-5650	144	6	memory	memory	NOUN
easat-5650	144	7	module	module	NOUN
easat-5650	144	8	t	t	NOUN
easat-5650	144	9	are	be	AUX
easat-5650	144	10	shown	show	VERB
easat-5650	144	11	by	by	ADP
easat-5650	144	12	tc	tc	NOUN
easat-5650	144	13	and	and	CCONJ
easat-5650	144	14	tz	tz	PROPN
easat-5650	144	15	,	,	PUNCT
easat-5650	144	16	the	the	DET
easat-5650	144	17	expression	expression	NOUN
easat-5650	144	18	for	for	ADP
easat-5650	144	19	tc	tc	NOUN
easat-5650	144	20	is	be	AUX
easat-5650	144	21	:	:	PUNCT
easat-5650	144	22	1	1	NUM
easat-5650	144	23	t	t	NOUN
easat-5650	144	24	t	t	PROPN
easat-5650	144	25	t	t	PROPN
easat-5650	144	26	t	t	PROPN
easat-5650	145	1	tc	tc	X
easat-5650	145	2	f	f	PROPN
easat-5650	145	3	c	c	NOUN
easat-5650	145	4	r	r	NOUN
easat-5650	145	5	c−	c−	NOUN
easat-5650	146	1	=	=	ADJ
easat-5650	146	2	•	•	NOUN
easat-5650	147	1	+	+	NUM
easat-5650	147	2	•	•	NUM
easat-5650	147	3	(	(	PUNCT
easat-5650	147	4	12	12	NUM
easat-5650	147	5	)	)	PUNCT
easat-5650	147	6	in	in	ADP
easat-5650	147	7	the	the	DET
easat-5650	147	8	formula	formula	NOUN
easat-5650	147	9	,	,	PUNCT
easat-5650	147	10	tc	tc	NOUN
easat-5650	147	11	represents	represent	VERB
easat-5650	147	12	the	the	DET
easat-5650	147	13	memory	memory	NOUN
easat-5650	147	14	unit	unit	NOUN
easat-5650	147	15	candidate	candidate	NOUN
easat-5650	147	16	status	status	NOUN
easat-5650	147	17	at	at	ADP
easat-5650	147	18	the	the	DET
easat-5650	147	19	moment	moment	NOUN
easat-5650	147	20	t	t	NOUN
easat-5650	147	21	.	.	PUNCT
easat-5650	148	1	the	the	DET
easat-5650	148	2	expression	expression	NOUN
easat-5650	148	3	for	for	ADP
easat-5650	148	4	tc	tc	NOUN
easat-5650	148	5	is	be	AUX
easat-5650	148	6	:	:	PUNCT
easat-5650	148	7			PROPN
easat-5650	148	8	1tanh	1tanh	PROPN
easat-5650	148	9	(	(	PUNCT
easat-5650	148	10	,	,	PUNCT
easat-5650	148	11	)	)	PUNCT
easat-5650	149	1	t	t	PROPN
easat-5650	149	2	c	c	PROPN
easat-5650	149	3	t	t	PROPN
easat-5650	149	4	t	t	PROPN
easat-5650	149	5	cc	cc	PROPN
easat-5650	149	6	w	w	PROPN
easat-5650	149	7	z	z	PROPN
easat-5650	149	8	x	x	PUNCT
easat-5650	149	9	b−	b−	PROPN
easat-5650	149	10			PROPN
easat-5650	149	11	=	=	SYM
easat-5650	149	12	•	•	PROPN
easat-5650	149	13	+	+	CCONJ
easat-5650	149	14	(	(	PUNCT
easat-5650	149	15	13	13	NUM
easat-5650	149	16	)	)	PUNCT
easat-5650	149	17	in	in	ADP
easat-5650	149	18	the	the	DET
easat-5650	149	19	formula	formula	NOUN
easat-5650	149	20	,	,	PUNCT
easat-5650	149	21	cw	cw	NOUN
easat-5650	149	22	and	and	CCONJ
easat-5650	149	23	cb	cb	PROPN
easat-5650	149	24	represent	represent	VERB
easat-5650	149	25	the	the	DET
easat-5650	149	26	input	input	NOUN
easat-5650	149	27	cell	cell	NOUN
easat-5650	149	28	weight	weight	NOUN
easat-5650	149	29	matrix	matrix	NOUN
easat-5650	149	30	and	and	CCONJ
easat-5650	149	31	the	the	DET
easat-5650	149	32	state	state	NOUN
easat-5650	149	33	bias	bias	NOUN
easat-5650	149	34	term	term	NOUN
easat-5650	149	35	,	,	PUNCT
easat-5650	149	36	respectively	respectively	ADV
easat-5650	149	37	.	.	PUNCT
easat-5650	150	1	based	base	VERB
easat-5650	150	2	on	on	ADP
easat-5650	150	3	tc	tc	PRON
easat-5650	150	4	can	can	AUX
easat-5650	150	5	then	then	ADV
easat-5650	150	6	calculate	calculate	VERB
easat-5650	150	7	tz	tz	PROPN
easat-5650	150	8	,	,	PUNCT
easat-5650	150	9	expressed	express	VERB
easat-5650	150	10	as	as	ADP
easat-5650	150	11	:	:	PUNCT
easat-5650	150	12	•	•	NUM
easat-5650	150	13	tanh	tanh	NOUN
easat-5650	150	14	(	(	PUNCT
easat-5650	150	15	)	)	PUNCT
easat-5650	150	16	t	t	NOUN
easat-5650	150	17	t	t	PROPN
easat-5650	150	18	tz	tz	PROPN
easat-5650	150	19	u	u	PROPN
easat-5650	150	20	c=	c=	NOUN
easat-5650	150	21	(	(	PUNCT
easat-5650	150	22	14	14	NUM
easat-5650	150	23	)	)	PUNCT
easat-5650	150	24	since	since	SCONJ
easat-5650	150	25	the	the	DET
easat-5650	150	26	bilstm	bilstm	NOUN
easat-5650	150	27	layer	layer	NOUN
easat-5650	150	28	is	be	AUX
easat-5650	150	29	composed	compose	VERB
easat-5650	150	30	of	of	ADP
easat-5650	150	31	multiple	multiple	ADJ
easat-5650	150	32	lstm	lstm	ADJ
easat-5650	150	33	units	unit	NOUN
easat-5650	150	34	with	with	ADP
easat-5650	150	35	opposite	opposite	ADJ
easat-5650	150	36	directions	direction	NOUN
easat-5650	150	37	,	,	PUNCT
easat-5650	150	38	when	when	SCONJ
easat-5650	150	39	the	the	DET
easat-5650	150	40	input	input	NOUN
easat-5650	150	41	layer	layer	NOUN
easat-5650	150	42	passes	pass	VERB
easat-5650	150	43	the	the	DET
easat-5650	150	44	supply	supply	NOUN
easat-5650	150	45	chain	chain	NOUN
easat-5650	150	46	logistics	logistic	NOUN
easat-5650	150	47	demand	demand	NOUN
easat-5650	150	48	feature	feature	NOUN
easat-5650	150	49	data	datum	NOUN
easat-5650	150	50	into	into	ADP
easat-5650	150	51	the	the	DET
easat-5650	150	52	bilstm	bilstm	NOUN
easat-5650	150	53	layer	layer	NOUN
easat-5650	150	54	,	,	PUNCT
easat-5650	150	55	all	all	DET
easat-5650	150	56	the	the	DET
easat-5650	150	57	feature	feature	NOUN
easat-5650	150	58	data	datum	NOUN
easat-5650	150	59	will	will	AUX
easat-5650	150	60	be	be	AUX
easat-5650	150	61	processed	process	VERB
easat-5650	150	62	by	by	ADP
easat-5650	150	63	the	the	DET
easat-5650	150	64	bi	bi	ADJ
easat-5650	150	65	-	-	ADJ
easat-5650	150	66	directional	directional	ADJ
easat-5650	150	67	lstm	lstm	ADJ
easat-5650	150	68	units	unit	NOUN
easat-5650	150	69	,	,	PUNCT
easat-5650	150	70	and	and	CCONJ
easat-5650	150	71	as	as	ADP
easat-5650	150	72	a	a	DET
easat-5650	150	73	result	result	NOUN
easat-5650	150	74	,	,	PUNCT
easat-5650	150	75	we	we	PRON
easat-5650	150	76	can	can	AUX
easat-5650	150	77	get	get	VERB
easat-5650	150	78	the	the	DET
easat-5650	150	79	two	two	NUM
easat-5650	150	80	hidden	hide	VERB
easat-5650	150	81	states	state	NOUN
easat-5650	150	82	tz	tz	NOUN
easat-5650	150	83	and	and	CCONJ
easat-5650	150	84	tz	tz	PROPN
easat-5650	150	85	,	,	PUNCT
easat-5650	150	86	by	by	ADP
easat-5650	150	87	fusing	fuse	VERB
easat-5650	150	88	these	these	DET
easat-5650	150	89	two	two	NUM
easat-5650	150	90	hidden	hide	VERB
easat-5650	150	91	states	state	NOUN
easat-5650	150	92	together	together	ADV
easat-5650	150	93	,	,	PUNCT
easat-5650	150	94	we	we	PRON
easat-5650	150	95	can	can	AUX
easat-5650	150	96	obtain	obtain	VERB
easat-5650	150	97	the	the	DET
easat-5650	150	98	expression	expression	NOUN
easat-5650	150	99	for	for	ADP
easat-5650	150	100	a	a	DET
easat-5650	150	101	feature	feature	NOUN
easat-5650	150	102	vectors	vector	NOUN
easat-5650	150	103	tz	tz	NOUN
easat-5650	150	104	and	and	CCONJ
easat-5650	150	105	tz	tz	PROPN
easat-5650	150	106	that	that	PRON
easat-5650	150	107	combines	combine	VERB
easat-5650	150	108	the	the	DET
easat-5650	150	109	previous	previous	ADJ
easat-5650	150	110	and	and	CCONJ
easat-5650	150	111	subsequent	subsequent	ADJ
easat-5650	150	112	information	information	NOUN
easat-5650	150	113	of	of	ADP
easat-5650	150	114	the	the	DET
easat-5650	150	115	current	current	ADJ
easat-5650	150	116	input	input	NOUN
easat-5650	150	117	supply	supply	NOUN
easat-5650	150	118	chain	chain	NOUN
easat-5650	150	119	logistics	logistic	NOUN
easat-5650	150	120	demand	demand	NOUN
easat-5650	150	121	characterization	characterization	NOUN
easat-5650	150	122	data	datum	NOUN
easat-5650	150	123	:	:	PUNCT
easat-5650	150	124	t	t	PROPN
easat-5650	150	125	t	t	PROPN
easat-5650	150	126	tz	tz	PROPN
easat-5650	150	127	z	z	PROPN
easat-5650	150	128	z=	z=	PROPN
easat-5650	150	129			PROPN
easat-5650	150	130	(	(	PUNCT
easat-5650	150	131	15	15	NUM
easat-5650	150	132	)	)	PUNCT
easat-5650	150	133	1647	1647	NUM
easat-5650	150	134	edelweiss	edelweiss	PROPN
easat-5650	150	135	applied	apply	VERB
easat-5650	150	136	science	science	NOUN
easat-5650	150	137	and	and	CCONJ
easat-5650	150	138	technology	technology	NOUN
easat-5650	150	139	issn	issn	PROPN
easat-5650	150	140	:	:	PUNCT
easat-5650	150	141	2576	2576	NUM
easat-5650	150	142	-	-	SYM
easat-5650	150	143	8484	8484	NUM
easat-5650	150	144	vol	vol	NOUN
easat-5650	150	145	.	.	PROPN
easat-5650	151	1	9	9	NUM
easat-5650	151	2	,	,	PUNCT
easat-5650	151	3	no	no	INTJ
easat-5650	151	4	.	.	NOUN
easat-5650	152	1	3	3	NUM
easat-5650	152	2	:	:	SYM
easat-5650	152	3	1640	1640	NUM
easat-5650	152	4	-	-	SYM
easat-5650	152	5	1654	1654	NUM
easat-5650	152	6	,	,	PUNCT
easat-5650	152	7	2025	2025	NUM
easat-5650	152	8	doi	doi	NOUN
easat-5650	152	9	:	:	PUNCT
easat-5650	152	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	152	11	©	©	PROPN
easat-5650	152	12	2025	2025	NUM
easat-5650	152	13	by	by	ADP
easat-5650	152	14	the	the	DET
easat-5650	152	15	authors	author	NOUN
easat-5650	152	16	;	;	PUNCT
easat-5650	152	17	licensee	licensee	PROPN
easat-5650	152	18	learning	learning	NOUN
easat-5650	152	19	gate	gate	NOUN
easat-5650	152	20	through	through	ADP
easat-5650	152	21	the	the	DET
easat-5650	152	22	above	above	ADJ
easat-5650	152	23	processing	processing	NOUN
easat-5650	152	24	,	,	PUNCT
easat-5650	152	25	we	we	PRON
easat-5650	152	26	can	can	AUX
easat-5650	152	27	obtain	obtain	VERB
easat-5650	152	28	the	the	DET
easat-5650	152	29	sequence	sequence	NOUN
easat-5650	152	30	1	1	NUM
easat-5650	152	31	2	2	NUM
easat-5650	152	32	(	(	PUNCT
easat-5650	152	33	,	,	PUNCT
easat-5650	152	34	,	,	PUNCT
easat-5650	152	35	,	,	PUNCT
easat-5650	152	36	)	)	PUNCT
easat-5650	152	37	t	t	PROPN
easat-5650	152	38	nz	nz	PROPN
easat-5650	152	39	z	z	PROPN
easat-5650	152	40	z	z	PROPN
easat-5650	152	41	z=	z=	VERB
easat-5650	152	42	of	of	ADP
easat-5650	152	43	feature	feature	NOUN
easat-5650	152	44	vectors	vector	NOUN
easat-5650	152	45	corresponding	correspond	VERB
easat-5650	152	46	to	to	ADP
easat-5650	152	47	the	the	DET
easat-5650	152	48	current	current	ADJ
easat-5650	152	49	input	input	NOUN
easat-5650	152	50	data	datum	NOUN
easat-5650	152	51	of	of	ADP
easat-5650	152	52	supply	supply	NOUN
easat-5650	152	53	chain	chain	NOUN
easat-5650	152	54	logistics	logistic	NOUN
easat-5650	152	55	demand	demand	NOUN
easat-5650	152	56	characteristics	characteristic	NOUN
easat-5650	152	57	,	,	PUNCT
easat-5650	152	58	of	of	ADP
easat-5650	152	59	which	which	PRON
easat-5650	152	60	n	n	PRON
easat-5650	152	61	represents	represent	VERB
easat-5650	152	62	the	the	DET
easat-5650	152	63	number	number	NOUN
easat-5650	152	64	of	of	ADP
easat-5650	152	65	characteristic	characteristic	ADJ
easat-5650	152	66	vectors	vector	NOUN
easat-5650	152	67	.	.	PUNCT
easat-5650	153	1	these	these	DET
easat-5650	153	2	vectors	vector	NOUN
easat-5650	153	3	have	have	VERB
easat-5650	153	4	continuity	continuity	NOUN
easat-5650	153	5	in	in	ADP
easat-5650	153	6	time	time	NOUN
easat-5650	153	7	,	,	PUNCT
easat-5650	153	8	which	which	PRON
easat-5650	153	9	can	can	AUX
easat-5650	153	10	reflect	reflect	VERB
easat-5650	153	11	the	the	DET
easat-5650	153	12	long	long	ADJ
easat-5650	153	13	-	-	PUNCT
easat-5650	153	14	term	term	NOUN
easat-5650	153	15	dependence	dependence	NOUN
easat-5650	153	16	and	and	CCONJ
easat-5650	153	17	dynamic	dynamic	ADJ
easat-5650	153	18	changes	change	NOUN
easat-5650	153	19	in	in	ADP
easat-5650	153	20	supply	supply	NOUN
easat-5650	153	21	chain	chain	NOUN
easat-5650	153	22	logistics	logistic	NOUN
easat-5650	153	23	demand	demand	NOUN
easat-5650	153	24	.	.	PUNCT
easat-5650	154	1	(	(	PUNCT
easat-5650	154	2	3	3	X
easat-5650	154	3	)	)	PUNCT
easat-5650	154	4	attention	attention	NOUN
easat-5650	154	5	layer	layer	NOUN
easat-5650	154	6	(	(	PUNCT
easat-5650	154	7	am	be	AUX
easat-5650	154	8	layer	layer	NOUN
easat-5650	154	9	)	)	PUNCT
easat-5650	154	10	by	by	ADP
easat-5650	154	11	introducing	introduce	VERB
easat-5650	154	12	the	the	DET
easat-5650	154	13	attention	attention	NOUN
easat-5650	154	14	mechanism	mechanism	NOUN
easat-5650	154	15	,	,	PUNCT
easat-5650	154	16	the	the	PRON
easat-5650	154	17	am	am	NOUN
easat-5650	154	18	layer	layer	NOUN
easat-5650	154	19	enables	enable	VERB
easat-5650	154	20	the	the	DET
easat-5650	154	21	supply	supply	NOUN
easat-5650	154	22	chain	chain	NOUN
easat-5650	154	23	logistics	logistic	NOUN
easat-5650	154	24	demand	demand	NOUN
easat-5650	154	25	forecasting	forecasting	NOUN
easat-5650	154	26	model	model	NOUN
easat-5650	154	27	to	to	PART
easat-5650	154	28	dynamically	dynamically	ADV
easat-5650	154	29	focus	focus	VERB
easat-5650	154	30	on	on	ADP
easat-5650	154	31	different	different	ADJ
easat-5650	154	32	parts	part	NOUN
easat-5650	154	33	of	of	ADP
easat-5650	154	34	the	the	DET
easat-5650	154	35	input	input	NOUN
easat-5650	154	36	sequence	sequence	NOUN
easat-5650	154	37	and	and	CCONJ
easat-5650	154	38	give	give	VERB
easat-5650	154	39	these	these	DET
easat-5650	154	40	parts	part	NOUN
easat-5650	154	41	different	different	ADJ
easat-5650	154	42	weights	weight	NOUN
easat-5650	154	43	according	accord	VERB
easat-5650	154	44	to	to	ADP
easat-5650	154	45	the	the	DET
easat-5650	154	46	context	context	NOUN
easat-5650	154	47	.	.	PUNCT
easat-5650	155	1	thus	thus	ADV
easat-5650	155	2	,	,	PUNCT
easat-5650	155	3	it	it	PRON
easat-5650	155	4	pays	pay	VERB
easat-5650	155	5	more	more	ADJ
easat-5650	155	6	attention	attention	NOUN
easat-5650	155	7	to	to	ADP
easat-5650	155	8	the	the	DET
easat-5650	155	9	information	information	NOUN
easat-5650	155	10	that	that	PRON
easat-5650	155	11	is	be	AUX
easat-5650	155	12	closely	closely	ADV
easat-5650	155	13	related	relate	VERB
easat-5650	155	14	to	to	ADP
easat-5650	155	15	the	the	DET
easat-5650	155	16	current	current	ADJ
easat-5650	155	17	supply	supply	NOUN
easat-5650	155	18	chain	chain	NOUN
easat-5650	155	19	logistics	logistic	NOUN
easat-5650	155	20	demand	demand	NOUN
easat-5650	155	21	forecasting	forecasting	NOUN
easat-5650	155	22	task	task	NOUN
easat-5650	155	23	and	and	CCONJ
easat-5650	155	24	ignores	ignore	VERB
easat-5650	155	25	the	the	DET
easat-5650	155	26	unimportant	unimportant	ADJ
easat-5650	155	27	information	information	NOUN
easat-5650	155	28	,	,	PUNCT
easat-5650	155	29	which	which	PRON
easat-5650	155	30	improves	improve	VERB
easat-5650	155	31	the	the	DET
easat-5650	155	32	accuracy	accuracy	NOUN
easat-5650	155	33	of	of	ADP
easat-5650	155	34	the	the	DET
easat-5650	155	35	model	model	NOUN
easat-5650	155	36	prediction	prediction	NOUN
easat-5650	155	37	.	.	PUNCT
easat-5650	156	1	first	first	ADV
easat-5650	156	2	,	,	PUNCT
easat-5650	156	3	the	the	DET
easat-5650	156	4	attention	attention	NOUN
easat-5650	156	5	weights	weight	NOUN
easat-5650	156	6	are	be	AUX
easat-5650	156	7	derived	derive	VERB
easat-5650	156	8	.	.	PUNCT
easat-5650	157	1	that	that	PRON
easat-5650	157	2	is	is	ADV
easat-5650	157	3	,	,	PUNCT
easat-5650	157	4	a	a	DET
easat-5650	157	5	nonlinear	nonlinear	ADJ
easat-5650	157	6	transformation	transformation	NOUN
easat-5650	157	7	operation	operation	NOUN
easat-5650	157	8	is	be	AUX
easat-5650	157	9	implemented	implement	VERB
easat-5650	157	10	on	on	ADP
easat-5650	157	11	the	the	DET
easat-5650	157	12	feature	feature	NOUN
easat-5650	157	13	vector	vector	NOUN
easat-5650	157	14	tz	tz	NOUN
easat-5650	157	15	output	output	NOUN
easat-5650	157	16	by	by	ADP
easat-5650	157	17	the	the	DET
easat-5650	157	18	bilstm	bilstm	NOUN
easat-5650	157	19	layer	layer	NOUN
easat-5650	157	20	,	,	PUNCT
easat-5650	157	21	mapping	map	VERB
easat-5650	157	22	it	it	PRON
easat-5650	157	23	into	into	ADP
easat-5650	157	24	a	a	DET
easat-5650	157	25	new	new	ADJ
easat-5650	157	26	vector	vector	NOUN
easat-5650	157	27	space	space	NOUN
easat-5650	157	28	,	,	PUNCT
easat-5650	157	29	and	and	CCONJ
easat-5650	157	30	thus	thus	ADV
easat-5650	157	31	obtaining	obtain	VERB
easat-5650	157	32	the	the	DET
easat-5650	157	33	attention	attention	NOUN
easat-5650	157	34	weight	weight	NOUN
easat-5650	157	35	values	value	NOUN
easat-5650	157	36	i	i	PROPN
easat-5650	157	37	,	,	PUNCT
easat-5650	157	38	which	which	PRON
easat-5650	157	39	is	be	AUX
easat-5650	157	40	expressed	express	VERB
easat-5650	157	41	as	as	ADP
easat-5650	157	42	:	:	PUNCT
easat-5650	157	43	tanh	tanh	NOUN
easat-5650	157	44	(	(	PUNCT
easat-5650	157	45	)	)	PUNCT
easat-5650	157	46	i	i	PRON
easat-5650	157	47	tz	tz	ADV
easat-5650	157	48	=	=	PUNCT
easat-5650	157	49	(	(	PUNCT
easat-5650	157	50	16	16	NUM
easat-5650	157	51	)	)	PUNCT
easat-5650	157	52	then	then	ADV
easat-5650	157	53	,	,	PUNCT
easat-5650	157	54	the	the	DET
easat-5650	157	55	am	am	NOUN
easat-5650	157	56	layer	layer	NOUN
easat-5650	157	57	will	will	AUX
easat-5650	157	58	apply	apply	VERB
easat-5650	157	59	these	these	DET
easat-5650	157	60	weights	weight	NOUN
easat-5650	157	61	to	to	ADP
easat-5650	157	62	the	the	DET
easat-5650	157	63	feature	feature	NOUN
easat-5650	157	64	vectors	vector	NOUN
easat-5650	157	65	output	output	VERB
easat-5650	157	66	from	from	ADP
easat-5650	157	67	the	the	DET
easat-5650	157	68	bilstm	bilstm	NOUN
easat-5650	157	69	layer	layer	NOUN
easat-5650	157	70	and	and	CCONJ
easat-5650	157	71	perform	perform	VERB
easat-5650	157	72	the	the	DET
easat-5650	157	73	weighted	weight	VERB
easat-5650	157	74	sum	sum	NOUN
easat-5650	157	75	operation	operation	NOUN
easat-5650	157	76	.	.	PUNCT
easat-5650	158	1	in	in	ADP
easat-5650	158	2	this	this	DET
easat-5650	158	3	way	way	NOUN
easat-5650	158	4	,	,	PUNCT
easat-5650	158	5	the	the	DET
easat-5650	158	6	prediction	prediction	NOUN
easat-5650	158	7	model	model	NOUN
easat-5650	158	8	can	can	AUX
easat-5650	158	9	pay	pay	VERB
easat-5650	158	10	more	more	ADJ
easat-5650	158	11	attention	attention	NOUN
easat-5650	158	12	to	to	ADP
easat-5650	158	13	the	the	DET
easat-5650	158	14	information	information	NOUN
easat-5650	158	15	that	that	PRON
easat-5650	158	16	has	have	VERB
easat-5650	158	17	an	an	DET
easat-5650	158	18	important	important	ADJ
easat-5650	158	19	impact	impact	NOUN
easat-5650	158	20	on	on	ADP
easat-5650	158	21	the	the	DET
easat-5650	158	22	supply	supply	NOUN
easat-5650	158	23	chain	chain	NOUN
easat-5650	158	24	logistics	logistic	NOUN
easat-5650	158	25	demand	demand	NOUN
easat-5650	158	26	prediction	prediction	NOUN
easat-5650	158	27	,	,	PUNCT
easat-5650	158	28	which	which	PRON
easat-5650	158	29	is	be	AUX
easat-5650	158	30	described	describe	VERB
easat-5650	158	31	by	by	ADP
easat-5650	158	32	the	the	DET
easat-5650	158	33	formula	formula	NOUN
easat-5650	158	34	as	as	SCONJ
easat-5650	158	35	follows	follow	VERB
easat-5650	158	36	:	:	PUNCT
easat-5650	158	37	i	i	PRON
easat-5650	158	38	i	i	PRON
easat-5650	158	39	tv	tv	VERB
easat-5650	158	40	z=	z=	PROPN
easat-5650	158	41	(	(	PUNCT
easat-5650	158	42	17	17	NUM
easat-5650	158	43	)	)	PUNCT
easat-5650	158	44	in	in	ADP
easat-5650	158	45	the	the	DET
easat-5650	158	46	formula	formula	NOUN
easat-5650	158	47	,	,	PUNCT
easat-5650	158	48	iv	iv	NUM
easat-5650	158	49	represents	represent	VERB
easat-5650	158	50	the	the	DET
easat-5650	158	51	weighted	weighted	ADJ
easat-5650	158	52	context	context	NOUN
easat-5650	158	53	vector	vector	NOUN
easat-5650	158	54	,	,	PUNCT
easat-5650	158	55	which	which	PRON
easat-5650	158	56	contains	contain	VERB
easat-5650	158	57	important	important	ADJ
easat-5650	158	58	information	information	NOUN
easat-5650	158	59	about	about	ADP
easat-5650	158	60	the	the	DET
easat-5650	158	61	hidden	hide	VERB
easat-5650	158	62	states	state	NOUN
easat-5650	158	63	of	of	ADP
easat-5650	158	64	all	all	DET
easat-5650	158	65	time	time	NOUN
easat-5650	158	66	steps	step	NOUN
easat-5650	158	67	.	.	PUNCT
easat-5650	159	1	iv	iv	NUM
easat-5650	159	2	is	be	AUX
easat-5650	159	3	the	the	DET
easat-5650	159	4	output	output	NOUN
easat-5650	159	5	of	of	ADP
easat-5650	159	6	the	the	DET
easat-5650	159	7	am	am	NOUN
easat-5650	159	8	layer	layer	NOUN
easat-5650	159	9	,	,	PUNCT
easat-5650	159	10	which	which	PRON
easat-5650	159	11	will	will	AUX
easat-5650	159	12	be	be	AUX
easat-5650	159	13	used	use	VERB
easat-5650	159	14	as	as	ADP
easat-5650	159	15	the	the	DET
easat-5650	159	16	input	input	NOUN
easat-5650	159	17	of	of	ADP
easat-5650	159	18	the	the	DET
easat-5650	159	19	fully	fully	ADV
easat-5650	159	20	connected	connected	ADJ
easat-5650	159	21	layer	layer	NOUN
easat-5650	159	22	for	for	ADP
easat-5650	159	23	the	the	DET
easat-5650	159	24	subsequent	subsequent	ADJ
easat-5650	159	25	prediction	prediction	NOUN
easat-5650	159	26	task	task	NOUN
easat-5650	159	27	.	.	PUNCT
easat-5650	160	1	(	(	PUNCT
easat-5650	160	2	4	4	X
easat-5650	160	3	)	)	PUNCT
easat-5650	160	4	fully	fully	ADV
easat-5650	160	5	connected	connected	ADJ
easat-5650	160	6	layers	layer	NOUN
easat-5650	160	7	the	the	DET
easat-5650	160	8	fully	fully	ADV
easat-5650	160	9	connected	connect	VERB
easat-5650	160	10	layer	layer	NOUN
easat-5650	160	11	maps	map	VERB
easat-5650	160	12	the	the	DET
easat-5650	160	13	output	output	NOUN
easat-5650	160	14	of	of	ADP
easat-5650	160	15	the	the	DET
easat-5650	160	16	am	am	NOUN
easat-5650	160	17	layer	layer	NOUN
easat-5650	160	18	to	to	ADP
easat-5650	160	19	the	the	DET
easat-5650	160	20	output	output	NOUN
easat-5650	160	21	space	space	NOUN
easat-5650	160	22	through	through	ADP
easat-5650	160	23	a	a	DET
easat-5650	160	24	linear	linear	ADJ
easat-5650	160	25	transformation	transformation	NOUN
easat-5650	160	26	.	.	PUNCT
easat-5650	161	1	in	in	ADP
easat-5650	161	2	this	this	DET
easat-5650	161	3	layer	layer	NOUN
easat-5650	161	4	,	,	PUNCT
easat-5650	161	5	each	each	DET
easat-5650	161	6	neuron	neuron	NOUN
easat-5650	161	7	is	be	AUX
easat-5650	161	8	associated	associate	VERB
easat-5650	161	9	with	with	ADP
easat-5650	161	10	the	the	DET
easat-5650	161	11	output	output	NOUN
easat-5650	161	12	iv	iv	NOUN
easat-5650	161	13	of	of	ADP
easat-5650	161	14	the	the	DET
easat-5650	161	15	am	am	NOUN
easat-5650	161	16	layer	layer	NOUN
easat-5650	161	17	,	,	PUNCT
easat-5650	161	18	using	use	VERB
easat-5650	161	19	the	the	DET
easat-5650	161	20	weight	weight	NOUN
easat-5650	161	21	matrix	matrix	NOUN
easat-5650	161	22	and	and	CCONJ
easat-5650	161	23	bias	bias	NOUN
easat-5650	161	24	matrix	matrix	NOUN
easat-5650	161	25	can	can	AUX
easat-5650	161	26	realize	realize	VERB
easat-5650	161	27	the	the	DET
easat-5650	161	28	linear	linear	ADJ
easat-5650	161	29	combination	combination	NOUN
easat-5650	161	30	of	of	ADP
easat-5650	161	31	the	the	DET
easat-5650	161	32	two	two	NUM
easat-5650	161	33	to	to	PART
easat-5650	161	34	generate	generate	VERB
easat-5650	161	35	a	a	DET
easat-5650	161	36	linear	linear	ADJ
easat-5650	161	37	transformation	transformation	NOUN
easat-5650	161	38	result	result	NOUN
easat-5650	161	39	,	,	PUNCT
easat-5650	161	40	which	which	PRON
easat-5650	161	41	is	be	AUX
easat-5650	161	42	given	give	VERB
easat-5650	161	43	by	by	ADP
easat-5650	161	44	:	:	PUNCT
easat-5650	161	45	=	=	PUNCT
easat-5650	161	46	ih	ih	X
easat-5650	161	47	w	w	PROPN
easat-5650	161	48	v	v	NUM
easat-5650	161	49	•	•	PROPN
easat-5650	161	50	+	+	CCONJ
easat-5650	161	51	(	(	PUNCT
easat-5650	161	52	18	18	NUM
easat-5650	161	53	)	)	PUNCT
easat-5650	161	54	in	in	ADP
easat-5650	161	55	the	the	DET
easat-5650	161	56	formula	formula	NOUN
easat-5650	161	57	,	,	PUNCT
easat-5650	161	58	h	h	NOUN
easat-5650	161	59	represents	represent	VERB
easat-5650	161	60	the	the	DET
easat-5650	161	61	fully	fully	ADV
easat-5650	161	62	connected	connect	VERB
easat-5650	161	63	layer	layer	NOUN
easat-5650	161	64	output	output	NOUN
easat-5650	161	65	vector	vector	NOUN
easat-5650	161	66	,	,	PUNCT
easat-5650	161	67	w	w	PROPN
easat-5650	161	68	represents	represent	VERB
easat-5650	161	69	the	the	DET
easat-5650	161	70	weight	weight	NOUN
easat-5650	161	71	matrix	matrix	NOUN
easat-5650	161	72	,	,	PUNCT
easat-5650	161	73			NOUN
easat-5650	161	74	represents	represent	VERB
easat-5650	161	75	the	the	DET
easat-5650	161	76	bias	bias	NOUN
easat-5650	161	77	matrix	matrix	NOUN
easat-5650	161	78	.	.	PUNCT
easat-5650	162	1	(	(	PUNCT
easat-5650	162	2	5	5	X
easat-5650	162	3	)	)	PUNCT
easat-5650	162	4	output	output	NOUN
easat-5650	162	5	layer	layer	NOUN
easat-5650	162	6	the	the	DET
easat-5650	162	7	output	output	NOUN
easat-5650	162	8	layer	layer	NOUN
easat-5650	162	9	,	,	PUNCT
easat-5650	162	10	as	as	ADP
easat-5650	162	11	the	the	DET
easat-5650	162	12	terminal	terminal	NOUN
easat-5650	162	13	of	of	ADP
easat-5650	162	14	the	the	DET
easat-5650	162	15	prediction	prediction	NOUN
easat-5650	162	16	model	model	NOUN
easat-5650	162	17	,	,	PUNCT
easat-5650	162	18	is	be	AUX
easat-5650	162	19	responsible	responsible	ADJ
easat-5650	162	20	for	for	ADP
easat-5650	162	21	converting	convert	VERB
easat-5650	162	22	the	the	DET
easat-5650	162	23	vectors	vector	NOUN
easat-5650	162	24	passed	pass	VERB
easat-5650	162	25	by	by	ADP
easat-5650	162	26	the	the	DET
easat-5650	162	27	fully	fully	ADV
easat-5650	162	28	connected	connected	ADJ
easat-5650	162	29	layer	layer	NOUN
easat-5650	162	30	into	into	ADP
easat-5650	162	31	the	the	DET
easat-5650	162	32	form	form	NOUN
easat-5650	162	33	of	of	ADP
easat-5650	162	34	probability	probability	NOUN
easat-5650	162	35	distribution	distribution	NOUN
easat-5650	162	36	through	through	ADP
easat-5650	162	37	the	the	DET
easat-5650	162	38	softmax	softmax	NOUN
easat-5650	162	39	function	function	NOUN
easat-5650	162	40	,	,	PUNCT
easat-5650	162	41	in	in	ADP
easat-5650	162	42	which	which	PRON
easat-5650	162	43	each	each	DET
easat-5650	162	44	probability	probability	NOUN
easat-5650	162	45	value	value	NOUN
easat-5650	162	46	corresponds	correspond	VERB
easat-5650	162	47	to	to	ADP
easat-5650	162	48	a	a	DET
easat-5650	162	49	different	different	ADJ
easat-5650	162	50	possibility	possibility	NOUN
easat-5650	162	51	of	of	ADP
easat-5650	162	52	supply	supply	NOUN
easat-5650	162	53	chain	chain	NOUN
easat-5650	162	54	logistics	logistic	NOUN
easat-5650	162	55	demand	demand	NOUN
easat-5650	162	56	prediction	prediction	NOUN
easat-5650	162	57	,	,	PUNCT
easat-5650	162	58	according	accord	VERB
easat-5650	162	59	to	to	ADP
easat-5650	162	60	which	which	PRON
easat-5650	162	61	the	the	DET
easat-5650	162	62	final	final	ADJ
easat-5650	162	63	prediction	prediction	NOUN
easat-5650	162	64	result	result	NOUN
easat-5650	162	65	can	can	AUX
easat-5650	162	66	be	be	AUX
easat-5650	162	67	determined	determine	VERB
easat-5650	162	68	.	.	PUNCT
easat-5650	163	1	the	the	DET
easat-5650	163	2	formula	formula	NOUN
easat-5650	163	3	for	for	ADP
easat-5650	163	4	the	the	DET
easat-5650	163	5	softmax	softmax	NOUN
easat-5650	163	6	function	function	NOUN
easat-5650	163	7	converting	convert	VERB
easat-5650	163	8	the	the	DET
easat-5650	163	9	element	element	NOUN
easat-5650	163	10	in	in	ADP
easat-5650	163	11	h	h	NOUN
easat-5650	163	12	to	to	ADP
easat-5650	163	13	the	the	DET
easat-5650	163	14	predicted	predict	VERB
easat-5650	163	15	probability	probability	NOUN
easat-5650	163	16	value	value	NOUN
easat-5650	163	17	i	i	NOUN
easat-5650	163	18	is	be	AUX
easat-5650	163	19	:	:	PUNCT
easat-5650	163	20	1	1	NUM
easat-5650	163	21	i	i	PRON
easat-5650	163	22	j	j	NOUN
easat-5650	164	1	h	h	NOUN
easat-5650	165	1	i	i	PRON
easat-5650	165	2	h	h	VERB
easat-5650	165	3	j	j	NOUN
easat-5650	165	4	e	e	PROPN
easat-5650	165	5	e	e	X
easat-5650	165	6			X
easat-5650	165	7	=	=	PUNCT
easat-5650	165	8	=	=	SYM
easat-5650	165	9			X
easat-5650	165	10	(	(	PUNCT
easat-5650	165	11	19	19	NUM
easat-5650	165	12	)	)	PUNCT
easat-5650	165	13	in	in	ADP
easat-5650	165	14	the	the	DET
easat-5650	165	15	formula	formula	NOUN
easat-5650	165	16	,	,	PUNCT
easat-5650	165	17	e	e	PRON
easat-5650	165	18	represents	represent	VERB
easat-5650	165	19	the	the	DET
easat-5650	165	20	exponential	exponential	ADJ
easat-5650	165	21	function	function	NOUN
easat-5650	165	22	,	,	PUNCT
easat-5650	165	23	i	i	PROPN
easat-5650	165	24	d	d	PROPN
easat-5650	165	25	and	and	CCONJ
easat-5650	165	26	jd	jd	PROPN
easat-5650	165	27	denote	denote	VERB
easat-5650	165	28	the	the	DET
easat-5650	165	29	elements	element	NOUN
easat-5650	165	30	in	in	ADP
easat-5650	165	31	the	the	DET
easat-5650	165	32	fullyconnected	fullyconnecte	VERB
easat-5650	165	33	layer	layer	NOUN
easat-5650	165	34	output	output	NOUN
easat-5650	165	35	vector	vector	NOUN
easat-5650	165	36	h	h	NOUN
easat-5650	165	37	.	.	PUNCT
easat-5650	166	1	1648	1648	NUM
easat-5650	166	2	edelweiss	edelweiss	PROPN
easat-5650	166	3	applied	apply	VERB
easat-5650	166	4	science	science	NOUN
easat-5650	166	5	and	and	CCONJ
easat-5650	166	6	technology	technology	NOUN
easat-5650	166	7	issn	issn	PROPN
easat-5650	166	8	:	:	PUNCT
easat-5650	166	9	2576	2576	NUM
easat-5650	166	10	-	-	SYM
easat-5650	166	11	8484	8484	NUM
easat-5650	166	12	vol	vol	NOUN
easat-5650	166	13	.	.	PROPN
easat-5650	167	1	9	9	NUM
easat-5650	167	2	,	,	PUNCT
easat-5650	167	3	no	no	INTJ
easat-5650	167	4	.	.	NOUN
easat-5650	168	1	3	3	NUM
easat-5650	168	2	:	:	SYM
easat-5650	168	3	1640	1640	NUM
easat-5650	168	4	-	-	SYM
easat-5650	168	5	1654	1654	NUM
easat-5650	168	6	,	,	PUNCT
easat-5650	168	7	2025	2025	NUM
easat-5650	168	8	doi	doi	NOUN
easat-5650	168	9	:	:	PUNCT
easat-5650	168	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	168	11	©	©	PROPN
easat-5650	168	12	2025	2025	NUM
easat-5650	168	13	by	by	ADP
easat-5650	168	14	the	the	DET
easat-5650	168	15	authors	author	NOUN
easat-5650	168	16	;	;	PUNCT
easat-5650	168	17	licensee	licensee	PROPN
easat-5650	168	18	learning	learn	VERB
easat-5650	168	19	gate	gate	NOUN
easat-5650	168	20	in	in	ADP
easat-5650	168	21	the	the	DET
easat-5650	168	22	supply	supply	NOUN
easat-5650	168	23	chain	chain	NOUN
easat-5650	168	24	logistics	logistic	NOUN
easat-5650	168	25	demand	demand	NOUN
easat-5650	168	26	forecasting	forecasting	NOUN
easat-5650	168	27	model	model	NOUN
easat-5650	168	28	,	,	PUNCT
easat-5650	168	29	the	the	DET
easat-5650	168	30	probability	probability	NOUN
easat-5650	168	31	value	value	NOUN
easat-5650	168	32	i	i	NOUN
easat-5650	168	33	corresponding	correspond	VERB
easat-5650	168	34	to	to	ADP
easat-5650	168	35	different	different	ADJ
easat-5650	168	36	supply	supply	NOUN
easat-5650	168	37	chain	chain	NOUN
easat-5650	168	38	logistics	logistic	NOUN
easat-5650	168	39	demand	demand	NOUN
easat-5650	168	40	prediction	prediction	NOUN
easat-5650	168	41	probabilities	probability	NOUN
easat-5650	168	42	.	.	PUNCT
easat-5650	169	1	in	in	ADP
easat-5650	169	2	the	the	DET
easat-5650	169	3	end	end	NOUN
easat-5650	169	4	,	,	PUNCT
easat-5650	169	5	the	the	DET
easat-5650	169	6	model	model	NOUN
easat-5650	169	7	selects	select	VERB
easat-5650	169	8	the	the	DET
easat-5650	169	9	category	category	NOUN
easat-5650	169	10	with	with	ADP
easat-5650	169	11	the	the	DET
easat-5650	169	12	highest	high	ADJ
easat-5650	169	13	probability	probability	NOUN
easat-5650	169	14	as	as	SCONJ
easat-5650	169	15	the	the	DET
easat-5650	169	16	prediction	prediction	NOUN
easat-5650	169	17	result	result	VERB
easat-5650	169	18	y	y	PROPN
easat-5650	169	19	,	,	PUNCT
easat-5650	169	20	i.e	i.e	PROPN
easat-5650	169	21	:	:	PUNCT
easat-5650	169	22	arg	arg	NOUN
easat-5650	170	1	max	max	PROPN
easat-5650	171	1	i	i	PRON
easat-5650	171	2	i	i	VERB
easat-5650	172	1	y	y	PROPN
easat-5650	173	1	=	=	ADV
easat-5650	173	2	(	(	PUNCT
easat-5650	173	3	20	20	NUM
easat-5650	173	4	)	)	PUNCT
easat-5650	173	5	in	in	ADP
easat-5650	173	6	summary	summary	NOUN
easat-5650	173	7	,	,	PUNCT
easat-5650	173	8	the	the	DET
easat-5650	173	9	supply	supply	NOUN
easat-5650	173	10	chain	chain	NOUN
easat-5650	173	11	logistics	logistic	NOUN
easat-5650	173	12	demand	demand	NOUN
easat-5650	173	13	prediction	prediction	NOUN
easat-5650	173	14	model	model	NOUN
easat-5650	173	15	based	base	VERB
easat-5650	173	16	on	on	ADP
easat-5650	173	17	bilstm	bilstm	NOUN
easat-5650	173	18	-	-	PUNCT
easat-5650	173	19	am	am	NOUN
easat-5650	173	20	is	be	AUX
easat-5650	173	21	able	able	ADJ
easat-5650	173	22	to	to	PART
easat-5650	173	23	capture	capture	VERB
easat-5650	173	24	the	the	DET
easat-5650	173	25	dependencies	dependency	NOUN
easat-5650	173	26	and	and	CCONJ
easat-5650	173	27	dynamically	dynamically	ADV
easat-5650	173	28	focus	focus	VERB
easat-5650	173	29	the	the	DET
easat-5650	173	30	important	important	ADJ
easat-5650	173	31	information	information	NOUN
easat-5650	173	32	in	in	ADP
easat-5650	173	33	the	the	DET
easat-5650	173	34	sequence	sequence	NOUN
easat-5650	173	35	data	datum	NOUN
easat-5650	173	36	of	of	ADP
easat-5650	173	37	supply	supply	NOUN
easat-5650	173	38	chain	chain	NOUN
easat-5650	173	39	logistics	logistic	NOUN
easat-5650	173	40	demand	demand	NOUN
easat-5650	173	41	characteristics	characteristic	NOUN
easat-5650	173	42	and	and	CCONJ
easat-5650	173	43	output	output	VERB
easat-5650	173	44	the	the	DET
easat-5650	173	45	final	final	ADJ
easat-5650	173	46	prediction	prediction	NOUN
easat-5650	173	47	results	result	NOUN
easat-5650	173	48	through	through	ADP
easat-5650	173	49	the	the	DET
easat-5650	173	50	collaborative	collaborative	ADJ
easat-5650	173	51	work	work	NOUN
easat-5650	173	52	of	of	ADP
easat-5650	173	53	each	each	DET
easat-5650	173	54	layer	layer	NOUN
easat-5650	173	55	.	.	PUNCT
easat-5650	174	1	2.3.2	2.3.2	X
easat-5650	174	2	.	.	X
easat-5650	174	3	supply	supply	NOUN
easat-5650	174	4	chain	chain	NOUN
easat-5650	174	5	logistics	logistic	NOUN
easat-5650	174	6	demand	demand	NOUN
easat-5650	174	7	forecasting	forecasting	NOUN
easat-5650	174	8	model	model	NOUN
easat-5650	174	9	training	training	NOUN
easat-5650	174	10	model	model	NOUN
easat-5650	174	11	training	training	NOUN
easat-5650	174	12	is	be	AUX
easat-5650	174	13	a	a	DET
easat-5650	174	14	crucial	crucial	ADJ
easat-5650	174	15	step	step	NOUN
easat-5650	174	16	in	in	ADP
easat-5650	174	17	developing	develop	VERB
easat-5650	174	18	the	the	DET
easat-5650	174	19	supply	supply	NOUN
easat-5650	174	20	chain	chain	NOUN
easat-5650	174	21	logistics	logistic	NOUN
easat-5650	174	22	demand	demand	NOUN
easat-5650	174	23	forecasting	forecasting	NOUN
easat-5650	174	24	model	model	NOUN
easat-5650	174	25	.	.	PUNCT
easat-5650	175	1	this	this	DET
easat-5650	175	2	paper	paper	NOUN
easat-5650	175	3	uses	use	VERB
easat-5650	175	4	the	the	DET
easat-5650	175	5	gradient	gradient	ADJ
easat-5650	175	6	descent	descent	NOUN
easat-5650	175	7	method	method	NOUN
easat-5650	175	8	as	as	ADP
easat-5650	175	9	the	the	DET
easat-5650	175	10	optimization	optimization	NOUN
easat-5650	175	11	algorithm	algorithm	NOUN
easat-5650	175	12	and	and	CCONJ
easat-5650	175	13	calculates	calculate	VERB
easat-5650	175	14	the	the	DET
easat-5650	175	15	logarithmic	logarithmic	ADJ
easat-5650	175	16	loss	loss	NOUN
easat-5650	175	17	between	between	ADP
easat-5650	175	18	the	the	DET
easat-5650	175	19	predicted	predict	VERB
easat-5650	175	20	and	and	CCONJ
easat-5650	175	21	actual	actual	ADJ
easat-5650	175	22	results	result	NOUN
easat-5650	175	23	using	use	VERB
easat-5650	175	24	the	the	DET
easat-5650	175	25	cross	cross	ADJ
easat-5650	175	26	-	-	ADJ
easat-5650	175	27	entropy	entropy	ADJ
easat-5650	175	28	loss	loss	NOUN
easat-5650	175	29	function	function	NOUN
easat-5650	175	30	.	.	PUNCT
easat-5650	176	1	through	through	ADP
easat-5650	176	2	iterative	iterative	NOUN
easat-5650	176	3	training	training	NOUN
easat-5650	176	4	,	,	PUNCT
easat-5650	176	5	the	the	DET
easat-5650	176	6	gradient	gradient	ADJ
easat-5650	176	7	descent	descent	NOUN
easat-5650	176	8	method	method	NOUN
easat-5650	176	9	continuously	continuously	ADV
easat-5650	176	10	adjusts	adjust	VERB
easat-5650	176	11	the	the	DET
easat-5650	176	12	parameters	parameter	NOUN
easat-5650	176	13	of	of	ADP
easat-5650	176	14	each	each	DET
easat-5650	176	15	layer	layer	NOUN
easat-5650	176	16	of	of	ADP
easat-5650	176	17	the	the	DET
easat-5650	176	18	prediction	prediction	NOUN
easat-5650	176	19	model	model	NOUN
easat-5650	176	20	to	to	PART
easat-5650	176	21	minimize	minimize	VERB
easat-5650	176	22	the	the	DET
easat-5650	176	23	cross	cross	ADJ
easat-5650	176	24	-	-	ADJ
easat-5650	176	25	entropy	entropy	ADJ
easat-5650	176	26	loss	loss	NOUN
easat-5650	176	27	function	function	NOUN
easat-5650	176	28	.	.	PUNCT
easat-5650	177	1	in	in	ADP
easat-5650	177	2	each	each	DET
easat-5650	177	3	iteration	iteration	NOUN
easat-5650	177	4	,	,	PUNCT
easat-5650	177	5	the	the	DET
easat-5650	177	6	model	model	NOUN
easat-5650	177	7	updates	update	VERB
easat-5650	177	8	the	the	DET
easat-5650	177	9	parameters	parameter	NOUN
easat-5650	177	10	according	accord	VERB
easat-5650	177	11	to	to	ADP
easat-5650	177	12	the	the	DET
easat-5650	177	13	gradient	gradient	NOUN
easat-5650	177	14	of	of	ADP
easat-5650	177	15	the	the	DET
easat-5650	177	16	current	current	ADJ
easat-5650	177	17	parameters	parameter	NOUN
easat-5650	177	18	(	(	PUNCT
easat-5650	177	19	i.e.	i.e.	X
easat-5650	177	20	,	,	PUNCT
easat-5650	177	21	the	the	DET
easat-5650	177	22	partial	partial	ADJ
easat-5650	177	23	derivatives	derivative	NOUN
easat-5650	177	24	of	of	ADP
easat-5650	177	25	the	the	DET
easat-5650	177	26	loss	loss	NOUN
easat-5650	177	27	function	function	NOUN
easat-5650	177	28	to	to	ADP
easat-5650	177	29	the	the	DET
easat-5650	177	30	parameters	parameter	NOUN
easat-5650	177	31	)	)	PUNCT
easat-5650	177	32	.	.	PUNCT
easat-5650	178	1	this	this	DET
easat-5650	178	2	process	process	NOUN
easat-5650	178	3	continues	continue	VERB
easat-5650	178	4	until	until	SCONJ
easat-5650	178	5	the	the	DET
easat-5650	178	6	number	number	NOUN
easat-5650	178	7	of	of	ADP
easat-5650	178	8	iterations	iteration	NOUN
easat-5650	178	9	reaches	reach	VERB
easat-5650	178	10	a	a	DET
easat-5650	178	11	preset	preset	ADJ
easat-5650	178	12	upper	upper	ADJ
easat-5650	178	13	limit	limit	NOUN
easat-5650	178	14	.	.	PUNCT
easat-5650	179	1	through	through	ADP
easat-5650	179	2	such	such	ADJ
easat-5650	179	3	iterative	iterative	NOUN
easat-5650	179	4	training	training	NOUN
easat-5650	179	5	,	,	PUNCT
easat-5650	179	6	the	the	DET
easat-5650	179	7	parameters	parameter	NOUN
easat-5650	179	8	of	of	ADP
easat-5650	179	9	the	the	DET
easat-5650	179	10	supply	supply	NOUN
easat-5650	179	11	chain	chain	NOUN
easat-5650	179	12	logistics	logistic	NOUN
easat-5650	179	13	demand	demand	NOUN
easat-5650	179	14	prediction	prediction	NOUN
easat-5650	179	15	model	model	NOUN
easat-5650	179	16	will	will	AUX
easat-5650	179	17	be	be	AUX
easat-5650	179	18	gradually	gradually	ADV
easat-5650	179	19	adjusted	adjust	VERB
easat-5650	179	20	to	to	ADP
easat-5650	179	21	the	the	DET
easat-5650	179	22	optimal	optimal	ADJ
easat-5650	179	23	state	state	NOUN
easat-5650	179	24	,	,	PUNCT
easat-5650	179	25	so	so	SCONJ
easat-5650	179	26	that	that	SCONJ
easat-5650	179	27	the	the	DET
easat-5650	179	28	model	model	NOUN
easat-5650	179	29	's	's	PART
easat-5650	179	30	performance	performance	NOUN
easat-5650	179	31	(	(	PUNCT
easat-5650	179	32	i.e.	i.e.	X
easat-5650	179	33	,	,	PUNCT
easat-5650	179	34	prediction	prediction	NOUN
easat-5650	179	35	accuracy	accuracy	NOUN
easat-5650	179	36	)	)	PUNCT
easat-5650	179	37	on	on	ADP
easat-5650	179	38	the	the	DET
easat-5650	179	39	test	test	NOUN
easat-5650	179	40	set	set	NOUN
easat-5650	179	41	reaches	reach	VERB
easat-5650	179	42	the	the	DET
easat-5650	179	43	best	good	ADJ
easat-5650	179	44	.	.	PUNCT
easat-5650	180	1	in	in	ADP
easat-5650	180	2	this	this	DET
easat-5650	180	3	way	way	NOUN
easat-5650	180	4	,	,	PUNCT
easat-5650	180	5	the	the	DET
easat-5650	180	6	model	model	NOUN
easat-5650	180	7	can	can	AUX
easat-5650	180	8	better	well	ADV
easat-5650	180	9	capture	capture	VERB
easat-5650	180	10	the	the	DET
easat-5650	180	11	dynamic	dynamic	ADJ
easat-5650	180	12	changes	change	NOUN
easat-5650	180	13	of	of	ADP
easat-5650	180	14	supply	supply	NOUN
easat-5650	180	15	chain	chain	NOUN
easat-5650	180	16	logistics	logistic	NOUN
easat-5650	180	17	demand	demand	NOUN
easat-5650	180	18	and	and	CCONJ
easat-5650	180	19	provide	provide	VERB
easat-5650	180	20	powerful	powerful	ADJ
easat-5650	180	21	support	support	NOUN
easat-5650	180	22	for	for	ADP
easat-5650	180	23	the	the	DET
easat-5650	180	24	logistics	logistic	NOUN
easat-5650	180	25	decision	decision	NOUN
easat-5650	180	26	-	-	PUNCT
easat-5650	180	27	making	making	NOUN
easat-5650	180	28	of	of	ADP
easat-5650	180	29	enterprises	enterprise	NOUN
easat-5650	180	30	.	.	PUNCT
easat-5650	181	1	the	the	DET
easat-5650	181	2	cross	cross	ADJ
easat-5650	181	3	-	-	ADJ
easat-5650	181	4	entropy	entropy	ADJ
easat-5650	181	5	loss	loss	NOUN
easat-5650	181	6	function	function	NOUN
easat-5650	181	7	f	f	PROPN
easat-5650	181	8	is	be	AUX
easat-5650	181	9	described	describe	VERB
easat-5650	181	10	as	as	ADP
easat-5650	181	11	:	:	PUNCT
easat-5650	181	12	1	1	NUM
easat-5650	181	13	lg	lg	NOUN
easat-5650	181	14	(	(	PUNCT
easat-5650	181	15	1	1	X
easat-5650	181	16	)	)	PUNCT
easat-5650	181	17	lg(1	lg(1	NOUN
easat-5650	181	18	)	)	PUNCT
easat-5650	181	19	m	m	VERB
easat-5650	182	1	i	i	INTJ
easat-5650	183	1	i	i	PRON
easat-5650	184	1	i	i	PRON
easat-5650	185	1	i	i	PRON
easat-5650	186	1	i	i	PRON
easat-5650	186	2	f	f	VERB
easat-5650	187	1	y	y	PROPN
easat-5650	187	2	y	y	PROPN
easat-5650	187	3	y	y	PROPN
easat-5650	187	4	y	y	PROPN
easat-5650	187	5	=	=	PUNCT
easat-5650	188	1	=	=	PUNCT
easat-5650	189	1	+	+	NUM
easat-5650	189	2	−	−	NOUN
easat-5650	189	3	−	−	NOUN
easat-5650	189	4	(	(	PUNCT
easat-5650	189	5	21	21	NUM
easat-5650	189	6	)	)	PUNCT
easat-5650	189	7	in	in	ADP
easat-5650	189	8	the	the	DET
easat-5650	189	9	formula	formula	NOUN
easat-5650	189	10	,	,	PUNCT
easat-5650	189	11	iy	iy	PROPN
easat-5650	189	12	represents	represent	VERB
easat-5650	189	13	the	the	DET
easat-5650	189	14	output	output	NOUN
easat-5650	189	15	of	of	ADP
easat-5650	189	16	the	the	DET
easat-5650	189	17	prediction	prediction	NOUN
easat-5650	189	18	model	model	NOUN
easat-5650	189	19	in	in	ADP
easat-5650	189	20	this	this	DET
easat-5650	189	21	paper	paper	NOUN
easat-5650	189	22	,	,	PUNCT
easat-5650	189	23	iy	iy	PROPN
easat-5650	189	24	represents	represent	VERB
easat-5650	189	25	the	the	DET
easat-5650	189	26	actual	actual	ADJ
easat-5650	189	27	result	result	NOUN
easat-5650	189	28	.	.	PUNCT
easat-5650	190	1	m	m	PROPN
easat-5650	190	2	represents	represent	VERB
easat-5650	190	3	the	the	DET
easat-5650	190	4	number	number	NOUN
easat-5650	190	5	of	of	ADP
easat-5650	190	6	training	training	NOUN
easat-5650	190	7	samples	sample	NOUN
easat-5650	190	8	.	.	PUNCT
easat-5650	191	1	the	the	DET
easat-5650	191	2	time	time	NOUN
easat-5650	191	3	series	series	PROPN
easat-5650	191	4	information	information	NOUN
easat-5650	191	5	of	of	ADP
easat-5650	191	6	supply	supply	NOUN
easat-5650	191	7	chain	chain	NOUN
easat-5650	191	8	logistics	logistic	NOUN
easat-5650	191	9	demand	demand	NOUN
easat-5650	191	10	characteristics	characteristic	NOUN
easat-5650	191	11	obtained	obtain	VERB
easat-5650	191	12	through	through	ADP
easat-5650	191	13	subsection	subsection	NOUN
easat-5650	191	14	2.2	2.2	NUM
easat-5650	191	15	is	be	AUX
easat-5650	191	16	inputted	inputte	VERB
easat-5650	191	17	into	into	ADP
easat-5650	191	18	the	the	DET
easat-5650	191	19	trained	train	VERB
easat-5650	191	20	supply	supply	NOUN
easat-5650	191	21	chain	chain	NOUN
easat-5650	191	22	logistics	logistic	NOUN
easat-5650	191	23	demand	demand	NOUN
easat-5650	191	24	prediction	prediction	NOUN
easat-5650	191	25	model	model	NOUN
easat-5650	191	26	,	,	PUNCT
easat-5650	191	27	and	and	CCONJ
easat-5650	191	28	the	the	DET
easat-5650	191	29	output	output	NOUN
easat-5650	191	30	of	of	ADP
easat-5650	191	31	the	the	DET
easat-5650	191	32	model	model	NOUN
easat-5650	191	33	is	be	AUX
easat-5650	191	34	the	the	DET
easat-5650	191	35	result	result	NOUN
easat-5650	191	36	of	of	ADP
easat-5650	191	37	supply	supply	NOUN
easat-5650	191	38	chain	chain	NOUN
easat-5650	191	39	logistics	logistic	NOUN
easat-5650	191	40	demand	demand	NOUN
easat-5650	191	41	prediction	prediction	NOUN
easat-5650	191	42	,	,	PUNCT
easat-5650	191	43	i.e.	i.e.	X
easat-5650	191	44	,	,	PUNCT
easat-5650	191	45	in	in	ADP
easat-5650	191	46	the	the	DET
easat-5650	191	47	future	future	ADJ
easat-5650	191	48	period	period	NOUN
easat-5650	191	49	of	of	ADP
easat-5650	191	50	time	time	NOUN
easat-5650	191	51	(	(	PUNCT
easat-5650	191	52	e.g.	e.g.	ADV
easat-5650	191	53	,	,	PUNCT
easat-5650	191	54	weekly	weekly	ADJ
easat-5650	191	55	,	,	PUNCT
easat-5650	191	56	monthly	monthly	ADJ
easat-5650	191	57	,	,	PUNCT
easat-5650	191	58	quarterly	quarterly	ADJ
easat-5650	191	59	,	,	PUNCT
easat-5650	191	60	etc	etc	X
easat-5650	191	61	.	.	X
easat-5650	191	62	)	)	PUNCT
easat-5650	191	63	,	,	PUNCT
easat-5650	191	64	the	the	DET
easat-5650	191	65	supply	supply	NOUN
easat-5650	191	66	chain	chain	NOUN
easat-5650	191	67	parties	party	NOUN
easat-5650	191	68	'	'	PART
easat-5650	191	69	logistics	logistic	NOUN
easat-5650	191	70	prediction	prediction	NOUN
easat-5650	191	71	of	of	ADP
easat-5650	191	72	the	the	DET
easat-5650	191	73	demand	demand	NOUN
easat-5650	191	74	for	for	ADP
easat-5650	191	75	transportation	transportation	NOUN
easat-5650	191	76	,	,	PUNCT
easat-5650	191	77	warehousing	warehousing	NOUN
easat-5650	191	78	and	and	CCONJ
easat-5650	191	79	other	other	ADJ
easat-5650	191	80	logistics	logistic	NOUN
easat-5650	191	81	demand	demand	NOUN
easat-5650	191	82	values	value	NOUN
easat-5650	191	83	.	.	PUNCT
easat-5650	192	1	3	3	X
easat-5650	192	2	.	.	X
easat-5650	192	3	experimental	experimental	ADJ
easat-5650	192	4	analysis	analysis	NOUN
easat-5650	192	5	the	the	DET
easat-5650	192	6	supply	supply	NOUN
easat-5650	192	7	chain	chain	NOUN
easat-5650	192	8	of	of	ADP
easat-5650	192	9	an	an	DET
easat-5650	192	10	office	office	NOUN
easat-5650	192	11	furniture	furniture	NOUN
easat-5650	192	12	manufacturer	manufacturer	NOUN
easat-5650	192	13	is	be	AUX
easat-5650	192	14	the	the	DET
easat-5650	192	15	experimental	experimental	ADJ
easat-5650	192	16	object	object	NOUN
easat-5650	192	17	,	,	PUNCT
easat-5650	192	18	and	and	CCONJ
easat-5650	192	19	the	the	DET
easat-5650	192	20	application	application	NOUN
easat-5650	192	21	effect	effect	NOUN
easat-5650	192	22	of	of	ADP
easat-5650	192	23	the	the	DET
easat-5650	192	24	deep	deep	ADJ
easat-5650	192	25	learning	learning	NOUN
easat-5650	192	26	-	-	PUNCT
easat-5650	192	27	based	base	VERB
easat-5650	192	28	supply	supply	NOUN
easat-5650	192	29	chain	chain	NOUN
easat-5650	192	30	logistics	logistic	NOUN
easat-5650	192	31	demand	demand	NOUN
easat-5650	192	32	forecasting	forecasting	NOUN
easat-5650	192	33	algorithm	algorithm	NOUN
easat-5650	192	34	proposed	propose	VERB
easat-5650	192	35	in	in	ADP
easat-5650	192	36	this	this	DET
easat-5650	192	37	paper	paper	NOUN
easat-5650	192	38	is	be	AUX
easat-5650	192	39	experimented	experiment	VERB
easat-5650	192	40	.	.	PUNCT
easat-5650	193	1	the	the	DET
easat-5650	193	2	enterprise	enterprise	NOUN
easat-5650	193	3	specializes	specialize	VERB
easat-5650	193	4	in	in	ADP
easat-5650	193	5	the	the	DET
easat-5650	193	6	design	design	NOUN
easat-5650	193	7	,	,	PUNCT
easat-5650	193	8	manufacture	manufacture	NOUN
easat-5650	193	9	and	and	CCONJ
easat-5650	193	10	sale	sale	NOUN
easat-5650	193	11	of	of	ADP
easat-5650	193	12	office	office	NOUN
easat-5650	193	13	furniture	furniture	NOUN
easat-5650	193	14	,	,	PUNCT
easat-5650	193	15	and	and	CCONJ
easat-5650	193	16	has	have	VERB
easat-5650	193	17	a	a	DET
easat-5650	193	18	perfect	perfect	ADJ
easat-5650	193	19	production	production	NOUN
easat-5650	193	20	process	process	NOUN
easat-5650	193	21	and	and	CCONJ
easat-5650	193	22	quality	quality	NOUN
easat-5650	193	23	control	control	NOUN
easat-5650	193	24	system	system	NOUN
easat-5650	193	25	.	.	PUNCT
easat-5650	194	1	upstream	upstream	PROPN
easat-5650	194	2	are	be	AUX
easat-5650	194	3	raw	raw	ADJ
easat-5650	194	4	material	material	NOUN
easat-5650	194	5	suppliers	supplier	NOUN
easat-5650	194	6	and	and	CCONJ
easat-5650	194	7	component	component	NOUN
easat-5650	194	8	manufacturers	manufacturer	NOUN
easat-5650	194	9	,	,	PUNCT
easat-5650	194	10	which	which	PRON
easat-5650	194	11	provide	provide	VERB
easat-5650	194	12	raw	raw	ADJ
easat-5650	194	13	materials	material	NOUN
easat-5650	194	14	and	and	CCONJ
easat-5650	194	15	components	component	NOUN
easat-5650	194	16	such	such	ADJ
easat-5650	194	17	as	as	ADP
easat-5650	194	18	wood	wood	NOUN
easat-5650	194	19	,	,	PUNCT
easat-5650	194	20	metal	metal	NOUN
easat-5650	194	21	,	,	PUNCT
easat-5650	194	22	hardware	hardware	NOUN
easat-5650	194	23	and	and	CCONJ
easat-5650	194	24	accessories	accessory	NOUN
easat-5650	194	25	required	require	VERB
easat-5650	194	26	for	for	ADP
easat-5650	194	27	the	the	DET
easat-5650	194	28	production	production	NOUN
easat-5650	194	29	of	of	ADP
easat-5650	194	30	office	office	NOUN
easat-5650	194	31	furniture	furniture	NOUN
easat-5650	194	32	.	.	PUNCT
easat-5650	195	1	downstream	downstream	PROPN
easat-5650	195	2	are	be	AUX
easat-5650	195	3	the	the	DET
easat-5650	195	4	sellers	seller	NOUN
easat-5650	195	5	and	and	CCONJ
easat-5650	195	6	final	final	ADJ
easat-5650	195	7	consumers	consumer	NOUN
easat-5650	195	8	,	,	PUNCT
easat-5650	195	9	who	who	PRON
easat-5650	195	10	are	be	AUX
easat-5650	195	11	responsible	responsible	ADJ
easat-5650	195	12	for	for	ADP
easat-5650	195	13	bringing	bring	VERB
easat-5650	195	14	office	office	NOUN
easat-5650	195	15	furniture	furniture	NOUN
easat-5650	195	16	products	product	NOUN
easat-5650	195	17	to	to	ADP
easat-5650	195	18	the	the	DET
easat-5650	195	19	market	market	NOUN
easat-5650	195	20	to	to	PART
easat-5650	195	21	meet	meet	VERB
easat-5650	195	22	the	the	DET
easat-5650	195	23	office	office	NOUN
easat-5650	195	24	needs	need	NOUN
easat-5650	195	25	of	of	ADP
easat-5650	195	26	enterprises	enterprise	NOUN
easat-5650	195	27	and	and	CCONJ
easat-5650	195	28	individuals	individual	NOUN
easat-5650	195	29	.	.	PUNCT
easat-5650	196	1	the	the	DET
easat-5650	196	2	main	main	ADJ
easat-5650	196	3	experimental	experimental	ADJ
easat-5650	196	4	parameters	parameter	NOUN
easat-5650	196	5	of	of	ADP
easat-5650	196	6	this	this	DET
easat-5650	196	7	experiment	experiment	NOUN
easat-5650	196	8	are	be	AUX
easat-5650	196	9	shown	show	VERB
easat-5650	196	10	in	in	ADP
easat-5650	196	11	table	table	NOUN
easat-5650	196	12	1	1	NUM
easat-5650	196	13	.	.	PUNCT
easat-5650	197	1	the	the	DET
easat-5650	197	2	experimental	experimental	ADJ
easat-5650	197	3	platform	platform	NOUN
easat-5650	197	4	is	be	AUX
easat-5650	197	5	shown	show	VERB
easat-5650	197	6	in	in	ADP
easat-5650	197	7	figure	figure	NOUN
easat-5650	197	8	3	3	NUM
easat-5650	197	9	.	.	NOUN
easat-5650	197	10	1649	1649	NUM
easat-5650	197	11	edelweiss	edelweiss	PROPN
easat-5650	197	12	applied	apply	VERB
easat-5650	197	13	science	science	NOUN
easat-5650	197	14	and	and	CCONJ
easat-5650	197	15	technology	technology	NOUN
easat-5650	197	16	issn	issn	PROPN
easat-5650	197	17	:	:	PUNCT
easat-5650	197	18	2576	2576	NUM
easat-5650	197	19	-	-	SYM
easat-5650	197	20	8484	8484	NUM
easat-5650	197	21	vol	vol	NOUN
easat-5650	197	22	.	.	PROPN
easat-5650	198	1	9	9	NUM
easat-5650	198	2	,	,	PUNCT
easat-5650	198	3	no	no	INTJ
easat-5650	198	4	.	.	NOUN
easat-5650	199	1	3	3	NUM
easat-5650	199	2	:	:	SYM
easat-5650	199	3	1640	1640	NUM
easat-5650	199	4	-	-	SYM
easat-5650	199	5	1654	1654	NUM
easat-5650	199	6	,	,	PUNCT
easat-5650	199	7	2025	2025	NUM
easat-5650	199	8	doi	doi	NOUN
easat-5650	199	9	:	:	PUNCT
easat-5650	199	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	199	11	©	©	PROPN
easat-5650	199	12	2025	2025	NUM
easat-5650	199	13	by	by	ADP
easat-5650	199	14	the	the	DET
easat-5650	199	15	authors	author	NOUN
easat-5650	199	16	;	;	PUNCT
easat-5650	199	17	licensee	licensee	PROPN
easat-5650	199	18	learning	learn	VERB
easat-5650	199	19	gate	gate	NOUN
easat-5650	199	20	table	table	NOUN
easat-5650	199	21	1	1	NUM
easat-5650	199	22	.	.	PUNCT
easat-5650	199	23	main	main	ADJ
easat-5650	199	24	parameters	parameter	NOUN
easat-5650	199	25	of	of	ADP
easat-5650	199	26	the	the	DET
easat-5650	199	27	experiment	experiment	NOUN
easat-5650	199	28	parameter	parameter	NOUN
easat-5650	199	29	name	name	NOUN
easat-5650	199	30	selection	selection	NOUN
easat-5650	199	31	/	/	SYM
easat-5650	199	32	value	value	NOUN
easat-5650	199	33	server	server	NOUN
easat-5650	199	34	nc	nc	PROPN
easat-5650	199	35	-	-	PROPN
easat-5650	199	36	r620	r620	PROPN
easat-5650	199	37	g40	g40	NOUN
easat-5650	199	38	gateway	gateway	NOUN
easat-5650	199	39	h3c	h3c	PROPN
easat-5650	199	40	-	-	PUNCT
easat-5650	199	41	f1000	f1000	ADJ
easat-5650	199	42	-	-	PUNCT
easat-5650	199	43	c	c	NOUN
easat-5650	199	44	-	-	PUNCT
easat-5650	199	45	g5	g5	NOUN
easat-5650	199	46	-	-	PUNCT
easat-5650	199	47	li	li	NOUN
easat-5650	199	48	lof	lof	PROPN
easat-5650	199	49	critical	critical	ADJ
easat-5650	199	50	value	value	NOUN
easat-5650	199	51	1	1	NUM
easat-5650	199	52	lstm	lstm	NOUN
easat-5650	199	53	unit	unit	NOUN
easat-5650	199	54	hidden	hide	VERB
easat-5650	199	55	layer	layer	NOUN
easat-5650	199	56	4	4	NUM
easat-5650	199	57	number	number	NOUN
easat-5650	199	58	of	of	ADP
easat-5650	199	59	hidden	hide	VERB
easat-5650	199	60	layer	layer	NOUN
easat-5650	199	61	neurons	neuron	NOUN
easat-5650	199	62	50	50	NUM
easat-5650	199	63	maximum	maximum	ADJ
easat-5650	199	64	number	number	NOUN
easat-5650	199	65	of	of	ADP
easat-5650	199	66	iterations	iteration	NOUN
easat-5650	199	67	100	100	NUM
easat-5650	199	68	time	time	NOUN
easat-5650	199	69	step	step	NOUN
easat-5650	199	70	8	8	NUM
easat-5650	199	71	batch	batch	NOUN
easat-5650	199	72	size	size	NOUN
easat-5650	199	73	72	72	NUM
easat-5650	199	74	initial	initial	ADJ
easat-5650	199	75	learning	learning	NOUN
easat-5650	199	76	rate	rate	NOUN
easat-5650	199	77	0.1	0.1	NUM
easat-5650	199	78	attenuation	attenuation	NOUN
easat-5650	199	79	learning	learning	NOUN
easat-5650	199	80	rate	rate	NOUN
easat-5650	199	81	0.95	0.95	NUM
easat-5650	199	82	erpsystemcrmsystem	erpsystemcrmsystem	NOUN
easat-5650	199	83	wms	wms	NOUN
easat-5650	199	84	system	system	NOUN
easat-5650	199	85	tmssystem	tmssystem	NOUN
easat-5650	199	86	circulation	circulation	NOUN
easat-5650	199	87	of	of	ADP
easat-5650	199	88	real	real	ADJ
easat-5650	199	89	right	right	ADJ
easat-5650	199	90	executive	executive	ADJ
easat-5650	199	91	control	control	NOUN
easat-5650	199	92	supply	supply	NOUN
easat-5650	199	93	chain	chain	VERB
easat-5650	199	94	digital	digital	ADJ
easat-5650	199	95	platform	platform	NOUN
easat-5650	199	96	data	data	PROPN
easat-5650	199	97	data	data	PROPN
easat-5650	199	98	transmission	transmission	NOUN
easat-5650	199	99	information	information	NOUN
easat-5650	199	100	synchronization	synchronization	NOUN
easat-5650	199	101	logistics	logistic	NOUN
easat-5650	199	102	connection	connection	NOUN
easat-5650	199	103	transport	transport	NOUN
easat-5650	199	104	service	service	NOUN
easat-5650	199	105	warehousing	warehousing	NOUN
easat-5650	199	106	service	service	NOUN
easat-5650	199	107	seller	seller	NOUN
easat-5650	199	108	commodity	commodity	NOUN
easat-5650	199	109	trade	trade	NOUN
easat-5650	199	110	supplier	supplier	NOUN
easat-5650	199	111	data	datum	NOUN
easat-5650	199	112	processing	processing	NOUN
easat-5650	199	113	center	center	NOUN
easat-5650	199	114	data	data	NOUN
easat-5650	199	115	transmission	transmission	NOUN
easat-5650	199	116	figure	figure	NOUN
easat-5650	199	117	3	3	NUM
easat-5650	199	118	.	.	PUNCT
easat-5650	199	119	experimental	experimental	ADJ
easat-5650	199	120	platform	platform	NOUN
easat-5650	199	121	built	build	VERB
easat-5650	199	122	.	.	PUNCT
easat-5650	200	1	utilizing	utilize	VERB
easat-5650	200	2	the	the	DET
easat-5650	200	3	built	build	VERB
easat-5650	200	4	experimental	experimental	ADJ
easat-5650	200	5	platform	platform	NOUN
easat-5650	200	6	,	,	PUNCT
easat-5650	200	7	collect	collect	VERB
easat-5650	200	8	data	datum	NOUN
easat-5650	200	9	related	relate	VERB
easat-5650	200	10	to	to	PART
easat-5650	200	11	supply	supply	VERB
easat-5650	200	12	chain	chain	NOUN
easat-5650	200	13	logistics	logistic	NOUN
easat-5650	200	14	demand	demand	NOUN
easat-5650	200	15	,	,	PUNCT
easat-5650	200	16	construct	construct	VERB
easat-5650	200	17	the	the	DET
easat-5650	200	18	original	original	ADJ
easat-5650	200	19	data	datum	NOUN
easat-5650	200	20	set	set	VERB
easat-5650	200	21	of	of	ADP
easat-5650	200	22	supply	supply	NOUN
easat-5650	200	23	chain	chain	NOUN
easat-5650	200	24	logistics	logistic	NOUN
easat-5650	200	25	demand	demand	NOUN
easat-5650	200	26	,	,	PUNCT
easat-5650	200	27	and	and	CCONJ
easat-5650	200	28	the	the	DET
easat-5650	200	29	distribution	distribution	NOUN
easat-5650	200	30	of	of	ADP
easat-5650	200	31	part	part	NOUN
easat-5650	200	32	of	of	ADP
easat-5650	200	33	the	the	DET
easat-5650	200	34	original	original	ADJ
easat-5650	200	35	data	datum	NOUN
easat-5650	200	36	is	be	AUX
easat-5650	200	37	shown	show	VERB
easat-5650	200	38	in	in	ADP
easat-5650	200	39	fig	fig	NOUN
easat-5650	200	40	.	.	PUNCT
easat-5650	201	1	4	4	X
easat-5650	201	2	.	.	X
easat-5650	201	3	using	use	VERB
easat-5650	201	4	the	the	DET
easat-5650	201	5	local	local	ADJ
easat-5650	201	6	outlier	outlier	NOUN
easat-5650	201	7	factor	factor	NOUN
easat-5650	201	8	to	to	PART
easat-5650	201	9	remove	remove	VERB
easat-5650	201	10	the	the	DET
easat-5650	201	11	outliers	outlier	NOUN
easat-5650	201	12	in	in	ADP
easat-5650	201	13	the	the	DET
easat-5650	201	14	data	data	NOUN
easat-5650	201	15	set	set	VERB
easat-5650	201	16	,	,	PUNCT
easat-5650	201	17	the	the	DET
easat-5650	201	18	outlier	outlier	NOUN
easat-5650	201	19	removal	removal	NOUN
easat-5650	201	20	effect	effect	NOUN
easat-5650	201	21	is	be	AUX
easat-5650	201	22	shown	show	VERB
easat-5650	201	23	in	in	ADP
easat-5650	201	24	figure	figure	NOUN
easat-5650	201	25	5	5	NUM
easat-5650	201	26	.	.	PUNCT
easat-5650	201	27	from	from	ADP
easat-5650	201	28	the	the	DET
easat-5650	201	29	supply	supply	NOUN
easat-5650	201	30	chain	chain	NOUN
easat-5650	201	31	logistics	logistic	NOUN
easat-5650	201	32	demand	demand	NOUN
easat-5650	201	33	dataset	dataset	VERB
easat-5650	201	34	after	after	ADP
easat-5650	201	35	removing	remove	VERB
easat-5650	201	36	the	the	DET
easat-5650	201	37	outliers	outlier	NOUN
easat-5650	201	38	,	,	PUNCT
easat-5650	201	39	extract	extract	VERB
easat-5650	201	40	the	the	DET
easat-5650	201	41	feature	feature	NOUN
easat-5650	201	42	items	item	NOUN
easat-5650	201	43	that	that	PRON
easat-5650	201	44	have	have	VERB
easat-5650	201	45	a	a	DET
easat-5650	201	46	close	close	ADJ
easat-5650	201	47	relationship	relationship	NOUN
easat-5650	201	48	with	with	ADP
easat-5650	201	49	the	the	DET
easat-5650	201	50	supply	supply	NOUN
easat-5650	201	51	chain	chain	NOUN
easat-5650	201	52	logistics	logistic	NOUN
easat-5650	201	53	demand	demand	NOUN
easat-5650	201	54	,	,	PUNCT
easat-5650	201	55	and	and	CCONJ
easat-5650	201	56	construct	construct	VERB
easat-5650	201	57	the	the	DET
easat-5650	201	58	time	time	NOUN
easat-5650	201	59	series	series	PROPN
easat-5650	201	60	collection	collection	NOUN
easat-5650	201	61	of	of	ADP
easat-5650	201	62	supply	supply	NOUN
easat-5650	201	63	chain	chain	NOUN
easat-5650	201	64	logistics	logistic	NOUN
easat-5650	201	65	demand	demand	NOUN
easat-5650	201	66	features	feature	NOUN
easat-5650	201	67	.	.	PUNCT
easat-5650	202	1	a	a	DET
easat-5650	202	2	supply	supply	NOUN
easat-5650	202	3	chain	chain	NOUN
easat-5650	202	4	logistics	logistic	NOUN
easat-5650	202	5	demand	demand	NOUN
easat-5650	202	6	prediction	prediction	NOUN
easat-5650	202	7	model	model	NOUN
easat-5650	202	8	based	base	VERB
easat-5650	202	9	on	on	ADP
easat-5650	202	10	bilstm	bilstm	NOUN
easat-5650	202	11	-	-	PUNCT
easat-5650	202	12	am	am	NOUN
easat-5650	202	13	is	be	AUX
easat-5650	202	14	established	establish	VERB
easat-5650	202	15	,	,	PUNCT
easat-5650	202	16	and	and	CCONJ
easat-5650	202	17	the	the	DET
easat-5650	202	18	model	model	NOUN
easat-5650	202	19	is	be	AUX
easat-5650	202	20	used	use	VERB
easat-5650	202	21	to	to	PART
easat-5650	202	22	realize	realize	VERB
easat-5650	202	23	the	the	DET
easat-5650	202	24	prediction	prediction	NOUN
easat-5650	202	25	of	of	ADP
easat-5650	202	26	supply	supply	NOUN
easat-5650	202	27	chain	chain	NOUN
easat-5650	202	28	logistics	logistic	NOUN
easat-5650	202	29	demand	demand	NOUN
easat-5650	202	30	,	,	PUNCT
easat-5650	202	31	and	and	CCONJ
easat-5650	202	32	the	the	DET
easat-5650	202	33	results	result	NOUN
easat-5650	202	34	are	be	AUX
easat-5650	202	35	shown	show	VERB
easat-5650	202	36	in	in	ADP
easat-5650	202	37	figure	figure	NOUN
easat-5650	202	38	6	6	NUM
easat-5650	202	39	.	.	NOUN
easat-5650	202	40	1650	1650	NUM
easat-5650	202	41	edelweiss	edelweiss	PROPN
easat-5650	202	42	applied	apply	VERB
easat-5650	202	43	science	science	NOUN
easat-5650	202	44	and	and	CCONJ
easat-5650	202	45	technology	technology	NOUN
easat-5650	202	46	issn	issn	PROPN
easat-5650	202	47	:	:	PUNCT
easat-5650	202	48	2576	2576	NUM
easat-5650	202	49	-	-	SYM
easat-5650	202	50	8484	8484	NUM
easat-5650	202	51	vol	vol	NOUN
easat-5650	202	52	.	.	PROPN
easat-5650	203	1	9	9	NUM
easat-5650	203	2	,	,	PUNCT
easat-5650	203	3	no	no	INTJ
easat-5650	203	4	.	.	NOUN
easat-5650	204	1	3	3	NUM
easat-5650	204	2	:	:	SYM
easat-5650	204	3	1640	1640	NUM
easat-5650	204	4	-	-	SYM
easat-5650	204	5	1654	1654	NUM
easat-5650	204	6	,	,	PUNCT
easat-5650	204	7	2025	2025	NUM
easat-5650	204	8	doi	doi	NOUN
easat-5650	204	9	:	:	PUNCT
easat-5650	204	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	204	11	©	©	PROPN
easat-5650	204	12	2025	2025	NUM
easat-5650	204	13	by	by	ADP
easat-5650	204	14	the	the	DET
easat-5650	204	15	authors	author	NOUN
easat-5650	204	16	;	;	PUNCT
easat-5650	204	17	licensee	licensee	PROPN
easat-5650	204	18	learning	learning	NOUN
easat-5650	204	19	gate	gate	NOUN
easat-5650	204	20	in	in	ADP
easat-5650	204	21	v	v	NUM
easat-5650	204	22	en	en	ADP
easat-5650	204	23	to	to	PART
easat-5650	204	24	ry	ry	VERB
easat-5650	204	25	/p	/p	PUNCT
easat-5650	204	26	ie	ie	PROPN
easat-5650	204	27	ce	ce	PROPN
easat-5650	204	28	s	s	PART
easat-5650	204	29	time	time	NOUN
easat-5650	204	30	/	/	SYM
easat-5650	204	31	day	day	NOUN
easat-5650	204	32	2800	2800	NUM
easat-5650	204	33	2600	2600	NUM
easat-5650	204	34	2400	2400	NUM
easat-5650	204	35	2200	2200	NUM
easat-5650	204	36	2000	2000	NUM
easat-5650	204	37	1	1	NUM
easat-5650	204	38	10	10	NUM
easat-5650	204	39	19	19	NUM
easat-5650	204	40	28	28	NUM
easat-5650	204	41	37	37	NUM
easat-5650	204	42	46	46	NUM
easat-5650	204	43	55	55	NUM
easat-5650	204	44	64	64	NUM
easat-5650	204	45	3200	3200	NUM
easat-5650	204	46	3000	3000	NUM
easat-5650	204	47	3600	3600	NUM
easat-5650	204	48	3400	3400	NUM
easat-5650	204	49	figure	figure	NOUN
easat-5650	204	50	4	4	NUM
easat-5650	204	51	.	.	PUNCT
easat-5650	204	52	distribution	distribution	NOUN
easat-5650	204	53	of	of	ADP
easat-5650	204	54	original	original	ADJ
easat-5650	204	55	inventory	inventory	NOUN
easat-5650	204	56	data	datum	NOUN
easat-5650	204	57	(	(	PUNCT
easat-5650	204	58	partial	partial	ADJ
easat-5650	204	59	data	datum	NOUN
easat-5650	204	60	)	)	PUNCT
easat-5650	204	61	as	as	SCONJ
easat-5650	204	62	can	can	AUX
easat-5650	204	63	be	be	AUX
easat-5650	204	64	seen	see	VERB
easat-5650	204	65	from	from	ADP
easat-5650	204	66	figure	figure	NOUN
easat-5650	204	67	4	4	NUM
easat-5650	204	68	,	,	PUNCT
easat-5650	204	69	due	due	ADP
easat-5650	204	70	to	to	ADP
easat-5650	204	71	the	the	DET
easat-5650	204	72	influence	influence	NOUN
easat-5650	204	73	of	of	ADP
easat-5650	204	74	various	various	ADJ
easat-5650	204	75	factors	factor	NOUN
easat-5650	204	76	such	such	ADJ
easat-5650	204	77	as	as	ADP
easat-5650	204	78	equipment	equipment	NOUN
easat-5650	204	79	precision	precision	NOUN
easat-5650	204	80	and	and	CCONJ
easat-5650	204	81	human	human	ADJ
easat-5650	204	82	error	error	NOUN
easat-5650	204	83	,	,	PUNCT
easat-5650	204	84	the	the	DET
easat-5650	204	85	original	original	ADJ
easat-5650	204	86	inventory	inventory	NOUN
easat-5650	204	87	data	datum	NOUN
easat-5650	204	88	collected	collect	VERB
easat-5650	204	89	obviously	obviously	ADV
easat-5650	204	90	contain	contain	VERB
easat-5650	204	91	abnormal	abnormal	ADJ
easat-5650	204	92	values	value	NOUN
easat-5650	204	93	.	.	PUNCT
easat-5650	205	1	these	these	DET
easat-5650	205	2	anomalies	anomaly	NOUN
easat-5650	205	3	significantly	significantly	ADV
easat-5650	205	4	deviate	deviate	VERB
easat-5650	205	5	from	from	ADP
easat-5650	205	6	the	the	DET
easat-5650	205	7	normal	normal	ADJ
easat-5650	205	8	data	datum	NOUN
easat-5650	205	9	distribution	distribution	NOUN
easat-5650	205	10	range	range	NOUN
easat-5650	205	11	,	,	PUNCT
easat-5650	205	12	presenting	present	VERB
easat-5650	205	13	anomalous	anomalous	ADJ
easat-5650	205	14	prominent	prominent	ADJ
easat-5650	205	15	or	or	CCONJ
easat-5650	205	16	extreme	extreme	ADJ
easat-5650	205	17	value	value	NOUN
easat-5650	205	18	characteristics	characteristic	NOUN
easat-5650	205	19	,	,	PUNCT
easat-5650	205	20	compared	compare	VERB
easat-5650	205	21	with	with	ADP
easat-5650	205	22	normal	normal	ADJ
easat-5650	205	23	data	datum	NOUN
easat-5650	205	24	,	,	PUNCT
easat-5650	205	25	the	the	DET
easat-5650	205	26	difference	difference	NOUN
easat-5650	205	27	is	be	AUX
easat-5650	205	28	more	more	ADV
easat-5650	205	29	obvious	obvious	ADJ
easat-5650	205	30	.	.	PUNCT
easat-5650	206	1	the	the	DET
easat-5650	206	2	existence	existence	NOUN
easat-5650	206	3	of	of	ADP
easat-5650	206	4	these	these	DET
easat-5650	206	5	outliers	outlier	NOUN
easat-5650	206	6	will	will	AUX
easat-5650	206	7	mislead	mislead	VERB
easat-5650	206	8	the	the	DET
easat-5650	206	9	subsequent	subsequent	ADJ
easat-5650	206	10	data	datum	NOUN
easat-5650	206	11	analysis	analysis	NOUN
easat-5650	206	12	,	,	PUNCT
easat-5650	206	13	model	model	NOUN
easat-5650	206	14	training	training	NOUN
easat-5650	206	15	and	and	CCONJ
easat-5650	206	16	data	datum	NOUN
easat-5650	206	17	-	-	PUNCT
easat-5650	206	18	based	base	VERB
easat-5650	206	19	decision	decision	NOUN
easat-5650	206	20	making	making	NOUN
easat-5650	206	21	,	,	PUNCT
easat-5650	206	22	and	and	CCONJ
easat-5650	206	23	affect	affect	VERB
easat-5650	206	24	the	the	DET
easat-5650	206	25	accuracy	accuracy	NOUN
easat-5650	206	26	and	and	CCONJ
easat-5650	206	27	reliability	reliability	NOUN
easat-5650	206	28	of	of	ADP
easat-5650	206	29	the	the	DET
easat-5650	206	30	analysis	analysis	NOUN
easat-5650	206	31	results	result	NOUN
easat-5650	206	32	.	.	PUNCT
easat-5650	207	1	therefore	therefore	ADV
easat-5650	207	2	,	,	PUNCT
easat-5650	207	3	in	in	ADP
easat-5650	207	4	order	order	NOUN
easat-5650	207	5	to	to	PART
easat-5650	207	6	ensure	ensure	VERB
easat-5650	207	7	the	the	DET
easat-5650	207	8	effectiveness	effectiveness	NOUN
easat-5650	207	9	of	of	ADP
easat-5650	207	10	data	datum	NOUN
easat-5650	207	11	analysis	analysis	NOUN
easat-5650	207	12	,	,	PUNCT
easat-5650	207	13	we	we	PRON
easat-5650	207	14	need	need	VERB
easat-5650	207	15	to	to	PART
easat-5650	207	16	take	take	VERB
easat-5650	207	17	appropriate	appropriate	ADJ
easat-5650	207	18	measures	measure	NOUN
easat-5650	207	19	to	to	PART
easat-5650	207	20	identify	identify	VERB
easat-5650	207	21	and	and	CCONJ
easat-5650	207	22	remove	remove	VERB
easat-5650	207	23	these	these	DET
easat-5650	207	24	outliers	outlier	NOUN
easat-5650	207	25	to	to	PART
easat-5650	207	26	eliminate	eliminate	VERB
easat-5650	207	27	their	their	PRON
easat-5650	207	28	potential	potential	ADJ
easat-5650	207	29	interference	interference	NOUN
easat-5650	207	30	with	with	ADP
easat-5650	207	31	data	datum	NOUN
easat-5650	207	32	analysis	analysis	NOUN
easat-5650	207	33	results	result	NOUN
easat-5650	207	34	.	.	PUNCT
easat-5650	208	1	in	in	ADP
easat-5650	208	2	v	v	NUM
easat-5650	208	3	en	en	ADP
easat-5650	208	4	to	to	PART
easat-5650	208	5	ry	ry	VERB
easat-5650	208	6	/p	/p	PUNCT
easat-5650	208	7	ie	ie	PROPN
easat-5650	208	8	ce	ce	PROPN
easat-5650	208	9	s	s	PART
easat-5650	208	10	time	time	NOUN
easat-5650	208	11	/	/	SYM
easat-5650	208	12	day	day	NOUN
easat-5650	208	13	2800	2800	NUM
easat-5650	208	14	2600	2600	NUM
easat-5650	208	15	2400	2400	NUM
easat-5650	208	16	2200	2200	NUM
easat-5650	208	17	2000	2000	NUM
easat-5650	208	18	1	1	NUM
easat-5650	208	19	10	10	NUM
easat-5650	208	20	19	19	NUM
easat-5650	208	21	28	28	NUM
easat-5650	208	22	37	37	NUM
easat-5650	208	23	46	46	NUM
easat-5650	208	24	55	55	NUM
easat-5650	208	25	64	64	NUM
easat-5650	208	26	3200	3200	NUM
easat-5650	208	27	3000	3000	NUM
easat-5650	208	28	3600	3600	NUM
easat-5650	208	29	3400	3400	NUM
easat-5650	208	30	figure	figure	NOUN
easat-5650	208	31	5	5	NUM
easat-5650	208	32	.	.	PUNCT
easat-5650	208	33	distribution	distribution	NOUN
easat-5650	208	34	of	of	ADP
easat-5650	208	35	inventory	inventory	NOUN
easat-5650	208	36	data	datum	NOUN
easat-5650	208	37	after	after	ADP
easat-5650	208	38	the	the	DET
easat-5650	208	39	removal	removal	NOUN
easat-5650	208	40	of	of	ADP
easat-5650	208	41	outliers	outlier	NOUN
easat-5650	208	42	(	(	PUNCT
easat-5650	208	43	part	part	NOUN
easat-5650	208	44	of	of	ADP
easat-5650	208	45	the	the	DET
easat-5650	208	46	data	datum	NOUN
easat-5650	208	47	)	)	PUNCT
easat-5650	208	48	as	as	SCONJ
easat-5650	208	49	can	can	AUX
easat-5650	208	50	be	be	AUX
easat-5650	208	51	seen	see	VERB
easat-5650	208	52	in	in	ADP
easat-5650	208	53	figure	figure	NOUN
easat-5650	208	54	5	5	NUM
easat-5650	208	55	,	,	PUNCT
easat-5650	208	56	after	after	ADP
easat-5650	208	57	applying	apply	VERB
easat-5650	208	58	the	the	DET
easat-5650	208	59	local	local	ADJ
easat-5650	208	60	outlier	outlier	NOUN
easat-5650	208	61	factor	factor	NOUN
easat-5650	208	62	proposed	propose	VERB
easat-5650	208	63	in	in	ADP
easat-5650	208	64	this	this	DET
easat-5650	208	65	paper	paper	NOUN
easat-5650	208	66	to	to	PART
easat-5650	208	67	remove	remove	VERB
easat-5650	208	68	the	the	DET
easat-5650	208	69	outliers	outlier	NOUN
easat-5650	208	70	in	in	ADP
easat-5650	208	71	the	the	DET
easat-5650	208	72	original	original	ADJ
easat-5650	208	73	data	datum	NOUN
easat-5650	208	74	set	set	VERB
easat-5650	208	75	,	,	PUNCT
easat-5650	208	76	the	the	DET
easat-5650	208	77	inventory	inventory	NOUN
easat-5650	208	78	data	datum	NOUN
easat-5650	208	79	become	become	VERB
easat-5650	208	80	smoother	smooth	ADJ
easat-5650	208	81	and	and	CCONJ
easat-5650	208	82	more	more	ADV
easat-5650	208	83	stable	stable	ADJ
easat-5650	208	84	,	,	PUNCT
easat-5650	208	85	the	the	DET
easat-5650	208	86	outliers	outlier	NOUN
easat-5650	208	87	are	be	AUX
easat-5650	208	88	effectively	effectively	ADV
easat-5650	208	89	identified	identify	VERB
easat-5650	208	90	and	and	CCONJ
easat-5650	208	91	eliminated	eliminate	VERB
easat-5650	208	92	,	,	PUNCT
easat-5650	208	93	and	and	CCONJ
easat-5650	208	94	the	the	DET
easat-5650	208	95	overall	overall	ADJ
easat-5650	208	96	trend	trend	NOUN
easat-5650	208	97	and	and	CCONJ
easat-5650	208	98	characteristics	characteristic	NOUN
easat-5650	208	99	of	of	ADP
easat-5650	208	100	the	the	DET
easat-5650	208	101	data	datum	NOUN
easat-5650	208	102	are	be	AUX
easat-5650	208	103	better	well	ADJ
easat-5650	208	104	1651	1651	NUM
easat-5650	208	105	edelweiss	edelweiss	PROPN
easat-5650	208	106	applied	apply	VERB
easat-5650	208	107	science	science	NOUN
easat-5650	208	108	and	and	CCONJ
easat-5650	208	109	technology	technology	NOUN
easat-5650	208	110	issn	issn	PROPN
easat-5650	208	111	:	:	PUNCT
easat-5650	208	112	2576	2576	NUM
easat-5650	208	113	-	-	SYM
easat-5650	208	114	8484	8484	NUM
easat-5650	208	115	vol	vol	NOUN
easat-5650	208	116	.	.	PROPN
easat-5650	209	1	9	9	NUM
easat-5650	209	2	,	,	PUNCT
easat-5650	209	3	no	no	INTJ
easat-5650	209	4	.	.	NOUN
easat-5650	210	1	3	3	NUM
easat-5650	210	2	:	:	SYM
easat-5650	210	3	1640	1640	NUM
easat-5650	210	4	-	-	SYM
easat-5650	210	5	1654	1654	NUM
easat-5650	210	6	,	,	PUNCT
easat-5650	210	7	2025	2025	NUM
easat-5650	210	8	doi	doi	NOUN
easat-5650	210	9	:	:	PUNCT
easat-5650	210	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	210	11	©	©	PROPN
easat-5650	210	12	2025	2025	NUM
easat-5650	210	13	by	by	ADP
easat-5650	210	14	the	the	DET
easat-5650	210	15	authors	author	NOUN
easat-5650	210	16	;	;	PUNCT
easat-5650	210	17	licensee	licensee	PROPN
easat-5650	210	18	learning	learning	NOUN
easat-5650	210	19	gate	gate	NOUN
easat-5650	210	20	preserved	preserve	VERB
easat-5650	210	21	and	and	CCONJ
easat-5650	210	22	reflected	reflect	VERB
easat-5650	210	23	.	.	PUNCT
easat-5650	211	1	the	the	DET
easat-5650	211	2	processed	process	VERB
easat-5650	211	3	data	datum	NOUN
easat-5650	211	4	are	be	AUX
easat-5650	211	5	more	more	ADJ
easat-5650	211	6	in	in	ADP
easat-5650	211	7	line	line	NOUN
easat-5650	211	8	with	with	ADP
easat-5650	211	9	the	the	DET
easat-5650	211	10	actual	actual	ADJ
easat-5650	211	11	business	business	NOUN
easat-5650	211	12	scenarios	scenario	NOUN
easat-5650	211	13	and	and	CCONJ
easat-5650	211	14	expectations	expectation	NOUN
easat-5650	211	15	,	,	PUNCT
easat-5650	211	16	providing	provide	VERB
easat-5650	211	17	a	a	DET
easat-5650	211	18	more	more	ADV
easat-5650	211	19	accurate	accurate	ADJ
easat-5650	211	20	and	and	CCONJ
easat-5650	211	21	reliable	reliable	ADJ
easat-5650	211	22	basis	basis	NOUN
easat-5650	211	23	for	for	ADP
easat-5650	211	24	the	the	DET
easat-5650	211	25	subsequent	subsequent	ADJ
easat-5650	211	26	data	datum	NOUN
easat-5650	211	27	analysis	analysis	NOUN
easat-5650	211	28	.	.	PUNCT
easat-5650	212	1	this	this	PRON
easat-5650	212	2	shows	show	VERB
easat-5650	212	3	that	that	SCONJ
easat-5650	212	4	the	the	DET
easat-5650	212	5	local	local	ADJ
easat-5650	212	6	outlier	outlier	NOUN
easat-5650	212	7	factor	factor	NOUN
easat-5650	212	8	proposed	propose	VERB
easat-5650	212	9	in	in	ADP
easat-5650	212	10	this	this	DET
easat-5650	212	11	paper	paper	NOUN
easat-5650	212	12	can	can	AUX
easat-5650	212	13	efficiently	efficiently	ADV
easat-5650	212	14	identify	identify	VERB
easat-5650	212	15	and	and	CCONJ
easat-5650	212	16	remove	remove	VERB
easat-5650	212	17	the	the	DET
easat-5650	212	18	outliers	outlier	NOUN
easat-5650	212	19	,	,	PUNCT
easat-5650	212	20	improve	improve	VERB
easat-5650	212	21	the	the	DET
easat-5650	212	22	data	datum	NOUN
easat-5650	212	23	quality	quality	NOUN
easat-5650	212	24	and	and	CCONJ
easat-5650	212	25	analysis	analysis	NOUN
easat-5650	212	26	effect	effect	NOUN
easat-5650	212	27	,	,	PUNCT
easat-5650	212	28	and	and	CCONJ
easat-5650	212	29	lay	lie	VERB
easat-5650	212	30	a	a	DET
easat-5650	212	31	foundation	foundation	NOUN
easat-5650	212	32	for	for	ADP
easat-5650	212	33	the	the	DET
easat-5650	212	34	subsequent	subsequent	ADJ
easat-5650	212	35	data	datum	NOUN
easat-5650	212	36	application	application	NOUN
easat-5650	212	37	.	.	PUNCT
easat-5650	213	1	p	p	X
easat-5650	214	1	ro	ro	X
easat-5650	215	1	d	d	X
easat-5650	215	2	u	u	X
easat-5650	215	3	ct	ct	PROPN
easat-5650	215	4	io	io	PROPN
easat-5650	215	5	n	n	PROPN
easat-5650	215	6	e	e	PROPN
easat-5650	215	7	n	n	PART
easat-5650	215	8	te	te	ADP
easat-5650	215	9	rp	rp	PROPN
easat-5650	215	10	ri	ri	PROPN
easat-5650	215	11	se	se	PROPN
easat-5650	215	12	tr	tr	VERB
easat-5650	215	13	an	an	PRON
easat-5650	215	14	sp	sp	ADP
easat-5650	215	15	o	o	X
easat-5650	215	16	rt	rt	PROPN
easat-5650	215	17	at	at	ADP
easat-5650	215	18	io	io	PROPN
easat-5650	215	19	n	n	PROPN
easat-5650	215	20	d	d	NOUN
easat-5650	215	21	em	em	PRON
easat-5650	215	22	an	an	DET
easat-5650	215	23	d	d	X
easat-5650	215	24	/p	/p	PUNCT
easat-5650	216	1	ie	ie	PROPN
easat-5650	216	2	ce	ce	PROPN
easat-5650	216	3	time	time	NOUN
easat-5650	216	4	/	/	SYM
easat-5650	216	5	week	week	NOUN
easat-5650	216	6	1400	1400	NUM
easat-5650	216	7	1300	1300	NUM
easat-5650	216	8	1200	1200	NUM
easat-5650	216	9	1100	1100	NUM
easat-5650	216	10	1000	1000	NUM
easat-5650	216	11	1	1	NUM
easat-5650	216	12	2	2	NUM
easat-5650	216	13	3	3	NUM
easat-5650	216	14	4	4	NUM
easat-5650	216	15	5	5	NUM
easat-5650	216	16	6	6	NUM
easat-5650	216	17	7	7	NUM
easat-5650	216	18	8	8	NUM
easat-5650	216	19	1600	1600	NUM
easat-5650	216	20	1500	1500	NUM
easat-5650	216	21	1800	1800	NUM
easat-5650	216	22	1700	1700	NUM
easat-5650	216	23	900	900	NUM
easat-5650	216	24	800	800	NUM
easat-5650	216	25	700	700	NUM
easat-5650	216	26	600	600	NUM
easat-5650	216	27	500	500	NUM
easat-5650	216	28	1100	1100	NUM
easat-5650	216	29	1000	1000	NUM
easat-5650	216	30	1300	1300	NUM
easat-5650	216	31	1200	1200	NUM
easat-5650	216	32	u	u	NOUN
easat-5650	216	33	p	p	PROPN
easat-5650	216	34	st	st	PROPN
easat-5650	216	35	re	re	PROPN
easat-5650	216	36	am	am	PROPN
easat-5650	216	37	e	e	NOUN
easat-5650	216	38	n	n	ADP
easat-5650	216	39	te	te	ADP
easat-5650	216	40	rp	rp	PROPN
easat-5650	216	41	ri	ri	PROPN
easat-5650	216	42	se	se	PROPN
easat-5650	216	43	t	t	PROPN
easat-5650	217	1	i	i	PRON
easat-5650	217	2	m	m	PROPN
easat-5650	217	3	b	b	NOUN
easat-5650	217	4	er	er	INTJ
easat-5650	217	5	tr	tr	PUNCT
easat-5650	217	6	an	an	PRON
easat-5650	217	7	sp	sp	NOUN
easat-5650	217	8	o	o	PROPN
easat-5650	217	9	rt	rt	PROPN
easat-5650	218	1	d	d	X
easat-5650	218	2	em	em	PRON
easat-5650	218	3	an	an	DET
easat-5650	218	4	d	d	X
easat-5650	218	5	/t	/t	SYM
easat-5650	218	6	o	o	NOUN
easat-5650	218	7	n	n	PRON
easat-5650	218	8	production	production	NOUN
easat-5650	218	9	enterprises	enterprise	NOUN
easat-5650	218	10	forecast	forecast	VERB
easat-5650	218	11	transportation	transportation	NOUN
easat-5650	218	12	demand	demand	NOUN
easat-5650	218	13	actual	actual	ADJ
easat-5650	218	14	transportation	transportation	NOUN
easat-5650	218	15	demand	demand	NOUN
easat-5650	218	16	of	of	ADP
easat-5650	218	17	production	production	NOUN
easat-5650	218	18	enterprises	enterprise	NOUN
easat-5650	218	19	upstream	upstream	ADJ
easat-5650	218	20	enterprise	enterprise	NOUN
easat-5650	218	21	timber	timber	NOUN
easat-5650	218	22	forecast	forecast	NOUN
easat-5650	218	23	transportation	transportation	NOUN
easat-5650	218	24	demand	demand	NOUN
easat-5650	218	25	upstream	upstream	ADJ
easat-5650	218	26	enterprise	enterprise	NOUN
easat-5650	218	27	timber	timber	NOUN
easat-5650	218	28	actual	actual	ADJ
easat-5650	218	29	transportation	transportation	NOUN
easat-5650	218	30	demand	demand	NOUN
easat-5650	218	31	(	(	PUNCT
easat-5650	218	32	a	a	DET
easat-5650	218	33	)	)	PUNCT
easat-5650	218	34	supply	supply	NOUN
easat-5650	218	35	chain	chain	NOUN
easat-5650	218	36	transportation	transportation	NOUN
easat-5650	218	37	demand	demand	NOUN
easat-5650	218	38	forecast	forecast	NOUN
easat-5650	218	39	results	result	VERB
easat-5650	218	40	s	s	NOUN
easat-5650	218	41	to	to	ADP
easat-5650	218	42	ra	ra	PROPN
easat-5650	219	1	g	g	NOUN
easat-5650	219	2	e	e	PROPN
easat-5650	219	3	d	d	VERB
easat-5650	219	4	em	em	PRON
easat-5650	219	5	an	an	DET
easat-5650	219	6	d	d	PROPN
easat-5650	219	7	/	/	SYM
easat-5650	219	8	m	m	VERB
easat-5650	219	9	²	²	NUM
easat-5650	219	10	time	time	NOUN
easat-5650	219	11	/	/	SYM
easat-5650	219	12	week	week	NOUN
easat-5650	219	13	2200	2200	NUM
easat-5650	219	14	2100	2100	NUM
easat-5650	219	15	2000	2000	NUM
easat-5650	219	16	1900	1900	NUM
easat-5650	219	17	1800	1800	NUM
easat-5650	219	18	1	1	NUM
easat-5650	219	19	2	2	NUM
easat-5650	219	20	3	3	NUM
easat-5650	219	21	4	4	NUM
easat-5650	219	22	5	5	NUM
easat-5650	219	23	6	6	NUM
easat-5650	219	24	7	7	NUM
easat-5650	219	25	8	8	NUM
easat-5650	219	26	2400	2400	NUM
easat-5650	219	27	2300	2300	NUM
easat-5650	219	28	2600	2600	NUM
easat-5650	219	29	2500	2500	NUM
easat-5650	219	30	production	production	NOUN
easat-5650	219	31	enterprise	enterprise	NOUN
easat-5650	219	32	forecast	forecast	NOUN
easat-5650	219	33	storage	storage	NOUN
easat-5650	219	34	demand	demand	NOUN
easat-5650	219	35	actual	actual	ADJ
easat-5650	219	36	storage	storage	NOUN
easat-5650	219	37	demand	demand	NOUN
easat-5650	219	38	of	of	ADP
easat-5650	219	39	production	production	NOUN
easat-5650	219	40	enterprises	enterprise	NOUN
easat-5650	219	41	downstream	downstream	ADJ
easat-5650	219	42	distribution	distribution	NOUN
easat-5650	219	43	companies	company	NOUN
easat-5650	219	44	forecast	forecast	VERB
easat-5650	219	45	warehouse	warehouse	NOUN
easat-5650	219	46	demand	demand	VERB
easat-5650	219	47	actual	actual	ADJ
easat-5650	219	48	storage	storage	NOUN
easat-5650	219	49	demand	demand	NOUN
easat-5650	219	50	of	of	ADP
easat-5650	219	51	downstream	downstream	ADJ
easat-5650	219	52	distribution	distribution	NOUN
easat-5650	219	53	enterprises	enterprise	NOUN
easat-5650	219	54	(	(	PUNCT
easat-5650	219	55	b	b	NOUN
easat-5650	219	56	)	)	PUNCT
easat-5650	219	57	supply	supply	NOUN
easat-5650	219	58	chain	chain	NOUN
easat-5650	219	59	warehousing	warehousing	NOUN
easat-5650	219	60	demand	demand	NOUN
easat-5650	219	61	forecast	forecast	NOUN
easat-5650	219	62	results	result	NOUN
easat-5650	219	63	figure	figure	VERB
easat-5650	219	64	6	6	NUM
easat-5650	219	65	.	.	PUNCT
easat-5650	219	66	forecast	forecast	NOUN
easat-5650	219	67	results	result	NOUN
easat-5650	219	68	of	of	ADP
easat-5650	219	69	supply	supply	NOUN
easat-5650	219	70	chain	chain	NOUN
easat-5650	219	71	logistics	logistic	NOUN
easat-5650	219	72	demand	demand	NOUN
easat-5650	219	73	transportation	transportation	NOUN
easat-5650	219	74	demand	demand	NOUN
easat-5650	219	75	mainly	mainly	ADV
easat-5650	219	76	refers	refer	VERB
easat-5650	219	77	to	to	ADP
easat-5650	219	78	the	the	DET
easat-5650	219	79	demand	demand	NOUN
easat-5650	219	80	of	of	ADP
easat-5650	219	81	goods	good	NOUN
easat-5650	219	82	moving	move	VERB
easat-5650	219	83	between	between	ADP
easat-5650	219	84	different	different	ADJ
easat-5650	219	85	geographical	geographical	ADJ
easat-5650	219	86	locations	location	NOUN
easat-5650	219	87	,	,	PUNCT
easat-5650	219	88	which	which	PRON
easat-5650	219	89	is	be	AUX
easat-5650	219	90	an	an	DET
easat-5650	219	91	important	important	ADJ
easat-5650	219	92	part	part	NOUN
easat-5650	219	93	of	of	ADP
easat-5650	219	94	supply	supply	NOUN
easat-5650	219	95	chain	chain	NOUN
easat-5650	219	96	logistics	logistic	NOUN
easat-5650	219	97	demand	demand	NOUN
easat-5650	219	98	,	,	PUNCT
easat-5650	219	99	covering	cover	VERB
easat-5650	219	100	the	the	DET
easat-5650	219	101	transportation	transportation	NOUN
easat-5650	219	102	demand	demand	NOUN
easat-5650	219	103	of	of	ADP
easat-5650	219	104	raw	raw	ADJ
easat-5650	219	105	materials	material	NOUN
easat-5650	219	106	,	,	PUNCT
easat-5650	219	107	work	work	NOUN
easat-5650	219	108	-	-	PUNCT
easat-5650	219	109	in	in	ADP
easat-5650	219	110	-	-	PUNCT
easat-5650	219	111	progress	progress	NOUN
easat-5650	219	112	and	and	CCONJ
easat-5650	219	113	final	final	ADJ
easat-5650	219	114	products	product	NOUN
easat-5650	219	115	.	.	PUNCT
easat-5650	220	1	warehousing	warehousing	NOUN
easat-5650	220	2	demand	demand	NOUN
easat-5650	220	3	refers	refer	VERB
easat-5650	220	4	to	to	ADP
easat-5650	220	5	the	the	DET
easat-5650	220	6	storage	storage	NOUN
easat-5650	220	7	space	space	NOUN
easat-5650	220	8	required	require	VERB
easat-5650	220	9	for	for	ADP
easat-5650	220	10	storing	store	VERB
easat-5650	220	11	and	and	CCONJ
easat-5650	220	12	managing	manage	VERB
easat-5650	220	13	inventory	inventory	NOUN
easat-5650	220	14	in	in	ADP
easat-5650	220	15	supply	supply	NOUN
easat-5650	220	16	chain	chain	NOUN
easat-5650	220	17	logistics	logistic	NOUN
easat-5650	220	18	,	,	PUNCT
easat-5650	220	19	which	which	PRON
easat-5650	220	20	is	be	AUX
easat-5650	220	21	an	an	DET
easat-5650	220	22	important	important	ADJ
easat-5650	220	23	indicator	indicator	NOUN
easat-5650	220	24	for	for	ADP
easat-5650	220	25	supply	supply	NOUN
easat-5650	220	26	chain	chain	NOUN
easat-5650	220	27	logistics	logistic	NOUN
easat-5650	220	28	demand	demand	NOUN
easat-5650	220	29	forecasting	forecasting	NOUN
easat-5650	220	30	.	.	PUNCT
easat-5650	221	1	as	as	SCONJ
easat-5650	221	2	shown	show	VERB
easat-5650	221	3	in	in	ADP
easat-5650	221	4	fig	fig	NOUN
easat-5650	221	5	.	.	PUNCT
easat-5650	222	1	6(a	6(a	NUM
easat-5650	222	2	)	)	PUNCT
easat-5650	223	1	and	and	CCONJ
easat-5650	223	2	(	(	PUNCT
easat-5650	223	3	b	b	NOUN
easat-5650	223	4	)	)	PUNCT
easat-5650	223	5	,	,	PUNCT
easat-5650	223	6	the	the	DET
easat-5650	223	7	proposed	propose	VERB
easat-5650	223	8	algorithm	algorithm	NOUN
easat-5650	223	9	accurately	accurately	ADV
easat-5650	223	10	predicts	predict	VERB
easat-5650	223	11	supply	supply	NOUN
easat-5650	223	12	chain	chain	NOUN
easat-5650	223	13	transportation	transportation	NOUN
easat-5650	223	14	and	and	CCONJ
easat-5650	223	15	warehousing	warehousing	NOUN
easat-5650	223	16	demands	demand	NOUN
easat-5650	223	17	.	.	PUNCT
easat-5650	224	1	the	the	DET
easat-5650	224	2	1652	1652	NUM
easat-5650	224	3	edelweiss	edelweiss	PROPN
easat-5650	224	4	applied	apply	VERB
easat-5650	224	5	science	science	NOUN
easat-5650	224	6	and	and	CCONJ
easat-5650	224	7	technology	technology	NOUN
easat-5650	224	8	issn	issn	PROPN
easat-5650	224	9	:	:	PUNCT
easat-5650	224	10	2576	2576	NUM
easat-5650	224	11	-	-	SYM
easat-5650	224	12	8484	8484	NUM
easat-5650	224	13	vol	vol	NOUN
easat-5650	224	14	.	.	PROPN
easat-5650	225	1	9	9	NUM
easat-5650	225	2	,	,	PUNCT
easat-5650	225	3	no	no	INTJ
easat-5650	225	4	.	.	NOUN
easat-5650	226	1	3	3	NUM
easat-5650	226	2	:	:	SYM
easat-5650	226	3	1640	1640	NUM
easat-5650	226	4	-	-	SYM
easat-5650	226	5	1654	1654	NUM
easat-5650	226	6	,	,	PUNCT
easat-5650	226	7	2025	2025	NUM
easat-5650	226	8	doi	doi	NOUN
easat-5650	226	9	:	:	PUNCT
easat-5650	226	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	226	11	©	©	PROPN
easat-5650	226	12	2025	2025	NUM
easat-5650	226	13	by	by	ADP
easat-5650	226	14	the	the	DET
easat-5650	226	15	authors	author	NOUN
easat-5650	226	16	;	;	PUNCT
easat-5650	226	17	licensee	licensee	PROPN
easat-5650	226	18	learning	learning	PROPN
easat-5650	226	19	gate	gate	PROPN
easat-5650	226	20	predicted	predict	VERB
easat-5650	226	21	results	result	NOUN
easat-5650	226	22	are	be	AUX
easat-5650	226	23	highly	highly	ADV
easat-5650	226	24	consistent	consistent	ADJ
easat-5650	226	25	with	with	ADP
easat-5650	226	26	actual	actual	ADJ
easat-5650	226	27	demands	demand	NOUN
easat-5650	226	28	,	,	PUNCT
easat-5650	226	29	with	with	ADP
easat-5650	226	30	only	only	ADJ
easat-5650	226	31	minor	minor	ADJ
easat-5650	226	32	deviations	deviation	NOUN
easat-5650	226	33	,	,	PUNCT
easat-5650	226	34	demonstrating	demonstrate	VERB
easat-5650	226	35	strong	strong	ADJ
easat-5650	226	36	accuracy	accuracy	NOUN
easat-5650	226	37	and	and	CCONJ
easat-5650	226	38	reliability	reliability	NOUN
easat-5650	226	39	.	.	PUNCT
easat-5650	227	1	this	this	PRON
easat-5650	227	2	shows	show	VERB
easat-5650	227	3	that	that	SCONJ
easat-5650	227	4	the	the	DET
easat-5650	227	5	supply	supply	NOUN
easat-5650	227	6	chain	chain	NOUN
easat-5650	227	7	logistics	logistic	NOUN
easat-5650	227	8	demand	demand	NOUN
easat-5650	227	9	prediction	prediction	NOUN
easat-5650	227	10	algorithm	algorithm	NOUN
easat-5650	227	11	proposed	propose	VERB
easat-5650	227	12	in	in	ADP
easat-5650	227	13	this	this	DET
easat-5650	227	14	paper	paper	NOUN
easat-5650	227	15	can	can	AUX
easat-5650	227	16	effectively	effectively	ADV
easat-5650	227	17	predict	predict	VERB
easat-5650	227	18	the	the	DET
easat-5650	227	19	logistics	logistic	NOUN
easat-5650	227	20	demand	demand	NOUN
easat-5650	227	21	in	in	ADP
easat-5650	227	22	the	the	DET
easat-5650	227	23	supply	supply	NOUN
easat-5650	227	24	chain	chain	NOUN
easat-5650	227	25	,	,	PUNCT
easat-5650	227	26	provide	provide	VERB
easat-5650	227	27	a	a	DET
easat-5650	227	28	scientific	scientific	ADJ
easat-5650	227	29	basis	basis	NOUN
easat-5650	227	30	for	for	ADP
easat-5650	227	31	enterprise	enterprise	NOUN
easat-5650	227	32	logistics	logistic	NOUN
easat-5650	227	33	planning	planning	NOUN
easat-5650	227	34	and	and	CCONJ
easat-5650	227	35	resource	resource	NOUN
easat-5650	227	36	allocation	allocation	NOUN
easat-5650	227	37	,	,	PUNCT
easat-5650	227	38	and	and	CCONJ
easat-5650	227	39	help	help	VERB
easat-5650	227	40	enterprises	enterprise	NOUN
easat-5650	227	41	optimize	optimize	VERB
easat-5650	227	42	the	the	DET
easat-5650	227	43	supply	supply	NOUN
easat-5650	227	44	chain	chain	NOUN
easat-5650	227	45	operation	operation	NOUN
easat-5650	227	46	,	,	PUNCT
easat-5650	227	47	improve	improve	VERB
easat-5650	227	48	logistics	logistics	NOUN
easat-5650	227	49	efficiency	efficiency	NOUN
easat-5650	227	50	and	and	CCONJ
easat-5650	227	51	economic	economic	ADJ
easat-5650	227	52	benefits	benefit	NOUN
easat-5650	227	53	.	.	PUNCT
easat-5650	228	1	in	in	SCONJ
easat-5650	228	2	order	order	NOUN
easat-5650	228	3	to	to	PART
easat-5650	228	4	further	far	ADV
easat-5650	228	5	verify	verify	VERB
easat-5650	228	6	the	the	DET
easat-5650	228	7	application	application	NOUN
easat-5650	228	8	effect	effect	NOUN
easat-5650	228	9	of	of	ADP
easat-5650	228	10	the	the	DET
easat-5650	228	11	deep	deep	ADJ
easat-5650	228	12	learning	learning	NOUN
easat-5650	228	13	-	-	PUNCT
easat-5650	228	14	based	base	VERB
easat-5650	228	15	supply	supply	NOUN
easat-5650	228	16	chain	chain	NOUN
easat-5650	228	17	logistics	logistic	NOUN
easat-5650	228	18	demand	demand	NOUN
easat-5650	228	19	forecasting	forecasting	NOUN
easat-5650	228	20	algorithm	algorithm	NOUN
easat-5650	228	21	proposed	propose	VERB
easat-5650	228	22	in	in	ADP
easat-5650	228	23	this	this	DET
easat-5650	228	24	paper	paper	NOUN
easat-5650	228	25	,	,	PUNCT
easat-5650	228	26	the	the	DET
easat-5650	228	27	logistics	logistic	NOUN
easat-5650	228	28	efficiency	efficiency	NOUN
easat-5650	228	29	and	and	CCONJ
easat-5650	228	30	logistics	logistic	NOUN
easat-5650	228	31	cost	cost	NOUN
easat-5650	228	32	control	control	NOUN
easat-5650	228	33	of	of	ADP
easat-5650	228	34	the	the	DET
easat-5650	228	35	office	office	NOUN
easat-5650	228	36	furniture	furniture	NOUN
easat-5650	228	37	manufacturer	manufacturer	NOUN
easat-5650	228	38	after	after	ADP
easat-5650	228	39	applying	apply	VERB
easat-5650	228	40	the	the	DET
easat-5650	228	41	method	method	NOUN
easat-5650	228	42	of	of	ADP
easat-5650	228	43	this	this	DET
easat-5650	228	44	paper	paper	NOUN
easat-5650	228	45	were	be	AUX
easat-5650	228	46	analyzed	analyze	VERB
easat-5650	228	47	,	,	PUNCT
easat-5650	228	48	and	and	CCONJ
easat-5650	228	49	the	the	DET
easat-5650	228	50	on	on	ADP
easat-5650	228	51	-	-	PUNCT
easat-5650	228	52	time	time	NOUN
easat-5650	228	53	delivery	delivery	NOUN
easat-5650	228	54	rate	rate	NOUN
easat-5650	228	55	and	and	CCONJ
easat-5650	228	56	the	the	DET
easat-5650	228	57	magnitude	magnitude	NOUN
easat-5650	228	58	of	of	ADP
easat-5650	228	59	logistics	logistic	NOUN
easat-5650	228	60	cost	cost	NOUN
easat-5650	228	61	reduction	reduction	NOUN
easat-5650	228	62	were	be	AUX
easat-5650	228	63	evaluated	evaluate	VERB
easat-5650	228	64	.	.	PUNCT
easat-5650	229	1	among	among	ADP
easat-5650	229	2	them	they	PRON
easat-5650	229	3	,	,	PUNCT
easat-5650	229	4	the	the	DET
easat-5650	229	5	on	on	ADP
easat-5650	229	6	-	-	PUNCT
easat-5650	229	7	time	time	NOUN
easat-5650	229	8	delivery	delivery	NOUN
easat-5650	229	9	rate	rate	NOUN
easat-5650	229	10	reflects	reflect	VERB
easat-5650	229	11	the	the	DET
easat-5650	229	12	reliability	reliability	NOUN
easat-5650	229	13	of	of	ADP
easat-5650	229	14	logistics	logistic	NOUN
easat-5650	229	15	services	service	NOUN
easat-5650	229	16	and	and	CCONJ
easat-5650	229	17	the	the	DET
easat-5650	229	18	ability	ability	NOUN
easat-5650	229	19	to	to	PART
easat-5650	229	20	meet	meet	VERB
easat-5650	229	21	customer	customer	NOUN
easat-5650	229	22	demand	demand	NOUN
easat-5650	229	23	,	,	PUNCT
easat-5650	229	24	while	while	SCONJ
easat-5650	229	25	the	the	DET
easat-5650	229	26	logistics	logistic	NOUN
easat-5650	229	27	cost	cost	NOUN
easat-5650	229	28	reduction	reduction	NOUN
easat-5650	229	29	margin	margin	NOUN
easat-5650	229	30	directly	directly	ADV
easat-5650	229	31	reflects	reflect	VERB
easat-5650	229	32	the	the	DET
easat-5650	229	33	contribution	contribution	NOUN
easat-5650	229	34	of	of	ADP
easat-5650	229	35	the	the	DET
easat-5650	229	36	algorithm	algorithm	NOUN
easat-5650	229	37	in	in	ADP
easat-5650	229	38	economic	economic	ADJ
easat-5650	229	39	efficiency	efficiency	NOUN
easat-5650	229	40	.	.	PUNCT
easat-5650	230	1	after	after	ADP
easat-5650	230	2	testing	testing	NOUN
easat-5650	230	3	,	,	PUNCT
easat-5650	230	4	the	the	DET
easat-5650	230	5	results	result	NOUN
easat-5650	230	6	are	be	AUX
easat-5650	230	7	shown	show	VERB
easat-5650	230	8	in	in	ADP
easat-5650	230	9	figure	figure	NOUN
easat-5650	230	10	7	7	NUM
easat-5650	230	11	.	.	NOUN
easat-5650	230	12	time	time	NOUN
easat-5650	230	13	/	/	SYM
easat-5650	230	14	month	month	NOUN
easat-5650	230	15	o	o	NOUN
easat-5650	231	1	n	n	CCONJ
easat-5650	231	2	-t	-t	PUNCT
easat-5650	231	3	i	i	VERB
easat-5650	231	4	m	m	VERB
easat-5650	231	5	e	e	PROPN
easat-5650	231	6	d	d	X
easat-5650	231	7	el	el	PROPN
easat-5650	231	8	iv	iv	INTJ
easat-5650	231	9	er	er	INTJ
easat-5650	231	10	y	y	NOUN
easat-5650	231	11	r	r	NOUN
easat-5650	231	12	at	at	ADP
easat-5650	231	13	e	e	PROPN
easat-5650	231	14	/%	/%	PROPN
easat-5650	232	1	96	96	NUM
easat-5650	232	2	94	94	NUM
easat-5650	233	1	92	92	NUM
easat-5650	233	2	90	90	NUM
easat-5650	233	3	1	1	NUM
easat-5650	233	4	2	2	NUM
easat-5650	233	5	3	3	NUM
easat-5650	233	6	4	4	NUM
easat-5650	233	7	5	5	NUM
easat-5650	233	8	6	6	NUM
easat-5650	233	9	7	7	NUM
easat-5650	233	10	8	8	NUM
easat-5650	233	11	9	9	NUM
easat-5650	233	12	100	100	NUM
easat-5650	233	13	98	98	NUM
easat-5650	233	14	88	88	NUM
easat-5650	233	15	l	l	NOUN
easat-5650	233	16	o	o	NOUN
easat-5650	233	17	g	g	NOUN
easat-5650	233	18	is	be	AUX
easat-5650	233	19	ti	ti	X
easat-5650	233	20	cs	cs	PROPN
easat-5650	233	21	c	c	PROPN
easat-5650	233	22	o	o	PROPN
easat-5650	233	23	st	st	PROPN
easat-5650	233	24	r	r	PROPN
easat-5650	233	25	ed	ed	NOUN
easat-5650	233	26	u	u	NOUN
easat-5650	233	27	ct	ct	PROPN
easat-5650	233	28	io	io	PROPN
easat-5650	233	29	n	n	PROPN
easat-5650	233	30	a	a	DET
easat-5650	233	31	m	m	NOUN
easat-5650	233	32	p	p	NOUN
easat-5650	233	33	li	li	X
easat-5650	233	34	tu	tu	PROPN
easat-5650	233	35	d	d	PROPN
easat-5650	233	36	e	e	PROPN
easat-5650	233	37	-0.10	-0.10	PROPN
easat-5650	233	38	-0.20	-0.20	NUM
easat-5650	233	39	-0.30	-0.30	VERB
easat-5650	233	40	-0.40	-0.40	NUM
easat-5650	233	41	0.10	0.10	NUM
easat-5650	233	42	0.00	0.00	NUM
easat-5650	233	43	-0.50	-0.50	NUM
easat-5650	233	44	the	the	DET
easat-5650	233	45	on	on	ADP
easat-5650	233	46	-	-	PUNCT
easat-5650	233	47	time	time	NOUN
easat-5650	233	48	delivery	delivery	NOUN
easat-5650	233	49	rate	rate	NOUN
easat-5650	233	50	after	after	ADP
easat-5650	233	51	applying	apply	VERB
easat-5650	233	52	this	this	DET
easat-5650	233	53	method	method	NOUN
easat-5650	233	54	the	the	DET
easat-5650	233	55	on	on	ADP
easat-5650	233	56	-	-	PUNCT
easat-5650	233	57	time	time	NOUN
easat-5650	233	58	delivery	delivery	NOUN
easat-5650	233	59	rate	rate	NOUN
easat-5650	233	60	without	without	ADP
easat-5650	233	61	the	the	DET
easat-5650	233	62	application	application	NOUN
easat-5650	233	63	of	of	ADP
easat-5650	233	64	this	this	DET
easat-5650	233	65	method	method	NOUN
easat-5650	233	66	the	the	DET
easat-5650	233	67	reduction	reduction	NOUN
easat-5650	233	68	amplitude	amplitude	NOUN
easat-5650	233	69	of	of	ADP
easat-5650	233	70	logistics	logistic	NOUN
easat-5650	233	71	cost	cost	NOUN
easat-5650	233	72	after	after	ADP
easat-5650	233	73	applying	apply	VERB
easat-5650	233	74	this	this	DET
easat-5650	233	75	method	method	NOUN
easat-5650	233	76	figure	figure	NOUN
easat-5650	233	77	7	7	NUM
easat-5650	233	78	.	.	PUNCT
easat-5650	234	1	the	the	DET
easat-5650	234	2	on	on	ADP
easat-5650	234	3	-	-	PUNCT
easat-5650	234	4	time	time	NOUN
easat-5650	234	5	delivery	delivery	NOUN
easat-5650	234	6	rate	rate	NOUN
easat-5650	234	7	and	and	CCONJ
easat-5650	234	8	the	the	DET
easat-5650	234	9	reduction	reduction	NOUN
easat-5650	234	10	amplitude	amplitude	NOUN
easat-5650	234	11	of	of	ADP
easat-5650	234	12	logistics	logistic	NOUN
easat-5650	234	13	cost	cost	NOUN
easat-5650	234	14	after	after	ADP
easat-5650	234	15	the	the	DET
easat-5650	234	16	application	application	NOUN
easat-5650	234	17	of	of	ADP
easat-5650	234	18	this	this	DET
easat-5650	234	19	algorithm	algorithm	NOUN
easat-5650	234	20	as	as	SCONJ
easat-5650	234	21	can	can	AUX
easat-5650	234	22	be	be	AUX
easat-5650	234	23	seen	see	VERB
easat-5650	234	24	in	in	ADP
easat-5650	234	25	fig	fig	NOUN
easat-5650	234	26	.	.	PUNCT
easat-5650	235	1	7	7	NUM
easat-5650	235	2	,	,	PUNCT
easat-5650	235	3	after	after	ADP
easat-5650	235	4	implementing	implement	VERB
easat-5650	235	5	the	the	DET
easat-5650	235	6	proposed	propose	VERB
easat-5650	235	7	deep	deep	ADJ
easat-5650	235	8	learning	learning	NOUN
easat-5650	235	9	-	-	PUNCT
easat-5650	235	10	based	base	VERB
easat-5650	235	11	supply	supply	NOUN
easat-5650	235	12	chain	chain	NOUN
easat-5650	235	13	logistics	logistic	NOUN
easat-5650	235	14	demand	demand	NOUN
easat-5650	235	15	forecasting	forecasting	NOUN
easat-5650	235	16	algorithm	algorithm	NOUN
easat-5650	235	17	,	,	PUNCT
easat-5650	235	18	the	the	DET
easat-5650	235	19	on	on	ADP
easat-5650	235	20	-	-	PUNCT
easat-5650	235	21	time	time	NOUN
easat-5650	235	22	delivery	delivery	NOUN
easat-5650	235	23	rate	rate	NOUN
easat-5650	235	24	of	of	ADP
easat-5650	235	25	the	the	DET
easat-5650	235	26	office	office	NOUN
easat-5650	235	27	furniture	furniture	NOUN
easat-5650	235	28	enterprise	enterprise	NOUN
easat-5650	235	29	significantly	significantly	ADV
easat-5650	235	30	improved	improve	VERB
easat-5650	235	31	,	,	PUNCT
easat-5650	235	32	exceeding	exceed	VERB
easat-5650	235	33	95	95	NUM
easat-5650	235	34	%	%	NOUN
easat-5650	235	35	each	each	DET
easat-5650	235	36	month	month	NOUN
easat-5650	235	37	,	,	PUNCT
easat-5650	235	38	a	a	DET
easat-5650	235	39	marked	mark	VERB
easat-5650	235	40	increase	increase	NOUN
easat-5650	235	41	compared	compare	VERB
easat-5650	235	42	to	to	ADP
easat-5650	235	43	the	the	DET
easat-5650	235	44	period	period	NOUN
easat-5650	235	45	before	before	SCONJ
easat-5650	235	46	the	the	DET
easat-5650	235	47	algorithm	algorithm	NOUN
easat-5650	235	48	was	be	AUX
easat-5650	235	49	applied	apply	VERB
easat-5650	235	50	.	.	PUNCT
easat-5650	236	1	in	in	ADP
easat-5650	236	2	addition	addition	NOUN
easat-5650	236	3	,	,	PUNCT
easat-5650	236	4	the	the	DET
easat-5650	236	5	logistics	logistic	NOUN
easat-5650	236	6	cost	cost	NOUN
easat-5650	236	7	has	have	AUX
easat-5650	236	8	also	also	ADV
easat-5650	236	9	realized	realize	VERB
easat-5650	236	10	a	a	DET
easat-5650	236	11	large	large	ADJ
easat-5650	236	12	reduction	reduction	NOUN
easat-5650	236	13	,	,	PUNCT
easat-5650	236	14	the	the	DET
easat-5650	236	15	lower	low	ADJ
easat-5650	236	16	value	value	NOUN
easat-5650	236	17	is	be	AUX
easat-5650	236	18	between	between	ADP
easat-5650	236	19	0.3	0.3	NUM
easat-5650	236	20	and	and	CCONJ
easat-5650	236	21	0.5	0.5	NUM
easat-5650	236	22	.	.	PUNCT
easat-5650	237	1	this	this	PRON
easat-5650	237	2	shows	show	VERB
easat-5650	237	3	that	that	SCONJ
easat-5650	237	4	the	the	DET
easat-5650	237	5	algorithm	algorithm	NOUN
easat-5650	237	6	in	in	ADP
easat-5650	237	7	this	this	DET
easat-5650	237	8	paper	paper	NOUN
easat-5650	237	9	is	be	AUX
easat-5650	237	10	effective	effective	ADJ
easat-5650	237	11	in	in	ADP
easat-5650	237	12	improving	improve	VERB
easat-5650	237	13	the	the	DET
easat-5650	237	14	reliability	reliability	NOUN
easat-5650	237	15	of	of	ADP
easat-5650	237	16	logistics	logistic	NOUN
easat-5650	237	17	services	service	NOUN
easat-5650	237	18	and	and	CCONJ
easat-5650	237	19	the	the	DET
easat-5650	237	20	ability	ability	NOUN
easat-5650	237	21	to	to	PART
easat-5650	237	22	meet	meet	VERB
easat-5650	237	23	customer	customer	NOUN
easat-5650	237	24	demand	demand	NOUN
easat-5650	237	25	,	,	PUNCT
easat-5650	237	26	and	and	CCONJ
easat-5650	237	27	also	also	ADV
easat-5650	237	28	has	have	VERB
easat-5650	237	29	a	a	DET
easat-5650	237	30	positive	positive	ADJ
easat-5650	237	31	impact	impact	NOUN
easat-5650	237	32	on	on	ADP
easat-5650	237	33	the	the	DET
easat-5650	237	34	economic	economic	ADJ
easat-5650	237	35	benefits	benefit	NOUN
easat-5650	237	36	,	,	PUNCT
easat-5650	237	37	effectively	effectively	ADV
easat-5650	237	38	reducing	reduce	VERB
easat-5650	237	39	the	the	DET
easat-5650	237	40	logistics	logistic	NOUN
easat-5650	237	41	costs	cost	NOUN
easat-5650	237	42	of	of	ADP
easat-5650	237	43	enterprises	enterprise	NOUN
easat-5650	237	44	,	,	PUNCT
easat-5650	237	45	and	and	CCONJ
easat-5650	237	46	enhancing	enhance	VERB
easat-5650	237	47	the	the	DET
easat-5650	237	48	competitiveness	competitiveness	NOUN
easat-5650	237	49	of	of	ADP
easat-5650	237	50	enterprises	enterprise	NOUN
easat-5650	237	51	in	in	ADP
easat-5650	237	52	the	the	DET
easat-5650	237	53	market	market	NOUN
easat-5650	237	54	.	.	PUNCT
easat-5650	238	1	4	4	X
easat-5650	238	2	.	.	X
easat-5650	238	3	conclusion	conclusion	NOUN
easat-5650	238	4	with	with	ADP
easat-5650	238	5	the	the	DET
easat-5650	238	6	rapid	rapid	ADJ
easat-5650	238	7	advancement	advancement	NOUN
easat-5650	238	8	of	of	ADP
easat-5650	238	9	information	information	NOUN
easat-5650	238	10	technology	technology	NOUN
easat-5650	238	11	and	and	CCONJ
easat-5650	238	12	the	the	DET
easat-5650	238	13	increasing	increase	VERB
easat-5650	238	14	globalization	globalization	NOUN
easat-5650	238	15	of	of	ADP
easat-5650	238	16	trade	trade	NOUN
easat-5650	238	17	,	,	PUNCT
easat-5650	238	18	supply	supply	NOUN
easat-5650	238	19	chains	chain	NOUN
easat-5650	238	20	have	have	AUX
easat-5650	238	21	grown	grow	VERB
easat-5650	238	22	increasingly	increasingly	ADV
easat-5650	238	23	complex	complex	ADJ
easat-5650	238	24	and	and	CCONJ
easat-5650	238	25	dynamic	dynamic	ADJ
easat-5650	238	26	.	.	PUNCT
easat-5650	239	1	accurate	accurate	ADJ
easat-5650	239	2	logistics	logistic	NOUN
easat-5650	239	3	demand	demand	NOUN
easat-5650	239	4	forecasting	forecasting	NOUN
easat-5650	239	5	has	have	AUX
easat-5650	239	6	become	become	VERB
easat-5650	239	7	crucial	crucial	ADJ
easat-5650	239	8	for	for	ADP
easat-5650	239	9	improving	improve	VERB
easat-5650	239	10	operational	operational	ADJ
easat-5650	239	11	efficiency	efficiency	NOUN
easat-5650	239	12	and	and	CCONJ
easat-5650	239	13	enhancing	enhance	VERB
easat-5650	239	14	market	market	NOUN
easat-5650	239	15	competitiveness	competitiveness	NOUN
easat-5650	239	16	.	.	PUNCT
easat-5650	240	1	to	to	ADP
easat-5650	240	2	this	this	DET
easat-5650	240	3	end	end	NOUN
easat-5650	240	4	,	,	PUNCT
easat-5650	240	5	this	this	DET
easat-5650	240	6	paper	paper	NOUN
easat-5650	240	7	studies	study	NOUN
easat-5650	240	8	the	the	DET
easat-5650	240	9	deep	deep	ADJ
easat-5650	240	10	learning	learning	NOUN
easat-5650	240	11	-	-	PUNCT
easat-5650	240	12	based	base	VERB
easat-5650	240	13	supply	supply	NOUN
easat-5650	240	14	chain	chain	NOUN
easat-5650	240	15	logistics	logistic	NOUN
easat-5650	240	16	demand	demand	NOUN
easat-5650	240	17	prediction	prediction	NOUN
easat-5650	240	18	algorithm	algorithm	NOUN
easat-5650	240	19	,	,	PUNCT
easat-5650	240	20	which	which	DET
easat-5650	240	21	mines	mine	NOUN
easat-5650	240	22	and	and	CCONJ
easat-5650	240	23	analyzes	analyze	VERB
easat-5650	240	24	the	the	DET
easat-5650	240	25	historical	historical	ADJ
easat-5650	240	26	data	datum	NOUN
easat-5650	240	27	through	through	ADP
easat-5650	240	28	deep	deep	ADJ
easat-5650	240	29	neural	neural	ADJ
easat-5650	240	30	network	network	NOUN
easat-5650	240	31	model	model	NOUN
easat-5650	240	32	,	,	PUNCT
easat-5650	240	33	automatically	automatically	ADV
easat-5650	240	34	extracts	extract	VERB
easat-5650	240	35	the	the	DET
easat-5650	240	36	1653	1653	NUM
easat-5650	240	37	edelweiss	edelweiss	PROPN
easat-5650	240	38	applied	apply	VERB
easat-5650	240	39	science	science	NOUN
easat-5650	240	40	and	and	CCONJ
easat-5650	240	41	technology	technology	NOUN
easat-5650	240	42	issn	issn	PROPN
easat-5650	240	43	:	:	PUNCT
easat-5650	240	44	2576	2576	NUM
easat-5650	240	45	-	-	SYM
easat-5650	240	46	8484	8484	NUM
easat-5650	240	47	vol	vol	NOUN
easat-5650	240	48	.	.	PROPN
easat-5650	241	1	9	9	NUM
easat-5650	241	2	,	,	PUNCT
easat-5650	241	3	no	no	INTJ
easat-5650	241	4	.	.	NOUN
easat-5650	242	1	3	3	NUM
easat-5650	242	2	:	:	SYM
easat-5650	242	3	1640	1640	NUM
easat-5650	242	4	-	-	SYM
easat-5650	242	5	1654	1654	NUM
easat-5650	242	6	,	,	PUNCT
easat-5650	242	7	2025	2025	NUM
easat-5650	242	8	doi	doi	NOUN
easat-5650	242	9	:	:	PUNCT
easat-5650	242	10	10.55214/25768484.v9i3.5650	10.55214/25768484.v9i3.5650	PROPN
easat-5650	242	11	©	©	PROPN
easat-5650	242	12	2025	2025	NUM
easat-5650	242	13	by	by	ADP
easat-5650	242	14	the	the	DET
easat-5650	242	15	authors	author	NOUN
easat-5650	242	16	;	;	PUNCT
easat-5650	242	17	licensee	licensee	PROPN
easat-5650	242	18	learning	learning	NOUN
easat-5650	242	19	gate	gate	VERB
easat-5650	242	20	key	key	ADJ
easat-5650	242	21	features	feature	NOUN
easat-5650	242	22	in	in	ADP
easat-5650	242	23	the	the	DET
easat-5650	242	24	data	datum	NOUN
easat-5650	242	25	,	,	PUNCT
easat-5650	242	26	captures	capture	VERB
easat-5650	242	27	the	the	DET
easat-5650	242	28	subtle	subtle	ADJ
easat-5650	242	29	changes	change	NOUN
easat-5650	242	30	in	in	ADP
easat-5650	242	31	the	the	DET
easat-5650	242	32	market	market	NOUN
easat-5650	242	33	demand	demand	NOUN
easat-5650	242	34	,	,	PUNCT
easat-5650	242	35	and	and	CCONJ
easat-5650	242	36	takes	take	VERB
easat-5650	242	37	into	into	ADP
easat-5650	242	38	account	account	NOUN
easat-5650	242	39	the	the	DET
easat-5650	242	40	interactions	interaction	NOUN
easat-5650	242	41	of	of	ADP
easat-5650	242	42	a	a	DET
easat-5650	242	43	variety	variety	NOUN
easat-5650	242	44	of	of	ADP
easat-5650	242	45	influencing	influence	VERB
easat-5650	242	46	factors	factor	NOUN
easat-5650	242	47	,	,	PUNCT
easat-5650	242	48	so	so	SCONJ
easat-5650	242	49	as	as	SCONJ
easat-5650	242	50	to	to	PART
easat-5650	242	51	realize	realize	VERB
easat-5650	242	52	the	the	DET
easat-5650	242	53	high	high	ADJ
easat-5650	242	54	-	-	PUNCT
easat-5650	242	55	precision	precision	NOUN
easat-5650	242	56	prediction	prediction	NOUN
easat-5650	242	57	of	of	ADP
easat-5650	242	58	the	the	DET
easat-5650	242	59	logistics	logistic	NOUN
easat-5650	242	60	demand	demand	NOUN
easat-5650	242	61	of	of	ADP
easat-5650	242	62	the	the	DET
easat-5650	242	63	supply	supply	NOUN
easat-5650	242	64	chain	chain	NOUN
easat-5650	242	65	.	.	PUNCT
easat-5650	243	1	experimental	experimental	ADJ
easat-5650	243	2	results	result	NOUN
easat-5650	243	3	demonstrate	demonstrate	VERB
easat-5650	243	4	that	that	SCONJ
easat-5650	243	5	the	the	DET
easat-5650	243	6	algorithm	algorithm	NOUN
easat-5650	243	7	performs	perform	VERB
easat-5650	243	8	well	well	ADV
easat-5650	243	9	in	in	ADP
easat-5650	243	10	terms	term	NOUN
easat-5650	243	11	of	of	ADP
easat-5650	243	12	accuracy	accuracy	NOUN
easat-5650	243	13	and	and	CCONJ
easat-5650	243	14	stability	stability	NOUN
easat-5650	243	15	in	in	ADP
easat-5650	243	16	logistics	logistic	NOUN
easat-5650	243	17	demand	demand	NOUN
easat-5650	243	18	forecasting	forecasting	NOUN
easat-5650	243	19	,	,	PUNCT
easat-5650	243	20	providing	provide	VERB
easat-5650	243	21	reliable	reliable	ADJ
easat-5650	243	22	decisionmaking	decisionmake	VERB
easat-5650	243	23	support	support	NOUN
easat-5650	243	24	for	for	ADP
easat-5650	243	25	enterprises	enterprise	NOUN
easat-5650	243	26	.	.	PUNCT
easat-5650	244	1	transparency	transparency	NOUN
easat-5650	244	2	:	:	PUNCT
easat-5650	244	3	the	the	DET
easat-5650	244	4	authors	author	NOUN
easat-5650	244	5	confirm	confirm	VERB
easat-5650	244	6	that	that	SCONJ
easat-5650	244	7	the	the	DET
easat-5650	244	8	manuscript	manuscript	NOUN
easat-5650	244	9	is	be	AUX
easat-5650	244	10	an	an	DET
easat-5650	244	11	honest	honest	ADJ
easat-5650	244	12	,	,	PUNCT
easat-5650	244	13	accurate	accurate	ADJ
easat-5650	244	14	,	,	PUNCT
easat-5650	244	15	and	and	CCONJ
easat-5650	244	16	transparent	transparent	ADJ
easat-5650	244	17	account	account	NOUN
easat-5650	244	18	of	of	ADP
easat-5650	244	19	the	the	DET
easat-5650	244	20	study	study	NOUN
easat-5650	244	21	;	;	PUNCT
easat-5650	244	22	that	that	SCONJ
easat-5650	244	23	no	no	DET
easat-5650	244	24	vital	vital	ADJ
easat-5650	244	25	features	feature	NOUN
easat-5650	244	26	of	of	ADP
easat-5650	244	27	the	the	DET
easat-5650	244	28	study	study	NOUN
easat-5650	244	29	have	have	AUX
easat-5650	244	30	been	be	AUX
easat-5650	244	31	omitted	omit	VERB
easat-5650	244	32	;	;	PUNCT
easat-5650	244	33	and	and	CCONJ
easat-5650	244	34	that	that	SCONJ
easat-5650	244	35	any	any	DET
easat-5650	244	36	discrepancies	discrepancy	NOUN
easat-5650	244	37	from	from	ADP
easat-5650	244	38	the	the	DET
easat-5650	244	39	study	study	NOUN
easat-5650	244	40	as	as	SCONJ
easat-5650	244	41	planned	plan	VERB
easat-5650	244	42	have	have	AUX
easat-5650	244	43	been	be	AUX
easat-5650	244	44	explained	explain	VERB
easat-5650	244	45	.	.	PUNCT
easat-5650	245	1	this	this	DET
easat-5650	245	2	study	study	NOUN
easat-5650	245	3	followed	follow	VERB
easat-5650	245	4	all	all	DET
easat-5650	245	5	ethical	ethical	ADJ
easat-5650	245	6	practices	practice	NOUN
easat-5650	245	7	during	during	ADP
easat-5650	245	8	writing	writing	NOUN
easat-5650	245	9	.	.	PUNCT
easat-5650	246	1	copyright	copyright	NOUN
easat-5650	246	2	:	:	PUNCT
easat-5650	246	3	©	©	PROPN
easat-5650	246	4	2025	2025	NUM
easat-5650	246	5	by	by	ADP
easat-5650	246	6	the	the	DET
easat-5650	246	7	authors	author	NOUN
easat-5650	246	8	.	.	PUNCT
easat-5650	247	1	this	this	DET
easat-5650	247	2	open	open	ADJ
easat-5650	247	3	-	-	PUNCT
easat-5650	247	4	access	access	NOUN
easat-5650	247	5	article	article	NOUN
easat-5650	247	6	is	be	AUX
easat-5650	247	7	distributed	distribute	VERB
easat-5650	247	8	under	under	ADP
easat-5650	247	9	the	the	DET
easat-5650	247	10	terms	term	NOUN
easat-5650	247	11	and	and	CCONJ
easat-5650	247	12	conditions	condition	NOUN
easat-5650	247	13	of	of	ADP
easat-5650	247	14	the	the	DET
easat-5650	247	15	creative	creative	ADJ
easat-5650	247	16	commons	common	NOUN
easat-5650	247	17	attribution	attribution	NOUN
easat-5650	247	18	(	(	PUNCT
easat-5650	247	19	cc	cc	NOUN
easat-5650	247	20	by	by	ADP
easat-5650	247	21	)	)	PUNCT
easat-5650	247	22	license	license	NOUN
easat-5650	247	23	(	(	PUNCT
easat-5650	247	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5650	247	25	)	)	PUNCT
easat-5650	247	26	.	.	PUNCT
easat-5650	248	1	references	reference	NOUN
easat-5650	248	2	[	[	X
easat-5650	248	3	1	1	NUM
easat-5650	248	4	]	]	X
easat-5650	248	5	y.	y.	PROPN
easat-5650	248	6	kazancoglu	kazancoglu	PROPN
easat-5650	248	7	,	,	PUNCT
easat-5650	248	8	s.	s.	PROPN
easat-5650	248	9	k.	k.	PROPN
easat-5650	248	10	mangla	mangla	PROPN
easat-5650	248	11	,	,	PUNCT
easat-5650	248	12	y.	y.	PROPN
easat-5650	248	13	berberoglu	berberoglu	PROPN
easat-5650	248	14	,	,	PUNCT
easat-5650	248	15	c.	c.	PROPN
easat-5650	248	16	lafci	lafci	NOUN
easat-5650	248	17	,	,	PUNCT
easat-5650	248	18	and	and	CCONJ
easat-5650	248	19	j.	j.	PROPN
easat-5650	248	20	madaan	madaan	PROPN
easat-5650	248	21	,	,	PUNCT
easat-5650	248	22	"	"	PUNCT
easat-5650	248	23	towards	towards	ADP
easat-5650	248	24	industry	industry	NOUN
easat-5650	248	25	5.0	5.0	NUM
easat-5650	248	26	challenges	challenge	NOUN
easat-5650	248	27	for	for	ADP
easat-5650	248	28	the	the	DET
easat-5650	248	29	textile	textile	NOUN
easat-5650	248	30	and	and	CCONJ
easat-5650	248	31	apparel	apparel	NOUN
easat-5650	248	32	supply	supply	NOUN
easat-5650	248	33	chain	chain	NOUN
easat-5650	248	34	for	for	ADP
easat-5650	248	35	the	the	DET
easat-5650	248	36	smart	smart	ADJ
easat-5650	248	37	,	,	PUNCT
easat-5650	248	38	sustainable	sustainable	ADJ
easat-5650	248	39	,	,	PUNCT
easat-5650	248	40	and	and	CCONJ
easat-5650	248	41	collaborative	collaborative	ADJ
easat-5650	248	42	industry	industry	NOUN
easat-5650	248	43	in	in	ADP
easat-5650	248	44	emerging	emerge	VERB
easat-5650	248	45	economies	economy	NOUN
easat-5650	248	46	,	,	PUNCT
easat-5650	248	47	"	"	PUNCT
easat-5650	248	48	information	information	NOUN
easat-5650	248	49	systems	system	NOUN
easat-5650	248	50	frontiers	frontier	NOUN
easat-5650	248	51	,	,	PUNCT
easat-5650	248	52	vol	vol	NOUN
easat-5650	248	53	.	.	PROPN
easat-5650	249	1	26	26	NUM
easat-5650	249	2	,	,	PUNCT
easat-5650	249	3	no	no	INTJ
easat-5650	249	4	.	.	NOUN
easat-5650	249	5	5	5	NUM
easat-5650	249	6	,	,	PUNCT
easat-5650	249	7	pp	pp	ADJ
easat-5650	249	8	.	.	PUNCT
easat-5650	250	1	1857	1857	NUM
easat-5650	250	2	-	-	SYM
easat-5650	250	3	1872	1872	NUM
easat-5650	250	4	,	,	PUNCT
easat-5650	250	5	2024	2024	NUM
easat-5650	250	6	.	.	PUNCT
easat-5650	251	1	https://doi.org/10.1007/s10796-022-10285-3	https://doi.org/10.1007/s10796-022-10285-3	X
easat-5650	252	1	[	[	X
easat-5650	252	2	2	2	X
easat-5650	252	3	]	]	PUNCT
easat-5650	252	4	s.	s.	PROPN
easat-5650	252	5	d.	d.	PROPN
easat-5650	252	6	tsolas	tsolas	PROPN
easat-5650	252	7	and	and	CCONJ
easat-5650	252	8	m.	m.	PROPN
easat-5650	252	9	f.	f.	PROPN
easat-5650	252	10	hasan	hasan	PROPN
easat-5650	252	11	,	,	PUNCT
easat-5650	252	12	"	"	PUNCT
easat-5650	252	13	resilience‐aware	resilience‐aware	VERB
easat-5650	252	14	design	design	NOUN
easat-5650	252	15	of	of	ADP
easat-5650	252	16	interconnected	interconnected	ADJ
easat-5650	252	17	supply	supply	NOUN
easat-5650	252	18	chain	chain	NOUN
easat-5650	252	19	networks	network	NOUN
easat-5650	252	20	with	with	ADP
easat-5650	252	21	application	application	NOUN
easat-5650	252	22	to	to	ADP
easat-5650	252	23	water‐energy	water‐energy	PROPN
easat-5650	252	24	nexus	nexus	NOUN
easat-5650	252	25	,	,	PUNCT
easat-5650	252	26	"	"	PUNCT
easat-5650	252	27	aiche	aiche	PROPN
easat-5650	252	28	journal	journal	PROPN
easat-5650	252	29	,	,	PUNCT
easat-5650	252	30	vol	vol	NOUN
easat-5650	252	31	.	.	PROPN
easat-5650	252	32	67	67	NUM
easat-5650	252	33	,	,	PUNCT
easat-5650	252	34	no	no	INTJ
easat-5650	252	35	.	.	NOUN
easat-5650	252	36	11	11	NUM
easat-5650	252	37	,	,	PUNCT
easat-5650	252	38	p.	p.	NOUN
easat-5650	252	39	e17386	e17386	NUM
easat-5650	252	40	,	,	PUNCT
easat-5650	252	41	2021	2021	NUM
easat-5650	252	42	.	.	PUNCT
easat-5650	253	1	https://doi.org/10.1002/aic.17386	https://doi.org/10.1002/aic.17386	VERB
easat-5650	253	2	[	[	X
easat-5650	253	3	3	3	NUM
easat-5650	253	4	]	]	PUNCT
easat-5650	253	5	m.	m.	NOUN
easat-5650	253	6	z.	z.	PROPN
easat-5650	253	7	khan	khan	PROPN
easat-5650	253	8	,	,	PUNCT
easat-5650	253	9	a.	a.	PROPN
easat-5650	253	10	kumar	kumar	PROPN
easat-5650	253	11	,	,	PUNCT
easat-5650	253	12	y.	y.	PROPN
easat-5650	253	13	liu	liu	PROPN
easat-5650	253	14	,	,	PUNCT
easat-5650	253	15	p.	p.	PROPN
easat-5650	253	16	gupta	gupta	PROPN
easat-5650	253	17	,	,	PUNCT
easat-5650	253	18	and	and	CCONJ
easat-5650	253	19	d.	d.	PROPN
easat-5650	253	20	sharma	sharma	PROPN
easat-5650	253	21	,	,	PUNCT
easat-5650	253	22	"	"	PUNCT
easat-5650	253	23	modeling	model	VERB
easat-5650	253	24	enablers	enabler	NOUN
easat-5650	253	25	of	of	ADP
easat-5650	253	26	agile	agile	ADJ
easat-5650	253	27	and	and	CCONJ
easat-5650	253	28	sustainable	sustainable	ADJ
easat-5650	253	29	sourcing	sourcing	NOUN
easat-5650	253	30	networks	network	NOUN
easat-5650	253	31	in	in	ADP
easat-5650	253	32	a	a	DET
easat-5650	253	33	supply	supply	NOUN
easat-5650	253	34	chain	chain	NOUN
easat-5650	253	35	:	:	PUNCT
easat-5650	253	36	a	a	DET
easat-5650	253	37	case	case	NOUN
easat-5650	253	38	of	of	ADP
easat-5650	253	39	the	the	DET
easat-5650	253	40	plastic	plastic	NOUN
easat-5650	253	41	industry	industry	NOUN
easat-5650	253	42	,	,	PUNCT
easat-5650	253	43	"	"	PUNCT
easat-5650	253	44	journal	journal	NOUN
easat-5650	253	45	of	of	ADP
easat-5650	253	46	cleaner	clean	ADJ
easat-5650	253	47	production	production	NOUN
easat-5650	253	48	,	,	PUNCT
easat-5650	253	49	vol	vol	NOUN
easat-5650	253	50	.	.	PROPN
easat-5650	253	51	435	435	NUM
easat-5650	253	52	,	,	PUNCT
easat-5650	253	53	p.	p.	NOUN
easat-5650	253	54	140522	140522	NUM
easat-5650	253	55	,	,	PUNCT
easat-5650	253	56	2024	2024	NUM
easat-5650	253	57	.	.	PUNCT
easat-5650	254	1	https://doi.org/10.1016/j.jclepro.2022.140522	https://doi.org/10.1016/j.jclepro.2022.140522	VERB
easat-5650	254	2	[	[	X
easat-5650	254	3	4	4	NUM
easat-5650	254	4	]	]	X
easat-5650	254	5	mohit	mohit	NOUN
easat-5650	254	6	,	,	PUNCT
easat-5650	254	7	s.	s.	PROPN
easat-5650	254	8	kaur	kaur	PROPN
easat-5650	254	9	,	,	PUNCT
easat-5650	254	10	and	and	CCONJ
easat-5650	254	11	m.	m.	PROPN
easat-5650	254	12	singh	singh	PROPN
easat-5650	254	13	,	,	PUNCT
easat-5650	254	14	"	"	PUNCT
easat-5650	254	15	design	design	NOUN
easat-5650	254	16	and	and	CCONJ
easat-5650	254	17	implementation	implementation	NOUN
easat-5650	254	18	of	of	ADP
easat-5650	254	19	blockchain	blockchain	PROPN
easat-5650	254	20	-	-	PUNCT
easat-5650	254	21	based	base	VERB
easat-5650	254	22	supply	supply	NOUN
easat-5650	254	23	chain	chain	NOUN
easat-5650	254	24	framework	framework	NOUN
easat-5650	254	25	with	with	ADP
easat-5650	254	26	improved	improved	ADJ
easat-5650	254	27	traceability	traceability	NOUN
easat-5650	254	28	,	,	PUNCT
easat-5650	254	29	privacy	privacy	NOUN
easat-5650	254	30	,	,	PUNCT
easat-5650	254	31	and	and	CCONJ
easat-5650	254	32	ownership	ownership	NOUN
easat-5650	254	33	,	,	PUNCT
easat-5650	254	34	"	"	PUNCT
easat-5650	254	35	cluster	cluster	NOUN
easat-5650	254	36	computing	computing	NOUN
easat-5650	254	37	,	,	PUNCT
easat-5650	254	38	vol	vol	NOUN
easat-5650	254	39	.	.	PROPN
easat-5650	254	40	27	27	NUM
easat-5650	254	41	,	,	PUNCT
easat-5650	254	42	no	no	INTJ
easat-5650	254	43	.	.	NOUN
easat-5650	254	44	3	3	NUM
easat-5650	254	45	,	,	PUNCT
easat-5650	254	46	pp	pp	ADJ
easat-5650	254	47	.	.	PUNCT
easat-5650	255	1	2345	2345	NUM
easat-5650	255	2	-	-	SYM
easat-5650	255	3	2363	2363	NUM
easat-5650	255	4	,	,	PUNCT
easat-5650	255	5	2024	2024	NUM
easat-5650	255	6	.	.	PUNCT
easat-5650	255	7	https://doi.org/10.1007/s10586-022-03578-5	https://doi.org/10.1007/s10586-022-03578-5	PROPN
easat-5650	256	1	[	[	X
easat-5650	256	2	5	5	X
easat-5650	256	3	]	]	PUNCT
easat-5650	256	4	j.	j.	PROPN
easat-5650	256	5	quan	quan	PROPN
easat-5650	256	6	,	,	PUNCT
easat-5650	256	7	y.	y.	PROPN
easat-5650	256	8	peng	peng	PROPN
easat-5650	256	9	,	,	PUNCT
easat-5650	256	10	and	and	CCONJ
easat-5650	256	11	l.	l.	PROPN
easat-5650	256	12	su	su	PROPN
easat-5650	256	13	,	,	PUNCT
easat-5650	256	14	"	"	PUNCT
easat-5650	256	15	logistics	logistic	NOUN
easat-5650	256	16	demand	demand	NOUN
easat-5650	256	17	prediction	prediction	NOUN
easat-5650	256	18	using	use	VERB
easat-5650	256	19	fuzzy	fuzzy	ADJ
easat-5650	256	20	support	support	NOUN
easat-5650	256	21	vector	vector	NOUN
easat-5650	256	22	regression	regression	NOUN
easat-5650	256	23	machine	machine	NOUN
easat-5650	256	24	based	base	VERB
easat-5650	256	25	on	on	ADP
easat-5650	256	26	adam	adam	PROPN
easat-5650	256	27	optimization	optimization	NOUN
easat-5650	256	28	,	,	PUNCT
easat-5650	256	29	"	"	PUNCT
easat-5650	256	30	humanities	humanity	NOUN
easat-5650	256	31	and	and	CCONJ
easat-5650	256	32	social	social	ADJ
easat-5650	256	33	sciences	science	NOUN
easat-5650	256	34	communications	communication	NOUN
easat-5650	256	35	,	,	PUNCT
easat-5650	256	36	vol	vol	NOUN
easat-5650	256	37	.	.	PROPN
easat-5650	256	38	12	12	NUM
easat-5650	256	39	,	,	PUNCT
easat-5650	256	40	no	no	INTJ
easat-5650	256	41	.	.	NOUN
easat-5650	256	42	1	1	NUM
easat-5650	256	43	,	,	PUNCT
easat-5650	256	44	pp	pp	ADJ
easat-5650	256	45	.	.	PUNCT
easat-5650	257	1	1	1	NUM
easat-5650	257	2	-	-	SYM
easat-5650	257	3	13	13	NUM
easat-5650	257	4	,	,	PUNCT
easat-5650	257	5	2025	2025	NUM
easat-5650	257	6	.	.	PUNCT
easat-5650	258	1	https://doi.org/10.1057/s41599-025-04505-8	https://doi.org/10.1057/s41599-025-04505-8	NUM
easat-5650	258	2	[	[	X
easat-5650	258	3	6	6	NUM
easat-5650	258	4	]	]	PUNCT
easat-5650	258	5	s.	s.	PROPN
easat-5650	258	6	temiz	temiz	PROPN
easat-5650	258	7	,	,	PUNCT
easat-5650	258	8	h.	h.	PROPN
easat-5650	258	9	c.	c.	PROPN
easat-5650	258	10	kazanç	kazanç	PROPN
easat-5650	258	11	,	,	PUNCT
easat-5650	258	12	m.	m.	NOUN
easat-5650	258	13	soysal	soysal	PROPN
easat-5650	258	14	,	,	PUNCT
easat-5650	258	15	and	and	CCONJ
easat-5650	258	16	m.	m.	NOUN
easat-5650	258	17	çimen	çiman	NOUN
easat-5650	258	18	,	,	PUNCT
easat-5650	258	19	"	"	PUNCT
easat-5650	258	20	a	a	DET
easat-5650	258	21	probabilistic	probabilistic	ADJ
easat-5650	258	22	bi‐objective	bi‐objective	ADJ
easat-5650	258	23	model	model	NOUN
easat-5650	258	24	for	for	ADP
easat-5650	258	25	a	a	DET
easat-5650	258	26	humanitarian	humanitarian	ADJ
easat-5650	258	27	location‐routing	location‐routing	NOUN
easat-5650	258	28	problem	problem	NOUN
easat-5650	258	29	under	under	ADP
easat-5650	258	30	uncertain	uncertain	ADJ
easat-5650	258	31	demand	demand	NOUN
easat-5650	258	32	and	and	CCONJ
easat-5650	258	33	road	road	NOUN
easat-5650	258	34	closure	closure	NOUN
easat-5650	258	35	,	,	PUNCT
easat-5650	258	36	"	"	PUNCT
easat-5650	258	37	international	international	ADJ
easat-5650	258	38	transactions	transaction	NOUN
easat-5650	258	39	in	in	ADP
easat-5650	258	40	operational	operational	ADJ
easat-5650	258	41	research	research	NOUN
easat-5650	258	42	,	,	PUNCT
easat-5650	258	43	vol	vol	NOUN
easat-5650	258	44	.	.	PROPN
easat-5650	258	45	32	32	NUM
easat-5650	258	46	,	,	PUNCT
easat-5650	258	47	no	no	INTJ
easat-5650	258	48	.	.	NOUN
easat-5650	258	49	2	2	NUM
easat-5650	258	50	,	,	PUNCT
easat-5650	258	51	pp	pp	ADJ
easat-5650	258	52	.	.	PUNCT
easat-5650	259	1	590	590	NUM
easat-5650	259	2	-	-	SYM
easat-5650	259	3	625	625	NUM
easat-5650	259	4	,	,	PUNCT
easat-5650	259	5	2025	2025	NUM
easat-5650	259	6	.	.	PUNCT
easat-5650	260	1	https://doi.org/10.1111/itor.13475	https://doi.org/10.1111/itor.13475	PROPN
easat-5650	260	2	.	.	PUNCT
easat-5650	261	1	[	[	X
easat-5650	261	2	7	7	X
easat-5650	261	3	]	]	PUNCT
easat-5650	261	4	t.	t.	PROPN
easat-5650	261	5	e.	e.	PROPN
easat-5650	261	6	salais	salais	PROPN
easat-5650	261	7	-	-	PUNCT
easat-5650	261	8	fierro	fierro	PROPN
easat-5650	261	9	and	and	CCONJ
easat-5650	261	10	j.	j.	PROPN
easat-5650	261	11	a.	a.	PROPN
easat-5650	261	12	s.	s.	PROPN
easat-5650	261	13	martínez	martínez	PROPN
easat-5650	261	14	,	,	PUNCT
easat-5650	261	15	"	"	PUNCT
easat-5650	261	16	demand	demand	NOUN
easat-5650	261	17	forecasting	forecasting	NOUN
easat-5650	261	18	for	for	ADP
easat-5650	261	19	freight	freight	NOUN
easat-5650	261	20	transport	transport	NOUN
easat-5650	261	21	applying	apply	VERB
easat-5650	261	22	machine	machine	NOUN
easat-5650	261	23	learning	learn	VERB
easat-5650	261	24	into	into	ADP
easat-5650	261	25	the	the	DET
easat-5650	261	26	logistic	logistic	ADJ
easat-5650	261	27	distribution	distribution	NOUN
easat-5650	261	28	,	,	PUNCT
easat-5650	261	29	"	"	PUNCT
easat-5650	261	30	mobile	mobile	ADJ
easat-5650	261	31	networks	network	NOUN
easat-5650	261	32	and	and	CCONJ
easat-5650	261	33	applications	application	NOUN
easat-5650	261	34	,	,	PUNCT
easat-5650	261	35	vol	vol	NOUN
easat-5650	261	36	.	.	PROPN
easat-5650	261	37	27	27	NUM
easat-5650	261	38	,	,	PUNCT
easat-5650	261	39	no	no	INTJ
easat-5650	261	40	.	.	NOUN
easat-5650	261	41	5	5	NUM
easat-5650	261	42	,	,	PUNCT
easat-5650	261	43	pp	pp	ADJ
easat-5650	261	44	.	.	PUNCT
easat-5650	262	1	2172	2172	NUM
easat-5650	262	2	-	-	SYM
easat-5650	262	3	2181	2181	NUM
easat-5650	262	4	,	,	PUNCT
easat-5650	262	5	2022	2022	NUM
easat-5650	262	6	.	.	PUNCT
easat-5650	263	1	https://doi.org/10.1007/s11036-021-01782-y	https://doi.org/10.1007/s11036-021-01782-y	NOUN
easat-5650	264	1	[	[	X
easat-5650	264	2	8	8	NUM
easat-5650	264	3	]	]	PUNCT
easat-5650	264	4	a.	a.	NOUN
easat-5650	264	5	chandra	chandra	PROPN
easat-5650	264	6	,	,	PUNCT
easat-5650	264	7	a.	a.	NOUN
easat-5650	264	8	pani	pani	PROPN
easat-5650	264	9	,	,	PUNCT
easat-5650	265	1	p.	p.	PROPN
easat-5650	265	2	k.	k.	PROPN
easat-5650	266	1	sahu	sahu	PROPN
easat-5650	266	2	,	,	PUNCT
easat-5650	266	3	and	and	CCONJ
easat-5650	266	4	s.	s.	PROPN
easat-5650	266	5	sharma	sharma	PROPN
easat-5650	266	6	,	,	PUNCT
easat-5650	266	7	"	"	PUNCT
easat-5650	266	8	integrating	integrate	VERB
easat-5650	266	9	commodity	commodity	NOUN
easat-5650	266	10	-	-	PUNCT
easat-5650	266	11	based	base	VERB
easat-5650	266	12	and	and	CCONJ
easat-5650	266	13	trip	trip	NOUN
easat-5650	266	14	-	-	PUNCT
easat-5650	266	15	based	base	VERB
easat-5650	266	16	approaches	approach	NOUN
easat-5650	266	17	of	of	ADP
easat-5650	266	18	freight	freight	NOUN
easat-5650	266	19	demand	demand	NOUN
easat-5650	266	20	modelling	model	VERB
easat-5650	266	21	using	use	VERB
easat-5650	266	22	trip	trip	NOUN
easat-5650	266	23	length	length	NOUN
easat-5650	266	24	distributions	distribution	NOUN
easat-5650	266	25	,	,	PUNCT
easat-5650	266	26	"	"	PUNCT
easat-5650	266	27	journal	journal	NOUN
easat-5650	266	28	of	of	ADP
easat-5650	266	29	the	the	DET
easat-5650	266	30	institution	institution	NOUN
easat-5650	266	31	of	of	ADP
easat-5650	266	32	engineers	engineer	NOUN
easat-5650	266	33	(	(	PUNCT
easat-5650	266	34	india	india	PROPN
easat-5650	266	35	):	):	PUNCT
easat-5650	266	36	series	series	PROPN
easat-5650	266	37	a	a	NOUN
easat-5650	266	38	,	,	PUNCT
easat-5650	266	39	vol	vol	NOUN
easat-5650	266	40	.	.	PROPN
easat-5650	267	1	104	104	NUM
easat-5650	267	2	,	,	PUNCT
easat-5650	267	3	no	no	INTJ
easat-5650	267	4	.	.	NOUN
easat-5650	267	5	2	2	NUM
easat-5650	267	6	,	,	PUNCT
easat-5650	267	7	pp	pp	ADJ
easat-5650	267	8	.	.	PUNCT
easat-5650	268	1	417	417	NUM
easat-5650	268	2	-	-	SYM
easat-5650	268	3	434	434	NUM
easat-5650	268	4	,	,	PUNCT
easat-5650	268	5	2023	2023	NUM
easat-5650	268	6	.	.	PUNCT
easat-5650	269	1	https://doi.org/10.1007/s40030-023-00445-5	https://doi.org/10.1007/s40030-023-00445-5	PRON
easat-5650	270	1	[	[	X
easat-5650	270	2	9	9	NUM
easat-5650	270	3	]	]	PUNCT
easat-5650	270	4	s.	s.	PROPN
easat-5650	270	5	nallusamy	nallusamy	PROPN
easat-5650	270	6	,	,	PUNCT
easat-5650	270	7	"	"	PUNCT
easat-5650	270	8	performance	performance	NOUN
easat-5650	270	9	measurement	measurement	NOUN
easat-5650	270	10	on	on	ADP
easat-5650	270	11	inventory	inventory	NOUN
easat-5650	270	12	management	management	NOUN
easat-5650	270	13	and	and	CCONJ
easat-5650	270	14	logistics	logistic	NOUN
easat-5650	270	15	through	through	ADP
easat-5650	270	16	various	various	ADJ
easat-5650	270	17	forecasting	forecasting	NOUN
easat-5650	270	18	techniques	technique	NOUN
easat-5650	270	19	,	,	PUNCT
easat-5650	270	20	"	"	PUNCT
easat-5650	270	21	international	international	ADJ
easat-5650	270	22	journal	journal	NOUN
easat-5650	270	23	of	of	ADP
easat-5650	270	24	performability	performability	NOUN
easat-5650	270	25	engineering	engineering	NOUN
easat-5650	270	26	,	,	PUNCT
easat-5650	270	27	vol	vol	NOUN
easat-5650	270	28	.	.	PROPN
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easat-5650	270	36	.	.	PUNCT
easat-5650	271	1	216	216	NUM
easat-5650	271	2	-	-	SYM
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easat-5650	271	6	.	.	PUNCT
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easat-5650	272	3	10	10	NUM
easat-5650	272	4	]	]	PUNCT
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easat-5650	272	16	,	,	PUNCT
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easat-5650	273	2	-	-	SYM
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easat-5650	273	4	,	,	PUNCT
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easat-5650	273	6	.	.	PUNCT
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easat-5650	275	2	11	11	NUM
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easat-5650	275	27	computers	computer	NOUN
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easat-5650	275	30	engineering	engineering	NOUN
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easat-5650	275	33	.	.	PROPN
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easat-5650	276	2	,	,	PUNCT
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easat-5650	276	5	,	,	PUNCT
easat-5650	276	6	2021	2021	NUM
easat-5650	276	7	.	.	PUNCT
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easat-5650	277	3	12	12	NUM
easat-5650	277	4	]	]	PUNCT
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easat-5650	277	43	,	,	PUNCT
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easat-5650	277	47	,	,	PUNCT
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easat-5650	277	49	.	.	PUNCT
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easat-5650	277	51	-	-	SYM
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easat-5650	277	53	,	,	PUNCT
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easat-5650	280	5	.	.	PUNCT
easat-5650	281	1	doh	doh	PROPN
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easat-5650	282	2	,	,	PUNCT
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easat-5650	282	6	,	,	PUNCT
easat-5650	282	7	pp	pp	ADJ
easat-5650	282	8	.	.	PUNCT
easat-5650	283	1	666	666	NUM
easat-5650	283	2	-	-	SYM
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easat-5650	283	4	,	,	PUNCT
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easat-5650	283	6	.	.	PUNCT
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easat-5650	287	2	:	:	SYM
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easat-5650	287	4	-	-	SYM
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easat-5650	289	2	-	-	SYM
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easat-5650	291	2	-	-	SYM
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easat-5650	292	6	b.	b.	PROPN
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easat-5650	292	8	,	,	PUNCT
easat-5650	292	9	w.	w.	PROPN
easat-5650	292	10	l.	l.	PROPN
easat-5650	292	11	lourenzani	lourenzani	PROPN
easat-5650	292	12	,	,	PUNCT
easat-5650	292	13	e.	e.	PROPN
easat-5650	292	14	g.	g.	PROPN
easat-5650	292	15	satolo	satolo	PROPN
easat-5650	292	16	,	,	PUNCT
easat-5650	292	17	s.	s.	PROPN
easat-5650	292	18	s.	s.	PROPN
easat-5650	292	19	braga	braga	PROPN
easat-5650	292	20	júnior	júnior	PROPN
easat-5650	292	21	,	,	PUNCT
easat-5650	292	22	r.	r.	PROPN
easat-5650	292	23	anholon	anholon	PROPN
easat-5650	292	24	,	,	PUNCT
easat-5650	292	25	and	and	CCONJ
easat-5650	292	26	i.	i.	PROPN
easat-5650	292	27	s.	s.	PROPN
easat-5650	292	28	rampasso	rampasso	PROPN
easat-5650	292	29	,	,	PUNCT
easat-5650	292	30	"	"	PUNCT
easat-5650	292	31	blockchain	blockchain	NOUN
easat-5650	292	32	in	in	ADP
easat-5650	292	33	supply	supply	NOUN
easat-5650	292	34	chain	chain	NOUN
easat-5650	292	35	management	management	NOUN
easat-5650	292	36	:	:	PUNCT
easat-5650	292	37	a	a	DET
easat-5650	292	38	grounded	ground	VERB
easat-5650	292	39	theory	theory	NOUN
easat-5650	292	40	-	-	PUNCT
easat-5650	292	41	based	base	VERB
easat-5650	292	42	analysis	analysis	NOUN
easat-5650	292	43	,	,	PUNCT
easat-5650	292	44	"	"	PUNCT
easat-5650	292	45	kybernetes	kybernete	NOUN
easat-5650	292	46	,	,	PUNCT
easat-5650	292	47	vol	vol	NOUN
easat-5650	292	48	.	.	PROPN
easat-5650	292	49	52	52	NUM
easat-5650	292	50	,	,	PUNCT
easat-5650	292	51	no	no	INTJ
easat-5650	292	52	.	.	NOUN
easat-5650	292	53	4	4	NUM
easat-5650	292	54	,	,	PUNCT
easat-5650	292	55	pp	pp	ADJ
easat-5650	292	56	.	.	PUNCT
easat-5650	293	1	1425	1425	NUM
easat-5650	293	2	-	-	SYM
easat-5650	293	3	1444	1444	NUM
easat-5650	293	4	,	,	PUNCT
easat-5650	293	5	2023	2023	NUM
easat-5650	293	6	.	.	PUNCT
easat-5650	294	1	https://doi.org/10.1108/k-09-2022-0829	https://doi.org/10.1108/k-09-2022-0829	PROPN
easat-5650	295	1	[	[	X
easat-5650	295	2	17	17	NUM
easat-5650	295	3	]	]	PUNCT
easat-5650	295	4	t.	t.	X
easat-5650	295	5	schlaich	schlaich	PROPN
easat-5650	295	6	and	and	CCONJ
easat-5650	295	7	k.	k.	PROPN
easat-5650	295	8	hoberg	hoberg	PROPN
easat-5650	295	9	,	,	PUNCT
easat-5650	295	10	"	"	PUNCT
easat-5650	295	11	when	when	SCONJ
easat-5650	295	12	is	be	AUX
easat-5650	295	13	the	the	DET
easat-5650	295	14	next	next	ADJ
easat-5650	295	15	order	order	NOUN
easat-5650	295	16	?	?	PUNCT
easat-5650	296	1	nowcasting	nowcaste	VERB
easat-5650	296	2	channel	channel	NOUN
easat-5650	296	3	inventories	inventory	NOUN
easat-5650	296	4	with	with	ADP
easat-5650	296	5	point	point	NOUN
easat-5650	296	6	-	-	PUNCT
easat-5650	296	7	of	of	ADP
easat-5650	296	8	-	-	PUNCT
easat-5650	296	9	sales	sale	NOUN
easat-5650	296	10	data	datum	NOUN
easat-5650	296	11	to	to	PART
easat-5650	296	12	predict	predict	VERB
easat-5650	296	13	the	the	DET
easat-5650	296	14	timing	timing	NOUN
easat-5650	296	15	of	of	ADP
easat-5650	296	16	retail	retail	ADJ
easat-5650	296	17	orders	order	NOUN
easat-5650	296	18	,	,	PUNCT
easat-5650	296	19	"	"	PUNCT
easat-5650	296	20	european	european	ADJ
easat-5650	296	21	journal	journal	PROPN
easat-5650	296	22	of	of	ADP
easat-5650	296	23	operational	operational	ADJ
easat-5650	296	24	research	research	NOUN
easat-5650	296	25	,	,	PUNCT
easat-5650	296	26	vol	vol	NOUN
easat-5650	296	27	.	.	PROPN
easat-5650	296	28	315	315	NUM
easat-5650	296	29	,	,	PUNCT
easat-5650	296	30	no	no	INTJ
easat-5650	296	31	.	.	NOUN
easat-5650	296	32	1	1	NUM
easat-5650	296	33	,	,	PUNCT
easat-5650	296	34	pp	pp	ADJ
easat-5650	296	35	.	.	PUNCT
easat-5650	297	1	35	35	NUM
easat-5650	297	2	-	-	SYM
easat-5650	297	3	49	49	NUM
easat-5650	297	4	,	,	PUNCT
easat-5650	297	5	2024	2024	NUM
easat-5650	297	6	.	.	PUNCT
easat-5650	298	1	https://doi.org/10.1016/j.ejor.2023.03.035	https://doi.org/10.1016/j.ejor.2023.03.035	PROPN
easat-5650	298	2	[	[	X
easat-5650	298	3	18	18	NUM
easat-5650	298	4	]	]	PUNCT
easat-5650	298	5	m.	m.	NOUN
easat-5650	298	6	karimi	karimi	PROPN
easat-5650	298	7	and	and	CCONJ
easat-5650	298	8	n.	n.	PROPN
easat-5650	298	9	zaerpour	zaerpour	PROPN
easat-5650	298	10	,	,	PUNCT
easat-5650	298	11	"	"	PUNCT
easat-5650	298	12	put	put	VERB
easat-5650	298	13	your	your	PRON
easat-5650	298	14	money	money	NOUN
easat-5650	298	15	where	where	SCONJ
easat-5650	298	16	your	your	PRON
easat-5650	298	17	forecast	forecast	NOUN
easat-5650	298	18	is	be	AUX
easat-5650	298	19	:	:	PUNCT
easat-5650	298	20	supply	supply	NOUN
easat-5650	298	21	chain	chain	NOUN
easat-5650	298	22	collaborative	collaborative	ADJ
easat-5650	298	23	forecasting	forecasting	NOUN
easat-5650	298	24	with	with	ADP
easat-5650	298	25	cost	cost	NOUN
easat-5650	298	26	-	-	PUNCT
easat-5650	298	27	function	function	NOUN
easat-5650	298	28	-	-	PUNCT
easat-5650	298	29	based	base	VERB
easat-5650	298	30	prediction	prediction	NOUN
easat-5650	298	31	markets	market	NOUN
easat-5650	298	32	,	,	PUNCT
easat-5650	298	33	"	"	PUNCT
easat-5650	298	34	european	european	ADJ
easat-5650	298	35	journal	journal	PROPN
easat-5650	298	36	of	of	ADP
easat-5650	298	37	operational	operational	ADJ
easat-5650	298	38	research	research	NOUN
easat-5650	298	39	,	,	PUNCT
easat-5650	298	40	vol	vol	NOUN
easat-5650	298	41	.	.	PROPN
easat-5650	299	1	300	300	NUM
easat-5650	299	2	,	,	PUNCT
easat-5650	299	3	no	no	INTJ
easat-5650	299	4	.	.	NOUN
easat-5650	299	5	3	3	NUM
easat-5650	299	6	,	,	PUNCT
easat-5650	299	7	pp	pp	ADJ
easat-5650	299	8	.	.	PUNCT
easat-5650	300	1	1035	1035	NUM
easat-5650	300	2	-	-	SYM
easat-5650	300	3	1049	1049	NUM
easat-5650	300	4	,	,	PUNCT
easat-5650	300	5	2022	2022	NUM
easat-5650	300	6	.	.	PUNCT
easat-5650	301	1	https://doi.org/10.1016/j.ejor.2021.09.049	https://doi.org/10.1016/j.ejor.2021.09.049	X
easat-5650	301	2	[	[	X
easat-5650	301	3	19	19	NUM
easat-5650	301	4	]	]	X
easat-5650	301	5	e.	e.	PROPN
easat-5650	301	6	d.	d.	PROPN
easat-5650	301	7	miensah	miensah	PROPN
easat-5650	301	8	,	,	PUNCT
easat-5650	301	9	s.	s.	PROPN
easat-5650	301	10	gawusu	gawusu	PROPN
easat-5650	301	11	,	,	PUNCT
easat-5650	301	12	a.	a.	NOUN
easat-5650	301	13	a.	a.	NOUN
easat-5650	301	14	amadu	amadu	PROPN
easat-5650	301	15	,	,	PUNCT
easat-5650	301	16	x.	x.	PROPN
easat-5650	301	17	zhang	zhang	PROPN
easat-5650	301	18	,	,	PUNCT
easat-5650	301	19	and	and	CCONJ
easat-5650	301	20	s.	s.	PROPN
easat-5650	301	21	a.	a.	PROPN
easat-5650	301	22	jamatutu	jamatutu	PROPN
easat-5650	301	23	,	,	PUNCT
easat-5650	301	24	"	"	PUNCT
easat-5650	301	25	the	the	DET
easat-5650	301	26	dynamics	dynamic	NOUN
easat-5650	301	27	of	of	ADP
easat-5650	301	28	green	green	ADJ
easat-5650	301	29	supply	supply	NOUN
easat-5650	301	30	chain	chain	NOUN
easat-5650	301	31	management	management	NOUN
easat-5650	301	32	within	within	ADP
easat-5650	301	33	the	the	DET
easat-5650	301	34	framework	framework	NOUN
easat-5650	301	35	of	of	ADP
easat-5650	301	36	renewable	renewable	ADJ
easat-5650	301	37	energy	energy	NOUN
easat-5650	301	38	,	,	PUNCT
easat-5650	301	39	"	"	PUNCT
easat-5650	301	40	international	international	ADJ
easat-5650	301	41	journal	journal	NOUN
easat-5650	301	42	of	of	ADP
easat-5650	301	43	energy	energy	NOUN
easat-5650	301	44	research	research	NOUN
easat-5650	301	45	,	,	PUNCT
easat-5650	301	46	vol	vol	NOUN
easat-5650	301	47	.	.	PROPN
easat-5650	301	48	46	46	NUM
easat-5650	301	49	,	,	PUNCT
easat-5650	301	50	no	no	INTJ
easat-5650	301	51	.	.	NOUN
easat-5650	301	52	2	2	NUM
easat-5650	301	53	,	,	PUNCT
easat-5650	301	54	pp	pp	ADJ
easat-5650	301	55	.	.	PUNCT
easat-5650	302	1	684	684	NUM
easat-5650	302	2	-	-	SYM
easat-5650	302	3	711	711	NUM
easat-5650	302	4	,	,	PUNCT
easat-5650	302	5	2021	2021	NUM
easat-5650	302	6	.	.	PUNCT
easat-5650	303	1	https://doi.org/10.1002/er.6699	https://doi.org/10.1002/er.6699	PROPN
easat-5650	304	1	https://doi.org/10.1007/s12046-024-00971-5	https://doi.org/10.1007/s12046-024-00971-5	NUM
easat-5650	305	1	https://doi.org/10.1007/s12046-024-00971-5	https://doi.org/10.1007/s12046-024-00971-5	NUM
easat-5650	306	1	https://doi.org/10.14704/nq.2022.20.5.4867	https://doi.org/10.14704/nq.2022.20.5.4867	NOUN
easat-5650	306	2	https://doi.org/10.1108/k-09-2022-0829	https://doi.org/10.1108/k-09-2022-0829	PROPN
easat-5650	306	3	https://doi.org/10.1016/j.ejor.2023.03.035	https://doi.org/10.1016/j.ejor.2023.03.035	PROPN
easat-5650	306	4	https://doi.org/10.1016/j.ejor.2021.09.049	https://doi.org/10.1016/j.ejor.2021.09.049	PROPN
easat-5650	306	5	https://doi.org/10.1002/er.6699	https://doi.org/10.1002/er.6699	PUNCT