id	sid	tid	token	lemma	pos
easat-3714	1	1	edelweiss	edelweiss	PROPN
easat-3714	1	2	applied	apply	VERB
easat-3714	1	3	science	science	NOUN
easat-3714	1	4	and	and	CCONJ
easat-3714	1	5	technology	technology	NOUN
easat-3714	1	6	issn	issn	PROPN
easat-3714	1	7	:	:	PUNCT
easat-3714	1	8	2576	2576	NUM
easat-3714	1	9	-	-	SYM
easat-3714	1	10	8484	8484	NUM
easat-3714	1	11	vol	vol	NOUN
easat-3714	1	12	.	.	PROPN
easat-3714	1	13	8	8	NUM
easat-3714	1	14	,	,	PUNCT
easat-3714	1	15	no	no	INTJ
easat-3714	1	16	.	.	NOUN
easat-3714	1	17	6	6	NUM
easat-3714	1	18	,	,	PUNCT
easat-3714	1	19	7846	7846	NUM
easat-3714	1	20	-	-	SYM
easat-3714	1	21	7864	7864	NUM
easat-3714	1	22	2024	2024	NUM
easat-3714	1	23	publisher	publisher	NOUN
easat-3714	1	24	:	:	PUNCT
easat-3714	1	25	learning	learn	VERB
easat-3714	1	26	gate	gate	NOUN
easat-3714	1	27	doi	doi	PROPN
easat-3714	1	28	:	:	PUNCT
easat-3714	1	29	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	1	30	©	©	PROPN
easat-3714	1	31	2024	2024	NUM
easat-3714	1	32	by	by	ADP
easat-3714	1	33	the	the	DET
easat-3714	1	34	author	author	NOUN
easat-3714	1	35	;	;	PUNCT
easat-3714	1	36	licensee	licensee	PROPN
easat-3714	1	37	learning	learning	NOUN
easat-3714	1	38	gate	gate	NOUN
easat-3714	1	39	©	©	PROPN
easat-3714	1	40	2024	2024	NUM
easat-3714	1	41	by	by	ADP
easat-3714	1	42	the	the	DET
easat-3714	1	43	author	author	NOUN
easat-3714	1	44	;	;	PUNCT
easat-3714	1	45	licensee	licensee	PROPN
easat-3714	1	46	learning	learn	VERB
easat-3714	1	47	gate	gate	NOUN
easat-3714	1	48	*	*	PUNCT
easat-3714	1	49	correspondence	correspondence	NOUN
easat-3714	1	50	:	:	PUNCT
easat-3714	1	51	tmalthaqafi@uj.edu.sa	tmalthaqafi@uj.edu.sa	PROPN
easat-3714	1	52	a	a	DET
easat-3714	1	53	study	study	NOUN
easat-3714	1	54	on	on	ADP
easat-3714	1	55	inventory	inventory	NOUN
easat-3714	1	56	control	control	NOUN
easat-3714	1	57	system	system	NOUN
easat-3714	1	58	for	for	ADP
easat-3714	1	59	a	a	DET
easat-3714	1	60	supply	supply	NOUN
easat-3714	1	61	chain	chain	NOUN
easat-3714	1	62	using	use	VERB
easat-3714	1	63	markov	markov	NOUN
easat-3714	1	64	decision	decision	NOUN
easat-3714	1	65	processes	process	VERB
easat-3714	1	66	torky	torky	NOUN
easat-3714	1	67	althaqafi1	althaqafi1	PROPN
easat-3714	1	68	*	*	PROPN
easat-3714	1	69	1college	1college	PROPN
easat-3714	1	70	of	of	ADP
easat-3714	1	71	business	business	NOUN
easat-3714	1	72	,	,	PUNCT
easat-3714	1	73	university	university	NOUN
easat-3714	1	74	of	of	ADP
easat-3714	1	75	jeddah	jeddah	PROPN
easat-3714	1	76	,	,	PUNCT
easat-3714	1	77	jeddah	jeddah	PROPN
easat-3714	1	78	,	,	PUNCT
easat-3714	1	79	saudi	saudi	PROPN
easat-3714	1	80	arabia	arabia	PROPN
easat-3714	1	81	;	;	PUNCT
easat-3714	1	82	tmalthaqafi@uj.edu.sa	tmalthaqafi@uj.edu.sa	PROPN
easat-3714	1	83	(	(	PUNCT
easat-3714	1	84	t.a	t.a	PROPN
easat-3714	1	85	.	.	PROPN
easat-3714	1	86	)	)	PUNCT
easat-3714	1	87	.	.	PUNCT
easat-3714	2	1	abstract	abstract	ADV
easat-3714	2	2	:	:	PUNCT
easat-3714	2	3	this	this	DET
easat-3714	2	4	paper	paper	NOUN
easat-3714	2	5	examines	examine	VERB
easat-3714	2	6	the	the	DET
easat-3714	2	7	application	application	NOUN
easat-3714	2	8	of	of	ADP
easat-3714	2	9	markov	markov	NOUN
easat-3714	2	10	decision	decision	NOUN
easat-3714	2	11	processes	process	NOUN
easat-3714	2	12	(	(	PUNCT
easat-3714	2	13	mdps	mdps	NOUN
easat-3714	2	14	)	)	PUNCT
easat-3714	2	15	for	for	ADP
easat-3714	2	16	controlling	control	VERB
easat-3714	2	17	supply	supply	NOUN
easat-3714	2	18	chain	chain	NOUN
easat-3714	2	19	inventories	inventory	NOUN
easat-3714	2	20	.	.	PUNCT
easat-3714	3	1	mdps	mdps	PROPN
easat-3714	3	2	effectively	effectively	ADV
easat-3714	3	3	simulate	simulate	VERB
easat-3714	3	4	decision	decision	NOUN
easat-3714	3	5	-	-	PUNCT
easat-3714	3	6	making	make	VERB
easat-3714	3	7	problems	problem	NOUN
easat-3714	3	8	related	relate	VERB
easat-3714	3	9	to	to	ADP
easat-3714	3	10	uncertainty	uncertainty	NOUN
easat-3714	3	11	,	,	PUNCT
easat-3714	3	12	facilitating	facilitate	VERB
easat-3714	3	13	the	the	DET
easat-3714	3	14	determination	determination	NOUN
easat-3714	3	15	of	of	ADP
easat-3714	3	16	optimal	optimal	ADJ
easat-3714	3	17	inventory	inventory	NOUN
easat-3714	3	18	policies	policy	NOUN
easat-3714	3	19	.	.	PUNCT
easat-3714	4	1	the	the	DET
easat-3714	4	2	mdp	mdp	PROPN
easat-3714	4	3	framework	framework	NOUN
easat-3714	4	4	addresses	address	VERB
easat-3714	4	5	various	various	ADJ
easat-3714	4	6	inventory	inventory	NOUN
easat-3714	4	7	management	management	NOUN
easat-3714	4	8	challenges	challenge	NOUN
easat-3714	4	9	,	,	PUNCT
easat-3714	4	10	including	include	VERB
easat-3714	4	11	demand	demand	NOUN
easat-3714	4	12	fluctuations	fluctuation	NOUN
easat-3714	4	13	,	,	PUNCT
easat-3714	4	14	lead	lead	NOUN
easat-3714	4	15	times	time	NOUN
easat-3714	4	16	,	,	PUNCT
easat-3714	4	17	and	and	CCONJ
easat-3714	4	18	holding	hold	VERB
easat-3714	4	19	costs	cost	NOUN
easat-3714	4	20	.	.	PUNCT
easat-3714	5	1	the	the	DET
easat-3714	5	2	study	study	NOUN
easat-3714	5	3	investigates	investigate	VERB
easat-3714	5	4	the	the	DET
easat-3714	5	5	modeling	modeling	NOUN
easat-3714	5	6	of	of	ADP
easat-3714	5	7	inventory	inventory	NOUN
easat-3714	5	8	management	management	NOUN
easat-3714	5	9	as	as	ADP
easat-3714	5	10	a	a	DET
easat-3714	5	11	markov	markov	NOUN
easat-3714	5	12	decision	decision	NOUN
easat-3714	5	13	process	process	NOUN
easat-3714	5	14	,	,	PUNCT
easat-3714	5	15	detailing	detail	VERB
easat-3714	5	16	the	the	DET
easat-3714	5	17	states	state	NOUN
easat-3714	5	18	,	,	PUNCT
easat-3714	5	19	actions	action	NOUN
easat-3714	5	20	,	,	PUNCT
easat-3714	5	21	and	and	CCONJ
easat-3714	5	22	transitions	transition	NOUN
easat-3714	5	23	within	within	ADP
easat-3714	5	24	the	the	DET
easat-3714	5	25	mdp	mdp	PROPN
easat-3714	5	26	model	model	NOUN
easat-3714	5	27	,	,	PUNCT
easat-3714	5	28	along	along	ADP
easat-3714	5	29	with	with	ADP
easat-3714	5	30	their	their	PRON
easat-3714	5	31	respective	respective	ADJ
easat-3714	5	32	advantages	advantage	NOUN
easat-3714	5	33	and	and	CCONJ
easat-3714	5	34	disadvantages	disadvantage	NOUN
easat-3714	5	35	.	.	PUNCT
easat-3714	6	1	the	the	DET
easat-3714	6	2	research	research	NOUN
easat-3714	6	3	employs	employ	VERB
easat-3714	6	4	policy	policy	NOUN
easat-3714	6	5	and	and	CCONJ
easat-3714	6	6	value	value	NOUN
easat-3714	6	7	iteration	iteration	NOUN
easat-3714	6	8	techniques	technique	NOUN
easat-3714	6	9	to	to	PART
easat-3714	6	10	evaluate	evaluate	VERB
easat-3714	6	11	and	and	CCONJ
easat-3714	6	12	optimize	optimize	VERB
easat-3714	6	13	inventory	inventory	NOUN
easat-3714	6	14	management	management	NOUN
easat-3714	6	15	policies	policy	NOUN
easat-3714	6	16	.	.	PUNCT
easat-3714	7	1	the	the	DET
easat-3714	7	2	paper	paper	NOUN
easat-3714	7	3	assesses	assess	VERB
easat-3714	7	4	the	the	DET
easat-3714	7	5	proposed	propose	VERB
easat-3714	7	6	mdp	mdp	PROPN
easat-3714	7	7	-	-	PUNCT
easat-3714	7	8	based	base	VERB
easat-3714	7	9	inventory	inventory	NOUN
easat-3714	7	10	control	control	NOUN
easat-3714	7	11	system	system	NOUN
easat-3714	7	12	through	through	ADP
easat-3714	7	13	simulations	simulation	NOUN
easat-3714	7	14	that	that	PRON
easat-3714	7	15	utilize	utilize	VERB
easat-3714	7	16	supply	supply	NOUN
easat-3714	7	17	chain	chain	NOUN
easat-3714	7	18	data	datum	NOUN
easat-3714	7	19	,	,	PUNCT
easat-3714	7	20	aiming	aim	VERB
easat-3714	7	21	to	to	PART
easat-3714	7	22	identify	identify	VERB
easat-3714	7	23	optimal	optimal	ADJ
easat-3714	7	24	policies	policy	NOUN
easat-3714	7	25	using	use	VERB
easat-3714	7	26	the	the	DET
easat-3714	7	27	mdp	mdp	PROPN
easat-3714	7	28	model	model	NOUN
easat-3714	7	29	.	.	PUNCT
easat-3714	8	1	a	a	DET
easat-3714	8	2	comparative	comparative	ADJ
easat-3714	8	3	analysis	analysis	NOUN
easat-3714	8	4	of	of	ADP
easat-3714	8	5	the	the	DET
easat-3714	8	6	mdp	mdp	NOUN
easat-3714	8	7	approach	approach	NOUN
easat-3714	8	8	against	against	ADP
easat-3714	8	9	conventional	conventional	ADJ
easat-3714	8	10	inventory	inventory	NOUN
easat-3714	8	11	management	management	NOUN
easat-3714	8	12	methods	method	NOUN
easat-3714	8	13	is	be	AUX
easat-3714	8	14	conducted	conduct	VERB
easat-3714	8	15	to	to	PART
easat-3714	8	16	demonstrate	demonstrate	VERB
easat-3714	8	17	its	its	PRON
easat-3714	8	18	efficacy	efficacy	NOUN
easat-3714	8	19	in	in	ADP
easat-3714	8	20	reducing	reduce	VERB
easat-3714	8	21	costs	cost	NOUN
easat-3714	8	22	and	and	CCONJ
easat-3714	8	23	enhancing	enhance	VERB
easat-3714	8	24	service	service	NOUN
easat-3714	8	25	levels	level	NOUN
easat-3714	8	26	.	.	PUNCT
easat-3714	9	1	additionally	additionally	ADV
easat-3714	9	2	,	,	PUNCT
easat-3714	9	3	the	the	DET
easat-3714	9	4	paper	paper	NOUN
easat-3714	9	5	proposes	propose	VERB
easat-3714	9	6	the	the	DET
easat-3714	9	7	incorporation	incorporation	NOUN
easat-3714	9	8	of	of	ADP
easat-3714	9	9	multiple	multiple	ADJ
easat-3714	9	10	commodities	commodity	NOUN
easat-3714	9	11	,	,	PUNCT
easat-3714	9	12	multi	multi	ADJ
easat-3714	9	13	-	-	ADJ
easat-3714	9	14	echelon	echelon	ADJ
easat-3714	9	15	supply	supply	NOUN
easat-3714	9	16	chains	chain	NOUN
easat-3714	9	17	,	,	PUNCT
easat-3714	9	18	and	and	CCONJ
easat-3714	9	19	perishability	perishability	NOUN
easat-3714	9	20	considerations	consideration	NOUN
easat-3714	9	21	into	into	ADP
easat-3714	9	22	the	the	DET
easat-3714	9	23	mdp	mdp	PROPN
easat-3714	9	24	model	model	NOUN
easat-3714	9	25	.	.	PUNCT
easat-3714	10	1	the	the	DET
easat-3714	10	2	findings	finding	NOUN
easat-3714	10	3	indicate	indicate	VERB
easat-3714	10	4	that	that	SCONJ
easat-3714	10	5	mdps	mdps	PROPN
easat-3714	10	6	facilitate	facilitate	VERB
easat-3714	10	7	improved	improved	ADJ
easat-3714	10	8	optimization	optimization	NOUN
easat-3714	10	9	of	of	ADP
easat-3714	10	10	inventory	inventory	NOUN
easat-3714	10	11	policies	policy	NOUN
easat-3714	10	12	,	,	PUNCT
easat-3714	10	13	cost	cost	NOUN
easat-3714	10	14	reductions	reduction	NOUN
easat-3714	10	15	,	,	PUNCT
easat-3714	10	16	and	and	CCONJ
easat-3714	10	17	enhanced	enhance	VERB
easat-3714	10	18	customer	customer	NOUN
easat-3714	10	19	service	service	NOUN
easat-3714	10	20	,	,	PUNCT
easat-3714	10	21	thereby	thereby	ADV
easat-3714	10	22	emphasizing	emphasize	VERB
easat-3714	10	23	the	the	DET
easat-3714	10	24	significance	significance	NOUN
easat-3714	10	25	of	of	ADP
easat-3714	10	26	computational	computational	ADJ
easat-3714	10	27	complexity	complexity	NOUN
easat-3714	10	28	and	and	CCONJ
easat-3714	10	29	the	the	DET
easat-3714	10	30	necessity	necessity	NOUN
easat-3714	10	31	for	for	ADP
easat-3714	10	32	accurate	accurate	ADJ
easat-3714	10	33	data	datum	NOUN
easat-3714	10	34	.	.	PUNCT
easat-3714	11	1	this	this	DET
easat-3714	11	2	research	research	NOUN
easat-3714	11	3	provides	provide	VERB
easat-3714	11	4	a	a	DET
easat-3714	11	5	comprehensive	comprehensive	ADJ
easat-3714	11	6	investigation	investigation	NOUN
easat-3714	11	7	into	into	ADP
easat-3714	11	8	the	the	DET
easat-3714	11	9	role	role	NOUN
easat-3714	11	10	of	of	ADP
easat-3714	11	11	mdps	mdps	PROPN
easat-3714	11	12	within	within	ADP
easat-3714	11	13	inventory	inventory	NOUN
easat-3714	11	14	control	control	NOUN
easat-3714	11	15	systems	system	NOUN
easat-3714	11	16	,	,	PUNCT
easat-3714	11	17	contributing	contribute	VERB
easat-3714	11	18	valuable	valuable	ADJ
easat-3714	11	19	insights	insight	NOUN
easat-3714	11	20	to	to	ADP
easat-3714	11	21	the	the	DET
easat-3714	11	22	field	field	NOUN
easat-3714	11	23	of	of	ADP
easat-3714	11	24	supply	supply	NOUN
easat-3714	11	25	chain	chain	NOUN
easat-3714	11	26	management	management	NOUN
easat-3714	11	27	.	.	PUNCT
easat-3714	12	1	ultimately	ultimately	ADV
easat-3714	12	2	,	,	PUNCT
easat-3714	12	3	this	this	DET
easat-3714	12	4	study	study	NOUN
easat-3714	12	5	lays	lay	VERB
easat-3714	12	6	the	the	DET
easat-3714	12	7	groundwork	groundwork	NOUN
easat-3714	12	8	for	for	ADP
easat-3714	12	9	advancements	advancement	NOUN
easat-3714	12	10	in	in	ADP
easat-3714	12	11	mdp	mdp	PROPN
easat-3714	12	12	-	-	PUNCT
easat-3714	12	13	based	base	VERB
easat-3714	12	14	inventory	inventory	NOUN
easat-3714	12	15	control	control	NOUN
easat-3714	12	16	methodologies	methodology	NOUN
easat-3714	12	17	.	.	PUNCT
easat-3714	13	1	keywords	keyword	NOUN
easat-3714	13	2	:	:	PUNCT
easat-3714	13	3	computational	computational	ADJ
easat-3714	13	4	,	,	PUNCT
easat-3714	13	5	complexity	complexity	NOUN
easat-3714	13	6	,	,	PUNCT
easat-3714	13	7	decision	decision	NOUN
easat-3714	13	8	-	-	PUNCT
easat-3714	13	9	making	making	NOUN
easat-3714	13	10	,	,	PUNCT
easat-3714	13	11	inventory	inventory	NOUN
easat-3714	13	12	management	management	NOUN
easat-3714	13	13	.	.	PUNCT
easat-3714	14	1	1	1	X
easat-3714	14	2	.	.	X
easat-3714	14	3	introduction	introduction	NOUN
easat-3714	14	4	the	the	DET
easat-3714	14	5	management	management	NOUN
easat-3714	14	6	of	of	ADP
easat-3714	14	7	inventory	inventory	NOUN
easat-3714	14	8	is	be	AUX
easat-3714	14	9	of	of	ADP
easat-3714	14	10	paramount	paramount	ADJ
easat-3714	14	11	importance	importance	NOUN
easat-3714	14	12	in	in	ADP
easat-3714	14	13	ensuring	ensure	VERB
easat-3714	14	14	the	the	DET
easat-3714	14	15	efficiency	efficiency	NOUN
easat-3714	14	16	of	of	ADP
easat-3714	14	17	supply	supply	NOUN
easat-3714	14	18	chain	chain	NOUN
easat-3714	14	19	operations	operation	NOUN
easat-3714	14	20	.	.	PUNCT
easat-3714	15	1	this	this	DET
easat-3714	15	2	concept	concept	NOUN
easat-3714	15	3	pertains	pertain	VERB
easat-3714	15	4	to	to	ADP
easat-3714	15	5	the	the	DET
easat-3714	15	6	astute	astute	ADJ
easat-3714	15	7	administration	administration	NOUN
easat-3714	15	8	of	of	ADP
easat-3714	15	9	the	the	DET
easat-3714	15	10	movement	movement	NOUN
easat-3714	15	11	and	and	CCONJ
easat-3714	15	12	volume	volume	NOUN
easat-3714	15	13	of	of	ADP
easat-3714	15	14	goods	good	NOUN
easat-3714	15	15	throughout	throughout	ADP
easat-3714	15	16	a	a	DET
easat-3714	15	17	supply	supply	NOUN
easat-3714	15	18	chain	chain	NOUN
easat-3714	15	19	,	,	PUNCT
easat-3714	15	20	with	with	ADP
easat-3714	15	21	the	the	DET
easat-3714	15	22	objective	objective	NOUN
easat-3714	15	23	of	of	ADP
easat-3714	15	24	harmonising	harmonise	VERB
easat-3714	15	25	inventory	inventory	NOUN
easat-3714	15	26	expenditures	expenditure	NOUN
easat-3714	15	27	and	and	CCONJ
easat-3714	15	28	customer	customer	NOUN
easat-3714	15	29	service	service	NOUN
easat-3714	15	30	standards	standard	NOUN
easat-3714	15	31	.	.	PUNCT
easat-3714	16	1	effective	effective	ADJ
easat-3714	16	2	inventory	inventory	NOUN
easat-3714	16	3	control	control	NOUN
easat-3714	16	4	is	be	AUX
easat-3714	16	5	a	a	DET
easat-3714	16	6	critical	critical	ADJ
easat-3714	16	7	aspect	aspect	NOUN
easat-3714	16	8	of	of	ADP
easat-3714	16	9	business	business	NOUN
easat-3714	16	10	operations	operation	NOUN
easat-3714	16	11	,	,	PUNCT
easat-3714	16	12	as	as	SCONJ
easat-3714	16	13	it	it	PRON
easat-3714	16	14	aims	aim	VERB
easat-3714	16	15	to	to	PART
easat-3714	16	16	ensure	ensure	VERB
easat-3714	16	17	the	the	DET
easat-3714	16	18	availability	availability	NOUN
easat-3714	16	19	of	of	ADP
easat-3714	16	20	sufficient	sufficient	ADJ
easat-3714	16	21	stock	stock	NOUN
easat-3714	16	22	to	to	PART
easat-3714	16	23	meet	meet	VERB
easat-3714	16	24	customer	customer	NOUN
easat-3714	16	25	demand	demand	NOUN
easat-3714	16	26	while	while	SCONJ
easat-3714	16	27	minimising	minimise	VERB
easat-3714	16	28	the	the	DET
easat-3714	16	29	costs	cost	NOUN
easat-3714	16	30	associated	associate	VERB
easat-3714	16	31	with	with	ADP
easat-3714	16	32	holding	hold	VERB
easat-3714	16	33	inventory	inventory	NOUN
easat-3714	16	34	and	and	CCONJ
easat-3714	16	35	the	the	DET
easat-3714	16	36	occurrence	occurrence	NOUN
easat-3714	16	37	of	of	ADP
easat-3714	16	38	stockouts	stockout	NOUN
easat-3714	16	39	.	.	PUNCT
easat-3714	17	1	managing	manage	VERB
easat-3714	17	2	inventory	inventory	NOUN
easat-3714	17	3	within	within	ADP
easat-3714	17	4	a	a	DET
easat-3714	17	5	supply	supply	NOUN
easat-3714	17	6	chain	chain	NOUN
easat-3714	17	7	presents	present	VERB
easat-3714	17	8	a	a	DET
easat-3714	17	9	multifaceted	multifaceted	ADJ
easat-3714	17	10	undertaking	undertaking	NOUN
easat-3714	17	11	,	,	PUNCT
easat-3714	17	12	owing	owe	VERB
easat-3714	17	13	to	to	ADP
easat-3714	17	14	numerous	numerous	ADJ
easat-3714	17	15	challenges	challenge	NOUN
easat-3714	17	16	that	that	PRON
easat-3714	17	17	must	must	AUX
easat-3714	17	18	be	be	AUX
easat-3714	17	19	navigated	navigate	VERB
easat-3714	17	20	.	.	PUNCT
easat-3714	18	1	these	these	DET
easat-3714	18	2	challenges	challenge	NOUN
easat-3714	18	3	encompass	encompass	VERB
easat-3714	18	4	a	a	DET
easat-3714	18	5	range	range	NOUN
easat-3714	18	6	of	of	ADP
easat-3714	18	7	factors	factor	NOUN
easat-3714	18	8	,	,	PUNCT
easat-3714	18	9	including	include	VERB
easat-3714	18	10	variability	variability	NOUN
easat-3714	18	11	in	in	ADP
easat-3714	18	12	demand	demand	NOUN
easat-3714	18	13	,	,	PUNCT
easat-3714	18	14	uncertainties	uncertainty	NOUN
easat-3714	18	15	surrounding	surround	VERB
easat-3714	18	16	lead	lead	NOUN
easat-3714	18	17	times	time	NOUN
easat-3714	18	18	,	,	PUNCT
easat-3714	18	19	the	the	DET
easat-3714	18	20	ever	ever	ADV
easat-3714	18	21	-	-	PUNCT
easat-3714	18	22	changing	change	VERB
easat-3714	18	23	nature	nature	NOUN
easat-3714	18	24	of	of	ADP
easat-3714	18	25	market	market	NOUN
easat-3714	18	26	conditions	condition	NOUN
easat-3714	18	27	,	,	PUNCT
easat-3714	18	28	and	and	CCONJ
easat-3714	18	29	the	the	DET
easat-3714	18	30	necessity	necessity	NOUN
easat-3714	18	31	to	to	PART
easat-3714	18	32	optimise	optimise	VERB
easat-3714	18	33	inventory	inventory	NOUN
easat-3714	18	34	levels	level	NOUN
easat-3714	18	35	across	across	ADP
easat-3714	18	36	multiple	multiple	ADJ
easat-3714	18	37	locations	location	NOUN
easat-3714	18	38	.	.	PUNCT
easat-3714	19	1	conventional	conventional	ADJ
easat-3714	19	2	approaches	approach	NOUN
easat-3714	19	3	to	to	ADP
easat-3714	19	4	inventory	inventory	NOUN
easat-3714	19	5	control	control	NOUN
easat-3714	19	6	often	often	ADV
easat-3714	19	7	rely	rely	VERB
easat-3714	19	8	on	on	ADP
easat-3714	19	9	fixed	fix	VERB
easat-3714	19	10	regulations	regulation	NOUN
easat-3714	19	11	and	and	CCONJ
easat-3714	19	12	assumptions	assumption	NOUN
easat-3714	19	13	,	,	PUNCT
easat-3714	19	14	which	which	PRON
easat-3714	19	15	may	may	AUX
easat-3714	19	16	prove	prove	VERB
easat-3714	19	17	suboptimal	suboptimal	ADJ
easat-3714	19	18	when	when	SCONJ
easat-3714	19	19	confronted	confront	VERB
easat-3714	19	20	with	with	ADP
easat-3714	19	21	fluid	fluid	ADJ
easat-3714	19	22	and	and	CCONJ
easat-3714	19	23	unpredictable	unpredictable	ADJ
easat-3714	19	24	circumstances	circumstance	NOUN
easat-3714	19	25	.	.	PUNCT
easat-3714	20	1	markov	markov	NOUN
easat-3714	20	2	decision	decision	NOUN
easat-3714	20	3	processes	process	NOUN
easat-3714	20	4	(	(	PUNCT
easat-3714	20	5	mdps	mdps	NOUN
easat-3714	20	6	)	)	PUNCT
easat-3714	20	7	provide	provide	VERB
easat-3714	20	8	a	a	DET
easat-3714	20	9	robust	robust	ADJ
easat-3714	20	10	framework	framework	NOUN
easat-3714	20	11	for	for	ADP
easat-3714	20	12	the	the	DET
easat-3714	20	13	representation	representation	NOUN
easat-3714	20	14	and	and	CCONJ
easat-3714	20	15	resolution	resolution	NOUN
easat-3714	20	16	of	of	ADP
easat-3714	20	17	decision	decision	NOUN
easat-3714	20	18	-	-	PUNCT
easat-3714	20	19	making	make	VERB
easat-3714	20	20	dilemmas	dilemma	NOUN
easat-3714	20	21	in	in	ADP
easat-3714	20	22	the	the	DET
easat-3714	20	23	presence	presence	NOUN
easat-3714	20	24	of	of	ADP
easat-3714	20	25	uncertainty	uncertainty	NOUN
easat-3714	20	26	.	.	PUNCT
easat-3714	21	1	mdps	mdps	PROPN
easat-3714	21	2	effectively	effectively	ADV
easat-3714	21	3	encapsulate	encapsulate	VERB
easat-3714	21	4	the	the	DET
easat-3714	21	5	dynamic	dynamic	ADJ
easat-3714	21	6	nature	nature	NOUN
easat-3714	21	7	intrinsic	intrinsic	ADJ
easat-3714	21	8	to	to	ADP
easat-3714	21	9	inventory	inventory	NOUN
easat-3714	21	10	control	control	NOUN
easat-3714	21	11	decisions	decision	NOUN
easat-3714	21	12	by	by	ADP
easat-3714	21	13	accounting	account	VERB
easat-3714	21	14	for	for	ADP
easat-3714	21	15	the	the	DET
easat-3714	21	16	probabilistic	probabilistic	ADJ
easat-3714	21	17	transitions	transition	NOUN
easat-3714	21	18	that	that	PRON
easat-3714	21	19	occur	occur	VERB
easat-3714	21	20	between	between	ADP
easat-3714	21	21	various	various	ADJ
easat-3714	21	22	states	state	NOUN
easat-3714	21	23	,	,	PUNCT
easat-3714	21	24	as	as	ADV
easat-3714	21	25	well	well	ADV
easat-3714	21	26	as	as	ADP
easat-3714	21	27	the	the	DET
easat-3714	21	28	corresponding	corresponding	ADJ
easat-3714	21	29	rewards	reward	NOUN
easat-3714	21	30	or	or	CCONJ
easat-3714	21	31	costs	cost	NOUN
easat-3714	21	32	associated	associate	VERB
easat-3714	21	33	with	with	ADP
easat-3714	21	34	these	these	DET
easat-3714	21	35	transitions	transition	NOUN
easat-3714	21	36	.	.	PUNCT
easat-3714	22	1	by	by	ADP
easat-3714	22	2	incorporating	incorporate	VERB
easat-3714	22	3	these	these	DET
easat-3714	22	4	elements	element	NOUN
easat-3714	22	5	,	,	PUNCT
easat-3714	22	6	mdps	mdps	NOUN
easat-3714	22	7	offer	offer	VERB
easat-3714	22	8	a	a	DET
easat-3714	22	9	comprehensive	comprehensive	ADJ
easat-3714	22	10	and	and	CCONJ
easat-3714	22	11	rigorous	rigorous	ADJ
easat-3714	22	12	7847	7847	NUM
easat-3714	22	13	edelweiss	edelweiss	PROPN
easat-3714	22	14	applied	apply	VERB
easat-3714	22	15	science	science	NOUN
easat-3714	22	16	and	and	CCONJ
easat-3714	22	17	technology	technology	NOUN
easat-3714	22	18	issn	issn	PROPN
easat-3714	22	19	:	:	PUNCT
easat-3714	22	20	2576	2576	NUM
easat-3714	22	21	-	-	SYM
easat-3714	22	22	8484	8484	NUM
easat-3714	22	23	vol	vol	NOUN
easat-3714	22	24	.	.	PROPN
easat-3714	22	25	8	8	NUM
easat-3714	22	26	,	,	PUNCT
easat-3714	22	27	no	no	INTJ
easat-3714	22	28	.	.	NOUN
easat-3714	23	1	6	6	NUM
easat-3714	23	2	:	:	SYM
easat-3714	23	3	7846	7846	NUM
easat-3714	23	4	-	-	SYM
easat-3714	23	5	7864	7864	NUM
easat-3714	23	6	,	,	PUNCT
easat-3714	23	7	2024	2024	NUM
easat-3714	23	8	doi	doi	NOUN
easat-3714	23	9	:	:	PUNCT
easat-3714	23	10	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	23	11	©	©	PROPN
easat-3714	23	12	2024	2024	NUM
easat-3714	23	13	by	by	ADP
easat-3714	23	14	the	the	DET
easat-3714	23	15	author	author	NOUN
easat-3714	23	16	;	;	PUNCT
easat-3714	23	17	licensee	licensee	PROPN
easat-3714	23	18	learning	learn	VERB
easat-3714	23	19	gate	gate	NOUN
easat-3714	23	20	approach	approach	NOUN
easat-3714	23	21	to	to	ADP
easat-3714	23	22	modelling	modelling	NOUN
easat-3714	23	23	and	and	CCONJ
easat-3714	23	24	analysing	analyse	VERB
easat-3714	23	25	inventory	inventory	NOUN
easat-3714	23	26	control	control	NOUN
easat-3714	23	27	problems	problem	NOUN
easat-3714	23	28	.	.	PUNCT
easat-3714	24	1	through	through	ADP
easat-3714	24	2	the	the	DET
easat-3714	24	3	application	application	NOUN
easat-3714	24	4	of	of	ADP
easat-3714	24	5	mdps	mdps	PROPN
easat-3714	24	6	in	in	ADP
easat-3714	24	7	the	the	DET
easat-3714	24	8	context	context	NOUN
easat-3714	24	9	of	of	ADP
easat-3714	24	10	inventory	inventory	NOUN
easat-3714	24	11	control	control	NOUN
easat-3714	24	12	within	within	ADP
easat-3714	24	13	a	a	DET
easat-3714	24	14	supply	supply	NOUN
easat-3714	24	15	chain	chain	NOUN
easat-3714	24	16	,	,	PUNCT
easat-3714	24	17	organisations	organisation	NOUN
easat-3714	24	18	are	be	AUX
easat-3714	24	19	enabled	enable	VERB
easat-3714	24	20	to	to	PART
easat-3714	24	21	make	make	VERB
easat-3714	24	22	informed	informed	ADJ
easat-3714	24	23	decisions	decision	NOUN
easat-3714	24	24	and	and	CCONJ
easat-3714	24	25	optimise	optimise	VERB
easat-3714	24	26	their	their	PRON
easat-3714	24	27	inventory	inventory	NOUN
easat-3714	24	28	policies	policy	NOUN
easat-3714	24	29	effectively	effectively	ADV
easat-3714	24	30	.	.	PUNCT
easat-3714	25	1	this	this	DET
easat-3714	25	2	research	research	NOUN
easat-3714	25	3	investigation	investigation	NOUN
easat-3714	25	4	explores	explore	VERB
easat-3714	25	5	the	the	DET
easat-3714	25	6	application	application	NOUN
easat-3714	25	7	of	of	ADP
easat-3714	25	8	mdps	mdps	PROPN
easat-3714	25	9	in	in	ADP
easat-3714	25	10	the	the	DET
easat-3714	25	11	conceptualisation	conceptualisation	NOUN
easat-3714	25	12	and	and	CCONJ
easat-3714	25	13	development	development	NOUN
easat-3714	25	14	of	of	ADP
easat-3714	25	15	an	an	DET
easat-3714	25	16	inventory	inventory	NOUN
easat-3714	25	17	control	control	NOUN
easat-3714	25	18	system	system	NOUN
easat-3714	25	19	specifically	specifically	ADV
easat-3714	25	20	designed	design	VERB
easat-3714	25	21	for	for	ADP
easat-3714	25	22	the	the	DET
easat-3714	25	23	complex	complex	ADJ
easat-3714	25	24	dynamics	dynamic	NOUN
easat-3714	25	25	of	of	ADP
easat-3714	25	26	a	a	DET
easat-3714	25	27	supply	supply	NOUN
easat-3714	25	28	chain	chain	NOUN
easat-3714	25	29	.	.	PUNCT
easat-3714	26	1	by	by	ADP
easat-3714	26	2	leveraging	leverage	VERB
easat-3714	26	3	the	the	DET
easat-3714	26	4	inherent	inherent	ADJ
easat-3714	26	5	capabilities	capability	NOUN
easat-3714	26	6	of	of	ADP
easat-3714	26	7	mdps	mdps	NOUN
easat-3714	26	8	,	,	PUNCT
easat-3714	26	9	our	our	PRON
easat-3714	26	10	objective	objective	NOUN
easat-3714	26	11	is	be	AUX
easat-3714	26	12	to	to	PART
easat-3714	26	13	address	address	VERB
easat-3714	26	14	the	the	DET
easat-3714	26	15	intricacies	intricacy	NOUN
easat-3714	26	16	and	and	CCONJ
easat-3714	26	17	challenges	challenge	NOUN
easat-3714	26	18	associated	associate	VERB
easat-3714	26	19	with	with	ADP
easat-3714	26	20	inventory	inventory	NOUN
easat-3714	26	21	management	management	NOUN
easat-3714	26	22	,	,	PUNCT
easat-3714	26	23	thereby	thereby	ADV
easat-3714	26	24	providing	provide	VERB
easat-3714	26	25	a	a	DET
easat-3714	26	26	more	more	ADV
easat-3714	26	27	streamlined	streamlined	ADJ
easat-3714	26	28	and	and	CCONJ
easat-3714	26	29	effective	effective	ADJ
easat-3714	26	30	methodology	methodology	NOUN
easat-3714	26	31	for	for	ADP
easat-3714	26	32	informed	informed	ADJ
easat-3714	26	33	decisionmaking	decisionmaking	NOUN
easat-3714	26	34	.	.	PUNCT
easat-3714	27	1	the	the	DET
easat-3714	27	2	user	user	NOUN
easat-3714	27	3	has	have	AUX
easat-3714	27	4	provided	provide	VERB
easat-3714	27	5	a	a	DET
easat-3714	27	6	numerical	numerical	ADJ
easat-3714	27	7	sequence	sequence	NOUN
easat-3714	27	8	consisting	consist	VERB
easat-3714	27	9	of	of	ADP
easat-3714	27	10	the	the	DET
easat-3714	27	11	elements	element	NOUN
easat-3714	27	12	1	1	NUM
easat-3714	27	13	and	and	CCONJ
easat-3714	27	14	2	2	NUM
easat-3714	27	15	.	.	X
easat-3714	27	16	in	in	ADP
easat-3714	27	17	the	the	DET
easat-3714	27	18	pursuit	pursuit	NOUN
easat-3714	27	19	of	of	ADP
easat-3714	27	20	knowledge	knowledge	NOUN
easat-3714	27	21	,	,	PUNCT
easat-3714	27	22	our	our	PRON
easat-3714	27	23	research	research	NOUN
easat-3714	27	24	endeavours	endeavour	VERB
easat-3714	27	25	to	to	PART
easat-3714	27	26	demonstrate	demonstrate	VERB
easat-3714	27	27	the	the	DET
easat-3714	27	28	significance	significance	NOUN
easat-3714	27	29	and	and	CCONJ
easat-3714	27	30	efficacy	efficacy	NOUN
easat-3714	27	31	of	of	ADP
easat-3714	27	32	mdps	mdps	PROPN
easat-3714	27	33	in	in	ADP
easat-3714	27	34	the	the	DET
easat-3714	27	35	optimisation	optimisation	NOUN
easat-3714	27	36	of	of	ADP
easat-3714	27	37	inventory	inventory	NOUN
easat-3714	27	38	control	control	NOUN
easat-3714	27	39	policies	policy	NOUN
easat-3714	27	40	.	.	PUNCT
easat-3714	28	1	mdps	mdps	PROPN
easat-3714	28	2	constitute	constitute	VERB
easat-3714	28	3	a	a	DET
easat-3714	28	4	mathematical	mathematical	ADJ
easat-3714	28	5	framework	framework	NOUN
easat-3714	28	6	that	that	PRON
easat-3714	28	7	provides	provide	VERB
easat-3714	28	8	a	a	DET
easat-3714	28	9	formalised	formalised	ADJ
easat-3714	28	10	approach	approach	NOUN
easat-3714	28	11	to	to	ADP
easat-3714	28	12	modelling	modelling	NOUN
easat-3714	28	13	and	and	CCONJ
easat-3714	28	14	resolving	resolve	VERB
easat-3714	28	15	decision	decision	NOUN
easat-3714	28	16	-	-	PUNCT
easat-3714	28	17	making	make	VERB
easat-3714	28	18	challenges	challenge	NOUN
easat-3714	28	19	in	in	ADP
easat-3714	28	20	the	the	DET
easat-3714	28	21	presence	presence	NOUN
easat-3714	28	22	of	of	ADP
easat-3714	28	23	uncertainty	uncertainty	NOUN
easat-3714	28	24	.	.	PUNCT
easat-3714	29	1	these	these	DET
easat-3714	29	2	concepts	concept	NOUN
easat-3714	29	3	are	be	AUX
easat-3714	29	4	particularly	particularly	ADV
easat-3714	29	5	relevant	relevant	ADJ
easat-3714	29	6	in	in	ADP
easat-3714	29	7	the	the	DET
easat-3714	29	8	domain	domain	NOUN
easat-3714	29	9	of	of	ADP
easat-3714	29	10	inventory	inventory	NOUN
easat-3714	29	11	control	control	NOUN
easat-3714	29	12	within	within	ADP
easat-3714	29	13	the	the	DET
easat-3714	29	14	broader	broad	ADJ
easat-3714	29	15	context	context	NOUN
easat-3714	29	16	of	of	ADP
easat-3714	29	17	supply	supply	NOUN
easat-3714	29	18	chains	chain	NOUN
easat-3714	29	19	,	,	PUNCT
easat-3714	29	20	primarily	primarily	ADV
easat-3714	29	21	due	due	ADP
easat-3714	29	22	to	to	ADP
easat-3714	29	23	their	their	PRON
easat-3714	29	24	inherent	inherent	ADJ
easat-3714	29	25	capacity	capacity	NOUN
easat-3714	29	26	to	to	PART
easat-3714	29	27	effectively	effectively	ADV
easat-3714	29	28	encapsulate	encapsulate	VERB
easat-3714	29	29	the	the	DET
easat-3714	29	30	dynamic	dynamic	ADJ
easat-3714	29	31	nature	nature	NOUN
easat-3714	29	32	of	of	ADP
easat-3714	29	33	decision	decision	NOUN
easat-3714	29	34	-	-	PUNCT
easat-3714	29	35	making	make	VERB
easat-3714	29	36	processes	process	NOUN
easat-3714	29	37	associated	associate	VERB
easat-3714	29	38	with	with	ADP
easat-3714	29	39	inventory	inventory	NOUN
easat-3714	29	40	management	management	NOUN
easat-3714	29	41	.	.	PUNCT
easat-3714	30	1	in	in	ADP
easat-3714	30	2	inventory	inventory	NOUN
easat-3714	30	3	control	control	NOUN
easat-3714	30	4	,	,	PUNCT
easat-3714	30	5	practitioners	practitioner	NOUN
easat-3714	30	6	are	be	AUX
easat-3714	30	7	tasked	task	VERB
easat-3714	30	8	with	with	ADP
easat-3714	30	9	making	make	VERB
easat-3714	30	10	decisions	decision	NOUN
easat-3714	30	11	regarding	regard	VERB
easat-3714	30	12	order	order	NOUN
easat-3714	30	13	quantities	quantity	NOUN
easat-3714	30	14	,	,	PUNCT
easat-3714	30	15	reorder	reorder	NOUN
easat-3714	30	16	points	point	NOUN
easat-3714	30	17	,	,	PUNCT
easat-3714	30	18	and	and	CCONJ
easat-3714	30	19	replenishment	replenishment	NOUN
easat-3714	30	20	strategies	strategy	NOUN
easat-3714	30	21	.	.	PUNCT
easat-3714	31	1	these	these	DET
easat-3714	31	2	decisions	decision	NOUN
easat-3714	31	3	must	must	AUX
easat-3714	31	4	be	be	AUX
easat-3714	31	5	made	make	VERB
easat-3714	31	6	with	with	ADP
easat-3714	31	7	careful	careful	ADJ
easat-3714	31	8	consideration	consideration	NOUN
easat-3714	31	9	of	of	ADP
easat-3714	31	10	the	the	DET
easat-3714	31	11	uncertainties	uncertainty	NOUN
easat-3714	31	12	that	that	PRON
easat-3714	31	13	inevitably	inevitably	ADV
easat-3714	31	14	arise	arise	VERB
easat-3714	31	15	,	,	PUNCT
easat-3714	31	16	such	such	ADJ
easat-3714	31	17	as	as	ADP
easat-3714	31	18	demand	demand	NOUN
easat-3714	31	19	variability	variability	NOUN
easat-3714	31	20	and	and	CCONJ
easat-3714	31	21	lead	lead	VERB
easat-3714	31	22	time	time	NOUN
easat-3714	31	23	fluctuations	fluctuation	NOUN
easat-3714	31	24	.	.	PUNCT
easat-3714	32	1	the	the	DET
easat-3714	32	2	utilisation	utilisation	NOUN
easat-3714	32	3	of	of	ADP
easat-3714	32	4	conventional	conventional	ADJ
easat-3714	32	5	methodologies	methodology	NOUN
easat-3714	32	6	often	often	ADV
easat-3714	32	7	relies	rely	VERB
easat-3714	32	8	on	on	ADP
easat-3714	32	9	fixed	fix	VERB
easat-3714	32	10	rules	rule	NOUN
easat-3714	32	11	or	or	CCONJ
easat-3714	32	12	assumptions	assumption	NOUN
easat-3714	32	13	that	that	PRON
easat-3714	32	14	may	may	AUX
easat-3714	32	15	not	not	PART
easat-3714	32	16	adequately	adequately	ADV
easat-3714	32	17	accommodate	accommodate	VERB
easat-3714	32	18	dynamic	dynamic	ADJ
easat-3714	32	19	circumstances	circumstance	NOUN
easat-3714	32	20	.	.	PUNCT
easat-3714	33	1	mdps	mdps	PROPN
easat-3714	33	2	present	present	VERB
easat-3714	33	3	a	a	DET
easat-3714	33	4	notably	notably	ADV
easat-3714	33	5	refined	refined	ADJ
easat-3714	33	6	and	and	CCONJ
easat-3714	33	7	adaptable	adaptable	ADJ
easat-3714	33	8	methodology	methodology	NOUN
easat-3714	33	9	by	by	ADP
easat-3714	33	10	conscientiously	conscientiously	ADV
easat-3714	33	11	accounting	account	VERB
easat-3714	33	12	for	for	ADP
easat-3714	33	13	the	the	DET
easat-3714	33	14	probabilistic	probabilistic	ADJ
easat-3714	33	15	transitions	transition	NOUN
easat-3714	33	16	that	that	PRON
easat-3714	33	17	occur	occur	VERB
easat-3714	33	18	between	between	ADP
easat-3714	33	19	distinct	distinct	ADJ
easat-3714	33	20	states	state	NOUN
easat-3714	33	21	,	,	PUNCT
easat-3714	33	22	as	as	ADV
easat-3714	33	23	well	well	ADV
easat-3714	33	24	as	as	ADP
easat-3714	33	25	the	the	DET
easat-3714	33	26	corresponding	corresponding	ADJ
easat-3714	33	27	rewards	reward	NOUN
easat-3714	33	28	or	or	CCONJ
easat-3714	33	29	costs	cost	NOUN
easat-3714	33	30	associated	associate	VERB
easat-3714	33	31	with	with	ADP
easat-3714	33	32	these	these	DET
easat-3714	33	33	transitions	transition	NOUN
easat-3714	33	34	.	.	PUNCT
easat-3714	34	1	mdps	mdps	PROPN
easat-3714	34	2	provide	provide	VERB
easat-3714	34	3	an	an	DET
easat-3714	34	4	effective	effective	ADJ
easat-3714	34	5	means	mean	NOUN
easat-3714	34	6	of	of	ADP
easat-3714	34	7	encapsulating	encapsulate	VERB
easat-3714	34	8	the	the	DET
easat-3714	34	9	intricate	intricate	ADJ
easat-3714	34	10	dynamics	dynamic	NOUN
easat-3714	34	11	of	of	ADP
easat-3714	34	12	the	the	DET
easat-3714	34	13	inventory	inventory	NOUN
easat-3714	34	14	control	control	NOUN
easat-3714	34	15	problem	problem	NOUN
easat-3714	34	16	within	within	ADP
easat-3714	34	17	a	a	DET
easat-3714	34	18	sequential	sequential	ADJ
easat-3714	34	19	decision	decision	NOUN
easat-3714	34	20	framework	framework	NOUN
easat-3714	34	21	.	.	PUNCT
easat-3714	35	1	in	in	ADP
easat-3714	35	2	the	the	DET
easat-3714	35	3	context	context	NOUN
easat-3714	35	4	of	of	ADP
easat-3714	35	5	inventory	inventory	NOUN
easat-3714	35	6	management	management	NOUN
easat-3714	35	7	,	,	PUNCT
easat-3714	35	8	the	the	DET
easat-3714	35	9	decision	decision	NOUN
easat-3714	35	10	-	-	PUNCT
easat-3714	35	11	maker	maker	NOUN
easat-3714	35	12	is	be	AUX
easat-3714	35	13	tasked	task	VERB
easat-3714	35	14	with	with	ADP
easat-3714	35	15	making	make	VERB
easat-3714	35	16	choices	choice	NOUN
easat-3714	35	17	at	at	ADP
easat-3714	35	18	various	various	ADJ
easat-3714	35	19	states	state	NOUN
easat-3714	35	20	,	,	PUNCT
easat-3714	35	21	where	where	SCONJ
easat-3714	35	22	each	each	DET
easat-3714	35	23	state	state	NOUN
easat-3714	35	24	signifies	signify	VERB
easat-3714	35	25	the	the	DET
easat-3714	35	26	inventory	inventory	NOUN
easat-3714	35	27	level	level	NOUN
easat-3714	35	28	and	and	CCONJ
easat-3714	35	29	potentially	potentially	ADV
easat-3714	35	30	encompasses	encompass	VERB
easat-3714	35	31	other	other	ADJ
easat-3714	35	32	pertinent	pertinent	ADJ
easat-3714	35	33	variables	variable	NOUN
easat-3714	35	34	.	.	PUNCT
easat-3714	36	1	these	these	DET
easat-3714	36	2	choices	choice	NOUN
easat-3714	36	3	manifest	manifest	ADJ
easat-3714	36	4	as	as	ADP
easat-3714	36	5	actions	action	NOUN
easat-3714	36	6	,	,	PUNCT
easat-3714	36	7	which	which	PRON
easat-3714	36	8	may	may	AUX
easat-3714	36	9	involve	involve	VERB
easat-3714	36	10	placing	place	VERB
easat-3714	36	11	an	an	DET
easat-3714	36	12	order	order	NOUN
easat-3714	36	13	for	for	ADP
easat-3714	36	14	a	a	DET
easat-3714	36	15	specific	specific	ADJ
easat-3714	36	16	quantity	quantity	NOUN
easat-3714	36	17	of	of	ADP
easat-3714	36	18	items	item	NOUN
easat-3714	36	19	or	or	CCONJ
easat-3714	36	20	modifying	modify	VERB
easat-3714	36	21	the	the	DET
easat-3714	36	22	replenishment	replenishment	NOUN
easat-3714	36	23	strategy	strategy	NOUN
easat-3714	36	24	.	.	PUNCT
easat-3714	37	1	the	the	DET
easat-3714	37	2	system	system	NOUN
easat-3714	37	3	subsequently	subsequently	ADV
easat-3714	37	4	undergoes	undergo	VERB
easat-3714	37	5	a	a	DET
easat-3714	37	6	transition	transition	NOUN
easat-3714	37	7	to	to	ADP
easat-3714	37	8	a	a	DET
easat-3714	37	9	novel	novel	ADJ
easat-3714	37	10	state	state	NOUN
easat-3714	37	11	,	,	PUNCT
easat-3714	37	12	which	which	PRON
easat-3714	37	13	is	be	AUX
easat-3714	37	14	contingent	contingent	ADJ
easat-3714	37	15	upon	upon	SCONJ
easat-3714	37	16	the	the	DET
easat-3714	37	17	stochastic	stochastic	ADJ
easat-3714	37	18	dynamics	dynamic	NOUN
easat-3714	37	19	encompassing	encompass	VERB
easat-3714	37	20	demand	demand	NOUN
easat-3714	37	21	and	and	CCONJ
easat-3714	37	22	lead	lead	VERB
easat-3714	37	23	time	time	NOUN
easat-3714	37	24	fluctuations	fluctuation	NOUN
easat-3714	37	25	.	.	PUNCT
easat-3714	38	1	the	the	DET
easat-3714	38	2	problem	problem	NOUN
easat-3714	38	3	at	at	ADP
easat-3714	38	4	hand	hand	NOUN
easat-3714	38	5	is	be	AUX
easat-3714	38	6	the	the	DET
easat-3714	38	7	lack	lack	NOUN
easat-3714	38	8	of	of	ADP
easat-3714	38	9	effective	effective	ADJ
easat-3714	38	10	communication	communication	NOUN
easat-3714	38	11	strategies	strategy	NOUN
easat-3714	38	12	in	in	ADP
easat-3714	38	13	the	the	DET
easat-3714	38	14	workplace	workplace	NOUN
easat-3714	38	15	.	.	PUNCT
easat-3714	39	1	managers	manager	NOUN
easat-3714	39	2	encounter	encounter	VERB
easat-3714	39	3	formidable	formidable	ADJ
easat-3714	39	4	challenges	challenge	NOUN
easat-3714	39	5	when	when	SCONJ
easat-3714	39	6	endeavouring	endeavour	VERB
easat-3714	39	7	to	to	PART
easat-3714	39	8	fulfil	fulfil	VERB
easat-3714	39	9	the	the	DET
easat-3714	39	10	imperative	imperative	ADJ
easat-3714	39	11	and	and	CCONJ
easat-3714	39	12	ideal	ideal	ADJ
easat-3714	39	13	inventory	inventory	NOUN
easat-3714	39	14	management	management	NOUN
easat-3714	39	15	prerequisites	prerequisite	NOUN
easat-3714	39	16	within	within	ADP
easat-3714	39	17	manufacturing	manufacturing	NOUN
easat-3714	39	18	enterprises	enterprise	NOUN
easat-3714	39	19	,	,	PUNCT
easat-3714	39	20	owing	owe	VERB
easat-3714	39	21	to	to	ADP
easat-3714	39	22	the	the	DET
easat-3714	39	23	intricate	intricate	ADJ
easat-3714	39	24	nature	nature	NOUN
easat-3714	39	25	engendered	engender	VERB
easat-3714	39	26	by	by	ADP
easat-3714	39	27	the	the	DET
easat-3714	39	28	sheer	sheer	ADJ
easat-3714	39	29	magnitude	magnitude	NOUN
easat-3714	39	30	of	of	ADP
easat-3714	39	31	transactions	transaction	NOUN
easat-3714	39	32	and	and	CCONJ
easat-3714	39	33	the	the	DET
easat-3714	39	34	multifarious	multifarious	ADJ
easat-3714	39	35	demands	demand	NOUN
easat-3714	39	36	emanating	emanate	VERB
easat-3714	39	37	from	from	ADP
easat-3714	39	38	customers	customer	NOUN
easat-3714	39	39	situated	situate	VERB
easat-3714	39	40	in	in	ADP
easat-3714	39	41	disparate	disparate	ADJ
easat-3714	39	42	geographical	geographical	ADJ
easat-3714	39	43	locations	location	NOUN
easat-3714	39	44	.	.	PUNCT
easat-3714	40	1	in	in	ADP
easat-3714	40	2	their	their	PRON
easat-3714	40	3	scholarly	scholarly	ADJ
easat-3714	40	4	work	work	NOUN
easat-3714	40	5	,	,	PUNCT
easat-3714	40	6	tochukwu	tochukwu	NOUN
easat-3714	40	7	and	and	CCONJ
easat-3714	40	8	hyacinth	hyacinth	ADJ
easat-3714	40	9	(	(	PUNCT
easat-3714	40	10	2015	2015	NUM
easat-3714	40	11	)	)	PUNCT
easat-3714	40	12	astutely	astutely	ADV
easat-3714	40	13	observed	observe	VERB
easat-3714	40	14	that	that	SCONJ
easat-3714	40	15	the	the	DET
easat-3714	40	16	management	management	NOUN
easat-3714	40	17	of	of	ADP
easat-3714	40	18	inventory	inventory	NOUN
easat-3714	40	19	poses	pose	VERB
easat-3714	40	20	a	a	DET
easat-3714	40	21	considerable	considerable	ADJ
easat-3714	40	22	challenge	challenge	NOUN
easat-3714	40	23	,	,	PUNCT
easat-3714	40	24	as	as	SCONJ
easat-3714	40	25	it	it	PRON
easat-3714	40	26	possesses	possess	VERB
easat-3714	40	27	the	the	DET
easat-3714	40	28	potential	potential	NOUN
easat-3714	40	29	to	to	PART
easat-3714	40	30	engender	engender	VERB
easat-3714	40	31	significant	significant	ADJ
easat-3714	40	32	risks	risk	NOUN
easat-3714	40	33	that	that	PRON
easat-3714	40	34	can	can	AUX
easat-3714	40	35	disrupt	disrupt	VERB
easat-3714	40	36	both	both	DET
easat-3714	40	37	production	production	NOUN
easat-3714	40	38	processes	process	NOUN
easat-3714	40	39	and	and	CCONJ
easat-3714	40	40	customer	customer	NOUN
easat-3714	40	41	satisfaction	satisfaction	NOUN
easat-3714	40	42	.	.	PUNCT
easat-3714	41	1	one	one	NUM
easat-3714	41	2	of	of	ADP
easat-3714	41	3	the	the	DET
easat-3714	41	4	key	key	ADJ
easat-3714	41	5	challenges	challenge	NOUN
easat-3714	41	6	inherent	inherent	ADJ
easat-3714	41	7	in	in	ADP
easat-3714	41	8	the	the	DET
easat-3714	41	9	realm	realm	NOUN
easat-3714	41	10	of	of	ADP
easat-3714	41	11	inventory	inventory	NOUN
easat-3714	41	12	management	management	NOUN
easat-3714	41	13	pertains	pertain	VERB
easat-3714	41	14	to	to	ADP
easat-3714	41	15	the	the	DET
easat-3714	41	16	issue	issue	NOUN
easat-3714	41	17	of	of	ADP
easat-3714	41	18	inconsistent	inconsistent	ADJ
easat-3714	41	19	tracking	tracking	NOUN
easat-3714	41	20	of	of	ADP
easat-3714	41	21	products	product	NOUN
easat-3714	41	22	.	.	PUNCT
easat-3714	42	1	this	this	DET
easat-3714	42	2	conundrum	conundrum	NOUN
easat-3714	42	3	arises	arise	VERB
easat-3714	42	4	when	when	SCONJ
easat-3714	42	5	there	there	PRON
easat-3714	42	6	is	be	VERB
easat-3714	42	7	a	a	DET
easat-3714	42	8	lack	lack	NOUN
easat-3714	42	9	of	of	ADP
easat-3714	42	10	uniformity	uniformity	NOUN
easat-3714	42	11	and	and	CCONJ
easat-3714	42	12	reliability	reliability	NOUN
easat-3714	42	13	in	in	ADP
easat-3714	42	14	the	the	DET
easat-3714	42	15	process	process	NOUN
easat-3714	42	16	of	of	ADP
easat-3714	42	17	monitoring	monitoring	NOUN
easat-3714	42	18	and	and	CCONJ
easat-3714	42	19	tracing	trace	VERB
easat-3714	42	20	the	the	DET
easat-3714	42	21	movement	movement	NOUN
easat-3714	42	22	of	of	ADP
easat-3714	42	23	goods	good	NOUN
easat-3714	42	24	within	within	ADP
easat-3714	42	25	the	the	DET
easat-3714	42	26	inventory	inventory	NOUN
easat-3714	42	27	system	system	NOUN
easat-3714	42	28	.	.	PUNCT
easat-3714	43	1	furthermore	furthermore	ADV
easat-3714	43	2	,	,	PUNCT
easat-3714	43	3	inefficiencies	inefficiency	NOUN
easat-3714	43	4	in	in	ADP
easat-3714	43	5	inventory	inventory	NOUN
easat-3714	43	6	warehousing	warehousing	NOUN
easat-3714	43	7	can	can	AUX
easat-3714	43	8	also	also	ADV
easat-3714	43	9	pose	pose	VERB
easat-3714	43	10	a	a	DET
easat-3714	43	11	significant	significant	ADJ
easat-3714	43	12	obstacle	obstacle	NOUN
easat-3714	43	13	.	.	PUNCT
easat-3714	44	1	this	this	DET
easat-3714	44	2	predicament	predicament	NOUN
easat-3714	44	3	arises	arise	VERB
easat-3714	44	4	when	when	SCONJ
easat-3714	44	5	the	the	DET
easat-3714	44	6	storage	storage	NOUN
easat-3714	44	7	and	and	CCONJ
easat-3714	44	8	organisation	organisation	NOUN
easat-3714	44	9	of	of	ADP
easat-3714	44	10	inventory	inventory	NOUN
easat-3714	44	11	within	within	ADP
easat-3714	44	12	the	the	DET
easat-3714	44	13	warehousing	warehousing	NOUN
easat-3714	44	14	facilities	facility	NOUN
easat-3714	44	15	are	be	AUX
easat-3714	44	16	not	not	PART
easat-3714	44	17	optimised	optimise	VERB
easat-3714	44	18	,	,	PUNCT
easat-3714	44	19	leading	lead	VERB
easat-3714	44	20	to	to	ADP
easat-3714	44	21	suboptimal	suboptimal	ADJ
easat-3714	44	22	utilisation	utilisation	NOUN
easat-3714	44	23	of	of	ADP
easat-3714	44	24	space	space	NOUN
easat-3714	44	25	and	and	CCONJ
easat-3714	44	26	resources	resource	NOUN
easat-3714	44	27	.	.	PUNCT
easat-3714	45	1	another	another	DET
easat-3714	45	2	pertinent	pertinent	ADJ
easat-3714	45	3	issue	issue	NOUN
easat-3714	45	4	in	in	ADP
easat-3714	45	5	the	the	DET
easat-3714	45	6	domain	domain	NOUN
easat-3714	45	7	of	of	ADP
easat-3714	45	8	inventory	inventory	NOUN
easat-3714	45	9	management	management	NOUN
easat-3714	45	10	is	be	AUX
easat-3714	45	11	the	the	DET
easat-3714	45	12	matter	matter	NOUN
easat-3714	45	13	of	of	ADP
easat-3714	45	14	inaccurate	inaccurate	ADJ
easat-3714	45	15	data	datum	NOUN
easat-3714	45	16	management	management	NOUN
easat-3714	45	17	.	.	PUNCT
easat-3714	46	1	there	there	PRON
easat-3714	46	2	are	be	VERB
easat-3714	46	3	a	a	DET
easat-3714	46	4	number	number	NOUN
easat-3714	46	5	of	of	ADP
easat-3714	46	6	reasons	reason	NOUN
easat-3714	46	7	why	why	SCONJ
easat-3714	46	8	the	the	DET
easat-3714	46	9	uncertainties	uncertainty	NOUN
easat-3714	46	10	felt	feel	VERB
easat-3714	46	11	when	when	SCONJ
easat-3714	46	12	deciding	decide	VERB
easat-3714	46	13	on	on	ADP
easat-3714	46	14	inventory	inventory	NOUN
easat-3714	46	15	management	management	NOUN
easat-3714	46	16	strategies	strategy	NOUN
easat-3714	46	17	are	be	AUX
easat-3714	46	18	so	so	ADV
easat-3714	46	19	important	important	ADJ
easat-3714	46	20	.	.	PUNCT
easat-3714	47	1	firstly	firstly	ADV
easat-3714	47	2	,	,	PUNCT
easat-3714	47	3	we	we	PRON
easat-3714	47	4	are	be	AUX
easat-3714	47	5	n't	not	PART
easat-3714	47	6	always	always	ADV
easat-3714	47	7	able	able	ADJ
easat-3714	47	8	to	to	PART
easat-3714	47	9	use	use	VERB
easat-3714	47	10	a	a	DET
easat-3714	47	11	precise	precise	ADJ
easat-3714	47	12	technique	technique	NOUN
easat-3714	47	13	that	that	PRON
easat-3714	47	14	takes	take	VERB
easat-3714	47	15	into	into	ADP
easat-3714	47	16	account	account	NOUN
easat-3714	47	17	all	all	DET
easat-3714	47	18	the	the	DET
easat-3714	47	19	important	important	ADJ
easat-3714	47	20	factors	factor	NOUN
easat-3714	47	21	related	relate	VERB
easat-3714	47	22	to	to	ADP
easat-3714	47	23	the	the	DET
easat-3714	47	24	issue	issue	NOUN
easat-3714	47	25	.	.	PUNCT
easat-3714	48	1	secondly	secondly	ADV
easat-3714	48	2	,	,	PUNCT
easat-3714	48	3	the	the	DET
easat-3714	48	4	decision	decision	NOUN
easat-3714	48	5	-	-	PUNCT
easat-3714	48	6	making	make	VERB
easat-3714	48	7	process	process	NOUN
easat-3714	48	8	is	be	AUX
easat-3714	48	9	further	far	ADV
easat-3714	48	10	complicated	complicated	ADJ
easat-3714	48	11	since	since	SCONJ
easat-3714	48	12	accurate	accurate	ADJ
easat-3714	48	13	predictions	prediction	NOUN
easat-3714	48	14	of	of	ADP
easat-3714	48	15	human	human	ADJ
easat-3714	48	16	conduct	conduct	NOUN
easat-3714	48	17	are	be	AUX
easat-3714	48	18	not	not	PART
easat-3714	48	19	yet	yet	ADV
easat-3714	48	20	available	available	ADJ
easat-3714	48	21	.	.	PUNCT
easat-3714	49	1	finally	finally	ADV
easat-3714	49	2	,	,	PUNCT
easat-3714	49	3	the	the	DET
easat-3714	49	4	unknowns	unknown	NOUN
easat-3714	49	5	of	of	ADP
easat-3714	49	6	the	the	DET
easat-3714	49	7	future	future	NOUN
easat-3714	49	8	make	make	VERB
easat-3714	49	9	it	it	PRON
easat-3714	49	10	difficult	difficult	ADJ
easat-3714	49	11	to	to	PART
easat-3714	49	12	predict	predict	VERB
easat-3714	49	13	with	with	ADP
easat-3714	49	14	any	any	DET
easat-3714	49	15	degree	degree	NOUN
easat-3714	49	16	of	of	ADP
easat-3714	49	17	certainty	certainty	NOUN
easat-3714	49	18	what	what	PRON
easat-3714	49	19	may	may	AUX
easat-3714	49	20	happen	happen	VERB
easat-3714	49	21	.	.	PUNCT
easat-3714	50	1	modern	modern	ADJ
easat-3714	50	2	technology	technology	NOUN
easat-3714	50	3	and	and	CCONJ
easat-3714	50	4	years	year	NOUN
easat-3714	50	5	of	of	ADP
easat-3714	50	6	academic	academic	ADJ
easat-3714	50	7	research	research	NOUN
easat-3714	50	8	have	have	AUX
easat-3714	50	9	yielded	yield	VERB
easat-3714	50	10	a	a	DET
easat-3714	50	11	plethora	plethora	NOUN
easat-3714	50	12	of	of	ADP
easat-3714	50	13	decision	decision	NOUN
easat-3714	50	14	support	support	NOUN
easat-3714	50	15	models	model	NOUN
easat-3714	50	16	and	and	CCONJ
easat-3714	50	17	systems	system	NOUN
easat-3714	50	18	that	that	PRON
easat-3714	50	19	may	may	AUX
easat-3714	50	20	help	help	VERB
easat-3714	50	21	businesses	business	NOUN
easat-3714	50	22	make	make	VERB
easat-3714	50	23	better	well	ADJ
easat-3714	50	24	investment	investment	NOUN
easat-3714	50	25	and	and	CCONJ
easat-3714	50	26	inventory	inventory	NOUN
easat-3714	50	27	management	management	NOUN
easat-3714	50	28	choices	choice	NOUN
easat-3714	50	29	.	.	PUNCT
easat-3714	51	1	in	in	ADP
easat-3714	51	2	order	order	NOUN
easat-3714	51	3	to	to	PART
easat-3714	51	4	improve	improve	VERB
easat-3714	51	5	inventory	inventory	NOUN
easat-3714	51	6	management	management	NOUN
easat-3714	51	7	prospects	prospect	NOUN
easat-3714	51	8	while	while	SCONJ
easat-3714	51	9	simultaneously	simultaneously	ADV
easat-3714	51	10	limiting	limit	VERB
easat-3714	51	11	uncertainties	uncertainty	NOUN
easat-3714	51	12	,	,	PUNCT
easat-3714	51	13	these	these	DET
easat-3714	51	14	tools	tool	NOUN
easat-3714	51	15	are	be	AUX
easat-3714	51	16	designed	design	VERB
easat-3714	51	17	to	to	PART
easat-3714	51	18	make	make	VERB
easat-3714	51	19	it	it	PRON
easat-3714	51	20	easier	easy	ADJ
easat-3714	51	21	to	to	PART
easat-3714	51	22	formulate	formulate	VERB
easat-3714	51	23	accurate	accurate	ADJ
easat-3714	51	24	judgements	judgement	NOUN
easat-3714	51	25	.	.	PUNCT
easat-3714	52	1	improving	improve	VERB
easat-3714	52	2	business	business	NOUN
easat-3714	52	3	effectiveness	effectiveness	NOUN
easat-3714	52	4	and	and	CCONJ
easat-3714	52	5	performance	performance	NOUN
easat-3714	52	6	is	be	AUX
easat-3714	52	7	the	the	DET
easat-3714	52	8	end	end	NOUN
easat-3714	52	9	goal	goal	NOUN
easat-3714	52	10	.	.	PUNCT
easat-3714	53	1	there	there	PRON
easat-3714	53	2	have	have	AUX
easat-3714	53	3	been	be	AUX
easat-3714	53	4	two	two	NUM
easat-3714	53	5	main	main	ADJ
easat-3714	53	6	types	type	NOUN
easat-3714	53	7	of	of	ADP
easat-3714	53	8	recent	recent	ADJ
easat-3714	53	9	innovations	innovation	NOUN
easat-3714	53	10	in	in	ADP
easat-3714	53	11	the	the	DET
easat-3714	53	12	field	field	NOUN
easat-3714	53	13	of	of	ADP
easat-3714	53	14	inventory	inventory	NOUN
easat-3714	53	15	7848	7848	NUM
easat-3714	53	16	edelweiss	edelweiss	PROPN
easat-3714	53	17	applied	apply	VERB
easat-3714	53	18	science	science	NOUN
easat-3714	53	19	and	and	CCONJ
easat-3714	53	20	technology	technology	NOUN
easat-3714	53	21	issn	issn	PROPN
easat-3714	53	22	:	:	PUNCT
easat-3714	53	23	2576	2576	NUM
easat-3714	53	24	-	-	SYM
easat-3714	53	25	8484	8484	NUM
easat-3714	53	26	vol	vol	NOUN
easat-3714	53	27	.	.	PROPN
easat-3714	53	28	8	8	NUM
easat-3714	53	29	,	,	PUNCT
easat-3714	53	30	no	no	INTJ
easat-3714	53	31	.	.	NOUN
easat-3714	53	32	6	6	NUM
easat-3714	53	33	:	:	SYM
easat-3714	53	34	7846	7846	NUM
easat-3714	53	35	-	-	SYM
easat-3714	53	36	7864	7864	NUM
easat-3714	53	37	,	,	PUNCT
easat-3714	53	38	2024	2024	NUM
easat-3714	53	39	doi	doi	NOUN
easat-3714	53	40	:	:	PUNCT
easat-3714	53	41	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	53	42	©	©	PROPN
easat-3714	53	43	2024	2024	NUM
easat-3714	53	44	by	by	ADP
easat-3714	53	45	the	the	DET
easat-3714	53	46	author	author	NOUN
easat-3714	53	47	;	;	PUNCT
easat-3714	53	48	licensee	licensee	PROPN
easat-3714	53	49	learning	learn	VERB
easat-3714	53	50	gate	gate	NOUN
easat-3714	53	51	optimisation	optimisation	NOUN
easat-3714	53	52	for	for	ADP
easat-3714	53	53	manufacturing	manufacture	VERB
easat-3714	53	54	companies	company	NOUN
easat-3714	53	55	:	:	PUNCT
easat-3714	53	56	quantitative	quantitative	ADJ
easat-3714	53	57	and	and	CCONJ
easat-3714	53	58	qualitative	qualitative	ADJ
easat-3714	53	59	techniques	technique	NOUN
easat-3714	53	60	.	.	PUNCT
easat-3714	54	1	in	in	ADP
easat-3714	54	2	an	an	DET
easat-3714	54	3	attempt	attempt	NOUN
easat-3714	54	4	to	to	PART
easat-3714	54	5	address	address	VERB
easat-3714	54	6	these	these	DET
easat-3714	54	7	issues	issue	NOUN
easat-3714	54	8	,	,	PUNCT
easat-3714	54	9	several	several	ADJ
easat-3714	54	10	methods	method	NOUN
easat-3714	54	11	are	be	AUX
easat-3714	54	12	used	use	VERB
easat-3714	54	13	.	.	PUNCT
easat-3714	55	1	reasonable	reasonable	ADJ
easat-3714	55	2	and	and	CCONJ
easat-3714	55	3	intuitive	intuitive	ADJ
easat-3714	55	4	approaches	approach	NOUN
easat-3714	55	5	,	,	PUNCT
easat-3714	55	6	like	like	ADP
easat-3714	55	7	just	just	ADV
easat-3714	55	8	-	-	PUNCT
easat-3714	55	9	in	in	ADP
easat-3714	55	10	-	-	PUNCT
easat-3714	55	11	time	time	NOUN
easat-3714	55	12	,	,	PUNCT
easat-3714	55	13	are	be	AUX
easat-3714	55	14	part	part	NOUN
easat-3714	55	15	of	of	ADP
easat-3714	55	16	the	the	DET
easat-3714	55	17	qualitative	qualitative	ADJ
easat-3714	55	18	side	side	NOUN
easat-3714	55	19	of	of	ADP
easat-3714	55	20	decision	decision	NOUN
easat-3714	55	21	-	-	PUNCT
easat-3714	55	22	making	making	NOUN
easat-3714	55	23	.	.	PUNCT
easat-3714	56	1	in	in	ADP
easat-3714	56	2	contrast	contrast	NOUN
easat-3714	56	3	,	,	PUNCT
easat-3714	56	4	mathematical	mathematical	ADJ
easat-3714	56	5	techniques	technique	NOUN
easat-3714	56	6	like	like	ADP
easat-3714	56	7	decision	decision	NOUN
easat-3714	56	8	trees	tree	NOUN
easat-3714	56	9	,	,	PUNCT
easat-3714	56	10	linear	linear	ADJ
easat-3714	56	11	programming	programming	NOUN
easat-3714	56	12	,	,	PUNCT
easat-3714	56	13	and	and	CCONJ
easat-3714	56	14	the	the	DET
easat-3714	56	15	use	use	NOUN
easat-3714	56	16	of	of	ADP
easat-3714	56	17	markov	markov	NOUN
easat-3714	56	18	decision	decision	NOUN
easat-3714	56	19	models	model	NOUN
easat-3714	56	20	(	(	PUNCT
easat-3714	56	21	mdm	mdm	NOUN
easat-3714	56	22	)	)	PUNCT
easat-3714	56	23	are	be	AUX
easat-3714	56	24	used	use	VERB
easat-3714	56	25	in	in	ADP
easat-3714	56	26	the	the	DET
easat-3714	56	27	quantitative	quantitative	ADJ
easat-3714	56	28	side	side	NOUN
easat-3714	56	29	.	.	PUNCT
easat-3714	57	1	this	this	DET
easat-3714	57	2	study	study	NOUN
easat-3714	57	3	's	's	PART
easat-3714	57	4	main	main	ADJ
easat-3714	57	5	objective	objective	NOUN
easat-3714	57	6	is	be	AUX
easat-3714	57	7	to	to	PART
easat-3714	57	8	analyse	analyse	VERB
easat-3714	57	9	how	how	SCONJ
easat-3714	57	10	nigerian	nigerian	ADJ
easat-3714	57	11	manufacturing	manufacturing	NOUN
easat-3714	57	12	organisations	organisation	NOUN
easat-3714	57	13	use	use	VERB
easat-3714	57	14	markov	markov	NOUN
easat-3714	57	15	chains	chain	NOUN
easat-3714	57	16	and	and	CCONJ
easat-3714	57	17	inventory	inventory	NOUN
easat-3714	57	18	management	management	NOUN
easat-3714	57	19	systems	system	NOUN
easat-3714	57	20	.	.	PUNCT
easat-3714	58	1	this	this	DET
easat-3714	58	2	research	research	NOUN
easat-3714	58	3	suggests	suggest	VERB
easat-3714	58	4	using	use	VERB
easat-3714	58	5	a	a	DET
easat-3714	58	6	non	non	ADJ
easat-3714	58	7	-	-	ADJ
easat-3714	58	8	empirical	empirical	ADJ
easat-3714	58	9	and	and	CCONJ
easat-3714	58	10	explanatory	explanatory	ADJ
easat-3714	58	11	technique	technique	NOUN
easat-3714	58	12	to	to	PART
easat-3714	58	13	handle	handle	VERB
easat-3714	58	14	the	the	DET
easat-3714	58	15	complexities	complexity	NOUN
easat-3714	58	16	of	of	ADP
easat-3714	58	17	inventory	inventory	NOUN
easat-3714	58	18	management	management	NOUN
easat-3714	58	19	and	and	CCONJ
easat-3714	58	20	its	its	PRON
easat-3714	58	21	possible	possible	ADJ
easat-3714	58	22	relationship	relationship	NOUN
easat-3714	58	23	with	with	ADP
easat-3714	58	24	the	the	DET
easat-3714	58	25	markov	markov	NOUN
easat-3714	58	26	chain	chain	NOUN
easat-3714	58	27	.	.	PUNCT
easat-3714	59	1	examining	examine	VERB
easat-3714	59	2	the	the	DET
easat-3714	59	3	current	current	ADJ
easat-3714	59	4	literature	literature	NOUN
easat-3714	59	5	on	on	ADP
easat-3714	59	6	the	the	DET
easat-3714	59	7	markov	markov	NOUN
easat-3714	59	8	chain	chain	NOUN
easat-3714	59	9	and	and	CCONJ
easat-3714	59	10	its	its	PRON
easat-3714	59	11	effects	effect	NOUN
easat-3714	59	12	on	on	ADP
easat-3714	59	13	inventory	inventory	NOUN
easat-3714	59	14	management	management	NOUN
easat-3714	59	15	in	in	ADP
easat-3714	59	16	nigeria	nigeria	PROPN
easat-3714	59	17	's	's	PART
easat-3714	59	18	industrial	industrial	ADJ
easat-3714	59	19	industry	industry	NOUN
easat-3714	59	20	is	be	AUX
easat-3714	59	21	the	the	DET
easat-3714	59	22	goal	goal	NOUN
easat-3714	59	23	of	of	ADP
easat-3714	59	24	these	these	DET
easat-3714	59	25	techniques	technique	NOUN
easat-3714	59	26	.	.	PUNCT
easat-3714	60	1	1.1	1.1	NUM
easat-3714	60	2	.	.	PUNCT
easat-3714	60	3	motivation	motivation	NOUN
easat-3714	60	4	there	there	PRON
easat-3714	60	5	has	have	AUX
easat-3714	60	6	been	be	AUX
easat-3714	60	7	an	an	DET
easat-3714	60	8	increase	increase	NOUN
easat-3714	60	9	in	in	ADP
easat-3714	60	10	the	the	DET
easat-3714	60	11	frequency	frequency	NOUN
easat-3714	60	12	and	and	CCONJ
easat-3714	60	13	complexity	complexity	NOUN
easat-3714	60	14	of	of	ADP
easat-3714	60	15	humanitarian	humanitarian	ADJ
easat-3714	60	16	catastrophes	catastrophe	NOUN
easat-3714	60	17	,	,	PUNCT
easat-3714	60	18	and	and	CCONJ
easat-3714	60	19	the	the	DET
easat-3714	60	20	methods	method	NOUN
easat-3714	60	21	for	for	ADP
easat-3714	60	22	inventory	inventory	NOUN
easat-3714	60	23	management	management	NOUN
easat-3714	60	24	need	need	VERB
easat-3714	60	25	to	to	PART
easat-3714	60	26	be	be	AUX
easat-3714	60	27	modified	modify	VERB
easat-3714	60	28	in	in	ADP
easat-3714	60	29	order	order	NOUN
easat-3714	60	30	to	to	PART
easat-3714	60	31	accommodate	accommodate	VERB
easat-3714	60	32	these	these	DET
easat-3714	60	33	revised	revise	VERB
easat-3714	60	34	requirements	requirement	NOUN
easat-3714	60	35	.	.	PUNCT
easat-3714	61	1	this	this	DET
easat-3714	61	2	research	research	NOUN
easat-3714	61	3	aims	aim	VERB
easat-3714	61	4	to	to	PART
easat-3714	61	5	provide	provide	VERB
easat-3714	61	6	assistance	assistance	NOUN
easat-3714	61	7	in	in	ADP
easat-3714	61	8	this	this	DET
easat-3714	61	9	regard	regard	NOUN
easat-3714	61	10	by	by	ADP
easat-3714	61	11	developing	develop	VERB
easat-3714	61	12	a	a	DET
easat-3714	61	13	model	model	NOUN
easat-3714	61	14	that	that	PRON
easat-3714	61	15	is	be	AUX
easat-3714	61	16	capable	capable	ADJ
easat-3714	61	17	of	of	ADP
easat-3714	61	18	continually	continually	ADV
easat-3714	61	19	managing	manage	VERB
easat-3714	61	20	the	the	DET
easat-3714	61	21	inventory	inventory	NOUN
easat-3714	61	22	of	of	ADP
easat-3714	61	23	help	help	NOUN
easat-3714	61	24	while	while	SCONJ
easat-3714	61	25	taking	take	VERB
easat-3714	61	26	into	into	ADP
easat-3714	61	27	consideration	consideration	NOUN
easat-3714	61	28	the	the	DET
easat-3714	61	29	unpredictability	unpredictability	NOUN
easat-3714	61	30	of	of	ADP
easat-3714	61	31	both	both	DET
easat-3714	61	32	demand	demand	NOUN
easat-3714	61	33	and	and	CCONJ
easat-3714	61	34	contribution	contribution	NOUN
easat-3714	61	35	.	.	PUNCT
easat-3714	62	1	in	in	ADP
easat-3714	62	2	addition	addition	NOUN
easat-3714	62	3	to	to	ADP
easat-3714	62	4	this	this	PRON
easat-3714	62	5	,	,	PUNCT
easat-3714	62	6	the	the	DET
easat-3714	62	7	model	model	NOUN
easat-3714	62	8	takes	take	VERB
easat-3714	62	9	into	into	ADP
easat-3714	62	10	account	account	NOUN
easat-3714	62	11	the	the	DET
easat-3714	62	12	possibility	possibility	NOUN
easat-3714	62	13	of	of	ADP
easat-3714	62	14	supply	supply	NOUN
easat-3714	62	15	increases	increase	NOUN
easat-3714	62	16	brought	bring	VERB
easat-3714	62	17	about	about	ADP
easat-3714	62	18	by	by	ADP
easat-3714	62	19	the	the	DET
easat-3714	62	20	action	action	NOUN
easat-3714	62	21	taken	take	VERB
easat-3714	62	22	by	by	ADP
easat-3714	62	23	the	the	DET
easat-3714	62	24	decision	decision	NOUN
easat-3714	62	25	maker	maker	NOUN
easat-3714	62	26	.	.	PUNCT
easat-3714	63	1	some	some	PRON
easat-3714	63	2	of	of	ADP
easat-3714	63	3	the	the	DET
easat-3714	63	4	possible	possible	ADJ
easat-3714	63	5	causes	cause	NOUN
easat-3714	63	6	of	of	ADP
easat-3714	63	7	these	these	DET
easat-3714	63	8	increases	increase	NOUN
easat-3714	63	9	include	include	VERB
easat-3714	63	10	aggressive	aggressive	ADJ
easat-3714	63	11	marketing	marketing	NOUN
easat-3714	63	12	operations	operation	NOUN
easat-3714	63	13	,	,	PUNCT
easat-3714	63	14	inventory	inventory	NOUN
easat-3714	63	15	transfers	transfer	NOUN
easat-3714	63	16	from	from	ADP
easat-3714	63	17	nearby	nearby	ADJ
easat-3714	63	18	facilities	facility	NOUN
easat-3714	63	19	,	,	PUNCT
easat-3714	63	20	and	and	CCONJ
easat-3714	63	21	other	other	ADJ
easat-3714	63	22	similar	similar	ADJ
easat-3714	63	23	factors	factor	NOUN
easat-3714	63	24	.	.	PUNCT
easat-3714	64	1	in	in	ADP
easat-3714	64	2	spite	spite	NOUN
easat-3714	64	3	of	of	ADP
easat-3714	64	4	this	this	PRON
easat-3714	64	5	,	,	PUNCT
easat-3714	64	6	there	there	PRON
easat-3714	64	7	is	be	VERB
easat-3714	64	8	a	a	DET
easat-3714	64	9	cost	cost	NOUN
easat-3714	64	10	associated	associate	VERB
easat-3714	64	11	with	with	ADP
easat-3714	64	12	these	these	DET
easat-3714	64	13	benefits	benefit	NOUN
easat-3714	64	14	,	,	PUNCT
easat-3714	64	15	regardless	regardless	ADV
easat-3714	64	16	of	of	ADP
easat-3714	64	17	the	the	DET
easat-3714	64	18	underlying	underlying	ADJ
easat-3714	64	19	reason	reason	NOUN
easat-3714	64	20	.	.	PUNCT
easat-3714	65	1	because	because	SCONJ
easat-3714	65	2	of	of	ADP
easat-3714	65	3	this	this	PRON
easat-3714	65	4	,	,	PUNCT
easat-3714	65	5	we	we	PRON
easat-3714	65	6	provide	provide	VERB
easat-3714	65	7	a	a	DET
easat-3714	65	8	technique	technique	NOUN
easat-3714	65	9	for	for	ADP
easat-3714	65	10	evaluating	evaluate	VERB
easat-3714	65	11	the	the	DET
easat-3714	65	12	most	most	ADV
easat-3714	65	13	effective	effective	ADJ
easat-3714	65	14	strategy	strategy	NOUN
easat-3714	65	15	for	for	ADP
easat-3714	65	16	long	long	ADJ
easat-3714	65	17	-	-	PUNCT
easat-3714	65	18	term	term	NOUN
easat-3714	65	19	storage	storage	NOUN
easat-3714	65	20	that	that	PRON
easat-3714	65	21	takes	take	VERB
easat-3714	65	22	into	into	ADP
easat-3714	65	23	consideration	consideration	NOUN
easat-3714	65	24	the	the	DET
easat-3714	65	25	costs	cost	NOUN
easat-3714	65	26	associated	associate	VERB
easat-3714	65	27	with	with	ADP
easat-3714	65	28	inventory	inventory	NOUN
easat-3714	65	29	,	,	PUNCT
easat-3714	65	30	perishability	perishability	NOUN
easat-3714	65	31	,	,	PUNCT
easat-3714	65	32	and	and	CCONJ
easat-3714	65	33	the	the	DET
easat-3714	65	34	expenses	expense	NOUN
easat-3714	65	35	that	that	PRON
easat-3714	65	36	are	be	AUX
easat-3714	65	37	incurred	incur	VERB
easat-3714	65	38	as	as	ADP
easat-3714	65	39	a	a	DET
easat-3714	65	40	result	result	NOUN
easat-3714	65	41	of	of	ADP
easat-3714	65	42	donors	donor	NOUN
easat-3714	65	43	increasing	increase	VERB
easat-3714	65	44	their	their	PRON
easat-3714	65	45	contributions	contribution	NOUN
easat-3714	65	46	.	.	PUNCT
easat-3714	66	1	overall	overall	ADV
easat-3714	66	2	,	,	PUNCT
easat-3714	66	3	the	the	DET
easat-3714	66	4	purpose	purpose	NOUN
easat-3714	66	5	of	of	ADP
easat-3714	66	6	this	this	DET
easat-3714	66	7	research	research	NOUN
easat-3714	66	8	is	be	AUX
easat-3714	66	9	to	to	PART
easat-3714	66	10	increase	increase	VERB
easat-3714	66	11	the	the	DET
easat-3714	66	12	ability	ability	NOUN
easat-3714	66	13	of	of	ADP
easat-3714	66	14	humanitarian	humanitarian	ADJ
easat-3714	66	15	organisations	organisation	NOUN
easat-3714	66	16	to	to	PART
easat-3714	66	17	respond	respond	VERB
easat-3714	66	18	by	by	ADP
easat-3714	66	19	minimising	minimise	VERB
easat-3714	66	20	the	the	DET
easat-3714	66	21	consequences	consequence	NOUN
easat-3714	66	22	of	of	ADP
easat-3714	66	23	slow	slow	ADJ
easat-3714	66	24	-	-	PUNCT
easat-3714	66	25	to	to	ADP
easat-3714	66	26	-	-	PUNCT
easat-3714	66	27	onset	onset	NOUN
easat-3714	66	28	disasters	disaster	NOUN
easat-3714	66	29	,	,	PUNCT
easat-3714	66	30	such	such	ADJ
easat-3714	66	31	political	political	ADJ
easat-3714	66	32	upheavals	upheaval	NOUN
easat-3714	66	33	and	and	CCONJ
easat-3714	66	34	droughts	drought	NOUN
easat-3714	66	35	,	,	PUNCT
easat-3714	66	36	on	on	ADP
easat-3714	66	37	people	people	NOUN
easat-3714	66	38	that	that	PRON
easat-3714	66	39	are	be	AUX
easat-3714	66	40	already	already	ADV
easat-3714	66	41	at	at	ADP
easat-3714	66	42	risk	risk	NOUN
easat-3714	66	43	.	.	PUNCT
easat-3714	67	1	as	as	ADP
easat-3714	67	2	a	a	DET
easat-3714	67	3	result	result	NOUN
easat-3714	67	4	,	,	PUNCT
easat-3714	67	5	it	it	PRON
easat-3714	67	6	is	be	AUX
easat-3714	67	7	possible	possible	ADJ
easat-3714	67	8	to	to	PART
easat-3714	67	9	assert	assert	VERB
easat-3714	67	10	that	that	SCONJ
easat-3714	67	11	the	the	DET
easat-3714	67	12	development	development	NOUN
easat-3714	67	13	and	and	CCONJ
easat-3714	67	14	implementation	implementation	NOUN
easat-3714	67	15	of	of	ADP
easat-3714	67	16	the	the	DET
easat-3714	67	17	model	model	NOUN
easat-3714	67	18	that	that	PRON
easat-3714	67	19	has	have	AUX
easat-3714	67	20	been	be	AUX
easat-3714	67	21	proposed	propose	VERB
easat-3714	67	22	are	be	AUX
easat-3714	67	23	relevant	relevant	ADJ
easat-3714	67	24	to	to	ADP
easat-3714	67	25	the	the	DET
easat-3714	67	26	stages	stage	NOUN
easat-3714	67	27	of	of	ADP
easat-3714	67	28	the	the	DET
easat-3714	67	29	disaster	disaster	NOUN
easat-3714	67	30	management	management	NOUN
easat-3714	67	31	cycle	cycle	NOUN
easat-3714	67	32	that	that	PRON
easat-3714	67	33	are	be	AUX
easat-3714	67	34	concerned	concern	VERB
easat-3714	67	35	with	with	ADP
easat-3714	67	36	preparedness	preparedness	NOUN
easat-3714	67	37	and	and	CCONJ
easat-3714	67	38	mitigation	mitigation	NOUN
easat-3714	67	39	,	,	PUNCT
easat-3714	67	40	respectively	respectively	ADV
easat-3714	67	41	.	.	PUNCT
easat-3714	68	1	the	the	DET
easat-3714	68	2	theory	theory	NOUN
easat-3714	68	3	of	of	ADP
easat-3714	68	4	markov	markov	NOUN
easat-3714	68	5	chains	chain	NOUN
easat-3714	68	6	,	,	PUNCT
easat-3714	68	7	which	which	PRON
easat-3714	68	8	was	be	AUX
easat-3714	68	9	developed	develop	VERB
easat-3714	68	10	by	by	ADP
easat-3714	68	11	abell'an	abell'an	NOUN
easat-3714	68	12	and	and	CCONJ
easat-3714	68	13	liu	liu	PROPN
easat-3714	68	14	(	(	PUNCT
easat-3714	68	15	2013	2013	NUM
easat-3714	68	16	)	)	PUNCT
easat-3714	68	17	,	,	PUNCT
easat-3714	68	18	states	state	VERB
easat-3714	68	19	that	that	SCONJ
easat-3714	68	20	if	if	SCONJ
easat-3714	68	21	a	a	DET
easat-3714	68	22	chain	chain	NOUN
easat-3714	68	23	is	be	AUX
easat-3714	68	24	allowed	allow	VERB
easat-3714	68	25	to	to	PART
easat-3714	68	26	continue	continue	VERB
easat-3714	68	27	for	for	ADP
easat-3714	68	28	a	a	DET
easat-3714	68	29	sufficient	sufficient	ADJ
easat-3714	68	30	length	length	NOUN
easat-3714	68	31	of	of	ADP
easat-3714	68	32	time	time	NOUN
easat-3714	68	33	,	,	PUNCT
easat-3714	68	34	it	it	PRON
easat-3714	68	35	will	will	AUX
easat-3714	68	36	ultimately	ultimately	ADV
easat-3714	68	37	reach	reach	VERB
easat-3714	68	38	the	the	DET
easat-3714	68	39	point	point	NOUN
easat-3714	68	40	of	of	ADP
easat-3714	68	41	equilibrium	equilibrium	NOUN
easat-3714	68	42	,	,	PUNCT
easat-3714	68	43	regardless	regardless	ADV
easat-3714	68	44	of	of	ADP
easat-3714	68	45	the	the	DET
easat-3714	68	46	initial	initial	ADJ
easat-3714	68	47	value	value	NOUN
easat-3714	68	48	that	that	PRON
easat-3714	68	49	is	be	AUX
easat-3714	68	50	entered	enter	VERB
easat-3714	68	51	into	into	ADP
easat-3714	68	52	the	the	DET
easat-3714	68	53	chain	chain	NOUN
easat-3714	68	54	.	.	PUNCT
easat-3714	69	1	the	the	DET
easat-3714	69	2	mathematical	mathematical	ADJ
easat-3714	69	3	notion	notion	NOUN
easat-3714	69	4	that	that	PRON
easat-3714	69	5	is	be	AUX
easat-3714	69	6	commonly	commonly	ADV
easat-3714	69	7	referred	refer	VERB
easat-3714	69	8	to	to	ADP
easat-3714	69	9	as	as	ADP
easat-3714	69	10	a	a	DET
easat-3714	69	11	"	"	PUNCT
easat-3714	69	12	markov	markov	NOUN
easat-3714	69	13	chain	chain	NOUN
easat-3714	69	14	"	"	PUNCT
easat-3714	69	15	was	be	AUX
easat-3714	69	16	named	name	VERB
easat-3714	69	17	after	after	ADP
easat-3714	69	18	andrey	andrey	PROPN
easat-3714	69	19	markov	markov	PROPN
easat-3714	69	20	,	,	PUNCT
easat-3714	69	21	the	the	DET
easat-3714	69	22	brilliant	brilliant	ADJ
easat-3714	69	23	individual	individual	NOUN
easat-3714	69	24	who	who	PRON
easat-3714	69	25	had	have	VERB
easat-3714	69	26	the	the	DET
easat-3714	69	27	audacity	audacity	NOUN
easat-3714	69	28	to	to	PART
easat-3714	69	29	suggest	suggest	VERB
easat-3714	69	30	a	a	DET
easat-3714	69	31	model	model	NOUN
easat-3714	69	32	for	for	ADP
easat-3714	69	33	monitoring	monitoring	NOUN
easat-3714	69	34	and	and	CCONJ
easat-3714	69	35	comprehending	comprehending	ADJ
easat-3714	69	36	systems	system	NOUN
easat-3714	69	37	that	that	PRON
easat-3714	69	38	change	change	NOUN
easat-3714	69	39	based	base	VERB
easat-3714	69	40	on	on	ADP
easat-3714	69	41	predetermined	predetermine	VERB
easat-3714	69	42	probabilities	probability	NOUN
easat-3714	69	43	.	.	PUNCT
easat-3714	70	1	in	in	ADP
easat-3714	70	2	the	the	DET
easat-3714	70	3	field	field	NOUN
easat-3714	70	4	of	of	ADP
easat-3714	70	5	statistical	statistical	ADJ
easat-3714	70	6	modelling	modelling	NOUN
easat-3714	70	7	,	,	PUNCT
easat-3714	70	8	the	the	DET
easat-3714	70	9	highly	highly	ADV
easat-3714	70	10	regarded	regard	VERB
easat-3714	70	11	mathematical	mathematical	ADJ
easat-3714	70	12	construct	construct	NOUN
easat-3714	70	13	known	know	VERB
easat-3714	70	14	as	as	SCONJ
easat-3714	70	15	the	the	DET
easat-3714	70	16	markov	markov	NOUN
easat-3714	70	17	chain	chain	NOUN
easat-3714	70	18	may	may	AUX
easat-3714	70	19	be	be	AUX
easat-3714	70	20	utilised	utilise	VERB
easat-3714	70	21	in	in	ADP
easat-3714	70	22	a	a	DET
easat-3714	70	23	number	number	NOUN
easat-3714	70	24	of	of	ADP
easat-3714	70	25	different	different	ADJ
easat-3714	70	26	ways	way	NOUN
easat-3714	70	27	.	.	PUNCT
easat-3714	71	1	there	there	PRON
easat-3714	71	2	are	be	VERB
easat-3714	71	3	a	a	DET
easat-3714	71	4	number	number	NOUN
easat-3714	71	5	of	of	ADP
easat-3714	71	6	real	real	ADJ
easat-3714	71	7	-	-	PUNCT
easat-3714	71	8	world	world	NOUN
easat-3714	71	9	processes	process	NOUN
easat-3714	71	10	that	that	PRON
easat-3714	71	11	make	make	VERB
easat-3714	71	12	use	use	NOUN
easat-3714	71	13	of	of	ADP
easat-3714	71	14	these	these	DET
easat-3714	71	15	applications	application	NOUN
easat-3714	71	16	.	.	PUNCT
easat-3714	72	1	some	some	DET
easat-3714	72	2	examples	example	NOUN
easat-3714	72	3	include	include	VERB
easat-3714	72	4	the	the	DET
easat-3714	72	5	dynamics	dynamic	NOUN
easat-3714	72	6	of	of	ADP
easat-3714	72	7	animal	animal	NOUN
easat-3714	72	8	populations	population	NOUN
easat-3714	72	9	,	,	PUNCT
easat-3714	72	10	the	the	DET
easat-3714	72	11	development	development	NOUN
easat-3714	72	12	of	of	ADP
easat-3714	72	13	customer	customer	NOUN
easat-3714	72	14	lineups	lineup	NOUN
easat-3714	72	15	at	at	ADP
easat-3714	72	16	airports	airport	NOUN
easat-3714	72	17	,	,	PUNCT
easat-3714	72	18	and	and	CCONJ
easat-3714	72	19	the	the	DET
easat-3714	72	20	area	area	NOUN
easat-3714	72	21	of	of	ADP
easat-3714	72	22	continually	continually	ADV
easat-3714	72	23	varying	vary	VERB
easat-3714	72	24	currency	currency	NOUN
easat-3714	72	25	rates	rate	NOUN
easat-3714	72	26	.	.	PUNCT
easat-3714	73	1	1.2	1.2	NUM
easat-3714	73	2	.	.	PUNCT
easat-3714	73	3	problem	problem	NOUN
easat-3714	73	4	identification	identification	NOUN
easat-3714	73	5	manufacturing	manufacturing	NOUN
easat-3714	73	6	managers	manager	NOUN
easat-3714	73	7	face	face	VERB
easat-3714	73	8	significant	significant	ADJ
easat-3714	73	9	obstacles	obstacle	NOUN
easat-3714	73	10	in	in	ADP
easat-3714	73	11	fulfilling	fulfil	VERB
easat-3714	73	12	the	the	DET
easat-3714	73	13	requirements	requirement	NOUN
easat-3714	73	14	for	for	ADP
easat-3714	73	15	effective	effective	ADJ
easat-3714	73	16	and	and	CCONJ
easat-3714	73	17	optimum	optimum	ADJ
easat-3714	73	18	inventory	inventory	NOUN
easat-3714	73	19	management	management	NOUN
easat-3714	73	20	.	.	PUNCT
easat-3714	74	1	these	these	DET
easat-3714	74	2	difficulties	difficulty	NOUN
easat-3714	74	3	stem	stem	VERB
easat-3714	74	4	from	from	ADP
easat-3714	74	5	the	the	DET
easat-3714	74	6	complexity	complexity	NOUN
easat-3714	74	7	created	create	VERB
easat-3714	74	8	by	by	ADP
easat-3714	74	9	the	the	DET
easat-3714	74	10	numerous	numerous	ADJ
easat-3714	74	11	transactions	transaction	NOUN
easat-3714	74	12	and	and	CCONJ
easat-3714	74	13	demands	demand	NOUN
easat-3714	74	14	from	from	ADP
easat-3714	74	15	clients	client	NOUN
easat-3714	74	16	who	who	PRON
easat-3714	74	17	are	be	AUX
easat-3714	74	18	spread	spread	VERB
easat-3714	74	19	out	out	ADP
easat-3714	74	20	over	over	ADP
easat-3714	74	21	different	different	ADJ
easat-3714	74	22	locations	location	NOUN
easat-3714	74	23	.	.	PUNCT
easat-3714	75	1	inventory	inventory	NOUN
easat-3714	75	2	management	management	NOUN
easat-3714	75	3	is	be	AUX
easat-3714	75	4	plagued	plague	VERB
easat-3714	75	5	by	by	ADP
easat-3714	75	6	a	a	DET
easat-3714	75	7	variety	variety	NOUN
easat-3714	75	8	of	of	ADP
easat-3714	75	9	issues	issue	NOUN
easat-3714	75	10	,	,	PUNCT
easat-3714	75	11	such	such	ADJ
easat-3714	75	12	as	as	ADP
easat-3714	75	13	inconsistent	inconsistent	ADJ
easat-3714	75	14	product	product	NOUN
easat-3714	75	15	monitoring	monitoring	NOUN
easat-3714	75	16	,	,	PUNCT
easat-3714	75	17	inefficient	inefficient	ADJ
easat-3714	75	18	inventory	inventory	NOUN
easat-3714	75	19	storage	storage	NOUN
easat-3714	75	20	,	,	PUNCT
easat-3714	75	21	erroneous	erroneous	ADJ
easat-3714	75	22	data	datum	NOUN
easat-3714	75	23	management	management	NOUN
easat-3714	75	24	,	,	PUNCT
easat-3714	75	25	inadequate	inadequate	ADJ
easat-3714	75	26	documentation	documentation	NOUN
easat-3714	75	27	,	,	PUNCT
easat-3714	75	28	product	product	NOUN
easat-3714	75	29	stocking	stocking	NOUN
easat-3714	75	30	,	,	PUNCT
easat-3714	75	31	and	and	CCONJ
easat-3714	75	32	a	a	DET
easat-3714	75	33	failure	failure	NOUN
easat-3714	75	34	to	to	PART
easat-3714	75	35	adapt	adapt	VERB
easat-3714	75	36	to	to	ADP
easat-3714	75	37	changing	change	VERB
easat-3714	75	38	and	and	CCONJ
easat-3714	75	39	growing	grow	VERB
easat-3714	75	40	demand	demand	NOUN
easat-3714	75	41	fluctuations	fluctuation	NOUN
easat-3714	75	42	.	.	PUNCT
easat-3714	76	1	there	there	PRON
easat-3714	76	2	are	be	VERB
easat-3714	76	3	many	many	ADJ
easat-3714	76	4	intricate	intricate	ADJ
easat-3714	76	5	details	detail	NOUN
easat-3714	76	6	and	and	CCONJ
easat-3714	76	7	difficult	difficult	ADJ
easat-3714	76	8	tasks	task	NOUN
easat-3714	76	9	involved	involve	VERB
easat-3714	76	10	in	in	ADP
easat-3714	76	11	supply	supply	NOUN
easat-3714	76	12	chain	chain	NOUN
easat-3714	76	13	management	management	NOUN
easat-3714	76	14	.	.	PUNCT
easat-3714	77	1	the	the	DET
easat-3714	77	2	optimal	optimal	ADJ
easat-3714	77	3	inventory	inventory	NOUN
easat-3714	77	4	notion	notion	NOUN
easat-3714	77	5	for	for	ADP
easat-3714	77	6	inventory	inventory	NOUN
easat-3714	77	7	management	management	NOUN
easat-3714	77	8	advises	advise	VERB
easat-3714	77	9	managers	manager	NOUN
easat-3714	77	10	to	to	PART
easat-3714	77	11	aim	aim	VERB
easat-3714	77	12	for	for	ADP
easat-3714	77	13	the	the	DET
easat-3714	77	14	ideal	ideal	ADJ
easat-3714	77	15	stock	stock	NOUN
easat-3714	77	16	level	level	NOUN
easat-3714	77	17	,	,	PUNCT
easat-3714	77	18	which	which	PRON
easat-3714	77	19	is	be	AUX
easat-3714	77	20	just	just	ADV
easat-3714	77	21	enough	enough	ADJ
easat-3714	77	22	to	to	PART
easat-3714	77	23	have	have	VERB
easat-3714	77	24	products	product	NOUN
easat-3714	77	25	on	on	ADP
easat-3714	77	26	hand	hand	NOUN
easat-3714	77	27	without	without	ADP
easat-3714	77	28	going	go	VERB
easat-3714	77	29	overboard	overboard	ADV
easat-3714	77	30	or	or	CCONJ
easat-3714	77	31	creating	create	VERB
easat-3714	77	32	issues	issue	NOUN
easat-3714	77	33	.	.	PUNCT
easat-3714	78	1	the	the	DET
easat-3714	78	2	goal	goal	NOUN
easat-3714	78	3	of	of	ADP
easat-3714	78	4	the	the	DET
easat-3714	78	5	optimal	optimal	ADJ
easat-3714	78	6	inventory	inventory	NOUN
easat-3714	78	7	theory	theory	NOUN
easat-3714	78	8	is	be	AUX
easat-3714	78	9	the	the	DET
easat-3714	78	10	creation	creation	NOUN
easat-3714	78	11	of	of	ADP
easat-3714	78	12	effective	effective	ADJ
easat-3714	78	13	methods	method	NOUN
easat-3714	78	14	for	for	ADP
easat-3714	78	15	inventory	inventory	NOUN
easat-3714	78	16	management	management	NOUN
easat-3714	78	17	.	.	PUNCT
easat-3714	79	1	the	the	DET
easat-3714	79	2	markov	markov	NOUN
easat-3714	79	3	chain	chain	NOUN
easat-3714	79	4	and	and	CCONJ
easat-3714	79	5	inventory	inventory	NOUN
easat-3714	79	6	management	management	NOUN
easat-3714	79	7	can	can	AUX
easat-3714	79	8	be	be	AUX
easat-3714	79	9	related	relate	VERB
easat-3714	79	10	because	because	SCONJ
easat-3714	79	11	mathematics	mathematic	NOUN
easat-3714	79	12	has	have	VERB
easat-3714	79	13	a	a	DET
easat-3714	79	14	propensity	propensity	NOUN
easat-3714	79	15	to	to	PART
easat-3714	79	16	look	look	VERB
easat-3714	79	17	for	for	ADP
easat-3714	79	18	possible	possible	ADJ
easat-3714	79	19	solutions	solution	NOUN
easat-3714	79	20	to	to	ADP
easat-3714	79	21	issues	issue	NOUN
easat-3714	79	22	that	that	PRON
easat-3714	79	23	are	be	AUX
easat-3714	79	24	related	relate	VERB
easat-3714	79	25	to	to	ADP
easat-3714	79	26	inventories	inventory	NOUN
easat-3714	79	27	.	.	PUNCT
easat-3714	80	1	7849	7849	NUM
easat-3714	80	2	edelweiss	edelweiss	PROPN
easat-3714	80	3	applied	apply	VERB
easat-3714	80	4	science	science	NOUN
easat-3714	80	5	and	and	CCONJ
easat-3714	80	6	technology	technology	NOUN
easat-3714	80	7	issn	issn	PROPN
easat-3714	80	8	:	:	PUNCT
easat-3714	80	9	2576	2576	NUM
easat-3714	80	10	-	-	SYM
easat-3714	80	11	8484	8484	NUM
easat-3714	80	12	vol	vol	NOUN
easat-3714	80	13	.	.	PROPN
easat-3714	80	14	8	8	NUM
easat-3714	80	15	,	,	PUNCT
easat-3714	80	16	no	no	INTJ
easat-3714	80	17	.	.	NOUN
easat-3714	80	18	6	6	NUM
easat-3714	80	19	:	:	SYM
easat-3714	80	20	7846	7846	NUM
easat-3714	80	21	-	-	SYM
easat-3714	80	22	7864	7864	NUM
easat-3714	80	23	,	,	PUNCT
easat-3714	80	24	2024	2024	NUM
easat-3714	80	25	doi	doi	NOUN
easat-3714	80	26	:	:	PUNCT
easat-3714	80	27	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	80	28	©	©	PROPN
easat-3714	80	29	2024	2024	NUM
easat-3714	80	30	by	by	ADP
easat-3714	80	31	the	the	DET
easat-3714	80	32	author	author	NOUN
easat-3714	80	33	;	;	PUNCT
easat-3714	80	34	licensee	licensee	PROPN
easat-3714	80	35	learning	learning	NOUN
easat-3714	80	36	gate	gate	NOUN
easat-3714	80	37	1.3	1.3	NUM
easat-3714	80	38	.	.	PUNCT
easat-3714	80	39	contribution	contribution	NOUN
easat-3714	80	40	of	of	ADP
easat-3714	80	41	the	the	DET
easat-3714	80	42	study	study	NOUN
easat-3714	80	43	recognize	recognize	VERB
easat-3714	80	44	them	they	PRON
easat-3714	80	45	as	as	ADP
easat-3714	80	46	an	an	DET
easat-3714	80	47	essential	essential	ADJ
easat-3714	80	48	part	part	NOUN
easat-3714	80	49	of	of	ADP
easat-3714	80	50	a	a	DET
easat-3714	80	51	humanitarian	humanitarian	ADJ
easat-3714	80	52	operation	operation	NOUN
easat-3714	80	53	and	and	CCONJ
easat-3714	80	54	employ	employ	VERB
easat-3714	80	55	inventory	inventory	NOUN
easat-3714	80	56	management	management	NOUN
easat-3714	80	57	for	for	ADP
easat-3714	80	58	long	long	ADJ
easat-3714	80	59	-	-	PUNCT
easat-3714	80	60	term	term	NOUN
easat-3714	80	61	humanitarian	humanitarian	ADJ
easat-3714	80	62	operations	operation	NOUN
easat-3714	80	63	that	that	PRON
easat-3714	80	64	involve	involve	VERB
easat-3714	80	65	donations	donation	NOUN
easat-3714	80	66	and	and	CCONJ
easat-3714	80	67	demands	demand	NOUN
easat-3714	80	68	that	that	PRON
easat-3714	80	69	are	be	AUX
easat-3714	80	70	unpredictable	unpredictable	ADJ
easat-3714	80	71	.	.	PUNCT
easat-3714	81	1	to	to	ADP
easat-3714	81	2	the	the	DET
easat-3714	81	3	best	good	ADJ
easat-3714	81	4	of	of	ADP
easat-3714	81	5	our	our	PRON
easat-3714	81	6	knowledge	knowledge	NOUN
easat-3714	81	7	,	,	PUNCT
easat-3714	81	8	none	none	NOUN
easat-3714	81	9	of	of	ADP
easat-3714	81	10	them	they	PRON
easat-3714	81	11	take	take	VERB
easat-3714	81	12	into	into	ADP
easat-3714	81	13	consideration	consideration	NOUN
easat-3714	81	14	the	the	DET
easat-3714	81	15	simultaneous	simultaneous	ADJ
easat-3714	81	16	uncertainty	uncertainty	NOUN
easat-3714	81	17	that	that	PRON
easat-3714	81	18	exists	exist	VERB
easat-3714	81	19	in	in	ADP
easat-3714	81	20	the	the	DET
easat-3714	81	21	demand	demand	NOUN
easat-3714	81	22	and	and	CCONJ
easat-3714	81	23	the	the	DET
easat-3714	81	24	distribution	distribution	NOUN
easat-3714	81	25	of	of	ADP
easat-3714	81	26	donations	donation	NOUN
easat-3714	81	27	.	.	PUNCT
easat-3714	82	1	the	the	DET
easat-3714	82	2	bulk	bulk	NOUN
easat-3714	82	3	of	of	ADP
easat-3714	82	4	the	the	DET
easat-3714	82	5	works	work	NOUN
easat-3714	82	6	that	that	PRON
easat-3714	82	7	are	be	AUX
easat-3714	82	8	published	publish	VERB
easat-3714	82	9	on	on	ADP
easat-3714	82	10	the	the	DET
easat-3714	82	11	subject	subject	NOUN
easat-3714	82	12	of	of	ADP
easat-3714	82	13	humanitarian	humanitarian	ADJ
easat-3714	82	14	logistics	logistic	NOUN
easat-3714	82	15	do	do	AUX
easat-3714	82	16	not	not	PART
easat-3714	82	17	deal	deal	VERB
easat-3714	82	18	with	with	ADP
easat-3714	82	19	inventory	inventory	NOUN
easat-3714	82	20	management	management	NOUN
easat-3714	82	21	for	for	ADP
easat-3714	82	22	perishable	perishable	ADJ
easat-3714	82	23	goods	good	NOUN
easat-3714	82	24	,	,	PUNCT
easat-3714	82	25	and	and	CCONJ
easat-3714	82	26	only	only	ADV
easat-3714	82	27	a	a	DET
easat-3714	82	28	tiny	tiny	ADJ
easat-3714	82	29	number	number	NOUN
easat-3714	82	30	of	of	ADP
easat-3714	82	31	these	these	DET
easat-3714	82	32	works	work	NOUN
easat-3714	82	33	investigate	investigate	VERB
easat-3714	82	34	slow	slow	ADJ
easat-3714	82	35	-	-	PUNCT
easat-3714	82	36	onset	onset	NOUN
easat-3714	82	37	disasters	disaster	NOUN
easat-3714	82	38	.	.	PUNCT
easat-3714	83	1	consequently	consequently	ADV
easat-3714	83	2	,	,	PUNCT
easat-3714	83	3	this	this	DET
easat-3714	83	4	research	research	NOUN
easat-3714	83	5	contributes	contribute	VERB
easat-3714	83	6	by	by	ADP
easat-3714	83	7	presenting	present	VERB
easat-3714	83	8	an	an	DET
easat-3714	83	9	inventory	inventory	NOUN
easat-3714	83	10	model	model	NOUN
easat-3714	83	11	for	for	ADP
easat-3714	83	12	progressive	progressive	ADJ
easat-3714	83	13	on	on	ADP
easat-3714	83	14	-	-	PUNCT
easat-3714	83	15	set	set	VERB
easat-3714	83	16	disasters	disaster	NOUN
easat-3714	83	17	that	that	PRON
easat-3714	83	18	explicitly	explicitly	ADV
easat-3714	83	19	takes	take	VERB
easat-3714	83	20	into	into	ADP
easat-3714	83	21	account	account	NOUN
easat-3714	83	22	perishability	perishability	NOUN
easat-3714	83	23	and	and	CCONJ
easat-3714	83	24	also	also	ADV
easat-3714	83	25	takes	take	VERB
easat-3714	83	26	into	into	ADP
easat-3714	83	27	consideration	consideration	NOUN
easat-3714	83	28	the	the	DET
easat-3714	83	29	unpredictability	unpredictability	NOUN
easat-3714	83	30	of	of	ADP
easat-3714	83	31	demand	demand	NOUN
easat-3714	83	32	and	and	CCONJ
easat-3714	83	33	donation	donation	NOUN
easat-3714	83	34	.	.	PUNCT
easat-3714	84	1	2	2	X
easat-3714	84	2	.	.	X
easat-3714	84	3	objective	objective	NOUN
easat-3714	84	4	of	of	ADP
easat-3714	84	5	the	the	DET
easat-3714	84	6	study	study	NOUN
easat-3714	84	7	1	1	NUM
easat-3714	84	8	.	.	PUNCT
easat-3714	84	9	to	to	PART
easat-3714	84	10	study	study	VERB
easat-3714	84	11	the	the	DET
easat-3714	84	12	development	development	NOUN
easat-3714	84	13	of	of	ADP
easat-3714	84	14	a	a	DET
easat-3714	84	15	markov	markov	NOUN
easat-3714	84	16	decision	decision	NOUN
easat-3714	84	17	process	process	NOUN
easat-3714	84	18	-	-	PUNCT
easat-3714	84	19	based	base	VERB
easat-3714	84	20	inventory	inventory	NOUN
easat-3714	84	21	control	control	NOUN
easat-3714	84	22	system	system	NOUN
easat-3714	84	23	for	for	ADP
easat-3714	84	24	supply	supply	NOUN
easat-3714	84	25	chain	chain	NOUN
easat-3714	84	26	management	management	NOUN
easat-3714	84	27	.	.	PUNCT
easat-3714	85	1	2	2	X
easat-3714	85	2	.	.	PUNCT
easat-3714	85	3	to	to	PART
easat-3714	85	4	study	study	VERB
easat-3714	85	5	the	the	DET
easat-3714	85	6	theory	theory	NOUN
easat-3714	85	7	of	of	ADP
easat-3714	85	8	markov	markov	NOUN
easat-3714	85	9	chains	chain	NOUN
easat-3714	85	10	pertains	pertain	VERB
easat-3714	85	11	to	to	ADP
easat-3714	85	12	a	a	DET
easat-3714	85	13	mathematical	mathematical	ADJ
easat-3714	85	14	framework	framework	NOUN
easat-3714	85	15	.	.	PUNCT
easat-3714	86	1	3	3	X
easat-3714	86	2	.	.	X
easat-3714	86	3	literature	literature	NOUN
easat-3714	86	4	review	review	VERB
easat-3714	86	5	the	the	DET
easat-3714	86	6	mathematical	mathematical	ADJ
easat-3714	86	7	process	process	NOUN
easat-3714	86	8	known	know	VERB
easat-3714	86	9	as	as	ADP
easat-3714	86	10	the	the	DET
easat-3714	86	11	markov	markov	NOUN
easat-3714	86	12	chain	chain	NOUN
easat-3714	86	13	involves	involve	VERB
easat-3714	86	14	determining	determine	VERB
easat-3714	86	15	the	the	DET
easat-3714	86	16	probability	probability	NOUN
easat-3714	86	17	of	of	ADP
easat-3714	86	18	future	future	ADJ
easat-3714	86	19	actions	action	NOUN
easat-3714	86	20	based	base	VERB
easat-3714	86	21	on	on	ADP
easat-3714	86	22	the	the	DET
easat-3714	86	23	currently	currently	ADV
easat-3714	86	24	known	know	VERB
easat-3714	86	25	values	value	NOUN
easat-3714	86	26	of	of	ADP
easat-3714	86	27	certain	certain	ADJ
easat-3714	86	28	variables	variable	NOUN
easat-3714	86	29	.	.	PUNCT
easat-3714	87	1	the	the	DET
easat-3714	87	2	likelihood	likelihood	NOUN
easat-3714	87	3	of	of	ADP
easat-3714	87	4	a	a	DET
easat-3714	87	5	specific	specific	ADJ
easat-3714	87	6	outcome	outcome	NOUN
easat-3714	87	7	can	can	AUX
easat-3714	87	8	be	be	AUX
easat-3714	87	9	calculated	calculate	VERB
easat-3714	87	10	by	by	ADP
easat-3714	87	11	constructing	construct	VERB
easat-3714	87	12	a	a	DET
easat-3714	87	13	decision	decision	NOUN
easat-3714	87	14	tree	tree	NOUN
easat-3714	87	15	and	and	CCONJ
easat-3714	87	16	assessing	assess	VERB
easat-3714	87	17	the	the	DET
easat-3714	87	18	probabilities	probability	NOUN
easat-3714	87	19	of	of	ADP
easat-3714	87	20	future	future	ADJ
easat-3714	87	21	actions	action	NOUN
easat-3714	87	22	at	at	ADP
easat-3714	87	23	each	each	DET
easat-3714	87	24	step	step	NOUN
easat-3714	87	25	.	.	PUNCT
easat-3714	88	1	mathematically	mathematically	ADV
easat-3714	88	2	,	,	PUNCT
easat-3714	88	3	the	the	DET
easat-3714	88	4	markov	markov	NOUN
easat-3714	88	5	chain	chain	NOUN
easat-3714	88	6	represents	represent	VERB
easat-3714	88	7	a	a	DET
easat-3714	88	8	stochastic	stochastic	ADJ
easat-3714	88	9	process	process	NOUN
easat-3714	88	10	in	in	ADP
easat-3714	88	11	which	which	PRON
easat-3714	88	12	the	the	DET
easat-3714	88	13	present	present	ADJ
easat-3714	88	14	state	state	NOUN
easat-3714	88	15	depends	depend	VERB
easat-3714	88	16	solely	solely	ADV
easat-3714	88	17	on	on	ADP
easat-3714	88	18	the	the	DET
easat-3714	88	19	immediate	immediate	ADJ
easat-3714	88	20	past	past	NOUN
easat-3714	88	21	,	,	PUNCT
easat-3714	88	22	thereby	thereby	ADV
easat-3714	88	23	influencing	influence	VERB
easat-3714	88	24	the	the	DET
easat-3714	88	25	occurrence	occurrence	NOUN
easat-3714	88	26	of	of	ADP
easat-3714	88	27	future	future	ADJ
easat-3714	88	28	events	event	NOUN
easat-3714	88	29	.	.	PUNCT
easat-3714	89	1	notably	notably	ADV
easat-3714	89	2	,	,	PUNCT
easat-3714	89	3	within	within	ADP
easat-3714	89	4	the	the	DET
easat-3714	89	5	context	context	NOUN
easat-3714	89	6	of	of	ADP
easat-3714	89	7	markov	markov	NOUN
easat-3714	89	8	chain	chain	NOUN
easat-3714	89	9	theory	theory	NOUN
easat-3714	89	10	,	,	PUNCT
easat-3714	89	11	stochastic	stochastic	NOUN
easat-3714	89	12	processes	process	NOUN
easat-3714	89	13	impart	impart	VERB
easat-3714	89	14	an	an	DET
easat-3714	89	15	appealing	appealing	ADJ
easat-3714	89	16	quality	quality	NOUN
easat-3714	89	17	to	to	PART
easat-3714	89	18	finite	finite	VERB
easat-3714	89	19	markov	markov	NOUN
easat-3714	89	20	chains	chain	NOUN
easat-3714	89	21	,	,	PUNCT
easat-3714	89	22	as	as	SCONJ
easat-3714	89	23	demonstrated	demonstrate	VERB
easat-3714	89	24	in	in	ADP
easat-3714	89	25	a	a	DET
easat-3714	89	26	recent	recent	ADJ
easat-3714	89	27	study	study	NOUN
easat-3714	89	28	by	by	ADP
easat-3714	89	29	lotfi	lotfi	PROPN
easat-3714	89	30	,	,	PUNCT
easat-3714	89	31	mardani	mardani	NOUN
easat-3714	89	32	,	,	PUNCT
easat-3714	89	33	and	and	CCONJ
easat-3714	89	34	weber	weber	PROPN
easat-3714	89	35	(	(	PUNCT
easat-3714	89	36	2021	2021	NUM
easat-3714	89	37	)	)	PUNCT
easat-3714	89	38	.	.	PUNCT
easat-3714	90	1	the	the	DET
easat-3714	90	2	markov	markov	NOUN
easat-3714	90	3	chain	chain	NOUN
easat-3714	90	4	is	be	AUX
easat-3714	90	5	a	a	DET
easat-3714	90	6	widely	widely	ADV
easat-3714	90	7	employed	employ	VERB
easat-3714	90	8	model	model	NOUN
easat-3714	90	9	across	across	ADP
easat-3714	90	10	various	various	ADJ
easat-3714	90	11	disciplines	discipline	NOUN
easat-3714	90	12	,	,	PUNCT
easat-3714	90	13	including	include	VERB
easat-3714	90	14	statistics	statistic	NOUN
easat-3714	90	15	,	,	PUNCT
easat-3714	90	16	artificial	artificial	ADJ
easat-3714	90	17	intelligence	intelligence	NOUN
easat-3714	90	18	,	,	PUNCT
easat-3714	90	19	linguistics	linguistic	NOUN
easat-3714	90	20	,	,	PUNCT
easat-3714	90	21	industrial	industrial	ADJ
easat-3714	90	22	engineering	engineering	NOUN
easat-3714	90	23	,	,	PUNCT
easat-3714	90	24	operations	operation	NOUN
easat-3714	90	25	research	research	NOUN
easat-3714	90	26	,	,	PUNCT
easat-3714	90	27	and	and	CCONJ
easat-3714	90	28	genomics	genomic	NOUN
easat-3714	90	29	.	.	PUNCT
easat-3714	91	1	according	accord	VERB
easat-3714	91	2	to	to	ADP
easat-3714	91	3	the	the	DET
easat-3714	91	4	research	research	NOUN
easat-3714	91	5	conducted	conduct	VERB
easat-3714	91	6	by	by	ADP
easat-3714	91	7	akhlaghi	akhlaghi	PROPN
easat-3714	91	8	and	and	CCONJ
easat-3714	91	9	malkhalifeh	malkhalifeh	X
easat-3714	91	10	(	(	PUNCT
easat-3714	91	11	2019	2019	NUM
easat-3714	91	12	)	)	PUNCT
easat-3714	91	13	,	,	PUNCT
easat-3714	91	14	one	one	NUM
easat-3714	91	15	of	of	ADP
easat-3714	91	16	the	the	DET
easat-3714	91	17	most	most	ADV
easat-3714	91	18	valuable	valuable	ADJ
easat-3714	91	19	mathematical	mathematical	ADJ
easat-3714	91	20	quantitative	quantitative	ADJ
easat-3714	91	21	models	model	NOUN
easat-3714	91	22	for	for	ADP
easat-3714	91	23	inventory	inventory	NOUN
easat-3714	91	24	management	management	NOUN
easat-3714	91	25	is	be	AUX
easat-3714	91	26	the	the	DET
easat-3714	91	27	markov	markov	NOUN
easat-3714	91	28	chain	chain	NOUN
easat-3714	91	29	.	.	PUNCT
easat-3714	92	1	the	the	DET
easat-3714	92	2	application	application	NOUN
easat-3714	92	3	of	of	ADP
easat-3714	92	4	the	the	DET
easat-3714	92	5	markov	markov	NOUN
easat-3714	92	6	chain	chain	NOUN
easat-3714	92	7	has	have	AUX
easat-3714	92	8	significantly	significantly	ADV
easat-3714	92	9	influenced	influence	VERB
easat-3714	92	10	the	the	DET
easat-3714	92	11	field	field	NOUN
easat-3714	92	12	of	of	ADP
easat-3714	92	13	inventory	inventory	NOUN
easat-3714	92	14	management	management	NOUN
easat-3714	92	15	,	,	PUNCT
easat-3714	92	16	as	as	SCONJ
easat-3714	92	17	evidenced	evidence	VERB
easat-3714	92	18	by	by	ADP
easat-3714	92	19	the	the	DET
easat-3714	92	20	findings	finding	NOUN
easat-3714	92	21	of	of	ADP
easat-3714	92	22	akumu	akumu	NOUN
easat-3714	92	23	(	(	PUNCT
easat-3714	92	24	2014	2014	NUM
easat-3714	92	25	)	)	PUNCT
easat-3714	92	26	.	.	PUNCT
easat-3714	93	1	furthermore	furthermore	ADV
easat-3714	93	2	,	,	PUNCT
easat-3714	93	3	this	this	DET
easat-3714	93	4	mathematical	mathematical	ADJ
easat-3714	93	5	model	model	NOUN
easat-3714	93	6	has	have	AUX
easat-3714	93	7	been	be	AUX
easat-3714	93	8	demonstrated	demonstrate	VERB
easat-3714	93	9	to	to	PART
easat-3714	93	10	be	be	AUX
easat-3714	93	11	closely	closely	ADV
easat-3714	93	12	associated	associate	VERB
easat-3714	93	13	with	with	ADP
easat-3714	93	14	enhancements	enhancement	NOUN
easat-3714	93	15	in	in	ADP
easat-3714	93	16	inventory	inventory	NOUN
easat-3714	93	17	management	management	NOUN
easat-3714	93	18	efficiency	efficiency	NOUN
easat-3714	93	19	.	.	PUNCT
easat-3714	94	1	numerous	numerous	ADJ
easat-3714	94	2	academic	academic	ADJ
easat-3714	94	3	studies	study	NOUN
easat-3714	94	4	have	have	AUX
easat-3714	94	5	concentrated	concentrate	VERB
easat-3714	94	6	on	on	ADP
easat-3714	94	7	the	the	DET
easat-3714	94	8	markov	markov	NOUN
easat-3714	94	9	chain	chain	NOUN
easat-3714	94	10	,	,	PUNCT
easat-3714	94	11	which	which	PRON
easat-3714	94	12	has	have	AUX
easat-3714	94	13	been	be	AUX
easat-3714	94	14	applied	apply	VERB
easat-3714	94	15	in	in	ADP
easat-3714	94	16	various	various	ADJ
easat-3714	94	17	contexts	context	NOUN
easat-3714	94	18	to	to	PART
easat-3714	94	19	facilitate	facilitate	VERB
easat-3714	94	20	prediction	prediction	NOUN
easat-3714	94	21	,	,	PUNCT
easat-3714	94	22	inventory	inventory	NOUN
easat-3714	94	23	management	management	NOUN
easat-3714	94	24	,	,	PUNCT
easat-3714	94	25	and	and	CCONJ
easat-3714	94	26	forecasting	forecasting	NOUN
easat-3714	94	27	.	.	PUNCT
easat-3714	95	1	these	these	DET
easat-3714	95	2	contexts	context	NOUN
easat-3714	95	3	include	include	VERB
easat-3714	95	4	energy	energy	NOUN
easat-3714	95	5	supply	supply	NOUN
easat-3714	95	6	rationing	ration	VERB
easat-3714	95	7	,	,	PUNCT
easat-3714	95	8	workforce	workforce	NOUN
easat-3714	95	9	planning	planning	NOUN
easat-3714	95	10	,	,	PUNCT
easat-3714	95	11	and	and	CCONJ
easat-3714	95	12	inventory	inventory	NOUN
easat-3714	95	13	market	market	NOUN
easat-3714	95	14	analysis	analysis	NOUN
easat-3714	95	15	,	,	PUNCT
easat-3714	95	16	among	among	ADP
easat-3714	95	17	others	other	NOUN
easat-3714	95	18	.	.	PUNCT
easat-3714	96	1	grossman	grossman	NOUN
easat-3714	96	2	,	,	PUNCT
easat-3714	96	3	pinto	pinto	NOUN
easat-3714	96	4	,	,	PUNCT
easat-3714	96	5	and	and	CCONJ
easat-3714	96	6	ramaswamy	ramaswamy	ADJ
easat-3714	96	7	(	(	PUNCT
easat-3714	96	8	2019	2019	NUM
easat-3714	96	9	)	)	PUNCT
easat-3714	96	10	have	have	AUX
easat-3714	96	11	highlighted	highlight	VERB
easat-3714	96	12	that	that	SCONJ
easat-3714	96	13	the	the	DET
easat-3714	96	14	markov	markov	NOUN
easat-3714	96	15	chain	chain	NOUN
easat-3714	96	16	can	can	AUX
easat-3714	96	17	be	be	AUX
easat-3714	96	18	characterised	characterise	VERB
easat-3714	96	19	as	as	ADP
easat-3714	96	20	a	a	DET
easat-3714	96	21	continuous	continuous	ADJ
easat-3714	96	22	-	-	PUNCT
easat-3714	96	23	time	time	NOUN
easat-3714	96	24	process	process	NOUN
easat-3714	96	25	,	,	PUNCT
easat-3714	96	26	referred	refer	VERB
easat-3714	96	27	to	to	ADP
easat-3714	96	28	as	as	ADP
easat-3714	96	29	the	the	DET
easat-3714	96	30	continuous	continuous	ADJ
easat-3714	96	31	-	-	PUNCT
easat-3714	96	32	time	time	NOUN
easat-3714	96	33	markov	markov	NOUN
easat-3714	96	34	chain	chain	NOUN
easat-3714	96	35	(	(	PUNCT
easat-3714	96	36	ctmc	ctmc	PROPN
easat-3714	96	37	)	)	PUNCT
easat-3714	96	38	,	,	PUNCT
easat-3714	96	39	in	in	ADP
easat-3714	96	40	addition	addition	NOUN
easat-3714	96	41	to	to	ADP
easat-3714	96	42	its	its	PRON
easat-3714	96	43	discrete	discrete	ADJ
easat-3714	96	44	-	-	PUNCT
easat-3714	96	45	time	time	NOUN
easat-3714	96	46	formulation	formulation	NOUN
easat-3714	96	47	.	.	PUNCT
easat-3714	97	1	this	this	DET
easat-3714	97	2	statistical	statistical	ADJ
easat-3714	97	3	model	model	NOUN
easat-3714	97	4	serves	serve	VERB
easat-3714	97	5	as	as	ADP
easat-3714	97	6	an	an	DET
easat-3714	97	7	effective	effective	ADJ
easat-3714	97	8	tool	tool	NOUN
easat-3714	97	9	for	for	ADP
easat-3714	97	10	modelling	model	VERB
easat-3714	97	11	a	a	DET
easat-3714	97	12	diverse	diverse	ADJ
easat-3714	97	13	range	range	NOUN
easat-3714	97	14	of	of	ADP
easat-3714	97	15	issues	issue	NOUN
easat-3714	97	16	across	across	ADP
easat-3714	97	17	multiple	multiple	ADJ
easat-3714	97	18	fields	field	NOUN
easat-3714	97	19	.	.	PUNCT
easat-3714	98	1	the	the	DET
easat-3714	98	2	markov	markov	NOUN
easat-3714	98	3	chain	chain	NOUN
easat-3714	98	4	's	's	PART
easat-3714	98	5	ability	ability	NOUN
easat-3714	98	6	to	to	PART
easat-3714	98	7	integrate	integrate	VERB
easat-3714	98	8	differential	differential	ADJ
easat-3714	98	9	equations	equation	NOUN
easat-3714	98	10	and	and	CCONJ
easat-3714	98	11	its	its	PRON
easat-3714	98	12	g	g	NOUN
easat-3714	98	13	-	-	PUNCT
easat-3714	98	14	steps	step	NOUN
easat-3714	98	15	transition	transition	NOUN
easat-3714	98	16	probability	probability	NOUN
easat-3714	98	17	enables	enable	VERB
easat-3714	98	18	a	a	DET
easat-3714	98	19	comprehensive	comprehensive	ADJ
easat-3714	98	20	examination	examination	NOUN
easat-3714	98	21	of	of	ADP
easat-3714	98	22	dynamic	dynamic	ADJ
easat-3714	98	23	systems	system	NOUN
easat-3714	98	24	.	.	PUNCT
easat-3714	99	1	the	the	DET
easat-3714	99	2	following	follow	VERB
easat-3714	99	3	differential	differential	ADJ
easat-3714	99	4	equation	equation	NOUN
easat-3714	99	5	illustrates	illustrate	VERB
easat-3714	99	6	the	the	DET
easat-3714	99	7	relationship	relationship	NOUN
easat-3714	99	8	between	between	ADP
easat-3714	99	9	the	the	DET
easat-3714	99	10	variables	variable	NOUN
easat-3714	99	11	x	x	PUNCT
easat-3714	99	12	and	and	CCONJ
easat-3714	99	13	y	y	PROPN
easat-3714	99	14	:	:	PUNCT
easat-3714	99	15	(	(	PUNCT
easat-3714	99	16	1+x^2)dy	1+x^2)dy	NUM
easat-3714	99	17	/	/	SYM
easat-3714	99	18	dx	dx	PROPN
easat-3714	99	19	=	=	SYM
easat-3714	99	20	n(1+y^2	n(1+y^2	ADJ
easat-3714	99	21	)	)	PUNCT
easat-3714	99	22	.	.	PUNCT
easat-3714	100	1	according	accord	VERB
easat-3714	100	2	to	to	ADP
easat-3714	100	3	grossman	grossman	PROPN
easat-3714	100	4	et	et	PROPN
easat-3714	100	5	al	al	PROPN
easat-3714	100	6	.	.	PROPN
easat-3714	101	1	(	(	PUNCT
easat-3714	101	2	2019	2019	NUM
easat-3714	101	3	)	)	PUNCT
easat-3714	101	4	,	,	PUNCT
easat-3714	101	5	the	the	DET
easat-3714	101	6	markov	markov	NOUN
easat-3714	101	7	chain	chain	NOUN
easat-3714	101	8	model	model	NOUN
easat-3714	101	9	elucidates	elucidate	VERB
easat-3714	101	10	a	a	DET
easat-3714	101	11	sequence	sequence	NOUN
easat-3714	101	12	of	of	ADP
easat-3714	101	13	random	random	ADJ
easat-3714	101	14	events	event	NOUN
easat-3714	101	15	in	in	ADP
easat-3714	101	16	which	which	PRON
easat-3714	101	17	the	the	DET
easat-3714	101	18	probability	probability	NOUN
easat-3714	101	19	of	of	ADP
easat-3714	101	20	transitioning	transition	VERB
easat-3714	101	21	from	from	ADP
easat-3714	101	22	one	one	NUM
easat-3714	101	23	state	state	NOUN
easat-3714	101	24	to	to	ADP
easat-3714	101	25	another	another	PRON
easat-3714	101	26	is	be	AUX
easat-3714	101	27	determined	determine	VERB
easat-3714	101	28	exclusively	exclusively	ADV
easat-3714	101	29	by	by	ADP
easat-3714	101	30	the	the	DET
easat-3714	101	31	states	state	NOUN
easat-3714	101	32	attained	attain	VERB
easat-3714	101	33	in	in	ADP
easat-3714	101	34	preceding	precede	VERB
easat-3714	101	35	events	event	NOUN
easat-3714	101	36	.	.	PUNCT
easat-3714	102	1	this	this	DET
easat-3714	102	2	characteristic	characteristic	ADJ
easat-3714	102	3	engenders	engender	VERB
easat-3714	102	4	a	a	DET
easat-3714	102	5	natural	natural	ADJ
easat-3714	102	6	lack	lack	NOUN
easat-3714	102	7	of	of	ADP
easat-3714	102	8	memory	memory	NOUN
easat-3714	102	9	,	,	PUNCT
easat-3714	102	10	as	as	SCONJ
easat-3714	102	11	the	the	DET
easat-3714	102	12	model	model	NOUN
easat-3714	102	13	does	do	AUX
easat-3714	102	14	not	not	PART
easat-3714	102	15	retain	retain	VERB
easat-3714	102	16	information	information	NOUN
easat-3714	102	17	about	about	ADP
easat-3714	102	18	events	event	NOUN
easat-3714	102	19	beyond	beyond	ADP
easat-3714	102	20	the	the	DET
easat-3714	102	21	most	most	ADV
easat-3714	102	22	recent	recent	ADJ
easat-3714	102	23	occurrence	occurrence	NOUN
easat-3714	102	24	.	.	PUNCT
easat-3714	103	1	the	the	DET
easat-3714	103	2	research	research	NOUN
easat-3714	103	3	conducted	conduct	VERB
easat-3714	103	4	by	by	ADP
easat-3714	103	5	lotfi	lotfi	PROPN
easat-3714	103	6	et	et	PROPN
easat-3714	103	7	al	al	PROPN
easat-3714	103	8	.	.	PROPN
easat-3714	103	9	(	(	PUNCT
easat-3714	103	10	2021	2021	NUM
easat-3714	103	11	)	)	PUNCT
easat-3714	103	12	posits	posit	NOUN
easat-3714	103	13	that	that	SCONJ
easat-3714	103	14	markov	markov	NOUN
easat-3714	103	15	processes	process	NOUN
easat-3714	103	16	are	be	AUX
easat-3714	103	17	particularly	particularly	ADV
easat-3714	103	18	effective	effective	ADJ
easat-3714	103	19	in	in	ADP
easat-3714	103	20	characterising	characterise	VERB
easat-3714	103	21	the	the	DET
easat-3714	103	22	sequential	sequential	ADJ
easat-3714	103	23	development	development	NOUN
easat-3714	103	24	of	of	ADP
easat-3714	103	25	events	event	NOUN
easat-3714	103	26	.	.	PUNCT
easat-3714	104	1	in	in	ADP
easat-3714	104	2	a	a	DET
easat-3714	104	3	discrete	discrete	ADJ
easat-3714	104	4	process	process	NOUN
easat-3714	104	5	,	,	PUNCT
easat-3714	104	6	transitions	transition	NOUN
easat-3714	104	7	can	can	AUX
easat-3714	104	8	occur	occur	VERB
easat-3714	104	9	only	only	ADV
easat-3714	104	10	at	at	ADP
easat-3714	104	11	specific	specific	ADJ
easat-3714	104	12	,	,	PUNCT
easat-3714	104	13	predetermined	predetermine	VERB
easat-3714	104	14	intervals	interval	NOUN
easat-3714	104	15	,	,	PUNCT
easat-3714	104	16	whereas	whereas	SCONJ
easat-3714	104	17	in	in	ADP
easat-3714	104	18	a	a	DET
easat-3714	104	19	continuous	continuous	ADJ
easat-3714	104	20	process	process	NOUN
easat-3714	104	21	,	,	PUNCT
easat-3714	104	22	they	they	PRON
easat-3714	104	23	may	may	AUX
easat-3714	104	24	transpire	transpire	VERB
easat-3714	104	25	at	at	ADP
easat-3714	104	26	any	any	DET
easat-3714	104	27	moment	moment	NOUN
easat-3714	104	28	.	.	PUNCT
easat-3714	105	1	within	within	ADP
easat-3714	105	2	the	the	DET
easat-3714	105	3	framework	framework	NOUN
easat-3714	105	4	of	of	ADP
easat-3714	105	5	stochastic	stochastic	ADJ
easat-3714	105	6	processes	process	NOUN
easat-3714	105	7	,	,	PUNCT
easat-3714	105	8	the	the	DET
easat-3714	105	9	markov	markov	NOUN
easat-3714	105	10	chain	chain	NOUN
easat-3714	105	11	serves	serve	VERB
easat-3714	105	12	as	as	ADP
easat-3714	105	13	an	an	DET
easat-3714	105	14	exceptional	exceptional	ADJ
easat-3714	105	15	and	and	CCONJ
easat-3714	105	16	invaluable	invaluable	ADJ
easat-3714	105	17	analytical	analytical	ADJ
easat-3714	105	18	tool	tool	NOUN
easat-3714	105	19	.	.	PUNCT
easat-3714	106	1	the	the	DET
easat-3714	106	2	principal	principal	ADJ
easat-3714	106	3	objective	objective	NOUN
easat-3714	106	4	is	be	AUX
easat-3714	106	5	to	to	PART
easat-3714	106	6	estimate	estimate	VERB
easat-3714	106	7	the	the	DET
easat-3714	106	8	transition	transition	NOUN
easat-3714	106	9	matrix	matrix	NOUN
easat-3714	106	10	,	,	PUNCT
easat-3714	106	11	which	which	PRON
easat-3714	106	12	is	be	AUX
easat-3714	106	13	derived	derive	VERB
easat-3714	106	14	from	from	ADP
easat-3714	106	15	welldefined	welldefine	VERB
easat-3714	106	16	system	system	NOUN
easat-3714	106	17	states	state	NOUN
easat-3714	106	18	.	.	PUNCT
easat-3714	107	1	when	when	SCONJ
easat-3714	107	2	examining	examine	VERB
easat-3714	107	3	complex	complex	ADJ
easat-3714	107	4	systems	system	NOUN
easat-3714	107	5	,	,	PUNCT
easat-3714	107	6	stochastic	stochastic	ADJ
easat-3714	107	7	methodologies	methodology	NOUN
easat-3714	107	8	such	such	ADJ
easat-3714	107	9	as	as	ADP
easat-3714	107	10	the	the	DET
easat-3714	107	11	markov	markov	NOUN
easat-3714	107	12	decision	decision	NOUN
easat-3714	107	13	process	process	NOUN
easat-3714	107	14	(	(	PUNCT
easat-3714	107	15	mdp	mdp	NOUN
easat-3714	107	16	)	)	PUNCT
easat-3714	107	17	are	be	AUX
easat-3714	107	18	employed	employ	VERB
easat-3714	107	19	.	.	PUNCT
easat-3714	108	1	the	the	DET
easat-3714	108	2	five	five	NUM
easat-3714	108	3	primary	primary	ADJ
easat-3714	108	4	components	component	NOUN
easat-3714	108	5	of	of	ADP
easat-3714	108	6	this	this	DET
easat-3714	108	7	framework	framework	NOUN
easat-3714	108	8	operate	operate	VERB
easat-3714	108	9	in	in	ADP
easat-3714	108	10	a	a	DET
easat-3714	108	11	coherent	coherent	ADJ
easat-3714	108	12	and	and	CCONJ
easat-3714	108	13	sequential	sequential	ADJ
easat-3714	108	14	manner	manner	NOUN
easat-3714	108	15	.	.	PUNCT
easat-3714	109	1	these	these	DET
easat-3714	109	2	components	component	NOUN
easat-3714	109	3	can	can	AUX
easat-3714	109	4	be	be	AUX
easat-3714	109	5	categorised	categorise	VERB
easat-3714	109	6	as	as	SCONJ
easat-3714	109	7	follows	follow	VERB
easat-3714	109	8	:	:	PUNCT
easat-3714	109	9	decision	decision	NOUN
easat-3714	109	10	epochs	epoch	NOUN
easat-3714	109	11	(	(	PUNCT
easat-3714	109	12	i	i	NOUN
easat-3714	109	13	)	)	PUNCT
easat-3714	109	14	,	,	PUNCT
easat-3714	109	15	states	states	PROPN
easat-3714	109	16	(	(	PUNCT
easat-3714	109	17	ii	ii	NOUN
easat-3714	109	18	)	)	PUNCT
easat-3714	109	19	,	,	PUNCT
easat-3714	109	20	actions	action	NOUN
easat-3714	109	21	(	(	PUNCT
easat-3714	109	22	iii	iii	NOUN
easat-3714	109	23	)	)	PUNCT
easat-3714	109	24	,	,	PUNCT
easat-3714	109	25	transition	transition	NOUN
easat-3714	109	26	probabilities	probability	NOUN
easat-3714	109	27	(	(	PUNCT
easat-3714	109	28	iv	iv	NOUN
easat-3714	109	29	)	)	PUNCT
easat-3714	109	30	,	,	PUNCT
easat-3714	109	31	and	and	CCONJ
easat-3714	109	32	rewards	reward	NOUN
easat-3714	109	33	(	(	PUNCT
easat-3714	109	34	v	v	NOUN
easat-3714	109	35	)	)	PUNCT
easat-3714	109	36	.	.	PUNCT
easat-3714	110	1	the	the	DET
easat-3714	110	2	overarching	overarching	ADJ
easat-3714	110	3	goal	goal	NOUN
easat-3714	110	4	of	of	ADP
easat-3714	110	5	the	the	DET
easat-3714	110	6	7850	7850	NUM
easat-3714	110	7	edelweiss	edelweiss	PROPN
easat-3714	110	8	applied	apply	VERB
easat-3714	110	9	science	science	NOUN
easat-3714	110	10	and	and	CCONJ
easat-3714	110	11	technology	technology	NOUN
easat-3714	110	12	issn	issn	PROPN
easat-3714	110	13	:	:	PUNCT
easat-3714	110	14	2576	2576	NUM
easat-3714	110	15	-	-	SYM
easat-3714	110	16	8484	8484	NUM
easat-3714	110	17	vol	vol	NOUN
easat-3714	110	18	.	.	PROPN
easat-3714	110	19	8	8	NUM
easat-3714	110	20	,	,	PUNCT
easat-3714	110	21	no	no	INTJ
easat-3714	110	22	.	.	NOUN
easat-3714	110	23	6	6	NUM
easat-3714	110	24	:	:	SYM
easat-3714	110	25	7846	7846	NUM
easat-3714	110	26	-	-	SYM
easat-3714	110	27	7864	7864	NUM
easat-3714	110	28	,	,	PUNCT
easat-3714	110	29	2024	2024	NUM
easat-3714	110	30	doi	doi	NOUN
easat-3714	110	31	:	:	PUNCT
easat-3714	110	32	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	110	33	©	©	PROPN
easat-3714	110	34	2024	2024	NUM
easat-3714	110	35	by	by	ADP
easat-3714	110	36	the	the	DET
easat-3714	110	37	author	author	NOUN
easat-3714	110	38	;	;	PUNCT
easat-3714	110	39	licensee	licensee	NOUN
easat-3714	110	40	learning	learn	VERB
easat-3714	110	41	gate	gate	NOUN
easat-3714	110	42	decision	decision	NOUN
easat-3714	110	43	-	-	PUNCT
easat-3714	110	44	maker	maker	NOUN
easat-3714	110	45	is	be	AUX
easat-3714	110	46	to	to	PART
easat-3714	110	47	optimise	optimise	VERB
easat-3714	110	48	the	the	DET
easat-3714	110	49	potential	potential	NOUN
easat-3714	110	50	of	of	ADP
easat-3714	110	51	the	the	DET
easat-3714	110	52	situation	situation	NOUN
easat-3714	110	53	,	,	PUNCT
easat-3714	110	54	thereby	thereby	ADV
easat-3714	110	55	guiding	guide	VERB
easat-3714	110	56	the	the	DET
easat-3714	110	57	environment	environment	NOUN
easat-3714	110	58	through	through	ADP
easat-3714	110	59	various	various	ADJ
easat-3714	110	60	developmental	developmental	ADJ
easat-3714	110	61	phases	phase	NOUN
easat-3714	110	62	.	.	PUNCT
easat-3714	111	1	inventory	inventory	NOUN
easat-3714	111	2	decisions	decision	NOUN
easat-3714	111	3	can	can	AUX
easat-3714	111	4	be	be	AUX
easat-3714	111	5	conceptualised	conceptualise	VERB
easat-3714	111	6	as	as	ADP
easat-3714	111	7	occurring	occur	VERB
easat-3714	111	8	at	at	ADP
easat-3714	111	9	regular	regular	ADJ
easat-3714	111	10	intervals	interval	NOUN
easat-3714	111	11	,	,	PUNCT
easat-3714	111	12	or	or	CCONJ
easat-3714	111	13	decision	decision	NOUN
easat-3714	111	14	epochs	epoch	NOUN
easat-3714	111	15	,	,	PUNCT
easat-3714	111	16	as	as	SCONJ
easat-3714	111	17	highlighted	highlight	VERB
easat-3714	111	18	by	by	ADP
easat-3714	111	19	afrinaldi	afrinaldi	NOUN
easat-3714	111	20	(	(	PUNCT
easat-3714	111	21	2020	2020	NUM
easat-3714	111	22	)	)	PUNCT
easat-3714	111	23	.	.	PUNCT
easat-3714	112	1	depending	depend	VERB
easat-3714	112	2	on	on	ADP
easat-3714	112	3	whether	whether	SCONJ
easat-3714	112	4	these	these	DET
easat-3714	112	5	epochs	epoch	NOUN
easat-3714	112	6	are	be	AUX
easat-3714	112	7	fixed	fix	VERB
easat-3714	112	8	or	or	CCONJ
easat-3714	112	9	dynamic	dynamic	ADJ
easat-3714	112	10	,	,	PUNCT
easat-3714	112	11	they	they	PRON
easat-3714	112	12	can	can	AUX
easat-3714	112	13	be	be	AUX
easat-3714	112	14	categorised	categorise	VERB
easat-3714	112	15	as	as	ADV
easat-3714	112	16	discrete	discrete	ADJ
easat-3714	112	17	or	or	CCONJ
easat-3714	112	18	continuous	continuous	ADJ
easat-3714	112	19	,	,	PUNCT
easat-3714	112	20	respectively	respectively	ADV
easat-3714	112	21	.	.	PUNCT
easat-3714	113	1	the	the	DET
easat-3714	113	2	primary	primary	ADJ
easat-3714	113	3	objective	objective	NOUN
easat-3714	113	4	is	be	AUX
easat-3714	113	5	to	to	PART
easat-3714	113	6	identify	identify	VERB
easat-3714	113	7	a	a	DET
easat-3714	113	8	course	course	NOUN
easat-3714	113	9	of	of	ADP
easat-3714	113	10	action	action	NOUN
easat-3714	113	11	that	that	PRON
easat-3714	113	12	aligns	align	VERB
easat-3714	113	13	most	most	ADV
easat-3714	113	14	closely	closely	ADV
easat-3714	113	15	with	with	ADP
easat-3714	113	16	established	establish	VERB
easat-3714	113	17	criteria	criterion	NOUN
easat-3714	113	18	to	to	PART
easat-3714	113	19	achieve	achieve	VERB
easat-3714	113	20	the	the	DET
easat-3714	113	21	desired	desire	VERB
easat-3714	113	22	outcome	outcome	NOUN
easat-3714	113	23	.	.	PUNCT
easat-3714	114	1	prudently	prudently	ADV
easat-3714	114	2	selecting	select	VERB
easat-3714	114	3	activities	activity	NOUN
easat-3714	114	4	can	can	AUX
easat-3714	114	5	lead	lead	VERB
easat-3714	114	6	to	to	ADP
easat-3714	114	7	improved	improve	VERB
easat-3714	114	8	financial	financial	ADJ
easat-3714	114	9	results	result	NOUN
easat-3714	114	10	and	and	CCONJ
easat-3714	114	11	maximised	maximised	ADJ
easat-3714	114	12	profit	profit	NOUN
easat-3714	114	13	,	,	PUNCT
easat-3714	114	14	which	which	PRON
easat-3714	114	15	in	in	ADP
easat-3714	114	16	turn	turn	NOUN
easat-3714	114	17	influences	influence	VERB
easat-3714	114	18	the	the	DET
easat-3714	114	19	formulation	formulation	NOUN
easat-3714	114	20	of	of	ADP
easat-3714	114	21	company	company	NOUN
easat-3714	114	22	policies	policy	NOUN
easat-3714	114	23	aimed	aim	VERB
easat-3714	114	24	at	at	ADP
easat-3714	114	25	enhancing	enhance	VERB
easat-3714	114	26	the	the	DET
easat-3714	114	27	effectiveness	effectiveness	NOUN
easat-3714	114	28	of	of	ADP
easat-3714	114	29	inventory	inventory	NOUN
easat-3714	114	30	management	management	NOUN
easat-3714	114	31	techniques	technique	NOUN
easat-3714	114	32	.	.	PUNCT
easat-3714	115	1	in	in	ADP
easat-3714	115	2	their	their	PRON
easat-3714	115	3	seminal	seminal	ADJ
easat-3714	115	4	work	work	NOUN
easat-3714	115	5	,	,	PUNCT
easat-3714	115	6	nwuba	nwuba	VERB
easat-3714	115	7	et	et	PROPN
easat-3714	115	8	al	al	PROPN
easat-3714	115	9	.	.	PROPN
easat-3714	116	1	(	(	PUNCT
easat-3714	116	2	2020	2020	NUM
easat-3714	116	3	)	)	PUNCT
easat-3714	116	4	conducted	conduct	VERB
easat-3714	116	5	an	an	DET
easat-3714	116	6	extensive	extensive	ADJ
easat-3714	116	7	study	study	NOUN
easat-3714	116	8	on	on	ADP
easat-3714	116	9	stochastic	stochastic	ADJ
easat-3714	116	10	inventory	inventory	NOUN
easat-3714	116	11	management	management	NOUN
easat-3714	116	12	employing	employ	VERB
easat-3714	116	13	a	a	DET
easat-3714	116	14	markov	markov	NOUN
easat-3714	116	15	chain	chain	NOUN
easat-3714	116	16	approach	approach	NOUN
easat-3714	116	17	.	.	PUNCT
easat-3714	117	1	their	their	PRON
easat-3714	117	2	research	research	NOUN
easat-3714	117	3	centred	centre	VERB
easat-3714	117	4	on	on	ADP
easat-3714	117	5	a	a	DET
easat-3714	117	6	product	product	NOUN
easat-3714	117	7	with	with	ADP
easat-3714	117	8	unpredictable	unpredictable	ADJ
easat-3714	117	9	demand	demand	NOUN
easat-3714	117	10	,	,	PUNCT
easat-3714	117	11	with	with	ADP
easat-3714	117	12	the	the	DET
easat-3714	117	13	aim	aim	NOUN
easat-3714	117	14	of	of	ADP
easat-3714	117	15	determining	determine	VERB
easat-3714	117	16	the	the	DET
easat-3714	117	17	optimal	optimal	ADJ
easat-3714	117	18	order	order	NOUN
easat-3714	117	19	and	and	CCONJ
easat-3714	117	20	reorder	reorder	NOUN
easat-3714	117	21	quantities	quantity	NOUN
easat-3714	117	22	while	while	SCONJ
easat-3714	117	23	considering	consider	VERB
easat-3714	117	24	the	the	DET
easat-3714	117	25	preferences	preference	NOUN
easat-3714	117	26	of	of	ADP
easat-3714	117	27	loyal	loyal	ADJ
easat-3714	117	28	consumers	consumer	NOUN
easat-3714	117	29	.	.	PUNCT
easat-3714	118	1	in	in	ADP
easat-3714	118	2	this	this	DET
easat-3714	118	3	context	context	NOUN
easat-3714	118	4	,	,	PUNCT
easat-3714	118	5	we	we	PRON
easat-3714	118	6	utilise	utilise	VERB
easat-3714	118	7	a	a	DET
easat-3714	118	8	markov	markov	NOUN
easat-3714	118	9	chain	chain	NOUN
easat-3714	118	10	model	model	NOUN
easat-3714	118	11	to	to	PART
easat-3714	118	12	guide	guide	VERB
easat-3714	118	13	our	our	PRON
easat-3714	118	14	inventory	inventory	NOUN
easat-3714	118	15	strategy	strategy	NOUN
easat-3714	118	16	,	,	PUNCT
easat-3714	118	17	which	which	PRON
easat-3714	118	18	incorporates	incorporate	VERB
easat-3714	118	19	two	two	NUM
easat-3714	118	20	distinct	distinct	ADJ
easat-3714	118	21	order	order	NOUN
easat-3714	118	22	sizes	size	NOUN
easat-3714	118	23	(	(	PUNCT
easat-3714	118	24	x1	x1	PROPN
easat-3714	118	25	and	and	CCONJ
easat-3714	118	26	x2	x2	NUM
easat-3714	118	27	)	)	PUNCT
easat-3714	118	28	and	and	CCONJ
easat-3714	118	29	two	two	NUM
easat-3714	118	30	distinct	distinct	ADJ
easat-3714	118	31	reorder	reorder	NOUN
easat-3714	118	32	levels	level	NOUN
easat-3714	118	33	(	(	PUNCT
easat-3714	118	34	r1	r1	NOUN
easat-3714	118	35	and	and	CCONJ
easat-3714	118	36	r2	r2	PROPN
easat-3714	118	37	)	)	PUNCT
easat-3714	118	38	.	.	PUNCT
easat-3714	119	1	the	the	DET
easat-3714	119	2	order	order	NOUN
easat-3714	119	3	size	size	NOUN
easat-3714	119	4	x1	x1	PROPN
easat-3714	119	5	is	be	AUX
easat-3714	119	6	configured	configure	VERB
easat-3714	119	7	in	in	ADP
easat-3714	119	8	accordance	accordance	NOUN
easat-3714	119	9	with	with	ADP
easat-3714	119	10	a	a	DET
easat-3714	119	11	conventional	conventional	ADJ
easat-3714	119	12	replenishment	replenishment	NOUN
easat-3714	119	13	strategy	strategy	NOUN
easat-3714	119	14	upon	upon	SCONJ
easat-3714	119	15	reaching	reach	VERB
easat-3714	119	16	the	the	DET
easat-3714	119	17	reorder	reorder	NOUN
easat-3714	119	18	level	level	NOUN
easat-3714	119	19	r1	r1	PROPN
easat-3714	119	20	.	.	PUNCT
easat-3714	120	1	similarly	similarly	ADV
easat-3714	120	2	,	,	PUNCT
easat-3714	120	3	when	when	SCONJ
easat-3714	120	4	the	the	DET
easat-3714	120	5	reorder	reorder	NOUN
easat-3714	120	6	level	level	NOUN
easat-3714	120	7	r2	r2	PROPN
easat-3714	120	8	is	be	AUX
easat-3714	120	9	attained	attain	VERB
easat-3714	120	10	,	,	PUNCT
easat-3714	120	11	the	the	DET
easat-3714	120	12	order	order	NOUN
easat-3714	120	13	represented	represent	VERB
easat-3714	120	14	by	by	ADP
easat-3714	120	15	x2	x2	PROPN
easat-3714	120	16	is	be	AUX
easat-3714	120	17	also	also	ADV
easat-3714	120	18	triggered	trigger	VERB
easat-3714	120	19	.	.	PUNCT
easat-3714	121	1	this	this	DET
easat-3714	121	2	latter	latter	ADJ
easat-3714	121	3	order	order	NOUN
easat-3714	121	4	is	be	AUX
easat-3714	121	5	essential	essential	ADJ
easat-3714	121	6	for	for	ADP
easat-3714	121	7	promptly	promptly	ADV
easat-3714	121	8	meeting	meet	VERB
easat-3714	121	9	restocking	restock	VERB
easat-3714	121	10	requirements	requirement	NOUN
easat-3714	121	11	.	.	PUNCT
easat-3714	122	1	discrete	discrete	ADJ
easat-3714	122	2	-	-	PUNCT
easat-3714	122	3	time	time	NOUN
easat-3714	122	4	,	,	PUNCT
easat-3714	122	5	which	which	PRON
easat-3714	122	6	operates	operate	VERB
easat-3714	122	7	within	within	ADP
easat-3714	122	8	a	a	DET
easat-3714	122	9	countable	countable	ADJ
easat-3714	122	10	space	space	NOUN
easat-3714	122	11	,	,	PUNCT
easat-3714	122	12	and	and	CCONJ
easat-3714	122	13	continuous	continuous	ADJ
easat-3714	122	14	-	-	PUNCT
easat-3714	122	15	time	time	NOUN
easat-3714	122	16	,	,	PUNCT
easat-3714	122	17	which	which	PRON
easat-3714	122	18	functions	function	VERB
easat-3714	122	19	within	within	ADP
easat-3714	122	20	a	a	DET
easat-3714	122	21	continuous	continuous	ADJ
easat-3714	122	22	space	space	NOUN
easat-3714	122	23	.	.	PUNCT
easat-3714	123	1	the	the	DET
easat-3714	123	2	results	result	NOUN
easat-3714	123	3	of	of	ADP
easat-3714	123	4	markov	markov	NOUN
easat-3714	123	5	's	's	PART
easat-3714	123	6	experiment	experiment	NOUN
easat-3714	123	7	suggest	suggest	VERB
easat-3714	123	8	that	that	SCONJ
easat-3714	123	9	,	,	PUNCT
easat-3714	123	10	as	as	SCONJ
easat-3714	123	11	noted	note	VERB
easat-3714	123	12	by	by	ADP
easat-3714	123	13	chatys	chatys	PROPN
easat-3714	123	14	(	(	PUNCT
easat-3714	123	15	2020	2020	NUM
easat-3714	123	16	)	)	PUNCT
easat-3714	123	17	,	,	PUNCT
easat-3714	123	18	the	the	DET
easat-3714	123	19	dynamics	dynamic	NOUN
easat-3714	123	20	of	of	ADP
easat-3714	123	21	a	a	DET
easat-3714	123	22	system	system	NOUN
easat-3714	123	23	over	over	ADP
easat-3714	123	24	a	a	DET
easat-3714	123	25	specified	specify	VERB
easat-3714	123	26	period	period	NOUN
easat-3714	123	27	can	can	AUX
easat-3714	123	28	be	be	AUX
easat-3714	123	29	characterised	characterise	VERB
easat-3714	123	30	by	by	ADP
easat-3714	123	31	an	an	DET
easat-3714	123	32	indexed	indexed	ADJ
easat-3714	123	33	collection	collection	NOUN
easat-3714	123	34	of	of	ADP
easat-3714	123	35	random	random	ADJ
easat-3714	123	36	or	or	CCONJ
easat-3714	123	37	arbitrary	arbitrary	ADJ
easat-3714	123	38	variables	variable	NOUN
easat-3714	123	39	{	{	PUNCT
easat-3714	123	40	xt	xt	ADP
easat-3714	123	41	}	}	PUNCT
easat-3714	123	42	=	=	SYM
easat-3714	123	43	(	(	PUNCT
easat-3714	123	44	x0	x0	PROPN
easat-3714	123	45	,	,	PUNCT
easat-3714	123	46	x1	x1	PROPN
easat-3714	123	47	,	,	PUNCT
easat-3714	123	48	x2	x2	PROPN
easat-3714	123	49	,	,	PUNCT
easat-3714	123	50	x3	x3	ADJ
easat-3714	123	51	)	)	PUNCT
easat-3714	123	52	.	.	PUNCT
easat-3714	124	1	in	in	ADP
easat-3714	124	2	the	the	DET
easat-3714	124	3	context	context	NOUN
easat-3714	124	4	of	of	ADP
easat-3714	124	5	inventory	inventory	NOUN
easat-3714	124	6	management	management	NOUN
easat-3714	124	7	,	,	PUNCT
easat-3714	124	8	consider	consider	VERB
easat-3714	124	9	a	a	DET
easat-3714	124	10	specific	specific	ADJ
easat-3714	124	11	example	example	NOUN
easat-3714	124	12	:	:	PUNCT
easat-3714	124	13	the	the	DET
easat-3714	124	14	demand	demand	NOUN
easat-3714	124	15	for	for	ADP
easat-3714	124	16	mobile	mobile	ADJ
easat-3714	124	17	phones	phone	NOUN
easat-3714	124	18	during	during	ADP
easat-3714	124	19	a	a	DET
easat-3714	124	20	particular	particular	ADJ
easat-3714	124	21	week	week	NOUN
easat-3714	124	22	,	,	PUNCT
easat-3714	124	23	represented	represent	VERB
easat-3714	124	24	by	by	ADP
easat-3714	124	25	the	the	DET
easat-3714	124	26	variable	variable	PROPN
easat-3714	124	27	xt	xt	PROPN
easat-3714	124	28	.	.	PUNCT
easat-3714	125	1	it	it	PRON
easat-3714	125	2	is	be	AUX
easat-3714	125	3	pertinent	pertinent	ADJ
easat-3714	125	4	to	to	PART
easat-3714	125	5	note	note	VERB
easat-3714	125	6	that	that	SCONJ
easat-3714	125	7	xt	xt	PROPN
easat-3714	125	8	follows	follow	VERB
easat-3714	125	9	a	a	DET
easat-3714	125	10	poisson	poisson	NOUN
easat-3714	125	11	distribution	distribution	NOUN
easat-3714	125	12	with	with	ADP
easat-3714	125	13	a	a	DET
easat-3714	125	14	mean	mean	NOUN
easat-3714	125	15	of	of	ADP
easat-3714	125	16	1	1	NUM
easat-3714	125	17	.	.	PUNCT
easat-3714	126	1	several	several	ADJ
easat-3714	126	2	academic	academic	ADJ
easat-3714	126	3	publications	publication	NOUN
easat-3714	126	4	indicate	indicate	VERB
easat-3714	126	5	that	that	SCONJ
easat-3714	126	6	employing	employ	VERB
easat-3714	126	7	various	various	ADJ
easat-3714	126	8	markov	markov	NOUN
easat-3714	126	9	chain	chain	NOUN
easat-3714	126	10	models	model	NOUN
easat-3714	126	11	may	may	AUX
easat-3714	126	12	facilitate	facilitate	VERB
easat-3714	126	13	the	the	DET
easat-3714	126	14	resolution	resolution	NOUN
easat-3714	126	15	of	of	ADP
easat-3714	126	16	inventory	inventory	NOUN
easat-3714	126	17	management	management	NOUN
easat-3714	126	18	challenges	challenge	NOUN
easat-3714	126	19	.	.	PUNCT
easat-3714	127	1	in	in	ADP
easat-3714	127	2	a	a	DET
easat-3714	127	3	multistage	multistage	NOUN
easat-3714	127	4	manufacturing	manufacturing	NOUN
easat-3714	127	5	and	and	CCONJ
easat-3714	127	6	production	production	NOUN
easat-3714	127	7	process	process	NOUN
easat-3714	127	8	,	,	PUNCT
easat-3714	127	9	the	the	DET
easat-3714	127	10	mathematical	mathematical	ADJ
easat-3714	127	11	capability	capability	NOUN
easat-3714	127	12	to	to	PART
easat-3714	127	13	estimate	estimate	VERB
easat-3714	127	14	the	the	DET
easat-3714	127	15	dispersion	dispersion	NOUN
easat-3714	127	16	of	of	ADP
easat-3714	127	17	inventory	inventory	NOUN
easat-3714	127	18	variations	variation	NOUN
easat-3714	127	19	can	can	AUX
easat-3714	127	20	be	be	AUX
easat-3714	127	21	achieved	achieve	VERB
easat-3714	127	22	by	by	ADP
easat-3714	127	23	applying	apply	VERB
easat-3714	127	24	the	the	DET
easat-3714	127	25	spatio	spatio	ADJ
easat-3714	127	26	-	-	PUNCT
easat-3714	127	27	temporal	temporal	ADJ
easat-3714	127	28	markov	markov	NOUN
easat-3714	127	29	chain	chain	NOUN
easat-3714	127	30	model	model	NOUN
easat-3714	127	31	(	(	PUNCT
easat-3714	127	32	stmcm	stmcm	NOUN
easat-3714	127	33	)	)	PUNCT
easat-3714	127	34	alongside	alongside	ADP
easat-3714	127	35	probability	probability	NOUN
easat-3714	127	36	chain	chain	NOUN
easat-3714	127	37	adjustment	adjustment	NOUN
easat-3714	127	38	(	(	PUNCT
easat-3714	127	39	akhlaghi	akhlaghi	PROPN
easat-3714	127	40	and	and	CCONJ
easat-3714	127	41	malkhalifeh	malkhalifeh	NOUN
easat-3714	127	42	,	,	PUNCT
easat-3714	127	43	2019	2019	NUM
easat-3714	127	44	)	)	PUNCT
easat-3714	127	45	.	.	PUNCT
easat-3714	128	1	here	here	ADV
easat-3714	128	2	,	,	PUNCT
easat-3714	128	3	the	the	DET
easat-3714	128	4	concept	concept	NOUN
easat-3714	128	5	of	of	ADP
easat-3714	128	6	processes	process	NOUN
easat-3714	128	7	is	be	AUX
easat-3714	128	8	being	be	AUX
easat-3714	128	9	considered	consider	VERB
easat-3714	128	10	.	.	PUNCT
easat-3714	129	1	to	to	PART
easat-3714	129	2	put	put	VERB
easat-3714	129	3	it	it	PRON
easat-3714	129	4	simply	simply	ADV
easat-3714	129	5	,	,	PUNCT
easat-3714	129	6	processes	process	NOUN
easat-3714	129	7	are	be	AUX
easat-3714	129	8	the	the	DET
easat-3714	129	9	building	building	NOUN
easat-3714	129	10	blocks	block	NOUN
easat-3714	129	11	of	of	ADP
easat-3714	129	12	any	any	DET
easat-3714	129	13	the	the	DET
easat-3714	129	14	following	follow	VERB
easat-3714	129	15	procedure	procedure	NOUN
easat-3714	129	16	is	be	AUX
easat-3714	129	17	used	use	VERB
easat-3714	129	18	to	to	PART
easat-3714	129	19	estimate	estimate	VERB
easat-3714	129	20	a	a	DET
easat-3714	129	21	markov	markov	NOUN
easat-3714	129	22	chain	chain	NOUN
easat-3714	129	23	in	in	ADP
easat-3714	129	24	a	a	DET
easat-3714	129	25	typical	typical	ADJ
easat-3714	129	26	scenario	scenario	NOUN
easat-3714	129	27	,	,	PUNCT
easat-3714	129	28	as	as	SCONJ
easat-3714	129	29	stated	state	VERB
easat-3714	129	30	by	by	ADP
easat-3714	129	31	ahiska	ahiska	PROPN
easat-3714	129	32	,	,	PUNCT
easat-3714	129	33	appaji	appaji	NOUN
easat-3714	129	34	,	,	PUNCT
easat-3714	129	35	russell	russell	PROPN
easat-3714	129	36	,	,	PUNCT
easat-3714	129	37	king	king	NOUN
easat-3714	129	38	,	,	PUNCT
easat-3714	129	39	and	and	CCONJ
easat-3714	129	40	warsing	warse	VERB
easat-3714	129	41	(	(	PUNCT
easat-3714	129	42	2013	2013	NUM
easat-3714	129	43	):	):	PUNCT
easat-3714	129	44	•	•	ADP
easat-3714	129	45	the	the	DET
easat-3714	129	46	geographical	geographical	ADJ
easat-3714	129	47	and	and	CCONJ
easat-3714	129	48	temporal	temporal	ADJ
easat-3714	129	49	dimensions	dimension	NOUN
easat-3714	129	50	are	be	AUX
easat-3714	129	51	used	use	VERB
easat-3714	129	52	to	to	PART
easat-3714	129	53	produce	produce	VERB
easat-3714	129	54	the	the	DET
easat-3714	129	55	mathematical	mathematical	ADJ
easat-3714	129	56	representation	representation	NOUN
easat-3714	129	57	of	of	ADP
easat-3714	129	58	the	the	DET
easat-3714	129	59	condition	condition	NOUN
easat-3714	129	60	of	of	ADP
easat-3714	129	61	transition	transition	NOUN
easat-3714	129	62	probability	probability	NOUN
easat-3714	129	63	matrices	matrix	NOUN
easat-3714	129	64	.	.	PUNCT
easat-3714	130	1	•	•	NUM
easat-3714	130	2	to	to	PART
easat-3714	130	3	increase	increase	VERB
easat-3714	130	4	the	the	DET
easat-3714	130	5	precision	precision	NOUN
easat-3714	130	6	of	of	ADP
easat-3714	130	7	the	the	DET
easat-3714	130	8	(	(	PUNCT
easat-3714	130	9	stemcm	stemcm	PROPN
easat-3714	130	10	)	)	PUNCT
easat-3714	130	11	predictions	prediction	NOUN
easat-3714	130	12	,	,	PUNCT
easat-3714	130	13	it	it	PRON
easat-3714	130	14	is	be	AUX
easat-3714	130	15	necessary	necessary	ADJ
easat-3714	130	16	to	to	PART
easat-3714	130	17	define	define	VERB
easat-3714	130	18	the	the	DET
easat-3714	130	19	probability	probability	NOUN
easat-3714	130	20	chains	chain	NOUN
easat-3714	130	21	and	and	CCONJ
easat-3714	130	22	joint	joint	ADJ
easat-3714	130	23	state	state	NOUN
easat-3714	130	24	probabilities	probability	NOUN
easat-3714	130	25	.	.	PUNCT
easat-3714	131	1	•	•	NUM
easat-3714	131	2	genetic	genetic	ADJ
easat-3714	131	3	algorithm	algorithm	NOUN
easat-3714	131	4	that	that	PRON
easat-3714	131	5	optimizes	optimize	VERB
easat-3714	131	6	the	the	DET
easat-3714	131	7	probability	probability	NOUN
easat-3714	131	8	weights	weight	NOUN
easat-3714	131	9	in	in	ADP
easat-3714	131	10	stemcm	stemcm	NOUN
easat-3714	131	11	using	use	VERB
easat-3714	131	12	self	self	NOUN
easat-3714	131	13	-	-	PUNCT
easat-3714	131	14	adaptive	adaptive	ADJ
easat-3714	131	15	mutation	mutation	NOUN
easat-3714	131	16	techniques	technique	NOUN
easat-3714	131	17	.	.	PUNCT
easat-3714	132	1	the	the	DET
easat-3714	132	2	outcome	outcome	NOUN
easat-3714	132	3	of	of	ADP
easat-3714	132	4	the	the	DET
easat-3714	132	5	aforementioned	aforementioned	ADJ
easat-3714	132	6	procedure	procedure	NOUN
easat-3714	132	7	,	,	PUNCT
easat-3714	132	8	which	which	PRON
easat-3714	132	9	is	be	AUX
easat-3714	132	10	predicated	predicate	VERB
easat-3714	132	11	upon	upon	SCONJ
easat-3714	132	12	data	datum	NOUN
easat-3714	132	13	procured	procure	VERB
easat-3714	132	14	from	from	ADP
easat-3714	132	15	the	the	DET
easat-3714	132	16	factory	factory	NOUN
easat-3714	132	17	,	,	PUNCT
easat-3714	132	18	has	have	VERB
easat-3714	132	19	the	the	DET
easat-3714	132	20	potential	potential	NOUN
easat-3714	132	21	to	to	PART
easat-3714	132	22	provide	provide	VERB
easat-3714	132	23	inventory	inventory	NOUN
easat-3714	132	24	managers	manager	NOUN
easat-3714	132	25	with	with	ADP
easat-3714	132	26	enhanced	enhanced	ADJ
easat-3714	132	27	inventory	inventory	NOUN
easat-3714	132	28	plans	plan	NOUN
easat-3714	132	29	,	,	PUNCT
easat-3714	132	30	thereby	thereby	ADV
easat-3714	132	31	facilitating	facilitate	VERB
easat-3714	132	32	the	the	DET
easat-3714	132	33	attainment	attainment	NOUN
easat-3714	132	34	of	of	ADP
easat-3714	132	35	optimal	optimal	ADJ
easat-3714	132	36	inventory	inventory	NOUN
easat-3714	132	37	management	management	NOUN
easat-3714	132	38	(	(	PUNCT
easat-3714	132	39	althaqafi	althaqafi	PROPN
easat-3714	132	40	,	,	PUNCT
easat-3714	132	41	2023	2023	NUM
easat-3714	132	42	)	)	PUNCT
easat-3714	132	43	.	.	PUNCT
easat-3714	133	1	the	the	DET
easat-3714	133	2	utilisation	utilisation	NOUN
easat-3714	133	3	of	of	ADP
easat-3714	133	4	the	the	DET
easat-3714	133	5	markov	markov	NOUN
easat-3714	133	6	chain	chain	NOUN
easat-3714	133	7	in	in	ADP
easat-3714	133	8	the	the	DET
easat-3714	133	9	realm	realm	NOUN
easat-3714	133	10	of	of	ADP
easat-3714	133	11	inventory	inventory	NOUN
easat-3714	133	12	management	management	NOUN
easat-3714	133	13	encompasses	encompass	VERB
easat-3714	133	14	intricate	intricate	ADJ
easat-3714	133	15	processes	process	NOUN
easat-3714	133	16	and	and	CCONJ
easat-3714	133	17	protocols	protocol	NOUN
easat-3714	133	18	aimed	aim	VERB
easat-3714	133	19	at	at	ADP
easat-3714	133	20	addressing	address	VERB
easat-3714	133	21	the	the	DET
easat-3714	133	22	challenge	challenge	NOUN
easat-3714	133	23	of	of	ADP
easat-3714	133	24	predicting	predict	VERB
easat-3714	133	25	inventory	inventory	NOUN
easat-3714	133	26	fluctuations	fluctuation	NOUN
easat-3714	133	27	.	.	PUNCT
easat-3714	134	1	this	this	DET
easat-3714	134	2	investigation	investigation	NOUN
easat-3714	134	3	is	be	AUX
easat-3714	134	4	conducted	conduct	VERB
easat-3714	134	5	within	within	ADP
easat-3714	134	6	the	the	DET
easat-3714	134	7	context	context	NOUN
easat-3714	134	8	of	of	ADP
easat-3714	134	9	a	a	DET
easat-3714	134	10	genuine	genuine	ADJ
easat-3714	134	11	inventory	inventory	NOUN
easat-3714	134	12	system	system	NOUN
easat-3714	134	13	,	,	PUNCT
easat-3714	134	14	which	which	PRON
easat-3714	134	15	may	may	AUX
easat-3714	134	16	encompass	encompass	VERB
easat-3714	134	17	multiple	multiple	ADJ
easat-3714	134	18	production	production	NOUN
easat-3714	134	19	stages	stage	NOUN
easat-3714	134	20	within	within	ADP
easat-3714	134	21	a	a	DET
easat-3714	134	22	manufacturing	manufacture	VERB
easat-3714	134	23	firm	firm	NOUN
easat-3714	134	24	's	's	PART
easat-3714	134	25	factory	factory	NOUN
easat-3714	134	26	.	.	PUNCT
easat-3714	135	1	3.1	3.1	NUM
easat-3714	135	2	.	.	PUNCT
easat-3714	135	3	inventory	inventory	NOUN
easat-3714	135	4	management	management	NOUN
easat-3714	135	5	in	in	ADP
easat-3714	135	6	light	light	NOUN
easat-3714	135	7	of	of	ADP
easat-3714	135	8	the	the	DET
easat-3714	135	9	significant	significant	ADJ
easat-3714	135	10	level	level	NOUN
easat-3714	135	11	of	of	ADP
easat-3714	135	12	uncertainty	uncertainty	NOUN
easat-3714	135	13	associated	associate	VERB
easat-3714	135	14	with	with	ADP
easat-3714	135	15	the	the	DET
easat-3714	135	16	inventory	inventory	NOUN
easat-3714	135	17	process	process	NOUN
easat-3714	135	18	,	,	PUNCT
easat-3714	135	19	haung	haung	PROPN
easat-3714	135	20	,	,	PUNCT
easat-3714	135	21	meng	meng	PROPN
easat-3714	135	22	,	,	PUNCT
easat-3714	135	23	liu	liu	PROPN
easat-3714	135	24	,	,	PUNCT
easat-3714	135	25	liu	liu	PROPN
easat-3714	135	26	,	,	PUNCT
easat-3714	135	27	and	and	CCONJ
easat-3714	135	28	huang	huang	PROPN
easat-3714	135	29	(	(	PUNCT
easat-3714	135	30	2022	2022	NUM
easat-3714	135	31	)	)	PUNCT
easat-3714	135	32	assert	assert	VERB
easat-3714	135	33	that	that	SCONJ
easat-3714	135	34	inventory	inventory	NOUN
easat-3714	135	35	management	management	NOUN
easat-3714	135	36	has	have	AUX
easat-3714	135	37	become	become	VERB
easat-3714	135	38	an	an	DET
easat-3714	135	39	integral	integral	ADJ
easat-3714	135	40	component	component	NOUN
easat-3714	135	41	of	of	ADP
easat-3714	135	42	modern	modern	ADJ
easat-3714	135	43	business	business	NOUN
easat-3714	135	44	operations	operation	NOUN
easat-3714	135	45	.	.	PUNCT
easat-3714	136	1	numerous	numerous	ADJ
easat-3714	136	2	elements	element	NOUN
easat-3714	136	3	must	must	AUX
easat-3714	136	4	be	be	AUX
easat-3714	136	5	meticulously	meticulously	ADV
easat-3714	136	6	evaluated	evaluate	VERB
easat-3714	136	7	to	to	PART
easat-3714	136	8	achieve	achieve	VERB
easat-3714	136	9	efficient	efficient	ADJ
easat-3714	136	10	inventory	inventory	NOUN
easat-3714	136	11	management	management	NOUN
easat-3714	136	12	.	.	PUNCT
easat-3714	137	1	these	these	DET
easat-3714	137	2	factors	factor	NOUN
easat-3714	137	3	include	include	VERB
easat-3714	137	4	product	product	NOUN
easat-3714	137	5	selection	selection	NOUN
easat-3714	137	6	,	,	PUNCT
easat-3714	137	7	timeliness	timeliness	NOUN
easat-3714	137	8	,	,	PUNCT
easat-3714	137	9	and	and	CCONJ
easat-3714	137	10	temporal	temporal	ADJ
easat-3714	137	11	considerations	consideration	NOUN
easat-3714	137	12	.	.	PUNCT
easat-3714	138	1	charls	charls	PROPN
easat-3714	138	2	et	et	PROPN
easat-3714	138	3	al	al	PROPN
easat-3714	138	4	.	.	PROPN
easat-3714	138	5	,	,	PUNCT
easat-3714	138	6	2024	2024	NUM
easat-3714	138	7	explained	explain	VERB
easat-3714	138	8	that	that	SCONJ
easat-3714	138	9	the	the	DET
easat-3714	138	10	management	management	NOUN
easat-3714	138	11	of	of	ADP
easat-3714	138	12	medical	medical	ADJ
easat-3714	138	13	and	and	CCONJ
easat-3714	138	14	surgical	surgical	ADJ
easat-3714	138	15	items	item	NOUN
easat-3714	138	16	in	in	ADP
easat-3714	138	17	healthcare	healthcare	NOUN
easat-3714	138	18	facilities	facility	NOUN
easat-3714	138	19	is	be	AUX
easat-3714	138	20	a	a	DET
easat-3714	138	21	multifaceted	multifaceted	ADJ
easat-3714	138	22	task	task	NOUN
easat-3714	138	23	that	that	PRON
easat-3714	138	24	necessitates	necessitate	VERB
easat-3714	138	25	the	the	DET
easat-3714	138	26	collaborative	collaborative	ADJ
easat-3714	138	27	efforts	effort	NOUN
easat-3714	138	28	of	of	ADP
easat-3714	138	29	physicians	physician	NOUN
easat-3714	138	30	,	,	PUNCT
easat-3714	138	31	ward	ward	VERB
easat-3714	138	32	7851	7851	NUM
easat-3714	138	33	edelweiss	edelweiss	PROPN
easat-3714	138	34	applied	apply	VERB
easat-3714	138	35	science	science	NOUN
easat-3714	138	36	and	and	CCONJ
easat-3714	138	37	technology	technology	NOUN
easat-3714	138	38	issn	issn	PROPN
easat-3714	138	39	:	:	PUNCT
easat-3714	138	40	2576	2576	NUM
easat-3714	138	41	-	-	SYM
easat-3714	138	42	8484	8484	NUM
easat-3714	138	43	vol	vol	NOUN
easat-3714	138	44	.	.	PROPN
easat-3714	138	45	8	8	NUM
easat-3714	138	46	,	,	PUNCT
easat-3714	138	47	no	no	INTJ
easat-3714	138	48	.	.	NOUN
easat-3714	138	49	6	6	NUM
easat-3714	138	50	:	:	SYM
easat-3714	138	51	7846	7846	NUM
easat-3714	138	52	-	-	SYM
easat-3714	138	53	7864	7864	NUM
easat-3714	138	54	,	,	PUNCT
easat-3714	138	55	2024	2024	NUM
easat-3714	138	56	doi	doi	NOUN
easat-3714	138	57	:	:	PUNCT
easat-3714	138	58	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	138	59	©	©	PROPN
easat-3714	138	60	2024	2024	NUM
easat-3714	138	61	by	by	ADP
easat-3714	138	62	the	the	DET
easat-3714	138	63	author	author	NOUN
easat-3714	138	64	;	;	PUNCT
easat-3714	138	65	licensee	licensee	PROPN
easat-3714	138	66	learning	learn	VERB
easat-3714	138	67	gate	gate	NOUN
easat-3714	138	68	nurses	nurse	NOUN
easat-3714	138	69	,	,	PUNCT
easat-3714	138	70	pharmacists	pharmacist	NOUN
easat-3714	138	71	,	,	PUNCT
easat-3714	138	72	and	and	CCONJ
easat-3714	138	73	inventory	inventory	NOUN
easat-3714	138	74	managers	manager	NOUN
easat-3714	138	75	to	to	PART
easat-3714	138	76	ensure	ensure	VERB
easat-3714	138	77	the	the	DET
easat-3714	138	78	consistent	consistent	ADJ
easat-3714	138	79	availability	availability	NOUN
easat-3714	138	80	of	of	ADP
easat-3714	138	81	medical	medical	ADJ
easat-3714	138	82	and	and	CCONJ
easat-3714	138	83	surgical	surgical	ADJ
easat-3714	138	84	supplies	supply	NOUN
easat-3714	138	85	.	.	PUNCT
easat-3714	139	1	this	this	DET
easat-3714	139	2	article	article	NOUN
easat-3714	139	3	introduces	introduce	VERB
easat-3714	139	4	an	an	DET
easat-3714	139	5	innovative	innovative	ADJ
easat-3714	139	6	inventory	inventory	NOUN
easat-3714	139	7	management	management	NOUN
easat-3714	139	8	model	model	NOUN
easat-3714	139	9	that	that	PRON
easat-3714	139	10	draws	draw	VERB
easat-3714	139	11	upon	upon	SCONJ
easat-3714	139	12	hidden	hide	VERB
easat-3714	139	13	markov	markov	NOUN
easat-3714	139	14	models	model	NOUN
easat-3714	139	15	(	(	PUNCT
easat-3714	139	16	hmms	hmms	NOUN
easat-3714	139	17	)	)	PUNCT
easat-3714	139	18	and	and	CCONJ
easat-3714	139	19	infinite	infinite	ADJ
easat-3714	139	20	horizon	horizon	NOUN
easat-3714	139	21	markov	markov	NOUN
easat-3714	139	22	decision	decision	NOUN
easat-3714	139	23	processes	process	NOUN
easat-3714	139	24	(	(	PUNCT
easat-3714	139	25	mdps	mdps	NOUN
easat-3714	139	26	)	)	PUNCT
easat-3714	139	27	to	to	PART
easat-3714	139	28	derive	derive	VERB
easat-3714	139	29	optimal	optimal	ADJ
easat-3714	139	30	inventory	inventory	NOUN
easat-3714	139	31	policies	policy	NOUN
easat-3714	139	32	.	.	PUNCT
easat-3714	140	1	the	the	DET
easat-3714	140	2	authors	author	NOUN
easat-3714	140	3	'	'	PART
easat-3714	140	4	methodological	methodological	ADJ
easat-3714	140	5	contributions	contribution	NOUN
easat-3714	140	6	have	have	AUX
easat-3714	140	7	been	be	AUX
easat-3714	140	8	significant	significant	ADJ
easat-3714	140	9	for	for	ADP
easat-3714	140	10	operations	operation	NOUN
easat-3714	140	11	research	research	NOUN
easat-3714	140	12	in	in	ADP
easat-3714	140	13	healthcare	healthcare	PROPN
easat-3714	140	14	.	.	PUNCT
easat-3714	141	1	the	the	DET
easat-3714	141	2	researchers	researcher	NOUN
easat-3714	141	3	estimated	estimate	VERB
easat-3714	141	4	the	the	DET
easat-3714	141	5	optimal	optimal	ADJ
easat-3714	141	6	number	number	NOUN
easat-3714	141	7	of	of	ADP
easat-3714	141	8	demand	demand	NOUN
easat-3714	141	9	states	state	NOUN
easat-3714	141	10	in	in	ADP
easat-3714	141	11	hmms	hmms	NOUN
easat-3714	141	12	using	use	VERB
easat-3714	141	13	a	a	DET
easat-3714	141	14	systematic	systematic	ADJ
easat-3714	141	15	search	search	NOUN
easat-3714	141	16	and	and	CCONJ
easat-3714	141	17	examined	examine	VERB
easat-3714	141	18	its	its	PRON
easat-3714	141	19	interaction	interaction	NOUN
easat-3714	141	20	with	with	ADP
easat-3714	141	21	infinite	infinite	ADJ
easat-3714	141	22	horizon	horizon	NOUN
easat-3714	141	23	mdps	mdps	NOUN
easat-3714	141	24	when	when	SCONJ
easat-3714	141	25	developing	develop	VERB
easat-3714	141	26	an	an	DET
easat-3714	141	27	inventory	inventory	NOUN
easat-3714	141	28	management	management	NOUN
easat-3714	141	29	model	model	NOUN
easat-3714	141	30	for	for	ADP
easat-3714	141	31	non	non	ADJ
easat-3714	141	32	-	-	ADJ
easat-3714	141	33	stationary	stationary	ADJ
easat-3714	141	34	and	and	CCONJ
easat-3714	141	35	highly	highly	ADV
easat-3714	141	36	volatile	volatile	ADJ
easat-3714	141	37	hospital	hospital	NOUN
easat-3714	141	38	supplies	supply	NOUN
easat-3714	141	39	.	.	PUNCT
easat-3714	142	1	the	the	DET
easat-3714	142	2	researchers	researcher	NOUN
easat-3714	142	3	illustrated	illustrate	VERB
easat-3714	142	4	that	that	SCONJ
easat-3714	142	5	the	the	DET
easat-3714	142	6	akaike	akaike	ADJ
easat-3714	142	7	information	information	NOUN
easat-3714	142	8	criterion	criterion	NOUN
easat-3714	142	9	(	(	PUNCT
easat-3714	142	10	aic	aic	PROPN
easat-3714	142	11	)	)	PUNCT
easat-3714	142	12	and	and	CCONJ
easat-3714	142	13	the	the	DET
easat-3714	142	14	bayesian	bayesian	ADJ
easat-3714	142	15	information	information	NOUN
easat-3714	142	16	criterion	criterion	NOUN
easat-3714	142	17	(	(	PUNCT
easat-3714	142	18	bic	bic	PROPN
easat-3714	142	19	)	)	PUNCT
easat-3714	142	20	of	of	ADP
easat-3714	142	21	the	the	DET
easat-3714	142	22	hmm	hmm	NOUN
easat-3714	142	23	for	for	ADP
easat-3714	142	24	the	the	DET
easat-3714	142	25	demand	demand	NOUN
easat-3714	142	26	model	model	NOUN
easat-3714	142	27	excessively	excessively	ADV
easat-3714	142	28	penalise	penalise	VERB
easat-3714	142	29	the	the	DET
easat-3714	142	30	model	model	NOUN
easat-3714	142	31	's	's	PART
easat-3714	142	32	complexity	complexity	NOUN
easat-3714	142	33	,	,	PUNCT
easat-3714	142	34	leading	lead	VERB
easat-3714	142	35	to	to	ADP
easat-3714	142	36	increased	increase	VERB
easat-3714	142	37	inventory	inventory	NOUN
easat-3714	142	38	costs	cost	NOUN
easat-3714	142	39	.	.	PUNCT
easat-3714	143	1	instead	instead	ADV
easat-3714	143	2	,	,	PUNCT
easat-3714	143	3	we	we	PRON
easat-3714	143	4	propose	propose	VERB
easat-3714	143	5	integrating	integrate	VERB
easat-3714	143	6	the	the	DET
easat-3714	143	7	hmm	hmm	NOUN
easat-3714	143	8	and	and	CCONJ
easat-3714	143	9	mdp	mdp	NOUN
easat-3714	143	10	within	within	ADP
easat-3714	143	11	a	a	DET
easat-3714	143	12	simulation	simulation	NOUN
easat-3714	143	13	framework	framework	NOUN
easat-3714	143	14	and	and	CCONJ
easat-3714	143	15	using	use	VERB
easat-3714	143	16	the	the	DET
easat-3714	143	17	expected	expect	VERB
easat-3714	143	18	cost	cost	NOUN
easat-3714	143	19	of	of	ADP
easat-3714	143	20	the	the	DET
easat-3714	143	21	system	system	NOUN
easat-3714	143	22	to	to	PART
easat-3714	143	23	determine	determine	VERB
easat-3714	143	24	the	the	DET
easat-3714	143	25	optimal	optimal	ADJ
easat-3714	143	26	system	system	NOUN
easat-3714	143	27	design	design	NOUN
easat-3714	143	28	.	.	PUNCT
easat-3714	144	1	the	the	DET
easat-3714	144	2	investigators	investigator	NOUN
easat-3714	144	3	observed	observe	VERB
easat-3714	144	4	an	an	DET
easat-3714	144	5	optimal	optimal	ADJ
easat-3714	144	6	number	number	NOUN
easat-3714	144	7	of	of	ADP
easat-3714	144	8	demand	demand	NOUN
easat-3714	144	9	states	state	NOUN
easat-3714	144	10	in	in	ADP
easat-3714	144	11	the	the	DET
easat-3714	144	12	model	model	NOUN
easat-3714	144	13	,	,	PUNCT
easat-3714	144	14	beyond	beyond	ADP
easat-3714	144	15	which	which	PRON
easat-3714	144	16	there	there	PRON
easat-3714	144	17	is	be	VERB
easat-3714	144	18	no	no	DET
easat-3714	144	19	benefit	benefit	NOUN
easat-3714	144	20	in	in	ADP
easat-3714	144	21	increasing	increase	VERB
easat-3714	144	22	the	the	DET
easat-3714	144	23	model	model	NOUN
easat-3714	144	24	's	's	PART
easat-3714	144	25	complexity	complexity	NOUN
easat-3714	144	26	.	.	PUNCT
easat-3714	145	1	it	it	PRON
easat-3714	145	2	is	be	AUX
easat-3714	145	3	crucial	crucial	ADJ
easat-3714	145	4	to	to	PART
easat-3714	145	5	emphasise	emphasise	VERB
easat-3714	145	6	that	that	PRON
easat-3714	145	7	different	different	ADJ
easat-3714	145	8	formulations	formulation	NOUN
easat-3714	145	9	of	of	ADP
easat-3714	145	10	hmms	hmms	NOUN
easat-3714	145	11	may	may	AUX
easat-3714	145	12	yield	yield	VERB
easat-3714	145	13	varying	vary	VERB
easat-3714	145	14	representations	representation	NOUN
easat-3714	145	15	of	of	ADP
easat-3714	145	16	demand	demand	NOUN
easat-3714	145	17	patterns	pattern	NOUN
easat-3714	145	18	.	.	PUNCT
easat-3714	146	1	therefore	therefore	ADV
easat-3714	146	2	,	,	PUNCT
easat-3714	146	3	a	a	DET
easat-3714	146	4	cautious	cautious	ADJ
easat-3714	146	5	approach	approach	NOUN
easat-3714	146	6	is	be	AUX
easat-3714	146	7	necessary	necessary	ADJ
easat-3714	146	8	when	when	SCONJ
easat-3714	146	9	employing	employ	VERB
easat-3714	146	10	formulations	formulation	NOUN
easat-3714	146	11	that	that	PRON
easat-3714	146	12	lack	lack	VERB
easat-3714	146	13	explicit	explicit	ADJ
easat-3714	146	14	characterisation	characterisation	NOUN
easat-3714	146	15	to	to	PART
easat-3714	146	16	derive	derive	VERB
easat-3714	146	17	optimal	optimal	ADJ
easat-3714	146	18	policies	policy	NOUN
easat-3714	146	19	.	.	PUNCT
easat-3714	147	1	additionally	additionally	ADV
easat-3714	147	2	,	,	PUNCT
easat-3714	147	3	it	it	PRON
easat-3714	147	4	is	be	AUX
easat-3714	147	5	essential	essential	ADJ
easat-3714	147	6	to	to	PART
easat-3714	147	7	consider	consider	VERB
easat-3714	147	8	the	the	DET
easat-3714	147	9	potential	potential	ADJ
easat-3714	147	10	limitations	limitation	NOUN
easat-3714	147	11	of	of	ADP
easat-3714	147	12	cost	cost	NOUN
easat-3714	147	13	estimates	estimate	NOUN
easat-3714	147	14	that	that	PRON
easat-3714	147	15	arise	arise	VERB
easat-3714	147	16	from	from	ADP
easat-3714	147	17	model	model	NOUN
easat-3714	147	18	formulations	formulation	NOUN
easat-3714	147	19	that	that	PRON
easat-3714	147	20	are	be	AUX
easat-3714	147	21	not	not	PART
easat-3714	147	22	accurately	accurately	ADV
easat-3714	147	23	specified	specify	VERB
easat-3714	147	24	.	.	PUNCT
easat-3714	148	1	this	this	DET
easat-3714	148	2	consideration	consideration	NOUN
easat-3714	148	3	is	be	AUX
easat-3714	148	4	vital	vital	ADJ
easat-3714	148	5	to	to	PART
easat-3714	148	6	ensure	ensure	VERB
easat-3714	148	7	that	that	SCONJ
easat-3714	148	8	the	the	DET
easat-3714	148	9	assessment	assessment	NOUN
easat-3714	148	10	of	of	ADP
easat-3714	148	11	inventory	inventory	NOUN
easat-3714	148	12	management	management	NOUN
easat-3714	148	13	strategies	strategy	NOUN
easat-3714	148	14	is	be	AUX
easat-3714	148	15	both	both	CCONJ
easat-3714	148	16	accurate	accurate	ADJ
easat-3714	148	17	and	and	CCONJ
easat-3714	148	18	reliable	reliable	ADJ
easat-3714	148	19	.	.	PUNCT
easat-3714	149	1	zhang	zhang	PROPN
easat-3714	149	2	et	et	PROPN
easat-3714	149	3	al	al	PROPN
easat-3714	149	4	.	.	PROPN
easat-3714	150	1	(	(	PUNCT
easat-3714	150	2	2024	2024	NUM
easat-3714	150	3	)	)	PUNCT
easat-3714	150	4	assert	assert	VERB
easat-3714	150	5	that	that	SCONJ
easat-3714	150	6	the	the	DET
easat-3714	150	7	present	present	ADJ
easat-3714	150	8	study	study	NOUN
easat-3714	150	9	successfully	successfully	ADV
easat-3714	150	10	develops	develop	VERB
easat-3714	150	11	and	and	CCONJ
easat-3714	150	12	analyses	analyse	VERB
easat-3714	150	13	the	the	DET
easat-3714	150	14	decisionmaking	decisionmaking	NOUN
easat-3714	150	15	and	and	CCONJ
easat-3714	150	16	coordination	coordination	NOUN
easat-3714	150	17	mechanisms	mechanism	NOUN
easat-3714	150	18	of	of	ADP
easat-3714	150	19	a	a	DET
easat-3714	150	20	closed	closed	ADJ
easat-3714	150	21	-	-	PUNCT
easat-3714	150	22	loop	loop	NOUN
easat-3714	150	23	supply	supply	NOUN
easat-3714	150	24	chain	chain	NOUN
easat-3714	150	25	for	for	ADP
easat-3714	150	26	power	power	NOUN
easat-3714	150	27	batteries	battery	NOUN
easat-3714	150	28	,	,	PUNCT
easat-3714	150	29	employing	employ	VERB
easat-3714	150	30	a	a	DET
easat-3714	150	31	markov	markov	NOUN
easat-3714	150	32	decision	decision	NOUN
easat-3714	150	33	process	process	NOUN
easat-3714	150	34	(	(	PUNCT
easat-3714	150	35	mdp	mdp	NOUN
easat-3714	150	36	)	)	PUNCT
easat-3714	150	37	model	model	NOUN
easat-3714	150	38	.	.	PUNCT
easat-3714	151	1	the	the	DET
easat-3714	151	2	principal	principal	ADJ
easat-3714	151	3	contribution	contribution	NOUN
easat-3714	151	4	of	of	ADP
easat-3714	151	5	this	this	DET
easat-3714	151	6	research	research	NOUN
easat-3714	151	7	is	be	AUX
easat-3714	151	8	the	the	DET
easat-3714	151	9	development	development	NOUN
easat-3714	151	10	of	of	ADP
easat-3714	151	11	a	a	DET
easat-3714	151	12	comprehensive	comprehensive	ADJ
easat-3714	151	13	modelling	modelling	NOUN
easat-3714	151	14	framework	framework	NOUN
easat-3714	151	15	that	that	PRON
easat-3714	151	16	addresses	address	VERB
easat-3714	151	17	the	the	DET
easat-3714	151	18	uncertainties	uncertainty	NOUN
easat-3714	151	19	and	and	CCONJ
easat-3714	151	20	dynamics	dynamic	NOUN
easat-3714	151	21	present	present	ADJ
easat-3714	151	22	within	within	ADP
easat-3714	151	23	the	the	DET
easat-3714	151	24	supply	supply	NOUN
easat-3714	151	25	chain	chain	NOUN
easat-3714	151	26	while	while	SCONJ
easat-3714	151	27	also	also	ADV
easat-3714	151	28	providing	provide	VERB
easat-3714	151	29	coordination	coordination	NOUN
easat-3714	151	30	strategies	strategy	NOUN
easat-3714	151	31	for	for	ADP
easat-3714	151	32	the	the	DET
easat-3714	151	33	various	various	ADJ
easat-3714	151	34	decision	decision	NOUN
easat-3714	151	35	-	-	PUNCT
easat-3714	151	36	makers	maker	NOUN
easat-3714	151	37	involved	involve	VERB
easat-3714	151	38	.	.	PUNCT
easat-3714	152	1	this	this	DET
easat-3714	152	2	study	study	NOUN
easat-3714	152	3	validates	validate	VERB
easat-3714	152	4	the	the	DET
easat-3714	152	5	efficacy	efficacy	NOUN
easat-3714	152	6	of	of	ADP
easat-3714	152	7	the	the	DET
easat-3714	152	8	proposed	propose	VERB
easat-3714	152	9	model	model	NOUN
easat-3714	152	10	and	and	CCONJ
easat-3714	152	11	illustrates	illustrate	VERB
easat-3714	152	12	the	the	DET
easat-3714	152	13	application	application	NOUN
easat-3714	152	14	of	of	ADP
easat-3714	152	15	dynamic	dynamic	ADJ
easat-3714	152	16	programming	programming	NOUN
easat-3714	152	17	and	and	CCONJ
easat-3714	152	18	reinforcement	reinforcement	NOUN
easat-3714	152	19	learning	learning	NOUN
easat-3714	152	20	under	under	ADP
easat-3714	152	21	different	different	ADJ
easat-3714	152	22	conditions	condition	NOUN
easat-3714	152	23	.	.	PUNCT
easat-3714	153	1	the	the	DET
easat-3714	153	2	results	result	NOUN
easat-3714	153	3	indicate	indicate	VERB
easat-3714	153	4	that	that	SCONJ
easat-3714	153	5	the	the	DET
easat-3714	153	6	constructed	construct	VERB
easat-3714	153	7	markov	markov	NOUN
easat-3714	153	8	decision	decision	NOUN
easat-3714	153	9	process	process	NOUN
easat-3714	153	10	(	(	PUNCT
easat-3714	153	11	mdp	mdp	NOUN
easat-3714	153	12	)	)	PUNCT
easat-3714	153	13	model	model	NOUN
easat-3714	153	14	can	can	AUX
easat-3714	153	15	significantly	significantly	ADV
easat-3714	153	16	enhance	enhance	VERB
easat-3714	153	17	the	the	DET
easat-3714	153	18	overall	overall	ADJ
easat-3714	153	19	efficiency	efficiency	NOUN
easat-3714	153	20	and	and	CCONJ
easat-3714	153	21	effectiveness	effectiveness	NOUN
easat-3714	153	22	of	of	ADP
easat-3714	153	23	the	the	DET
easat-3714	153	24	closed	closed	ADJ
easat-3714	153	25	-	-	PUNCT
easat-3714	153	26	loop	loop	NOUN
easat-3714	153	27	supply	supply	NOUN
easat-3714	153	28	chain	chain	NOUN
easat-3714	153	29	for	for	ADP
easat-3714	153	30	power	power	NOUN
easat-3714	153	31	batteries	battery	NOUN
easat-3714	153	32	,	,	PUNCT
easat-3714	153	33	offering	offer	VERB
easat-3714	153	34	novel	novel	ADJ
easat-3714	153	35	perspectives	perspective	NOUN
easat-3714	153	36	and	and	CCONJ
easat-3714	153	37	solutions	solution	NOUN
easat-3714	153	38	for	for	ADP
easat-3714	153	39	supply	supply	NOUN
easat-3714	153	40	chain	chain	NOUN
easat-3714	153	41	management	management	NOUN
easat-3714	153	42	.	.	PUNCT
easat-3714	154	1	the	the	DET
easat-3714	154	2	findings	finding	NOUN
easat-3714	154	3	reveal	reveal	VERB
easat-3714	154	4	the	the	DET
easat-3714	154	5	optimal	optimal	ADJ
easat-3714	154	6	strategies	strategy	NOUN
easat-3714	154	7	that	that	PRON
easat-3714	154	8	all	all	DET
easat-3714	154	9	parties	party	NOUN
easat-3714	154	10	in	in	ADP
easat-3714	154	11	the	the	DET
easat-3714	154	12	supply	supply	NOUN
easat-3714	154	13	chain	chain	NOUN
easat-3714	154	14	should	should	AUX
easat-3714	154	15	adopt	adopt	VERB
easat-3714	154	16	under	under	ADP
easat-3714	154	17	varying	vary	VERB
easat-3714	154	18	decision	decision	NOUN
easat-3714	154	19	cycles	cycle	NOUN
easat-3714	154	20	and	and	CCONJ
easat-3714	154	21	probability	probability	NOUN
easat-3714	154	22	distributions	distribution	NOUN
easat-3714	154	23	,	,	PUNCT
easat-3714	154	24	as	as	ADV
easat-3714	154	25	well	well	ADV
easat-3714	154	26	as	as	ADP
easat-3714	154	27	methods	method	NOUN
easat-3714	154	28	to	to	PART
easat-3714	154	29	maximise	maximise	VERB
easat-3714	154	30	overall	overall	ADJ
easat-3714	154	31	efficiency	efficiency	NOUN
easat-3714	154	32	through	through	ADP
easat-3714	154	33	coordination	coordination	NOUN
easat-3714	154	34	mechanisms	mechanism	NOUN
easat-3714	154	35	.	.	PUNCT
easat-3714	155	1	this	this	DET
easat-3714	155	2	research	research	NOUN
easat-3714	155	3	presents	present	VERB
easat-3714	155	4	an	an	DET
easat-3714	155	5	innovative	innovative	ADJ
easat-3714	155	6	approach	approach	NOUN
easat-3714	155	7	to	to	ADP
easat-3714	155	8	decision	decision	NOUN
easat-3714	155	9	-	-	PUNCT
easat-3714	155	10	making	making	NOUN
easat-3714	155	11	and	and	CCONJ
easat-3714	155	12	coordination	coordination	NOUN
easat-3714	155	13	in	in	ADP
easat-3714	155	14	the	the	DET
easat-3714	155	15	closed	closed	ADJ
easat-3714	155	16	-	-	PUNCT
easat-3714	155	17	loop	loop	NOUN
easat-3714	155	18	supply	supply	NOUN
easat-3714	155	19	chain	chain	NOUN
easat-3714	155	20	for	for	ADP
easat-3714	155	21	power	power	NOUN
easat-3714	155	22	batteries	battery	NOUN
easat-3714	155	23	and	and	CCONJ
easat-3714	155	24	outlines	outline	VERB
easat-3714	155	25	directions	direction	NOUN
easat-3714	155	26	for	for	ADP
easat-3714	155	27	future	future	ADJ
easat-3714	155	28	research	research	NOUN
easat-3714	155	29	.	.	PUNCT
easat-3714	156	1	the	the	DET
easat-3714	156	2	results	result	NOUN
easat-3714	156	3	are	be	AUX
easat-3714	156	4	not	not	PART
easat-3714	156	5	only	only	ADV
easat-3714	156	6	theoretically	theoretically	ADV
easat-3714	156	7	significant	significant	ADJ
easat-3714	156	8	but	but	CCONJ
easat-3714	156	9	also	also	ADV
easat-3714	156	10	serve	serve	VERB
easat-3714	156	11	as	as	ADP
easat-3714	156	12	a	a	DET
easat-3714	156	13	valuable	valuable	ADJ
easat-3714	156	14	reference	reference	NOUN
easat-3714	156	15	for	for	ADP
easat-3714	156	16	practical	practical	ADJ
easat-3714	156	17	supply	supply	NOUN
easat-3714	156	18	chain	chain	NOUN
easat-3714	156	19	management	management	NOUN
easat-3714	156	20	.	.	PUNCT
easat-3714	157	1	francesco	francesco	PROPN
easat-3714	157	2	et	et	PROPN
easat-3714	157	3	al	al	PROPN
easat-3714	157	4	.	.	PROPN
easat-3714	158	1	(	(	PUNCT
easat-3714	158	2	2024	2024	NUM
easat-3714	158	3	)	)	PUNCT
easat-3714	158	4	presents	present	VERB
easat-3714	158	5	an	an	DET
easat-3714	158	6	innovative	innovative	ADJ
easat-3714	158	7	heuristic	heuristic	NOUN
easat-3714	158	8	aimed	aim	VERB
easat-3714	158	9	at	at	ADP
easat-3714	158	10	enhancing	enhance	VERB
easat-3714	158	11	supply	supply	NOUN
easat-3714	158	12	chain	chain	NOUN
easat-3714	158	13	inventory	inventory	NOUN
easat-3714	158	14	management	management	NOUN
easat-3714	158	15	within	within	ADP
easat-3714	158	16	a	a	DET
easat-3714	158	17	divergent	divergent	ADJ
easat-3714	158	18	two	two	NUM
easat-3714	158	19	-	-	PUNCT
easat-3714	158	20	echelon	echelon	NOUN
easat-3714	158	21	supply	supply	NOUN
easat-3714	158	22	chain	chain	NOUN
easat-3714	158	23	framework	framework	NOUN
easat-3714	158	24	.	.	PUNCT
easat-3714	159	1	the	the	DET
easat-3714	159	2	proposed	propose	VERB
easat-3714	159	3	method	method	NOUN
easat-3714	159	4	employs	employ	VERB
easat-3714	159	5	a	a	DET
easat-3714	159	6	deep	deep	ADJ
easat-3714	159	7	reinforcement	reinforcement	NOUN
easat-3714	159	8	learning	learning	NOUN
easat-3714	159	9	(	(	PUNCT
easat-3714	159	10	drl	drl	PROPN
easat-3714	159	11	)	)	PUNCT
easat-3714	159	12	algorithm	algorithm	NOUN
easat-3714	159	13	to	to	PART
easat-3714	159	14	determine	determine	VERB
easat-3714	159	15	the	the	DET
easat-3714	159	16	number	number	NOUN
easat-3714	159	17	of	of	ADP
easat-3714	159	18	batches	batch	NOUN
easat-3714	159	19	to	to	PART
easat-3714	159	20	produce	produce	VERB
easat-3714	159	21	,	,	PUNCT
easat-3714	159	22	while	while	SCONJ
easat-3714	159	23	integrating	integrate	VERB
easat-3714	159	24	multi	multi	ADJ
easat-3714	159	25	-	-	ADJ
easat-3714	159	26	stage	stage	ADJ
easat-3714	159	27	stochastic	stochastic	ADJ
easat-3714	159	28	programming	programming	NOUN
easat-3714	159	29	(	(	PUNCT
easat-3714	159	30	msp	msp	PROPN
easat-3714	159	31	)	)	PUNCT
easat-3714	159	32	to	to	PART
easat-3714	159	33	optimise	optimise	VERB
easat-3714	159	34	the	the	DET
easat-3714	159	35	quantities	quantity	NOUN
easat-3714	159	36	of	of	ADP
easat-3714	159	37	batches	batch	NOUN
easat-3714	159	38	shipped	ship	VERB
easat-3714	159	39	to	to	ADP
easat-3714	159	40	each	each	DET
easat-3714	159	41	distribution	distribution	NOUN
easat-3714	159	42	warehouse	warehouse	NOUN
easat-3714	159	43	.	.	PUNCT
easat-3714	160	1	this	this	DET
easat-3714	160	2	dual	dual	ADJ
easat-3714	160	3	approach	approach	NOUN
easat-3714	160	4	effectively	effectively	ADV
easat-3714	160	5	combines	combine	VERB
easat-3714	160	6	the	the	DET
easat-3714	160	7	model	model	NOUN
easat-3714	160	8	-	-	PUNCT
easat-3714	160	9	based	base	VERB
easat-3714	160	10	capabilities	capability	NOUN
easat-3714	160	11	of	of	ADP
easat-3714	160	12	msp	msp	PROPN
easat-3714	160	13	for	for	ADP
easat-3714	160	14	immediate	immediate	ADJ
easat-3714	160	15	logistics	logistic	NOUN
easat-3714	160	16	decisions	decision	NOUN
easat-3714	160	17	with	with	ADP
easat-3714	160	18	the	the	DET
easat-3714	160	19	simulation	simulation	NOUN
easat-3714	160	20	-	-	PUNCT
easat-3714	160	21	optimisation	optimisation	NOUN
easat-3714	160	22	features	feature	NOUN
easat-3714	160	23	of	of	ADP
easat-3714	160	24	drl	drl	PROPN
easat-3714	160	25	for	for	ADP
easat-3714	160	26	long	long	ADJ
easat-3714	160	27	-	-	PUNCT
easat-3714	160	28	term	term	NOUN
easat-3714	160	29	production	production	NOUN
easat-3714	160	30	planning	planning	NOUN
easat-3714	160	31	.	.	PUNCT
easat-3714	161	1	the	the	DET
easat-3714	161	2	researchers	researcher	NOUN
easat-3714	161	3	conducted	conduct	VERB
easat-3714	161	4	a	a	DET
easat-3714	161	5	thorough	thorough	ADJ
easat-3714	161	6	evaluation	evaluation	NOUN
easat-3714	161	7	of	of	ADP
easat-3714	161	8	the	the	DET
easat-3714	161	9	heuristic	heuristic	NOUN
easat-3714	161	10	's	's	PART
easat-3714	161	11	performance	performance	NOUN
easat-3714	161	12	through	through	ADP
easat-3714	161	13	a	a	DET
easat-3714	161	14	series	series	NOUN
easat-3714	161	15	of	of	ADP
easat-3714	161	16	numerical	numerical	ADJ
easat-3714	161	17	experiments	experiment	NOUN
easat-3714	161	18	.	.	PUNCT
easat-3714	162	1	in	in	ADP
easat-3714	162	2	smaller	small	ADJ
easat-3714	162	3	settings	setting	NOUN
easat-3714	162	4	,	,	PUNCT
easat-3714	162	5	where	where	SCONJ
easat-3714	162	6	optimising	optimise	VERB
easat-3714	162	7	solutions	solution	NOUN
easat-3714	162	8	was	be	AUX
easat-3714	162	9	feasible	feasible	ADJ
easat-3714	162	10	,	,	PUNCT
easat-3714	162	11	the	the	DET
easat-3714	162	12	drl	drl	PROPN
easat-3714	162	13	-	-	PUNCT
easat-3714	162	14	based	base	VERB
easat-3714	162	15	heuristic	heuristic	NOUN
easat-3714	162	16	(	(	PUNCT
easat-3714	162	17	drlbd	drlbd	PROPN
easat-3714	162	18	)	)	PUNCT
easat-3714	162	19	demonstrated	demonstrate	VERB
easat-3714	162	20	performance	performance	NOUN
easat-3714	162	21	remarkably	remarkably	ADV
easat-3714	162	22	close	close	ADJ
easat-3714	162	23	to	to	ADP
easat-3714	162	24	that	that	PRON
easat-3714	162	25	of	of	ADP
easat-3714	162	26	exact	exact	ADJ
easat-3714	162	27	methods	method	NOUN
easat-3714	162	28	.	.	PUNCT
easat-3714	163	1	in	in	ADP
easat-3714	163	2	larger	large	ADJ
easat-3714	163	3	and	and	CCONJ
easat-3714	163	4	more	more	ADV
easat-3714	163	5	complex	complex	ADJ
easat-3714	163	6	scenarios	scenario	NOUN
easat-3714	163	7	,	,	PUNCT
easat-3714	163	8	where	where	SCONJ
easat-3714	163	9	finding	find	VERB
easat-3714	163	10	an	an	DET
easat-3714	163	11	optimal	optimal	ADJ
easat-3714	163	12	solution	solution	NOUN
easat-3714	163	13	proved	prove	VERB
easat-3714	163	14	challenging	challenging	ADJ
easat-3714	163	15	,	,	PUNCT
easat-3714	163	16	drlbd	drlbd	PROPN
easat-3714	163	17	consistently	consistently	ADV
easat-3714	163	18	outperformed	outperform	VERB
easat-3714	163	19	both	both	CCONJ
easat-3714	163	20	the	the	DET
easat-3714	163	21	proximal	proximal	ADJ
easat-3714	163	22	policy	policy	NOUN
easat-3714	163	23	optimisation	optimisation	NOUN
easat-3714	163	24	(	(	PUNCT
easat-3714	163	25	ppo	ppo	PROPN
easat-3714	163	26	)	)	PUNCT
easat-3714	163	27	algorithm	algorithm	NOUN
easat-3714	163	28	and	and	CCONJ
easat-3714	163	29	the	the	DET
easat-3714	163	30	(	(	PUNCT
easat-3714	163	31	q)-policy	q)-policy	ADJ
easat-3714	163	32	benchmark	benchmark	NOUN
easat-3714	163	33	,	,	PUNCT
easat-3714	163	34	showcasing	showcase	VERB
easat-3714	163	35	its	its	PRON
easat-3714	163	36	robustness	robustness	NOUN
easat-3714	163	37	.	.	PUNCT
easat-3714	164	1	to	to	PART
easat-3714	164	2	further	far	ADV
easat-3714	164	3	validate	validate	VERB
easat-3714	164	4	the	the	DET
easat-3714	164	5	results	result	NOUN
easat-3714	164	6	,	,	PUNCT
easat-3714	164	7	the	the	DET
easat-3714	164	8	researchers	researcher	NOUN
easat-3714	164	9	performed	perform	VERB
easat-3714	164	10	a	a	DET
easat-3714	164	11	sensitivity	sensitivity	NOUN
easat-3714	164	12	analysis	analysis	NOUN
easat-3714	164	13	by	by	ADP
easat-3714	164	14	varying	vary	VERB
easat-3714	164	15	specific	specific	ADJ
easat-3714	164	16	demand	demand	NOUN
easat-3714	164	17	parameters	parameter	NOUN
easat-3714	164	18	.	.	PUNCT
easat-3714	165	1	this	this	DET
easat-3714	165	2	analysis	analysis	NOUN
easat-3714	165	3	confirmed	confirm	VERB
easat-3714	165	4	the	the	DET
easat-3714	165	5	stability	stability	NOUN
easat-3714	165	6	of	of	ADP
easat-3714	165	7	the	the	DET
easat-3714	165	8	results	result	NOUN
easat-3714	165	9	across	across	ADP
easat-3714	165	10	multiple	multiple	ADJ
easat-3714	165	11	value	value	NOUN
easat-3714	165	12	combinations	combination	NOUN
easat-3714	165	13	and	and	CCONJ
easat-3714	165	14	highlighted	highlight	VERB
easat-3714	165	15	that	that	DET
easat-3714	165	16	situation	situation	NOUN
easat-3714	165	17	with	with	ADP
easat-3714	165	18	lower	low	ADJ
easat-3714	165	19	peak	peak	NOUN
easat-3714	165	20	frequencies	frequency	NOUN
easat-3714	165	21	and	and	CCONJ
easat-3714	165	22	minimal	minimal	ADJ
easat-3714	165	23	deterministic	deterministic	ADJ
easat-3714	165	24	components	component	NOUN
easat-3714	165	25	can	can	AUX
easat-3714	165	26	be	be	AUX
easat-3714	165	27	more	more	ADV
easat-3714	165	28	difficult	difficult	ADJ
easat-3714	165	29	to	to	PART
easat-3714	165	30	manage	manage	VERB
easat-3714	165	31	.	.	PUNCT
easat-3714	166	1	from	from	ADP
easat-3714	166	2	a	a	DET
easat-3714	166	3	computational	computational	ADJ
easat-3714	166	4	perspective	perspective	NOUN
easat-3714	166	5	,	,	PUNCT
easat-3714	166	6	drlbd	drlbd	PROPN
easat-3714	166	7	offers	offer	VERB
easat-3714	166	8	rapid	rapid	ADJ
easat-3714	166	9	action	action	NOUN
easat-3714	166	10	computation	computation	NOUN
easat-3714	166	11	,	,	PUNCT
easat-3714	166	12	although	although	SCONJ
easat-3714	166	13	the	the	DET
easat-3714	166	14	drl	drl	PROPN
easat-3714	166	15	training	training	NOUN
easat-3714	166	16	phase	phase	NOUN
easat-3714	166	17	may	may	AUX
easat-3714	166	18	serve	serve	VERB
easat-3714	166	19	as	as	ADP
easat-3714	166	20	the	the	DET
easat-3714	166	21	primary	primary	ADJ
easat-3714	166	22	bottleneck	bottleneck	NOUN
easat-3714	166	23	.	.	PUNCT
easat-3714	167	1	this	this	DET
easat-3714	167	2	efficiency	efficiency	NOUN
easat-3714	167	3	enables	enable	VERB
easat-3714	167	4	decision	decision	NOUN
easat-3714	167	5	-	-	PUNCT
easat-3714	167	6	makers	maker	NOUN
easat-3714	167	7	to	to	PART
easat-3714	167	8	utilise	utilise	VERB
easat-3714	167	9	the	the	DET
easat-3714	167	10	heuristic	heuristic	NOUN
easat-3714	167	11	for	for	ADP
easat-3714	167	12	conducting	conduct	VERB
easat-3714	167	13	what	what	PRON
easat-3714	167	14	-	-	PUNCT
easat-3714	167	15	if	if	SCONJ
easat-3714	167	16	analyses	analysis	NOUN
easat-3714	167	17	within	within	ADP
easat-3714	167	18	a	a	DET
easat-3714	167	19	practical	practical	ADJ
easat-3714	167	20	timeframe	timeframe	NOUN
easat-3714	167	21	.	.	PUNCT
easat-3714	168	1	overall	overall	ADV
easat-3714	168	2	,	,	PUNCT
easat-3714	168	3	the	the	DET
easat-3714	168	4	results	result	NOUN
easat-3714	168	5	demonstrate	demonstrate	VERB
easat-3714	168	6	that	that	SCONJ
easat-3714	168	7	the	the	DET
easat-3714	168	8	proposed	propose	VERB
easat-3714	168	9	heuristic	heuristic	NOUN
easat-3714	168	10	not	not	PART
easat-3714	168	11	only	only	ADV
easat-3714	168	12	consistently	consistently	ADV
easat-3714	168	13	outperforms	outperform	VERB
easat-3714	168	14	conventional	conventional	ADJ
easat-3714	168	15	deep	deep	ADJ
easat-3714	168	16	reinforcement	reinforcement	NOUN
easat-3714	168	17	learning	learn	VERB
easat-3714	168	18	7852	7852	NUM
easat-3714	168	19	edelweiss	edelweiss	PROPN
easat-3714	168	20	applied	apply	VERB
easat-3714	168	21	science	science	NOUN
easat-3714	168	22	and	and	CCONJ
easat-3714	168	23	technology	technology	NOUN
easat-3714	168	24	issn	issn	PROPN
easat-3714	168	25	:	:	PUNCT
easat-3714	168	26	2576	2576	NUM
easat-3714	168	27	-	-	SYM
easat-3714	168	28	8484	8484	NUM
easat-3714	168	29	vol	vol	NOUN
easat-3714	168	30	.	.	PROPN
easat-3714	168	31	8	8	NUM
easat-3714	168	32	,	,	PUNCT
easat-3714	168	33	no	no	INTJ
easat-3714	168	34	.	.	NOUN
easat-3714	169	1	6	6	NUM
easat-3714	169	2	:	:	SYM
easat-3714	169	3	7846	7846	NUM
easat-3714	169	4	-	-	SYM
easat-3714	169	5	7864	7864	NUM
easat-3714	169	6	,	,	PUNCT
easat-3714	169	7	2024	2024	NUM
easat-3714	169	8	doi	doi	NOUN
easat-3714	169	9	:	:	PUNCT
easat-3714	169	10	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	169	11	©	©	PROPN
easat-3714	169	12	2024	2024	NUM
easat-3714	169	13	by	by	ADP
easat-3714	169	14	the	the	DET
easat-3714	169	15	author	author	NOUN
easat-3714	169	16	;	;	PUNCT
easat-3714	170	1	licensee	licensee	PROPN
easat-3714	170	2	learning	learn	VERB
easat-3714	170	3	gate	gate	NOUN
easat-3714	170	4	algorithms	algorithm	NOUN
easat-3714	170	5	but	but	CCONJ
easat-3714	170	6	also	also	ADV
easat-3714	170	7	significantly	significantly	ADV
easat-3714	170	8	reduces	reduce	VERB
easat-3714	170	9	total	total	ADJ
easat-3714	170	10	costs	cost	NOUN
easat-3714	170	11	,	,	PUNCT
easat-3714	170	12	paving	pave	VERB
easat-3714	170	13	the	the	DET
easat-3714	170	14	way	way	NOUN
easat-3714	170	15	for	for	ADP
easat-3714	170	16	more	more	ADV
easat-3714	170	17	effective	effective	ADJ
easat-3714	170	18	supply	supply	NOUN
easat-3714	170	19	chain	chain	NOUN
easat-3714	170	20	management	management	NOUN
easat-3714	170	21	strategies	strategy	NOUN
easat-3714	170	22	.	.	PUNCT
easat-3714	171	1	as	as	SCONJ
easat-3714	171	2	previously	previously	ADV
easat-3714	171	3	articulated	articulate	VERB
easat-3714	171	4	by	by	ADP
easat-3714	171	5	costantino	costantino	PROPN
easat-3714	171	6	,	,	PUNCT
easat-3714	171	7	gravio	gravio	NOUN
easat-3714	171	8	,	,	PUNCT
easat-3714	171	9	shaban	shaban	PROPN
easat-3714	171	10	,	,	PUNCT
easat-3714	171	11	and	and	CCONJ
easat-3714	171	12	tronci	tronci	PROPN
easat-3714	171	13	(	(	PUNCT
easat-3714	171	14	2015	2015	NUM
easat-3714	171	15	)	)	PUNCT
easat-3714	171	16	,	,	PUNCT
easat-3714	171	17	unplanned	unplanned	ADJ
easat-3714	171	18	circumstances	circumstance	NOUN
easat-3714	171	19	possess	possess	VERB
easat-3714	171	20	the	the	DET
easat-3714	171	21	capacity	capacity	NOUN
easat-3714	171	22	to	to	PART
easat-3714	171	23	induce	induce	VERB
easat-3714	171	24	unpredictability	unpredictability	NOUN
easat-3714	171	25	regarding	regard	VERB
easat-3714	171	26	inventory	inventory	NOUN
easat-3714	171	27	quantity	quantity	NOUN
easat-3714	171	28	,	,	PUNCT
easat-3714	171	29	quality	quality	NOUN
easat-3714	171	30	,	,	PUNCT
easat-3714	171	31	and	and	CCONJ
easat-3714	171	32	the	the	DET
easat-3714	171	33	duration	duration	NOUN
easat-3714	171	34	required	require	VERB
easat-3714	171	35	to	to	ADP
easat-3714	171	36	fulfil	fulfil	NOUN
easat-3714	171	37	orders	order	NOUN
easat-3714	171	38	.	.	PUNCT
easat-3714	172	1	furthermore	furthermore	ADV
easat-3714	172	2	,	,	PUNCT
easat-3714	172	3	challenges	challenge	NOUN
easat-3714	172	4	associated	associate	VERB
easat-3714	172	5	with	with	ADP
easat-3714	172	6	inventory	inventory	NOUN
easat-3714	172	7	management	management	NOUN
easat-3714	172	8	may	may	AUX
easat-3714	172	9	arise	arise	VERB
easat-3714	172	10	from	from	ADP
easat-3714	172	11	a	a	DET
easat-3714	172	12	variety	variety	NOUN
easat-3714	172	13	of	of	ADP
easat-3714	172	14	internal	internal	ADJ
easat-3714	172	15	variables	variable	NOUN
easat-3714	172	16	(	(	PUNCT
easat-3714	172	17	karim	karim	PROPN
easat-3714	172	18	and	and	CCONJ
easat-3714	172	19	nakade	nakade	VERB
easat-3714	172	20	,	,	PUNCT
easat-3714	172	21	2020	2020	NUM
easat-3714	172	22	)	)	PUNCT
easat-3714	172	23	.	.	PUNCT
easat-3714	173	1	among	among	ADP
easat-3714	173	2	these	these	DET
easat-3714	173	3	factors	factor	NOUN
easat-3714	173	4	are	be	AUX
easat-3714	173	5	unanticipated	unanticipated	ADJ
easat-3714	173	6	workloads	workload	NOUN
easat-3714	173	7	,	,	PUNCT
easat-3714	173	8	protocols	protocol	NOUN
easat-3714	173	9	for	for	ADP
easat-3714	173	10	equipment	equipment	NOUN
easat-3714	173	11	repair	repair	NOUN
easat-3714	173	12	and	and	CCONJ
easat-3714	173	13	calibration	calibration	NOUN
easat-3714	173	14	,	,	PUNCT
easat-3714	173	15	labour	labour	NOUN
easat-3714	173	16	strikes	strike	NOUN
easat-3714	173	17	,	,	PUNCT
easat-3714	173	18	transportation	transportation	NOUN
easat-3714	173	19	disruptions	disruption	NOUN
easat-3714	173	20	due	due	ADP
easat-3714	173	21	to	to	ADP
easat-3714	173	22	vehicle	vehicle	NOUN
easat-3714	173	23	breakdowns	breakdown	NOUN
easat-3714	173	24	,	,	PUNCT
easat-3714	173	25	accidents	accident	NOUN
easat-3714	173	26	,	,	PUNCT
easat-3714	173	27	adverse	adverse	ADJ
easat-3714	173	28	weather	weather	NOUN
easat-3714	173	29	conditions	condition	NOUN
easat-3714	173	30	,	,	PUNCT
easat-3714	173	31	natural	natural	ADJ
easat-3714	173	32	disasters	disaster	NOUN
easat-3714	173	33	,	,	PUNCT
easat-3714	173	34	market	market	NOUN
easat-3714	173	35	dynamics	dynamic	NOUN
easat-3714	173	36	,	,	PUNCT
easat-3714	173	37	price	price	NOUN
easat-3714	173	38	alterations	alteration	NOUN
easat-3714	173	39	,	,	PUNCT
easat-3714	173	40	inflationary	inflationary	ADJ
easat-3714	173	41	price	price	NOUN
easat-3714	173	42	fluctuations	fluctuation	NOUN
easat-3714	173	43	,	,	PUNCT
easat-3714	173	44	and	and	CCONJ
easat-3714	173	45	inadequate	inadequate	ADJ
easat-3714	173	46	supply	supply	NOUN
easat-3714	173	47	relative	relative	ADJ
easat-3714	173	48	to	to	ADP
easat-3714	173	49	demand	demand	NOUN
easat-3714	173	50	.	.	PUNCT
easat-3714	174	1	it	it	PRON
easat-3714	174	2	is	be	AUX
easat-3714	174	3	important	important	ADJ
easat-3714	174	4	to	to	PART
easat-3714	174	5	note	note	VERB
easat-3714	174	6	that	that	SCONJ
easat-3714	174	7	this	this	DET
easat-3714	174	8	enumeration	enumeration	NOUN
easat-3714	174	9	is	be	AUX
easat-3714	174	10	not	not	PART
easat-3714	174	11	exhaustive	exhaustive	ADJ
easat-3714	174	12	.	.	PUNCT
easat-3714	175	1	according	accord	VERB
easat-3714	175	2	to	to	ADP
easat-3714	175	3	ahiska	ahiska	PROPN
easat-3714	175	4	et	et	PROPN
easat-3714	175	5	al	al	PROPN
easat-3714	175	6	.	.	PROPN
easat-3714	176	1	(	(	PUNCT
easat-3714	176	2	2013	2013	NUM
easat-3714	176	3	)	)	PUNCT
easat-3714	176	4	,	,	PUNCT
easat-3714	176	5	successful	successful	ADJ
easat-3714	176	6	inventory	inventory	NOUN
easat-3714	176	7	management	management	NOUN
easat-3714	176	8	necessitates	necessitate	VERB
easat-3714	176	9	careful	careful	ADJ
easat-3714	176	10	consideration	consideration	NOUN
easat-3714	176	11	at	at	ADP
easat-3714	176	12	every	every	DET
easat-3714	176	13	operational	operational	ADJ
easat-3714	176	14	level	level	NOUN
easat-3714	176	15	.	.	PUNCT
easat-3714	177	1	effective	effective	ADJ
easat-3714	177	2	inventory	inventory	NOUN
easat-3714	177	3	management	management	NOUN
easat-3714	177	4	is	be	AUX
easat-3714	177	5	particularly	particularly	ADV
easat-3714	177	6	crucial	crucial	ADJ
easat-3714	177	7	for	for	ADP
easat-3714	177	8	factories	factory	NOUN
easat-3714	177	9	employing	employ	VERB
easat-3714	177	10	multitasking	multitaske	VERB
easat-3714	177	11	production	production	NOUN
easat-3714	177	12	and	and	CCONJ
easat-3714	177	13	complex	complex	ADJ
easat-3714	177	14	multi	multi	ADJ
easat-3714	177	15	-	-	ADJ
easat-3714	177	16	stage	stage	NOUN
easat-3714	177	17	smoothing	smooth	VERB
easat-3714	177	18	manufacturing	manufacturing	NOUN
easat-3714	177	19	processes	process	NOUN
easat-3714	177	20	.	.	PUNCT
easat-3714	178	1	this	this	DET
easat-3714	178	2	effectiveness	effectiveness	NOUN
easat-3714	178	3	not	not	PART
easat-3714	178	4	only	only	ADV
easat-3714	178	5	enables	enable	VERB
easat-3714	178	6	the	the	DET
easat-3714	178	7	continuous	continuous	ADJ
easat-3714	178	8	production	production	NOUN
easat-3714	178	9	of	of	ADP
easat-3714	178	10	goods	good	NOUN
easat-3714	178	11	but	but	CCONJ
easat-3714	178	12	also	also	ADV
easat-3714	178	13	facilitates	facilitate	VERB
easat-3714	178	14	the	the	DET
easat-3714	178	15	prompt	prompt	ADJ
easat-3714	178	16	fulfilment	fulfilment	NOUN
easat-3714	178	17	of	of	ADP
easat-3714	178	18	online	online	ADJ
easat-3714	178	19	orders	order	NOUN
easat-3714	178	20	for	for	ADP
easat-3714	178	21	both	both	PRON
easat-3714	178	22	finished	finish	VERB
easat-3714	178	23	and	and	CCONJ
easat-3714	178	24	unfinished	unfinished	ADJ
easat-3714	178	25	products	product	NOUN
easat-3714	178	26	.	.	PUNCT
easat-3714	179	1	traditional	traditional	ADJ
easat-3714	179	2	physical	physical	NOUN
easat-3714	179	3	-	-	PUNCT
easat-3714	179	4	based	base	VERB
easat-3714	179	5	and	and	CCONJ
easat-3714	179	6	manual	manual	ADJ
easat-3714	179	7	models	model	NOUN
easat-3714	179	8	may	may	AUX
easat-3714	179	9	prove	prove	VERB
easat-3714	179	10	inadequate	inadequate	ADJ
easat-3714	179	11	in	in	ADP
easat-3714	179	12	accurately	accurately	ADV
easat-3714	179	13	estimating	estimate	VERB
easat-3714	179	14	or	or	CCONJ
easat-3714	179	15	approximating	approximate	VERB
easat-3714	179	16	inventory	inventory	NOUN
easat-3714	179	17	management	management	NOUN
easat-3714	179	18	due	due	ADP
easat-3714	179	19	to	to	ADP
easat-3714	179	20	the	the	DET
easat-3714	179	21	inherent	inherent	ADJ
easat-3714	179	22	uncertainties	uncertainty	NOUN
easat-3714	179	23	and	and	CCONJ
easat-3714	179	24	delays	delay	NOUN
easat-3714	179	25	associated	associate	VERB
easat-3714	179	26	with	with	ADP
easat-3714	179	27	the	the	DET
easat-3714	179	28	procurement	procurement	NOUN
easat-3714	179	29	and	and	CCONJ
easat-3714	179	30	delivery	delivery	NOUN
easat-3714	179	31	of	of	ADP
easat-3714	179	32	goods	good	NOUN
easat-3714	179	33	(	(	PUNCT
easat-3714	179	34	althaqafi	althaqafi	PROPN
easat-3714	179	35	,	,	PUNCT
easat-3714	179	36	2023	2023	NUM
easat-3714	179	37	)	)	PUNCT
easat-3714	179	38	.	.	PUNCT
easat-3714	180	1	consequently	consequently	ADV
easat-3714	180	2	,	,	PUNCT
easat-3714	180	3	there	there	PRON
easat-3714	180	4	is	be	VERB
easat-3714	180	5	a	a	DET
easat-3714	180	6	pressing	press	VERB
easat-3714	180	7	need	need	NOUN
easat-3714	180	8	for	for	SCONJ
easat-3714	180	9	industrial	industrial	ADJ
easat-3714	180	10	sector	sector	NOUN
easat-3714	180	11	companies	company	NOUN
easat-3714	180	12	to	to	PART
easat-3714	180	13	adopt	adopt	VERB
easat-3714	180	14	innovative	innovative	ADJ
easat-3714	180	15	solutions	solution	NOUN
easat-3714	180	16	that	that	PRON
easat-3714	180	17	leverage	leverage	VERB
easat-3714	180	18	the	the	DET
easat-3714	180	19	principles	principle	NOUN
easat-3714	180	20	of	of	ADP
easat-3714	180	21	markov	markov	NOUN
easat-3714	180	22	chains	chain	NOUN
easat-3714	180	23	.	.	PUNCT
easat-3714	181	1	according	accord	VERB
easat-3714	181	2	to	to	ADP
easat-3714	181	3	silbermayr	silbermayr	PROPN
easat-3714	181	4	and	and	CCONJ
easat-3714	181	5	minner	minner	PROPN
easat-3714	181	6	(	(	PUNCT
easat-3714	181	7	2014	2014	NUM
easat-3714	181	8	)	)	PUNCT
easat-3714	181	9	,	,	PUNCT
easat-3714	181	10	inventory	inventory	NOUN
easat-3714	181	11	management	management	NOUN
easat-3714	181	12	software	software	NOUN
easat-3714	181	13	provides	provide	VERB
easat-3714	181	14	efficient	efficient	ADJ
easat-3714	181	15	control	control	NOUN
easat-3714	181	16	and	and	CCONJ
easat-3714	181	17	oversight	oversight	NOUN
easat-3714	181	18	of	of	ADP
easat-3714	181	19	the	the	DET
easat-3714	181	20	procurement	procurement	NOUN
easat-3714	181	21	of	of	ADP
easat-3714	181	22	raw	raw	ADJ
easat-3714	181	23	materials	material	NOUN
easat-3714	181	24	,	,	PUNCT
easat-3714	181	25	the	the	DET
easat-3714	181	26	production	production	NOUN
easat-3714	181	27	process	process	NOUN
easat-3714	181	28	,	,	PUNCT
easat-3714	181	29	the	the	DET
easat-3714	181	30	storage	storage	NOUN
easat-3714	181	31	of	of	ADP
easat-3714	181	32	raw	raw	ADJ
easat-3714	181	33	materials	material	NOUN
easat-3714	181	34	,	,	PUNCT
easat-3714	181	35	and	and	CCONJ
easat-3714	181	36	their	their	PRON
easat-3714	181	37	utilisation	utilisation	NOUN
easat-3714	181	38	.	.	PUNCT
easat-3714	182	1	this	this	PRON
easat-3714	182	2	facilitates	facilitate	VERB
easat-3714	182	3	the	the	DET
easat-3714	182	4	execution	execution	NOUN
easat-3714	182	5	of	of	ADP
easat-3714	182	6	manufacturing	manufacturing	NOUN
easat-3714	182	7	processes	process	NOUN
easat-3714	182	8	that	that	PRON
easat-3714	182	9	are	be	AUX
easat-3714	182	10	both	both	PRON
easat-3714	182	11	error	error	NOUN
easat-3714	182	12	-	-	PUNCT
easat-3714	182	13	free	free	ADJ
easat-3714	182	14	and	and	CCONJ
easat-3714	182	15	more	more	ADV
easat-3714	182	16	efficient	efficient	ADJ
easat-3714	182	17	.	.	PUNCT
easat-3714	183	1	for	for	ADP
easat-3714	183	2	manufacturing	manufacturing	NOUN
easat-3714	183	3	firms	firm	NOUN
easat-3714	183	4	,	,	PUNCT
easat-3714	183	5	it	it	PRON
easat-3714	183	6	is	be	AUX
easat-3714	183	7	imperative	imperative	ADJ
easat-3714	183	8	to	to	PART
easat-3714	183	9	implement	implement	VERB
easat-3714	183	10	an	an	DET
easat-3714	183	11	effective	effective	ADJ
easat-3714	183	12	supply	supply	NOUN
easat-3714	183	13	chain	chain	NOUN
easat-3714	183	14	management	management	NOUN
easat-3714	183	15	system	system	NOUN
easat-3714	183	16	to	to	PART
easat-3714	183	17	ensure	ensure	VERB
easat-3714	183	18	the	the	DET
easat-3714	183	19	seamless	seamless	ADJ
easat-3714	183	20	integration	integration	NOUN
easat-3714	183	21	of	of	ADP
easat-3714	183	22	production	production	NOUN
easat-3714	183	23	operations	operation	NOUN
easat-3714	183	24	and	and	CCONJ
easat-3714	183	25	inventory	inventory	NOUN
easat-3714	183	26	management	management	NOUN
easat-3714	183	27	.	.	PUNCT
easat-3714	184	1	sharma	sharma	PROPN
easat-3714	184	2	and	and	CCONJ
easat-3714	184	3	vishwakarma	vishwakarma	PROPN
easat-3714	184	4	(	(	PUNCT
easat-3714	184	5	2014	2014	NUM
easat-3714	184	6	)	)	PUNCT
easat-3714	184	7	assert	assert	VERB
easat-3714	184	8	that	that	SCONJ
easat-3714	184	9	such	such	DET
easat-3714	184	10	a	a	DET
easat-3714	184	11	system	system	NOUN
easat-3714	184	12	adopts	adopt	VERB
easat-3714	184	13	a	a	DET
easat-3714	184	14	systematic	systematic	ADJ
easat-3714	184	15	approach	approach	NOUN
easat-3714	184	16	to	to	ADP
easat-3714	184	17	the	the	DET
easat-3714	184	18	procurement	procurement	NOUN
easat-3714	184	19	,	,	PUNCT
easat-3714	184	20	storage	storage	NOUN
easat-3714	184	21	,	,	PUNCT
easat-3714	184	22	and	and	CCONJ
easat-3714	184	23	timely	timely	ADJ
easat-3714	184	24	delivery	delivery	NOUN
easat-3714	184	25	of	of	ADP
easat-3714	184	26	components	component	NOUN
easat-3714	184	27	,	,	PUNCT
easat-3714	184	28	raw	raw	ADJ
easat-3714	184	29	materials	material	NOUN
easat-3714	184	30	,	,	PUNCT
easat-3714	184	31	and	and	CCONJ
easat-3714	184	32	finished	finished	ADJ
easat-3714	184	33	products	product	NOUN
easat-3714	184	34	.	.	PUNCT
easat-3714	185	1	consequently	consequently	ADV
easat-3714	185	2	,	,	PUNCT
easat-3714	185	3	it	it	PRON
easat-3714	185	4	enhances	enhance	VERB
easat-3714	185	5	both	both	CCONJ
easat-3714	185	6	the	the	DET
easat-3714	185	7	profitability	profitability	NOUN
easat-3714	185	8	and	and	CCONJ
easat-3714	185	9	scalability	scalability	NOUN
easat-3714	185	10	of	of	ADP
easat-3714	185	11	the	the	DET
easat-3714	185	12	business	business	NOUN
easat-3714	185	13	.	.	PUNCT
easat-3714	186	1	3.2	3.2	NUM
easat-3714	186	2	.	.	PUNCT
easat-3714	186	3	markov	markov	NOUN
easat-3714	186	4	chain	chain	NOUN
easat-3714	186	5	and	and	CCONJ
easat-3714	186	6	inventory	inventory	NOUN
easat-3714	186	7	management	management	NOUN
easat-3714	186	8	researchers	researcher	NOUN
easat-3714	186	9	have	have	AUX
easat-3714	186	10	examined	examine	VERB
easat-3714	186	11	the	the	DET
easat-3714	186	12	relationship	relationship	NOUN
easat-3714	186	13	and	and	CCONJ
easat-3714	186	14	interaction	interaction	NOUN
easat-3714	186	15	between	between	ADP
easat-3714	186	16	markov	markov	NOUN
easat-3714	186	17	chains	chain	NOUN
easat-3714	186	18	and	and	CCONJ
easat-3714	186	19	inventory	inventory	NOUN
easat-3714	186	20	management	management	NOUN
easat-3714	186	21	within	within	ADP
easat-3714	186	22	businesses	business	NOUN
easat-3714	186	23	that	that	PRON
easat-3714	186	24	are	be	AUX
easat-3714	186	25	engaged	engage	VERB
easat-3714	186	26	in	in	ADP
easat-3714	186	27	supply	supply	NOUN
easat-3714	186	28	chain	chain	NOUN
easat-3714	186	29	and	and	CCONJ
easat-3714	186	30	inventory	inventory	NOUN
easat-3714	186	31	management	management	NOUN
easat-3714	186	32	challenges	challenge	NOUN
easat-3714	186	33	.	.	PUNCT
easat-3714	187	1	according	accord	VERB
easat-3714	187	2	to	to	ADP
easat-3714	187	3	huang	huang	PROPN
easat-3714	187	4	,	,	PUNCT
easat-3714	187	5	meng	meng	PROPN
easat-3714	187	6	,	,	PUNCT
easat-3714	187	7	liu	liu	PROPN
easat-3714	187	8	,	,	PUNCT
easat-3714	187	9	liu	liu	PROPN
easat-3714	187	10	,	,	PUNCT
easat-3714	187	11	and	and	CCONJ
easat-3714	187	12	huang	huang	PROPN
easat-3714	187	13	(	(	PUNCT
easat-3714	187	14	2022	2022	NUM
easat-3714	187	15	)	)	PUNCT
easat-3714	187	16	,	,	PUNCT
easat-3714	187	17	the	the	DET
easat-3714	187	18	markov	markov	NOUN
easat-3714	187	19	chain	chain	NOUN
easat-3714	187	20	serves	serve	VERB
easat-3714	187	21	as	as	ADP
easat-3714	187	22	a	a	DET
easat-3714	187	23	fundamental	fundamental	ADJ
easat-3714	187	24	mathematical	mathematical	ADJ
easat-3714	187	25	model	model	NOUN
easat-3714	187	26	that	that	PRON
easat-3714	187	27	can	can	AUX
easat-3714	187	28	assist	assist	VERB
easat-3714	187	29	those	those	PRON
easat-3714	187	30	facing	face	VERB
easat-3714	187	31	difficulties	difficulty	NOUN
easat-3714	187	32	in	in	ADP
easat-3714	187	33	inventory	inventory	NOUN
easat-3714	187	34	management	management	NOUN
easat-3714	187	35	.	.	PUNCT
easat-3714	188	1	there	there	PRON
easat-3714	188	2	are	be	VERB
easat-3714	188	3	numerous	numerous	ADJ
easat-3714	188	4	practical	practical	ADJ
easat-3714	188	5	applications	application	NOUN
easat-3714	188	6	of	of	ADP
easat-3714	188	7	the	the	DET
easat-3714	188	8	markov	markov	NOUN
easat-3714	188	9	chain	chain	NOUN
easat-3714	188	10	in	in	ADP
easat-3714	188	11	the	the	DET
easat-3714	188	12	business	business	NOUN
easat-3714	188	13	domain	domain	NOUN
easat-3714	188	14	.	.	PUNCT
easat-3714	189	1	one	one	NUM
easat-3714	189	2	such	such	ADJ
easat-3714	189	3	application	application	NOUN
easat-3714	189	4	involves	involve	VERB
easat-3714	189	5	utilising	utilise	VERB
easat-3714	189	6	the	the	DET
easat-3714	189	7	current	current	ADJ
easat-3714	189	8	state	state	NOUN
easat-3714	189	9	of	of	ADP
easat-3714	189	10	equipment	equipment	NOUN
easat-3714	189	11	to	to	PART
easat-3714	189	12	predict	predict	VERB
easat-3714	189	13	the	the	DET
easat-3714	189	14	quantity	quantity	NOUN
easat-3714	189	15	of	of	ADP
easat-3714	189	16	defective	defective	ADJ
easat-3714	189	17	goods	good	NOUN
easat-3714	189	18	that	that	PRON
easat-3714	189	19	will	will	AUX
easat-3714	189	20	be	be	AUX
easat-3714	189	21	produced	produce	VERB
easat-3714	189	22	on	on	ADP
easat-3714	189	23	the	the	DET
easat-3714	189	24	assembly	assembly	NOUN
easat-3714	189	25	line	line	NOUN
easat-3714	189	26	.	.	PUNCT
easat-3714	190	1	researchers	researcher	NOUN
easat-3714	190	2	lotfi	lotfi	PROPN
easat-3714	190	3	,	,	PUNCT
easat-3714	190	4	kargar	kargar	NOUN
easat-3714	190	5	,	,	PUNCT
easat-3714	190	6	hoseini	hoseini	NOUN
easat-3714	190	7	,	,	PUNCT
easat-3714	190	8	nazari	nazari	PROPN
easat-3714	190	9	,	,	PUNCT
easat-3714	190	10	safavi	safavi	VERB
easat-3714	190	11	,	,	PUNCT
easat-3714	190	12	and	and	CCONJ
easat-3714	190	13	weber	weber	PROPN
easat-3714	190	14	(	(	PUNCT
easat-3714	190	15	2021	2021	NUM
easat-3714	190	16	)	)	PUNCT
easat-3714	190	17	concluded	conclude	VERB
easat-3714	190	18	that	that	SCONJ
easat-3714	190	19	the	the	DET
easat-3714	190	20	implementation	implementation	NOUN
easat-3714	190	21	of	of	ADP
easat-3714	190	22	markov	markov	NOUN
easat-3714	190	23	chains	chain	NOUN
easat-3714	190	24	enhances	enhance	VERB
easat-3714	190	25	inventory	inventory	NOUN
easat-3714	190	26	management	management	NOUN
easat-3714	190	27	,	,	PUNCT
easat-3714	190	28	thereby	thereby	ADV
easat-3714	190	29	facilitating	facilitate	VERB
easat-3714	190	30	the	the	DET
easat-3714	190	31	prediction	prediction	NOUN
easat-3714	190	32	of	of	ADP
easat-3714	190	33	the	the	DET
easat-3714	190	34	bad	bad	ADJ
easat-3714	190	35	debt	debt	NOUN
easat-3714	190	36	conversion	conversion	NOUN
easat-3714	190	37	rate	rate	NOUN
easat-3714	190	38	of	of	ADP
easat-3714	190	39	commercial	commercial	ADJ
easat-3714	190	40	receivables	receivable	NOUN
easat-3714	190	41	,	,	PUNCT
easat-3714	190	42	as	as	SCONJ
easat-3714	190	43	evidenced	evidence	VERB
easat-3714	190	44	by	by	ADP
easat-3714	190	45	their	their	PRON
easat-3714	190	46	findings	finding	NOUN
easat-3714	190	47	.	.	PUNCT
easat-3714	191	1	furthermore	furthermore	ADV
easat-3714	191	2	,	,	PUNCT
easat-3714	191	3	myers	myers	PROPN
easat-3714	191	4	,	,	PUNCT
easat-3714	191	5	wallin	wallin	NOUN
easat-3714	191	6	,	,	PUNCT
easat-3714	191	7	and	and	CCONJ
easat-3714	191	8	wikstrom	wikstrom	NOUN
easat-3714	191	9	discovered	discover	VERB
easat-3714	191	10	in	in	ADP
easat-3714	191	11	their	their	PRON
easat-3714	191	12	2017	2017	NUM
easat-3714	191	13	study	study	NOUN
easat-3714	191	14	that	that	SCONJ
easat-3714	191	15	the	the	DET
easat-3714	191	16	application	application	NOUN
easat-3714	191	17	of	of	ADP
easat-3714	191	18	markov	markov	NOUN
easat-3714	191	19	chains	chain	NOUN
easat-3714	191	20	led	lead	VERB
easat-3714	191	21	to	to	ADP
easat-3714	191	22	improvements	improvement	NOUN
easat-3714	191	23	in	in	ADP
easat-3714	191	24	inventory	inventory	NOUN
easat-3714	191	25	management	management	NOUN
easat-3714	191	26	.	.	PUNCT
easat-3714	192	1	their	their	PRON
easat-3714	192	2	services	service	NOUN
easat-3714	192	3	enable	enable	VERB
easat-3714	192	4	the	the	DET
easat-3714	192	5	estimation	estimation	NOUN
easat-3714	192	6	of	of	ADP
easat-3714	192	7	future	future	ADJ
easat-3714	192	8	brand	brand	NOUN
easat-3714	192	9	loyalty	loyalty	NOUN
easat-3714	192	10	based	base	VERB
easat-3714	192	11	on	on	ADP
easat-3714	192	12	an	an	DET
easat-3714	192	13	existing	exist	VERB
easat-3714	192	14	customer	customer	NOUN
easat-3714	192	15	pool	pool	NOUN
easat-3714	192	16	,	,	PUNCT
easat-3714	192	17	employing	employ	VERB
easat-3714	192	18	markov	markov	NOUN
easat-3714	192	19	chain	chain	NOUN
easat-3714	192	20	analysis	analysis	NOUN
easat-3714	192	21	to	to	PART
easat-3714	192	22	forecast	forecast	VERB
easat-3714	192	23	stock	stock	NOUN
easat-3714	192	24	and	and	CCONJ
easat-3714	192	25	option	option	NOUN
easat-3714	192	26	prices	price	NOUN
easat-3714	192	27	.	.	PUNCT
easat-3714	193	1	this	this	PRON
easat-3714	193	2	underpins	underpin	VERB
easat-3714	193	3	their	their	PRON
easat-3714	193	4	assertion	assertion	NOUN
easat-3714	193	5	.	.	PUNCT
easat-3714	194	1	research	research	NOUN
easat-3714	194	2	on	on	ADP
easat-3714	194	3	the	the	DET
easat-3714	194	4	applicability	applicability	NOUN
easat-3714	194	5	of	of	ADP
easat-3714	194	6	markov	markov	NOUN
easat-3714	194	7	chain	chain	NOUN
easat-3714	194	8	analysis	analysis	NOUN
easat-3714	194	9	yields	yield	NOUN
easat-3714	194	10	contradictory	contradictory	ADJ
easat-3714	194	11	findings	finding	NOUN
easat-3714	194	12	and	and	CCONJ
easat-3714	194	13	perspectives	perspective	NOUN
easat-3714	194	14	from	from	ADP
easat-3714	194	15	a	a	DET
easat-3714	194	16	variety	variety	NOUN
easat-3714	194	17	of	of	ADP
easat-3714	194	18	stakeholders	stakeholder	NOUN
easat-3714	194	19	.	.	PUNCT
easat-3714	195	1	a	a	DET
easat-3714	195	2	study	study	NOUN
easat-3714	195	3	conducted	conduct	VERB
easat-3714	195	4	in	in	ADP
easat-3714	195	5	the	the	DET
easat-3714	195	6	field	field	NOUN
easat-3714	195	7	of	of	ADP
easat-3714	195	8	multistate	multistate	NOUN
easat-3714	195	9	steel	steel	NOUN
easat-3714	195	10	production	production	NOUN
easat-3714	195	11	by	by	ADP
easat-3714	195	12	akhlaghi	akhlaghi	PROPN
easat-3714	195	13	and	and	CCONJ
easat-3714	195	14	malkhalifeh	malkhalifeh	X
easat-3714	195	15	(	(	PUNCT
easat-3714	195	16	2019	2019	NUM
easat-3714	195	17	)	)	PUNCT
easat-3714	195	18	and	and	CCONJ
easat-3714	195	19	huang	huang	PROPN
easat-3714	195	20	et	et	PROPN
easat-3714	195	21	al	al	PROPN
easat-3714	195	22	.	.	PROPN
easat-3714	195	23	(	(	PUNCT
easat-3714	195	24	2022	2022	NUM
easat-3714	195	25	)	)	PUNCT
easat-3714	195	26	examined	examine	VERB
easat-3714	195	27	the	the	DET
easat-3714	195	28	efficacy	efficacy	NOUN
easat-3714	195	29	of	of	ADP
easat-3714	195	30	the	the	DET
easat-3714	195	31	spatiotemporal	spatiotemporal	ADJ
easat-3714	195	32	markov	markov	NOUN
easat-3714	195	33	model	model	NOUN
easat-3714	195	34	regarding	regard	VERB
easat-3714	195	35	its	its	PRON
easat-3714	195	36	ability	ability	NOUN
easat-3714	195	37	to	to	PART
easat-3714	195	38	forecast	forecast	VERB
easat-3714	195	39	inventory	inventory	NOUN
easat-3714	195	40	management	management	NOUN
easat-3714	195	41	in	in	ADP
easat-3714	195	42	manufacturing	manufacturing	NOUN
easat-3714	195	43	processes	process	NOUN
easat-3714	195	44	.	.	PUNCT
easat-3714	196	1	in	in	ADP
easat-3714	196	2	the	the	DET
easat-3714	196	3	course	course	NOUN
easat-3714	196	4	of	of	ADP
easat-3714	196	5	these	these	DET
easat-3714	196	6	investigations	investigation	NOUN
easat-3714	196	7	,	,	PUNCT
easat-3714	196	8	variations	variation	NOUN
easat-3714	196	9	and	and	CCONJ
easat-3714	196	10	inventory	inventory	NOUN
easat-3714	196	11	fluctuations	fluctuation	NOUN
easat-3714	196	12	in	in	ADP
easat-3714	196	13	steel	steel	NOUN
easat-3714	196	14	manufacturing	manufacturing	NOUN
easat-3714	196	15	enterprises	enterprise	NOUN
easat-3714	196	16	were	be	AUX
easat-3714	196	17	taken	take	VERB
easat-3714	196	18	into	into	ADP
easat-3714	196	19	consideration	consideration	NOUN
easat-3714	196	20	.	.	PUNCT
easat-3714	197	1	the	the	DET
easat-3714	197	2	research	research	NOUN
easat-3714	197	3	revealed	reveal	VERB
easat-3714	197	4	that	that	SCONJ
easat-3714	197	5	the	the	DET
easat-3714	197	6	spatiotemporal	spatiotemporal	ADJ
easat-3714	197	7	markov	markov	NOUN
easat-3714	197	8	model	model	NOUN
easat-3714	197	9	significantly	significantly	ADV
easat-3714	197	10	outperformed	outperform	VERB
easat-3714	197	11	steel	steel	NOUN
easat-3714	197	12	-	-	PUNCT
easat-3714	197	13	adaptive	adaptive	ADJ
easat-3714	197	14	mutation	mutation	NOUN
easat-3714	197	15	techniques	technique	NOUN
easat-3714	197	16	in	in	ADP
easat-3714	197	17	comparison	comparison	NOUN
easat-3714	197	18	to	to	ADP
easat-3714	197	19	traditional	traditional	ADJ
easat-3714	197	20	markov	markov	NOUN
easat-3714	197	21	chain	chain	NOUN
easat-3714	197	22	approaches	approach	NOUN
easat-3714	197	23	.	.	PUNCT
easat-3714	198	1	this	this	DET
easat-3714	198	2	superiority	superiority	NOUN
easat-3714	198	3	is	be	AUX
easat-3714	198	4	attributed	attribute	VERB
easat-3714	198	5	to	to	ADP
easat-3714	198	6	the	the	DET
easat-3714	198	7	former	former	ADJ
easat-3714	198	8	’s	’s	PART
easat-3714	198	9	greater	great	ADJ
easat-3714	198	10	stability	stability	NOUN
easat-3714	198	11	.	.	PUNCT
easat-3714	199	1	in	in	ADP
easat-3714	199	2	their	their	PRON
easat-3714	199	3	2014	2014	NUM
easat-3714	199	4	study	study	NOUN
easat-3714	199	5	,	,	PUNCT
easat-3714	199	6	silbermayr	silbermayr	PROPN
easat-3714	199	7	and	and	CCONJ
easat-3714	199	8	minner	minner	PROPN
easat-3714	199	9	found	find	VERB
easat-3714	199	10	that	that	SCONJ
easat-3714	199	11	markov	markov	NOUN
easat-3714	199	12	chains	chain	NOUN
easat-3714	199	13	are	be	AUX
easat-3714	199	14	adversely	adversely	ADV
easat-3714	199	15	affected	affect	VERB
easat-3714	199	16	by	by	ADP
easat-3714	199	17	certain	certain	ADJ
easat-3714	199	18	factors	factor	NOUN
easat-3714	199	19	.	.	PUNCT
easat-3714	200	1	furthermore	furthermore	ADV
easat-3714	200	2	,	,	PUNCT
easat-3714	200	3	their	their	PRON
easat-3714	200	4	research	research	NOUN
easat-3714	200	5	indicated	indicate	VERB
easat-3714	200	6	that	that	SCONJ
easat-3714	200	7	,	,	PUNCT
easat-3714	200	8	while	while	SCONJ
easat-3714	200	9	markov	markov	NOUN
easat-3714	200	10	chain	chain	NOUN
easat-3714	200	11	analysis	analysis	NOUN
easat-3714	200	12	is	be	AUX
easat-3714	200	13	a	a	DET
easat-3714	200	14	robust	robust	ADJ
easat-3714	200	15	method	method	NOUN
easat-3714	200	16	for	for	ADP
easat-3714	200	17	7853	7853	NUM
easat-3714	200	18	edelweiss	edelweiss	PROPN
easat-3714	200	19	applied	apply	VERB
easat-3714	200	20	science	science	NOUN
easat-3714	200	21	and	and	CCONJ
easat-3714	200	22	technology	technology	NOUN
easat-3714	200	23	issn	issn	PROPN
easat-3714	200	24	:	:	PUNCT
easat-3714	200	25	2576	2576	NUM
easat-3714	200	26	-	-	SYM
easat-3714	200	27	8484	8484	NUM
easat-3714	200	28	vol	vol	NOUN
easat-3714	200	29	.	.	PROPN
easat-3714	200	30	8	8	NUM
easat-3714	200	31	,	,	PUNCT
easat-3714	200	32	no	no	INTJ
easat-3714	200	33	.	.	NOUN
easat-3714	200	34	6	6	NUM
easat-3714	200	35	:	:	SYM
easat-3714	200	36	7846	7846	NUM
easat-3714	200	37	-	-	SYM
easat-3714	200	38	7864	7864	NUM
easat-3714	200	39	,	,	PUNCT
easat-3714	200	40	2024	2024	NUM
easat-3714	200	41	doi	doi	NOUN
easat-3714	200	42	:	:	PUNCT
easat-3714	200	43	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	200	44	©	©	PROPN
easat-3714	200	45	2024	2024	NUM
easat-3714	200	46	by	by	ADP
easat-3714	200	47	the	the	DET
easat-3714	200	48	author	author	NOUN
easat-3714	200	49	;	;	PUNCT
easat-3714	200	50	licensee	licensee	PROPN
easat-3714	200	51	learning	learn	VERB
easat-3714	200	52	gate	gate	NOUN
easat-3714	200	53	generating	generating	NOUN
easat-3714	200	54	predictions	prediction	NOUN
easat-3714	200	55	,	,	PUNCT
easat-3714	200	56	it	it	PRON
easat-3714	200	57	does	do	AUX
easat-3714	200	58	not	not	PART
easat-3714	200	59	account	account	VERB
easat-3714	200	60	for	for	ADP
easat-3714	200	61	every	every	DET
easat-3714	200	62	forecast	forecast	NOUN
easat-3714	200	63	it	it	PRON
easat-3714	200	64	produces	produce	VERB
easat-3714	200	65	.	.	PUNCT
easat-3714	201	1	according	accord	VERB
easat-3714	201	2	to	to	ADP
easat-3714	201	3	ahiska	ahiska	PROPN
easat-3714	201	4	et	et	PROPN
easat-3714	201	5	al	al	PROPN
easat-3714	201	6	.	.	PROPN
easat-3714	202	1	(	(	PUNCT
easat-3714	202	2	2013	2013	NUM
easat-3714	202	3	)	)	PUNCT
easat-3714	202	4	and	and	CCONJ
easat-3714	202	5	silbermayr	silbermayr	PROPN
easat-3714	202	6	and	and	CCONJ
easat-3714	202	7	minner	minner	PROPN
easat-3714	202	8	(	(	PUNCT
easat-3714	202	9	2014	2014	NUM
easat-3714	202	10	)	)	PUNCT
easat-3714	202	11	,	,	PUNCT
easat-3714	202	12	markov	markov	NOUN
easat-3714	202	13	chains	chain	NOUN
easat-3714	202	14	possess	possess	VERB
easat-3714	202	15	considerable	considerable	ADJ
easat-3714	202	16	limitations	limitation	NOUN
easat-3714	202	17	,	,	PUNCT
easat-3714	202	18	as	as	SCONJ
easat-3714	202	19	they	they	PRON
easat-3714	202	20	fail	fail	VERB
easat-3714	202	21	to	to	PART
easat-3714	202	22	adequately	adequately	ADV
easat-3714	202	23	elucidate	elucidate	VERB
easat-3714	202	24	the	the	DET
easat-3714	202	25	underlying	underlie	VERB
easat-3714	202	26	causes	cause	NOUN
easat-3714	202	27	of	of	ADP
easat-3714	202	28	most	most	ADV
easat-3714	202	29	anticipated	anticipate	VERB
easat-3714	202	30	events	event	NOUN
easat-3714	202	31	.	.	PUNCT
easat-3714	203	1	•	•	NUM
easat-3714	203	2	the	the	DET
easat-3714	203	3	importance	importance	NOUN
easat-3714	203	4	of	of	ADP
easat-3714	203	5	markov	markov	NOUN
easat-3714	203	6	chains	chain	NOUN
easat-3714	203	7	for	for	ADP
easat-3714	203	8	stock	stock	NOUN
easat-3714	203	9	control	control	NOUN
easat-3714	203	10	•	•	ADP
easat-3714	204	1	it	it	PRON
easat-3714	204	2	streamlines	streamline	VERB
easat-3714	204	3	procedures	procedure	NOUN
easat-3714	204	4	for	for	ADP
easat-3714	204	5	managing	manage	VERB
easat-3714	204	6	inventories	inventory	NOUN
easat-3714	204	7	.	.	PUNCT
easat-3714	205	1	•	•	NUM
easat-3714	205	2	reliability	reliability	NOUN
easat-3714	205	3	of	of	ADP
easat-3714	205	4	out	out	ADV
easat-3714	205	5	-	-	PUNCT
easat-3714	205	6	of	of	ADP
easat-3714	205	7	-	-	PUNCT
easat-3714	205	8	sample	sample	NOUN
easat-3714	205	9	predictions	prediction	NOUN
easat-3714	205	10	is	be	AUX
easat-3714	205	11	guaranteed	guarantee	VERB
easat-3714	205	12	.	.	PUNCT
easat-3714	206	1	•	•	NUM
easat-3714	206	2	companies	company	NOUN
easat-3714	206	3	who	who	PRON
easat-3714	206	4	have	have	AUX
easat-3714	206	5	mastered	master	VERB
easat-3714	206	6	the	the	DET
easat-3714	206	7	markov	markov	NOUN
easat-3714	206	8	chain	chain	NOUN
easat-3714	206	9	may	may	AUX
easat-3714	206	10	use	use	VERB
easat-3714	206	11	this	this	DET
easat-3714	206	12	basic	basic	ADJ
easat-3714	206	13	approach	approach	NOUN
easat-3714	206	14	.	.	PUNCT
easat-3714	207	1	•	•	NUM
easat-3714	207	2	compared	compare	VERB
easat-3714	207	3	to	to	ADP
easat-3714	207	4	other	other	ADJ
easat-3714	207	5	complex	complex	ADJ
easat-3714	207	6	mathematical	mathematical	ADJ
easat-3714	207	7	models	model	NOUN
easat-3714	207	8	,	,	PUNCT
easat-3714	207	9	this	this	DET
easat-3714	207	10	mathematical	mathematical	ADJ
easat-3714	207	11	instrument	instrument	NOUN
easat-3714	207	12	helps	help	VERB
easat-3714	207	13	management	management	NOUN
easat-3714	207	14	with	with	ADP
easat-3714	207	15	forecasts	forecast	NOUN
easat-3714	207	16	to	to	ADP
easat-3714	207	17	a	a	DET
easat-3714	207	18	greater	great	ADJ
easat-3714	207	19	extent	extent	NOUN
easat-3714	207	20	.	.	PUNCT
easat-3714	208	1	•	•	NOUN
easat-3714	208	2	its	its	PRON
easat-3714	208	3	analytical	analytical	ADJ
easat-3714	208	4	approach	approach	NOUN
easat-3714	208	5	,	,	PUNCT
easat-3714	208	6	which	which	PRON
easat-3714	208	7	amounts	amount	VERB
easat-3714	208	8	to	to	ADP
easat-3714	208	9	formulaically	formulaically	ADV
easat-3714	208	10	calculating	calculate	VERB
easat-3714	208	11	the	the	DET
easat-3714	208	12	system	system	NOUN
easat-3714	208	13	dependability	dependability	NOUN
easat-3714	208	14	parameters	parameter	NOUN
easat-3714	208	15	,	,	PUNCT
easat-3714	208	16	gives	give	VERB
easat-3714	208	17	it	it	PRON
easat-3714	208	18	the	the	DET
easat-3714	208	19	benefit	benefit	NOUN
easat-3714	208	20	of	of	ADP
easat-3714	208	21	speed	speed	NOUN
easat-3714	208	22	and	and	CCONJ
easat-3714	208	23	precision	precision	NOUN
easat-3714	208	24	.	.	PUNCT
easat-3714	209	1	there	there	PRON
easat-3714	209	2	is	be	VERB
easat-3714	209	3	a	a	DET
easat-3714	209	4	wide	wide	ADJ
easat-3714	209	5	variety	variety	NOUN
easat-3714	209	6	of	of	ADP
easat-3714	209	7	markov	markov	NOUN
easat-3714	209	8	chain	chain	NOUN
easat-3714	209	9	models	model	NOUN
easat-3714	209	10	that	that	PRON
easat-3714	209	11	have	have	AUX
easat-3714	209	12	been	be	AUX
easat-3714	209	13	published	publish	VERB
easat-3714	209	14	in	in	ADP
easat-3714	209	15	academic	academic	ADJ
easat-3714	209	16	journals	journal	NOUN
easat-3714	209	17	.	.	PUNCT
easat-3714	210	1	1	1	X
easat-3714	210	2	.	.	X
easat-3714	210	3	the	the	DET
easat-3714	210	4	markov	markov	NOUN
easat-3714	210	5	chain	chain	NOUN
easat-3714	210	6	is	be	AUX
easat-3714	210	7	an	an	DET
easat-3714	210	8	approximation	approximation	NOUN
easat-3714	210	9	of	of	ADP
easat-3714	210	10	the	the	DET
easat-3714	210	11	markov	markov	NOUN
easat-3714	210	12	process	process	NOUN
easat-3714	210	13	.	.	PUNCT
easat-3714	211	1	2	2	X
easat-3714	211	2	.	.	X
easat-3714	211	3	net	net	ADJ
easat-3714	211	4	model	model	NOUN
easat-3714	211	5	of	of	ADP
easat-3714	211	6	queueing	queue	VERB
easat-3714	211	7	3	3	NUM
easat-3714	211	8	.	.	PUNCT
easat-3714	211	9	impart	impart	VERB
easat-3714	211	10	a	a	DET
easat-3714	211	11	semi	semi	ADJ
easat-3714	211	12	-	-	ADJ
easat-3714	211	13	markov	markov	ADJ
easat-3714	211	14	model	model	NOUN
easat-3714	211	15	.	.	PUNCT
easat-3714	212	1	4	4	X
easat-3714	212	2	.	.	X
easat-3714	212	3	network	network	NOUN
easat-3714	212	4	model	model	NOUN
easat-3714	212	5	for	for	ADP
easat-3714	212	6	stochastic	stochastic	ADJ
easat-3714	212	7	automata	automata	NOUN
easat-3714	212	8	5	5	NUM
easat-3714	212	9	.	.	PUNCT
easat-3714	212	10	tempored	tempore	VERB
easat-3714	212	11	-	-	PUNCT
easat-3714	212	12	petri	petri	ADJ
easat-3714	212	13	net	net	ADJ
easat-3714	212	14	simulation	simulation	NOUN
easat-3714	212	15	6	6	NUM
easat-3714	212	16	.	.	PUNCT
easat-3714	212	17	variegated	variegate	VERB
easat-3714	212	18	petri	petri	ADJ
easat-3714	212	19	dishes	dish	NOUN
easat-3714	212	20	7	7	NUM
easat-3714	212	21	.	.	NOUN
easat-3714	212	22	random	random	ADJ
easat-3714	212	23	petri	petri	ADJ
easat-3714	212	24	dish	dish	NOUN
easat-3714	212	25	8	8	NUM
easat-3714	212	26	.	.	PUNCT
easat-3714	213	1	poisson	poisson	PROPN
easat-3714	213	2	queueing	queue	VERB
easat-3714	213	3	9	9	NUM
easat-3714	213	4	.	.	PUNCT
easat-3714	213	5	model	model	NOUN
easat-3714	213	6	for	for	ADP
easat-3714	213	7	evaluating	evaluate	VERB
easat-3714	213	8	performance	performance	NOUN
easat-3714	213	9	.	.	PUNCT
easat-3714	214	1	10	10	NUM
easat-3714	214	2	.	.	X
easat-3714	214	3	mini	mini	ADJ
easat-3714	214	4	-	-	ADJ
easat-3714	214	5	max	max	ADJ
easat-3714	214	6	algebra	algebra	NOUN
easat-3714	214	7	and	and	CCONJ
easat-3714	214	8	process	process	NOUN
easat-3714	214	9	algebra	algebra	NOUN
easat-3714	214	10	3.3	3.3	NUM
easat-3714	214	11	.	.	PUNCT
easat-3714	215	1	challenges	challenge	NOUN
easat-3714	215	2	associated	associate	VERB
easat-3714	215	3	with	with	ADP
easat-3714	215	4	the	the	DET
easat-3714	215	5	markov	markov	NOUN
easat-3714	215	6	chain	chain	NOUN
easat-3714	215	7	•	•	ADV
easat-3714	215	8	inaccurate	inaccurate	ADJ
easat-3714	215	9	performance	performance	NOUN
easat-3714	215	10	estimations	estimation	NOUN
easat-3714	215	11	can	can	AUX
easat-3714	215	12	arise	arise	VERB
easat-3714	215	13	from	from	ADP
easat-3714	215	14	a	a	DET
easat-3714	215	15	multitude	multitude	NOUN
easat-3714	215	16	of	of	ADP
easat-3714	215	17	factors	factor	NOUN
easat-3714	215	18	,	,	PUNCT
easat-3714	215	19	including	include	VERB
easat-3714	215	20	challenges	challenge	NOUN
easat-3714	215	21	in	in	ADP
easat-3714	215	22	lead	lead	ADJ
easat-3714	215	23	time	time	NOUN
easat-3714	215	24	analysis	analysis	NOUN
easat-3714	215	25	,	,	PUNCT
easat-3714	215	26	the	the	DET
easat-3714	215	27	reliability	reliability	NOUN
easat-3714	215	28	of	of	ADP
easat-3714	215	29	sensitivity	sensitivity	NOUN
easat-3714	215	30	analysis	analysis	NOUN
easat-3714	215	31	,	,	PUNCT
easat-3714	215	32	and	and	CCONJ
easat-3714	215	33	behaviours	behaviour	NOUN
easat-3714	215	34	associated	associate	VERB
easat-3714	215	35	with	with	ADP
easat-3714	215	36	data	datum	NOUN
easat-3714	215	37	analysis	analysis	NOUN
easat-3714	215	38	.	.	PUNCT
easat-3714	216	1	•	•	NOUN
easat-3714	216	2	design	design	NOUN
easat-3714	216	3	challenges	challenge	NOUN
easat-3714	216	4	necessitating	necessitate	VERB
easat-3714	216	5	problem	problem	NOUN
easat-3714	216	6	-	-	PUNCT
easat-3714	216	7	solving	solve	VERB
easat-3714	216	8	skills	skill	NOUN
easat-3714	216	9	encompass	encompass	VERB
easat-3714	216	10	buffer	buffer	NOUN
easat-3714	216	11	allocations	allocation	NOUN
easat-3714	216	12	,	,	PUNCT
easat-3714	216	13	workload	workload	NOUN
easat-3714	216	14	distributions	distribution	NOUN
easat-3714	216	15	,	,	PUNCT
easat-3714	216	16	and	and	CCONJ
easat-3714	216	17	topical	topical	ADJ
easat-3714	216	18	network	network	NOUN
easat-3714	216	19	architectures	architecture	NOUN
easat-3714	216	20	.	.	PUNCT
easat-3714	217	1	•	•	NUM
easat-3714	217	2	in	in	ADP
easat-3714	217	3	instances	instance	NOUN
easat-3714	217	4	where	where	SCONJ
easat-3714	217	5	organisations	organisation	NOUN
easat-3714	217	6	are	be	AUX
easat-3714	217	7	incompatible	incompatible	ADJ
easat-3714	217	8	with	with	ADP
easat-3714	217	9	the	the	DET
easat-3714	217	10	existing	exist	VERB
easat-3714	217	11	markov	markov	NOUN
easat-3714	217	12	model	model	NOUN
easat-3714	217	13	,	,	PUNCT
easat-3714	217	14	optimisation	optimisation	NOUN
easat-3714	217	15	issues	issue	NOUN
easat-3714	217	16	related	relate	VERB
easat-3714	217	17	to	to	ADP
easat-3714	217	18	replacement	replacement	NOUN
easat-3714	217	19	policies	policy	NOUN
easat-3714	217	20	and	and	CCONJ
easat-3714	217	21	quality	quality	NOUN
easat-3714	217	22	enhancement	enhancement	NOUN
easat-3714	217	23	may	may	AUX
easat-3714	217	24	emerge	emerge	VERB
easat-3714	217	25	.	.	PUNCT
easat-3714	218	1	•	•	NUM
easat-3714	218	2	concerns	concern	NOUN
easat-3714	218	3	regarding	regard	VERB
easat-3714	218	4	capacity	capacity	NOUN
easat-3714	218	5	planning	planning	NOUN
easat-3714	218	6	,	,	PUNCT
easat-3714	218	7	management	management	NOUN
easat-3714	218	8	,	,	PUNCT
easat-3714	218	9	monitoring	monitoring	NOUN
easat-3714	218	10	strategies	strategy	NOUN
easat-3714	218	11	,	,	PUNCT
easat-3714	218	12	quality	quality	NOUN
easat-3714	218	13	control	control	NOUN
easat-3714	218	14	,	,	PUNCT
easat-3714	218	15	and	and	CCONJ
easat-3714	218	16	difficulties	difficulty	NOUN
easat-3714	218	17	related	relate	VERB
easat-3714	218	18	to	to	ADP
easat-3714	218	19	multistage	multistage	NOUN
easat-3714	218	20	and	and	CCONJ
easat-3714	218	21	multi	multi	ADJ
easat-3714	218	22	-	-	ADJ
easat-3714	218	23	allocation	allocation	ADJ
easat-3714	218	24	inventory	inventory	NOUN
easat-3714	218	25	are	be	AUX
easat-3714	218	26	all	all	ADV
easat-3714	218	27	intricately	intricately	ADV
easat-3714	218	28	connected	connect	VERB
easat-3714	218	29	to	to	ADP
easat-3714	218	30	issues	issue	NOUN
easat-3714	218	31	of	of	ADP
easat-3714	218	32	production	production	NOUN
easat-3714	218	33	planning	planning	NOUN
easat-3714	218	34	and	and	CCONJ
easat-3714	218	35	control	control	NOUN
easat-3714	218	36	.	.	PUNCT
easat-3714	219	1	•	•	NOUN
easat-3714	219	2	challenges	challenge	NOUN
easat-3714	219	3	in	in	ADP
easat-3714	219	4	sequencing	sequence	VERB
easat-3714	219	5	and	and	CCONJ
easat-3714	219	6	scheduling	scheduling	NOUN
easat-3714	219	7	of	of	ADP
easat-3714	219	8	production	production	NOUN
easat-3714	219	9	tasks	task	NOUN
easat-3714	219	10	,	,	PUNCT
easat-3714	219	11	as	as	ADV
easat-3714	219	12	well	well	ADV
easat-3714	219	13	as	as	ADP
easat-3714	219	14	issues	issue	NOUN
easat-3714	219	15	pertaining	pertain	VERB
easat-3714	219	16	to	to	PART
easat-3714	219	17	route	route	NOUN
easat-3714	219	18	variety	variety	NOUN
easat-3714	219	19	,	,	PUNCT
easat-3714	219	20	fleet	fleet	NOUN
easat-3714	219	21	size	size	NOUN
easat-3714	219	22	,	,	PUNCT
easat-3714	219	23	and	and	CCONJ
easat-3714	219	24	the	the	DET
easat-3714	219	25	quality	quality	NOUN
easat-3714	219	26	of	of	ADP
easat-3714	219	27	maintenance	maintenance	NOUN
easat-3714	219	28	schedules	schedule	NOUN
easat-3714	219	29	,	,	PUNCT
easat-3714	219	30	are	be	AUX
easat-3714	219	31	also	also	ADV
easat-3714	219	32	significant	significant	ADJ
easat-3714	219	33	.	.	PUNCT
easat-3714	220	1	3.4	3.4	NUM
easat-3714	220	2	.	.	PUNCT
easat-3714	220	3	theoretical	theoretical	ADJ
easat-3714	220	4	framework	framework	NOUN
easat-3714	220	5	the	the	DET
easat-3714	220	6	esteemed	esteemed	ADJ
easat-3714	220	7	russian	russian	ADJ
easat-3714	220	8	mathematician	mathematician	NOUN
easat-3714	220	9	andrey	andrey	PROPN
easat-3714	220	10	markov	markov	PROPN
easat-3714	220	11	established	establish	VERB
easat-3714	220	12	the	the	DET
easat-3714	220	13	significant	significant	ADJ
easat-3714	220	14	markov	markov	NOUN
easat-3714	220	15	chain	chain	NOUN
easat-3714	220	16	theory	theory	NOUN
easat-3714	220	17	in	in	ADP
easat-3714	220	18	1922	1922	NUM
easat-3714	220	19	,	,	PUNCT
easat-3714	220	20	as	as	SCONJ
easat-3714	220	21	noted	note	VERB
easat-3714	220	22	by	by	ADP
easat-3714	220	23	abellan	abellan	NOUN
easat-3714	220	24	-	-	PUNCT
easat-3714	220	25	nebot	nebot	PROPN
easat-3714	220	26	,	,	PUNCT
easat-3714	220	27	liu	liu	PROPN
easat-3714	220	28	,	,	PUNCT
easat-3714	220	29	subiron	subiron	PROPN
easat-3714	220	30	,	,	PUNCT
easat-3714	220	31	and	and	CCONJ
easat-3714	220	32	shi	shi	PROPN
easat-3714	220	33	(	(	PUNCT
easat-3714	220	34	2012	2012	NUM
easat-3714	220	35	)	)	PUNCT
easat-3714	220	36	.	.	PUNCT
easat-3714	221	1	within	within	ADP
easat-3714	221	2	the	the	DET
easat-3714	221	3	mathematical	mathematical	ADJ
easat-3714	221	4	framework	framework	NOUN
easat-3714	221	5	referred	refer	VERB
easat-3714	221	6	to	to	ADP
easat-3714	221	7	as	as	ADP
easat-3714	221	8	"	"	PUNCT
easat-3714	221	9	markov	markov	NOUN
easat-3714	221	10	chains	chain	NOUN
easat-3714	221	11	,	,	PUNCT
easat-3714	221	12	"	"	PUNCT
easat-3714	221	13	a	a	DET
easat-3714	221	14	system	system	NOUN
easat-3714	221	15	is	be	AUX
easat-3714	221	16	demonstrated	demonstrate	VERB
easat-3714	221	17	to	to	ADP
easat-3714	221	18	transition	transition	NOUN
easat-3714	221	19	between	between	ADP
easat-3714	221	20	states	state	NOUN
easat-3714	221	21	according	accord	VERB
easat-3714	221	22	to	to	ADP
easat-3714	221	23	predefined	predefine	VERB
easat-3714	221	24	probabilistic	probabilistic	ADJ
easat-3714	221	25	rules	rule	NOUN
easat-3714	221	26	.	.	PUNCT
easat-3714	222	1	markov	markov	NOUN
easat-3714	222	2	chain	chain	NOUN
easat-3714	222	3	theory	theory	NOUN
easat-3714	222	4	posits	posit	NOUN
easat-3714	222	5	(	(	PUNCT
easat-3714	222	6	abellan	abellan	NOUN
easat-3714	222	7	and	and	CCONJ
easat-3714	222	8	liu	liu	PROPN
easat-3714	222	9	,	,	PUNCT
easat-3714	222	10	2013	2013	NUM
easat-3714	222	11	)	)	PUNCT
easat-3714	222	12	that	that	SCONJ
easat-3714	222	13	,	,	PUNCT
easat-3714	222	14	given	give	VERB
easat-3714	222	15	any	any	DET
easat-3714	222	16	arbitrary	arbitrary	ADJ
easat-3714	222	17	initial	initial	ADJ
easat-3714	222	18	value	value	NOUN
easat-3714	222	19	,	,	PUNCT
easat-3714	222	20	the	the	DET
easat-3714	222	21	chain	chain	NOUN
easat-3714	222	22	will	will	AUX
easat-3714	222	23	converge	converge	VERB
easat-3714	222	24	to	to	ADP
easat-3714	222	25	an	an	DET
easat-3714	222	26	equilibrium	equilibrium	NOUN
easat-3714	222	27	point	point	NOUN
easat-3714	222	28	if	if	SCONJ
easat-3714	222	29	operated	operate	VERB
easat-3714	222	30	for	for	ADP
easat-3714	222	31	a	a	DET
easat-3714	222	32	sufficiently	sufficiently	ADV
easat-3714	222	33	extended	extend	VERB
easat-3714	222	34	duration	duration	NOUN
easat-3714	222	35	.	.	PUNCT
easat-3714	223	1	the	the	DET
easat-3714	223	2	mathematical	mathematical	ADJ
easat-3714	223	3	construct	construct	NOUN
easat-3714	223	4	known	know	VERB
easat-3714	223	5	as	as	ADP
easat-3714	223	6	a	a	DET
easat-3714	223	7	"	"	PUNCT
easat-3714	223	8	markov	markov	NOUN
easat-3714	223	9	chain	chain	NOUN
easat-3714	223	10	"	"	PUNCT
easat-3714	223	11	is	be	AUX
easat-3714	223	12	named	name	VERB
easat-3714	223	13	in	in	ADP
easat-3714	223	14	honour	honour	NOUN
easat-3714	223	15	of	of	ADP
easat-3714	223	16	the	the	DET
easat-3714	223	17	distinguished	distinguished	ADJ
easat-3714	223	18	andrey	andrey	PROPN
easat-3714	223	19	markov	markov	PROPN
easat-3714	223	20	,	,	PUNCT
easat-3714	223	21	who	who	PRON
easat-3714	223	22	proposed	propose	VERB
easat-3714	223	23	a	a	DET
easat-3714	223	24	model	model	NOUN
easat-3714	223	25	that	that	PRON
easat-3714	223	26	could	could	AUX
easat-3714	223	27	be	be	AUX
easat-3714	223	28	employed	employ	VERB
easat-3714	223	29	to	to	PART
easat-3714	223	30	comprehend	comprehend	VERB
easat-3714	223	31	and	and	CCONJ
easat-3714	223	32	analyse	analyse	NOUN
easat-3714	223	33	systems	system	NOUN
easat-3714	223	34	that	that	PRON
easat-3714	223	35	evolve	evolve	VERB
easat-3714	223	36	according	accord	VERB
easat-3714	223	37	to	to	ADP
easat-3714	223	38	specified	specified	ADJ
easat-3714	223	39	probabilities	probability	NOUN
easat-3714	223	40	.	.	PUNCT
easat-3714	224	1	this	this	DET
easat-3714	224	2	theoretical	theoretical	ADJ
easat-3714	224	3	framework	framework	NOUN
easat-3714	224	4	asserts	assert	VERB
easat-3714	224	5	that	that	SCONJ
easat-3714	224	6	it	it	PRON
easat-3714	224	7	is	be	AUX
easat-3714	224	8	possible	possible	ADJ
easat-3714	224	9	to	to	PART
easat-3714	224	10	make	make	VERB
easat-3714	224	11	predictions	prediction	NOUN
easat-3714	224	12	about	about	ADP
easat-3714	224	13	future	future	ADJ
easat-3714	224	14	events	event	NOUN
easat-3714	224	15	based	base	VERB
easat-3714	224	16	on	on	ADP
easat-3714	224	17	historical	historical	ADJ
easat-3714	224	18	data	datum	NOUN
easat-3714	224	19	.	.	PUNCT
easat-3714	225	1	predictions	prediction	NOUN
easat-3714	225	2	concerning	concern	VERB
easat-3714	225	3	phenomena	phenomenon	NOUN
easat-3714	225	4	such	such	ADJ
easat-3714	225	5	as	as	ADP
easat-3714	225	6	stock	stock	NOUN
easat-3714	225	7	market	market	NOUN
easat-3714	225	8	trends	trend	NOUN
easat-3714	225	9	or	or	CCONJ
easat-3714	225	10	weather	weather	NOUN
easat-3714	225	11	patterns	pattern	NOUN
easat-3714	225	12	,	,	PUNCT
easat-3714	225	13	for	for	ADP
easat-3714	225	14	instance	instance	NOUN
easat-3714	225	15	,	,	PUNCT
easat-3714	225	16	tend	tend	VERB
easat-3714	225	17	to	to	PART
easat-3714	225	18	extend	extend	VERB
easat-3714	225	19	significantly	significantly	ADV
easat-3714	225	20	into	into	ADP
easat-3714	225	21	the	the	DET
easat-3714	225	22	future	future	NOUN
easat-3714	225	23	(	(	PUNCT
easat-3714	225	24	akumu	akumu	NOUN
easat-3714	225	25	,	,	PUNCT
easat-3714	225	26	2014	2014	NUM
easat-3714	225	27	;	;	PUNCT
easat-3714	225	28	ambreen	ambreen	NOUN
easat-3714	225	29	&	&	CCONJ
easat-3714	225	30	aftab	aftab	PROPN
easat-3714	225	31	,	,	PUNCT
easat-3714	225	32	2016	2016	NUM
easat-3714	225	33	)	)	PUNCT
easat-3714	225	34	,	,	PUNCT
easat-3714	225	35	although	although	SCONJ
easat-3714	225	36	the	the	DET
easat-3714	225	37	accuracy	accuracy	NOUN
easat-3714	225	38	of	of	ADP
easat-3714	225	39	these	these	DET
easat-3714	225	40	predictions	prediction	NOUN
easat-3714	225	41	may	may	AUX
easat-3714	225	42	vary	vary	VERB
easat-3714	225	43	.	.	PUNCT
easat-3714	226	1	the	the	DET
easat-3714	226	2	highly	highly	ADV
easat-3714	226	3	regarded	regard	VERB
easat-3714	226	4	mathematical	mathematical	ADJ
easat-3714	226	5	construct	construct	NOUN
easat-3714	226	6	of	of	ADP
easat-3714	226	7	the	the	DET
easat-3714	226	8	markov	markov	NOUN
easat-3714	226	9	chain	chain	NOUN
easat-3714	226	10	has	have	VERB
easat-3714	226	11	7854	7854	NUM
easat-3714	226	12	edelweiss	edelweiss	PROPN
easat-3714	226	13	applied	apply	VERB
easat-3714	226	14	science	science	NOUN
easat-3714	226	15	and	and	CCONJ
easat-3714	226	16	technology	technology	NOUN
easat-3714	226	17	issn	issn	PROPN
easat-3714	226	18	:	:	PUNCT
easat-3714	226	19	2576	2576	NUM
easat-3714	226	20	-	-	SYM
easat-3714	226	21	8484	8484	NUM
easat-3714	226	22	vol	vol	NOUN
easat-3714	226	23	.	.	PROPN
easat-3714	226	24	8	8	NUM
easat-3714	226	25	,	,	PUNCT
easat-3714	226	26	no	no	INTJ
easat-3714	226	27	.	.	NOUN
easat-3714	227	1	6	6	NUM
easat-3714	227	2	:	:	SYM
easat-3714	227	3	7846	7846	NUM
easat-3714	227	4	-	-	SYM
easat-3714	227	5	7864	7864	NUM
easat-3714	227	6	,	,	PUNCT
easat-3714	227	7	2024	2024	NUM
easat-3714	227	8	doi	doi	NOUN
easat-3714	227	9	:	:	PUNCT
easat-3714	227	10	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	227	11	©	©	PROPN
easat-3714	227	12	2024	2024	NUM
easat-3714	227	13	by	by	ADP
easat-3714	227	14	the	the	DET
easat-3714	227	15	author	author	NOUN
easat-3714	227	16	;	;	PUNCT
easat-3714	227	17	licensee	licensee	PROPN
easat-3714	227	18	learning	learning	NOUN
easat-3714	227	19	gate	gate	VERB
easat-3714	227	20	numerous	numerous	ADJ
easat-3714	227	21	applications	application	NOUN
easat-3714	227	22	in	in	ADP
easat-3714	227	23	statistical	statistical	ADJ
easat-3714	227	24	modelling	modelling	NOUN
easat-3714	227	25	.	.	PUNCT
easat-3714	228	1	notable	notable	ADJ
easat-3714	228	2	examples	example	NOUN
easat-3714	228	3	of	of	ADP
easat-3714	228	4	real	real	ADJ
easat-3714	228	5	-	-	PUNCT
easat-3714	228	6	world	world	NOUN
easat-3714	228	7	processes	process	NOUN
easat-3714	228	8	where	where	SCONJ
easat-3714	228	9	these	these	DET
easat-3714	228	10	applications	application	NOUN
easat-3714	228	11	are	be	AUX
easat-3714	228	12	relevant	relevant	ADJ
easat-3714	228	13	include	include	VERB
easat-3714	228	14	animal	animal	NOUN
easat-3714	228	15	population	population	NOUN
easat-3714	228	16	dynamics	dynamic	NOUN
easat-3714	228	17	,	,	PUNCT
easat-3714	228	18	customer	customer	NOUN
easat-3714	228	19	queuing	queuing	NOUN
easat-3714	228	20	systems	system	NOUN
easat-3714	228	21	at	at	ADP
easat-3714	228	22	airports	airport	NOUN
easat-3714	228	23	,	,	PUNCT
easat-3714	228	24	and	and	CCONJ
easat-3714	228	25	the	the	DET
easat-3714	228	26	fluctuating	fluctuate	VERB
easat-3714	228	27	values	value	NOUN
easat-3714	228	28	of	of	ADP
easat-3714	228	29	currencies	currency	NOUN
easat-3714	228	30	.	.	PUNCT
easat-3714	229	1	the	the	DET
easat-3714	229	2	examination	examination	NOUN
easat-3714	229	3	of	of	ADP
easat-3714	229	4	stochastic	stochastic	ADJ
easat-3714	229	5	models	model	NOUN
easat-3714	229	6	that	that	PRON
easat-3714	229	7	elucidate	elucidate	VERB
easat-3714	229	8	a	a	DET
easat-3714	229	9	sequence	sequence	NOUN
easat-3714	229	10	of	of	ADP
easat-3714	229	11	potential	potential	ADJ
easat-3714	229	12	occurrences	occurrence	NOUN
easat-3714	229	13	,	,	PUNCT
easat-3714	229	14	in	in	ADP
easat-3714	229	15	which	which	PRON
easat-3714	229	16	the	the	DET
easat-3714	229	17	probability	probability	NOUN
easat-3714	229	18	of	of	ADP
easat-3714	229	19	each	each	DET
easat-3714	229	20	event	event	NOUN
easat-3714	229	21	is	be	AUX
easat-3714	229	22	contingent	contingent	ADJ
easat-3714	229	23	solely	solely	ADV
easat-3714	229	24	on	on	ADP
easat-3714	229	25	the	the	DET
easat-3714	229	26	preceding	precede	VERB
easat-3714	229	27	one	one	NUM
easat-3714	229	28	,	,	PUNCT
easat-3714	229	29	is	be	AUX
easat-3714	229	30	referred	refer	VERB
easat-3714	229	31	to	to	ADP
easat-3714	229	32	as	as	ADP
easat-3714	229	33	markov	markov	NOUN
easat-3714	229	34	chain	chain	NOUN
easat-3714	229	35	theory	theory	NOUN
easat-3714	229	36	(	(	PUNCT
easat-3714	229	37	babai	babai	PROPN
easat-3714	229	38	,	,	PUNCT
easat-3714	229	39	boylan	boylan	PROPN
easat-3714	229	40	,	,	PUNCT
easat-3714	229	41	syntetos	syntetos	PROPN
easat-3714	229	42	&	&	CCONJ
easat-3714	229	43	ali	ali	PROPN
easat-3714	229	44	,	,	PUNCT
easat-3714	229	45	2016	2016	NUM
easat-3714	229	46	)	)	PUNCT
easat-3714	229	47	.	.	PUNCT
easat-3714	230	1	probabilistic	probabilistic	ADJ
easat-3714	230	2	models	model	NOUN
easat-3714	230	3	that	that	PRON
easat-3714	230	4	illuminate	illuminate	VERB
easat-3714	230	5	a	a	DET
easat-3714	230	6	series	series	NOUN
easat-3714	230	7	of	of	ADP
easat-3714	230	8	probable	probable	ADJ
easat-3714	230	9	events	event	NOUN
easat-3714	230	10	are	be	AUX
easat-3714	230	11	termed	term	VERB
easat-3714	230	12	markov	markov	NOUN
easat-3714	230	13	chains	chain	NOUN
easat-3714	230	14	or	or	CCONJ
easat-3714	230	15	markov	markov	NOUN
easat-3714	230	16	processes	process	NOUN
easat-3714	230	17	.	.	PUNCT
easat-3714	231	1	this	this	DET
easat-3714	231	2	theory	theory	NOUN
easat-3714	231	3	is	be	AUX
easat-3714	231	4	characterised	characterise	VERB
easat-3714	231	5	by	by	ADP
easat-3714	231	6	the	the	DET
easat-3714	231	7	principle	principle	NOUN
easat-3714	231	8	that	that	SCONJ
easat-3714	231	9	the	the	DET
easat-3714	231	10	state	state	NOUN
easat-3714	231	11	attained	attain	VERB
easat-3714	231	12	in	in	ADP
easat-3714	231	13	the	the	DET
easat-3714	231	14	preceding	precede	VERB
easat-3714	231	15	event	event	NOUN
easat-3714	231	16	is	be	AUX
easat-3714	231	17	the	the	DET
easat-3714	231	18	sole	sole	ADJ
easat-3714	231	19	determinant	determinant	NOUN
easat-3714	231	20	of	of	ADP
easat-3714	231	21	the	the	DET
easat-3714	231	22	probability	probability	NOUN
easat-3714	231	23	of	of	ADP
easat-3714	231	24	each	each	DET
easat-3714	231	25	subsequent	subsequent	ADJ
easat-3714	231	26	event	event	NOUN
easat-3714	231	27	.	.	PUNCT
easat-3714	232	1	in	in	ADP
easat-3714	232	2	more	more	ADV
easat-3714	232	3	accessible	accessible	ADJ
easat-3714	232	4	language	language	NOUN
easat-3714	232	5	,	,	PUNCT
easat-3714	232	6	this	this	PRON
easat-3714	232	7	can	can	AUX
easat-3714	232	8	be	be	AUX
easat-3714	232	9	described	describe	VERB
easat-3714	232	10	as	as	ADP
easat-3714	232	11	the	the	DET
easat-3714	232	12	notion	notion	NOUN
easat-3714	232	13	that	that	SCONJ
easat-3714	232	14	future	future	ADJ
easat-3714	232	15	occurrences	occurrence	NOUN
easat-3714	232	16	are	be	AUX
easat-3714	232	17	dependent	dependent	ADJ
easat-3714	232	18	on	on	ADP
easat-3714	232	19	present	present	ADJ
easat-3714	232	20	conditions	condition	NOUN
easat-3714	232	21	.	.	PUNCT
easat-3714	233	1	the	the	DET
easat-3714	233	2	markov	markov	NOUN
easat-3714	233	3	chain	chain	NOUN
easat-3714	233	4	,	,	PUNCT
easat-3714	233	5	a	a	DET
easat-3714	233	6	robust	robust	ADJ
easat-3714	233	7	mathematical	mathematical	ADJ
easat-3714	233	8	construct	construct	NOUN
easat-3714	233	9	,	,	PUNCT
easat-3714	233	10	finds	find	VERB
easat-3714	233	11	extensive	extensive	ADJ
easat-3714	233	12	application	application	NOUN
easat-3714	233	13	in	in	ADP
easat-3714	233	14	statistical	statistical	ADJ
easat-3714	233	15	modelling	modelling	NOUN
easat-3714	233	16	.	.	PUNCT
easat-3714	234	1	numerous	numerous	ADJ
easat-3714	234	2	real	real	ADJ
easat-3714	234	3	-	-	PUNCT
easat-3714	234	4	world	world	NOUN
easat-3714	234	5	processes	process	NOUN
easat-3714	234	6	demonstrate	demonstrate	VERB
easat-3714	234	7	these	these	DET
easat-3714	234	8	applications	application	NOUN
easat-3714	234	9	,	,	PUNCT
easat-3714	234	10	including	include	VERB
easat-3714	234	11	dynamics	dynamic	NOUN
easat-3714	234	12	of	of	ADP
easat-3714	234	13	animal	animal	NOUN
easat-3714	234	14	populations	population	NOUN
easat-3714	234	15	,	,	PUNCT
easat-3714	234	16	customer	customer	NOUN
easat-3714	234	17	queue	queue	NOUN
easat-3714	234	18	formation	formation	NOUN
easat-3714	234	19	at	at	ADP
easat-3714	234	20	airports	airport	NOUN
easat-3714	234	21	,	,	PUNCT
easat-3714	234	22	and	and	CCONJ
easat-3714	234	23	the	the	DET
easat-3714	234	24	fluctuating	fluctuate	VERB
easat-3714	234	25	landscape	landscape	NOUN
easat-3714	234	26	of	of	ADP
easat-3714	234	27	currency	currency	NOUN
easat-3714	234	28	exchange	exchange	NOUN
easat-3714	234	29	rates	rate	NOUN
easat-3714	234	30	.	.	PUNCT
easat-3714	235	1	as	as	ADP
easat-3714	235	2	a	a	DET
easat-3714	235	3	widely	widely	ADV
easat-3714	235	4	utilised	utilise	VERB
easat-3714	235	5	concept	concept	NOUN
easat-3714	235	6	across	across	ADP
easat-3714	235	7	various	various	ADJ
easat-3714	235	8	disciplines	discipline	NOUN
easat-3714	235	9	,	,	PUNCT
easat-3714	235	10	the	the	DET
easat-3714	235	11	markov	markov	NOUN
easat-3714	235	12	chain	chain	NOUN
easat-3714	235	13	constitutes	constitute	VERB
easat-3714	235	14	a	a	DET
easat-3714	235	15	cornerstone	cornerstone	NOUN
easat-3714	235	16	of	of	ADP
easat-3714	235	17	stochastic	stochastic	ADJ
easat-3714	235	18	processes	process	NOUN
easat-3714	235	19	and	and	CCONJ
easat-3714	235	20	probability	probability	NOUN
easat-3714	235	21	theory	theory	NOUN
easat-3714	235	22	.	.	PUNCT
easat-3714	236	1	fields	field	NOUN
easat-3714	236	2	such	such	ADJ
easat-3714	236	3	as	as	ADP
easat-3714	236	4	physics	physics	NOUN
easat-3714	236	5	,	,	PUNCT
easat-3714	236	6	genetics	genetic	NOUN
easat-3714	236	7	,	,	PUNCT
easat-3714	236	8	mathematics	mathematic	NOUN
easat-3714	236	9	,	,	PUNCT
easat-3714	236	10	economics	economic	NOUN
easat-3714	236	11	,	,	PUNCT
easat-3714	236	12	as	as	ADV
easat-3714	236	13	well	well	ADV
easat-3714	236	14	as	as	ADP
easat-3714	236	15	data	datum	NOUN
easat-3714	236	16	science	science	NOUN
easat-3714	236	17	and	and	CCONJ
easat-3714	236	18	machine	machine	NOUN
easat-3714	236	19	learning	learning	NOUN
easat-3714	236	20	,	,	PUNCT
easat-3714	236	21	are	be	AUX
easat-3714	236	22	encompassed	encompass	VERB
easat-3714	236	23	within	within	ADP
easat-3714	236	24	this	this	DET
easat-3714	236	25	discussion	discussion	NOUN
easat-3714	236	26	.	.	PUNCT
easat-3714	237	1	notably	notably	ADV
easat-3714	237	2	,	,	PUNCT
easat-3714	237	3	this	this	DET
easat-3714	237	4	argument	argument	NOUN
easat-3714	237	5	is	be	AUX
easat-3714	237	6	substantiated	substantiate	VERB
easat-3714	237	7	by	by	ADP
easat-3714	237	8	the	the	DET
easat-3714	237	9	citations	citation	NOUN
easat-3714	237	10	of	of	ADP
easat-3714	237	11	chaipradabgiat	chaipradabgiat	NOUN
easat-3714	237	12	,	,	PUNCT
easat-3714	237	13	jin	jin	NOUN
easat-3714	237	14	,	,	PUNCT
easat-3714	237	15	and	and	CCONJ
easat-3714	237	16	shi	shi	PROPN
easat-3714	237	17	(	(	PUNCT
easat-3714	237	18	2009	2009	NUM
easat-3714	237	19	)	)	PUNCT
easat-3714	237	20	and	and	CCONJ
easat-3714	237	21	chatys	chatys	PROPN
easat-3714	237	22	(	(	PUNCT
easat-3714	237	23	2020	2020	NUM
easat-3714	237	24	)	)	PUNCT
easat-3714	237	25	.	.	PUNCT
easat-3714	238	1	the	the	DET
easat-3714	238	2	theory	theory	NOUN
easat-3714	238	3	of	of	ADP
easat-3714	238	4	information	information	NOUN
easat-3714	238	5	foraging	forage	VERB
easat-3714	238	6	is	be	AUX
easat-3714	238	7	currently	currently	ADV
easat-3714	238	8	a	a	DET
easat-3714	238	9	prominent	prominent	ADJ
easat-3714	238	10	topic	topic	NOUN
easat-3714	238	11	of	of	ADP
easat-3714	238	12	discussion	discussion	NOUN
easat-3714	238	13	.	.	PUNCT
easat-3714	239	1	the	the	DET
easat-3714	239	2	concept	concept	NOUN
easat-3714	239	3	,	,	PUNCT
easat-3714	239	4	which	which	PRON
easat-3714	239	5	emerged	emerge	VERB
easat-3714	239	6	in	in	ADP
easat-3714	239	7	the	the	DET
easat-3714	239	8	early	early	ADJ
easat-3714	239	9	1990s	1990s	NUM
easat-3714	239	10	,	,	PUNCT
easat-3714	239	11	is	be	AUX
easat-3714	239	12	generally	generally	ADV
easat-3714	239	13	attributed	attribute	VERB
easat-3714	239	14	to	to	ADP
easat-3714	239	15	esteemed	esteemed	ADJ
easat-3714	239	16	scholars	scholar	NOUN
easat-3714	239	17	stuart	stuart	PROPN
easat-3714	239	18	card	card	PROPN
easat-3714	239	19	and	and	CCONJ
easat-3714	239	20	peter	peter	PROPN
easat-3714	239	21	pirolli	pirolli	PROPN
easat-3714	239	22	.	.	PUNCT
easat-3714	240	1	information	information	NOUN
easat-3714	240	2	foraging	forage	VERB
easat-3714	240	3	theory	theory	NOUN
easat-3714	240	4	investigates	investigate	VERB
easat-3714	240	5	the	the	DET
easat-3714	240	6	intricate	intricate	ADJ
easat-3714	240	7	dynamics	dynamic	NOUN
easat-3714	240	8	of	of	ADP
easat-3714	240	9	human	human	ADJ
easat-3714	240	10	behaviour	behaviour	NOUN
easat-3714	240	11	by	by	ADP
easat-3714	240	12	drawing	draw	VERB
easat-3714	240	13	parallels	parallel	NOUN
easat-3714	240	14	between	between	ADP
easat-3714	240	15	the	the	DET
easat-3714	240	16	cognitive	cognitive	ADJ
easat-3714	240	17	processes	process	NOUN
easat-3714	240	18	of	of	ADP
easat-3714	240	19	homo	homo	NOUN
easat-3714	240	20	sapiens	sapien	VERB
easat-3714	240	21	and	and	CCONJ
easat-3714	240	22	the	the	DET
easat-3714	240	23	instinctual	instinctual	ADJ
easat-3714	240	24	hunting	hunt	VERB
easat-3714	240	25	patterns	pattern	NOUN
easat-3714	240	26	of	of	ADP
easat-3714	240	27	various	various	ADJ
easat-3714	240	28	animal	animal	NOUN
easat-3714	240	29	species	specie	NOUN
easat-3714	240	30	.	.	PUNCT
easat-3714	241	1	this	this	DET
easat-3714	241	2	intriguing	intriguing	ADJ
easat-3714	241	3	hypothesis	hypothesis	NOUN
easat-3714	241	4	posits	posit	NOUN
easat-3714	241	5	that	that	PRON
easat-3714	241	6	,	,	PUNCT
easat-3714	241	7	akin	akin	ADJ
easat-3714	241	8	to	to	ADP
easat-3714	241	9	other	other	ADJ
easat-3714	241	10	animals	animal	NOUN
easat-3714	241	11	,	,	PUNCT
easat-3714	241	12	humans	human	NOUN
easat-3714	241	13	possess	possess	VERB
easat-3714	241	14	an	an	DET
easat-3714	241	15	inherent	inherent	ADJ
easat-3714	241	16	drive	drive	NOUN
easat-3714	241	17	to	to	PART
easat-3714	241	18	seek	seek	VERB
easat-3714	241	19	out	out	ADP
easat-3714	241	20	and	and	CCONJ
easat-3714	241	21	acquire	acquire	VERB
easat-3714	241	22	new	new	ADJ
easat-3714	241	23	knowledge	knowledge	NOUN
easat-3714	241	24	in	in	ADP
easat-3714	241	25	order	order	NOUN
easat-3714	241	26	to	to	PART
easat-3714	241	27	more	more	ADV
easat-3714	241	28	effectively	effectively	ADV
easat-3714	241	29	address	address	NOUN
easat-3714	241	30	and	and	CCONJ
easat-3714	241	31	surmount	surmount	VERB
easat-3714	241	32	existing	exist	VERB
easat-3714	241	33	challenges	challenge	NOUN
easat-3714	241	34	.	.	PUNCT
easat-3714	242	1	research	research	NOUN
easat-3714	242	2	conducted	conduct	VERB
easat-3714	242	3	by	by	ADP
easat-3714	242	4	ching	ching	PROPN
easat-3714	242	5	,	,	PUNCT
easat-3714	242	6	fung	fung	PROPN
easat-3714	242	7	,	,	PUNCT
easat-3714	242	8	and	and	CCONJ
easat-3714	242	9	ng	ng	PROPN
easat-3714	242	10	(	(	PUNCT
easat-3714	242	11	2002	2002	NUM
easat-3714	242	12	)	)	PUNCT
easat-3714	242	13	indicates	indicate	VERB
easat-3714	242	14	that	that	SCONJ
easat-3714	242	15	the	the	DET
easat-3714	242	16	information	information	NOUN
easat-3714	242	17	foraging	forage	VERB
easat-3714	242	18	hypothesis	hypothesis	NOUN
easat-3714	242	19	elucidates	elucidate	VERB
easat-3714	242	20	the	the	DET
easat-3714	242	21	natural	natural	ADJ
easat-3714	242	22	curiosity	curiosity	NOUN
easat-3714	242	23	exhibited	exhibit	VERB
easat-3714	242	24	by	by	ADP
easat-3714	242	25	humans	human	NOUN
easat-3714	242	26	,	,	PUNCT
easat-3714	242	27	who	who	PRON
easat-3714	242	28	are	be	AUX
easat-3714	242	29	perpetually	perpetually	ADV
easat-3714	242	30	in	in	ADP
easat-3714	242	31	pursuit	pursuit	NOUN
easat-3714	242	32	of	of	ADP
easat-3714	242	33	novel	novel	ADJ
easat-3714	242	34	learning	learning	NOUN
easat-3714	242	35	opportunities	opportunity	NOUN
easat-3714	242	36	.	.	PUNCT
easat-3714	243	1	this	this	DET
easat-3714	243	2	inquisitiveness	inquisitiveness	NOUN
easat-3714	243	3	is	be	AUX
easat-3714	243	4	attributable	attributable	ADJ
easat-3714	243	5	to	to	ADP
easat-3714	243	6	the	the	DET
easat-3714	243	7	utilisation	utilisation	NOUN
easat-3714	243	8	of	of	ADP
easat-3714	243	9	innate	innate	ADJ
easat-3714	243	10	foraging	forage	VERB
easat-3714	243	11	capabilities	capability	NOUN
easat-3714	243	12	,	,	PUNCT
easat-3714	243	13	which	which	PRON
easat-3714	243	14	evolved	evolve	VERB
easat-3714	243	15	to	to	PART
easat-3714	243	16	assist	assist	VERB
easat-3714	243	17	animals	animal	NOUN
easat-3714	243	18	in	in	ADP
easat-3714	243	19	locating	locate	VERB
easat-3714	243	20	sustenance	sustenance	NOUN
easat-3714	243	21	.	.	PUNCT
easat-3714	244	1	in	in	ADP
easat-3714	244	2	their	their	PRON
easat-3714	244	3	study	study	NOUN
easat-3714	244	4	,	,	PUNCT
easat-3714	244	5	ahmed	ahmed	PROPN
easat-3714	244	6	,	,	PUNCT
easat-3714	244	7	hasan	hasan	PROPN
easat-3714	244	8	,	,	PUNCT
easat-3714	244	9	hoque	hoque	NOUN
easat-3714	244	10	,	,	PUNCT
easat-3714	244	11	and	and	CCONJ
easat-3714	244	12	alam	alam	PROPN
easat-3714	244	13	(	(	PUNCT
easat-3714	244	14	2018	2018	NUM
easat-3714	244	15	)	)	PUNCT
easat-3714	244	16	assert	assert	VERB
easat-3714	244	17	that	that	SCONJ
easat-3714	244	18	information	information	NOUN
easat-3714	244	19	foraging	forage	VERB
easat-3714	244	20	theory	theory	NOUN
easat-3714	244	21	encompasses	encompass	VERB
easat-3714	244	22	a	a	DET
easat-3714	244	23	range	range	NOUN
easat-3714	244	24	of	of	ADP
easat-3714	244	25	information	information	NOUN
easat-3714	244	26	technologies	technology	NOUN
easat-3714	244	27	and	and	CCONJ
easat-3714	244	28	methodologies	methodology	NOUN
easat-3714	244	29	developed	develop	VERB
easat-3714	244	30	through	through	ADP
easat-3714	244	31	extensive	extensive	ADJ
easat-3714	244	32	research	research	NOUN
easat-3714	244	33	on	on	ADP
easat-3714	244	34	human	human	ADJ
easat-3714	244	35	behaviour	behaviour	NOUN
easat-3714	244	36	to	to	PART
easat-3714	244	37	fulfil	fulfil	VERB
easat-3714	244	38	diverse	diverse	ADJ
easat-3714	244	39	needs	need	NOUN
easat-3714	244	40	and	and	CCONJ
easat-3714	244	41	overcome	overcome	VERB
easat-3714	244	42	various	various	ADJ
easat-3714	244	43	obstacles	obstacle	NOUN
easat-3714	244	44	.	.	PUNCT
easat-3714	245	1	the	the	DET
easat-3714	245	2	mathematical	mathematical	ADJ
easat-3714	245	3	inclination	inclination	NOUN
easat-3714	245	4	to	to	PART
easat-3714	245	5	explore	explore	VERB
easat-3714	245	6	potential	potential	ADJ
easat-3714	245	7	solutions	solution	NOUN
easat-3714	245	8	to	to	ADP
easat-3714	245	9	inventory	inventory	NOUN
easat-3714	245	10	-	-	PUNCT
easat-3714	245	11	related	relate	VERB
easat-3714	245	12	issues	issue	NOUN
easat-3714	245	13	serves	serve	VERB
easat-3714	245	14	as	as	ADP
easat-3714	245	15	the	the	DET
easat-3714	245	16	connection	connection	NOUN
easat-3714	245	17	between	between	ADP
easat-3714	245	18	markov	markov	NOUN
easat-3714	245	19	chains	chain	NOUN
easat-3714	245	20	and	and	CCONJ
easat-3714	245	21	inventory	inventory	NOUN
easat-3714	245	22	management	management	NOUN
easat-3714	245	23	(	(	PUNCT
easat-3714	245	24	isik	isik	NOUN
easat-3714	245	25	,	,	PUNCT
easat-3714	245	26	unal	unal	ADJ
easat-3714	245	27	,	,	PUNCT
easat-3714	245	28	&	&	CCONJ
easat-3714	245	29	una	una	PROPN
easat-3714	245	30	,	,	PUNCT
easat-3714	245	31	2017	2017	NUM
easat-3714	245	32	)	)	PUNCT
easat-3714	245	33	.	.	PUNCT
easat-3714	246	1	the	the	DET
easat-3714	246	2	fundamental	fundamental	ADJ
easat-3714	246	3	premise	premise	NOUN
easat-3714	246	4	of	of	ADP
easat-3714	246	5	information	information	NOUN
easat-3714	246	6	foraging	forage	VERB
easat-3714	246	7	theory	theory	NOUN
easat-3714	246	8	is	be	AUX
easat-3714	246	9	the	the	DET
easat-3714	246	10	attempt	attempt	NOUN
easat-3714	246	11	to	to	PART
easat-3714	246	12	draw	draw	VERB
easat-3714	246	13	parallels	parallel	NOUN
easat-3714	246	14	between	between	ADP
easat-3714	246	15	the	the	DET
easat-3714	246	16	strategies	strategy	NOUN
easat-3714	246	17	employed	employ	VERB
easat-3714	246	18	by	by	ADP
easat-3714	246	19	animals	animal	NOUN
easat-3714	246	20	to	to	PART
easat-3714	246	21	procure	procure	VERB
easat-3714	246	22	food	food	NOUN
easat-3714	246	23	in	in	ADP
easat-3714	246	24	their	their	PRON
easat-3714	246	25	natural	natural	ADJ
easat-3714	246	26	environments	environment	NOUN
easat-3714	246	27	and	and	CCONJ
easat-3714	246	28	the	the	DET
easat-3714	246	29	analogous	analogous	ADJ
easat-3714	246	30	approaches	approach	NOUN
easat-3714	246	31	utilised	utilise	VERB
easat-3714	246	32	by	by	ADP
easat-3714	246	33	humans	human	NOUN
easat-3714	246	34	to	to	PART
easat-3714	246	35	seek	seek	VERB
easat-3714	246	36	information	information	NOUN
easat-3714	246	37	.	.	PUNCT
easat-3714	247	1	this	this	DET
easat-3714	247	2	comparison	comparison	NOUN
easat-3714	247	3	is	be	AUX
easat-3714	247	4	made	make	VERB
easat-3714	247	5	to	to	PART
easat-3714	247	6	illustrate	illustrate	VERB
easat-3714	247	7	how	how	SCONJ
easat-3714	247	8	markov	markov	NOUN
easat-3714	247	9	chain	chain	NOUN
easat-3714	247	10	analysis	analysis	NOUN
easat-3714	247	11	serves	serve	VERB
easat-3714	247	12	as	as	ADP
easat-3714	247	13	a	a	DET
easat-3714	247	14	representation	representation	NOUN
easat-3714	247	15	of	of	ADP
easat-3714	247	16	how	how	SCONJ
easat-3714	247	17	data	datum	NOUN
easat-3714	247	18	can	can	AUX
easat-3714	247	19	enhance	enhance	VERB
easat-3714	247	20	individuals	individual	NOUN
easat-3714	247	21	'	'	PART
easat-3714	247	22	predictive	predictive	ADJ
easat-3714	247	23	capabilities	capability	NOUN
easat-3714	247	24	,	,	PUNCT
easat-3714	247	25	thereby	thereby	ADV
easat-3714	247	26	enabling	enable	VERB
easat-3714	247	27	them	they	PRON
easat-3714	247	28	to	to	PART
easat-3714	247	29	anticipate	anticipate	VERB
easat-3714	247	30	events	event	NOUN
easat-3714	247	31	such	such	ADJ
easat-3714	247	32	as	as	ADP
easat-3714	247	33	future	future	ADJ
easat-3714	247	34	stock	stock	NOUN
easat-3714	247	35	price	price	NOUN
easat-3714	247	36	fluctuations	fluctuation	NOUN
easat-3714	247	37	and	and	CCONJ
easat-3714	247	38	the	the	DET
easat-3714	247	39	likelihood	likelihood	NOUN
easat-3714	247	40	of	of	ADP
easat-3714	247	41	overdue	overdue	ADJ
easat-3714	247	42	bills	bill	NOUN
easat-3714	247	43	.	.	PUNCT
easat-3714	248	1	this	this	DET
easat-3714	248	2	discussion	discussion	NOUN
easat-3714	248	3	addresses	address	VERB
easat-3714	248	4	the	the	DET
easat-3714	248	5	topic	topic	NOUN
easat-3714	248	6	of	of	ADP
easat-3714	248	7	optimum	optimum	ADJ
easat-3714	248	8	inventory	inventory	NOUN
easat-3714	248	9	management	management	NOUN
easat-3714	248	10	theory	theory	NOUN
easat-3714	248	11	.	.	PUNCT
easat-3714	249	1	the	the	DET
easat-3714	249	2	urgent	urgent	ADJ
easat-3714	249	3	necessity	necessity	NOUN
easat-3714	249	4	to	to	PART
easat-3714	249	5	efficiently	efficiently	ADV
easat-3714	249	6	handle	handle	VERB
easat-3714	249	7	merchants	merchant	NOUN
easat-3714	249	8	'	'	PART
easat-3714	249	9	requests	request	NOUN
easat-3714	249	10	led	lead	VERB
easat-3714	249	11	to	to	ADP
easat-3714	249	12	harris	harris	PROPN
easat-3714	249	13	's	's	PART
easat-3714	249	14	groundbreaking	groundbreaking	ADJ
easat-3714	249	15	concept	concept	NOUN
easat-3714	249	16	of	of	ADP
easat-3714	249	17	optimal	optimal	ADJ
easat-3714	249	18	inventory	inventory	NOUN
easat-3714	249	19	in	in	ADP
easat-3714	249	20	1913	1913	NUM
easat-3714	249	21	.	.	PUNCT
easat-3714	250	1	this	this	DET
easat-3714	250	2	necessity	necessity	NOUN
easat-3714	250	3	arose	arise	VERB
easat-3714	250	4	from	from	ADP
easat-3714	250	5	the	the	DET
easat-3714	250	6	need	need	NOUN
easat-3714	250	7	to	to	PART
easat-3714	250	8	accurately	accurately	ADV
easat-3714	250	9	predict	predict	VERB
easat-3714	250	10	consumer	consumer	NOUN
easat-3714	250	11	demands	demand	NOUN
easat-3714	250	12	to	to	PART
easat-3714	250	13	mitigate	mitigate	VERB
easat-3714	250	14	discontent	discontent	NOUN
easat-3714	250	15	associated	associate	VERB
easat-3714	250	16	with	with	ADP
easat-3714	250	17	stockouts	stockout	NOUN
easat-3714	250	18	.	.	PUNCT
easat-3714	251	1	harris	harris	PROPN
easat-3714	251	2	expressed	express	VERB
easat-3714	251	3	significant	significant	ADJ
easat-3714	251	4	concern	concern	NOUN
easat-3714	251	5	regarding	regard	VERB
easat-3714	251	6	the	the	DET
easat-3714	251	7	substantial	substantial	ADJ
easat-3714	251	8	budget	budget	NOUN
easat-3714	251	9	allocated	allocate	VERB
easat-3714	251	10	to	to	ADP
easat-3714	251	11	inventories	inventory	NOUN
easat-3714	251	12	.	.	PUNCT
easat-3714	252	1	unfortunately	unfortunately	ADV
easat-3714	252	2	,	,	PUNCT
easat-3714	252	3	it	it	PRON
easat-3714	252	4	was	be	AUX
easat-3714	252	5	observed	observe	VERB
easat-3714	252	6	that	that	SCONJ
easat-3714	252	7	consumer	consumer	NOUN
easat-3714	252	8	requests	request	NOUN
easat-3714	252	9	were	be	AUX
easat-3714	252	10	sometimes	sometimes	ADV
easat-3714	252	11	not	not	PART
easat-3714	252	12	met	meet	VERB
easat-3714	252	13	satisfactorily	satisfactorily	ADV
easat-3714	252	14	,	,	PUNCT
easat-3714	252	15	resulting	result	VERB
easat-3714	252	16	in	in	ADP
easat-3714	252	17	product	product	NOUN
easat-3714	252	18	spoilage	spoilage	NOUN
easat-3714	252	19	.	.	PUNCT
easat-3714	253	1	this	this	DET
easat-3714	253	2	adverse	adverse	ADJ
easat-3714	253	3	outcome	outcome	NOUN
easat-3714	253	4	can	can	AUX
easat-3714	253	5	be	be	AUX
easat-3714	253	6	attributed	attribute	VERB
easat-3714	253	7	to	to	ADP
easat-3714	253	8	the	the	DET
easat-3714	253	9	procurement	procurement	NOUN
easat-3714	253	10	of	of	ADP
easat-3714	253	11	excessive	excessive	ADJ
easat-3714	253	12	inventory	inventory	NOUN
easat-3714	253	13	without	without	ADP
easat-3714	253	14	an	an	DET
easat-3714	253	15	adequate	adequate	ADJ
easat-3714	253	16	storage	storage	NOUN
easat-3714	253	17	system	system	NOUN
easat-3714	253	18	,	,	PUNCT
easat-3714	253	19	as	as	SCONJ
easat-3714	253	20	highlighted	highlight	VERB
easat-3714	253	21	by	by	ADP
easat-3714	253	22	qiu	qiu	PROPN
easat-3714	253	23	,	,	PUNCT
easat-3714	253	24	tan	tan	PROPN
easat-3714	253	25	,	,	PUNCT
easat-3714	253	26	and	and	CCONJ
easat-3714	253	27	xu	xu	PROPN
easat-3714	253	28	(	(	PUNCT
easat-3714	253	29	2017	2017	NUM
easat-3714	253	30	)	)	PUNCT
easat-3714	253	31	.	.	PUNCT
easat-3714	254	1	according	accord	VERB
easat-3714	254	2	to	to	ADP
easat-3714	254	3	the	the	DET
easat-3714	254	4	principle	principle	NOUN
easat-3714	254	5	of	of	ADP
easat-3714	254	6	optimum	optimum	ADJ
easat-3714	254	7	inventory	inventory	NOUN
easat-3714	254	8	,	,	PUNCT
easat-3714	254	9	managers	manager	NOUN
easat-3714	254	10	should	should	AUX
easat-3714	254	11	strive	strive	VERB
easat-3714	254	12	for	for	ADP
easat-3714	254	13	a	a	DET
easat-3714	254	14	stock	stock	NOUN
easat-3714	254	15	level	level	NOUN
easat-3714	254	16	that	that	PRON
easat-3714	254	17	is	be	AUX
easat-3714	254	18	appropriately	appropriately	ADV
easat-3714	254	19	balanced	balanced	ADJ
easat-3714	254	20	—	—	PUNCT
easat-3714	254	21	sufficient	sufficient	ADJ
easat-3714	254	22	to	to	PART
easat-3714	254	23	meet	meet	VERB
easat-3714	254	24	demand	demand	NOUN
easat-3714	254	25	without	without	ADP
easat-3714	254	26	incurring	incur	VERB
easat-3714	254	27	unnecessary	unnecessary	ADJ
easat-3714	254	28	costs	cost	NOUN
easat-3714	254	29	or	or	CCONJ
easat-3714	254	30	complications	complication	NOUN
easat-3714	254	31	.	.	PUNCT
easat-3714	255	1	optimal	optimal	ADJ
easat-3714	255	2	inventory	inventory	NOUN
easat-3714	255	3	theory	theory	NOUN
easat-3714	255	4	focuses	focus	VERB
easat-3714	255	5	on	on	ADP
easat-3714	255	6	establishing	establish	VERB
easat-3714	255	7	efficient	efficient	ADJ
easat-3714	255	8	methods	method	NOUN
easat-3714	255	9	for	for	ADP
easat-3714	255	10	inventory	inventory	NOUN
easat-3714	255	11	management	management	NOUN
easat-3714	255	12	,	,	PUNCT
easat-3714	255	13	as	as	SCONJ
easat-3714	255	14	discussed	discuss	VERB
easat-3714	255	15	in	in	ADP
easat-3714	255	16	the	the	DET
easat-3714	255	17	research	research	NOUN
easat-3714	255	18	conducted	conduct	VERB
easat-3714	255	19	by	by	ADP
easat-3714	255	20	lang	lang	PROPN
easat-3714	255	21	,	,	PUNCT
easat-3714	255	22	stulz	stulz	ADJ
easat-3714	255	23	,	,	PUNCT
easat-3714	255	24	and	and	CCONJ
easat-3714	255	25	walkling	walkling	NOUN
easat-3714	255	26	(	(	PUNCT
easat-3714	255	27	1991	1991	NUM
easat-3714	255	28	)	)	PUNCT
easat-3714	255	29	.	.	PUNCT
easat-3714	256	1	the	the	DET
easat-3714	256	2	objective	objective	NOUN
easat-3714	256	3	of	of	ADP
easat-3714	256	4	this	this	DET
easat-3714	256	5	concept	concept	NOUN
easat-3714	256	6	is	be	AUX
easat-3714	256	7	to	to	PART
easat-3714	256	8	adopt	adopt	VERB
easat-3714	256	9	a	a	DET
easat-3714	256	10	more	more	ADV
easat-3714	256	11	systematic	systematic	ADJ
easat-3714	256	12	approach	approach	NOUN
easat-3714	256	13	to	to	ADP
easat-3714	256	14	anticipating	anticipate	VERB
easat-3714	256	15	consumer	consumer	NOUN
easat-3714	256	16	demands	demand	NOUN
easat-3714	256	17	and	and	CCONJ
easat-3714	256	18	developing	develop	VERB
easat-3714	256	19	effective	effective	ADJ
easat-3714	256	20	storage	storage	NOUN
easat-3714	256	21	and	and	CCONJ
easat-3714	256	22	replenishment	replenishment	NOUN
easat-3714	256	23	strategies	strategy	NOUN
easat-3714	256	24	.	.	PUNCT
easat-3714	257	1	the	the	DET
easat-3714	257	2	primary	primary	ADJ
easat-3714	257	3	aim	aim	NOUN
easat-3714	257	4	is	be	AUX
easat-3714	257	5	to	to	PART
easat-3714	257	6	identify	identify	VERB
easat-3714	257	7	an	an	DET
easat-3714	257	8	equilibrium	equilibrium	NOUN
easat-3714	257	9	between	between	ADP
easat-3714	257	10	over	over	NOUN
easat-3714	257	11	-	-	PUNCT
easat-3714	257	12	investment	investment	NOUN
easat-3714	257	13	in	in	ADP
easat-3714	257	14	inventory	inventory	NOUN
easat-3714	257	15	and	and	CCONJ
easat-3714	257	16	insufficient	insufficient	ADJ
easat-3714	257	17	stock	stock	NOUN
easat-3714	257	18	levels	level	NOUN
easat-3714	257	19	.	.	PUNCT
easat-3714	258	1	this	this	PRON
easat-3714	258	2	is	be	AUX
easat-3714	258	3	achieved	achieve	VERB
easat-3714	258	4	through	through	ADP
easat-3714	258	5	the	the	DET
easat-3714	258	6	7855	7855	NUM
easat-3714	258	7	edelweiss	edelweiss	PROPN
easat-3714	258	8	applied	apply	VERB
easat-3714	258	9	science	science	NOUN
easat-3714	258	10	and	and	CCONJ
easat-3714	258	11	technology	technology	NOUN
easat-3714	258	12	issn	issn	PROPN
easat-3714	258	13	:	:	PUNCT
easat-3714	258	14	2576	2576	NUM
easat-3714	258	15	-	-	SYM
easat-3714	258	16	8484	8484	NUM
easat-3714	258	17	vol	vol	NOUN
easat-3714	258	18	.	.	PROPN
easat-3714	259	1	8	8	NUM
easat-3714	259	2	,	,	PUNCT
easat-3714	259	3	no	no	INTJ
easat-3714	259	4	.	.	NOUN
easat-3714	259	5	6	6	NUM
easat-3714	259	6	:	:	SYM
easat-3714	259	7	7846	7846	NUM
easat-3714	259	8	-	-	SYM
easat-3714	259	9	7864	7864	NUM
easat-3714	259	10	,	,	PUNCT
easat-3714	259	11	2024	2024	NUM
easat-3714	259	12	doi	doi	NOUN
easat-3714	259	13	:	:	PUNCT
easat-3714	259	14	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	259	15	©	©	PROPN
easat-3714	259	16	2024	2024	NUM
easat-3714	259	17	by	by	ADP
easat-3714	259	18	the	the	DET
easat-3714	259	19	author	author	NOUN
easat-3714	259	20	;	;	PUNCT
easat-3714	260	1	licensee	licensee	PROPN
easat-3714	260	2	learning	learn	VERB
easat-3714	260	3	gate	gate	NOUN
easat-3714	260	4	implementation	implementation	NOUN
easat-3714	260	5	of	of	ADP
easat-3714	260	6	efficient	efficient	ADJ
easat-3714	260	7	storage	storage	NOUN
easat-3714	260	8	management	management	NOUN
easat-3714	260	9	strategies	strategy	NOUN
easat-3714	260	10	,	,	PUNCT
easat-3714	260	11	the	the	DET
easat-3714	260	12	estimation	estimation	NOUN
easat-3714	260	13	of	of	ADP
easat-3714	260	14	the	the	DET
easat-3714	260	15	ideal	ideal	ADJ
easat-3714	260	16	inventory	inventory	NOUN
easat-3714	260	17	level	level	NOUN
easat-3714	260	18	,	,	PUNCT
easat-3714	260	19	and	and	CCONJ
easat-3714	260	20	the	the	DET
easat-3714	260	21	determination	determination	NOUN
easat-3714	260	22	of	of	ADP
easat-3714	260	23	reorder	reorder	NOUN
easat-3714	260	24	points	point	NOUN
easat-3714	260	25	and	and	CCONJ
easat-3714	260	26	quantities	quantity	NOUN
easat-3714	260	27	.	.	PUNCT
easat-3714	261	1	3.5	3.5	NUM
easat-3714	261	2	.	.	PUNCT
easat-3714	261	3	research	research	NOUN
easat-3714	261	4	gap	gap	NOUN
easat-3714	261	5	the	the	DET
easat-3714	261	6	theory	theory	NOUN
easat-3714	261	7	achieves	achieve	VERB
easat-3714	261	8	this	this	PRON
easat-3714	261	9	by	by	ADP
easat-3714	261	10	proposing	propose	VERB
easat-3714	261	11	a	a	DET
easat-3714	261	12	markov	markov	NOUN
easat-3714	261	13	decision	decision	NOUN
easat-3714	261	14	process	process	NOUN
easat-3714	261	15	(	(	PUNCT
easat-3714	261	16	mdp	mdp	NOUN
easat-3714	261	17	)	)	PUNCT
easat-3714	261	18	model	model	NOUN
easat-3714	261	19	that	that	PRON
easat-3714	261	20	incorporates	incorporate	VERB
easat-3714	261	21	both	both	DET
easat-3714	261	22	the	the	DET
easat-3714	261	23	direct	direct	ADJ
easat-3714	261	24	consideration	consideration	NOUN
easat-3714	261	25	of	of	ADP
easat-3714	261	26	the	the	DET
easat-3714	261	27	perishability	perishability	NOUN
easat-3714	261	28	of	of	ADP
easat-3714	261	29	the	the	DET
easat-3714	261	30	provided	provide	VERB
easat-3714	261	31	items	item	NOUN
easat-3714	261	32	and	and	CCONJ
easat-3714	261	33	the	the	DET
easat-3714	261	34	stochastic	stochastic	ADJ
easat-3714	261	35	nature	nature	NOUN
easat-3714	261	36	of	of	ADP
easat-3714	261	37	needs	need	NOUN
easat-3714	261	38	and	and	CCONJ
easat-3714	261	39	donations	donation	NOUN
easat-3714	261	40	.	.	PUNCT
easat-3714	262	1	the	the	DET
easat-3714	262	2	mdp	mdp	NOUN
easat-3714	262	3	facilitates	facilitate	VERB
easat-3714	262	4	a	a	DET
easat-3714	262	5	straightforward	straightforward	ADJ
easat-3714	262	6	approach	approach	NOUN
easat-3714	262	7	to	to	ADP
easat-3714	262	8	long	long	ADJ
easat-3714	262	9	-	-	PUNCT
easat-3714	262	10	term	term	NOUN
easat-3714	262	11	operations	operation	NOUN
easat-3714	262	12	,	,	PUNCT
easat-3714	262	13	enabling	enable	VERB
easat-3714	262	14	the	the	DET
easat-3714	262	15	presentation	presentation	NOUN
easat-3714	262	16	of	of	ADP
easat-3714	262	17	a	a	DET
easat-3714	262	18	clear	clear	ADJ
easat-3714	262	19	solution	solution	NOUN
easat-3714	262	20	plan	plan	NOUN
easat-3714	262	21	that	that	PRON
easat-3714	262	22	is	be	AUX
easat-3714	262	23	confined	confine	VERB
easat-3714	262	24	to	to	ADP
easat-3714	262	25	the	the	DET
easat-3714	262	26	storage	storage	NOUN
easat-3714	262	27	level	level	NOUN
easat-3714	262	28	.	.	PUNCT
easat-3714	263	1	this	this	DET
easat-3714	263	2	study	study	NOUN
easat-3714	263	3	addresses	address	VERB
easat-3714	263	4	a	a	DET
easat-3714	263	5	significant	significant	ADJ
easat-3714	263	6	gap	gap	NOUN
easat-3714	263	7	in	in	ADP
easat-3714	263	8	the	the	DET
easat-3714	263	9	existing	exist	VERB
easat-3714	263	10	literature	literature	NOUN
easat-3714	263	11	concerning	concern	VERB
easat-3714	263	12	the	the	DET
easat-3714	263	13	mitigation	mitigation	NOUN
easat-3714	263	14	of	of	ADP
easat-3714	263	15	the	the	DET
easat-3714	263	16	potentially	potentially	ADV
easat-3714	263	17	devastating	devastating	ADJ
easat-3714	263	18	effects	effect	NOUN
easat-3714	263	19	of	of	ADP
easat-3714	263	20	long	long	ADJ
easat-3714	263	21	-	-	PUNCT
easat-3714	263	22	term	term	NOUN
easat-3714	263	23	operations	operation	NOUN
easat-3714	263	24	,	,	PUNCT
easat-3714	263	25	such	such	ADJ
easat-3714	263	26	as	as	ADP
easat-3714	263	27	epidemics	epidemic	NOUN
easat-3714	263	28	,	,	PUNCT
easat-3714	263	29	on	on	ADP
easat-3714	263	30	populations	population	NOUN
easat-3714	263	31	that	that	PRON
easat-3714	263	32	are	be	AUX
easat-3714	263	33	already	already	ADV
easat-3714	263	34	vulnerable	vulnerable	ADJ
easat-3714	263	35	.	.	PUNCT
easat-3714	264	1	in	in	ADP
easat-3714	264	2	such	such	ADJ
easat-3714	264	3	circumstances	circumstance	NOUN
easat-3714	264	4	,	,	PUNCT
easat-3714	264	5	it	it	PRON
easat-3714	264	6	is	be	AUX
easat-3714	264	7	essential	essential	ADJ
easat-3714	264	8	to	to	PART
easat-3714	264	9	deliver	deliver	VERB
easat-3714	264	10	perishable	perishable	ADJ
easat-3714	264	11	supplies	supply	NOUN
easat-3714	264	12	,	,	PUNCT
easat-3714	264	13	including	include	VERB
easat-3714	264	14	food	food	NOUN
easat-3714	264	15	and	and	CCONJ
easat-3714	264	16	vaccines	vaccine	NOUN
easat-3714	264	17	,	,	PUNCT
easat-3714	264	18	to	to	ADP
easat-3714	264	19	those	those	PRON
easat-3714	264	20	in	in	ADP
easat-3714	264	21	need	need	NOUN
easat-3714	264	22	.	.	PUNCT
easat-3714	265	1	the	the	DET
easat-3714	265	2	utilisation	utilisation	NOUN
easat-3714	265	3	and	and	CCONJ
easat-3714	265	4	implementation	implementation	NOUN
easat-3714	265	5	of	of	ADP
easat-3714	265	6	the	the	DET
easat-3714	265	7	proposed	propose	VERB
easat-3714	265	8	tool	tool	NOUN
easat-3714	265	9	is	be	AUX
easat-3714	265	10	manageable	manageable	ADJ
easat-3714	265	11	for	for	ADP
easat-3714	265	12	practitioners	practitioner	NOUN
easat-3714	265	13	.	.	PUNCT
easat-3714	266	1	4	4	X
easat-3714	266	2	.	.	X
easat-3714	266	3	methodology	methodology	NOUN
easat-3714	266	4	due	due	ADP
easat-3714	266	5	to	to	ADP
easat-3714	266	6	the	the	DET
easat-3714	266	7	authors	author	NOUN
easat-3714	266	8	'	'	PART
easat-3714	266	9	proficiency	proficiency	NOUN
easat-3714	266	10	in	in	ADP
easat-3714	266	11	the	the	DET
easat-3714	266	12	language	language	NOUN
easat-3714	266	13	and	and	CCONJ
easat-3714	266	14	its	its	PRON
easat-3714	266	15	widespread	widespread	ADJ
easat-3714	266	16	availability	availability	NOUN
easat-3714	266	17	,	,	PUNCT
easat-3714	266	18	c	c	X
easat-3714	266	19	#	#	NOUN
easat-3714	266	20	was	be	AUX
easat-3714	266	21	selected	select	VERB
easat-3714	266	22	for	for	ADP
easat-3714	266	23	its	its	PRON
easat-3714	266	24	user	user	NOUN
easat-3714	266	25	-	-	PUNCT
easat-3714	266	26	friendliness	friendliness	NOUN
easat-3714	266	27	and	and	CCONJ
easat-3714	266	28	accessibility	accessibility	NOUN
easat-3714	266	29	.	.	PUNCT
easat-3714	267	1	although	although	SCONJ
easat-3714	267	2	c	c	NOUN
easat-3714	267	3	#	#	NOUN
easat-3714	267	4	is	be	AUX
easat-3714	267	5	a	a	DET
easat-3714	267	6	proprietary	proprietary	ADJ
easat-3714	267	7	language	language	NOUN
easat-3714	267	8	,	,	PUNCT
easat-3714	267	9	the	the	DET
easat-3714	267	10	model	model	NOUN
easat-3714	267	11	could	could	AUX
easat-3714	267	12	also	also	ADV
easat-3714	267	13	be	be	AUX
easat-3714	267	14	developed	develop	VERB
easat-3714	267	15	using	use	VERB
easat-3714	267	16	alternative	alternative	ADJ
easat-3714	267	17	programming	programming	NOUN
easat-3714	267	18	languages	language	NOUN
easat-3714	267	19	such	such	ADJ
easat-3714	267	20	as	as	ADP
easat-3714	267	21	python	python	NOUN
easat-3714	267	22	or	or	CCONJ
easat-3714	267	23	c++	c++	NOUN
easat-3714	267	24	.	.	PUNCT
easat-3714	268	1	moreover	moreover	ADV
easat-3714	268	2	,	,	PUNCT
easat-3714	268	3	the	the	DET
easat-3714	268	4	value	value	NOUN
easat-3714	268	5	iteration	iteration	NOUN
easat-3714	268	6	algorithm	algorithm	NOUN
easat-3714	268	7	can	can	AUX
easat-3714	268	8	be	be	AUX
easat-3714	268	9	readily	readily	ADV
easat-3714	268	10	implemented	implement	VERB
easat-3714	268	11	by	by	ADP
easat-3714	268	12	individuals	individual	NOUN
easat-3714	268	13	within	within	ADP
easat-3714	268	14	an	an	DET
easat-3714	268	15	organisation	organisation	NOUN
easat-3714	268	16	possessing	possess	VERB
easat-3714	268	17	programming	programming	NOUN
easat-3714	268	18	skills	skill	NOUN
easat-3714	268	19	,	,	PUNCT
easat-3714	268	20	utilising	utilise	VERB
easat-3714	268	21	free	free	ADJ
easat-3714	268	22	programming	programming	NOUN
easat-3714	268	23	languages	language	NOUN
easat-3714	268	24	available	available	ADJ
easat-3714	268	25	in	in	ADP
easat-3714	268	26	the	the	DET
easat-3714	268	27	company	company	NOUN
easat-3714	268	28	.	.	PUNCT
easat-3714	269	1	this	this	DET
easat-3714	269	2	algorithm	algorithm	NOUN
easat-3714	269	3	is	be	AUX
easat-3714	269	4	well	well	ADV
easat-3714	269	5	-	-	PUNCT
easat-3714	269	6	established	establish	VERB
easat-3714	269	7	and	and	CCONJ
easat-3714	269	8	widely	widely	ADV
easat-3714	269	9	acknowledged	acknowledge	VERB
easat-3714	269	10	within	within	ADP
easat-3714	269	11	the	the	DET
easat-3714	269	12	field	field	NOUN
easat-3714	269	13	.	.	PUNCT
easat-3714	270	1	in	in	ADP
easat-3714	270	2	this	this	DET
easat-3714	270	3	stage	stage	NOUN
easat-3714	270	4	of	of	ADP
easat-3714	270	5	the	the	DET
easat-3714	270	6	process	process	NOUN
easat-3714	270	7	,	,	PUNCT
easat-3714	270	8	it	it	PRON
easat-3714	270	9	is	be	AUX
easat-3714	270	10	essential	essential	ADJ
easat-3714	270	11	to	to	PART
easat-3714	270	12	recognise	recognise	VERB
easat-3714	270	13	that	that	SCONJ
easat-3714	270	14	our	our	PRON
easat-3714	270	15	model	model	NOUN
easat-3714	270	16	operates	operate	VERB
easat-3714	270	17	under	under	ADP
easat-3714	270	18	the	the	DET
easat-3714	270	19	assumption	assumption	NOUN
easat-3714	270	20	of	of	ADP
easat-3714	270	21	an	an	DET
easat-3714	270	22	infinite	infinite	ADJ
easat-3714	270	23	time	time	NOUN
easat-3714	270	24	horizon	horizon	NOUN
easat-3714	270	25	.	.	PUNCT
easat-3714	271	1	consequently	consequently	ADV
easat-3714	271	2	,	,	PUNCT
easat-3714	271	3	at	at	ADP
easat-3714	271	4	the	the	DET
easat-3714	271	5	commencement	commencement	NOUN
easat-3714	271	6	of	of	ADP
easat-3714	271	7	the	the	DET
easat-3714	271	8	humanitarian	humanitarian	ADJ
easat-3714	271	9	operation	operation	NOUN
easat-3714	271	10	,	,	PUNCT
easat-3714	271	11	when	when	SCONJ
easat-3714	271	12	the	the	DET
easat-3714	271	13	parameters	parameter	NOUN
easat-3714	271	14	governing	govern	VERB
easat-3714	271	15	contribution	contribution	NOUN
easat-3714	271	16	distribution	distribution	NOUN
easat-3714	271	17	and	and	CCONJ
easat-3714	271	18	the	the	DET
easat-3714	271	19	required	require	VERB
easat-3714	271	20	commodities	commodity	NOUN
easat-3714	271	21	are	be	AUX
easat-3714	271	22	established	establish	VERB
easat-3714	271	23	,	,	PUNCT
easat-3714	271	24	only	only	ADV
easat-3714	271	25	a	a	DET
easat-3714	271	26	single	single	ADJ
easat-3714	271	27	execution	execution	NOUN
easat-3714	271	28	is	be	AUX
easat-3714	271	29	necessary	necessary	ADJ
easat-3714	271	30	throughout	throughout	ADP
easat-3714	271	31	the	the	DET
easat-3714	271	32	duration	duration	NOUN
easat-3714	271	33	of	of	ADP
easat-3714	271	34	the	the	DET
easat-3714	271	35	operation	operation	NOUN
easat-3714	271	36	.	.	PUNCT
easat-3714	272	1	as	as	SCONJ
easat-3714	272	2	puterman	puterman	NOUN
easat-3714	272	3	(	(	PUNCT
easat-3714	272	4	1994	1994	NUM
easat-3714	272	5	)	)	PUNCT
easat-3714	272	6	indicates	indicate	VERB
easat-3714	272	7	,	,	PUNCT
easat-3714	272	8	the	the	DET
easat-3714	272	9	resultant	resultant	NOUN
easat-3714	272	10	policy	policy	NOUN
easat-3714	272	11	is	be	AUX
easat-3714	272	12	an	an	DET
easat-3714	272	13	ideal	ideal	ADJ
easat-3714	272	14	stable	stable	ADJ
easat-3714	272	15	policy	policy	NOUN
easat-3714	272	16	that	that	PRON
easat-3714	272	17	delineates	delineate	VERB
easat-3714	272	18	the	the	DET
easat-3714	272	19	most	most	ADV
easat-3714	272	20	effective	effective	ADJ
easat-3714	272	21	course	course	NOUN
easat-3714	272	22	of	of	ADP
easat-3714	272	23	action	action	NOUN
easat-3714	272	24	for	for	ADP
easat-3714	272	25	each	each	DET
easat-3714	272	26	state	state	NOUN
easat-3714	272	27	at	at	ADP
easat-3714	272	28	every	every	DET
easat-3714	272	29	decision	decision	NOUN
easat-3714	272	30	epoch	epoch	NOUN
easat-3714	272	31	.	.	PUNCT
easat-3714	273	1	modifications	modification	NOUN
easat-3714	273	2	to	to	ADP
easat-3714	273	3	any	any	PRON
easat-3714	273	4	of	of	ADP
easat-3714	273	5	the	the	DET
easat-3714	273	6	parameters	parameter	NOUN
easat-3714	273	7	,	,	PUNCT
easat-3714	273	8	such	such	ADJ
easat-3714	273	9	as	as	ADP
easat-3714	273	10	shelf	shelf	NOUN
easat-3714	273	11	life	life	NOUN
easat-3714	273	12	,	,	PUNCT
easat-3714	273	13	demand	demand	NOUN
easat-3714	273	14	,	,	PUNCT
easat-3714	273	15	or	or	CCONJ
easat-3714	273	16	contribution	contribution	NOUN
easat-3714	273	17	distributions	distribution	NOUN
easat-3714	273	18	,	,	PUNCT
easat-3714	273	19	will	will	AUX
easat-3714	273	20	necessitate	necessitate	VERB
easat-3714	273	21	the	the	DET
easat-3714	273	22	formulation	formulation	NOUN
easat-3714	273	23	of	of	ADP
easat-3714	273	24	a	a	DET
easat-3714	273	25	new	new	ADJ
easat-3714	273	26	stationary	stationary	ADJ
easat-3714	273	27	policy	policy	NOUN
easat-3714	273	28	to	to	PART
easat-3714	273	29	accommodate	accommodate	VERB
easat-3714	273	30	the	the	DET
easat-3714	273	31	changes	change	NOUN
easat-3714	273	32	that	that	PRON
easat-3714	273	33	have	have	AUX
easat-3714	273	34	transpired	transpire	VERB
easat-3714	273	35	during	during	ADP
easat-3714	273	36	the	the	DET
easat-3714	273	37	process	process	NOUN
easat-3714	273	38	.	.	PUNCT
easat-3714	274	1	moreover	moreover	ADV
easat-3714	274	2	,	,	PUNCT
easat-3714	274	3	given	give	VERB
easat-3714	274	4	that	that	SCONJ
easat-3714	274	5	the	the	DET
easat-3714	274	6	model	model	NOUN
easat-3714	274	7	will	will	AUX
easat-3714	274	8	be	be	AUX
easat-3714	274	9	executed	execute	VERB
easat-3714	274	10	infrequently	infrequently	ADV
easat-3714	274	11	—	—	PUNCT
easat-3714	274	12	specifically	specifically	ADV
easat-3714	274	13	at	at	ADP
easat-3714	274	14	the	the	DET
easat-3714	274	15	onset	onset	NOUN
easat-3714	274	16	of	of	ADP
easat-3714	274	17	operations	operation	NOUN
easat-3714	274	18	and	and	CCONJ
easat-3714	274	19	whenever	whenever	SCONJ
easat-3714	274	20	the	the	DET
easat-3714	274	21	input	input	NOUN
easat-3714	274	22	parameters	parameter	NOUN
easat-3714	274	23	undergo	undergo	VERB
easat-3714	274	24	significant	significant	ADJ
easat-3714	274	25	alterations	alteration	NOUN
easat-3714	274	26	—	—	PUNCT
easat-3714	274	27	the	the	DET
easat-3714	274	28	efficiency	efficiency	NOUN
easat-3714	274	29	of	of	ADP
easat-3714	274	30	the	the	DET
easat-3714	274	31	programming	programming	NOUN
easat-3714	274	32	language	language	NOUN
easat-3714	274	33	selected	select	VERB
easat-3714	274	34	for	for	ADP
easat-3714	274	35	model	model	NOUN
easat-3714	274	36	construction	construction	NOUN
easat-3714	274	37	is	be	AUX
easat-3714	274	38	of	of	ADP
easat-3714	274	39	minimal	minimal	ADJ
easat-3714	274	40	importance	importance	NOUN
easat-3714	274	41	.	.	PUNCT
easat-3714	275	1	this	this	PRON
easat-3714	275	2	is	be	AUX
easat-3714	275	3	due	due	ADJ
easat-3714	275	4	to	to	ADP
easat-3714	275	5	the	the	DET
easat-3714	275	6	infrequency	infrequency	NOUN
easat-3714	275	7	of	of	ADP
easat-3714	275	8	model	model	NOUN
easat-3714	275	9	execution	execution	NOUN
easat-3714	275	10	.	.	PUNCT
easat-3714	276	1	4.1	4.1	NUM
easat-3714	276	2	.	.	PUNCT
easat-3714	276	3	design	design	NOUN
easat-3714	276	4	of	of	ADP
easat-3714	276	5	experiments	experiment	NOUN
easat-3714	276	6	to	to	PART
easat-3714	276	7	substantiate	substantiate	VERB
easat-3714	276	8	the	the	DET
easat-3714	276	9	efficacy	efficacy	NOUN
easat-3714	276	10	of	of	ADP
easat-3714	276	11	our	our	PRON
easat-3714	276	12	proposed	propose	VERB
easat-3714	276	13	strategy	strategy	NOUN
easat-3714	276	14	,	,	PUNCT
easat-3714	276	15	we	we	PRON
easat-3714	276	16	have	have	AUX
easat-3714	276	17	devised	devise	VERB
easat-3714	276	18	a	a	DET
easat-3714	276	19	small	small	ADJ
easat-3714	276	20	-	-	PUNCT
easat-3714	276	21	scale	scale	NOUN
easat-3714	276	22	experiment	experiment	NOUN
easat-3714	276	23	that	that	PRON
easat-3714	276	24	specifically	specifically	ADV
easat-3714	276	25	scrutinises	scrutinise	VERB
easat-3714	276	26	inventory	inventory	NOUN
easat-3714	276	27	management	management	NOUN
easat-3714	276	28	practices	practice	NOUN
easat-3714	276	29	within	within	ADP
easat-3714	276	30	a	a	DET
easat-3714	276	31	blood	blood	NOUN
easat-3714	276	32	facility	facility	NOUN
easat-3714	276	33	.	.	PUNCT
easat-3714	277	1	this	this	DET
easat-3714	277	2	establishment	establishment	NOUN
easat-3714	277	3	bears	bear	VERB
easat-3714	277	4	the	the	DET
easat-3714	277	5	significant	significant	ADJ
easat-3714	277	6	responsibility	responsibility	NOUN
easat-3714	277	7	of	of	ADP
easat-3714	277	8	procuring	procure	VERB
easat-3714	277	9	and	and	CCONJ
easat-3714	277	10	distributing	distribute	VERB
easat-3714	277	11	units	unit	NOUN
easat-3714	277	12	of	of	ADP
easat-3714	277	13	vital	vital	ADJ
easat-3714	277	14	life	life	NOUN
easat-3714	277	15	-	-	PUNCT
easat-3714	277	16	sustaining	sustain	VERB
easat-3714	277	17	fluid	fluid	NOUN
easat-3714	277	18	not	not	PART
easat-3714	277	19	only	only	ADV
easat-3714	277	20	to	to	ADP
easat-3714	277	21	local	local	ADJ
easat-3714	277	22	medical	medical	ADJ
easat-3714	277	23	institutions	institution	NOUN
easat-3714	277	24	but	but	CCONJ
easat-3714	277	25	also	also	ADV
easat-3714	277	26	to	to	PART
easat-3714	277	27	philanthropic	philanthropic	VERB
easat-3714	277	28	endeavours	endeavour	NOUN
easat-3714	277	29	.	.	PUNCT
easat-3714	278	1	the	the	DET
easat-3714	278	2	data	datum	NOUN
easat-3714	278	3	regarding	regard	VERB
easat-3714	278	4	the	the	DET
easat-3714	278	5	demand	demand	NOUN
easat-3714	278	6	for	for	ADP
easat-3714	278	7	and	and	CCONJ
easat-3714	278	8	donations	donation	NOUN
easat-3714	278	9	of	of	ADP
easat-3714	278	10	blood	blood	NOUN
easat-3714	278	11	packs	pack	NOUN
easat-3714	278	12	has	have	AUX
easat-3714	278	13	been	be	AUX
easat-3714	278	14	generated	generate	VERB
easat-3714	278	15	stochastically	stochastically	ADV
easat-3714	278	16	,	,	PUNCT
easat-3714	278	17	under	under	ADP
easat-3714	278	18	the	the	DET
easat-3714	278	19	assumption	assumption	NOUN
easat-3714	278	20	that	that	SCONJ
easat-3714	278	21	the	the	DET
easat-3714	278	22	demand	demand	NOUN
easat-3714	278	23	for	for	ADP
easat-3714	278	24	blood	blood	NOUN
easat-3714	278	25	packs	pack	NOUN
easat-3714	278	26	exceeds	exceed	VERB
easat-3714	278	27	the	the	DET
easat-3714	278	28	quantity	quantity	NOUN
easat-3714	278	29	of	of	ADP
easat-3714	278	30	donations	donation	NOUN
easat-3714	278	31	.	.	PUNCT
easat-3714	279	1	the	the	DET
easat-3714	279	2	degradation	degradation	NOUN
easat-3714	279	3	of	of	ADP
easat-3714	279	4	blood	blood	NOUN
easat-3714	279	5	packs	pack	NOUN
easat-3714	279	6	,	,	PUNCT
easat-3714	279	7	in	in	ADP
easat-3714	279	8	conjunction	conjunction	NOUN
easat-3714	279	9	with	with	ADP
easat-3714	279	10	factors	factor	NOUN
easat-3714	279	11	such	such	ADJ
easat-3714	279	12	as	as	ADP
easat-3714	279	13	demand	demand	NOUN
easat-3714	279	14	and	and	CCONJ
easat-3714	279	15	donation	donation	NOUN
easat-3714	279	16	,	,	PUNCT
easat-3714	279	17	constitutes	constitute	VERB
easat-3714	279	18	a	a	DET
easat-3714	279	19	pivotal	pivotal	ADJ
easat-3714	279	20	occurrence	occurrence	NOUN
easat-3714	279	21	that	that	PRON
easat-3714	279	22	has	have	VERB
easat-3714	279	23	the	the	DET
easat-3714	279	24	potential	potential	NOUN
easat-3714	279	25	to	to	PART
easat-3714	279	26	induce	induce	VERB
easat-3714	279	27	alterations	alteration	NOUN
easat-3714	279	28	in	in	ADP
easat-3714	279	29	the	the	DET
easat-3714	279	30	inventory	inventory	NOUN
easat-3714	279	31	level	level	NOUN
easat-3714	279	32	.	.	PUNCT
easat-3714	280	1	this	this	PRON
easat-3714	280	2	,	,	PUNCT
easat-3714	280	3	in	in	ADP
easat-3714	280	4	turn	turn	NOUN
easat-3714	280	5	,	,	PUNCT
easat-3714	280	6	facilitates	facilitate	VERB
easat-3714	280	7	the	the	DET
easat-3714	280	8	transition	transition	NOUN
easat-3714	280	9	between	between	ADP
easat-3714	280	10	various	various	ADJ
easat-3714	280	11	states	state	NOUN
easat-3714	280	12	of	of	ADP
easat-3714	280	13	the	the	DET
easat-3714	280	14	system	system	NOUN
easat-3714	280	15	.	.	PUNCT
easat-3714	281	1	the	the	DET
easat-3714	281	2	states	state	NOUN
easat-3714	281	3	under	under	ADP
easat-3714	281	4	investigation	investigation	NOUN
easat-3714	281	5	in	in	ADP
easat-3714	281	6	this	this	DET
easat-3714	281	7	experimental	experimental	ADJ
easat-3714	281	8	study	study	NOUN
easat-3714	281	9	encompass	encompass	VERB
easat-3714	281	10	the	the	DET
easat-3714	281	11	numerical	numerical	ADJ
easat-3714	281	12	representation	representation	NOUN
easat-3714	281	13	of	of	ADP
easat-3714	281	14	blood	blood	NOUN
easat-3714	281	15	packs	pack	NOUN
easat-3714	281	16	within	within	ADP
easat-3714	281	17	the	the	DET
easat-3714	281	18	inventory	inventory	NOUN
easat-3714	281	19	,	,	PUNCT
easat-3714	281	20	ranging	range	VERB
easat-3714	281	21	from	from	ADP
easat-3714	281	22	zero	zero	NUM
easat-3714	281	23	to	to	ADP
easat-3714	281	24	two	two	NUM
easat-3714	281	25	thousand	thousand	NUM
easat-3714	281	26	packs	pack	NOUN
easat-3714	281	27	.	.	PUNCT
easat-3714	282	1	the	the	DET
easat-3714	282	2	demand	demand	NOUN
easat-3714	282	3	for	for	ADP
easat-3714	282	4	blood	blood	NOUN
easat-3714	282	5	packs	pack	NOUN
easat-3714	282	6	conforms	conform	VERB
easat-3714	282	7	to	to	ADP
easat-3714	282	8	a	a	DET
easat-3714	282	9	poisson	poisson	NOUN
easat-3714	282	10	distribution	distribution	NOUN
easat-3714	282	11	,	,	PUNCT
easat-3714	282	12	characterised	characterise	VERB
easat-3714	282	13	by	by	ADP
easat-3714	282	14	a	a	DET
easat-3714	282	15	mean	mean	ADJ
easat-3714	282	16	value	value	NOUN
easat-3714	282	17	of	of	ADP
easat-3714	282	18	90	90	NUM
easat-3714	282	19	packs	pack	NOUN
easat-3714	282	20	per	per	ADP
easat-3714	282	21	week	week	NOUN
easat-3714	282	22	.	.	PUNCT
easat-3714	283	1	the	the	DET
easat-3714	283	2	act	act	NOUN
easat-3714	283	3	of	of	ADP
easat-3714	283	4	donating	donate	VERB
easat-3714	283	5	blood	blood	NOUN
easat-3714	283	6	is	be	AUX
easat-3714	283	7	inherently	inherently	ADV
easat-3714	283	8	stochastic	stochastic	ADJ
easat-3714	283	9	,	,	PUNCT
easat-3714	283	10	exhibiting	exhibit	VERB
easat-3714	283	11	characteristics	characteristic	NOUN
easat-3714	283	12	that	that	PRON
easat-3714	283	13	align	align	VERB
easat-3714	283	14	with	with	ADP
easat-3714	283	15	a	a	DET
easat-3714	283	16	poisson	poisson	NOUN
easat-3714	283	17	distribution	distribution	NOUN
easat-3714	283	18	.	.	PUNCT
easat-3714	284	1	specifically	specifically	ADV
easat-3714	284	2	,	,	PUNCT
easat-3714	284	3	the	the	DET
easat-3714	284	4	mean	mean	ADJ
easat-3714	284	5	number	number	NOUN
easat-3714	284	6	of	of	ADP
easat-3714	284	7	blood	blood	NOUN
easat-3714	284	8	packs	pack	NOUN
easat-3714	284	9	donated	donate	VERB
easat-3714	284	10	per	per	ADP
easat-3714	284	11	week	week	NOUN
easat-3714	284	12	is	be	AUX
easat-3714	284	13	estimated	estimate	VERB
easat-3714	284	14	to	to	PART
easat-3714	284	15	be	be	AUX
easat-3714	284	16	60	60	NUM
easat-3714	284	17	.	.	PUNCT
easat-3714	285	1	if	if	SCONJ
easat-3714	285	2	deemed	deem	VERB
easat-3714	285	3	necessary	necessary	ADJ
easat-3714	285	4	,	,	PUNCT
easat-3714	285	5	the	the	DET
easat-3714	285	6	blood	blood	NOUN
easat-3714	285	7	centre	centre	NOUN
easat-3714	285	8	possesses	possess	VERB
easat-3714	285	9	the	the	DET
easat-3714	285	10	capability	capability	NOUN
easat-3714	285	11	to	to	PART
easat-3714	285	12	dispatch	dispatch	VERB
easat-3714	285	13	vehicles	vehicle	NOUN
easat-3714	285	14	to	to	PART
easat-3714	285	15	remote	remote	VERB
easat-3714	285	16	districts	district	NOUN
easat-3714	285	17	to	to	PART
easat-3714	285	18	stimulate	stimulate	VERB
easat-3714	285	19	donations	donation	NOUN
easat-3714	285	20	,	,	PUNCT
easat-3714	285	21	thereby	thereby	ADV
easat-3714	285	22	augmenting	augment	VERB
easat-3714	285	23	the	the	DET
easat-3714	285	24	quantity	quantity	NOUN
easat-3714	285	25	of	of	ADP
easat-3714	285	26	blood	blood	NOUN
easat-3714	285	27	packs	pack	NOUN
easat-3714	285	28	contributed	contribute	VERB
easat-3714	285	29	and	and	CCONJ
easat-3714	285	30	amassed	amass	VERB
easat-3714	285	31	to	to	PART
easat-3714	285	32	align	align	VERB
easat-3714	285	33	with	with	ADP
easat-3714	285	34	the	the	DET
easat-3714	285	35	prevailing	prevail	VERB
easat-3714	285	36	demand	demand	NOUN
easat-3714	285	37	.	.	PUNCT
easat-3714	286	1	at	at	ADP
easat-3714	286	2	the	the	DET
easat-3714	286	3	blood	blood	NOUN
easat-3714	286	4	centre	centre	NOUN
easat-3714	286	5	,	,	PUNCT
easat-3714	286	6	there	there	PRON
easat-3714	286	7	exist	exist	VERB
easat-3714	286	8	a	a	DET
easat-3714	286	9	total	total	NOUN
easat-3714	286	10	of	of	ADP
easat-3714	286	11	four	four	NUM
easat-3714	286	12	distinct	distinct	ADJ
easat-3714	286	13	vehicles	vehicle	NOUN
easat-3714	286	14	available	available	ADJ
easat-3714	286	15	to	to	PART
easat-3714	286	16	facilitate	facilitate	VERB
easat-3714	286	17	the	the	DET
easat-3714	286	18	retrieval	retrieval	NOUN
easat-3714	286	19	of	of	ADP
easat-3714	286	20	blood	blood	NOUN
easat-3714	286	21	packs	pack	NOUN
easat-3714	286	22	.	.	PUNCT
easat-3714	287	1	regarding	regard	VERB
easat-3714	287	2	each	each	DET
easat-3714	287	3	vehicle	vehicle	NOUN
easat-3714	287	4	,	,	PUNCT
easat-3714	287	5	it	it	PRON
easat-3714	287	6	is	be	AUX
easat-3714	287	7	postulated	postulate	VERB
easat-3714	287	8	that	that	SCONJ
easat-3714	287	9	the	the	DET
easat-3714	287	10	quantity	quantity	NOUN
easat-3714	287	11	of	of	ADP
easat-3714	287	12	blood	blood	NOUN
easat-3714	287	13	packs	pack	NOUN
easat-3714	287	14	gathered	gather	VERB
easat-3714	287	15	every	every	DET
easat-3714	287	16	week	week	NOUN
easat-3714	287	17	adheres	adhere	VERB
easat-3714	287	18	to	to	ADP
easat-3714	287	19	a	a	DET
easat-3714	287	20	poisson	poisson	NOUN
easat-3714	287	21	distribution	distribution	NOUN
easat-3714	287	22	,	,	PUNCT
easat-3714	287	23	wherein	wherein	SCONJ
easat-3714	287	24	the	the	DET
easat-3714	287	25	average	average	ADJ
easat-3714	287	26	number	number	NOUN
easat-3714	287	27	of	of	ADP
easat-3714	287	28	packs	pack	NOUN
easat-3714	287	29	amassed	amass	VERB
easat-3714	287	30	per	per	ADP
easat-3714	287	31	day	day	NOUN
easat-3714	287	32	is	be	AUX
easat-3714	287	33	20	20	NUM
easat-3714	287	34	.	.	PUNCT
easat-3714	288	1	therefore	therefore	ADV
easat-3714	288	2	,	,	PUNCT
easat-3714	288	3	we	we	PRON
easat-3714	288	4	shall	shall	AUX
easat-3714	288	5	consider	consider	VERB
easat-3714	288	6	a	a	DET
easat-3714	288	7	collection	collection	NOUN
easat-3714	288	8	of	of	ADP
easat-3714	288	9	five	five	NUM
easat-3714	288	10	potential	potential	ADJ
easat-3714	288	11	control	control	NOUN
easat-3714	288	12	7856	7856	NUM
easat-3714	288	13	edelweiss	edelweiss	PROPN
easat-3714	288	14	applied	apply	VERB
easat-3714	288	15	science	science	NOUN
easat-3714	288	16	and	and	CCONJ
easat-3714	288	17	technology	technology	NOUN
easat-3714	288	18	issn	issn	PROPN
easat-3714	288	19	:	:	PUNCT
easat-3714	288	20	2576	2576	NUM
easat-3714	288	21	-	-	SYM
easat-3714	288	22	8484	8484	NUM
easat-3714	288	23	vol	vol	NOUN
easat-3714	288	24	.	.	PROPN
easat-3714	289	1	8	8	NUM
easat-3714	289	2	,	,	PUNCT
easat-3714	289	3	no	no	INTJ
easat-3714	289	4	.	.	NOUN
easat-3714	289	5	6	6	NUM
easat-3714	289	6	:	:	SYM
easat-3714	289	7	7846	7846	NUM
easat-3714	289	8	-	-	SYM
easat-3714	289	9	7864	7864	NUM
easat-3714	289	10	,	,	PUNCT
easat-3714	289	11	2024	2024	NUM
easat-3714	289	12	doi	doi	NOUN
easat-3714	289	13	:	:	PUNCT
easat-3714	289	14	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	289	15	©	©	PROPN
easat-3714	289	16	2024	2024	NUM
easat-3714	289	17	by	by	ADP
easat-3714	289	18	the	the	DET
easat-3714	289	19	author	author	NOUN
easat-3714	289	20	;	;	PUNCT
easat-3714	289	21	licensee	licensee	PROPN
easat-3714	289	22	learning	learning	PROPN
easat-3714	289	23	gate	gate	PROPN
easat-3714	289	24	actions	action	NOUN
easat-3714	289	25	,	,	PUNCT
easat-3714	289	26	namely	namely	ADV
easat-3714	289	27	the	the	DET
easat-3714	289	28	dispatch	dispatch	NOUN
easat-3714	289	29	of	of	ADP
easat-3714	289	30	zero	zero	NUM
easat-3714	289	31	,	,	PUNCT
easat-3714	289	32	one	one	NUM
easat-3714	289	33	,	,	PUNCT
easat-3714	289	34	two	two	NUM
easat-3714	289	35	,	,	PUNCT
easat-3714	289	36	three	three	NUM
easat-3714	289	37	,	,	PUNCT
easat-3714	289	38	or	or	CCONJ
easat-3714	289	39	four	four	NUM
easat-3714	289	40	vehicles	vehicle	NOUN
easat-3714	289	41	for	for	ADP
easat-3714	289	42	pick	pick	NOUN
easat-3714	289	43	-	-	PUNCT
easat-3714	289	44	ups	up	NOUN
easat-3714	289	45	.	.	PUNCT
easat-3714	290	1	each	each	DET
easat-3714	290	2	dispatched	dispatch	VERB
easat-3714	290	3	vehicle	vehicle	NOUN
easat-3714	290	4	shall	shall	AUX
easat-3714	290	5	be	be	AUX
easat-3714	290	6	capable	capable	ADJ
easat-3714	290	7	of	of	ADP
easat-3714	290	8	collecting	collect	VERB
easat-3714	290	9	blood	blood	NOUN
easat-3714	290	10	packs	pack	NOUN
easat-3714	290	11	at	at	ADP
easat-3714	290	12	a	a	DET
easat-3714	290	13	rate	rate	NOUN
easat-3714	290	14	of	of	ADP
easat-3714	290	15	0	0	NUM
easat-3714	290	16	,	,	PUNCT
easat-3714	290	17	20	20	NUM
easat-3714	290	18	,	,	PUNCT
easat-3714	290	19	40	40	NUM
easat-3714	290	20	,	,	PUNCT
easat-3714	290	21	60	60	NUM
easat-3714	290	22	,	,	PUNCT
easat-3714	290	23	or	or	CCONJ
easat-3714	290	24	80	80	NUM
easat-3714	290	25	units	unit	NOUN
easat-3714	290	26	,	,	PUNCT
easat-3714	290	27	respectively	respectively	ADV
easat-3714	290	28	.	.	PUNCT
easat-3714	291	1	thus	thus	ADV
easat-3714	291	2	,	,	PUNCT
easat-3714	291	3	it	it	PRON
easat-3714	291	4	can	can	AUX
easat-3714	291	5	be	be	AUX
easat-3714	291	6	observed	observe	VERB
easat-3714	291	7	that	that	SCONJ
easat-3714	291	8	the	the	DET
easat-3714	291	9	set	set	NOUN
easat-3714	291	10	denoted	denote	VERB
easat-3714	291	11	by	by	ADP
easat-3714	291	12	𝐴	𝐴	PROPN
easat-3714	291	13	=	=	PUNCT
easat-3714	291	14	{	{	PUNCT
easat-3714	291	15	0	0	NUM
easat-3714	291	16	,	,	PUNCT
easat-3714	291	17	20	20	NUM
easat-3714	291	18	,	,	PUNCT
easat-3714	291	19	40	40	NUM
easat-3714	291	20	,	,	PUNCT
easat-3714	291	21	60	60	NUM
easat-3714	291	22	,	,	PUNCT
easat-3714	291	23	80	80	NUM
easat-3714	291	24	}	}	PUNCT
easat-3714	291	25	represents	represent	VERB
easat-3714	291	26	the	the	DET
easat-3714	291	27	collection	collection	NOUN
easat-3714	291	28	of	of	ADP
easat-3714	291	29	control	control	NOUN
easat-3714	291	30	actions	action	NOUN
easat-3714	291	31	available	available	ADJ
easat-3714	291	32	to	to	PART
easat-3714	291	33	conduct	conduct	VERB
easat-3714	291	34	this	this	DET
easat-3714	291	35	particular	particular	ADJ
easat-3714	291	36	experiment	experiment	NOUN
easat-3714	291	37	.	.	PUNCT
easat-3714	292	1	4.2	4.2	NUM
easat-3714	292	2	.	.	PUNCT
easat-3714	293	1	quick	quick	ADJ
easat-3714	293	2	cost	cost	NOUN
easat-3714	293	3	feature	feature	NOUN
easat-3714	293	4	the	the	DET
easat-3714	293	5	cost	cost	NOUN
easat-3714	293	6	criteria	criterion	NOUN
easat-3714	293	7	for	for	ADP
easat-3714	293	8	this	this	DET
easat-3714	293	9	particular	particular	ADJ
easat-3714	293	10	experiment	experiment	NOUN
easat-3714	293	11	are	be	AUX
easat-3714	293	12	widely	widely	ADV
easat-3714	293	13	acknowledged	acknowledge	VERB
easat-3714	293	14	and	and	CCONJ
easat-3714	293	15	embraced	embrace	VERB
easat-3714	293	16	within	within	ADP
easat-3714	293	17	the	the	DET
easat-3714	293	18	relevant	relevant	ADJ
easat-3714	293	19	literature	literature	NOUN
easat-3714	293	20	.	.	PUNCT
easat-3714	294	1	the	the	DET
easat-3714	294	2	aforementioned	aforementioned	ADJ
easat-3714	294	3	parameters	parameter	NOUN
easat-3714	294	4	encompass	encompass	VERB
easat-3714	294	5	the	the	DET
easat-3714	294	6	inventory	inventory	NOUN
easat-3714	294	7	holding	hold	VERB
easat-3714	294	8	cost	cost	NOUN
easat-3714	294	9	denoted	denote	VERB
easat-3714	294	10	as	as	ADP
easat-3714	294	11	"	"	PUNCT
easat-3714	294	12	h	h	NOUN
easat-3714	294	13	,	,	PUNCT
easat-3714	294	14	"	"	PUNCT
easat-3714	294	15	the	the	DET
easat-3714	294	16	transportation	transportation	NOUN
easat-3714	294	17	costs	cost	NOUN
easat-3714	294	18	associated	associate	VERB
easat-3714	294	19	with	with	ADP
easat-3714	294	20	each	each	DET
easat-3714	294	21	vehicle	vehicle	NOUN
easat-3714	294	22	employed	employ	VERB
easat-3714	294	23	for	for	ADP
easat-3714	294	24	blood	blood	NOUN
easat-3714	294	25	pack	pack	NOUN
easat-3714	294	26	pick	pick	NOUN
easat-3714	294	27	-	-	PUNCT
easat-3714	294	28	ups	up	NOUN
easat-3714	294	29	,	,	PUNCT
easat-3714	294	30	represented	represent	VERB
easat-3714	294	31	as	as	ADP
easat-3714	294	32	"	"	PUNCT
easat-3714	294	33	ta	ta	PROPN
easat-3714	294	34	,	,	PUNCT
easat-3714	294	35	"	"	PUNCT
easat-3714	294	36	the	the	DET
easat-3714	294	37	costs	cost	NOUN
easat-3714	294	38	incurred	incur	VERB
easat-3714	294	39	for	for	ADP
easat-3714	294	40	disposing	dispose	VERB
easat-3714	294	41	of	of	ADP
easat-3714	294	42	deteriorated	deteriorated	ADJ
easat-3714	294	43	items	item	NOUN
easat-3714	294	44	referred	refer	VERB
easat-3714	294	45	to	to	ADP
easat-3714	294	46	as	as	ADP
easat-3714	294	47	"	"	PUNCT
easat-3714	294	48	dc	dc	PROPN
easat-3714	294	49	,	,	PUNCT
easat-3714	294	50	"	"	PUNCT
easat-3714	294	51	the	the	DET
easat-3714	294	52	projected	project	VERB
easat-3714	294	53	disposal	disposal	NOUN
easat-3714	294	54	cost	cost	NOUN
easat-3714	294	55	denoted	denote	VERB
easat-3714	294	56	as	as	ADP
easat-3714	294	57	"	"	PUNCT
easat-3714	294	58	e(dc	e(dc	NOUN
easat-3714	294	59	)	)	PUNCT
easat-3714	294	60	,	,	PUNCT
easat-3714	294	61	"	"	PUNCT
easat-3714	294	62	and	and	CCONJ
easat-3714	294	63	,	,	PUNCT
easat-3714	294	64	lastly	lastly	ADV
easat-3714	294	65	,	,	PUNCT
easat-3714	294	66	the	the	DET
easat-3714	294	67	shortage	shortage	NOUN
easat-3714	294	68	costs	cost	NOUN
easat-3714	294	69	associated	associate	VERB
easat-3714	294	70	with	with	ADP
easat-3714	294	71	each	each	DET
easat-3714	294	72	blood	blood	NOUN
easat-3714	294	73	pack	pack	NOUN
easat-3714	294	74	.	.	PUNCT
easat-3714	295	1	the	the	DET
easat-3714	295	2	cost	cost	NOUN
easat-3714	295	3	of	of	ADP
easat-3714	295	4	inventory	inventory	NOUN
easat-3714	295	5	exhibits	exhibit	VERB
easat-3714	295	6	a	a	DET
easat-3714	295	7	direct	direct	ADJ
easat-3714	295	8	proportionality	proportionality	NOUN
easat-3714	295	9	to	to	ADP
easat-3714	295	10	the	the	DET
easat-3714	295	11	quantity	quantity	NOUN
easat-3714	295	12	of	of	ADP
easat-3714	295	13	packets	packet	NOUN
easat-3714	295	14	present	present	ADJ
easat-3714	295	15	in	in	ADP
easat-3714	295	16	stock	stock	NOUN
easat-3714	295	17	.	.	PUNCT
easat-3714	296	1	conversely	conversely	ADV
easat-3714	296	2	,	,	PUNCT
easat-3714	296	3	the	the	DET
easat-3714	296	4	expenditures	expenditure	NOUN
easat-3714	296	5	related	relate	VERB
easat-3714	296	6	to	to	ADP
easat-3714	296	7	transportation	transportation	NOUN
easat-3714	296	8	and	and	CCONJ
easat-3714	296	9	pick	pick	NOUN
easat-3714	296	10	-	-	PUNCT
easat-3714	296	11	up	up	NOUN
easat-3714	296	12	may	may	AUX
easat-3714	296	13	vary	vary	VERB
easat-3714	296	14	depending	depend	VERB
easat-3714	296	15	on	on	ADP
easat-3714	296	16	the	the	DET
easat-3714	296	17	number	number	NOUN
easat-3714	296	18	of	of	ADP
easat-3714	296	19	vehicles	vehicle	NOUN
easat-3714	296	20	employed	employ	VERB
easat-3714	296	21	for	for	ADP
easat-3714	296	22	these	these	DET
easat-3714	296	23	operations	operation	NOUN
easat-3714	296	24	.	.	PUNCT
easat-3714	297	1	furthermore	furthermore	ADV
easat-3714	297	2	,	,	PUNCT
easat-3714	297	3	it	it	PRON
easat-3714	297	4	is	be	AUX
easat-3714	297	5	noteworthy	noteworthy	ADJ
easat-3714	297	6	that	that	SCONJ
easat-3714	297	7	there	there	PRON
easat-3714	297	8	exists	exist	VERB
easat-3714	297	9	a	a	DET
easat-3714	297	10	modest	modest	ADJ
easat-3714	297	11	monetary	monetary	ADJ
easat-3714	297	12	incentive	incentive	NOUN
easat-3714	297	13	associated	associate	VERB
easat-3714	297	14	with	with	ADP
easat-3714	297	15	the	the	DET
easat-3714	297	16	utilisation	utilisation	NOUN
easat-3714	297	17	of	of	ADP
easat-3714	297	18	each	each	DET
easat-3714	297	19	vehicle	vehicle	NOUN
easat-3714	297	20	to	to	PART
easat-3714	297	21	facilitate	facilitate	VERB
easat-3714	297	22	pick	pick	VERB
easat-3714	297	23	-	-	PUNCT
easat-3714	297	24	up	up	ADP
easat-3714	297	25	operations	operation	NOUN
easat-3714	297	26	.	.	PUNCT
easat-3714	298	1	each	each	DET
easat-3714	298	2	individual	individual	ADJ
easat-3714	298	3	vehicle	vehicle	NOUN
easat-3714	298	4	employed	employ	VERB
easat-3714	298	5	in	in	ADP
easat-3714	298	6	this	this	DET
easat-3714	298	7	endeavour	endeavour	NOUN
easat-3714	298	8	receives	receive	VERB
easat-3714	298	9	a	a	DET
easat-3714	298	10	modest	modest	ADJ
easat-3714	298	11	remuneration	remuneration	NOUN
easat-3714	298	12	of	of	ADP
easat-3714	298	13	$	$	SYM
easat-3714	298	14	60,000	60,000	NUM
easat-3714	298	15	from	from	ADP
easat-3714	298	16	governmental	governmental	ADJ
easat-3714	298	17	entities	entity	NOUN
easat-3714	298	18	,	,	PUNCT
easat-3714	298	19	with	with	ADP
easat-3714	298	20	the	the	DET
easat-3714	298	21	primary	primary	ADJ
easat-3714	298	22	objective	objective	NOUN
easat-3714	298	23	of	of	ADP
easat-3714	298	24	incentivising	incentivise	VERB
easat-3714	298	25	the	the	DET
easat-3714	298	26	act	act	NOUN
easat-3714	298	27	of	of	ADP
easat-3714	298	28	blood	blood	NOUN
easat-3714	298	29	donation	donation	NOUN
easat-3714	298	30	.	.	PUNCT
easat-3714	299	1	the	the	DET
easat-3714	299	2	cost	cost	NOUN
easat-3714	299	3	incurred	incur	VERB
easat-3714	299	4	by	by	ADP
easat-3714	299	5	refraining	refrain	VERB
easat-3714	299	6	from	from	ADP
easat-3714	299	7	sending	send	VERB
easat-3714	299	8	a	a	DET
easat-3714	299	9	vehicle	vehicle	NOUN
easat-3714	299	10	represents	represent	VERB
easat-3714	299	11	the	the	DET
easat-3714	299	12	opportunity	opportunity	NOUN
easat-3714	299	13	cost	cost	NOUN
easat-3714	299	14	arising	arise	VERB
easat-3714	299	15	from	from	ADP
easat-3714	299	16	the	the	DET
easat-3714	299	17	foregone	foregone	NOUN
easat-3714	299	18	receipt	receipt	NOUN
easat-3714	299	19	of	of	ADP
easat-3714	299	20	this	this	DET
easat-3714	299	21	government	government	NOUN
easat-3714	299	22	incentive	incentive	NOUN
easat-3714	299	23	.	.	PUNCT
easat-3714	300	1	the	the	DET
easat-3714	300	2	calculation	calculation	NOUN
easat-3714	300	3	of	of	ADP
easat-3714	300	4	the	the	DET
easat-3714	300	5	anticipated	anticipate	VERB
easat-3714	300	6	cost	cost	NOUN
easat-3714	300	7	of	of	ADP
easat-3714	300	8	disposal	disposal	NOUN
easat-3714	300	9	takes	take	VERB
easat-3714	300	10	into	into	ADP
easat-3714	300	11	account	account	NOUN
easat-3714	300	12	the	the	DET
easat-3714	300	13	projected	project	VERB
easat-3714	300	14	quantity	quantity	NOUN
easat-3714	300	15	of	of	ADP
easat-3714	300	16	blood	blood	NOUN
easat-3714	300	17	packs	pack	NOUN
easat-3714	300	18	that	that	PRON
easat-3714	300	19	will	will	AUX
easat-3714	300	20	deteriorate	deteriorate	VERB
easat-3714	300	21	before	before	ADP
easat-3714	300	22	consumption	consumption	NOUN
easat-3714	300	23	.	.	PUNCT
easat-3714	301	1	this	this	DET
easat-3714	301	2	projection	projection	NOUN
easat-3714	301	3	is	be	AUX
easat-3714	301	4	based	base	VERB
easat-3714	301	5	on	on	ADP
easat-3714	301	6	the	the	DET
easat-3714	301	7	current	current	ADJ
easat-3714	301	8	inventory	inventory	NOUN
easat-3714	301	9	level	level	NOUN
easat-3714	301	10	at	at	ADP
easat-3714	301	11	each	each	DET
easat-3714	301	12	decision	decision	NOUN
easat-3714	301	13	epoch	epoch	NOUN
easat-3714	301	14	,	,	PUNCT
easat-3714	301	15	as	as	SCONJ
easat-3714	301	16	demonstrated	demonstrate	VERB
easat-3714	301	17	by	by	ADP
easat-3714	301	18	the	the	DET
easat-3714	301	19	equation	equation	NOUN
easat-3714	301	20	.	.	PUNCT
easat-3714	302	1	(	(	PUNCT
easat-3714	302	2	1	1	X
easat-3714	302	3	)	)	PUNCT
easat-3714	302	4	the	the	DET
easat-3714	302	5	probability	probability	NOUN
easat-3714	302	6	symbolized	symbolize	VERB
easat-3714	302	7	as	as	ADP
easat-3714	302	8	p(v	p(v	NOUN
easat-3714	302	9	=	=	SYM
easat-3714	302	10	i|s	i|s	NOUN
easat-3714	302	11	,	,	PUNCT
easat-3714	302	12	a	a	PRON
easat-3714	302	13	)	)	PUNCT
easat-3714	302	14	,	,	PUNCT
easat-3714	302	15	serves	serve	VERB
easat-3714	302	16	as	as	ADP
easat-3714	302	17	a	a	DET
easat-3714	302	18	measure	measure	NOUN
easat-3714	302	19	of	of	ADP
easat-3714	302	20	the	the	DET
easat-3714	302	21	likelihood	likelihood	NOUN
easat-3714	302	22	that	that	SCONJ
easat-3714	302	23	i	i	PRON
easat-3714	302	24	blood	blood	NOUN
easat-3714	302	25	packs	pack	NOUN
easat-3714	302	26	will	will	AUX
easat-3714	302	27	undergo	undergo	VERB
easat-3714	302	28	deterioration	deterioration	NOUN
easat-3714	302	29	before	before	ADP
easat-3714	302	30	consumption	consumption	NOUN
easat-3714	302	31	.	.	PUNCT
easat-3714	303	1	this	this	DET
easat-3714	303	2	probability	probability	NOUN
easat-3714	303	3	is	be	AUX
easat-3714	303	4	contingent	contingent	ADJ
easat-3714	303	5	upon	upon	SCONJ
easat-3714	303	6	the	the	DET
easat-3714	303	7	present	present	ADJ
easat-3714	303	8	inventory	inventory	NOUN
easat-3714	303	9	levels	level	NOUN
easat-3714	303	10	and	and	CCONJ
easat-3714	303	11	the	the	DET
easat-3714	303	12	cost	cost	NOUN
easat-3714	303	13	associated	associate	VERB
easat-3714	303	14	with	with	ADP
easat-3714	303	15	disposing	dispose	VERB
easat-3714	303	16	of	of	ADP
easat-3714	303	17	each	each	DET
easat-3714	303	18	pack	pack	NOUN
easat-3714	303	19	,	,	PUNCT
easat-3714	303	20	denoted	denote	VERB
easat-3714	303	21	as	as	ADP
easat-3714	303	22	p.	p.	NOUN
easat-3714	303	23	furthermore	furthermore	ADV
easat-3714	303	24	,	,	PUNCT
easat-3714	303	25	the	the	DET
easat-3714	303	26	utilization	utilization	NOUN
easat-3714	303	27	of	of	ADP
easat-3714	303	28	current	current	ADJ
easat-3714	303	29	inventory	inventory	NOUN
easat-3714	303	30	levels	level	NOUN
easat-3714	303	31	serves	serve	VERB
easat-3714	303	32	as	as	ADP
easat-3714	303	33	a	a	DET
easat-3714	303	34	basis	basis	NOUN
easat-3714	303	35	for	for	ADP
easat-3714	303	36	determining	determine	VERB
easat-3714	303	37	the	the	DET
easat-3714	303	38	projected	project	VERB
easat-3714	303	39	inadequacy	inadequacy	NOUN
easat-3714	303	40	of	of	ADP
easat-3714	303	41	blood	blood	NOUN
easat-3714	303	42	packs	pack	NOUN
easat-3714	303	43	,	,	PUNCT
easat-3714	303	44	subsequently	subsequently	ADV
easat-3714	303	45	incorporated	incorporate	VERB
easat-3714	303	46	into	into	ADP
easat-3714	303	47	the	the	DET
easat-3714	303	48	computation	computation	NOUN
easat-3714	303	49	of	of	ADP
easat-3714	303	50	anticipated	anticipate	VERB
easat-3714	303	51	deficit	deficit	NOUN
easat-3714	303	52	costs	cost	NOUN
easat-3714	303	53	.	.	PUNCT
easat-3714	304	1	given	give	VERB
easat-3714	304	2	the	the	DET
easat-3714	304	3	current	current	ADJ
easat-3714	304	4	pursuit	pursuit	NOUN
easat-3714	304	5	within	within	ADP
easat-3714	304	6	the	the	DET
easat-3714	304	7	realm	realm	NOUN
easat-3714	304	8	of	of	ADP
easat-3714	304	9	blood	blood	NOUN
easat-3714	304	10	center	center	NOUN
easat-3714	304	11	inventory	inventory	NOUN
easat-3714	304	12	management	management	NOUN
easat-3714	304	13	,	,	PUNCT
easat-3714	304	14	it	it	PRON
easat-3714	304	15	is	be	AUX
easat-3714	304	16	strongly	strongly	ADV
easat-3714	304	17	advised	advise	VERB
easat-3714	304	18	that	that	SCONJ
easat-3714	304	19	the	the	DET
easat-3714	304	20	inventory	inventory	NOUN
easat-3714	304	21	level	level	NOUN
easat-3714	304	22	should	should	AUX
easat-3714	304	23	not	not	PART
easat-3714	304	24	be	be	AUX
easat-3714	304	25	permitted	permit	VERB
easat-3714	304	26	to	to	PART
easat-3714	304	27	reach	reach	VERB
easat-3714	304	28	a	a	DET
easat-3714	304	29	state	state	NOUN
easat-3714	304	30	of	of	ADP
easat-3714	304	31	complete	complete	ADJ
easat-3714	304	32	depletion	depletion	NOUN
easat-3714	304	33	.	.	PUNCT
easat-3714	305	1	in	in	ADP
easat-3714	305	2	the	the	DET
easat-3714	305	3	hypothetical	hypothetical	ADJ
easat-3714	305	4	scenario	scenario	NOUN
easat-3714	305	5	wherein	wherein	SCONJ
easat-3714	305	6	the	the	DET
easat-3714	305	7	availability	availability	NOUN
easat-3714	305	8	or	or	CCONJ
easat-3714	305	9	sufficiency	sufficiency	NOUN
easat-3714	305	10	of	of	ADP
easat-3714	305	11	blood	blood	NOUN
easat-3714	305	12	products	product	NOUN
easat-3714	305	13	becomes	become	VERB
easat-3714	305	14	limited	limited	ADJ
easat-3714	305	15	,	,	PUNCT
easat-3714	305	16	the	the	DET
easat-3714	305	17	implementation	implementation	NOUN
easat-3714	305	18	of	of	ADP
easat-3714	305	19	this	this	DET
easat-3714	305	20	prudent	prudent	ADJ
easat-3714	305	21	approach	approach	NOUN
easat-3714	305	22	assumes	assume	VERB
easat-3714	305	23	paramount	paramount	ADJ
easat-3714	305	24	importance	importance	NOUN
easat-3714	305	25	to	to	PART
easat-3714	305	26	circumvent	circumvent	VERB
easat-3714	305	27	potential	potential	ADJ
easat-3714	305	28	complications	complication	NOUN
easat-3714	305	29	.	.	PUNCT
easat-3714	306	1	accordingly	accordingly	ADV
easat-3714	306	2	,	,	PUNCT
easat-3714	306	3	as	as	SCONJ
easat-3714	306	4	illustrated	illustrate	VERB
easat-3714	306	5	in	in	ADP
easat-3714	306	6	table	table	NOUN
easat-3714	306	7	(	(	PUNCT
easat-3714	306	8	1	1	NUM
easat-3714	306	9	)	)	PUNCT
easat-3714	306	10	,	,	PUNCT
easat-3714	306	11	the	the	DET
easat-3714	306	12	financial	financial	ADJ
easat-3714	306	13	outlay	outlay	NOUN
easat-3714	306	14	of	of	ADP
easat-3714	306	15	the	the	DET
easat-3714	306	16	blood	blood	NOUN
easat-3714	306	17	center	center	NOUN
easat-3714	306	18	is	be	AUX
easat-3714	306	19	susceptible	susceptible	ADJ
easat-3714	306	20	to	to	ADP
easat-3714	306	21	a	a	DET
easat-3714	306	22	significant	significant	ADJ
easat-3714	306	23	penalty	penalty	NOUN
easat-3714	306	24	(	(	PUNCT
easat-3714	306	25	referred	refer	VERB
easat-3714	306	26	to	to	ADP
easat-3714	306	27	as	as	ADP
easat-3714	306	28	"	"	PUNCT
easat-3714	306	29	sc	sc	PROPN
easat-3714	306	30	"	"	PUNCT
easat-3714	306	31	)	)	PUNCT
easat-3714	306	32	if	if	SCONJ
easat-3714	306	33	a	a	DET
easat-3714	306	34	demand	demand	NOUN
easat-3714	306	35	is	be	AUX
easat-3714	306	36	not	not	PART
easat-3714	306	37	satisfied	satisfied	ADJ
easat-3714	306	38	.	.	PUNCT
easat-3714	307	1	the	the	DET
easat-3714	307	2	calculation	calculation	NOUN
easat-3714	307	3	of	of	ADP
easat-3714	307	4	the	the	DET
easat-3714	307	5	total	total	ADJ
easat-3714	307	6	expected	expect	VERB
easat-3714	307	7	shortage	shortage	NOUN
easat-3714	307	8	cost	cost	NOUN
easat-3714	307	9	is	be	AUX
easat-3714	307	10	demonstrated	demonstrate	VERB
easat-3714	307	11	in	in	ADP
easat-3714	307	12	the	the	DET
easat-3714	307	13	following	follow	VERB
easat-3714	307	14	equation	equation	NOUN
easat-3714	307	15	:	:	PUNCT
easat-3714	307	16	(	(	PUNCT
easat-3714	307	17	2	2	X
easat-3714	307	18	)	)	PUNCT
easat-3714	307	19	the	the	DET
easat-3714	307	20	probability	probability	NOUN
easat-3714	307	21	of	of	ADP
easat-3714	307	22	encountering	encounter	VERB
easat-3714	307	23	a	a	DET
easat-3714	307	24	shortage	shortage	NOUN
easat-3714	307	25	of	of	ADP
easat-3714	307	26	i	i	PRON
easat-3714	307	27	blood	blood	NOUN
easat-3714	307	28	packets	packet	NOUN
easat-3714	307	29	,	,	PUNCT
easat-3714	307	30	denoted	denote	VERB
easat-3714	307	31	as	as	ADP
easat-3714	307	32	p(o	p(o	NOUN
easat-3714	307	33	=	=	PUNCT
easat-3714	308	1	i	i	PROPN
easat-3714	308	2	,	,	PUNCT
easat-3714	308	3	y	y	PROPN
easat-3714	308	4	)	)	PUNCT
easat-3714	308	5	,	,	PUNCT
easat-3714	308	6	is	be	AUX
easat-3714	308	7	represented	represent	VERB
easat-3714	308	8	based	base	VERB
easat-3714	308	9	on	on	ADP
easat-3714	308	10	the	the	DET
easat-3714	308	11	current	current	ADJ
easat-3714	308	12	inventory	inventory	NOUN
easat-3714	308	13	level	level	NOUN
easat-3714	308	14	s.	s.	PROPN
easat-3714	308	15	in	in	ADP
easat-3714	308	16	the	the	DET
easat-3714	308	17	event	event	NOUN
easat-3714	308	18	of	of	ADP
easat-3714	308	19	a	a	DET
easat-3714	308	20	scarcity	scarcity	NOUN
easat-3714	308	21	,	,	PUNCT
easat-3714	308	22	the	the	DET
easat-3714	308	23	cost	cost	NOUN
easat-3714	308	24	per	per	ADP
easat-3714	308	25	pack	pack	NOUN
easat-3714	308	26	shall	shall	AUX
easat-3714	308	27	be	be	AUX
easat-3714	308	28	represented	represent	VERB
easat-3714	308	29	as	as	ADP
easat-3714	308	30	𝑠𝑐.	𝑠𝑐.	PROPN
easat-3714	308	31	henceforth	henceforth	ADV
easat-3714	308	32	,	,	PUNCT
easat-3714	308	33	the	the	DET
easat-3714	308	34	ensuing	ensue	VERB
easat-3714	308	35	equation	equation	NOUN
easat-3714	308	36	shall	shall	AUX
easat-3714	308	37	denote	denote	VERB
easat-3714	308	38	the	the	DET
easat-3714	308	39	cost	cost	NOUN
easat-3714	308	40	function	function	NOUN
easat-3714	308	41	for	for	ADP
easat-3714	308	42	the	the	DET
easat-3714	308	43	particular	particular	ADJ
easat-3714	308	44	experiment	experiment	NOUN
easat-3714	308	45	at	at	ADP
easat-3714	308	46	hand	hand	NOUN
easat-3714	308	47	,	,	PUNCT
easat-3714	308	48	denoted	denote	VERB
easat-3714	308	49	as	as	ADP
easat-3714	308	50	𝑅(𝑠	𝑅(𝑠	NOUN
easat-3714	308	51	,	,	PUNCT
easat-3714	308	52	𝑎	𝑎	X
easat-3714	308	53	):	):	PUNCT
easat-3714	308	54	(	(	PUNCT
easat-3714	308	55	3	3	X
easat-3714	308	56	)	)	PUNCT
easat-3714	308	57	table	table	NOUN
easat-3714	308	58	1	1	NUM
easat-3714	308	59	provides	provide	VERB
easat-3714	308	60	a	a	DET
easat-3714	308	61	comprehensive	comprehensive	ADJ
easat-3714	308	62	overview	overview	NOUN
easat-3714	308	63	of	of	ADP
easat-3714	308	64	the	the	DET
easat-3714	308	65	cost	cost	NOUN
easat-3714	308	66	structure	structure	NOUN
easat-3714	308	67	of	of	ADP
easat-3714	308	68	the	the	DET
easat-3714	308	69	experiment	experiment	NOUN
easat-3714	308	70	at	at	ADP
easat-3714	308	71	hand	hand	NOUN
easat-3714	308	72	,	,	PUNCT
easat-3714	308	73	effectively	effectively	ADV
easat-3714	308	74	presenting	present	VERB
easat-3714	308	75	the	the	DET
easat-3714	308	76	respective	respective	ADJ
easat-3714	308	77	values	value	NOUN
easat-3714	308	78	assigned	assign	VERB
easat-3714	308	79	to	to	ADP
easat-3714	308	80	each	each	DET
easat-3714	308	81	parameter	parameter	NOUN
easat-3714	308	82	.	.	PUNCT
easat-3714	309	1	it	it	PRON
easat-3714	309	2	is	be	AUX
easat-3714	309	3	of	of	ADP
easat-3714	309	4	utmost	utmost	ADJ
easat-3714	309	5	significance	significance	NOUN
easat-3714	309	6	to	to	PART
easat-3714	309	7	underscore	underscore	VERB
easat-3714	309	8	that	that	SCONJ
easat-3714	309	9	the	the	DET
easat-3714	309	10	costs	cost	NOUN
easat-3714	309	11	employed	employ	VERB
easat-3714	309	12	in	in	ADP
easat-3714	309	13	this	this	DET
easat-3714	309	14	experimental	experimental	ADJ
easat-3714	309	15	endeavor	endeavor	NOUN
easat-3714	309	16	were	be	AUX
easat-3714	309	17	derived	derive	VERB
easat-3714	309	18	from	from	ADP
easat-3714	309	19	arbitrary	arbitrary	ADJ
easat-3714	309	20	numerical	numerical	ADJ
easat-3714	309	21	values	value	NOUN
easat-3714	309	22	.	.	PUNCT
easat-3714	310	1	7857	7857	NUM
easat-3714	310	2	edelweiss	edelweiss	PROPN
easat-3714	310	3	applied	apply	VERB
easat-3714	310	4	science	science	NOUN
easat-3714	310	5	and	and	CCONJ
easat-3714	310	6	technology	technology	NOUN
easat-3714	310	7	issn	issn	PROPN
easat-3714	310	8	:	:	PUNCT
easat-3714	310	9	2576	2576	NUM
easat-3714	310	10	-	-	SYM
easat-3714	310	11	8484	8484	NUM
easat-3714	310	12	vol	vol	NOUN
easat-3714	310	13	.	.	PROPN
easat-3714	310	14	8	8	NUM
easat-3714	310	15	,	,	PUNCT
easat-3714	310	16	no	no	INTJ
easat-3714	310	17	.	.	NOUN
easat-3714	310	18	6	6	NUM
easat-3714	310	19	:	:	SYM
easat-3714	310	20	7846	7846	NUM
easat-3714	310	21	-	-	SYM
easat-3714	310	22	7864	7864	NUM
easat-3714	310	23	,	,	PUNCT
easat-3714	310	24	2024	2024	NUM
easat-3714	310	25	doi	doi	NOUN
easat-3714	310	26	:	:	PUNCT
easat-3714	310	27	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	310	28	©	©	PROPN
easat-3714	310	29	2024	2024	NUM
easat-3714	310	30	by	by	ADP
easat-3714	310	31	the	the	DET
easat-3714	310	32	author	author	NOUN
easat-3714	310	33	;	;	PUNCT
easat-3714	310	34	licensee	licensee	PROPN
easat-3714	310	35	learning	learn	VERB
easat-3714	310	36	gate	gate	NOUN
easat-3714	310	37	table	table	NOUN
easat-3714	310	38	1	1	NUM
easat-3714	310	39	.	.	PUNCT
easat-3714	311	1	costs	cost	NOUN
easat-3714	311	2	of	of	ADP
easat-3714	311	3	the	the	DET
easat-3714	311	4	experiment	experiment	NOUN
easat-3714	311	5	.	.	PUNCT
easat-3714	312	1	transportation	transportation	NOUN
easat-3714	312	2	and	and	CCONJ
easat-3714	312	3	pick	pick	NOUN
easat-3714	312	4	-	-	PUNCT
easat-3714	312	5	up	up	ADP
easat-3714	312	6	expenses	expense	NOUN
easat-3714	312	7	that	that	PRON
easat-3714	312	8	might	might	AUX
easat-3714	312	9	change	change	VERB
easat-3714	312	10	over	over	ADP
easat-3714	312	11	time	time	NOUN
easat-3714	312	12	price	price	NOUN
easat-3714	312	13	one	one	NUM
easat-3714	312	14	automobile	automobile	NOUN
easat-3714	312	15	$	$	SYM
easat-3714	312	16	120,00.0	120,00.0	NUM
easat-3714	312	17	/	/	SYM
easat-3714	312	18	automobile	automobile	NOUN
easat-3714	312	19	two	two	NUM
easat-3714	312	20	automobiles	automobile	NOUN
easat-3714	312	21	$	$	SYM
easat-3714	312	22	85,00.0	85,00.0	NUM
easat-3714	312	23	/	/	SYM
easat-3714	312	24	automobile	automobile	NOUN
easat-3714	312	25	three	three	NUM
easat-3714	312	26	automobiles	automobile	NOUN
easat-3714	312	27	$	$	SYM
easat-3714	312	28	75,00.0	75,00.0	PROPN
easat-3714	312	29	/	/	SYM
easat-3714	312	30	automobile	automobile	NOUN
easat-3714	312	31	four	four	NUM
easat-3714	312	32	automobiles	automobile	NOUN
easat-3714	312	33	$	$	SYM
easat-3714	312	34	70,00.0	70,00.0	NOUN
easat-3714	312	35	/	/	SYM
easat-3714	312	36	automobile	automobile	NOUN
easat-3714	312	37	cost	cost	NOUN
easat-3714	312	38	of	of	ADP
easat-3714	312	39	retaining	retain	VERB
easat-3714	312	40	inventory	inventory	NOUN
easat-3714	312	41	$	$	SYM
easat-3714	312	42	1,00.0	1,00.0	NUM
easat-3714	312	43	/	/	SYM
easat-3714	312	44	bundle	bundle	NOUN
easat-3714	312	45	price	price	NOUN
easat-3714	312	46	of	of	ADP
easat-3714	312	47	disposal	disposal	NOUN
easat-3714	312	48	(	(	PUNCT
easat-3714	312	49	p	p	NOUN
easat-3714	312	50	)	)	PUNCT
easat-3714	312	51	$	$	SYM
easat-3714	312	52	1000,00.0	1000,00.0	NUM
easat-3714	312	53	/	/	SYM
easat-3714	312	54	bundle	bundle	VERB
easat-3714	312	55	a	a	DET
easat-3714	312	56	shortage	shortage	NOUN
easat-3714	312	57	's	's	PART
easat-3714	312	58	cost	cost	NOUN
easat-3714	312	59	$	$	SYM
easat-3714	312	60	1000,00	1000,00	NUM
easat-3714	312	61	/	/	PUNCT
easat-3714	312	62	bundle	bundle	NOUN
easat-3714	312	63	4.3	4.3	NUM
easat-3714	312	64	.	.	PUNCT
easat-3714	313	1	rates	rate	NOUN
easat-3714	313	2	of	of	ADP
easat-3714	313	3	degradation	degradation	NOUN
easat-3714	313	4	blood	blood	NOUN
easat-3714	313	5	packs	pack	NOUN
easat-3714	313	6	undergo	undergo	VERB
easat-3714	313	7	a	a	DET
easat-3714	313	8	process	process	NOUN
easat-3714	313	9	of	of	ADP
easat-3714	313	10	deterioration	deterioration	NOUN
easat-3714	313	11	precisely	precisely	ADV
easat-3714	313	12	42	42	NUM
easat-3714	313	13	days	day	NOUN
easat-3714	313	14	after	after	ADP
easat-3714	313	15	their	their	PRON
easat-3714	313	16	collection	collection	NOUN
easat-3714	313	17	,	,	PUNCT
easat-3714	313	18	establishing	establish	VERB
easat-3714	313	19	their	their	PRON
easat-3714	313	20	deterioration	deterioration	NOUN
easat-3714	313	21	rate	rate	NOUN
easat-3714	313	22	as	as	ADP
easat-3714	313	23	deterministic	deterministic	ADJ
easat-3714	313	24	.	.	PUNCT
easat-3714	314	1	typically	typically	ADV
easat-3714	314	2	,	,	PUNCT
easat-3714	314	3	blood	blood	NOUN
easat-3714	314	4	packs	pack	NOUN
easat-3714	314	5	are	be	AUX
easat-3714	314	6	rendered	render	VERB
easat-3714	314	7	immediately	immediately	ADV
easat-3714	314	8	employable	employable	ADJ
easat-3714	314	9	upon	upon	SCONJ
easat-3714	314	10	their	their	PRON
easat-3714	314	11	availability	availability	NOUN
easat-3714	314	12	.	.	PUNCT
easat-3714	315	1	in	in	ADP
easat-3714	315	2	the	the	DET
easat-3714	315	3	context	context	NOUN
easat-3714	315	4	of	of	ADP
easat-3714	315	5	continuous	continuous	ADJ
easat-3714	315	6	humanitarian	humanitarian	ADJ
easat-3714	315	7	aid	aid	NOUN
easat-3714	315	8	operations	operation	NOUN
easat-3714	315	9	,	,	PUNCT
easat-3714	315	10	it	it	PRON
easat-3714	315	11	is	be	AUX
easat-3714	315	12	essential	essential	ADJ
easat-3714	315	13	to	to	PART
easat-3714	315	14	consider	consider	VERB
easat-3714	315	15	that	that	SCONJ
easat-3714	315	16	these	these	DET
easat-3714	315	17	operations	operation	NOUN
easat-3714	315	18	frequently	frequently	ADV
easat-3714	315	19	occur	occur	VERB
easat-3714	315	20	in	in	ADP
easat-3714	315	21	underdeveloped	underdeveloped	ADJ
easat-3714	315	22	countries	country	NOUN
easat-3714	315	23	where	where	SCONJ
easat-3714	315	24	local	local	ADJ
easat-3714	315	25	collection	collection	NOUN
easat-3714	315	26	is	be	AUX
easat-3714	315	27	not	not	PART
easat-3714	315	28	feasible	feasible	ADJ
easat-3714	315	29	.	.	PUNCT
easat-3714	316	1	consequently	consequently	ADV
easat-3714	316	2	,	,	PUNCT
easat-3714	316	3	the	the	DET
easat-3714	316	4	blood	blood	NOUN
easat-3714	316	5	packs	pack	NOUN
easat-3714	316	6	utilised	utilise	VERB
easat-3714	316	7	in	in	ADP
easat-3714	316	8	such	such	ADJ
easat-3714	316	9	operations	operation	NOUN
easat-3714	316	10	may	may	AUX
easat-3714	316	11	originate	originate	VERB
easat-3714	316	12	from	from	ADP
easat-3714	316	13	various	various	ADJ
easat-3714	316	14	global	global	ADJ
easat-3714	316	15	locations	location	NOUN
easat-3714	316	16	,	,	PUNCT
easat-3714	316	17	thereby	thereby	ADV
easat-3714	316	18	directly	directly	ADV
easat-3714	316	19	impacting	impact	VERB
easat-3714	316	20	their	their	PRON
easat-3714	316	21	shelf	shelf	NOUN
easat-3714	316	22	life	life	NOUN
easat-3714	316	23	.	.	PUNCT
easat-3714	317	1	to	to	PART
easat-3714	317	2	effectively	effectively	ADV
easat-3714	317	3	address	address	VERB
easat-3714	317	4	this	this	DET
easat-3714	317	5	issue	issue	NOUN
easat-3714	317	6	,	,	PUNCT
easat-3714	317	7	we	we	PRON
easat-3714	317	8	conducted	conduct	VERB
easat-3714	317	9	a	a	DET
easat-3714	317	10	simulation	simulation	NOUN
easat-3714	317	11	encompassing	encompass	VERB
easat-3714	317	12	four	four	NUM
easat-3714	317	13	distinct	distinct	ADJ
easat-3714	317	14	scenarios	scenario	NOUN
easat-3714	317	15	,	,	PUNCT
easat-3714	317	16	each	each	PRON
easat-3714	317	17	relating	relate	VERB
easat-3714	317	18	to	to	ADP
easat-3714	317	19	varying	vary	VERB
easat-3714	317	20	lead	lead	ADJ
easat-3714	317	21	times	time	NOUN
easat-3714	317	22	and	and	CCONJ
easat-3714	317	23	their	their	PRON
easat-3714	317	24	consequential	consequential	ADJ
easat-3714	317	25	impact	impact	NOUN
easat-3714	317	26	on	on	ADP
easat-3714	317	27	the	the	DET
easat-3714	317	28	shelf	shelf	NOUN
easat-3714	317	29	life	life	NOUN
easat-3714	317	30	of	of	ADP
easat-3714	317	31	blood	blood	NOUN
easat-3714	317	32	packs	pack	NOUN
easat-3714	317	33	.	.	PUNCT
easat-3714	318	1	in	in	ADP
easat-3714	318	2	each	each	DET
easat-3714	318	3	scenario	scenario	NOUN
easat-3714	318	4	,	,	PUNCT
easat-3714	318	5	it	it	PRON
easat-3714	318	6	is	be	AUX
easat-3714	318	7	imperative	imperative	ADJ
easat-3714	318	8	to	to	PART
easat-3714	318	9	maintain	maintain	VERB
easat-3714	318	10	a	a	DET
easat-3714	318	11	constant	constant	ADJ
easat-3714	318	12	set	set	NOUN
easat-3714	318	13	of	of	ADP
easat-3714	318	14	parameters	parameter	NOUN
easat-3714	318	15	regarding	regard	VERB
easat-3714	318	16	demand	demand	NOUN
easat-3714	318	17	,	,	PUNCT
easat-3714	318	18	donation	donation	NOUN
easat-3714	318	19	,	,	PUNCT
easat-3714	318	20	and	and	CCONJ
easat-3714	318	21	cost	cost	NOUN
easat-3714	318	22	.	.	PUNCT
easat-3714	319	1	in	in	ADP
easat-3714	319	2	the	the	DET
easat-3714	319	3	initial	initial	ADJ
easat-3714	319	4	scenario	scenario	NOUN
easat-3714	319	5	,	,	PUNCT
easat-3714	319	6	we	we	PRON
easat-3714	319	7	considered	consider	VERB
easat-3714	319	8	a	a	DET
easat-3714	319	9	confined	confine	VERB
easat-3714	319	10	assemblage	assemblage	NOUN
easat-3714	319	11	,	,	PUNCT
easat-3714	319	12	wherein	wherein	SCONJ
easat-3714	319	13	the	the	DET
easat-3714	319	14	temporal	temporal	ADJ
easat-3714	319	15	duration	duration	NOUN
easat-3714	319	16	of	of	ADP
easat-3714	319	17	viability	viability	NOUN
easat-3714	319	18	for	for	ADP
easat-3714	319	19	a	a	DET
easat-3714	319	20	blood	blood	NOUN
easat-3714	319	21	pack	pack	NOUN
easat-3714	319	22	is	be	AUX
easat-3714	319	23	established	establish	VERB
easat-3714	319	24	as	as	ADP
easat-3714	319	25	42	42	NUM
easat-3714	319	26	days	day	NOUN
easat-3714	319	27	.	.	PUNCT
easat-3714	320	1	in	in	ADP
easat-3714	320	2	the	the	DET
easat-3714	320	3	subsequent	subsequent	ADJ
easat-3714	320	4	scenarios	scenario	NOUN
easat-3714	320	5	,	,	PUNCT
easat-3714	320	6	we	we	PRON
easat-3714	320	7	accounted	account	VERB
easat-3714	320	8	for	for	ADP
easat-3714	320	9	lead	lead	ADJ
easat-3714	320	10	times	time	NOUN
easat-3714	320	11	of	of	ADP
easat-3714	320	12	21	21	NUM
easat-3714	320	13	days	day	NOUN
easat-3714	320	14	,	,	PUNCT
easat-3714	320	15	28	28	NUM
easat-3714	320	16	days	day	NOUN
easat-3714	320	17	,	,	PUNCT
easat-3714	320	18	and	and	CCONJ
easat-3714	320	19	35	35	NUM
easat-3714	320	20	days	day	NOUN
easat-3714	320	21	,	,	PUNCT
easat-3714	320	22	resulting	result	VERB
easat-3714	320	23	in	in	ADP
easat-3714	320	24	corresponding	correspond	VERB
easat-3714	320	25	shelf	shelf	NOUN
easat-3714	320	26	lives	life	NOUN
easat-3714	320	27	of	of	ADP
easat-3714	320	28	21	21	NUM
easat-3714	320	29	days	day	NOUN
easat-3714	320	30	,	,	PUNCT
easat-3714	320	31	14	14	NUM
easat-3714	320	32	days	day	NOUN
easat-3714	320	33	,	,	PUNCT
easat-3714	320	34	and	and	CCONJ
easat-3714	320	35	7	7	NUM
easat-3714	320	36	days	day	NOUN
easat-3714	320	37	for	for	ADP
easat-3714	320	38	the	the	DET
easat-3714	320	39	blood	blood	NOUN
easat-3714	320	40	packs	pack	NOUN
easat-3714	320	41	.	.	PUNCT
easat-3714	321	1	it	it	PRON
easat-3714	321	2	is	be	AUX
easat-3714	321	3	of	of	ADP
easat-3714	321	4	utmost	utmost	ADJ
easat-3714	321	5	significance	significance	NOUN
easat-3714	321	6	to	to	PART
easat-3714	321	7	acknowledge	acknowledge	VERB
easat-3714	321	8	that	that	SCONJ
easat-3714	321	9	blood	blood	NOUN
easat-3714	321	10	packs	pack	NOUN
easat-3714	321	11	are	be	AUX
easat-3714	321	12	subject	subject	ADJ
easat-3714	321	13	to	to	ADP
easat-3714	321	14	a	a	DET
easat-3714	321	15	distinct	distinct	ADJ
easat-3714	321	16	supply	supply	NOUN
easat-3714	321	17	chain	chain	NOUN
easat-3714	321	18	management	management	NOUN
easat-3714	321	19	system	system	NOUN
easat-3714	321	20	commonly	commonly	ADV
easat-3714	321	21	referred	refer	VERB
easat-3714	321	22	to	to	ADP
easat-3714	321	23	as	as	ADP
easat-3714	321	24	the	the	DET
easat-3714	321	25	cold	cold	ADJ
easat-3714	321	26	chain	chain	NOUN
easat-3714	321	27	or	or	CCONJ
easat-3714	321	28	cold	cold	ADJ
easat-3714	321	29	supply	supply	NOUN
easat-3714	321	30	chain	chain	NOUN
easat-3714	321	31	.	.	PUNCT
easat-3714	322	1	regrettably	regrettably	ADV
easat-3714	322	2	,	,	PUNCT
easat-3714	322	3	the	the	DET
easat-3714	322	4	present	present	ADJ
easat-3714	322	5	study	study	NOUN
easat-3714	322	6	does	do	AUX
easat-3714	322	7	not	not	PART
easat-3714	322	8	delve	delve	VERB
easat-3714	322	9	into	into	ADP
easat-3714	322	10	the	the	DET
easat-3714	322	11	intricacies	intricacy	NOUN
easat-3714	322	12	of	of	ADP
easat-3714	322	13	this	this	DET
easat-3714	322	14	system	system	NOUN
easat-3714	322	15	.	.	PUNCT
easat-3714	323	1	furthermore	furthermore	ADV
easat-3714	323	2	,	,	PUNCT
easat-3714	323	3	it	it	PRON
easat-3714	323	4	is	be	AUX
easat-3714	323	5	imperative	imperative	ADJ
easat-3714	323	6	to	to	PART
easat-3714	323	7	underscore	underscore	VERB
easat-3714	323	8	that	that	SCONJ
easat-3714	323	9	the	the	DET
easat-3714	323	10	lead	lead	ADJ
easat-3714	323	11	times	time	NOUN
easat-3714	323	12	serve	serve	VERB
easat-3714	323	13	exclusively	exclusively	ADV
easat-3714	323	14	as	as	ADP
easat-3714	323	15	a	a	DET
easat-3714	323	16	means	means	NOUN
easat-3714	323	17	to	to	PART
easat-3714	323	18	illustrate	illustrate	VERB
easat-3714	323	19	the	the	DET
easat-3714	323	20	disparities	disparity	NOUN
easat-3714	323	21	in	in	ADP
easat-3714	323	22	ordering	order	VERB
easat-3714	323	23	strategies	strategy	NOUN
easat-3714	323	24	contingent	contingent	ADJ
easat-3714	323	25	upon	upon	SCONJ
easat-3714	323	26	fluctuating	fluctuate	VERB
easat-3714	323	27	rates	rate	NOUN
easat-3714	323	28	of	of	ADP
easat-3714	323	29	deterioration	deterioration	NOUN
easat-3714	323	30	or	or	CCONJ
easat-3714	323	31	shelf	shelf	NOUN
easat-3714	323	32	lives	life	NOUN
easat-3714	323	33	.	.	PUNCT
easat-3714	324	1	consequently	consequently	ADV
easat-3714	324	2	,	,	PUNCT
easat-3714	324	3	the	the	DET
easat-3714	324	4	aforementioned	aforementioned	ADJ
easat-3714	324	5	factors	factor	NOUN
easat-3714	324	6	do	do	AUX
easat-3714	324	7	not	not	PART
easat-3714	324	8	exert	exert	VERB
easat-3714	324	9	a	a	DET
easat-3714	324	10	direct	direct	ADJ
easat-3714	324	11	influence	influence	NOUN
easat-3714	324	12	on	on	ADP
easat-3714	324	13	the	the	DET
easat-3714	324	14	fluctuations	fluctuation	NOUN
easat-3714	324	15	observed	observe	VERB
easat-3714	324	16	in	in	ADP
easat-3714	324	17	inventory	inventory	NOUN
easat-3714	324	18	levels	level	NOUN
easat-3714	324	19	,	,	PUNCT
easat-3714	324	20	thereby	thereby	ADV
easat-3714	324	21	resulting	result	VERB
easat-3714	324	22	in	in	ADP
easat-3714	324	23	a	a	DET
easat-3714	324	24	model	model	NOUN
easat-3714	324	25	that	that	PRON
easat-3714	324	26	fails	fail	VERB
easat-3714	324	27	to	to	PART
easat-3714	324	28	incorporate	incorporate	VERB
easat-3714	324	29	the	the	DET
easat-3714	324	30	temporal	temporal	ADJ
easat-3714	324	31	delay	delay	NOUN
easat-3714	324	32	associated	associate	VERB
easat-3714	324	33	with	with	ADP
easat-3714	324	34	lead	lead	ADJ
easat-3714	324	35	time	time	NOUN
easat-3714	324	36	.	.	PUNCT
easat-3714	325	1	5	5	X
easat-3714	325	2	.	.	NOUN
easat-3714	325	3	results	result	NOUN
easat-3714	325	4	and	and	CCONJ
easat-3714	325	5	discussion	discussion	NOUN
easat-3714	325	6	upon	upon	SCONJ
easat-3714	325	7	conducting	conduct	VERB
easat-3714	325	8	a	a	DET
easat-3714	325	9	thorough	thorough	ADJ
easat-3714	325	10	examination	examination	NOUN
easat-3714	325	11	of	of	ADP
easat-3714	325	12	the	the	DET
easat-3714	325	13	model	model	NOUN
easat-3714	325	14	,	,	PUNCT
easat-3714	325	15	we	we	PRON
easat-3714	325	16	successfully	successfully	ADV
easat-3714	325	17	discerned	discern	VERB
easat-3714	325	18	the	the	DET
easat-3714	325	19	optimal	optimal	ADJ
easat-3714	325	20	ordering	ordering	NOUN
easat-3714	325	21	procedures	procedure	NOUN
easat-3714	325	22	for	for	ADP
easat-3714	325	23	the	the	DET
easat-3714	325	24	four	four	NUM
easat-3714	325	25	scenarios	scenario	NOUN
easat-3714	325	26	delineated	delineate	VERB
easat-3714	325	27	in	in	ADP
easat-3714	325	28	the	the	DET
easat-3714	325	29	preceding	precede	VERB
easat-3714	325	30	section	section	NOUN
easat-3714	325	31	.	.	PUNCT
easat-3714	326	1	a	a	DET
easat-3714	326	2	concise	concise	ADJ
easat-3714	326	3	presentation	presentation	NOUN
easat-3714	326	4	of	of	ADP
easat-3714	326	5	the	the	DET
easat-3714	326	6	findings	finding	NOUN
easat-3714	326	7	can	can	AUX
easat-3714	326	8	be	be	AUX
easat-3714	326	9	observed	observe	VERB
easat-3714	326	10	in	in	ADP
easat-3714	326	11	figure	figure	NOUN
easat-3714	326	12	1	1	NUM
easat-3714	326	13	and	and	CCONJ
easat-3714	326	14	table	table	NOUN
easat-3714	326	15	3	3	NUM
easat-3714	326	16	.	.	PUNCT
easat-3714	327	1	the	the	DET
easat-3714	327	2	actions	action	NOUN
easat-3714	327	3	generated	generate	VERB
easat-3714	327	4	by	by	ADP
easat-3714	327	5	our	our	PRON
easat-3714	327	6	model	model	NOUN
easat-3714	327	7	correspond	correspond	VERB
easat-3714	327	8	to	to	ADP
easat-3714	327	9	the	the	DET
easat-3714	327	10	tasks	task	NOUN
easat-3714	327	11	to	to	PART
easat-3714	327	12	be	be	AUX
easat-3714	327	13	executed	execute	VERB
easat-3714	327	14	during	during	ADP
easat-3714	327	15	each	each	DET
easat-3714	327	16	decision	decision	NOUN
easat-3714	327	17	epoch	epoch	NOUN
easat-3714	327	18	,	,	PUNCT
easat-3714	327	19	determined	determine	VERB
easat-3714	327	20	by	by	ADP
easat-3714	327	21	the	the	DET
easat-3714	327	22	inventory	inventory	NOUN
easat-3714	327	23	level	level	NOUN
easat-3714	327	24	at	at	ADP
easat-3714	327	25	the	the	DET
easat-3714	327	26	commencement	commencement	NOUN
easat-3714	327	27	of	of	ADP
easat-3714	327	28	the	the	DET
easat-3714	327	29	current	current	ADJ
easat-3714	327	30	decision	decision	NOUN
easat-3714	327	31	epoch	epoch	NOUN
easat-3714	327	32	.	.	PUNCT
easat-3714	328	1	more	more	ADV
easat-3714	328	2	precisely	precisely	ADV
easat-3714	328	3	,	,	PUNCT
easat-3714	328	4	each	each	DET
easat-3714	328	5	individual	individual	ADJ
easat-3714	328	6	action	action	NOUN
easat-3714	328	7	within	within	ADP
easat-3714	328	8	the	the	DET
easat-3714	328	9	aforementioned	aforementioned	ADJ
easat-3714	328	10	scenario	scenario	NOUN
easat-3714	328	11	aligns	align	VERB
easat-3714	328	12	with	with	ADP
easat-3714	328	13	a	a	DET
easat-3714	328	14	distinct	distinct	ADJ
easat-3714	328	15	numerical	numerical	ADJ
easat-3714	328	16	value	value	NOUN
easat-3714	328	17	denoting	denote	VERB
easat-3714	328	18	the	the	DET
easat-3714	328	19	number	number	NOUN
easat-3714	328	20	of	of	ADP
easat-3714	328	21	blood	blood	NOUN
easat-3714	328	22	packets	packet	NOUN
easat-3714	328	23	that	that	PRON
easat-3714	328	24	must	must	AUX
easat-3714	328	25	be	be	AUX
easat-3714	328	26	acquired	acquire	VERB
easat-3714	328	27	.	.	PUNCT
easat-3714	329	1	the	the	DET
easat-3714	329	2	procurement	procurement	NOUN
easat-3714	329	3	process	process	NOUN
easat-3714	329	4	commences	commence	VERB
easat-3714	329	5	at	at	ADP
easat-3714	329	6	the	the	DET
easat-3714	329	7	onset	onset	NOUN
easat-3714	329	8	of	of	ADP
easat-3714	329	9	each	each	DET
easat-3714	329	10	week	week	NOUN
easat-3714	329	11	,	,	PUNCT
easat-3714	329	12	taking	take	VERB
easat-3714	329	13	into	into	ADP
easat-3714	329	14	account	account	NOUN
easat-3714	329	15	the	the	DET
easat-3714	329	16	initial	initial	ADJ
easat-3714	329	17	quantity	quantity	NOUN
easat-3714	329	18	of	of	ADP
easat-3714	329	19	blood	blood	NOUN
easat-3714	329	20	packs	pack	NOUN
easat-3714	329	21	available	available	ADJ
easat-3714	329	22	in	in	ADP
easat-3714	329	23	the	the	DET
easat-3714	329	24	inventory	inventory	NOUN
easat-3714	329	25	at	at	ADP
easat-3714	329	26	the	the	DET
easat-3714	329	27	beginning	beginning	NOUN
easat-3714	329	28	of	of	ADP
easat-3714	329	29	that	that	DET
easat-3714	329	30	week	week	NOUN
easat-3714	329	31	.	.	PUNCT
easat-3714	330	1	the	the	DET
easat-3714	330	2	model	model	NOUN
easat-3714	330	3	we	we	PRON
easat-3714	330	4	have	have	AUX
easat-3714	330	5	developed	develop	VERB
easat-3714	330	6	provides	provide	VERB
easat-3714	330	7	the	the	DET
easat-3714	330	8	decision	decision	NOUN
easat-3714	330	9	maker	maker	NOUN
easat-3714	330	10	with	with	ADP
easat-3714	330	11	the	the	DET
easat-3714	330	12	optimal	optimal	ADJ
easat-3714	330	13	quantity	quantity	NOUN
easat-3714	330	14	of	of	ADP
easat-3714	330	15	blood	blood	NOUN
easat-3714	330	16	packets	packet	NOUN
easat-3714	330	17	to	to	PART
easat-3714	330	18	procure	procure	VERB
easat-3714	330	19	for	for	ADP
easat-3714	330	20	every	every	DET
easat-3714	330	21	conceivable	conceivable	ADJ
easat-3714	330	22	inventory	inventory	NOUN
easat-3714	330	23	level	level	NOUN
easat-3714	330	24	within	within	ADP
easat-3714	330	25	the	the	DET
easat-3714	330	26	stock	stock	NOUN
easat-3714	330	27	.	.	PUNCT
easat-3714	331	1	the	the	DET
easat-3714	331	2	objective	objective	NOUN
easat-3714	331	3	is	be	AUX
easat-3714	331	4	to	to	PART
easat-3714	331	5	effectively	effectively	ADV
easat-3714	331	6	reduce	reduce	VERB
easat-3714	331	7	the	the	DET
easat-3714	331	8	mean	mean	ADJ
easat-3714	331	9	expenditures	expenditure	NOUN
easat-3714	331	10	associated	associate	VERB
easat-3714	331	11	with	with	ADP
easat-3714	331	12	the	the	DET
easat-3714	331	13	administration	administration	NOUN
easat-3714	331	14	of	of	ADP
easat-3714	331	15	inventory	inventory	NOUN
easat-3714	331	16	for	for	ADP
easat-3714	331	17	the	the	DET
easat-3714	331	18	humanitarian	humanitarian	ADJ
easat-3714	331	19	endeavour	endeavour	NOUN
easat-3714	331	20	.	.	PUNCT
easat-3714	332	1	the	the	DET
easat-3714	332	2	optimal	optimal	ADJ
easat-3714	332	3	strategy	strategy	NOUN
easat-3714	332	4	for	for	ADP
easat-3714	332	5	procurement	procurement	NOUN
easat-3714	332	6	or	or	CCONJ
easat-3714	332	7	ordering	ordering	NOUN
easat-3714	332	8	,	,	PUNCT
easat-3714	332	9	in	in	ADP
easat-3714	332	10	terms	term	NOUN
easat-3714	332	11	of	of	ADP
easat-3714	332	12	operational	operational	ADJ
easat-3714	332	13	efficiency	efficiency	NOUN
easat-3714	332	14	,	,	PUNCT
easat-3714	332	15	is	be	AUX
easat-3714	332	16	the	the	DET
easat-3714	332	17	utilisation	utilisation	NOUN
easat-3714	332	18	of	of	ADP
easat-3714	332	19	a	a	DET
easat-3714	332	20	comprehensive	comprehensive	ADJ
easat-3714	332	21	collection	collection	NOUN
easat-3714	332	22	of	of	ADP
easat-3714	332	23	ideal	ideal	ADJ
easat-3714	332	24	actions	action	NOUN
easat-3714	332	25	,	,	PUNCT
easat-3714	332	26	each	each	PRON
easat-3714	332	27	corresponding	correspond	VERB
easat-3714	332	28	to	to	ADP
easat-3714	332	29	a	a	DET
easat-3714	332	30	specific	specific	ADJ
easat-3714	332	31	inventory	inventory	NOUN
easat-3714	332	32	level	level	NOUN
easat-3714	332	33	.	.	PUNCT
easat-3714	333	1	according	accord	VERB
easat-3714	333	2	to	to	ADP
easat-3714	333	3	the	the	DET
easat-3714	333	4	experimental	experimental	ADJ
easat-3714	333	5	set	set	NOUN
easat-3714	333	6	comprising	comprise	VERB
easat-3714	333	7	five	five	NUM
easat-3714	333	8	potential	potential	ADJ
easat-3714	333	9	actions	action	NOUN
easat-3714	333	10	,	,	PUNCT
easat-3714	333	11	our	our	PRON
easat-3714	333	12	model	model	NOUN
easat-3714	333	13	has	have	AUX
easat-3714	333	14	formulated	formulate	VERB
easat-3714	333	15	a	a	DET
easat-3714	333	16	prescription	prescription	NOUN
easat-3714	333	17	for	for	ADP
easat-3714	333	18	an	an	DET
easat-3714	333	19	optimal	optimal	ADJ
easat-3714	333	20	ordering	ordering	NOUN
easat-3714	333	21	policy	policy	NOUN
easat-3714	333	22	in	in	ADP
easat-3714	333	23	the	the	DET
easat-3714	333	24	initial	initial	ADJ
easat-3714	333	25	scenario	scenario	NOUN
easat-3714	333	26	.	.	PUNCT
easat-3714	334	1	it	it	PRON
easat-3714	334	2	is	be	AUX
easat-3714	334	3	important	important	ADJ
easat-3714	334	4	to	to	PART
easat-3714	334	5	note	note	VERB
easat-3714	334	6	that	that	SCONJ
easat-3714	334	7	this	this	DET
easat-3714	334	8	scenario	scenario	NOUN
easat-3714	334	9	assumes	assume	VERB
easat-3714	334	10	a	a	DET
easat-3714	334	11	proposed	propose	VERB
easat-3714	334	12	shelf	shelf	NOUN
easat-3714	334	13	life	life	NOUN
easat-3714	334	14	of	of	ADP
easat-3714	334	15	42	42	NUM
easat-3714	334	16	days	day	NOUN
easat-3714	334	17	,	,	PUNCT
easat-3714	334	18	as	as	SCONJ
easat-3714	334	19	elaborated	elaborate	VERB
easat-3714	334	20	upon	upon	SCONJ
easat-3714	334	21	in	in	ADP
easat-3714	334	22	section	section	NOUN
easat-3714	334	23	4.3	4.3	NUM
easat-3714	334	24	.	.	PUNCT
easat-3714	335	1	the	the	DET
easat-3714	335	2	optimal	optimal	ADJ
easat-3714	335	3	strategy	strategy	NOUN
easat-3714	335	4	entails	entail	VERB
easat-3714	335	5	deploying	deploy	VERB
easat-3714	335	6	a	a	DET
easat-3714	335	7	fleet	fleet	NOUN
easat-3714	335	8	of	of	ADP
easat-3714	335	9	four	four	NUM
easat-3714	335	10	vehicles	vehicle	NOUN
easat-3714	335	11	in	in	ADP
easat-3714	335	12	the	the	DET
easat-3714	335	13	event	event	NOUN
easat-3714	335	14	that	that	PRON
easat-3714	335	15	the	the	DET
easat-3714	335	16	inventory	inventory	NOUN
easat-3714	335	17	level	level	NOUN
easat-3714	335	18	of	of	ADP
easat-3714	335	19	blood	blood	NOUN
easat-3714	335	20	packs	pack	NOUN
easat-3714	335	21	reaches	reach	VERB
easat-3714	335	22	or	or	CCONJ
easat-3714	335	23	7858	7858	NUM
easat-3714	335	24	edelweiss	edelweiss	PROPN
easat-3714	335	25	applied	apply	VERB
easat-3714	335	26	science	science	NOUN
easat-3714	335	27	and	and	CCONJ
easat-3714	335	28	technology	technology	NOUN
easat-3714	335	29	issn	issn	PROPN
easat-3714	335	30	:	:	PUNCT
easat-3714	335	31	2576	2576	NUM
easat-3714	335	32	-	-	SYM
easat-3714	335	33	8484	8484	NUM
easat-3714	335	34	vol	vol	NOUN
easat-3714	335	35	.	.	PROPN
easat-3714	335	36	8	8	NUM
easat-3714	335	37	,	,	PUNCT
easat-3714	335	38	no	no	INTJ
easat-3714	335	39	.	.	NOUN
easat-3714	335	40	6	6	NUM
easat-3714	335	41	:	:	SYM
easat-3714	335	42	7846	7846	NUM
easat-3714	335	43	-	-	SYM
easat-3714	335	44	7864	7864	NUM
easat-3714	335	45	,	,	PUNCT
easat-3714	335	46	2024	2024	NUM
easat-3714	335	47	doi	doi	NOUN
easat-3714	335	48	:	:	PUNCT
easat-3714	335	49	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	335	50	©	©	PROPN
easat-3714	335	51	2024	2024	NUM
easat-3714	335	52	by	by	ADP
easat-3714	335	53	the	the	DET
easat-3714	335	54	author	author	NOUN
easat-3714	335	55	;	;	PUNCT
easat-3714	335	56	licensee	licensee	PROPN
easat-3714	335	57	learning	learning	PROPN
easat-3714	335	58	gate	gate	PROPN
easat-3714	335	59	falls	fall	VERB
easat-3714	335	60	below	below	ADP
easat-3714	335	61	the	the	DET
easat-3714	335	62	threshold	threshold	NOUN
easat-3714	335	63	of	of	ADP
easat-3714	335	64	340	340	NUM
easat-3714	335	65	units	unit	NOUN
easat-3714	335	66	.	.	PUNCT
easat-3714	336	1	the	the	DET
easat-3714	336	2	consequence	consequence	NOUN
easat-3714	336	3	of	of	ADP
easat-3714	336	4	this	this	DET
easat-3714	336	5	action	action	NOUN
easat-3714	336	6	will	will	AUX
easat-3714	336	7	manifest	manifest	VERB
easat-3714	336	8	in	in	ADP
easat-3714	336	9	the	the	DET
easat-3714	336	10	acquisition	acquisition	NOUN
easat-3714	336	11	of	of	ADP
easat-3714	336	12	an	an	DET
easat-3714	336	13	average	average	NOUN
easat-3714	336	14	of	of	ADP
easat-3714	336	15	80	80	NUM
easat-3714	336	16	supplementary	supplementary	ADJ
easat-3714	336	17	units	unit	NOUN
easat-3714	336	18	of	of	ADP
easat-3714	336	19	blood	blood	NOUN
easat-3714	336	20	packs	pack	NOUN
easat-3714	336	21	.	.	PUNCT
easat-3714	337	1	to	to	PART
easat-3714	337	2	acquire	acquire	VERB
easat-3714	337	3	an	an	DET
easat-3714	337	4	additional	additional	ADJ
easat-3714	337	5	60	60	NUM
easat-3714	337	6	units	unit	NOUN
easat-3714	337	7	of	of	ADP
easat-3714	337	8	blood	blood	NOUN
easat-3714	337	9	packs	pack	NOUN
easat-3714	337	10	,	,	PUNCT
easat-3714	337	11	it	it	PRON
easat-3714	337	12	is	be	AUX
easat-3714	337	13	advised	advise	VERB
easat-3714	337	14	that	that	SCONJ
easat-3714	337	15	a	a	DET
easat-3714	337	16	convoy	convoy	NOUN
easat-3714	337	17	consisting	consist	VERB
easat-3714	337	18	of	of	ADP
easat-3714	337	19	three	three	NUM
easat-3714	337	20	vehicles	vehicle	NOUN
easat-3714	337	21	be	be	AUX
easat-3714	337	22	dispatched	dispatch	VERB
easat-3714	337	23	when	when	SCONJ
easat-3714	337	24	the	the	DET
easat-3714	337	25	inventory	inventory	NOUN
easat-3714	337	26	level	level	NOUN
easat-3714	337	27	falls	fall	VERB
easat-3714	337	28	within	within	ADP
easat-3714	337	29	the	the	DET
easat-3714	337	30	range	range	NOUN
easat-3714	337	31	of	of	ADP
easat-3714	337	32	341	341	NUM
easat-3714	337	33	to	to	PART
easat-3714	337	34	364	364	NUM
easat-3714	337	35	units	unit	NOUN
easat-3714	337	36	.	.	PUNCT
easat-3714	338	1	to	to	PART
easat-3714	338	2	procure	procure	VERB
easat-3714	338	3	an	an	DET
easat-3714	338	4	additional	additional	ADJ
easat-3714	338	5	40	40	NUM
easat-3714	338	6	units	unit	NOUN
easat-3714	338	7	of	of	ADP
easat-3714	338	8	blood	blood	NOUN
easat-3714	338	9	packs	pack	NOUN
easat-3714	338	10	,	,	PUNCT
easat-3714	338	11	it	it	PRON
easat-3714	338	12	is	be	AUX
easat-3714	338	13	recommended	recommend	VERB
easat-3714	338	14	to	to	PART
easat-3714	338	15	dispatch	dispatch	VERB
easat-3714	338	16	a	a	DET
easat-3714	338	17	pair	pair	NOUN
easat-3714	338	18	of	of	ADP
easat-3714	338	19	vehicles	vehicle	NOUN
easat-3714	338	20	once	once	SCONJ
easat-3714	338	21	the	the	DET
easat-3714	338	22	inventory	inventory	NOUN
easat-3714	338	23	level	level	NOUN
easat-3714	338	24	reaches	reach	VERB
easat-3714	338	25	the	the	DET
easat-3714	338	26	range	range	NOUN
easat-3714	338	27	of	of	ADP
easat-3714	338	28	365	365	NUM
easat-3714	338	29	to	to	PART
easat-3714	338	30	390	390	NUM
easat-3714	338	31	blood	blood	NOUN
easat-3714	338	32	packs	pack	NOUN
easat-3714	338	33	.	.	PUNCT
easat-3714	339	1	to	to	PART
easat-3714	339	2	acquire	acquire	VERB
easat-3714	339	3	an	an	DET
easat-3714	339	4	additional	additional	ADJ
easat-3714	339	5	20	20	NUM
easat-3714	339	6	units	unit	NOUN
easat-3714	339	7	of	of	ADP
easat-3714	339	8	blood	blood	NOUN
easat-3714	339	9	packs	pack	NOUN
easat-3714	339	10	,	,	PUNCT
easat-3714	339	11	it	it	PRON
easat-3714	339	12	is	be	AUX
easat-3714	339	13	recommended	recommend	VERB
easat-3714	339	14	that	that	SCONJ
easat-3714	339	15	a	a	DET
easat-3714	339	16	singular	singular	ADJ
easat-3714	339	17	vehicle	vehicle	NOUN
easat-3714	339	18	be	be	AUX
easat-3714	339	19	dispatched	dispatch	VERB
easat-3714	339	20	when	when	SCONJ
easat-3714	339	21	the	the	DET
easat-3714	339	22	inventory	inventory	NOUN
easat-3714	339	23	level	level	NOUN
easat-3714	339	24	falls	fall	VERB
easat-3714	339	25	within	within	ADP
easat-3714	339	26	the	the	DET
easat-3714	339	27	range	range	NOUN
easat-3714	339	28	of	of	ADP
easat-3714	339	29	391	391	NUM
easat-3714	339	30	to	to	ADP
easat-3714	339	31	428	428	NUM
easat-3714	339	32	units	unit	NOUN
easat-3714	339	33	.	.	PUNCT
easat-3714	340	1	when	when	SCONJ
easat-3714	340	2	the	the	DET
easat-3714	340	3	inventory	inventory	NOUN
easat-3714	340	4	level	level	NOUN
easat-3714	340	5	surpasses	surpass	VERB
easat-3714	340	6	429	429	NUM
easat-3714	340	7	blood	blood	NOUN
easat-3714	340	8	packs	pack	NOUN
easat-3714	340	9	,	,	PUNCT
easat-3714	340	10	it	it	PRON
easat-3714	340	11	becomes	become	VERB
easat-3714	340	12	imperative	imperative	ADJ
easat-3714	340	13	to	to	PART
easat-3714	340	14	abstain	abstain	VERB
easat-3714	340	15	from	from	ADP
easat-3714	340	16	dispatching	dispatch	VERB
easat-3714	340	17	any	any	DET
easat-3714	340	18	vehicles	vehicle	NOUN
easat-3714	340	19	,	,	PUNCT
easat-3714	340	20	thereby	thereby	ADV
easat-3714	340	21	effectively	effectively	ADV
easat-3714	340	22	preventing	prevent	VERB
easat-3714	340	23	the	the	DET
easat-3714	340	24	procurement	procurement	NOUN
easat-3714	340	25	of	of	ADP
easat-3714	340	26	any	any	DET
easat-3714	340	27	further	further	ADJ
easat-3714	340	28	blood	blood	NOUN
easat-3714	340	29	packs	pack	NOUN
easat-3714	340	30	.	.	PUNCT
easat-3714	341	1	in	in	ADP
easat-3714	341	2	this	this	DET
easat-3714	341	3	scenario	scenario	NOUN
easat-3714	341	4	,	,	PUNCT
easat-3714	341	5	it	it	PRON
easat-3714	341	6	has	have	AUX
easat-3714	341	7	been	be	AUX
easat-3714	341	8	determined	determine	VERB
easat-3714	341	9	that	that	SCONJ
easat-3714	341	10	the	the	DET
easat-3714	341	11	minimum	minimum	ADJ
easat-3714	341	12	weekly	weekly	ADJ
easat-3714	341	13	average	average	ADJ
easat-3714	341	14	cost	cost	NOUN
easat-3714	341	15	amounts	amount	NOUN
easat-3714	341	16	to	to	ADP
easat-3714	341	17	$	$	SYM
easat-3714	341	18	62.38	62.38	NUM
easat-3714	341	19	.	.	PUNCT
easat-3714	342	1	the	the	DET
easat-3714	342	2	decision	decision	NOUN
easat-3714	342	3	maker	maker	NOUN
easat-3714	342	4	ought	ought	AUX
easat-3714	342	5	to	to	PART
easat-3714	342	6	embrace	embrace	VERB
easat-3714	342	7	the	the	DET
easat-3714	342	8	aforementioned	aforementioned	ADJ
easat-3714	342	9	ordering	ordering	NOUN
easat-3714	342	10	procedure	procedure	NOUN
easat-3714	342	11	not	not	PART
easat-3714	342	12	only	only	ADV
easat-3714	342	13	to	to	PART
easat-3714	342	14	mitigate	mitigate	VERB
easat-3714	342	15	average	average	ADJ
easat-3714	342	16	inventory	inventory	NOUN
easat-3714	342	17	costs	cost	NOUN
easat-3714	342	18	but	but	CCONJ
easat-3714	342	19	also	also	ADV
easat-3714	342	20	to	to	PART
easat-3714	342	21	avert	avert	VERB
easat-3714	342	22	the	the	DET
easat-3714	342	23	deterioration	deterioration	NOUN
easat-3714	342	24	and	and	CCONJ
easat-3714	342	25	scarcity	scarcity	NOUN
easat-3714	342	26	of	of	ADP
easat-3714	342	27	blood	blood	NOUN
easat-3714	342	28	packs	pack	NOUN
easat-3714	342	29	.	.	PUNCT
easat-3714	343	1	in	in	ADP
easat-3714	343	2	summary	summary	NOUN
easat-3714	343	3	,	,	PUNCT
easat-3714	343	4	table	table	NOUN
easat-3714	343	5	2	2	NUM
easat-3714	343	6	presents	present	VERB
easat-3714	343	7	the	the	DET
easat-3714	343	8	optimal	optimal	ADJ
easat-3714	343	9	ordering	ordering	NOUN
easat-3714	343	10	strategies	strategy	NOUN
easat-3714	343	11	for	for	ADP
easat-3714	343	12	the	the	DET
easat-3714	343	13	four	four	NUM
easat-3714	343	14	proposed	propose	VERB
easat-3714	343	15	scenarios	scenario	NOUN
easat-3714	343	16	concerning	concern	VERB
easat-3714	343	17	shelf	shelf	NOUN
easat-3714	343	18	life	life	NOUN
easat-3714	343	19	.	.	PUNCT
easat-3714	344	1	the	the	DET
easat-3714	344	2	aforementioned	aforementioned	ADJ
easat-3714	344	3	procedure	procedure	NOUN
easat-3714	344	4	elucidates	elucidate	VERB
easat-3714	344	5	the	the	DET
easat-3714	344	6	process	process	NOUN
easat-3714	344	7	by	by	ADP
easat-3714	344	8	which	which	PRON
easat-3714	344	9	the	the	DET
easat-3714	344	10	determination	determination	NOUN
easat-3714	344	11	is	be	AUX
easat-3714	344	12	made	make	VERB
easat-3714	344	13	regarding	regard	VERB
easat-3714	344	14	the	the	DET
easat-3714	344	15	most	most	ADV
easat-3714	344	16	advantageous	advantageous	ADJ
easat-3714	344	17	quantity	quantity	NOUN
easat-3714	344	18	of	of	ADP
easat-3714	344	19	vehicles	vehicle	NOUN
easat-3714	344	20	required	require	VERB
easat-3714	344	21	and	and	CCONJ
easat-3714	344	22	the	the	DET
easat-3714	344	23	corresponding	corresponding	ADJ
easat-3714	344	24	volume	volume	NOUN
easat-3714	344	25	of	of	ADP
easat-3714	344	26	blood	blood	NOUN
easat-3714	344	27	packs	pack	NOUN
easat-3714	344	28	to	to	PART
easat-3714	344	29	be	be	AUX
easat-3714	344	30	gathered	gather	VERB
easat-3714	344	31	,	,	PUNCT
easat-3714	344	32	while	while	SCONJ
easat-3714	344	33	duly	duly	ADV
easat-3714	344	34	considering	consider	VERB
easat-3714	344	35	the	the	DET
easat-3714	344	36	existing	exist	VERB
easat-3714	344	37	levels	level	NOUN
easat-3714	344	38	of	of	ADP
easat-3714	344	39	inventory	inventory	NOUN
easat-3714	344	40	.	.	PUNCT
easat-3714	345	1	table	table	NOUN
easat-3714	345	2	2	2	NUM
easat-3714	345	3	exhibits	exhibit	VERB
easat-3714	345	4	the	the	DET
easat-3714	345	5	fluctuations	fluctuation	NOUN
easat-3714	345	6	in	in	ADP
easat-3714	345	7	the	the	DET
easat-3714	345	8	mean	mean	ADJ
easat-3714	345	9	inventory	inventory	NOUN
easat-3714	345	10	cost	cost	NOUN
easat-3714	345	11	concerning	concern	VERB
easat-3714	345	12	alterations	alteration	NOUN
easat-3714	345	13	in	in	ADP
easat-3714	345	14	the	the	DET
easat-3714	345	15	shelf	shelf	NOUN
easat-3714	345	16	life	life	NOUN
easat-3714	345	17	of	of	ADP
easat-3714	345	18	blood	blood	NOUN
easat-3714	345	19	packs	pack	NOUN
easat-3714	345	20	.	.	PUNCT
easat-3714	346	1	table	table	NOUN
easat-3714	346	2	2	2	NUM
easat-3714	346	3	.	.	PUNCT
easat-3714	346	4	best	good	ADJ
easat-3714	346	5	practices	practice	NOUN
easat-3714	346	6	for	for	ADP
easat-3714	346	7	placing	place	VERB
easat-3714	346	8	orders	order	NOUN
easat-3714	346	9	in	in	ADP
easat-3714	346	10	the	the	DET
easat-3714	346	11	provided	provide	VERB
easat-3714	346	12	situations	situation	NOUN
easat-3714	346	13	.	.	PUNCT
easat-3714	347	1	shelf	shelf	NOUN
easat-3714	347	2	life	life	NOUN
easat-3714	347	3	=	=	PUNCT
easat-3714	347	4	42	42	NUM
easat-3714	347	5	shelf	shelf	NOUN
easat-3714	347	6	life	life	NOUN
easat-3714	347	7	=	=	SYM
easat-3714	347	8	21	21	NUM
easat-3714	347	9	shelf	shelf	NOUN
easat-3714	347	10	life	life	NOUN
easat-3714	347	11	=	=	SYM
easat-3714	347	12	14	14	NUM
easat-3714	347	13	shelf	shelf	NOUN
easat-3714	347	14	life	life	NOUN
easat-3714	347	15	=	=	SYM
easat-3714	347	16	7	7	NUM
easat-3714	347	17	vehicles	vehicle	NOUN
easat-3714	347	18	used	use	VERB
easat-3714	347	19	blood	blood	NOUN
easat-3714	347	20	packs	pack	NOUN
easat-3714	347	21	pick	pick	NOUN
easat-3714	347	22	-	-	PUNCT
easat-3714	347	23	ups	up	NOUN
easat-3714	347	24	inventory	inventory	NOUN
easat-3714	347	25	level	level	NOUN
easat-3714	347	26	available	available	ADJ
easat-3714	347	27	between	between	ADP
easat-3714	347	28	4	4	NUM
easat-3714	347	29	80	80	NUM
easat-3714	347	30	0.0	0.0	NUM
easat-3714	347	31	–	–	PUNCT
easat-3714	347	32	340.0	340.0	NUM
easat-3714	347	33	0.0	0.0	NUM
easat-3714	347	34	–	–	PUNCT
easat-3714	347	35	87.0	87.0	NUM
easat-3714	347	36	0.0	0.0	NUM
easat-3714	347	37	–	–	PUNCT
easat-3714	347	38	1.0	1.0	NUM
easat-3714	347	39	3	3	NUM
easat-3714	347	40	60	60	NUM
easat-3714	347	41	341.0	341.0	NUM
easat-3714	347	42	–	–	PUNCT
easat-3714	347	43	364.0	364.0	NUM
easat-3714	347	44	88.0	88.0	NUM
easat-3714	347	45	–	–	PUNCT
easat-3714	347	46	122.0	122.0	NUM
easat-3714	347	47	2.0	2.0	NUM
easat-3714	347	48	–	–	PUNCT
easat-3714	347	49	41.0	41.0	NUM
easat-3714	347	50	2	2	NUM
easat-3714	347	51	40	40	NUM
easat-3714	347	52	365	365	NUM
easat-3714	347	53	.0	.0	NUM
easat-3714	347	54	–	–	PUNCT
easat-3714	347	55	390.0	390.0	NUM
easat-3714	347	56	123.0	123.0	NUM
easat-3714	347	57	–	–	PUNCT
easat-3714	347	58	148.0	148.0	NUM
easat-3714	347	59	42.0	42.0	NUM
easat-3714	347	60	–	–	PUNCT
easat-3714	347	61	70.0	70.0	NUM
easat-3714	347	62	0.0	0.0	NUM
easat-3714	347	63	–	–	PUNCT
easat-3714	347	64	5.0	5.0	NUM
easat-3714	347	65	1	1	NUM
easat-3714	347	66	20	20	NUM
easat-3714	347	67	391.0	391.0	NUM
easat-3714	347	68	–	–	PUNCT
easat-3714	347	69	428.0	428.0	NUM
easat-3714	347	70	149.0	149.0	NUM
easat-3714	347	71	–	–	PUNCT
easat-3714	347	72	180.0	180.0	NUM
easat-3714	347	73	71.0	71.0	NUM
easat-3714	347	74	–	–	PUNCT
easat-3714	347	75	100.0	100.0	NUM
easat-3714	347	76	6.0	6.0	NUM
easat-3714	347	77	–	–	PUNCT
easat-3714	347	78	32.0	32.0	NUM
easat-3714	347	79	0	0	NUM
easat-3714	347	80	0	0	NUM
easat-3714	347	81	429.0	429.0	NUM
easat-3714	347	82	–	–	PUNCT
easat-3714	347	83	2000.0	2000.0	NUM
easat-3714	347	84	181.0	181.0	NUM
easat-3714	347	85	–	–	PUNCT
easat-3714	347	86	2000.0	2000.0	NUM
easat-3714	347	87	101.0	101.0	NUM
easat-3714	347	88	–	–	PUNCT
easat-3714	347	89	2000.0	2000.0	NUM
easat-3714	347	90	33.0	33.0	NUM
easat-3714	347	91	–	–	PUNCT
easat-3714	347	92	2000.0	2000.0	NUM
easat-3714	347	93	costs	cost	NOUN
easat-3714	347	94	on	on	ADP
easat-3714	347	95	a	a	DET
easat-3714	347	96	weekly	weekly	ADJ
easat-3714	347	97	average	average	ADJ
easat-3714	347	98	$	$	SYM
easat-3714	347	99	62,38.0	62,38.0	PROPN
easat-3714	347	100	$	$	SYM
easat-3714	347	101	97,45.0	97,45.0	NOUN
easat-3714	347	102	$	$	SYM
easat-3714	347	103	109,14.0	109,14.0	NUM
easat-3714	347	104	$	$	SYM
easat-3714	347	105	120,85.0	120,85.0	NUM
easat-3714	347	106	as	as	SCONJ
easat-3714	347	107	anticipated	anticipate	VERB
easat-3714	347	108	,	,	PUNCT
easat-3714	347	109	and	and	CCONJ
easat-3714	347	110	as	as	ADV
easat-3714	347	111	delineated	delineated	ADJ
easat-3714	347	112	in	in	ADP
easat-3714	347	113	table	table	NOUN
easat-3714	347	114	2	2	NUM
easat-3714	347	115	and	and	CCONJ
easat-3714	347	116	figure	figure	NOUN
easat-3714	347	117	1	1	NUM
easat-3714	347	118	,	,	PUNCT
easat-3714	347	119	it	it	PRON
easat-3714	347	120	is	be	AUX
easat-3714	347	121	observed	observe	VERB
easat-3714	347	122	that	that	SCONJ
easat-3714	347	123	an	an	DET
easat-3714	347	124	increase	increase	NOUN
easat-3714	347	125	in	in	ADP
easat-3714	347	126	inventory	inventory	NOUN
easat-3714	347	127	levels	level	NOUN
easat-3714	347	128	corresponds	correspond	VERB
easat-3714	347	129	with	with	ADP
easat-3714	347	130	a	a	DET
easat-3714	347	131	decrease	decrease	NOUN
easat-3714	347	132	in	in	ADP
easat-3714	347	133	the	the	DET
easat-3714	347	134	number	number	NOUN
easat-3714	347	135	of	of	ADP
easat-3714	347	136	blood	blood	NOUN
easat-3714	347	137	pack	pack	NOUN
easat-3714	347	138	pick	pick	NOUN
easat-3714	347	139	-	-	PUNCT
easat-3714	347	140	ups	up	NOUN
easat-3714	347	141	required	require	VERB
easat-3714	347	142	.	.	PUNCT
easat-3714	348	1	as	as	ADP
easat-3714	348	2	the	the	DET
easat-3714	348	3	probability	probability	NOUN
easat-3714	348	4	of	of	ADP
easat-3714	348	5	a	a	DET
easat-3714	348	6	shortage	shortage	NOUN
easat-3714	348	7	approaches	approach	NOUN
easat-3714	348	8	zero	zero	NUM
easat-3714	348	9	,	,	PUNCT
easat-3714	348	10	it	it	PRON
easat-3714	348	11	becomes	become	VERB
easat-3714	348	12	evident	evident	ADJ
easat-3714	348	13	that	that	SCONJ
easat-3714	348	14	the	the	DET
easat-3714	348	15	costs	cost	NOUN
easat-3714	348	16	associated	associate	VERB
easat-3714	348	17	with	with	ADP
easat-3714	348	18	transportation	transportation	NOUN
easat-3714	348	19	and	and	CCONJ
easat-3714	348	20	inventory	inventory	NOUN
easat-3714	348	21	holding	holding	NOUN
easat-3714	348	22	significantly	significantly	ADV
easat-3714	348	23	exceed	exceed	VERB
easat-3714	348	24	the	the	DET
easat-3714	348	25	anticipated	anticipate	VERB
easat-3714	348	26	costs	cost	NOUN
easat-3714	348	27	of	of	ADP
easat-3714	348	28	shortages	shortage	NOUN
easat-3714	348	29	.	.	PUNCT
easat-3714	349	1	furthermore	furthermore	ADV
easat-3714	349	2	,	,	PUNCT
easat-3714	349	3	it	it	PRON
easat-3714	349	4	is	be	AUX
easat-3714	349	5	noteworthy	noteworthy	ADJ
easat-3714	349	6	that	that	SCONJ
easat-3714	349	7	as	as	SCONJ
easat-3714	349	8	the	the	DET
easat-3714	349	9	shelf	shelf	NOUN
easat-3714	349	10	lives	live	VERB
easat-3714	349	11	of	of	ADP
easat-3714	349	12	products	product	NOUN
easat-3714	349	13	diminish	diminish	VERB
easat-3714	349	14	,	,	PUNCT
easat-3714	349	15	there	there	PRON
easat-3714	349	16	is	be	VERB
easat-3714	349	17	a	a	DET
easat-3714	349	18	corresponding	corresponding	ADJ
easat-3714	349	19	increase	increase	NOUN
easat-3714	349	20	in	in	ADP
easat-3714	349	21	average	average	ADJ
easat-3714	349	22	inventory	inventory	NOUN
easat-3714	349	23	costs	cost	NOUN
easat-3714	349	24	.	.	PUNCT
easat-3714	350	1	this	this	DET
easat-3714	350	2	phenomenon	phenomenon	NOUN
easat-3714	350	3	is	be	AUX
easat-3714	350	4	primarily	primarily	ADV
easat-3714	350	5	attributable	attributable	ADJ
easat-3714	350	6	to	to	ADP
easat-3714	350	7	the	the	DET
easat-3714	350	8	fact	fact	NOUN
easat-3714	350	9	that	that	SCONJ
easat-3714	350	10	perishable	perishable	ADJ
easat-3714	350	11	items	item	NOUN
easat-3714	350	12	tend	tend	VERB
easat-3714	350	13	to	to	PART
easat-3714	350	14	expire	expire	VERB
easat-3714	350	15	at	at	ADP
easat-3714	350	16	a	a	DET
easat-3714	350	17	faster	fast	ADJ
easat-3714	350	18	rate	rate	NOUN
easat-3714	350	19	,	,	PUNCT
easat-3714	350	20	thereby	thereby	ADV
easat-3714	350	21	necessitating	necessitate	VERB
easat-3714	350	22	higher	high	ADJ
easat-3714	350	23	disposal	disposal	NOUN
easat-3714	350	24	costs	cost	NOUN
easat-3714	350	25	.	.	PUNCT
easat-3714	351	1	this	this	DET
easat-3714	351	2	relationship	relationship	NOUN
easat-3714	351	3	is	be	AUX
easat-3714	351	4	clearly	clearly	ADV
easat-3714	351	5	illustrated	illustrate	VERB
easat-3714	351	6	in	in	ADP
easat-3714	351	7	table	table	NOUN
easat-3714	351	8	2	2	NUM
easat-3714	351	9	.	.	PUNCT
easat-3714	352	1	moreover	moreover	ADV
easat-3714	352	2	,	,	PUNCT
easat-3714	352	3	figure	figure	NOUN
easat-3714	352	4	1	1	NUM
easat-3714	352	5	illustrates	illustrate	VERB
easat-3714	352	6	the	the	DET
easat-3714	352	7	inverse	inverse	NOUN
easat-3714	352	8	relationship	relationship	NOUN
easat-3714	352	9	between	between	ADP
easat-3714	352	10	the	the	DET
easat-3714	352	11	number	number	NOUN
easat-3714	352	12	of	of	ADP
easat-3714	352	13	blood	blood	NOUN
easat-3714	352	14	packs	pack	NOUN
easat-3714	352	15	collected	collect	VERB
easat-3714	352	16	and	and	CCONJ
easat-3714	352	17	the	the	DET
easat-3714	352	18	corresponding	correspond	VERB
easat-3714	352	19	inventory	inventory	NOUN
easat-3714	352	20	level	level	NOUN
easat-3714	352	21	across	across	ADP
easat-3714	352	22	the	the	DET
easat-3714	352	23	four	four	NUM
easat-3714	352	24	distinct	distinct	ADJ
easat-3714	352	25	scenarios	scenario	NOUN
easat-3714	352	26	examined	examine	VERB
easat-3714	352	27	during	during	ADP
easat-3714	352	28	the	the	DET
easat-3714	352	29	experiment	experiment	NOUN
easat-3714	352	30	.	.	PUNCT
easat-3714	353	1	the	the	DET
easat-3714	353	2	provided	provide	VERB
easat-3714	353	3	graphic	graphic	NOUN
easat-3714	353	4	effectively	effectively	ADV
easat-3714	353	5	demonstrates	demonstrate	VERB
easat-3714	353	6	that	that	SCONJ
easat-3714	353	7	as	as	ADP
easat-3714	353	8	the	the	DET
easat-3714	353	9	shelf	shelf	NOUN
easat-3714	353	10	life	life	NOUN
easat-3714	353	11	(	(	PUNCT
easat-3714	353	12	v	v	NOUN
easat-3714	353	13	)	)	PUNCT
easat-3714	353	14	increases	increase	NOUN
easat-3714	353	15	,	,	PUNCT
easat-3714	353	16	there	there	PRON
easat-3714	353	17	is	be	VERB
easat-3714	353	18	a	a	DET
easat-3714	353	19	gradual	gradual	ADJ
easat-3714	353	20	decrease	decrease	NOUN
easat-3714	353	21	in	in	ADP
easat-3714	353	22	the	the	DET
easat-3714	353	23	quantity	quantity	NOUN
easat-3714	353	24	of	of	ADP
easat-3714	353	25	blood	blood	NOUN
easat-3714	353	26	packs	pack	NOUN
easat-3714	353	27	collected	collect	VERB
easat-3714	353	28	.	.	PUNCT
easat-3714	354	1	this	this	DET
easat-3714	354	2	reduction	reduction	NOUN
easat-3714	354	3	is	be	AUX
easat-3714	354	4	implemented	implement	VERB
easat-3714	354	5	as	as	ADP
easat-3714	354	6	a	a	DET
easat-3714	354	7	precautionary	precautionary	ADJ
easat-3714	354	8	measure	measure	NOUN
easat-3714	354	9	to	to	PART
easat-3714	354	10	avert	avert	VERB
easat-3714	354	11	potential	potential	ADJ
easat-3714	354	12	shortages	shortage	NOUN
easat-3714	354	13	.	.	PUNCT
easat-3714	355	1	it	it	PRON
easat-3714	355	2	is	be	AUX
easat-3714	355	3	important	important	ADJ
easat-3714	355	4	to	to	PART
easat-3714	355	5	note	note	VERB
easat-3714	355	6	that	that	SCONJ
easat-3714	355	7	the	the	DET
easat-3714	355	8	costs	cost	NOUN
easat-3714	355	9	associated	associate	VERB
easat-3714	355	10	with	with	ADP
easat-3714	355	11	disposing	dispose	VERB
easat-3714	355	12	of	of	ADP
easat-3714	355	13	expired	expire	VERB
easat-3714	355	14	items	item	NOUN
easat-3714	355	15	are	be	AUX
easat-3714	355	16	relatively	relatively	ADV
easat-3714	355	17	insignificant	insignificant	ADJ
easat-3714	355	18	compared	compare	VERB
easat-3714	355	19	to	to	ADP
easat-3714	355	20	the	the	DET
easat-3714	355	21	costs	cost	NOUN
easat-3714	355	22	incurred	incur	VERB
easat-3714	355	23	from	from	ADP
easat-3714	355	24	shortages	shortage	NOUN
easat-3714	355	25	,	,	PUNCT
easat-3714	355	26	primarily	primarily	ADV
easat-3714	355	27	due	due	ADP
easat-3714	355	28	to	to	ADP
easat-3714	355	29	the	the	DET
easat-3714	355	30	low	low	ADJ
easat-3714	355	31	probability	probability	NOUN
easat-3714	355	32	of	of	ADP
easat-3714	355	33	deterioration	deterioration	NOUN
easat-3714	355	34	.	.	PUNCT
easat-3714	356	1	furthermore	furthermore	ADV
easat-3714	356	2	,	,	PUNCT
easat-3714	356	3	it	it	PRON
easat-3714	356	4	is	be	AUX
easat-3714	356	5	important	important	ADJ
easat-3714	356	6	to	to	PART
easat-3714	356	7	note	note	VERB
easat-3714	356	8	that	that	SCONJ
easat-3714	356	9	while	while	SCONJ
easat-3714	356	10	we	we	PRON
easat-3714	356	11	consider	consider	VERB
easat-3714	356	12	the	the	DET
easat-3714	356	13	imposition	imposition	NOUN
easat-3714	356	14	of	of	ADP
easat-3714	356	15	a	a	DET
easat-3714	356	16	substantial	substantial	ADJ
easat-3714	356	17	penalty	penalty	NOUN
easat-3714	356	18	for	for	ADP
easat-3714	356	19	the	the	DET
easat-3714	356	20	scarcity	scarcity	NOUN
easat-3714	356	21	of	of	ADP
easat-3714	356	22	blood	blood	NOUN
easat-3714	356	23	packs	pack	NOUN
easat-3714	356	24	,	,	PUNCT
easat-3714	356	25	the	the	DET
easat-3714	356	26	anticipated	anticipate	VERB
easat-3714	356	27	costs	cost	NOUN
easat-3714	356	28	associated	associate	VERB
easat-3714	356	29	with	with	ADP
easat-3714	356	30	the	the	DET
easat-3714	356	31	disposal	disposal	NOUN
easat-3714	356	32	of	of	ADP
easat-3714	356	33	expired	expire	VERB
easat-3714	356	34	items	item	NOUN
easat-3714	356	35	increase	increase	VERB
easat-3714	356	36	significantly	significantly	ADV
easat-3714	356	37	in	in	ADP
easat-3714	356	38	conjunction	conjunction	NOUN
easat-3714	356	39	with	with	ADP
easat-3714	356	40	the	the	DET
easat-3714	356	41	likelihood	likelihood	NOUN
easat-3714	356	42	of	of	ADP
easat-3714	356	43	spoilage	spoilage	NOUN
easat-3714	356	44	.	.	PUNCT
easat-3714	357	1	it	it	PRON
easat-3714	357	2	is	be	AUX
easat-3714	357	3	crucial	crucial	ADJ
easat-3714	357	4	to	to	PART
easat-3714	357	5	recognise	recognise	VERB
easat-3714	357	6	that	that	SCONJ
easat-3714	357	7	as	as	SCONJ
easat-3714	357	8	the	the	DET
easat-3714	357	9	shelf	shelf	NOUN
easat-3714	357	10	lives	live	VERB
easat-3714	357	11	of	of	ADP
easat-3714	357	12	blood	blood	NOUN
easat-3714	357	13	packs	pack	NOUN
easat-3714	357	14	decrease	decrease	VERB
easat-3714	357	15	,	,	PUNCT
easat-3714	357	16	there	there	PRON
easat-3714	357	17	is	be	VERB
easat-3714	357	18	a	a	DET
easat-3714	357	19	corresponding	corresponding	ADJ
easat-3714	357	20	rise	rise	NOUN
easat-3714	357	21	in	in	ADP
easat-3714	357	22	the	the	DET
easat-3714	357	23	volume	volume	NOUN
easat-3714	357	24	of	of	ADP
easat-3714	357	25	blood	blood	NOUN
easat-3714	357	26	packs	pack	NOUN
easat-3714	357	27	that	that	PRON
easat-3714	357	28	are	be	AUX
easat-3714	357	29	discarded	discard	VERB
easat-3714	357	30	due	due	ADP
easat-3714	357	31	to	to	ADP
easat-3714	357	32	deterioration	deterioration	NOUN
easat-3714	357	33	.	.	PUNCT
easat-3714	358	1	this	this	DET
easat-3714	358	2	phenomenon	phenomenon	NOUN
easat-3714	358	3	occurs	occur	VERB
easat-3714	358	4	concurrently	concurrently	ADV
easat-3714	358	5	with	with	ADP
easat-3714	358	6	an	an	DET
easat-3714	358	7	increase	increase	NOUN
easat-3714	358	8	in	in	ADP
easat-3714	358	9	inventory	inventory	NOUN
easat-3714	358	10	7859	7859	NUM
easat-3714	358	11	edelweiss	edelweiss	PROPN
easat-3714	358	12	applied	apply	VERB
easat-3714	358	13	science	science	NOUN
easat-3714	358	14	and	and	CCONJ
easat-3714	358	15	technology	technology	NOUN
easat-3714	358	16	issn	issn	PROPN
easat-3714	358	17	:	:	PUNCT
easat-3714	358	18	2576	2576	NUM
easat-3714	358	19	-	-	SYM
easat-3714	358	20	8484	8484	NUM
easat-3714	358	21	vol	vol	NOUN
easat-3714	358	22	.	.	PROPN
easat-3714	358	23	8	8	NUM
easat-3714	358	24	,	,	PUNCT
easat-3714	358	25	no	no	INTJ
easat-3714	358	26	.	.	NOUN
easat-3714	359	1	6	6	NUM
easat-3714	359	2	:	:	SYM
easat-3714	359	3	7846	7846	NUM
easat-3714	359	4	-	-	SYM
easat-3714	359	5	7864	7864	NUM
easat-3714	359	6	,	,	PUNCT
easat-3714	359	7	2024	2024	NUM
easat-3714	359	8	doi	doi	NOUN
easat-3714	359	9	:	:	PUNCT
easat-3714	359	10	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	359	11	©	©	PROPN
easat-3714	359	12	2024	2024	NUM
easat-3714	359	13	by	by	ADP
easat-3714	359	14	the	the	DET
easat-3714	359	15	author	author	NOUN
easat-3714	359	16	;	;	PUNCT
easat-3714	359	17	licensee	licensee	PROPN
easat-3714	359	18	learning	learning	PROPN
easat-3714	359	19	gate	gate	PROPN
easat-3714	359	20	levels	level	NOUN
easat-3714	359	21	,	,	PUNCT
easat-3714	359	22	resulting	result	VERB
easat-3714	359	23	in	in	ADP
easat-3714	359	24	heightened	heightened	ADJ
easat-3714	359	25	disposal	disposal	NOUN
easat-3714	359	26	costs	cost	NOUN
easat-3714	359	27	and	and	CCONJ
easat-3714	359	28	,	,	PUNCT
easat-3714	359	29	consequently	consequently	ADV
easat-3714	359	30	,	,	PUNCT
easat-3714	359	31	a	a	DET
easat-3714	359	32	reduction	reduction	NOUN
easat-3714	359	33	in	in	ADP
easat-3714	359	34	the	the	DET
easat-3714	359	35	overall	overall	ADJ
easat-3714	359	36	collection	collection	NOUN
easat-3714	359	37	of	of	ADP
easat-3714	359	38	blood	blood	NOUN
easat-3714	359	39	packs	pack	NOUN
easat-3714	359	40	.	.	PUNCT
easat-3714	360	1	figure	figure	VERB
easat-3714	360	2	1	1	NUM
easat-3714	360	3	.	.	PUNCT
easat-3714	360	4	ideal	ideal	ADJ
easat-3714	360	5	procedures	procedure	NOUN
easat-3714	360	6	for	for	ADP
easat-3714	360	7	collecting	collect	VERB
easat-3714	360	8	blood	blood	NOUN
easat-3714	360	9	packs	pack	NOUN
easat-3714	360	10	.	.	PUNCT
easat-3714	361	1	it	it	PRON
easat-3714	361	2	is	be	AUX
easat-3714	361	3	essential	essential	ADJ
easat-3714	361	4	to	to	PART
easat-3714	361	5	recognise	recognise	VERB
easat-3714	361	6	that	that	SCONJ
easat-3714	361	7	,	,	PUNCT
easat-3714	361	8	in	in	ADP
easat-3714	361	9	the	the	DET
easat-3714	361	10	context	context	NOUN
easat-3714	361	11	of	of	ADP
easat-3714	361	12	isolated	isolated	ADJ
easat-3714	361	13	societies	society	NOUN
easat-3714	361	14	where	where	SCONJ
easat-3714	361	15	the	the	DET
easat-3714	361	16	acquisition	acquisition	NOUN
easat-3714	361	17	of	of	ADP
easat-3714	361	18	blood	blood	NOUN
easat-3714	361	19	packs	pack	NOUN
easat-3714	361	20	or	or	CCONJ
easat-3714	361	21	other	other	ADJ
easat-3714	361	22	perishable	perishable	ADJ
easat-3714	361	23	commodities	commodity	NOUN
easat-3714	361	24	is	be	AUX
easat-3714	361	25	challenging	challenge	VERB
easat-3714	361	26	or	or	CCONJ
easat-3714	361	27	impractical	impractical	ADJ
easat-3714	361	28	,	,	PUNCT
easat-3714	361	29	the	the	DET
easat-3714	361	30	depletion	depletion	NOUN
easat-3714	361	31	of	of	ADP
easat-3714	361	32	supplies	supply	NOUN
easat-3714	361	33	and	and	CCONJ
easat-3714	361	34	the	the	DET
easat-3714	361	35	limited	limited	ADJ
easat-3714	361	36	capacity	capacity	NOUN
easat-3714	361	37	for	for	ADP
easat-3714	361	38	blood	blood	NOUN
easat-3714	361	39	pack	pack	NOUN
easat-3714	361	40	retrieval	retrieval	NOUN
easat-3714	361	41	or	or	CCONJ
easat-3714	361	42	procurement	procurement	NOUN
easat-3714	361	43	—	—	PUNCT
easat-3714	361	44	due	due	ADP
easat-3714	361	45	to	to	ADP
easat-3714	361	46	the	the	DET
easat-3714	361	47	transient	transient	ADJ
easat-3714	361	48	nature	nature	NOUN
easat-3714	361	49	of	of	ADP
easat-3714	361	50	these	these	DET
easat-3714	361	51	items	item	NOUN
easat-3714	361	52	—	—	PUNCT
easat-3714	361	53	may	may	AUX
easat-3714	361	54	indeed	indeed	ADV
easat-3714	361	55	present	present	VERB
easat-3714	361	56	a	a	DET
easat-3714	361	57	significant	significant	ADJ
easat-3714	361	58	threat	threat	NOUN
easat-3714	361	59	to	to	ADP
easat-3714	361	60	the	the	DET
easat-3714	361	61	well	well	ADV
easat-3714	361	62	-	-	PUNCT
easat-3714	361	63	being	being	NOUN
easat-3714	361	64	of	of	ADP
easat-3714	361	65	the	the	DET
easat-3714	361	66	community	community	NOUN
easat-3714	361	67	and	and	CCONJ
easat-3714	361	68	the	the	DET
easat-3714	361	69	effectiveness	effectiveness	NOUN
easat-3714	361	70	of	of	ADP
easat-3714	361	71	humanitarian	humanitarian	ADJ
easat-3714	361	72	efforts	effort	NOUN
easat-3714	361	73	.	.	PUNCT
easat-3714	362	1	while	while	SCONJ
easat-3714	362	2	our	our	PRON
easat-3714	362	3	model	model	NOUN
easat-3714	362	4	seeks	seek	VERB
easat-3714	362	5	to	to	PART
easat-3714	362	6	determine	determine	VERB
easat-3714	362	7	optimal	optimal	ADJ
easat-3714	362	8	policies	policy	NOUN
easat-3714	362	9	by	by	ADP
easat-3714	362	10	considering	consider	VERB
easat-3714	362	11	the	the	DET
easat-3714	362	12	minimal	minimal	ADJ
easat-3714	362	13	operation	operation	NOUN
easat-3714	362	14	costs	cost	NOUN
easat-3714	362	15	,	,	PUNCT
easat-3714	362	16	it	it	PRON
easat-3714	362	17	is	be	AUX
easat-3714	362	18	crucial	crucial	ADJ
easat-3714	362	19	for	for	SCONJ
easat-3714	362	20	managers	manager	NOUN
easat-3714	362	21	to	to	PART
easat-3714	362	22	consistently	consistently	ADV
easat-3714	362	23	remember	remember	VERB
easat-3714	362	24	that	that	SCONJ
easat-3714	362	25	the	the	DET
easat-3714	362	26	primary	primary	ADJ
easat-3714	362	27	aim	aim	NOUN
easat-3714	362	28	of	of	ADP
easat-3714	362	29	a	a	DET
easat-3714	362	30	humanitarian	humanitarian	ADJ
easat-3714	362	31	operation	operation	NOUN
easat-3714	362	32	is	be	AUX
easat-3714	362	33	to	to	PART
easat-3714	362	34	protect	protect	VERB
easat-3714	362	35	and	and	CCONJ
easat-3714	362	36	preserve	preserve	VERB
easat-3714	362	37	human	human	ADJ
easat-3714	362	38	life	life	NOUN
easat-3714	362	39	.	.	PUNCT
easat-3714	363	1	therefore	therefore	ADV
easat-3714	363	2	,	,	PUNCT
easat-3714	363	3	to	to	PART
easat-3714	363	4	ensure	ensure	VERB
easat-3714	363	5	the	the	DET
easat-3714	363	6	smooth	smooth	ADJ
easat-3714	363	7	functioning	functioning	NOUN
easat-3714	363	8	of	of	ADP
easat-3714	363	9	operations	operation	NOUN
easat-3714	363	10	and	and	CCONJ
easat-3714	363	11	mitigate	mitigate	VERB
easat-3714	363	12	potential	potential	ADJ
easat-3714	363	13	risks	risk	NOUN
easat-3714	363	14	,	,	PUNCT
easat-3714	363	15	researchers	researcher	NOUN
easat-3714	363	16	must	must	AUX
easat-3714	363	17	be	be	AUX
easat-3714	363	18	able	able	ADJ
easat-3714	363	19	to	to	PART
easat-3714	363	20	identify	identify	VERB
easat-3714	363	21	and	and	CCONJ
easat-3714	363	22	strategise	strategise	VERB
easat-3714	363	23	the	the	DET
easat-3714	363	24	operational	operational	ADJ
easat-3714	363	25	expenditures	expenditure	NOUN
easat-3714	363	26	that	that	PRON
easat-3714	363	27	most	most	ADV
easat-3714	363	28	appropriately	appropriately	ADV
easat-3714	363	29	align	align	VERB
easat-3714	363	30	with	with	ADP
easat-3714	363	31	the	the	DET
easat-3714	363	32	desired	desire	VERB
easat-3714	363	33	objectives	objective	NOUN
easat-3714	363	34	in	in	ADP
easat-3714	363	35	the	the	DET
easat-3714	363	36	model	model	NOUN
easat-3714	363	37	's	's	PART
easat-3714	363	38	objective	objective	ADJ
easat-3714	363	39	function	function	NOUN
easat-3714	363	40	.	.	PUNCT
easat-3714	364	1	5.1	5.1	NUM
easat-3714	364	2	.	.	PUNCT
easat-3714	364	3	analysing	analyse	VERB
easat-3714	364	4	sensitivity	sensitivity	NOUN
easat-3714	364	5	the	the	DET
easat-3714	364	6	evaluation	evaluation	NOUN
easat-3714	364	7	of	of	ADP
easat-3714	364	8	the	the	DET
easat-3714	364	9	model	model	NOUN
easat-3714	364	10	's	's	PART
easat-3714	364	11	robustness	robustness	NOUN
easat-3714	364	12	is	be	AUX
easat-3714	364	13	conducted	conduct	VERB
easat-3714	364	14	through	through	ADP
easat-3714	364	15	the	the	DET
easat-3714	364	16	utilisation	utilisation	NOUN
easat-3714	364	17	of	of	ADP
easat-3714	364	18	sensitivity	sensitivity	NOUN
easat-3714	364	19	analysis	analysis	NOUN
easat-3714	364	20	,	,	PUNCT
easat-3714	364	21	a	a	DET
easat-3714	364	22	method	method	NOUN
easat-3714	364	23	that	that	PRON
easat-3714	364	24	examines	examine	VERB
easat-3714	364	25	the	the	DET
easat-3714	364	26	impact	impact	NOUN
easat-3714	364	27	of	of	ADP
easat-3714	364	28	parameter	parameter	NOUN
easat-3714	364	29	variations	variation	NOUN
easat-3714	364	30	on	on	ADP
easat-3714	364	31	the	the	DET
easat-3714	364	32	optimal	optimal	ADJ
easat-3714	364	33	ordering	ordering	NOUN
easat-3714	364	34	strategy	strategy	NOUN
easat-3714	364	35	.	.	PUNCT
easat-3714	365	1	given	give	VERB
easat-3714	365	2	the	the	DET
easat-3714	365	3	aforementioned	aforementioned	ADJ
easat-3714	365	4	assumptions	assumption	NOUN
easat-3714	365	5	regarding	regard	VERB
easat-3714	365	6	the	the	DET
easat-3714	365	7	spectrum	spectrum	NOUN
easat-3714	365	8	of	of	ADP
easat-3714	365	9	potential	potential	ADJ
easat-3714	365	10	actions	action	NOUN
easat-3714	365	11	and	and	CCONJ
easat-3714	365	12	cost	cost	NOUN
easat-3714	365	13	parameters	parameter	NOUN
easat-3714	365	14	,	,	PUNCT
easat-3714	365	15	as	as	ADV
easat-3714	365	16	well	well	ADV
easat-3714	365	17	as	as	ADP
easat-3714	365	18	the	the	DET
easat-3714	365	19	specific	specific	ADJ
easat-3714	365	20	scenario	scenario	NOUN
easat-3714	365	21	involving	involve	VERB
easat-3714	365	22	a	a	DET
easat-3714	365	23	42	42	NUM
easat-3714	365	24	-	-	PUNCT
easat-3714	365	25	day	day	NOUN
easat-3714	365	26	lifespan	lifespan	NOUN
easat-3714	365	27	for	for	ADP
easat-3714	365	28	blood	blood	NOUN
easat-3714	365	29	packs	pack	NOUN
easat-3714	365	30	and	and	CCONJ
easat-3714	365	31	a	a	DET
easat-3714	365	32	fixed	fix	VERB
easat-3714	365	33	weekly	weekly	ADJ
easat-3714	365	34	parameter	parameter	NOUN
easat-3714	365	35	of	of	ADP
easat-3714	365	36	60	60	NUM
easat-3714	365	37	blood	blood	NOUN
easat-3714	365	38	packs	pack	NOUN
easat-3714	365	39	for	for	ADP
easat-3714	365	40	distribution	distribution	NOUN
easat-3714	365	41	through	through	ADP
easat-3714	365	42	donations	donation	NOUN
easat-3714	365	43	,	,	PUNCT
easat-3714	365	44	we	we	PRON
easat-3714	365	45	shall	shall	AUX
easat-3714	365	46	now	now	ADV
easat-3714	365	47	proceed	proceed	VERB
easat-3714	365	48	to	to	PART
easat-3714	365	49	scrutinise	scrutinise	VERB
easat-3714	365	50	the	the	DET
easat-3714	365	51	ramifications	ramification	NOUN
easat-3714	365	52	of	of	ADP
easat-3714	365	53	altering	alter	VERB
easat-3714	365	54	the	the	DET
easat-3714	365	55	demand	demand	NOUN
easat-3714	365	56	distribution	distribution	NOUN
easat-3714	365	57	parameter	parameter	NOUN
easat-3714	365	58	on	on	ADP
easat-3714	365	59	both	both	CCONJ
easat-3714	365	60	the	the	DET
easat-3714	365	61	ordering	ordering	NOUN
easat-3714	365	62	policy	policy	NOUN
easat-3714	365	63	and	and	CCONJ
easat-3714	365	64	the	the	DET
easat-3714	365	65	objective	objective	ADJ
easat-3714	365	66	function	function	NOUN
easat-3714	365	67	.	.	PUNCT
easat-3714	366	1	in	in	ADP
easat-3714	366	2	the	the	DET
easat-3714	366	3	course	course	NOUN
easat-3714	366	4	of	of	ADP
easat-3714	366	5	our	our	PRON
easat-3714	366	6	investigation	investigation	NOUN
easat-3714	366	7	,	,	PUNCT
easat-3714	366	8	we	we	PRON
easat-3714	366	9	engage	engage	VERB
easat-3714	366	10	in	in	ADP
easat-3714	366	11	a	a	DET
easat-3714	366	12	sequence	sequence	NOUN
easat-3714	366	13	of	of	ADP
easat-3714	366	14	model	model	NOUN
easat-3714	366	15	iterations	iteration	NOUN
easat-3714	366	16	wherein	wherein	SCONJ
easat-3714	366	17	we	we	PRON
easat-3714	366	18	systematically	systematically	ADV
easat-3714	366	19	manipulate	manipulate	VERB
easat-3714	366	20	the	the	DET
easat-3714	366	21	demand	demand	NOUN
easat-3714	366	22	distribution	distribution	NOUN
easat-3714	366	23	parameter	parameter	NOUN
easat-3714	366	24	(	(	PUNCT
easat-3714	366	25	𝜆	𝜆	NOUN
easat-3714	366	26	)	)	PUNCT
easat-3714	366	27	within	within	ADP
easat-3714	366	28	the	the	DET
easat-3714	366	29	range	range	NOUN
easat-3714	366	30	of	of	ADP
easat-3714	366	31	60	60	NUM
easat-3714	366	32	to	to	PART
easat-3714	366	33	100	100	NUM
easat-3714	366	34	blood	blood	NOUN
easat-3714	366	35	packs	pack	NOUN
easat-3714	366	36	per	per	ADP
easat-3714	366	37	week	week	NOUN
easat-3714	366	38	.	.	PUNCT
easat-3714	367	1	to	to	PART
easat-3714	367	2	effectuate	effectuate	VERB
easat-3714	367	3	this	this	DET
easat-3714	367	4	particular	particular	ADJ
easat-3714	367	5	modification	modification	NOUN
easat-3714	367	6	,	,	PUNCT
easat-3714	367	7	it	it	PRON
easat-3714	367	8	is	be	AUX
easat-3714	367	9	imperative	imperative	ADJ
easat-3714	367	10	to	to	PART
easat-3714	367	11	note	note	VERB
easat-3714	367	12	that	that	SCONJ
easat-3714	367	13	for	for	ADP
easat-3714	367	14	each	each	DET
easat-3714	367	15	iteration	iteration	NOUN
easat-3714	367	16	,	,	PUNCT
easat-3714	367	17	the	the	DET
easat-3714	367	18	aforementioned	aforementioned	ADJ
easat-3714	367	19	parameter	parameter	NOUN
easat-3714	367	20	undergoes	undergo	VERB
easat-3714	367	21	an	an	DET
easat-3714	367	22	incremental	incremental	ADJ
easat-3714	367	23	augmentation	augmentation	NOUN
easat-3714	367	24	of	of	ADP
easat-3714	367	25	precisely	precisely	ADV
easat-3714	367	26	five	five	NUM
easat-3714	367	27	units	unit	NOUN
easat-3714	367	28	of	of	ADP
easat-3714	367	29	blood	blood	NOUN
easat-3714	367	30	packs	pack	NOUN
easat-3714	367	31	each	each	DET
easat-3714	367	32	week	week	NOUN
easat-3714	367	33	.	.	PUNCT
easat-3714	368	1	the	the	DET
easat-3714	368	2	findings	finding	NOUN
easat-3714	368	3	are	be	AUX
easat-3714	368	4	visually	visually	ADV
easat-3714	368	5	presented	present	VERB
easat-3714	368	6	in	in	ADP
easat-3714	368	7	figure	figure	NOUN
easat-3714	368	8	2	2	NUM
easat-3714	368	9	,	,	PUNCT
easat-3714	368	10	while	while	SCONJ
easat-3714	368	11	the	the	DET
easat-3714	368	12	numerical	numerical	ADJ
easat-3714	368	13	data	data	PROPN
easat-3714	368	14	is	be	AUX
easat-3714	368	15	organised	organise	VERB
easat-3714	368	16	in	in	ADP
easat-3714	368	17	tables	table	NOUN
easat-3714	368	18	3	3	NUM
easat-3714	368	19	and	and	CCONJ
easat-3714	368	20	4	4	NUM
easat-3714	368	21	.	.	X
easat-3714	368	22	7860	7860	NUM
easat-3714	368	23	edelweiss	edelweiss	PROPN
easat-3714	368	24	applied	apply	VERB
easat-3714	368	25	science	science	NOUN
easat-3714	368	26	and	and	CCONJ
easat-3714	368	27	technology	technology	NOUN
easat-3714	368	28	issn	issn	PROPN
easat-3714	368	29	:	:	PUNCT
easat-3714	368	30	2576	2576	NUM
easat-3714	368	31	-	-	SYM
easat-3714	368	32	8484	8484	NUM
easat-3714	368	33	vol	vol	NOUN
easat-3714	368	34	.	.	PROPN
easat-3714	369	1	8	8	NUM
easat-3714	369	2	,	,	PUNCT
easat-3714	369	3	no	no	INTJ
easat-3714	369	4	.	.	NOUN
easat-3714	369	5	6	6	NUM
easat-3714	369	6	:	:	SYM
easat-3714	369	7	7846	7846	NUM
easat-3714	369	8	-	-	SYM
easat-3714	369	9	7864	7864	NUM
easat-3714	369	10	,	,	PUNCT
easat-3714	369	11	2024	2024	NUM
easat-3714	369	12	doi	doi	NOUN
easat-3714	369	13	:	:	PUNCT
easat-3714	369	14	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	369	15	©	©	PROPN
easat-3714	369	16	2024	2024	NUM
easat-3714	369	17	by	by	ADP
easat-3714	369	18	the	the	DET
easat-3714	369	19	author	author	NOUN
easat-3714	369	20	;	;	PUNCT
easat-3714	369	21	licensee	licensee	PROPN
easat-3714	369	22	learning	learn	VERB
easat-3714	369	23	gate	gate	NOUN
easat-3714	369	24	figure	figure	NOUN
easat-3714	369	25	2	2	NUM
easat-3714	369	26	.	.	PUNCT
easat-3714	370	1	effect	effect	NOUN
easat-3714	370	2	of	of	ADP
easat-3714	370	3	demand	demand	NOUN
easat-3714	370	4	parameter	parameter	NOUN
easat-3714	370	5	change	change	NOUN
easat-3714	370	6	on	on	ADP
easat-3714	370	7	the	the	DET
easat-3714	370	8	ideal	ideal	ADJ
easat-3714	370	9	average	average	ADJ
easat-3714	370	10	prices	price	NOUN
easat-3714	370	11	.	.	PUNCT
easat-3714	371	1	table	table	NOUN
easat-3714	371	2	3	3	NUM
easat-3714	371	3	.	.	PUNCT
easat-3714	372	1	best	good	ADJ
easat-3714	372	2	practices	practice	NOUN
easat-3714	372	3	for	for	ADP
easat-3714	372	4	ordering	ordering	NOUN
easat-3714	372	5	and	and	CCONJ
easat-3714	372	6	typical	typical	ADJ
easat-3714	372	7	expenses	expense	NOUN
easat-3714	372	8	for	for	ADP
easat-3714	372	9	weekly	weekly	ADJ
easat-3714	372	10	demand	demand	NOUN
easat-3714	372	11	parameters	parameter	NOUN
easat-3714	372	12	ranging	range	VERB
easat-3714	372	13	from	from	ADP
easat-3714	372	14	60	60	NUM
easat-3714	372	15	to	to	PART
easat-3714	372	16	80	80	NUM
easat-3714	372	17	units	unit	NOUN
easat-3714	372	18	of	of	ADP
easat-3714	372	19	blood	blood	NOUN
easat-3714	372	20	.	.	PUNCT
easat-3714	373	1	𝜆	𝜆	X
easat-3714	374	1	=	=	SYM
easat-3714	374	2	60	60	NUM
easat-3714	374	3	𝜆	𝜆	NOUN
easat-3714	374	4	=	=	SYM
easat-3714	374	5	65	65	NUM
easat-3714	374	6	𝜆	𝜆	NOUN
easat-3714	374	7	=	=	SYM
easat-3714	374	8	70	70	NUM
easat-3714	374	9	𝜆	𝜆	NOUN
easat-3714	374	10	=	=	SYM
easat-3714	374	11	75	75	NUM
easat-3714	374	12	𝜆	𝜆	NOUN
easat-3714	374	13	=	=	SYM
easat-3714	374	14	80	80	NUM
easat-3714	374	15	vehicles	vehicle	NOUN
easat-3714	374	16	used	use	VERB
easat-3714	374	17	blood	blood	NOUN
easat-3714	374	18	packs	pack	NOUN
easat-3714	374	19	pick	pick	VERB
easat-3714	374	20	-	-	PUNCT
easat-3714	374	21	ups	up	NOUN
easat-3714	374	22	availability	availability	NOUN
easat-3714	374	23	of	of	ADP
easat-3714	374	24	inventory	inventory	NOUN
easat-3714	374	25	levels	level	NOUN
easat-3714	374	26	4	4	NUM
easat-3714	374	27	80	80	NUM
easat-3714	374	28	0	0	NUM
easat-3714	374	29	–	–	PUNCT
easat-3714	374	30	115	115	NUM
easat-3714	374	31	0	0	NUM
easat-3714	374	32	–	–	PUNCT
easat-3714	374	33	153	153	NUM
easat-3714	374	34	0	0	NUM
easat-3714	374	35	–	–	PUNCT
easat-3714	374	36	191	191	NUM
easat-3714	374	37	0	0	NUM
easat-3714	374	38	–	–	PUNCT
easat-3714	374	39	230	230	NUM
easat-3714	374	40	0	0	NUM
easat-3714	374	41	–	–	PUNCT
easat-3714	374	42	269	269	NUM
easat-3714	374	43	3	3	NUM
easat-3714	374	44	60	60	NUM
easat-3714	374	45	116	116	NUM
easat-3714	374	46	–	–	PUNCT
easat-3714	374	47	155	155	NUM
easat-3714	374	48	154	154	NUM
easat-3714	374	49	–	–	PUNCT
easat-3714	374	50	193	193	NUM
easat-3714	374	51	192	192	NUM
easat-3714	374	52	–	–	PUNCT
easat-3714	374	53	230	230	NUM
easat-3714	374	54	231	231	NUM
easat-3714	374	55	–	–	PUNCT
easat-3714	374	56	265	265	NUM
easat-3714	374	57	270	270	NUM
easat-3714	374	58	–	–	PUNCT
easat-3714	374	59	300	300	NUM
easat-3714	374	60	2	2	NUM
easat-3714	374	61	40	40	NUM
easat-3714	374	62	156	156	NUM
easat-3714	374	63	–	–	PUNCT
easat-3714	374	64	197	197	NUM
easat-3714	374	65	194	194	NUM
easat-3714	374	66	–	–	PUNCT
easat-3714	374	67	230	230	NUM
easat-3714	374	68	231	231	NUM
easat-3714	374	69	–	–	PUNCT
easat-3714	374	70	262	262	NUM
easat-3714	374	71	266	266	NUM
easat-3714	374	72	–	–	PUNCT
easat-3714	374	73	294	294	NUM
easat-3714	374	74	301	301	NUM
easat-3714	374	75	–	–	PUNCT
easat-3714	374	76	326	326	NUM
easat-3714	374	77	1	1	NUM
easat-3714	374	78	20	20	NUM
easat-3714	374	79	198	198	NUM
easat-3714	374	80	–	–	PUNCT
easat-3714	374	81	234	234	NUM
easat-3714	374	82	231	231	NUM
easat-3714	374	83	–	–	PUNCT
easat-3714	374	84	266	266	NUM
easat-3714	374	85	263	263	NUM
easat-3714	374	86	–	–	PUNCT
easat-3714	374	87	298	298	NUM
easat-3714	374	88	295	295	NUM
easat-3714	374	89	–	–	PUNCT
easat-3714	374	90	330	330	NUM
easat-3714	374	91	327	327	NUM
easat-3714	374	92	–	–	PUNCT
easat-3714	374	93	363	363	NUM
easat-3714	374	94	0	0	NUM
easat-3714	374	95	0	0	NUM
easat-3714	374	96	235	235	NUM
easat-3714	374	97	–	–	PUNCT
easat-3714	374	98	2000	2000	NUM
easat-3714	374	99	267	267	NUM
easat-3714	374	100	–	–	PUNCT
easat-3714	374	101	2000	2000	NUM
easat-3714	374	102	299	299	NUM
easat-3714	374	103	–	–	PUNCT
easat-3714	374	104	2000	2000	NUM
easat-3714	374	105	331	331	NUM
easat-3714	374	106	–	–	PUNCT
easat-3714	374	107	2000	2000	NUM
easat-3714	374	108	364	364	NUM
easat-3714	374	109	–	–	SYM
easat-3714	374	110	2000	2000	NUM
easat-3714	374	111	average	average	ADJ
easat-3714	374	112	costs	cost	NOUN
easat-3714	374	113	/	/	SYM
easat-3714	374	114	week	week	NOUN
easat-3714	374	115	$	$	SYM
easat-3714	374	116	139,72	139,72	NUM
easat-3714	374	117	$	$	SYM
easat-3714	374	118	126,30	126,30	NOUN
easat-3714	374	119	$	$	SYM
easat-3714	374	120	109,14.0	109,14.0	NUM
easat-3714	374	121	$	$	SYM
easat-3714	374	122	100,46	100,46	NOUN
easat-3714	374	123	$	$	SYM
easat-3714	374	124	86,24	86,24	NUM
easat-3714	374	125	table	table	NOUN
easat-3714	374	126	4	4	NUM
easat-3714	374	127	.	.	PUNCT
easat-3714	374	128	best	good	ADJ
easat-3714	374	129	practices	practice	NOUN
easat-3714	374	130	for	for	ADP
easat-3714	374	131	ordering	ordering	NOUN
easat-3714	374	132	and	and	CCONJ
easat-3714	374	133	typical	typical	ADJ
easat-3714	374	134	expenses	expense	NOUN
easat-3714	374	135	for	for	ADP
easat-3714	374	136	weekly	weekly	ADJ
easat-3714	374	137	demand	demand	NOUN
easat-3714	374	138	parameters	parameter	NOUN
easat-3714	374	139	ranging	range	VERB
easat-3714	374	140	from	from	ADP
easat-3714	374	141	85	85	NUM
easat-3714	374	142	to	to	PART
easat-3714	374	143	100	100	NUM
easat-3714	374	144	units	unit	NOUN
easat-3714	374	145	of	of	ADP
easat-3714	374	146	blood	blood	NOUN
easat-3714	374	147	.	.	PUNCT
easat-3714	375	1	𝜆	𝜆	X
easat-3714	376	1	=	=	SYM
easat-3714	376	2	85	85	NUM
easat-3714	376	3	𝜆	𝜆	NOUN
easat-3714	376	4	=	=	SYM
easat-3714	376	5	90	90	NUM
easat-3714	376	6	𝜆	𝜆	NOUN
easat-3714	376	7	=	=	SYM
easat-3714	376	8	95	95	NUM
easat-3714	376	9	𝜆	𝜆	NOUN
easat-3714	376	10	=	=	SYM
easat-3714	376	11	100	100	NUM
easat-3714	376	12	vehicles	vehicle	NOUN
easat-3714	376	13	used	use	VERB
easat-3714	376	14	blood	blood	NOUN
easat-3714	376	15	packs	pack	NOUN
easat-3714	376	16	pick	pick	NOUN
easat-3714	376	17	-	-	PUNCT
easat-3714	376	18	ups	up	NOUN
easat-3714	376	19	inventory	inventory	NOUN
easat-3714	376	20	level	level	NOUN
easat-3714	376	21	available	available	ADJ
easat-3714	376	22	between	between	ADP
easat-3714	376	23	4	4	NUM
easat-3714	376	24	80	80	NUM
easat-3714	376	25	0	0	NUM
easat-3714	376	26	–	–	PUNCT
easat-3714	376	27	305	305	NUM
easat-3714	376	28	0	0	NUM
easat-3714	376	29	–	–	PUNCT
easat-3714	376	30	340	340	NUM
easat-3714	376	31	0	0	NUM
easat-3714	376	32	–	–	PUNCT
easat-3714	376	33	374	374	NUM
easat-3714	376	34	0	0	NUM
easat-3714	376	35	–	–	PUNCT
easat-3714	376	36	407	407	NUM
easat-3714	376	37	3	3	NUM
easat-3714	376	38	60	60	NUM
easat-3714	376	39	306	306	NUM
easat-3714	376	40	–	–	PUNCT
easat-3714	376	41	332	332	NUM
easat-3714	376	42	341	341	NUM
easat-3714	376	43	–	–	PUNCT
easat-3714	376	44	364	364	NUM
easat-3714	376	45	375	375	NUM
easat-3714	376	46	–	–	PUNCT
easat-3714	376	47	397	397	NUM
easat-3714	376	48	408	408	NUM
easat-3714	376	49	–	–	PUNCT
easat-3714	376	50	429	429	NUM
easat-3714	376	51	2	2	NUM
easat-3714	376	52	40	40	NUM
easat-3714	376	53	333	333	NUM
easat-3714	376	54	–	–	PUNCT
easat-3714	376	55	358	358	NUM
easat-3714	376	56	365	365	NUM
easat-3714	376	57	–	–	PUNCT
easat-3714	376	58	390	390	NUM
easat-3714	376	59	398	398	NUM
easat-3714	376	60	–	–	PUNCT
easat-3714	376	61	422	422	NUM
easat-3714	376	62	430	430	NUM
easat-3714	376	63	–	–	PUNCT
easat-3714	376	64	454	454	NUM
easat-3714	376	65	1	1	NUM
easat-3714	376	66	20	20	NUM
easat-3714	376	67	359	359	NUM
easat-3714	376	68	–	–	PUNCT
easat-3714	376	69	396	396	NUM
easat-3714	376	70	391	391	NUM
easat-3714	376	71	–	–	PUNCT
easat-3714	376	72	428	428	NUM
easat-3714	376	73	423	423	NUM
easat-3714	376	74	–	–	PUNCT
easat-3714	376	75	462	462	NUM
easat-3714	376	76	455	455	NUM
easat-3714	376	77	–	–	PUNCT
easat-3714	376	78	495	495	NUM
easat-3714	376	79	0	0	NUM
easat-3714	376	80	0	0	NUM
easat-3714	376	81	396	396	NUM
easat-3714	376	82	–	–	PUNCT
easat-3714	376	83	2000	2000	NUM
easat-3714	376	84	429	429	NUM
easat-3714	376	85	–	–	PUNCT
easat-3714	376	86	2000	2000	NUM
easat-3714	376	87	463	463	NUM
easat-3714	376	88	–	–	PUNCT
easat-3714	376	89	2000	2000	NUM
easat-3714	376	90	495	495	NUM
easat-3714	376	91	–	–	PUNCT
easat-3714	376	92	2000	2000	NUM
easat-3714	376	93	average	average	ADJ
easat-3714	376	94	costs	cost	NOUN
easat-3714	376	95	/	/	SYM
easat-3714	376	96	week	week	NOUN
easat-3714	377	1	$	$	SYM
easat-3714	377	2	74,18	74,18	VERB
easat-3714	377	3	$	$	SYM
easat-3714	377	4	62,38	62,38	NUM
easat-3714	377	5	$	$	SYM
easat-3714	377	6	48.67	48.67	NUM
easat-3714	377	7	$	$	SYM
easat-3714	377	8	36,85	36,85	NUM
easat-3714	377	9	7861	7861	NUM
easat-3714	377	10	edelweiss	edelweiss	PROPN
easat-3714	377	11	applied	apply	VERB
easat-3714	377	12	science	science	NOUN
easat-3714	377	13	and	and	CCONJ
easat-3714	377	14	technology	technology	NOUN
easat-3714	377	15	issn	issn	PROPN
easat-3714	377	16	:	:	PUNCT
easat-3714	377	17	2576	2576	NUM
easat-3714	377	18	-	-	SYM
easat-3714	377	19	8484	8484	NUM
easat-3714	377	20	vol	vol	NOUN
easat-3714	377	21	.	.	PROPN
easat-3714	377	22	8	8	NUM
easat-3714	377	23	,	,	PUNCT
easat-3714	377	24	no	no	INTJ
easat-3714	377	25	.	.	NOUN
easat-3714	377	26	6	6	NUM
easat-3714	377	27	:	:	SYM
easat-3714	377	28	7846	7846	NUM
easat-3714	377	29	-	-	SYM
easat-3714	377	30	7864	7864	NUM
easat-3714	377	31	,	,	PUNCT
easat-3714	377	32	2024	2024	NUM
easat-3714	377	33	doi	doi	NOUN
easat-3714	377	34	:	:	PUNCT
easat-3714	377	35	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	377	36	©	©	PROPN
easat-3714	377	37	2024	2024	NUM
easat-3714	377	38	by	by	ADP
easat-3714	377	39	the	the	DET
easat-3714	377	40	author	author	NOUN
easat-3714	377	41	;	;	PUNCT
easat-3714	377	42	licensee	licensee	PROPN
easat-3714	377	43	learning	learning	NOUN
easat-3714	377	44	gate	gate	VERB
easat-3714	377	45	the	the	DET
easat-3714	377	46	tables	table	NOUN
easat-3714	377	47	presented	present	VERB
easat-3714	377	48	,	,	PUNCT
easat-3714	377	49	specifically	specifically	ADV
easat-3714	377	50	tables	table	VERB
easat-3714	377	51	3	3	NUM
easat-3714	377	52	and	and	CCONJ
easat-3714	377	53	4	4	NUM
easat-3714	377	54	,	,	PUNCT
easat-3714	377	55	illustrate	illustrate	VERB
easat-3714	377	56	the	the	DET
easat-3714	377	57	diverse	diverse	ADJ
easat-3714	377	58	strategies	strategy	NOUN
easat-3714	377	59	that	that	PRON
easat-3714	377	60	can	can	AUX
easat-3714	377	61	be	be	AUX
easat-3714	377	62	employed	employ	VERB
easat-3714	377	63	in	in	ADP
easat-3714	377	64	the	the	DET
easat-3714	377	65	collection	collection	NOUN
easat-3714	377	66	of	of	ADP
easat-3714	377	67	blood	blood	NOUN
easat-3714	377	68	packs	pack	NOUN
easat-3714	377	69	,	,	PUNCT
easat-3714	377	70	taking	take	VERB
easat-3714	377	71	into	into	ADP
easat-3714	377	72	consideration	consideration	NOUN
easat-3714	377	73	fluctuations	fluctuation	NOUN
easat-3714	377	74	in	in	ADP
easat-3714	377	75	demand	demand	NOUN
easat-3714	377	76	variability	variability	NOUN
easat-3714	377	77	.	.	PUNCT
easat-3714	378	1	for	for	ADP
easat-3714	378	2	a	a	DET
easat-3714	378	3	given	give	VERB
easat-3714	378	4	value	value	NOUN
easat-3714	378	5	of	of	ADP
easat-3714	378	6	the	the	DET
easat-3714	378	7	demand	demand	NOUN
easat-3714	378	8	parameter	parameter	NOUN
easat-3714	378	9	(	(	PUNCT
easat-3714	378	10	𝜆	𝜆	NOUN
easat-3714	378	11	)	)	PUNCT
easat-3714	378	12	,	,	PUNCT
easat-3714	378	13	it	it	PRON
easat-3714	378	14	can	can	AUX
easat-3714	378	15	be	be	AUX
easat-3714	378	16	observed	observe	VERB
easat-3714	378	17	that	that	SCONJ
easat-3714	378	18	the	the	DET
easat-3714	378	19	quantity	quantity	NOUN
easat-3714	378	20	of	of	ADP
easat-3714	378	21	blood	blood	NOUN
easat-3714	378	22	packs	pack	NOUN
easat-3714	378	23	required	require	VERB
easat-3714	378	24	to	to	PART
easat-3714	378	25	prevent	prevent	VERB
easat-3714	378	26	shortages	shortage	NOUN
easat-3714	378	27	increases	increase	NOUN
easat-3714	378	28	in	in	ADP
easat-3714	378	29	direct	direct	ADJ
easat-3714	378	30	proportion	proportion	NOUN
easat-3714	378	31	.	.	PUNCT
easat-3714	379	1	based	base	VERB
easat-3714	379	2	on	on	ADP
easat-3714	379	3	the	the	DET
easat-3714	379	4	data	datum	NOUN
easat-3714	379	5	presented	present	VERB
easat-3714	379	6	in	in	ADP
easat-3714	379	7	table	table	NOUN
easat-3714	379	8	4	4	NUM
easat-3714	379	9	,	,	PUNCT
easat-3714	379	10	it	it	PRON
easat-3714	379	11	is	be	AUX
easat-3714	379	12	evident	evident	ADJ
easat-3714	379	13	that	that	SCONJ
easat-3714	379	14	when	when	SCONJ
easat-3714	379	15	the	the	DET
easat-3714	379	16	inventory	inventory	NOUN
easat-3714	379	17	level	level	NOUN
easat-3714	379	18	of	of	ADP
easat-3714	379	19	blood	blood	NOUN
easat-3714	379	20	packs	pack	NOUN
easat-3714	379	21	reaches	reach	VERB
easat-3714	379	22	306	306	NUM
easat-3714	379	23	units	unit	NOUN
easat-3714	379	24	,	,	PUNCT
easat-3714	379	25	the	the	DET
easat-3714	379	26	number	number	NOUN
easat-3714	379	27	of	of	ADP
easat-3714	379	28	required	require	VERB
easat-3714	379	29	blood	blood	NOUN
easat-3714	379	30	pack	pack	NOUN
easat-3714	379	31	collections	collection	NOUN
easat-3714	379	32	decreases	decrease	VERB
easat-3714	379	33	from	from	ADP
easat-3714	379	34	80	80	NUM
easat-3714	379	35	to	to	PART
easat-3714	379	36	60	60	NUM
easat-3714	379	37	.	.	PUNCT
easat-3714	380	1	this	this	DET
easat-3714	380	2	reduction	reduction	NOUN
easat-3714	380	3	in	in	ADP
easat-3714	380	4	demand	demand	NOUN
easat-3714	380	5	is	be	AUX
easat-3714	380	6	significant	significant	ADJ
easat-3714	380	7	,	,	PUNCT
easat-3714	380	8	as	as	SCONJ
easat-3714	380	9	the	the	DET
easat-3714	380	10	average	average	ADJ
easat-3714	380	11	demand	demand	NOUN
easat-3714	380	12	stands	stand	VERB
easat-3714	380	13	at	at	ADP
easat-3714	380	14	85	85	NUM
easat-3714	380	15	units	unit	NOUN
easat-3714	380	16	.	.	PUNCT
easat-3714	381	1	conversely	conversely	ADV
easat-3714	381	2	,	,	PUNCT
easat-3714	381	3	it	it	PRON
easat-3714	381	4	is	be	AUX
easat-3714	381	5	imperative	imperative	ADJ
easat-3714	381	6	to	to	PART
easat-3714	381	7	maintain	maintain	VERB
easat-3714	381	8	an	an	DET
easat-3714	381	9	inventory	inventory	NOUN
easat-3714	381	10	level	level	NOUN
easat-3714	381	11	of	of	ADP
easat-3714	381	12	408	408	NUM
easat-3714	381	13	blood	blood	NOUN
easat-3714	381	14	packs	pack	NOUN
easat-3714	381	15	in	in	ADP
easat-3714	381	16	order	order	NOUN
easat-3714	381	17	to	to	PART
easat-3714	381	18	observe	observe	VERB
easat-3714	381	19	a	a	DET
easat-3714	381	20	reduction	reduction	NOUN
easat-3714	381	21	in	in	ADP
easat-3714	381	22	required	require	VERB
easat-3714	381	23	collections	collection	NOUN
easat-3714	381	24	when	when	SCONJ
easat-3714	381	25	the	the	DET
easat-3714	381	26	average	average	ADJ
easat-3714	381	27	demand	demand	NOUN
easat-3714	381	28	is	be	AUX
easat-3714	381	29	increased	increase	VERB
easat-3714	381	30	to	to	ADP
easat-3714	381	31	100	100	NUM
easat-3714	381	32	.	.	PUNCT
easat-3714	382	1	it	it	PRON
easat-3714	382	2	can	can	AUX
easat-3714	382	3	be	be	AUX
easat-3714	382	4	inferred	infer	VERB
easat-3714	382	5	that	that	SCONJ
easat-3714	382	6	while	while	SCONJ
easat-3714	382	7	there	there	PRON
easat-3714	382	8	would	would	AUX
easat-3714	382	9	be	be	AUX
easat-3714	382	10	an	an	DET
easat-3714	382	11	increase	increase	NOUN
easat-3714	382	12	in	in	ADP
easat-3714	382	13	the	the	DET
easat-3714	382	14	price	price	NOUN
easat-3714	382	15	associated	associate	VERB
easat-3714	382	16	with	with	ADP
easat-3714	382	17	the	the	DET
easat-3714	382	18	procurement	procurement	NOUN
easat-3714	382	19	of	of	ADP
easat-3714	382	20	blood	blood	NOUN
easat-3714	382	21	packs	pack	NOUN
easat-3714	382	22	,	,	PUNCT
easat-3714	382	23	there	there	PRON
easat-3714	382	24	would	would	AUX
easat-3714	382	25	be	be	AUX
easat-3714	382	26	a	a	DET
easat-3714	382	27	corresponding	corresponding	ADJ
easat-3714	382	28	decrease	decrease	NOUN
easat-3714	382	29	in	in	ADP
easat-3714	382	30	the	the	DET
easat-3714	382	31	expenses	expense	NOUN
easat-3714	382	32	incurred	incur	VERB
easat-3714	382	33	due	due	ADP
easat-3714	382	34	to	to	ADP
easat-3714	382	35	shortages	shortage	NOUN
easat-3714	382	36	.	.	PUNCT
easat-3714	383	1	furthermore	furthermore	ADV
easat-3714	383	2	,	,	PUNCT
easat-3714	383	3	it	it	PRON
easat-3714	383	4	is	be	AUX
easat-3714	383	5	noteworthy	noteworthy	ADJ
easat-3714	383	6	that	that	SCONJ
easat-3714	383	7	in	in	ADP
easat-3714	383	8	the	the	DET
easat-3714	383	9	scenario	scenario	NOUN
easat-3714	383	10	of	of	ADP
easat-3714	383	11	increased	increase	VERB
easat-3714	383	12	demand	demand	NOUN
easat-3714	383	13	,	,	PUNCT
easat-3714	383	14	there	there	PRON
easat-3714	383	15	would	would	AUX
easat-3714	383	16	be	be	AUX
easat-3714	383	17	a	a	DET
easat-3714	383	18	reduction	reduction	NOUN
easat-3714	383	19	in	in	ADP
easat-3714	383	20	the	the	DET
easat-3714	383	21	amount	amount	NOUN
easat-3714	383	22	of	of	ADP
easat-3714	383	23	product	product	NOUN
easat-3714	383	24	wastage	wastage	NOUN
easat-3714	383	25	and	and	CCONJ
easat-3714	383	26	a	a	DET
easat-3714	383	27	subsequent	subsequent	ADJ
easat-3714	383	28	decrease	decrease	NOUN
easat-3714	383	29	in	in	ADP
easat-3714	383	30	the	the	DET
easat-3714	383	31	costs	cost	NOUN
easat-3714	383	32	associated	associate	VERB
easat-3714	383	33	with	with	ADP
easat-3714	383	34	disposal	disposal	NOUN
easat-3714	383	35	.	.	PUNCT
easat-3714	384	1	therefore	therefore	ADV
easat-3714	384	2	,	,	PUNCT
easat-3714	384	3	the	the	DET
easat-3714	384	4	analysis	analysis	NOUN
easat-3714	384	5	presented	present	VERB
easat-3714	384	6	in	in	ADP
easat-3714	384	7	figure	figure	NOUN
easat-3714	384	8	2	2	NUM
easat-3714	384	9	demonstrates	demonstrate	VERB
easat-3714	384	10	that	that	SCONJ
easat-3714	384	11	the	the	DET
easat-3714	384	12	average	average	ADJ
easat-3714	384	13	costs	cost	NOUN
easat-3714	384	14	of	of	ADP
easat-3714	384	15	the	the	DET
easat-3714	384	16	system	system	NOUN
easat-3714	384	17	exhibit	exhibit	VERB
easat-3714	384	18	an	an	DET
easat-3714	384	19	inverse	inverse	NOUN
easat-3714	384	20	relationship	relationship	NOUN
easat-3714	384	21	with	with	ADP
easat-3714	384	22	the	the	DET
easat-3714	384	23	mean	mean	ADJ
easat-3714	384	24	demand	demand	NOUN
easat-3714	384	25	(	(	PUNCT
easat-3714	384	26	𝜆	𝜆	NOUN
easat-3714	384	27	)	)	PUNCT
easat-3714	384	28	.	.	PUNCT
easat-3714	385	1	this	this	PRON
easat-3714	385	2	implies	imply	VERB
easat-3714	385	3	that	that	SCONJ
easat-3714	385	4	as	as	ADP
easat-3714	385	5	the	the	DET
easat-3714	385	6	value	value	NOUN
easat-3714	385	7	of	of	ADP
easat-3714	385	8	𝜆	𝜆	DET
easat-3714	385	9	increases	increase	NOUN
easat-3714	385	10	,	,	PUNCT
easat-3714	385	11	the	the	DET
easat-3714	385	12	corresponding	correspond	VERB
easat-3714	385	13	costs	cost	NOUN
easat-3714	385	14	decrease	decrease	NOUN
easat-3714	385	15	.	.	PUNCT
easat-3714	386	1	it	it	PRON
easat-3714	386	2	is	be	AUX
easat-3714	386	3	of	of	ADP
easat-3714	386	4	utmost	utmost	ADJ
easat-3714	386	5	significance	significance	NOUN
easat-3714	386	6	to	to	PART
easat-3714	386	7	acknowledge	acknowledge	VERB
easat-3714	386	8	that	that	SCONJ
easat-3714	386	9	,	,	PUNCT
easat-3714	386	10	within	within	ADP
easat-3714	386	11	the	the	DET
easat-3714	386	12	context	context	NOUN
easat-3714	386	13	of	of	ADP
easat-3714	386	14	this	this	DET
easat-3714	386	15	study	study	NOUN
easat-3714	386	16	,	,	PUNCT
easat-3714	386	17	the	the	DET
easat-3714	386	18	costs	cost	NOUN
easat-3714	386	19	associated	associate	VERB
easat-3714	386	20	with	with	ADP
easat-3714	386	21	disposal	disposal	NOUN
easat-3714	386	22	and	and	CCONJ
easat-3714	386	23	shortages	shortage	NOUN
easat-3714	386	24	significantly	significantly	ADV
easat-3714	386	25	influence	influence	VERB
easat-3714	386	26	inventory	inventory	NOUN
easat-3714	386	27	costs	cost	NOUN
easat-3714	386	28	,	,	PUNCT
easat-3714	386	29	given	give	VERB
easat-3714	386	30	their	their	PRON
easat-3714	386	31	substantial	substantial	ADJ
easat-3714	386	32	impact	impact	NOUN
easat-3714	386	33	on	on	ADP
easat-3714	386	34	the	the	DET
easat-3714	386	35	system	system	NOUN
easat-3714	386	36	.	.	PUNCT
easat-3714	387	1	consequently	consequently	ADV
easat-3714	387	2	,	,	PUNCT
easat-3714	387	3	the	the	DET
easat-3714	387	4	reduction	reduction	NOUN
easat-3714	387	5	of	of	ADP
easat-3714	387	6	both	both	DET
easat-3714	387	7	expense	expense	NOUN
easat-3714	387	8	categories	category	NOUN
easat-3714	387	9	would	would	AUX
easat-3714	387	10	result	result	VERB
easat-3714	387	11	in	in	ADP
easat-3714	387	12	a	a	DET
easat-3714	387	13	considerable	considerable	ADJ
easat-3714	387	14	decline	decline	NOUN
easat-3714	387	15	in	in	ADP
easat-3714	387	16	mean	mean	ADJ
easat-3714	387	17	expenditures	expenditure	NOUN
easat-3714	387	18	.	.	PUNCT
easat-3714	388	1	additionally	additionally	ADV
easat-3714	388	2	,	,	PUNCT
easat-3714	388	3	the	the	DET
easat-3714	388	4	effects	effect	NOUN
easat-3714	388	5	resulting	result	VERB
easat-3714	388	6	from	from	ADP
easat-3714	388	7	alterations	alteration	NOUN
easat-3714	388	8	in	in	ADP
easat-3714	388	9	the	the	DET
easat-3714	388	10	duration	duration	NOUN
easat-3714	388	11	of	of	ADP
easat-3714	388	12	the	the	DET
easat-3714	388	13	goods	good	NOUN
easat-3714	388	14	'	'	PART
easat-3714	388	15	shelf	shelf	NOUN
easat-3714	388	16	life	life	NOUN
easat-3714	388	17	are	be	AUX
easat-3714	388	18	clearly	clearly	ADV
easat-3714	388	19	illustrated	illustrate	VERB
easat-3714	388	20	in	in	ADP
easat-3714	388	21	table	table	NOUN
easat-3714	388	22	2	2	NUM
easat-3714	388	23	and	and	CCONJ
easat-3714	388	24	figure	figure	VERB
easat-3714	388	25	1	1	NUM
easat-3714	388	26	.	.	NOUN
easat-3714	388	27	6	6	NUM
easat-3714	388	28	.	.	X
easat-3714	388	29	conclusion	conclusion	NOUN
easat-3714	388	30	in	in	ADP
easat-3714	388	31	summary	summary	NOUN
easat-3714	388	32	,	,	PUNCT
easat-3714	388	33	the	the	DET
easat-3714	388	34	aforementioned	aforementioned	ADJ
easat-3714	388	35	research	research	NOUN
easat-3714	388	36	paper	paper	NOUN
easat-3714	388	37	thoroughly	thoroughly	ADV
easat-3714	388	38	investigated	investigate	VERB
easat-3714	388	39	the	the	DET
easat-3714	388	40	utilisation	utilisation	NOUN
easat-3714	388	41	of	of	ADP
easat-3714	388	42	markov	markov	NOUN
easat-3714	388	43	decision	decision	NOUN
easat-3714	388	44	processes	process	NOUN
easat-3714	388	45	(	(	PUNCT
easat-3714	388	46	mdps	mdps	NOUN
easat-3714	388	47	)	)	PUNCT
easat-3714	388	48	in	in	ADP
easat-3714	388	49	the	the	DET
easat-3714	388	50	domain	domain	NOUN
easat-3714	388	51	of	of	ADP
easat-3714	388	52	inventory	inventory	NOUN
easat-3714	388	53	control	control	NOUN
easat-3714	388	54	as	as	SCONJ
easat-3714	388	55	it	it	PRON
easat-3714	388	56	pertains	pertain	VERB
easat-3714	388	57	to	to	ADP
easat-3714	388	58	the	the	DET
easat-3714	388	59	intricate	intricate	ADJ
easat-3714	388	60	dynamics	dynamic	NOUN
easat-3714	388	61	of	of	ADP
easat-3714	388	62	the	the	DET
easat-3714	388	63	supply	supply	NOUN
easat-3714	388	64	chain	chain	NOUN
easat-3714	388	65	.	.	PUNCT
easat-3714	389	1	the	the	DET
easat-3714	389	2	implications	implication	NOUN
easat-3714	389	3	of	of	ADP
easat-3714	389	4	this	this	DET
easat-3714	389	5	research	research	NOUN
easat-3714	389	6	hold	hold	VERB
easat-3714	389	7	considerable	considerable	ADJ
easat-3714	389	8	significance	significance	NOUN
easat-3714	389	9	for	for	ADP
easat-3714	389	10	both	both	CCONJ
easat-3714	389	11	academia	academia	NOUN
easat-3714	389	12	and	and	CCONJ
easat-3714	389	13	the	the	DET
easat-3714	389	14	industrial	industrial	ADJ
easat-3714	389	15	sector	sector	NOUN
easat-3714	389	16	.	.	PUNCT
easat-3714	390	1	the	the	DET
easat-3714	390	2	application	application	NOUN
easat-3714	390	3	of	of	ADP
easat-3714	390	4	markov	markov	NOUN
easat-3714	390	5	decision	decision	NOUN
easat-3714	390	6	processes	process	NOUN
easat-3714	390	7	(	(	PUNCT
easat-3714	390	8	mdps	mdps	NOUN
easat-3714	390	9	)	)	PUNCT
easat-3714	390	10	in	in	ADP
easat-3714	390	11	inventory	inventory	NOUN
easat-3714	390	12	control	control	NOUN
easat-3714	390	13	provides	provide	VERB
easat-3714	390	14	a	a	DET
easat-3714	390	15	robust	robust	ADJ
easat-3714	390	16	framework	framework	NOUN
easat-3714	390	17	for	for	ADP
easat-3714	390	18	comprehending	comprehend	VERB
easat-3714	390	19	and	and	CCONJ
easat-3714	390	20	addressing	address	VERB
easat-3714	390	21	the	the	DET
easat-3714	390	22	complexities	complexity	NOUN
easat-3714	390	23	associated	associate	VERB
easat-3714	390	24	with	with	ADP
easat-3714	390	25	inventory	inventory	NOUN
easat-3714	390	26	management	management	NOUN
easat-3714	390	27	within	within	ADP
easat-3714	390	28	supply	supply	NOUN
easat-3714	390	29	chains	chain	NOUN
easat-3714	390	30	.	.	PUNCT
easat-3714	391	1	the	the	DET
easat-3714	391	2	findings	finding	NOUN
easat-3714	391	3	possess	possess	VERB
easat-3714	391	4	the	the	DET
easat-3714	391	5	potential	potential	NOUN
easat-3714	391	6	to	to	PART
easat-3714	391	7	offer	offer	VERB
easat-3714	391	8	valuable	valuable	ADJ
easat-3714	391	9	guidance	guidance	NOUN
easat-3714	391	10	to	to	ADP
easat-3714	391	11	practitioners	practitioner	NOUN
easat-3714	391	12	in	in	ADP
easat-3714	391	13	inventory	inventory	NOUN
easat-3714	391	14	control	control	NOUN
easat-3714	391	15	,	,	PUNCT
easat-3714	391	16	enabling	enable	VERB
easat-3714	391	17	them	they	PRON
easat-3714	391	18	to	to	PART
easat-3714	391	19	implement	implement	VERB
easat-3714	391	20	strategies	strategy	NOUN
easat-3714	391	21	that	that	PRON
easat-3714	391	22	optimise	optimise	VERB
easat-3714	391	23	their	their	PRON
easat-3714	391	24	operational	operational	ADJ
easat-3714	391	25	performance	performance	NOUN
easat-3714	391	26	and	and	CCONJ
easat-3714	391	27	enhance	enhance	VERB
easat-3714	391	28	customer	customer	NOUN
easat-3714	391	29	satisfaction	satisfaction	NOUN
easat-3714	391	30	effectively	effectively	ADV
easat-3714	391	31	.	.	PUNCT
easat-3714	392	1	future	future	ADJ
easat-3714	392	2	research	research	NOUN
easat-3714	392	3	directions	direction	NOUN
easat-3714	392	4	may	may	AUX
easat-3714	392	5	focus	focus	VERB
easat-3714	392	6	on	on	ADP
easat-3714	392	7	the	the	DET
easat-3714	392	8	comprehensive	comprehensive	ADJ
easat-3714	392	9	investigation	investigation	NOUN
easat-3714	392	10	and	and	CCONJ
easat-3714	392	11	enhancement	enhancement	NOUN
easat-3714	392	12	of	of	ADP
easat-3714	392	13	the	the	DET
easat-3714	392	14	scalability	scalability	NOUN
easat-3714	392	15	and	and	CCONJ
easat-3714	392	16	computational	computational	ADJ
easat-3714	392	17	efficiency	efficiency	NOUN
easat-3714	392	18	of	of	ADP
easat-3714	392	19	techniques	technique	NOUN
easat-3714	392	20	based	base	VERB
easat-3714	392	21	on	on	ADP
easat-3714	392	22	markov	markov	NOUN
easat-3714	392	23	decision	decision	NOUN
easat-3714	392	24	processes	process	NOUN
easat-3714	392	25	(	(	PUNCT
easat-3714	392	26	mdps	mdps	NOUN
easat-3714	392	27	)	)	PUNCT
easat-3714	392	28	.	.	PUNCT
easat-3714	393	1	additionally	additionally	ADV
easat-3714	393	2	,	,	PUNCT
easat-3714	393	3	the	the	DET
easat-3714	393	4	integration	integration	NOUN
easat-3714	393	5	of	of	ADP
easat-3714	393	6	real	real	ADJ
easat-3714	393	7	-	-	PUNCT
easat-3714	393	8	time	time	NOUN
easat-3714	393	9	data	datum	NOUN
easat-3714	393	10	and	and	CCONJ
easat-3714	393	11	advanced	advanced	ADJ
easat-3714	393	12	analytics	analytic	NOUN
easat-3714	393	13	could	could	AUX
easat-3714	393	14	be	be	AUX
easat-3714	393	15	pursued	pursue	VERB
easat-3714	393	16	to	to	PART
easat-3714	393	17	improve	improve	VERB
easat-3714	393	18	the	the	DET
easat-3714	393	19	accuracy	accuracy	NOUN
easat-3714	393	20	of	of	ADP
easat-3714	393	21	inventory	inventory	NOUN
easat-3714	393	22	control	control	NOUN
easat-3714	393	23	models	model	NOUN
easat-3714	393	24	.	.	PUNCT
easat-3714	394	1	furthermore	furthermore	ADV
easat-3714	394	2	,	,	PUNCT
easat-3714	394	3	a	a	DET
easat-3714	394	4	thorough	thorough	ADJ
easat-3714	394	5	examination	examination	NOUN
easat-3714	394	6	of	of	ADP
easat-3714	394	7	the	the	DET
easat-3714	394	8	application	application	NOUN
easat-3714	394	9	of	of	ADP
easat-3714	394	10	markov	markov	NOUN
easat-3714	394	11	decision	decision	NOUN
easat-3714	394	12	processes	process	NOUN
easat-3714	394	13	(	(	PUNCT
easat-3714	394	14	mdps	mdps	NOUN
easat-3714	394	15	)	)	PUNCT
easat-3714	394	16	in	in	ADP
easat-3714	394	17	various	various	ADJ
easat-3714	394	18	supply	supply	NOUN
easat-3714	394	19	chain	chain	NOUN
easat-3714	394	20	scenarios	scenario	NOUN
easat-3714	394	21	,	,	PUNCT
easat-3714	394	22	including	include	VERB
easat-3714	394	23	multi	multi	ADJ
easat-3714	394	24	-	-	ADJ
easat-3714	394	25	echelon	echelon	ADJ
easat-3714	394	26	inventory	inventory	NOUN
easat-3714	394	27	systems	system	NOUN
easat-3714	394	28	and	and	CCONJ
easat-3714	394	29	collaborative	collaborative	ADJ
easat-3714	394	30	supply	supply	NOUN
easat-3714	394	31	chains	chain	NOUN
easat-3714	394	32	,	,	PUNCT
easat-3714	394	33	has	have	VERB
easat-3714	394	34	the	the	DET
easat-3714	394	35	potential	potential	NOUN
easat-3714	394	36	to	to	PART
easat-3714	394	37	yield	yield	VERB
easat-3714	394	38	significant	significant	ADJ
easat-3714	394	39	findings	finding	NOUN
easat-3714	394	40	and	and	CCONJ
easat-3714	394	41	solutions	solution	NOUN
easat-3714	394	42	for	for	ADP
easat-3714	394	43	enhancing	enhance	VERB
easat-3714	394	44	inventory	inventory	NOUN
easat-3714	394	45	management	management	NOUN
easat-3714	394	46	on	on	ADP
easat-3714	394	47	a	a	DET
easat-3714	394	48	larger	large	ADJ
easat-3714	394	49	scale	scale	NOUN
easat-3714	394	50	.	.	PUNCT
easat-3714	395	1	6.1	6.1	NUM
easat-3714	395	2	.	.	PUNCT
easat-3714	395	3	limitations	limitation	NOUN
easat-3714	395	4	the	the	DET
easat-3714	395	5	purpose	purpose	NOUN
easat-3714	395	6	of	of	ADP
easat-3714	395	7	this	this	DET
easat-3714	395	8	study	study	NOUN
easat-3714	395	9	was	be	AUX
easat-3714	395	10	to	to	PART
easat-3714	395	11	investigate	investigate	VERB
easat-3714	395	12	the	the	DET
easat-3714	395	13	connection	connection	NOUN
easat-3714	395	14	that	that	PRON
easat-3714	395	15	exists	exist	VERB
easat-3714	395	16	between	between	ADP
easat-3714	395	17	the	the	DET
easat-3714	395	18	markov	markov	NOUN
easat-3714	395	19	chain	chain	NOUN
easat-3714	395	20	and	and	CCONJ
easat-3714	395	21	the	the	DET
easat-3714	395	22	inventory	inventory	NOUN
easat-3714	395	23	management	management	NOUN
easat-3714	395	24	practices	practice	NOUN
easat-3714	395	25	of	of	ADP
easat-3714	395	26	industrial	industrial	ADJ
easat-3714	395	27	organisations	organisation	NOUN
easat-3714	395	28	.	.	PUNCT
easat-3714	396	1	insight	insight	NOUN
easat-3714	396	2	and	and	CCONJ
easat-3714	396	3	a	a	DET
easat-3714	396	4	comprehensive	comprehensive	ADJ
easat-3714	396	5	understanding	understanding	NOUN
easat-3714	396	6	of	of	ADP
easat-3714	396	7	the	the	DET
easat-3714	396	8	markov	markov	NOUN
easat-3714	396	9	chain	chain	NOUN
easat-3714	396	10	were	be	AUX
easat-3714	396	11	provided	provide	VERB
easat-3714	396	12	by	by	ADP
easat-3714	396	13	the	the	DET
easat-3714	396	14	review	review	NOUN
easat-3714	396	15	,	,	PUNCT
easat-3714	396	16	which	which	PRON
easat-3714	396	17	represents	represent	VERB
easat-3714	396	18	a	a	DET
easat-3714	396	19	novel	novel	ADJ
easat-3714	396	20	contribution	contribution	NOUN
easat-3714	396	21	to	to	ADP
easat-3714	396	22	the	the	DET
easat-3714	396	23	existing	exist	VERB
easat-3714	396	24	corpus	corpus	NOUN
easat-3714	396	25	of	of	ADP
easat-3714	396	26	markov	markov	PROPN
easat-3714	396	27	chain	chain	NOUN
easat-3714	396	28	research	research	NOUN
easat-3714	396	29	.	.	PUNCT
easat-3714	397	1	given	give	VERB
easat-3714	397	2	that	that	SCONJ
easat-3714	397	3	the	the	DET
easat-3714	397	4	markov	markov	NOUN
easat-3714	397	5	chain	chain	NOUN
easat-3714	397	6	is	be	AUX
easat-3714	397	7	utilised	utilise	VERB
easat-3714	397	8	for	for	ADP
easat-3714	397	9	inventory	inventory	NOUN
easat-3714	397	10	management	management	NOUN
easat-3714	397	11	by	by	ADP
easat-3714	397	12	a	a	DET
easat-3714	397	13	limited	limited	ADJ
easat-3714	397	14	number	number	NOUN
easat-3714	397	15	of	of	ADP
easat-3714	397	16	manufacturing	manufacturing	NOUN
easat-3714	397	17	organisations	organisation	NOUN
easat-3714	397	18	,	,	PUNCT
easat-3714	397	19	the	the	DET
easat-3714	397	20	research	research	NOUN
easat-3714	397	21	design	design	NOUN
easat-3714	397	22	employed	employ	VERB
easat-3714	397	23	in	in	ADP
easat-3714	397	24	this	this	DET
easat-3714	397	25	study	study	NOUN
easat-3714	397	26	was	be	AUX
easat-3714	397	27	exploratory	exploratory	ADJ
easat-3714	397	28	,	,	PUNCT
easat-3714	397	29	and	and	CCONJ
easat-3714	397	30	the	the	DET
easat-3714	397	31	quantitative	quantitative	ADJ
easat-3714	397	32	research	research	NOUN
easat-3714	397	33	methodology	methodology	NOUN
easat-3714	397	34	utilised	utilise	VERB
easat-3714	397	35	data	datum	NOUN
easat-3714	397	36	from	from	ADP
easat-3714	397	37	manufacturing	manufacture	VERB
easat-3714	397	38	firms	firm	NOUN
easat-3714	397	39	.	.	PUNCT
easat-3714	398	1	consequently	consequently	ADV
easat-3714	398	2	,	,	PUNCT
easat-3714	398	3	the	the	DET
easat-3714	398	4	study	study	NOUN
easat-3714	398	5	is	be	AUX
easat-3714	398	6	accompanied	accompany	VERB
easat-3714	398	7	by	by	ADP
easat-3714	398	8	several	several	ADJ
easat-3714	398	9	limitations	limitation	NOUN
easat-3714	398	10	.	.	PUNCT
easat-3714	399	1	6.2	6.2	NUM
easat-3714	399	2	.	.	PUNCT
easat-3714	400	1	future	future	ADJ
easat-3714	400	2	directions	direction	NOUN
easat-3714	400	3	and	and	CCONJ
easat-3714	400	4	scope	scope	NOUN
easat-3714	400	5	of	of	ADP
easat-3714	400	6	the	the	DET
easat-3714	400	7	present	present	ADJ
easat-3714	400	8	work	work	NOUN
easat-3714	400	9	should	should	AUX
easat-3714	400	10	the	the	DET
easat-3714	400	11	model	model	NOUN
easat-3714	400	12	be	be	AUX
easat-3714	400	13	expanded	expand	VERB
easat-3714	400	14	to	to	PART
easat-3714	400	15	incorporate	incorporate	VERB
easat-3714	400	16	a	a	DET
easat-3714	400	17	greater	great	ADJ
easat-3714	400	18	number	number	NOUN
easat-3714	400	19	of	of	ADP
easat-3714	400	20	sources	source	NOUN
easat-3714	400	21	of	of	ADP
easat-3714	400	22	commodities	commodity	NOUN
easat-3714	400	23	,	,	PUNCT
easat-3714	400	24	it	it	PRON
easat-3714	400	25	would	would	AUX
easat-3714	400	26	facilitate	facilitate	VERB
easat-3714	400	27	a	a	DET
easat-3714	400	28	more	more	ADV
easat-3714	400	29	accurate	accurate	ADJ
easat-3714	400	30	representation	representation	NOUN
easat-3714	400	31	of	of	ADP
easat-3714	400	32	the	the	DET
easat-3714	400	33	challenges	challenge	NOUN
easat-3714	400	34	and	and	CCONJ
easat-3714	400	35	requirements	requirement	NOUN
easat-3714	400	36	faced	face	VERB
easat-3714	400	37	by	by	ADP
easat-3714	400	38	humanitarian	humanitarian	ADJ
easat-3714	400	39	organisations	organisation	NOUN
easat-3714	400	40	.	.	PUNCT
easat-3714	401	1	this	this	DET
easat-3714	401	2	expansion	expansion	NOUN
easat-3714	401	3	would	would	AUX
easat-3714	401	4	enhance	enhance	VERB
easat-3714	401	5	the	the	DET
easat-3714	401	6	likelihood	likelihood	NOUN
easat-3714	401	7	that	that	SCONJ
easat-3714	401	8	goods	good	NOUN
easat-3714	401	9	with	with	ADP
easat-3714	401	10	varying	vary	VERB
easat-3714	401	11	shelf	shelf	NOUN
easat-3714	401	12	lives	life	NOUN
easat-3714	401	13	would	would	AUX
easat-3714	401	14	arrive	arrive	VERB
easat-3714	401	15	at	at	ADP
easat-3714	401	16	the	the	DET
easat-3714	401	17	disaster	disaster	NOUN
easat-3714	401	18	site	site	NOUN
easat-3714	401	19	during	during	ADP
easat-3714	401	20	the	the	DET
easat-3714	401	21	same	same	ADJ
easat-3714	401	22	determination	determination	NOUN
easat-3714	401	23	period	period	NOUN
easat-3714	401	24	.	.	PUNCT
easat-3714	402	1	in	in	ADP
easat-3714	402	2	future	future	ADJ
easat-3714	402	3	iterations	iteration	NOUN
easat-3714	402	4	,	,	PUNCT
easat-3714	402	5	modifications	modification	NOUN
easat-3714	402	6	to	to	ADP
easat-3714	402	7	the	the	DET
easat-3714	402	8	7862	7862	NUM
easat-3714	402	9	edelweiss	edelweiss	PROPN
easat-3714	402	10	applied	apply	VERB
easat-3714	402	11	science	science	NOUN
easat-3714	402	12	and	and	CCONJ
easat-3714	402	13	technology	technology	NOUN
easat-3714	402	14	issn	issn	PROPN
easat-3714	402	15	:	:	PUNCT
easat-3714	402	16	2576	2576	NUM
easat-3714	402	17	-	-	SYM
easat-3714	402	18	8484	8484	NUM
easat-3714	402	19	vol	vol	NOUN
easat-3714	402	20	.	.	PROPN
easat-3714	403	1	8	8	NUM
easat-3714	403	2	,	,	PUNCT
easat-3714	403	3	no	no	INTJ
easat-3714	403	4	.	.	NOUN
easat-3714	403	5	6	6	NUM
easat-3714	403	6	:	:	SYM
easat-3714	403	7	7846	7846	NUM
easat-3714	403	8	-	-	SYM
easat-3714	403	9	7864	7864	NUM
easat-3714	403	10	,	,	PUNCT
easat-3714	403	11	2024	2024	NUM
easat-3714	403	12	doi	doi	NOUN
easat-3714	403	13	:	:	PUNCT
easat-3714	403	14	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	403	15	©	©	PROPN
easat-3714	403	16	2024	2024	NUM
easat-3714	403	17	by	by	ADP
easat-3714	403	18	the	the	DET
easat-3714	403	19	author	author	NOUN
easat-3714	403	20	;	;	PUNCT
easat-3714	403	21	licensee	licensee	PROPN
easat-3714	403	22	learning	learning	PROPN
easat-3714	403	23	gate	gate	NOUN
easat-3714	403	24	model	model	NOUN
easat-3714	403	25	may	may	AUX
easat-3714	403	26	consider	consider	VERB
easat-3714	403	27	the	the	DET
easat-3714	403	28	inclusion	inclusion	NOUN
easat-3714	403	29	of	of	ADP
easat-3714	403	30	multiple	multiple	ADJ
easat-3714	403	31	warehouses	warehouse	NOUN
easat-3714	403	32	and	and	CCONJ
easat-3714	403	33	collaboration	collaboration	NOUN
easat-3714	403	34	among	among	ADP
easat-3714	403	35	groups	group	NOUN
easat-3714	403	36	to	to	PART
easat-3714	403	37	establish	establish	VERB
easat-3714	403	38	a	a	DET
easat-3714	403	39	fair	fair	ADJ
easat-3714	403	40	distribution	distribution	NOUN
easat-3714	403	41	of	of	ADP
easat-3714	403	42	donated	donate	VERB
easat-3714	403	43	(	(	PUNCT
easat-3714	403	44	and/or	and/or	CCONJ
easat-3714	403	45	purchased	purchase	VERB
easat-3714	403	46	)	)	PUNCT
easat-3714	403	47	resources	resource	NOUN
easat-3714	403	48	and	and	CCONJ
easat-3714	403	49	optimise	optimise	ADJ
easat-3714	403	50	total	total	ADJ
easat-3714	403	51	operating	operating	NOUN
easat-3714	403	52	expenditures	expenditure	NOUN
easat-3714	403	53	.	.	PUNCT
easat-3714	404	1	copyright	copyright	NOUN
easat-3714	404	2	:	:	PUNCT
easat-3714	404	3	©	©	PROPN
easat-3714	404	4	2024	2024	NUM
easat-3714	404	5	by	by	ADP
easat-3714	404	6	the	the	DET
easat-3714	404	7	authors	author	NOUN
easat-3714	404	8	.	.	PUNCT
easat-3714	405	1	this	this	DET
easat-3714	405	2	article	article	NOUN
easat-3714	405	3	is	be	AUX
easat-3714	405	4	an	an	DET
easat-3714	405	5	open	open	ADJ
easat-3714	405	6	access	access	NOUN
easat-3714	405	7	article	article	NOUN
easat-3714	405	8	distributed	distribute	VERB
easat-3714	405	9	under	under	ADP
easat-3714	405	10	the	the	DET
easat-3714	405	11	terms	term	NOUN
easat-3714	405	12	and	and	CCONJ
easat-3714	405	13	conditions	condition	NOUN
easat-3714	405	14	of	of	ADP
easat-3714	405	15	the	the	DET
easat-3714	405	16	creative	creative	ADJ
easat-3714	405	17	commons	common	NOUN
easat-3714	405	18	attribution	attribution	NOUN
easat-3714	405	19	(	(	PUNCT
easat-3714	405	20	cc	cc	NOUN
easat-3714	405	21	by	by	ADP
easat-3714	405	22	)	)	PUNCT
easat-3714	405	23	license	license	NOUN
easat-3714	405	24	(	(	PUNCT
easat-3714	405	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3714	405	26	)	)	PUNCT
easat-3714	405	27	.	.	PUNCT
easat-3714	406	1	references	reference	NOUN
easat-3714	406	2	[	[	X
easat-3714	406	3	1	1	NUM
easat-3714	406	4	]	]	PUNCT
easat-3714	406	5	axsäter	axsäter	ADJ
easat-3714	406	6	,	,	PUNCT
easat-3714	406	7	s.	s.	PROPN
easat-3714	406	8	,	,	PUNCT
easat-3714	406	9	(	(	PUNCT
easat-3714	406	10	2017	2017	NUM
easat-3714	406	11	)	)	PUNCT
easat-3714	406	12	.	.	PUNCT
easat-3714	407	1	inventory	inventory	NOUN
easat-3714	407	2	control	control	PROPN
easat-3714	407	3	,	,	PUNCT
easat-3714	407	4	2nd	2nd	PROPN
easat-3714	407	5	edition	edition	NOUN
easat-3714	407	6	.	.	PUNCT
easat-3714	408	1	international	international	ADJ
easat-3714	408	2	series	series	PROPN
easat-3714	408	3	in	in	ADP
easat-3714	408	4	operations	operation	NOUN
easat-3714	408	5	research	research	NOUN
easat-3714	408	6	&	&	CCONJ
easat-3714	408	7	management	management	NOUN
easat-3714	408	8	science	science	NOUN
easat-3714	408	9	.	.	PUNCT
easat-3714	409	1	new	new	PROPN
easat-3714	409	2	york	york	PROPN
easat-3714	409	3	:	:	PUNCT
easat-3714	409	4	springer	springer	NOUN
easat-3714	409	5	science	science	NOUN
easat-3714	409	6	.	.	PUNCT
easat-3714	410	1	[	[	X
easat-3714	410	2	2	2	NUM
easat-3714	410	3	]	]	X
easat-3714	410	4	beckmann	beckmann	PROPN
easat-3714	410	5	,	,	PUNCT
easat-3714	410	6	m.	m.	NOUN
easat-3714	410	7	j.	j.	PROPN
easat-3714	410	8	and	and	CCONJ
easat-3714	410	9	srinivasan	srinivasan	PROPN
easat-3714	410	10	,	,	PUNCT
easat-3714	410	11	s.	s.	PROPN
easat-3714	410	12	k.	k.	PROPN
easat-3714	410	13	,	,	PUNCT
easat-3714	410	14	(	(	PUNCT
easat-3714	410	15	2018	2018	NUM
easat-3714	410	16	)	)	PUNCT
easat-3714	410	17	,	,	PUNCT
easat-3714	410	18	an	an	DET
easat-3714	410	19	(	(	PUNCT
easat-3714	410	20	s	s	PROPN
easat-3714	410	21	,	,	PUNCT
easat-3714	410	22	s	s	NOUN
easat-3714	410	23	)	)	PUNCT
easat-3714	410	24	inventory	inventory	NOUN
easat-3714	410	25	system	system	NOUN
easat-3714	410	26	with	with	ADP
easat-3714	410	27	poisson	poisson	NOUN
easat-3714	410	28	demands	demand	NOUN
easat-3714	410	29	and	and	CCONJ
easat-3714	410	30	exponential	exponential	ADJ
easat-3714	410	31	lead	lead	NOUN
easat-3714	410	32	time	time	NOUN
easat-3714	410	33	,	,	PUNCT
easat-3714	410	34	or	or	CCONJ
easat-3714	410	35	spectrum	spectrum	NOUN
easat-3714	410	36	,	,	PUNCT
easat-3714	410	37	9(4	9(4	NUM
easat-3714	410	38	)	)	PUNCT
easat-3714	410	39	,	,	PUNCT
easat-3714	410	40	213217	213217	NUM
easat-3714	410	41	.	.	PUNCT
easat-3714	411	1	[	[	X
easat-3714	411	2	3	3	NUM
easat-3714	411	3	]	]	X
easat-3714	411	4	benita	benita	X
easat-3714	411	5	,	,	PUNCT
easat-3714	411	6	m.	m.	NOUN
easat-3714	411	7	,	,	PUNCT
easat-3714	411	8	beamon	beamon	PROPN
easat-3714	411	9	,	,	PUNCT
easat-3714	411	10	supply	supply	NOUN
easat-3714	411	11	chain	chain	NOUN
easat-3714	411	12	design	design	NOUN
easat-3714	411	13	and	and	CCONJ
easat-3714	411	14	analysis	analysis	NOUN
easat-3714	411	15	:	:	PUNCT
easat-3714	411	16	models	model	NOUN
easat-3714	411	17	and	and	CCONJ
easat-3714	411	18	methods	method	NOUN
easat-3714	411	19	,	,	PUNCT
easat-3714	411	20	university	university	NOUN
easat-3714	411	21	of	of	ADP
easat-3714	411	22	washington	washington	PROPN
easat-3714	411	23	,	,	PUNCT
easat-3714	411	24	industrial	industrial	ADJ
easat-3714	411	25	engineering	engineering	NOUN
easat-3714	411	26	,	,	PUNCT
easat-3714	411	27	international	international	ADJ
easat-3714	411	28	journal	journal	NOUN
easat-3714	411	29	of	of	ADP
easat-3714	411	30	production	production	NOUN
easat-3714	411	31	economics	economic	NOUN
easat-3714	411	32	(	(	PUNCT
easat-3714	411	33	2016	2016	NUM
easat-3714	411	34	)	)	PUNCT
easat-3714	411	35	,	,	PUNCT
easat-3714	411	36	vol	vol	NOUN
easat-3714	411	37	.	.	PROPN
easat-3714	411	38	55	55	NUM
easat-3714	411	39	,	,	PUNCT
easat-3714	411	40	no	no	INTJ
easat-3714	411	41	.	.	NOUN
easat-3714	411	42	3	3	NUM
easat-3714	411	43	,	,	PUNCT
easat-3714	411	44	pp	pp	ADJ
easat-3714	411	45	.	.	PUNCT
easat-3714	411	46	281	281	NUM
easat-3714	411	47	-	-	SYM
easat-3714	411	48	294	294	NUM
easat-3714	411	49	.	.	PUNCT
easat-3714	412	1	[	[	X
easat-3714	412	2	4	4	NUM
easat-3714	412	3	]	]	X
easat-3714	412	4	berman	berman	NOUN
easat-3714	412	5	,	,	PUNCT
easat-3714	412	6	o.	o.	NOUN
easat-3714	412	7	,	,	PUNCT
easat-3714	412	8	and	and	CCONJ
easat-3714	412	9	kim	kim	PROPN
easat-3714	412	10	,	,	PUNCT
easat-3714	412	11	e.	e.	PROPN
easat-3714	412	12	,	,	PUNCT
easat-3714	412	13	(	(	PUNCT
easat-3714	412	14	2018	2018	NUM
easat-3714	412	15	)	)	PUNCT
easat-3714	412	16	,	,	PUNCT
easat-3714	412	17	stochastic	stochastic	ADJ
easat-3714	412	18	inventory	inventory	NOUN
easat-3714	412	19	policies	policy	NOUN
easat-3714	412	20	for	for	ADP
easat-3714	412	21	inventory	inventory	NOUN
easat-3714	412	22	management	management	NOUN
easat-3714	412	23	at	at	ADP
easat-3714	412	24	service	service	NOUN
easat-3714	412	25	facilities	facility	NOUN
easat-3714	412	26	,	,	PUNCT
easat-3714	412	27	stoch	stoch	NOUN
easat-3714	412	28	.	.	PUNCT
easat-3714	413	1	model	model	PROPN
easat-3714	413	2	.	.	PROPN
easat-3714	413	3	,	,	PUNCT
easat-3714	413	4	15	15	NUM
easat-3714	413	5	,	,	PUNCT
easat-3714	413	6	695	695	NUM
easat-3714	413	7	-	-	SYM
easat-3714	413	8	718	718	NUM
easat-3714	413	9	.	.	PUNCT
easat-3714	414	1	[	[	X
easat-3714	414	2	5	5	NUM
easat-3714	414	3	]	]	PUNCT
easat-3714	414	4	berman	berman	NOUN
easat-3714	414	5	,	,	PUNCT
easat-3714	414	6	o.	o.	NOUN
easat-3714	414	7	,	,	PUNCT
easat-3714	414	8	and	and	CCONJ
easat-3714	414	9	sapna	sapna	VERB
easat-3714	414	10	,	,	PUNCT
easat-3714	414	11	k.	k.	PROPN
easat-3714	414	12	p.	p.	PROPN
easat-3714	414	13	(	(	PUNCT
easat-3714	414	14	2017	2017	NUM
easat-3714	414	15	)	)	PUNCT
easat-3714	414	16	,	,	PUNCT
easat-3714	414	17	inventory	inventory	NOUN
easat-3714	414	18	management	management	NOUN
easat-3714	414	19	at	at	ADP
easat-3714	414	20	service	service	NOUN
easat-3714	414	21	facilities	facility	NOUN
easat-3714	414	22	for	for	ADP
easat-3714	414	23	systems	system	NOUN
easat-3714	414	24	with	with	ADP
easat-3714	414	25	arbitrarily	arbitrarily	ADV
easat-3714	414	26	distributed	distribute	VERB
easat-3714	414	27	service	service	NOUN
easat-3714	414	28	times	time	NOUN
easat-3714	414	29	,	,	PUNCT
easat-3714	414	30	working	working	NOUN
easat-3714	414	31	paper	paper	NOUN
easat-3714	414	32	,	,	PUNCT
easat-3714	414	33	faculty	faculty	NOUN
easat-3714	414	34	of	of	ADP
easat-3714	414	35	management	management	NOUN
easat-3714	414	36	,	,	PUNCT
easat-3714	414	37	university	university	PROPN
easat-3714	414	38	of	of	ADP
easat-3714	414	39	toronto	toronto	PROPN
easat-3714	414	40	.	.	PUNCT
easat-3714	415	1	[	[	X
easat-3714	415	2	6	6	NUM
easat-3714	415	3	]	]	PUNCT
easat-3714	415	4	berman	berman	NOUN
easat-3714	415	5	,	,	PUNCT
easat-3714	415	6	o.	o.	NOUN
easat-3714	415	7	,	,	PUNCT
easat-3714	415	8	and	and	CCONJ
easat-3714	415	9	sapna	sapna	PROPN
easat-3714	415	10	,	,	PUNCT
easat-3714	415	11	k.	k.	PROPN
easat-3714	415	12	p.	p.	PROPN
easat-3714	415	13	,	,	PUNCT
easat-3714	415	14	(	(	PUNCT
easat-3714	415	15	2016	2016	NUM
easat-3714	415	16	)	)	PUNCT
easat-3714	415	17	,	,	PUNCT
easat-3714	415	18	optimal	optimal	ADJ
easat-3714	415	19	control	control	NOUN
easat-3714	415	20	of	of	ADP
easat-3714	415	21	service	service	NOUN
easat-3714	415	22	for	for	ADP
easat-3714	415	23	facilities	facility	NOUN
easat-3714	415	24	holding	hold	VERB
easat-3714	415	25	inventory	inventory	NOUN
easat-3714	415	26	,	,	PUNCT
easat-3714	415	27	computers	computer	NOUN
easat-3714	415	28	and	and	CCONJ
easat-3714	415	29	operations	operation	NOUN
easat-3714	415	30	research	research	NOUN
easat-3714	415	31	,	,	PUNCT
easat-3714	415	32	28	28	NUM
easat-3714	415	33	,	,	PUNCT
easat-3714	415	34	429	429	NUM
easat-3714	415	35	-	-	SYM
easat-3714	415	36	441	441	NUM
easat-3714	415	37	.	.	PUNCT
easat-3714	416	1	[	[	X
easat-3714	416	2	7	7	NUM
easat-3714	416	3	]	]	X
easat-3714	416	4	charls	charl	NOUN
easat-3714	416	5	,	,	PUNCT
easat-3714	416	6	s.	s.	PROPN
easat-3714	416	7	,	,	PUNCT
easat-3714	416	8	oliveira	oliveira	PROPN
easat-3714	416	9	,	,	PUNCT
easat-3714	416	10	f.	f.	PROPN
easat-3714	416	11	s.	s.	PROPN
easat-3714	416	12	,	,	PUNCT
easat-3714	416	13	&	&	CCONJ
easat-3714	416	14	pavlov	pavlov	PROPN
easat-3714	416	15	,	,	PUNCT
easat-3714	416	16	v.	v.	PROPN
easat-3714	416	17	(	(	PUNCT
easat-3714	416	18	n.d	n.d	PROPN
easat-3714	416	19	.	.	PROPN
easat-3714	416	20	)	)	PUNCT
easat-3714	416	21	.	.	PUNCT
easat-3714	417	1	designing	design	VERB
easat-3714	417	2	a	a	DET
easat-3714	417	3	dynamic	dynamic	ADJ
easat-3714	417	4	hospital	hospital	NOUN
easat-3714	417	5	inventory	inventory	NOUN
easat-3714	417	6	management	management	NOUN
easat-3714	417	7	system	system	NOUN
easat-3714	417	8	using	use	VERB
easat-3714	417	9	markov	markov	NOUN
easat-3714	417	10	models	model	NOUN
easat-3714	417	11	.	.	PUNCT
easat-3714	418	1	https://ssrn.com/abstract=4912303	https://ssrn.com/abstract=4912303	X
easat-3714	418	2	.	.	PUNCT
easat-3714	419	1	[	[	X
easat-3714	419	2	8	8	NUM
easat-3714	419	3	]	]	X
easat-3714	419	4	silver	silver	NOUN
easat-3714	419	5	,	,	PUNCT
easat-3714	419	6	e.	e.	PROPN
easat-3714	419	7	a.	a.	PROPN
easat-3714	419	8	,	,	PUNCT
easat-3714	419	9	pyke	pyke	PROPN
easat-3714	419	10	,	,	PUNCT
easat-3714	419	11	d.	d.	PROPN
easat-3714	419	12	f.	f.	PROPN
easat-3714	419	13	,	,	PUNCT
easat-3714	419	14	&	&	CCONJ
easat-3714	419	15	peterson	peterson	PROPN
easat-3714	419	16	,	,	PUNCT
easat-3714	419	17	r.	r.	PROPN
easat-3714	419	18	(	(	PUNCT
easat-3714	419	19	1998	1998	NUM
easat-3714	419	20	)	)	PUNCT
easat-3714	419	21	.	.	PUNCT
easat-3714	420	1	inventory	inventory	NOUN
easat-3714	420	2	management	management	NOUN
easat-3714	420	3	and	and	CCONJ
easat-3714	420	4	production	production	NOUN
easat-3714	420	5	planning	planning	NOUN
easat-3714	420	6	and	and	CCONJ
easat-3714	420	7	scheduling	scheduling	NOUN
easat-3714	420	8	.	.	PUNCT
easat-3714	421	1	john	john	PROPN
easat-3714	421	2	wiley	wiley	PROPN
easat-3714	421	3	&	&	CCONJ
easat-3714	421	4	sons	son	NOUN
easat-3714	421	5	.	.	PUNCT
easat-3714	422	1	[	[	X
easat-3714	422	2	9	9	NUM
easat-3714	422	3	]	]	SYM
easat-3714	422	4	stranieri	stranieri	X
easat-3714	422	5	,	,	PUNCT
easat-3714	422	6	f.	f.	PROPN
easat-3714	422	7	,	,	PUNCT
easat-3714	422	8	fadda	fadda	PROPN
easat-3714	422	9	,	,	PUNCT
easat-3714	422	10	e.	e.	PROPN
easat-3714	422	11	,	,	PUNCT
easat-3714	422	12	&	&	CCONJ
easat-3714	422	13	stella	stella	PROPN
easat-3714	422	14	,	,	PUNCT
easat-3714	422	15	f.	f.	PROPN
easat-3714	422	16	(	(	PUNCT
easat-3714	422	17	2024	2024	NUM
easat-3714	422	18	)	)	PUNCT
easat-3714	422	19	.	.	PUNCT
easat-3714	423	1	combining	combine	VERB
easat-3714	423	2	deep	deep	ADJ
easat-3714	423	3	reinforcement	reinforcement	NOUN
easat-3714	423	4	learning	learning	NOUN
easat-3714	423	5	and	and	CCONJ
easat-3714	423	6	multi	multi	ADJ
easat-3714	423	7	-	-	ADJ
easat-3714	423	8	stage	stage	ADJ
easat-3714	423	9	stochastic	stochastic	NOUN
easat-3714	423	10	programming	programming	NOUN
easat-3714	423	11	to	to	PART
easat-3714	423	12	address	address	VERB
easat-3714	423	13	the	the	DET
easat-3714	423	14	supply	supply	NOUN
easat-3714	423	15	chain	chain	NOUN
easat-3714	423	16	inventory	inventory	NOUN
easat-3714	423	17	management	management	NOUN
easat-3714	423	18	problem	problem	NOUN
easat-3714	423	19	.	.	PUNCT
easat-3714	424	1	international	international	ADJ
easat-3714	424	2	journal	journal	PROPN
easat-3714	424	3	of	of	ADP
easat-3714	424	4	production	production	NOUN
easat-3714	424	5	economics	economic	NOUN
easat-3714	424	6	,	,	PUNCT
easat-3714	424	7	268	268	NUM
easat-3714	424	8	,	,	PUNCT
easat-3714	424	9	109099	109099	NUM
easat-3714	424	10	.	.	PUNCT
easat-3714	425	1	https://doi.org/https://doi.org/10.1016/j.ijpe.2023.109099	https://doi.org/https://doi.org/10.1016/j.ijpe.2023.109099	X
easat-3714	426	1	[	[	X
easat-3714	426	2	10	10	NUM
easat-3714	426	3	]	]	X
easat-3714	426	4	kouvelis	kouveli	NOUN
easat-3714	426	5	,	,	PUNCT
easat-3714	426	6	p.	p.	NOUN
easat-3714	426	7	,	,	PUNCT
easat-3714	426	8	chambers	chamber	NOUN
easat-3714	426	9	,	,	PUNCT
easat-3714	426	10	c.	c.	PROPN
easat-3714	426	11	,	,	PUNCT
easat-3714	426	12	&	&	CCONJ
easat-3714	426	13	wang	wang	PROPN
easat-3714	426	14	,	,	PUNCT
easat-3714	426	15	h.	h.	PROPN
easat-3714	426	16	(	(	PUNCT
easat-3714	426	17	2006	2006	NUM
easat-3714	426	18	)	)	PUNCT
easat-3714	426	19	.	.	PUNCT
easat-3714	427	1	supply	supply	NOUN
easat-3714	427	2	chain	chain	NOUN
easat-3714	427	3	management	management	NOUN
easat-3714	427	4	research	research	NOUN
easat-3714	427	5	and	and	CCONJ
easat-3714	427	6	production	production	NOUN
easat-3714	427	7	and	and	CCONJ
easat-3714	427	8	operations	operation	NOUN
easat-3714	427	9	management	management	NOUN
easat-3714	427	10	:	:	PUNCT
easat-3714	427	11	review	review	NOUN
easat-3714	427	12	,	,	PUNCT
easat-3714	427	13	trends	trend	NOUN
easat-3714	427	14	,	,	PUNCT
easat-3714	427	15	and	and	CCONJ
easat-3714	427	16	opportunities	opportunity	NOUN
easat-3714	427	17	.	.	PUNCT
easat-3714	428	1	production	production	NOUN
easat-3714	428	2	and	and	CCONJ
easat-3714	428	3	operations	operation	NOUN
easat-3714	428	4	management	management	NOUN
easat-3714	428	5	,	,	PUNCT
easat-3714	428	6	15(3	15(3	NUM
easat-3714	428	7	)	)	PUNCT
easat-3714	428	8	,	,	PUNCT
easat-3714	428	9	449	449	NUM
easat-3714	428	10	-	-	SYM
easat-3714	428	11	469	469	NUM
easat-3714	428	12	.	.	PUNCT
easat-3714	429	1	[	[	X
easat-3714	429	2	11	11	NUM
easat-3714	429	3	]	]	X
easat-3714	429	4	scarf	scarf	PROPN
easat-3714	429	5	,	,	PUNCT
easat-3714	429	6	h.	h.	PROPN
easat-3714	429	7	(	(	PUNCT
easat-3714	429	8	1959	1959	NUM
easat-3714	429	9	)	)	PUNCT
easat-3714	429	10	.	.	PUNCT
easat-3714	430	1	optimal	optimal	ADJ
easat-3714	430	2	policies	policy	NOUN
easat-3714	430	3	for	for	ADP
easat-3714	430	4	a	a	DET
easat-3714	430	5	multi	multi	ADJ
easat-3714	430	6	-	-	ADJ
easat-3714	430	7	echelon	echelon	ADJ
easat-3714	430	8	inventory	inventory	NOUN
easat-3714	430	9	problem	problem	NOUN
easat-3714	430	10	.	.	PUNCT
easat-3714	431	1	naval	naval	ADJ
easat-3714	431	2	research	research	PROPN
easat-3714	431	3	logistics	logistic	NOUN
easat-3714	431	4	quarterly	quarterly	ADV
easat-3714	431	5	,	,	PUNCT
easat-3714	431	6	6(3	6(3	NUM
easat-3714	431	7	)	)	PUNCT
easat-3714	431	8	,	,	PUNCT
easat-3714	431	9	135	135	NUM
easat-3714	431	10	-	-	SYM
easat-3714	431	11	153	153	NUM
easat-3714	431	12	.	.	PUNCT
easat-3714	432	1	[	[	X
easat-3714	432	2	12	12	NUM
easat-3714	432	3	]	]	PUNCT
easat-3714	432	4	mahmoodi	mahmoodi	NOUN
easat-3714	432	5	,	,	PUNCT
easat-3714	432	6	m.	m.	NOUN
easat-3714	432	7	,	,	PUNCT
easat-3714	432	8	&	&	CCONJ
easat-3714	432	9	baradaran	baradaran	PROPN
easat-3714	432	10	,	,	PUNCT
easat-3714	432	11	f.	f.	PROPN
easat-3714	432	12	(	(	PUNCT
easat-3714	432	13	2015	2015	NUM
easat-3714	432	14	)	)	PUNCT
easat-3714	432	15	.	.	PUNCT
easat-3714	433	1	markov	markov	NOUN
easat-3714	433	2	decision	decision	NOUN
easat-3714	433	3	process	process	NOUN
easat-3714	433	4	for	for	ADP
easat-3714	433	5	vendor	vendor	NOUN
easat-3714	433	6	-	-	PUNCT
easat-3714	433	7	managed	manage	VERB
easat-3714	433	8	inventory	inventory	NOUN
easat-3714	433	9	in	in	ADP
easat-3714	433	10	a	a	DET
easat-3714	433	11	two	two	NUM
easat-3714	433	12	-	-	PUNCT
easat-3714	433	13	echelon	echelon	NOUN
easat-3714	433	14	supply	supply	NOUN
easat-3714	433	15	chain	chain	NOUN
easat-3714	433	16	.	.	PUNCT
easat-3714	434	1	international	international	ADJ
easat-3714	434	2	journal	journal	PROPN
easat-3714	434	3	of	of	ADP
easat-3714	434	4	production	production	NOUN
easat-3714	434	5	economics	economic	NOUN
easat-3714	434	6	,	,	PUNCT
easat-3714	434	7	170(part	170(part	NUM
easat-3714	434	8	b	b	NOUN
easat-3714	434	9	)	)	PUNCT
easat-3714	434	10	,	,	PUNCT
easat-3714	434	11	582	582	NUM
easat-3714	434	12	-	-	SYM
easat-3714	434	13	594	594	NUM
easat-3714	434	14	.	.	PUNCT
easat-3714	435	1	[	[	X
easat-3714	435	2	13	13	NUM
easat-3714	435	3	]	]	PUNCT
easat-3714	435	4	pasandideh	pasandideh	NOUN
easat-3714	435	5	,	,	PUNCT
easat-3714	435	6	s.	s.	PROPN
easat-3714	435	7	h.	h.	PROPN
easat-3714	435	8	r.	r.	PROPN
easat-3714	435	9	,	,	PUNCT
easat-3714	435	10	&	&	CCONJ
easat-3714	435	11	nematollahi	nematollahi	PROPN
easat-3714	435	12	,	,	PUNCT
easat-3714	435	13	m.	m.	NOUN
easat-3714	435	14	(	(	PUNCT
easat-3714	435	15	2019	2019	NUM
easat-3714	435	16	)	)	PUNCT
easat-3714	435	17	.	.	PUNCT
easat-3714	436	1	an	an	DET
easat-3714	436	2	inventory	inventory	NOUN
easat-3714	436	3	control	control	NOUN
easat-3714	436	4	model	model	NOUN
easat-3714	436	5	in	in	ADP
easat-3714	436	6	a	a	DET
easat-3714	436	7	multi	multi	ADJ
easat-3714	436	8	-	-	ADJ
easat-3714	436	9	echelon	echelon	ADJ
easat-3714	436	10	supply	supply	NOUN
easat-3714	436	11	chain	chain	NOUN
easat-3714	436	12	considering	consider	VERB
easat-3714	436	13	markov	markov	NOUN
easat-3714	436	14	decision	decision	NOUN
easat-3714	436	15	process	process	NOUN
easat-3714	436	16	.	.	PUNCT
easat-3714	437	1	international	international	ADJ
easat-3714	437	2	journal	journal	PROPN
easat-3714	437	3	of	of	ADP
easat-3714	437	4	production	production	NOUN
easat-3714	437	5	research	research	NOUN
easat-3714	437	6	,	,	PUNCT
easat-3714	437	7	57(14	57(14	PROPN
easat-3714	437	8	)	)	PUNCT
easat-3714	437	9	,	,	PUNCT
easat-3714	437	10	4509	4509	NUM
easat-3714	437	11	-	-	SYM
easat-3714	437	12	4531	4531	NUM
easat-3714	437	13	.	.	PUNCT
easat-3714	438	1	[	[	X
easat-3714	438	2	14	14	NUM
easat-3714	438	3	]	]	X
easat-3714	438	4	tajbakhsh	tajbakhsh	PROPN
easat-3714	438	5	,	,	PUNCT
easat-3714	438	6	a.	a.	NOUN
easat-3714	438	7	,	,	PUNCT
easat-3714	438	8	razmi	razmi	PROPN
easat-3714	438	9	,	,	PUNCT
easat-3714	438	10	j.	j.	PROPN
easat-3714	438	11	,	,	PUNCT
easat-3714	438	12	&	&	CCONJ
easat-3714	438	13	makui	makui	PROPN
easat-3714	438	14	,	,	PUNCT
easat-3714	438	15	a.	a.	NOUN
easat-3714	438	16	(	(	PUNCT
easat-3714	438	17	2015	2015	NUM
easat-3714	438	18	)	)	PUNCT
easat-3714	438	19	.	.	PUNCT
easat-3714	439	1	a	a	DET
easat-3714	439	2	markov	markov	NOUN
easat-3714	439	3	decision	decision	NOUN
easat-3714	439	4	process	process	NOUN
easat-3714	439	5	model	model	NOUN
easat-3714	439	6	for	for	ADP
easat-3714	439	7	inventory	inventory	NOUN
easat-3714	439	8	control	control	NOUN
easat-3714	439	9	in	in	ADP
easat-3714	439	10	a	a	DET
easat-3714	439	11	multiechelon	multiechelon	NOUN
easat-3714	439	12	supply	supply	NOUN
easat-3714	439	13	chain	chain	NOUN
easat-3714	439	14	.	.	PUNCT
easat-3714	440	1	international	international	ADJ
easat-3714	440	2	journal	journal	PROPN
easat-3714	440	3	of	of	ADP
easat-3714	440	4	production	production	NOUN
easat-3714	440	5	research	research	NOUN
easat-3714	440	6	,	,	PUNCT
easat-3714	440	7	53(11	53(11	NUM
easat-3714	440	8	)	)	PUNCT
easat-3714	440	9	,	,	PUNCT
easat-3714	440	10	3229	3229	NUM
easat-3714	440	11	-	-	SYM
easat-3714	440	12	3242	3242	NUM
easat-3714	440	13	.	.	PUNCT
easat-3714	441	1	[	[	X
easat-3714	441	2	15	15	NUM
easat-3714	441	3	]	]	X
easat-3714	441	4	t.	t.	PROPN
easat-3714	441	5	althaqafi	althaqafi	PROPN
easat-3714	441	6	,	,	PUNCT
easat-3714	441	7	“	"	PUNCT
easat-3714	441	8	environmental	environmental	ADJ
easat-3714	441	9	and	and	CCONJ
easat-3714	441	10	social	social	ADJ
easat-3714	441	11	factors	factor	NOUN
easat-3714	441	12	in	in	ADP
easat-3714	441	13	supplier	supplier	NOUN
easat-3714	441	14	assessment	assessment	NOUN
easat-3714	441	15	:	:	PUNCT
easat-3714	441	16	fuzzy	fuzzy	ADJ
easat-3714	441	17	-	-	PUNCT
easat-3714	441	18	based	base	VERB
easat-3714	441	19	green	green	ADJ
easat-3714	441	20	supplier	supplier	NOUN
easat-3714	441	21	selection	selection	NOUN
easat-3714	441	22	,	,	PUNCT
easat-3714	441	23	”	"	PUNCT
easat-3714	441	24	sustainability	sustainability	NOUN
easat-3714	441	25	,	,	PUNCT
easat-3714	441	26	vol	vol	NOUN
easat-3714	441	27	.	.	PROPN
easat-3714	441	28	15	15	NUM
easat-3714	441	29	,	,	PUNCT
easat-3714	441	30	no	no	INTJ
easat-3714	441	31	.	.	NOUN
easat-3714	441	32	21	21	NUM
easat-3714	441	33	,	,	PUNCT
easat-3714	441	34	2023	2023	NUM
easat-3714	441	35	,	,	PUNCT
easat-3714	441	36	doi	doi	NOUN
easat-3714	441	37	:	:	PUNCT
easat-3714	441	38	10.3390	10.3390	NUM
easat-3714	441	39	/	/	SYM
easat-3714	441	40	su152115643	su152115643	PROPN
easat-3714	442	1	[	[	X
easat-3714	442	2	16	16	NUM
easat-3714	442	3	]	]	PUNCT
easat-3714	442	4	t.	t.	PROPN
easat-3714	442	5	althaqafi	althaqafi	PROPN
easat-3714	442	6	,	,	PUNCT
easat-3714	442	7	“	"	PUNCT
easat-3714	442	8	cultivating	cultivate	VERB
easat-3714	442	9	sustainable	sustainable	ADJ
easat-3714	442	10	supply	supply	NOUN
easat-3714	442	11	chain	chain	NOUN
easat-3714	442	12	practises	practise	NOUN
easat-3714	442	13	in	in	ADP
easat-3714	442	14	electric	electric	ADJ
easat-3714	442	15	vehicle	vehicle	NOUN
easat-3714	442	16	manufacturing	manufacturing	NOUN
easat-3714	442	17	:	:	PUNCT
easat-3714	442	18	a	a	DET
easat-3714	442	19	mcdm	mcdm	ADJ
easat-3714	442	20	approach	approach	NOUN
easat-3714	442	21	to	to	ADP
easat-3714	442	22	assessing	assess	VERB
easat-3714	442	23	gscm	gscm	NOUN
easat-3714	442	24	performance	performance	NOUN
easat-3714	442	25	,	,	PUNCT
easat-3714	442	26	”	"	PUNCT
easat-3714	442	27	world	world	NOUN
easat-3714	442	28	electr	electr	PROPN
easat-3714	442	29	.	.	PUNCT
easat-3714	443	1	veh	veh	PROPN
easat-3714	443	2	.	.	PUNCT
easat-3714	444	1	j.	j.	PROPN
easat-3714	444	2	,	,	PUNCT
easat-3714	444	3	vol	vol	NOUN
easat-3714	444	4	.	.	PROPN
easat-3714	444	5	14	14	NUM
easat-3714	444	6	,	,	PUNCT
easat-3714	444	7	no	no	INTJ
easat-3714	444	8	.	.	NOUN
easat-3714	444	9	10	10	NUM
easat-3714	444	10	,	,	PUNCT
easat-3714	444	11	2023	2023	NUM
easat-3714	444	12	,	,	PUNCT
easat-3714	444	13	doi	doi	NOUN
easat-3714	444	14	:	:	PUNCT
easat-3714	444	15	10.3390	10.3390	NUM
easat-3714	444	16	/	/	SYM
easat-3714	444	17	wevj14100290	wevj14100290	PROPN
easat-3714	445	1	[	[	X
easat-3714	445	2	17	17	NUM
easat-3714	445	3	]	]	X
easat-3714	445	4	nguyen	nguyen	NOUN
easat-3714	445	5	,	,	PUNCT
easat-3714	445	6	n.	n.	NOUN
easat-3714	445	7	,	,	PUNCT
easat-3714	445	8	&	&	CCONJ
easat-3714	445	9	kaku	kaku	PROPN
easat-3714	445	10	,	,	PUNCT
easat-3714	445	11	b.	b.	PROPN
easat-3714	445	12	k.	k.	PROPN
easat-3714	445	13	(	(	PUNCT
easat-3714	445	14	2017	2017	NUM
easat-3714	445	15	)	)	PUNCT
easat-3714	445	16	.	.	PUNCT
easat-3714	446	1	a	a	DET
easat-3714	446	2	markov	markov	NOUN
easat-3714	446	3	decision	decision	NOUN
easat-3714	446	4	process	process	NOUN
easat-3714	446	5	model	model	NOUN
easat-3714	446	6	for	for	ADP
easat-3714	446	7	inventory	inventory	NOUN
easat-3714	446	8	control	control	NOUN
easat-3714	446	9	in	in	ADP
easat-3714	446	10	a	a	DET
easat-3714	446	11	multi	multi	ADJ
easat-3714	446	12	-	-	ADJ
easat-3714	446	13	echelon	echelon	ADJ
easat-3714	446	14	supply	supply	NOUN
easat-3714	446	15	chain	chain	NOUN
easat-3714	446	16	considering	consider	VERB
easat-3714	446	17	demand	demand	NOUN
easat-3714	446	18	uncertainty	uncertainty	NOUN
easat-3714	446	19	.	.	PUNCT
easat-3714	447	1	journal	journal	NOUN
easat-3714	447	2	of	of	ADP
easat-3714	447	3	manufacturing	manufacturing	NOUN
easat-3714	447	4	systems	system	NOUN
easat-3714	447	5	,	,	PUNCT
easat-3714	447	6	42	42	NUM
easat-3714	447	7	,	,	PUNCT
easat-3714	447	8	9	9	NUM
easat-3714	447	9	-	-	SYM
easat-3714	447	10	20	20	NUM
easat-3714	447	11	.	.	PUNCT
easat-3714	448	1	[	[	X
easat-3714	448	2	18	18	NUM
easat-3714	448	3	]	]	X
easat-3714	448	4	söylemez	söylemez	NOUN
easat-3714	448	5	,	,	PUNCT
easat-3714	448	6	m.	m.	NOUN
easat-3714	448	7	s.	s.	PROPN
easat-3714	448	8	,	,	PUNCT
easat-3714	448	9	&	&	CCONJ
easat-3714	448	10	şen	şen	PROPN
easat-3714	448	11	,	,	PUNCT
easat-3714	448	12	i.	i.	PROPN
easat-3714	448	13	(	(	PUNCT
easat-3714	448	14	2021	2021	NUM
easat-3714	448	15	)	)	PUNCT
easat-3714	448	16	.	.	PUNCT
easat-3714	449	1	a	a	DET
easat-3714	449	2	multi	multi	ADJ
easat-3714	449	3	-	-	ADJ
easat-3714	449	4	objective	objective	ADJ
easat-3714	449	5	inventory	inventory	NOUN
easat-3714	449	6	control	control	NOUN
easat-3714	449	7	model	model	NOUN
easat-3714	449	8	for	for	ADP
easat-3714	449	9	a	a	DET
easat-3714	449	10	multi	multi	ADJ
easat-3714	449	11	-	-	ADJ
easat-3714	449	12	echelon	echelon	ADJ
easat-3714	449	13	supply	supply	NOUN
easat-3714	449	14	chain	chain	NOUN
easat-3714	449	15	under	under	ADP
easat-3714	449	16	demand	demand	NOUN
easat-3714	449	17	uncertainty	uncertainty	NOUN
easat-3714	449	18	.	.	PUNCT
easat-3714	450	1	journal	journal	PROPN
easat-3714	450	2	of	of	ADP
easat-3714	450	3	industrial	industrial	ADJ
easat-3714	450	4	engineering	engineering	PROPN
easat-3714	450	5	international	international	ADJ
easat-3714	450	6	,	,	PUNCT
easat-3714	450	7	17(2	17(2	NUM
easat-3714	450	8	)	)	PUNCT
easat-3714	450	9	,	,	PUNCT
easat-3714	450	10	593	593	NUM
easat-3714	450	11	-	-	SYM
easat-3714	450	12	608	608	NUM
easat-3714	450	13	.	.	PUNCT
easat-3714	451	1	[	[	X
easat-3714	451	2	19	19	NUM
easat-3714	451	3	]	]	X
easat-3714	451	4	chen	chen	PROPN
easat-3714	451	5	,	,	PUNCT
easat-3714	451	6	z.	z.	PROPN
easat-3714	451	7	,	,	PUNCT
easat-3714	451	8	dong	dong	PROPN
easat-3714	451	9	,	,	PUNCT
easat-3714	451	10	m.	m.	NOUN
easat-3714	451	11	,	,	PUNCT
easat-3714	451	12	&	&	CCONJ
easat-3714	451	13	zhang	zhang	PROPN
easat-3714	451	14	,	,	PUNCT
easat-3714	451	15	x.	x.	PROPN
easat-3714	451	16	(	(	PUNCT
easat-3714	451	17	2020	2020	NUM
easat-3714	451	18	)	)	PUNCT
easat-3714	451	19	.	.	PUNCT
easat-3714	452	1	optimal	optimal	ADJ
easat-3714	452	2	inventory	inventory	NOUN
easat-3714	452	3	control	control	NOUN
easat-3714	452	4	policies	policy	NOUN
easat-3714	452	5	in	in	ADP
easat-3714	452	6	a	a	DET
easat-3714	452	7	supply	supply	NOUN
easat-3714	452	8	chain	chain	NOUN
easat-3714	452	9	with	with	ADP
easat-3714	452	10	demand	demand	NOUN
easat-3714	452	11	learning	learning	NOUN
easat-3714	452	12	and	and	CCONJ
easat-3714	452	13	markov	markov	NOUN
easat-3714	452	14	decision	decision	NOUN
easat-3714	452	15	process	process	NOUN
easat-3714	452	16	.	.	PUNCT
easat-3714	453	1	international	international	ADJ
easat-3714	453	2	journal	journal	PROPN
easat-3714	453	3	of	of	ADP
easat-3714	453	4	production	production	NOUN
easat-3714	453	5	economics	economic	NOUN
easat-3714	453	6	,	,	PUNCT
easat-3714	453	7	220	220	NUM
easat-3714	453	8	,	,	PUNCT
easat-3714	453	9	107453	107453	NUM
easat-3714	453	10	.	.	PUNCT
easat-3714	454	1	[	[	X
easat-3714	454	2	20	20	NUM
easat-3714	454	3	]	]	X
easat-3714	454	4	dehghani	dehghani	PROPN
easat-3714	454	5	,	,	PUNCT
easat-3714	454	6	e.	e.	PROPN
easat-3714	454	7	,	,	PUNCT
easat-3714	454	8	&	&	CCONJ
easat-3714	454	9	babazadeh	babazadeh	PROPN
easat-3714	454	10	,	,	PUNCT
easat-3714	454	11	r.	r.	PROPN
easat-3714	454	12	(	(	PUNCT
easat-3714	454	13	2019	2019	NUM
easat-3714	454	14	)	)	PUNCT
easat-3714	454	15	.	.	PUNCT
easat-3714	455	1	a	a	DET
easat-3714	455	2	review	review	NOUN
easat-3714	455	3	on	on	ADP
easat-3714	455	4	supply	supply	NOUN
easat-3714	455	5	chain	chain	NOUN
easat-3714	455	6	inventory	inventory	NOUN
easat-3714	455	7	management	management	NOUN
easat-3714	455	8	models	model	NOUN
easat-3714	455	9	:	:	PUNCT
easat-3714	455	10	from	from	ADP
easat-3714	455	11	markov	markov	NOUN
easat-3714	455	12	decision	decision	NOUN
easat-3714	455	13	processes	process	NOUN
easat-3714	455	14	to	to	ADP
easat-3714	455	15	machine	machine	NOUN
easat-3714	455	16	learning	learn	VERB
easat-3714	455	17	techniques	technique	NOUN
easat-3714	455	18	.	.	PUNCT
easat-3714	456	1	computers	computer	NOUN
easat-3714	456	2	&	&	CCONJ
easat-3714	456	3	industrial	industrial	ADJ
easat-3714	456	4	engineering	engineering	NOUN
easat-3714	456	5	,	,	PUNCT
easat-3714	456	6	135	135	NUM
easat-3714	456	7	,	,	PUNCT
easat-3714	456	8	781	781	NUM
easat-3714	456	9	-	-	NUM
easat-3714	456	10	800	800	NUM
easat-3714	456	11	.	.	PUNCT
easat-3714	457	1	[	[	X
easat-3714	457	2	21	21	NUM
easat-3714	457	3	]	]	X
easat-3714	457	4	topaloglu	topaloglu	PROPN
easat-3714	457	5	,	,	PUNCT
easat-3714	457	6	s.	s.	PROPN
easat-3714	457	7	(	(	PUNCT
easat-3714	457	8	2010	2010	NUM
easat-3714	457	9	)	)	PUNCT
easat-3714	457	10	.	.	PUNCT
easat-3714	458	1	optimal	optimal	ADJ
easat-3714	458	2	dynamic	dynamic	ADJ
easat-3714	458	3	inventory	inventory	NOUN
easat-3714	458	4	control	control	NOUN
easat-3714	458	5	with	with	ADP
easat-3714	458	6	markov	markov	NOUN
easat-3714	458	7	-	-	PUNCT
easat-3714	458	8	modulated	modulate	VERB
easat-3714	458	9	demand	demand	NOUN
easat-3714	458	10	processes	process	NOUN
easat-3714	458	11	.	.	PUNCT
easat-3714	459	1	naval	naval	ADJ
easat-3714	459	2	research	research	PROPN
easat-3714	459	3	logistics	logistic	NOUN
easat-3714	459	4	,	,	PUNCT
easat-3714	459	5	57(1	57(1	NUM
easat-3714	459	6	)	)	PUNCT
easat-3714	459	7	,	,	PUNCT
easat-3714	459	8	32	32	NUM
easat-3714	459	9	-	-	SYM
easat-3714	459	10	49	49	NUM
easat-3714	459	11	.	.	PUNCT
easat-3714	460	1	[	[	X
easat-3714	460	2	22	22	NUM
easat-3714	460	3	]	]	X
easat-3714	460	4	zhang	zhang	PROPN
easat-3714	460	5	,	,	PUNCT
easat-3714	460	6	y.	y.	PROPN
easat-3714	460	7	,	,	PUNCT
easat-3714	460	8	goh	goh	PROPN
easat-3714	460	9	,	,	PUNCT
easat-3714	460	10	m.	m.	NOUN
easat-3714	460	11	,	,	PUNCT
easat-3714	460	12	&	&	CCONJ
easat-3714	460	13	xie	xie	PROPN
easat-3714	460	14	,	,	PUNCT
easat-3714	460	15	m.	m.	NOUN
easat-3714	460	16	(	(	PUNCT
easat-3714	460	17	2012	2012	NUM
easat-3714	460	18	)	)	PUNCT
easat-3714	460	19	.	.	PUNCT
easat-3714	461	1	optimal	optimal	ADJ
easat-3714	461	2	inventory	inventory	NOUN
easat-3714	461	3	control	control	NOUN
easat-3714	461	4	with	with	ADP
easat-3714	461	5	markov	markov	NOUN
easat-3714	461	6	-	-	PUNCT
easat-3714	461	7	modulated	modulate	VERB
easat-3714	461	8	demand	demand	NOUN
easat-3714	461	9	and	and	CCONJ
easat-3714	461	10	emergency	emergency	NOUN
easat-3714	461	11	replenishment	replenishment	NOUN
easat-3714	461	12	.	.	PUNCT
easat-3714	462	1	european	european	ADJ
easat-3714	462	2	journal	journal	PROPN
easat-3714	462	3	of	of	ADP
easat-3714	462	4	operational	operational	ADJ
easat-3714	462	5	research	research	NOUN
easat-3714	462	6	,	,	PUNCT
easat-3714	462	7	220(2	220(2	NUM
easat-3714	462	8	)	)	PUNCT
easat-3714	462	9	,	,	PUNCT
easat-3714	462	10	408	408	NUM
easat-3714	462	11	-	-	SYM
easat-3714	462	12	416	416	NUM
easat-3714	462	13	.	.	PUNCT
easat-3714	463	1	[	[	X
easat-3714	463	2	23	23	NUM
easat-3714	463	3	]	]	PUNCT
easat-3714	463	4	mahmoodi	mahmoodi	NOUN
easat-3714	463	5	,	,	PUNCT
easat-3714	463	6	m.	m.	NOUN
easat-3714	463	7	,	,	PUNCT
easat-3714	463	8	&	&	CCONJ
easat-3714	463	9	baradaran	baradaran	PROPN
easat-3714	463	10	,	,	PUNCT
easat-3714	463	11	f.	f.	PROPN
easat-3714	463	12	(	(	PUNCT
easat-3714	463	13	2018	2018	NUM
easat-3714	463	14	)	)	PUNCT
easat-3714	463	15	.	.	PUNCT
easat-3714	464	1	joint	joint	ADJ
easat-3714	464	2	inventory	inventory	NOUN
easat-3714	464	3	control	control	NOUN
easat-3714	464	4	and	and	CCONJ
easat-3714	464	5	pricing	pricing	NOUN
easat-3714	464	6	in	in	ADP
easat-3714	464	7	a	a	DET
easat-3714	464	8	multi	multi	ADJ
easat-3714	464	9	-	-	NOUN
easat-3714	464	10	item	item	ADJ
easat-3714	464	11	,	,	PUNCT
easat-3714	464	12	multi	multi	ADJ
easat-3714	464	13	-	-	ADJ
easat-3714	464	14	echelon	echelon	ADJ
easat-3714	464	15	supply	supply	NOUN
easat-3714	464	16	chain	chain	NOUN
easat-3714	464	17	under	under	ADP
easat-3714	464	18	markov	markov	NOUN
easat-3714	464	19	demand	demand	NOUN
easat-3714	464	20	process	process	NOUN
easat-3714	464	21	.	.	PUNCT
easat-3714	465	1	international	international	ADJ
easat-3714	465	2	journal	journal	PROPN
easat-3714	465	3	of	of	ADP
easat-3714	465	4	production	production	NOUN
easat-3714	465	5	economics	economic	NOUN
easat-3714	465	6	,	,	PUNCT
easat-3714	465	7	195	195	NUM
easat-3714	465	8	,	,	PUNCT
easat-3714	465	9	166	166	NUM
easat-3714	465	10	-	-	SYM
easat-3714	465	11	179	179	NUM
easat-3714	465	12	.	.	PUNCT
easat-3714	466	1	[	[	X
easat-3714	466	2	24	24	NUM
easat-3714	466	3	]	]	PUNCT
easat-3714	466	4	shah	shah	NOUN
easat-3714	466	5	,	,	PUNCT
easat-3714	466	6	n.	n.	PROPN
easat-3714	466	7	h.	h.	PROPN
easat-3714	466	8	,	,	PUNCT
easat-3714	466	9	chen	chen	PROPN
easat-3714	466	10	,	,	PUNCT
easat-3714	466	11	y.	y.	PROPN
easat-3714	466	12	,	,	PUNCT
easat-3714	466	13	&	&	CCONJ
easat-3714	466	14	petruzzi	petruzzi	NOUN
easat-3714	466	15	,	,	PUNCT
easat-3714	466	16	n.	n.	PROPN
easat-3714	466	17	c.	c.	PROPN
easat-3714	466	18	(	(	PUNCT
easat-3714	466	19	2017	2017	NUM
easat-3714	466	20	)	)	PUNCT
easat-3714	466	21	.	.	PUNCT
easat-3714	467	1	a	a	DET
easat-3714	467	2	markov	markov	NOUN
easat-3714	467	3	decision	decision	NOUN
easat-3714	467	4	process	process	NOUN
easat-3714	467	5	approach	approach	NOUN
easat-3714	467	6	to	to	ADP
easat-3714	467	7	online	online	ADJ
easat-3714	467	8	inventory	inventory	NOUN
easat-3714	467	9	management	management	NOUN
easat-3714	467	10	with	with	ADP
easat-3714	467	11	learnable	learnable	ADJ
easat-3714	467	12	demand	demand	NOUN
easat-3714	467	13	.	.	PUNCT
easat-3714	468	1	manufacturing	manufacturing	NOUN
easat-3714	468	2	&	&	CCONJ
easat-3714	468	3	service	service	NOUN
easat-3714	468	4	operations	operation	NOUN
easat-3714	468	5	management	management	NOUN
easat-3714	468	6	,	,	PUNCT
easat-3714	468	7	19(3	19(3	NUM
easat-3714	468	8	)	)	PUNCT
easat-3714	468	9	,	,	PUNCT
easat-3714	468	10	421	421	NUM
easat-3714	468	11	-	-	SYM
easat-3714	468	12	435	435	NUM
easat-3714	468	13	.	.	PUNCT
easat-3714	469	1	[	[	X
easat-3714	469	2	25	25	NUM
easat-3714	469	3	]	]	PUNCT
easat-3714	469	4	diabat	diabat	NOUN
easat-3714	469	5	,	,	PUNCT
easat-3714	469	6	a.	a.	NOUN
easat-3714	469	7	,	,	PUNCT
easat-3714	469	8	&	&	CCONJ
easat-3714	469	9	said	say	VERB
easat-3714	469	10	,	,	PUNCT
easat-3714	469	11	l.	l.	PROPN
easat-3714	469	12	a.	a.	PROPN
easat-3714	469	13	(	(	PUNCT
easat-3714	469	14	2019	2019	NUM
easat-3714	469	15	)	)	PUNCT
easat-3714	469	16	.	.	PUNCT
easat-3714	470	1	multi	multi	ADJ
easat-3714	470	2	-	-	ADJ
easat-3714	470	3	objective	objective	ADJ
easat-3714	470	4	optimization	optimization	NOUN
easat-3714	470	5	of	of	ADP
easat-3714	470	6	an	an	DET
easat-3714	470	7	inventory	inventory	NOUN
easat-3714	470	8	control	control	NOUN
easat-3714	470	9	system	system	NOUN
easat-3714	470	10	in	in	ADP
easat-3714	470	11	a	a	DET
easat-3714	470	12	multi	multi	ADJ
easat-3714	470	13	-	-	ADJ
easat-3714	470	14	tier	tier	ADJ
easat-3714	470	15	supply	supply	NOUN
easat-3714	470	16	chain	chain	NOUN
easat-3714	470	17	using	use	VERB
easat-3714	470	18	markov	markov	NOUN
easat-3714	470	19	decision	decision	NOUN
easat-3714	470	20	processes	process	NOUN
easat-3714	470	21	.	.	PUNCT
easat-3714	471	1	journal	journal	NOUN
easat-3714	471	2	of	of	ADP
easat-3714	471	3	industrial	industrial	ADJ
easat-3714	471	4	engineering	engineering	NOUN
easat-3714	471	5	and	and	CCONJ
easat-3714	471	6	management	management	NOUN
easat-3714	471	7	,	,	PUNCT
easat-3714	471	8	12(1	12(1	NUM
easat-3714	471	9	)	)	PUNCT
easat-3714	471	10	,	,	PUNCT
easat-3714	471	11	119	119	NUM
easat-3714	471	12	-	-	SYM
easat-3714	471	13	133	133	NUM
easat-3714	471	14	.	.	PUNCT
easat-3714	472	1	[	[	X
easat-3714	472	2	26	26	NUM
easat-3714	472	3	]	]	X
easat-3714	472	4	gupta	gupta	PROPN
easat-3714	472	5	,	,	PUNCT
easat-3714	472	6	r.	r.	PROPN
easat-3714	472	7	,	,	PUNCT
easat-3714	472	8	&	&	CCONJ
easat-3714	472	9	dutta	dutta	PROPN
easat-3714	472	10	,	,	PUNCT
easat-3714	472	11	p.	p.	PROPN
easat-3714	472	12	(	(	PUNCT
easat-3714	472	13	2013	2013	NUM
easat-3714	472	14	)	)	PUNCT
easat-3714	472	15	.	.	PUNCT
easat-3714	472	16	inventory	inventory	NOUN
easat-3714	472	17	control	control	NOUN
easat-3714	472	18	with	with	ADP
easat-3714	472	19	markovian	markovian	ADJ
easat-3714	472	20	demands	demand	NOUN
easat-3714	472	21	in	in	ADP
easat-3714	472	22	a	a	DET
easat-3714	472	23	two	two	NUM
easat-3714	472	24	-	-	PUNCT
easat-3714	472	25	echelon	echelon	NOUN
easat-3714	472	26	supply	supply	NOUN
easat-3714	472	27	chain	chain	NOUN
easat-3714	472	28	.	.	PUNCT
easat-3714	473	1	international	international	ADJ
easat-3714	473	2	journal	journal	PROPN
easat-3714	473	3	of	of	ADP
easat-3714	473	4	production	production	NOUN
easat-3714	473	5	economics	economic	NOUN
easat-3714	473	6	,	,	PUNCT
easat-3714	473	7	144(2	144(2	NUM
easat-3714	473	8	)	)	PUNCT
easat-3714	473	9	,	,	PUNCT
easat-3714	473	10	481	481	NUM
easat-3714	473	11	-	-	SYM
easat-3714	473	12	487	487	NUM
easat-3714	473	13	.	.	PUNCT
easat-3714	474	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3714	474	2	https://ssrn.com/abstract=4912303	https://ssrn.com/abstract=4912303	PROPN
easat-3714	474	3	7863	7863	PROPN
easat-3714	474	4	edelweiss	edelweiss	PROPN
easat-3714	474	5	applied	apply	VERB
easat-3714	474	6	science	science	NOUN
easat-3714	474	7	and	and	CCONJ
easat-3714	474	8	technology	technology	NOUN
easat-3714	474	9	issn	issn	PROPN
easat-3714	474	10	:	:	PUNCT
easat-3714	474	11	2576	2576	NUM
easat-3714	474	12	-	-	SYM
easat-3714	474	13	8484	8484	NUM
easat-3714	474	14	vol	vol	NOUN
easat-3714	474	15	.	.	PROPN
easat-3714	474	16	8	8	NUM
easat-3714	474	17	,	,	PUNCT
easat-3714	474	18	no	no	INTJ
easat-3714	474	19	.	.	NOUN
easat-3714	474	20	6	6	NUM
easat-3714	474	21	:	:	SYM
easat-3714	474	22	7846	7846	NUM
easat-3714	474	23	-	-	SYM
easat-3714	474	24	7864	7864	NUM
easat-3714	474	25	,	,	PUNCT
easat-3714	474	26	2024	2024	NUM
easat-3714	474	27	doi	doi	NOUN
easat-3714	474	28	:	:	PUNCT
easat-3714	474	29	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	474	30	©	©	PROPN
easat-3714	474	31	2024	2024	NUM
easat-3714	474	32	by	by	ADP
easat-3714	474	33	the	the	DET
easat-3714	474	34	author	author	NOUN
easat-3714	474	35	;	;	PUNCT
easat-3714	474	36	licensee	licensee	PROPN
easat-3714	474	37	learning	learning	NOUN
easat-3714	474	38	gate	gate	NOUN
easat-3714	475	1	[	[	X
easat-3714	475	2	27	27	NUM
easat-3714	475	3	]	]	X
easat-3714	475	4	chiu	chiu	PROPN
easat-3714	475	5	,	,	PUNCT
easat-3714	475	6	c.	c.	PROPN
easat-3714	475	7	y.	y.	PROPN
easat-3714	475	8	,	,	PUNCT
easat-3714	475	9	&	&	CCONJ
easat-3714	475	10	choi	choi	NOUN
easat-3714	475	11	,	,	PUNCT
easat-3714	475	12	t.	t.	NOUN
easat-3714	475	13	m.	m.	NOUN
easat-3714	475	14	(	(	PUNCT
easat-3714	475	15	2014	2014	NUM
easat-3714	475	16	)	)	PUNCT
easat-3714	475	17	.	.	PUNCT
easat-3714	476	1	optimal	optimal	ADJ
easat-3714	476	2	order	order	NOUN
easat-3714	476	3	and	and	CCONJ
easat-3714	476	4	trade	trade	NOUN
easat-3714	476	5	credit	credit	NOUN
easat-3714	476	6	policy	policy	NOUN
easat-3714	476	7	for	for	ADP
easat-3714	476	8	a	a	DET
easat-3714	476	9	retailer	retailer	NOUN
easat-3714	476	10	under	under	ADP
easat-3714	476	11	markovian	markovian	ADJ
easat-3714	476	12	demand	demand	NOUN
easat-3714	476	13	.	.	PUNCT
easat-3714	477	1	international	international	ADJ
easat-3714	477	2	journal	journal	PROPN
easat-3714	477	3	of	of	ADP
easat-3714	477	4	production	production	NOUN
easat-3714	477	5	economics	economic	NOUN
easat-3714	477	6	,	,	PUNCT
easat-3714	477	7	155	155	NUM
easat-3714	477	8	,	,	PUNCT
easat-3714	477	9	271	271	NUM
easat-3714	477	10	-	-	SYM
easat-3714	477	11	277	277	NUM
easat-3714	477	12	.	.	PUNCT
easat-3714	478	1	[	[	X
easat-3714	478	2	28	28	NUM
easat-3714	478	3	]	]	X
easat-3714	478	4	sun	sun	NOUN
easat-3714	478	5	,	,	PUNCT
easat-3714	478	6	m.	m.	NOUN
easat-3714	478	7	,	,	PUNCT
easat-3714	478	8	&	&	CCONJ
easat-3714	478	9	leng	leng	PROPN
easat-3714	478	10	,	,	PUNCT
easat-3714	478	11	m.	m.	NOUN
easat-3714	478	12	(	(	PUNCT
easat-3714	478	13	2015	2015	NUM
easat-3714	478	14	)	)	PUNCT
easat-3714	478	15	.	.	PUNCT
easat-3714	479	1	an	an	DET
easat-3714	479	2	mdp	mdp	NOUN
easat-3714	479	3	-	-	PUNCT
easat-3714	479	4	based	base	VERB
easat-3714	479	5	policy	policy	NOUN
easat-3714	479	6	improvement	improvement	NOUN
easat-3714	479	7	algorithm	algorithm	NOUN
easat-3714	479	8	for	for	ADP
easat-3714	479	9	periodic	periodic	ADJ
easat-3714	479	10	inventory	inventory	NOUN
easat-3714	479	11	control	control	NOUN
easat-3714	479	12	problem	problem	NOUN
easat-3714	479	13	with	with	ADP
easat-3714	479	14	returns	return	NOUN
easat-3714	479	15	.	.	PUNCT
easat-3714	480	1	computers	computer	NOUN
easat-3714	480	2	&	&	CCONJ
easat-3714	480	3	operations	operation	NOUN
easat-3714	480	4	research	research	NOUN
easat-3714	480	5	,	,	PUNCT
easat-3714	480	6	53	53	NUM
easat-3714	480	7	,	,	PUNCT
easat-3714	480	8	99	99	NUM
easat-3714	480	9	-	-	SYM
easat-3714	480	10	108	108	NUM
easat-3714	480	11	.	.	PUNCT
easat-3714	481	1	[	[	X
easat-3714	481	2	29	29	NUM
easat-3714	481	3	]	]	X
easat-3714	481	4	zhang	zhang	PROPN
easat-3714	481	5	,	,	PUNCT
easat-3714	481	6	d.	d.	PROPN
easat-3714	481	7	z.	z.	PROPN
easat-3714	481	8	,	,	PUNCT
easat-3714	481	9	he	he	PRON
easat-3714	481	10	,	,	PUNCT
easat-3714	481	11	y.	y.	PROPN
easat-3714	481	12	,	,	PUNCT
easat-3714	481	13	&	&	CCONJ
easat-3714	481	14	he	he	PRON
easat-3714	481	15	,	,	PUNCT
easat-3714	481	16	y.	y.	PROPN
easat-3714	481	17	(	(	PUNCT
easat-3714	481	18	2017	2017	NUM
easat-3714	481	19	)	)	PUNCT
easat-3714	481	20	.	.	PUNCT
easat-3714	482	1	inventory	inventory	NOUN
easat-3714	482	2	management	management	NOUN
easat-3714	482	3	in	in	ADP
easat-3714	482	4	a	a	DET
easat-3714	482	5	single	single	ADJ
easat-3714	482	6	-	-	PUNCT
easat-3714	482	7	stage	stage	NOUN
easat-3714	482	8	production	production	NOUN
easat-3714	482	9	system	system	NOUN
easat-3714	482	10	with	with	ADP
easat-3714	482	11	markovian	markovian	ADJ
easat-3714	482	12	demand	demand	NOUN
easat-3714	482	13	and	and	CCONJ
easat-3714	482	14	lost	lose	VERB
easat-3714	482	15	sales	sale	NOUN
easat-3714	482	16	.	.	PUNCT
easat-3714	483	1	applied	apply	VERB
easat-3714	483	2	mathematical	mathematical	ADJ
easat-3714	483	3	modelling	modelling	NOUN
easat-3714	483	4	,	,	PUNCT
easat-3714	483	5	42	42	NUM
easat-3714	483	6	,	,	PUNCT
easat-3714	483	7	116	116	NUM
easat-3714	483	8	-	-	SYM
easat-3714	483	9	134	134	NUM
easat-3714	483	10	.	.	PUNCT
easat-3714	484	1	[	[	X
easat-3714	484	2	30	30	NUM
easat-3714	484	3	]	]	X
easat-3714	484	4	dubois	dubois	PROPN
easat-3714	484	5	,	,	PUNCT
easat-3714	484	6	t.	t.	PROPN
easat-3714	484	7	,	,	PUNCT
easat-3714	484	8	grubbström	grubbström	NOUN
easat-3714	484	9	,	,	PUNCT
easat-3714	484	10	r.	r.	PROPN
easat-3714	484	11	w.	w.	PROPN
easat-3714	484	12	,	,	PUNCT
easat-3714	484	13	&	&	CCONJ
easat-3714	484	14	holmström	holmström	PROPN
easat-3714	484	15	,	,	PUNCT
easat-3714	484	16	j.	j.	PROPN
easat-3714	484	17	(	(	PUNCT
easat-3714	484	18	2018	2018	NUM
easat-3714	484	19	)	)	PUNCT
easat-3714	484	20	.	.	PUNCT
easat-3714	485	1	a	a	DET
easat-3714	485	2	markovian	markovian	ADJ
easat-3714	485	3	inventory	inventory	NOUN
easat-3714	485	4	model	model	NOUN
easat-3714	485	5	for	for	ADP
easat-3714	485	6	a	a	DET
easat-3714	485	7	manufacturer	manufacturer	NOUN
easat-3714	485	8	with	with	ADP
easat-3714	485	9	nonstationary	nonstationary	ADJ
easat-3714	485	10	demand	demand	NOUN
easat-3714	485	11	and	and	CCONJ
easat-3714	485	12	service	service	NOUN
easat-3714	485	13	level	level	NOUN
easat-3714	485	14	constraints	constraint	NOUN
easat-3714	485	15	.	.	PUNCT
easat-3714	486	1	international	international	ADJ
easat-3714	486	2	journal	journal	PROPN
easat-3714	486	3	of	of	ADP
easat-3714	486	4	production	production	NOUN
easat-3714	486	5	economics	economic	NOUN
easat-3714	486	6	,	,	PUNCT
easat-3714	486	7	199	199	NUM
easat-3714	486	8	,	,	PUNCT
easat-3714	486	9	76	76	NUM
easat-3714	486	10	-	-	SYM
easat-3714	486	11	88	88	NUM
easat-3714	486	12	.	.	PUNCT
easat-3714	487	1	[	[	X
easat-3714	487	2	31	31	NUM
easat-3714	487	3	]	]	X
easat-3714	487	4	mitra	mitra	PROPN
easat-3714	487	5	,	,	PUNCT
easat-3714	487	6	s.	s.	PROPN
easat-3714	487	7	,	,	PUNCT
easat-3714	487	8	&	&	CCONJ
easat-3714	487	9	webster	webster	PROPN
easat-3714	487	10	,	,	PUNCT
easat-3714	487	11	s.	s.	PROPN
easat-3714	487	12	(	(	PUNCT
easat-3714	487	13	2014	2014	NUM
easat-3714	487	14	)	)	PUNCT
easat-3714	487	15	.	.	PUNCT
easat-3714	488	1	a	a	DET
easat-3714	488	2	markov	markov	NOUN
easat-3714	488	3	decision	decision	NOUN
easat-3714	488	4	process	process	NOUN
easat-3714	488	5	model	model	NOUN
easat-3714	488	6	for	for	ADP
easat-3714	488	7	coordinating	coordinate	VERB
easat-3714	488	8	the	the	DET
easat-3714	488	9	inventory	inventory	NOUN
easat-3714	488	10	replenishment	replenishment	NOUN
easat-3714	488	11	and	and	CCONJ
easat-3714	488	12	order	order	VERB
easat-3714	488	13	fulfillment	fulfillment	NOUN
easat-3714	488	14	of	of	ADP
easat-3714	488	15	an	an	DET
easat-3714	488	16	e	e	NOUN
easat-3714	488	17	-	-	NOUN
easat-3714	488	18	commerce	commerce	NOUN
easat-3714	488	19	retailer	retailer	NOUN
easat-3714	488	20	.	.	PUNCT
easat-3714	489	1	european	european	PROPN
easat-3714	489	2	journal	journal	PROPN
easat-3714	489	3	of	of	ADP
easat-3714	489	4	operational	operational	ADJ
easat-3714	489	5	research	research	NOUN
easat-3714	489	6	,	,	PUNCT
easat-3714	489	7	239(1	239(1	NUM
easat-3714	489	8	)	)	PUNCT
easat-3714	489	9	,	,	PUNCT
easat-3714	489	10	31	31	NUM
easat-3714	489	11	-	-	SYM
easat-3714	489	12	43	43	NUM
easat-3714	489	13	.	.	PUNCT
easat-3714	490	1	[	[	X
easat-3714	490	2	32	32	NUM
easat-3714	490	3	]	]	X
easat-3714	490	4	lu	lu	PROPN
easat-3714	490	5	,	,	PUNCT
easat-3714	490	6	s.	s.	PROPN
easat-3714	490	7	,	,	PUNCT
easat-3714	490	8	&	&	CCONJ
easat-3714	490	9	chan	chan	PROPN
easat-3714	490	10	,	,	PUNCT
easat-3714	490	11	f.	f.	PROPN
easat-3714	490	12	t.	t.	PROPN
easat-3714	490	13	(	(	PUNCT
easat-3714	490	14	2016	2016	NUM
easat-3714	490	15	)	)	PUNCT
easat-3714	490	16	.	.	PUNCT
easat-3714	491	1	joint	joint	ADJ
easat-3714	491	2	optimization	optimization	NOUN
easat-3714	491	3	of	of	ADP
easat-3714	491	4	production	production	NOUN
easat-3714	491	5	and	and	CCONJ
easat-3714	491	6	inventory	inventory	NOUN
easat-3714	491	7	control	control	NOUN
easat-3714	491	8	under	under	ADP
easat-3714	491	9	lead	lead	NOUN
easat-3714	491	10	time	time	NOUN
easat-3714	491	11	uncertainty	uncertainty	NOUN
easat-3714	491	12	and	and	CCONJ
easat-3714	491	13	demand	demand	NOUN
easat-3714	491	14	fluctuation	fluctuation	NOUN
easat-3714	491	15	.	.	PUNCT
easat-3714	492	1	international	international	ADJ
easat-3714	492	2	journal	journal	PROPN
easat-3714	492	3	of	of	ADP
easat-3714	492	4	production	production	NOUN
easat-3714	492	5	economics	economic	NOUN
easat-3714	492	6	,	,	PUNCT
easat-3714	492	7	180	180	NUM
easat-3714	492	8	,	,	PUNCT
easat-3714	492	9	49	49	NUM
easat-3714	492	10	-	-	SYM
easat-3714	492	11	59	59	NUM
easat-3714	492	12	.	.	PUNCT
easat-3714	493	1	[	[	X
easat-3714	493	2	33	33	NUM
easat-3714	493	3	]	]	X
easat-3714	493	4	leachman	leachman	PROPN
easat-3714	493	5	,	,	PUNCT
easat-3714	493	6	r.	r.	PROPN
easat-3714	493	7	c.	c.	PROPN
easat-3714	493	8	,	,	PUNCT
easat-3714	493	9	boyer	boyer	PROPN
easat-3714	493	10	,	,	PUNCT
easat-3714	493	11	k.	k.	PROPN
easat-3714	493	12	k.	k.	PROPN
easat-3714	493	13	,	,	PUNCT
easat-3714	493	14	&	&	CCONJ
easat-3714	493	15	vandenbosch	vandenbosch	PROPN
easat-3714	493	16	,	,	PUNCT
easat-3714	493	17	m.	m.	PROPN
easat-3714	493	18	b.	b.	PROPN
easat-3714	493	19	(	(	PUNCT
easat-3714	493	20	1991	1991	NUM
easat-3714	493	21	)	)	PUNCT
easat-3714	493	22	.	.	PUNCT
easat-3714	493	23	supply	supply	NOUN
easat-3714	493	24	chain	chain	NOUN
easat-3714	493	25	inventory	inventory	NOUN
easat-3714	493	26	control	control	NOUN
easat-3714	493	27	:	:	PUNCT
easat-3714	493	28	a	a	DET
easat-3714	493	29	comparison	comparison	NOUN
easat-3714	493	30	among	among	ADP
easat-3714	493	31	jit	jit	PROPN
easat-3714	493	32	delivery	delivery	NOUN
easat-3714	493	33	,	,	PUNCT
easat-3714	493	34	eoq	eoq	NOUN
easat-3714	493	35	and	and	CCONJ
easat-3714	493	36	the	the	DET
easat-3714	493	37	eoq	eoq	NOUN
easat-3714	493	38	with	with	ADP
easat-3714	493	39	production	production	NOUN
easat-3714	493	40	smoothing	smoothing	NOUN
easat-3714	493	41	.	.	PUNCT
easat-3714	494	1	international	international	ADJ
easat-3714	494	2	journal	journal	PROPN
easat-3714	494	3	of	of	ADP
easat-3714	494	4	production	production	NOUN
easat-3714	494	5	research	research	NOUN
easat-3714	494	6	,	,	PUNCT
easat-3714	494	7	29(9	29(9	NUM
easat-3714	494	8	)	)	PUNCT
easat-3714	494	9	,	,	PUNCT
easat-3714	494	10	1887	1887	NUM
easat-3714	494	11	-	-	SYM
easat-3714	494	12	1905	1905	NUM
easat-3714	494	13	.	.	PUNCT
easat-3714	495	1	[	[	X
easat-3714	495	2	34	34	NUM
easat-3714	495	3	]	]	X
easat-3714	495	4	shih	shih	NOUN
easat-3714	495	5	,	,	PUNCT
easat-3714	495	6	h.	h.	PROPN
easat-3714	495	7	s.	s.	PROPN
easat-3714	495	8	,	,	PUNCT
easat-3714	495	9	&	&	CCONJ
easat-3714	495	10	hsu	hsu	PROPN
easat-3714	495	11	,	,	PUNCT
easat-3714	495	12	c.	c.	PROPN
easat-3714	495	13	y.	y.	PROPN
easat-3714	495	14	(	(	PUNCT
easat-3714	495	15	2007	2007	NUM
easat-3714	495	16	)	)	PUNCT
easat-3714	495	17	.	.	PUNCT
easat-3714	496	1	a	a	DET
easat-3714	496	2	supply	supply	NOUN
easat-3714	496	3	chain	chain	NOUN
easat-3714	496	4	inventory	inventory	NOUN
easat-3714	496	5	control	control	NOUN
easat-3714	496	6	model	model	NOUN
easat-3714	496	7	with	with	ADP
easat-3714	496	8	demand	demand	NOUN
easat-3714	496	9	and	and	CCONJ
easat-3714	496	10	supply	supply	NOUN
easat-3714	496	11	uncertainties	uncertainty	NOUN
easat-3714	496	12	.	.	PUNCT
easat-3714	497	1	international	international	ADJ
easat-3714	497	2	journal	journal	PROPN
easat-3714	497	3	of	of	ADP
easat-3714	497	4	production	production	NOUN
easat-3714	497	5	economics	economic	NOUN
easat-3714	497	6	,	,	PUNCT
easat-3714	497	7	108(1	108(1	NUM
easat-3714	497	8	-	-	SYM
easat-3714	497	9	2	2	NUM
easat-3714	497	10	)	)	PUNCT
easat-3714	497	11	,	,	PUNCT
easat-3714	497	12	2	2	NUM
easat-3714	497	13	-	-	SYM
easat-3714	497	14	13	13	NUM
easat-3714	497	15	.	.	PUNCT
easat-3714	498	1	[	[	X
easat-3714	498	2	35	35	NUM
easat-3714	498	3	]	]	PUNCT
easat-3714	498	4	moinzadeh	moinzadeh	NOUN
easat-3714	498	5	,	,	PUNCT
easat-3714	498	6	k.	k.	PROPN
easat-3714	498	7	,	,	PUNCT
easat-3714	498	8	&	&	CCONJ
easat-3714	498	9	moghaddam	moghaddam	NOUN
easat-3714	498	10	,	,	PUNCT
easat-3714	498	11	m.	m.	NOUN
easat-3714	498	12	(	(	PUNCT
easat-3714	498	13	2012	2012	NUM
easat-3714	498	14	)	)	PUNCT
easat-3714	498	15	.	.	PUNCT
easat-3714	499	1	coordinating	coordinate	VERB
easat-3714	499	2	a	a	DET
easat-3714	499	3	three	three	NUM
easat-3714	499	4	-	-	PUNCT
easat-3714	499	5	level	level	NOUN
easat-3714	499	6	supply	supply	NOUN
easat-3714	499	7	chain	chain	NOUN
easat-3714	499	8	with	with	ADP
easat-3714	499	9	joint	joint	ADJ
easat-3714	499	10	replenishment	replenishment	NOUN
easat-3714	499	11	and	and	CCONJ
easat-3714	499	12	markovian	markovian	ADJ
easat-3714	499	13	deterioration	deterioration	NOUN
easat-3714	499	14	under	under	ADP
easat-3714	499	15	fuzzy	fuzzy	ADJ
easat-3714	499	16	random	random	ADJ
easat-3714	499	17	environment	environment	NOUN
easat-3714	499	18	.	.	PUNCT
easat-3714	500	1	applied	apply	VERB
easat-3714	500	2	mathematical	mathematical	ADJ
easat-3714	500	3	modelling	modelling	NOUN
easat-3714	500	4	,	,	PUNCT
easat-3714	500	5	36(7	36(7	NUM
easat-3714	500	6	)	)	PUNCT
easat-3714	500	7	,	,	PUNCT
easat-3714	500	8	3036	3036	NUM
easat-3714	500	9	-	-	SYM
easat-3714	500	10	3046	3046	NUM
easat-3714	500	11	.	.	PUNCT
easat-3714	501	1	[	[	X
easat-3714	501	2	36	36	NUM
easat-3714	501	3	]	]	X
easat-3714	501	4	giri	giri	PROPN
easat-3714	501	5	,	,	PUNCT
easat-3714	501	6	b.	b.	PROPN
easat-3714	501	7	c.	c.	PROPN
easat-3714	501	8	,	,	PUNCT
easat-3714	501	9	bardhan	bardhan	ADV
easat-3714	501	10	,	,	PUNCT
easat-3714	501	11	s.	s.	PROPN
easat-3714	501	12	,	,	PUNCT
easat-3714	501	13	&	&	CCONJ
easat-3714	501	14	maiti	maiti	PROPN
easat-3714	501	15	,	,	PUNCT
easat-3714	501	16	m.	m.	NOUN
easat-3714	501	17	(	(	PUNCT
easat-3714	501	18	2017	2017	NUM
easat-3714	501	19	)	)	PUNCT
easat-3714	501	20	.	.	PUNCT
easat-3714	502	1	optimization	optimization	NOUN
easat-3714	502	2	of	of	ADP
easat-3714	502	3	fuzzy	fuzzy	ADJ
easat-3714	502	4	random	random	ADJ
easat-3714	502	5	epq	epq	NOUN
easat-3714	502	6	inventory	inventory	NOUN
easat-3714	502	7	model	model	NOUN
easat-3714	502	8	with	with	ADP
easat-3714	502	9	lead	lead	ADJ
easat-3714	502	10	time	time	NOUN
easat-3714	502	11	using	use	VERB
easat-3714	502	12	particle	particle	NOUN
easat-3714	502	13	swarm	swarm	NOUN
easat-3714	502	14	optimization	optimization	NOUN
easat-3714	502	15	.	.	PUNCT
easat-3714	503	1	applied	apply	VERB
easat-3714	503	2	soft	soft	ADJ
easat-3714	503	3	computing	computing	NOUN
easat-3714	503	4	,	,	PUNCT
easat-3714	503	5	50	50	NUM
easat-3714	503	6	,	,	PUNCT
easat-3714	503	7	130	130	NUM
easat-3714	503	8	-	-	SYM
easat-3714	503	9	142	142	NUM
easat-3714	503	10	.	.	PUNCT
easat-3714	504	1	[	[	X
easat-3714	504	2	37	37	NUM
easat-3714	504	3	]	]	X
easat-3714	504	4	soni	soni	PROPN
easat-3714	504	5	,	,	PUNCT
easat-3714	504	6	h.	h.	PROPN
easat-3714	504	7	,	,	PUNCT
easat-3714	504	8	jha	jha	PROPN
easat-3714	504	9	,	,	PUNCT
easat-3714	504	10	p.	p.	PROPN
easat-3714	504	11	c.	c.	PROPN
easat-3714	504	12	,	,	PUNCT
easat-3714	504	13	&	&	CCONJ
easat-3714	504	14	singh	singh	PROPN
easat-3714	504	15	,	,	PUNCT
easat-3714	504	16	s.	s.	PROPN
easat-3714	504	17	(	(	PUNCT
easat-3714	504	18	2016	2016	NUM
easat-3714	504	19	)	)	PUNCT
easat-3714	504	20	.	.	PUNCT
easat-3714	505	1	joint	joint	ADJ
easat-3714	505	2	optimization	optimization	NOUN
easat-3714	505	3	of	of	ADP
easat-3714	505	4	production	production	NOUN
easat-3714	505	5	,	,	PUNCT
easat-3714	505	6	maintenance	maintenance	NOUN
easat-3714	505	7	,	,	PUNCT
easat-3714	505	8	and	and	CCONJ
easat-3714	505	9	inventory	inventory	NOUN
easat-3714	505	10	control	control	NOUN
easat-3714	505	11	policies	policy	NOUN
easat-3714	505	12	for	for	ADP
easat-3714	505	13	a	a	DET
easat-3714	505	14	manufacturing	manufacturing	NOUN
easat-3714	505	15	system	system	NOUN
easat-3714	505	16	under	under	ADP
easat-3714	505	17	two	two	NUM
easat-3714	505	18	-	-	PUNCT
easat-3714	505	19	level	level	NOUN
easat-3714	505	20	trade	trade	NOUN
easat-3714	505	21	credit	credit	NOUN
easat-3714	505	22	financing	financing	NOUN
easat-3714	505	23	.	.	PUNCT
easat-3714	506	1	international	international	ADJ
easat-3714	506	2	journal	journal	PROPN
easat-3714	506	3	of	of	ADP
easat-3714	506	4	production	production	NOUN
easat-3714	506	5	research	research	NOUN
easat-3714	506	6	,	,	PUNCT
easat-3714	506	7	54(3	54(3	NUM
easat-3714	506	8	)	)	PUNCT
easat-3714	506	9	,	,	PUNCT
easat-3714	506	10	711	711	NUM
easat-3714	506	11	-	-	SYM
easat-3714	506	12	730	730	NUM
easat-3714	506	13	.	.	PUNCT
easat-3714	507	1	[	[	X
easat-3714	507	2	38	38	NUM
easat-3714	507	3	]	]	PUNCT
easat-3714	507	4	amin	amin	PROPN
easat-3714	507	5	,	,	PUNCT
easat-3714	507	6	r.	r.	PROPN
easat-3714	507	7	,	,	PUNCT
easat-3714	507	8	anwer	anwer	NOUN
easat-3714	507	9	,	,	PUNCT
easat-3714	507	10	m.	m.	NOUN
easat-3714	507	11	m.	m.	NOUN
easat-3714	507	12	,	,	PUNCT
easat-3714	507	13	&	&	CCONJ
easat-3714	507	14	zaman	zaman	PROPN
easat-3714	507	15	,	,	PUNCT
easat-3714	507	16	u.	u.	PROPN
easat-3714	507	17	(	(	PUNCT
easat-3714	507	18	2019	2019	NUM
easat-3714	507	19	)	)	PUNCT
easat-3714	507	20	.	.	PUNCT
easat-3714	508	1	vendor	vendor	NOUN
easat-3714	508	2	managed	manage	VERB
easat-3714	508	3	inventory	inventory	NOUN
easat-3714	508	4	system	system	NOUN
easat-3714	508	5	for	for	ADP
easat-3714	508	6	a	a	DET
easat-3714	508	7	multi	multi	ADJ
easat-3714	508	8	-	-	ADJ
easat-3714	508	9	item	item	ADJ
easat-3714	508	10	deteriorating	deteriorate	VERB
easat-3714	508	11	supply	supply	NOUN
easat-3714	508	12	chain	chain	NOUN
easat-3714	508	13	with	with	ADP
easat-3714	508	14	stochastic	stochastic	ADJ
easat-3714	508	15	demand	demand	NOUN
easat-3714	508	16	.	.	PUNCT
easat-3714	509	1	international	international	ADJ
easat-3714	509	2	journal	journal	PROPN
easat-3714	509	3	of	of	ADP
easat-3714	509	4	production	production	NOUN
easat-3714	509	5	research	research	NOUN
easat-3714	509	6	,	,	PUNCT
easat-3714	509	7	57(10	57(10	NUM
easat-3714	509	8	)	)	PUNCT
easat-3714	509	9	,	,	PUNCT
easat-3714	509	10	3285	3285	NUM
easat-3714	509	11	-	-	SYM
easat-3714	509	12	3310	3310	NUM
easat-3714	509	13	.	.	PUNCT
easat-3714	510	1	[	[	X
easat-3714	510	2	39	39	NUM
easat-3714	510	3	]	]	X
easat-3714	510	4	kapoor	kapoor	PROPN
easat-3714	510	5	,	,	PUNCT
easat-3714	510	6	s.	s.	PROPN
easat-3714	510	7	,	,	PUNCT
easat-3714	510	8	singh	singh	PROPN
easat-3714	510	9	,	,	PUNCT
easat-3714	510	10	p.	p.	PROPN
easat-3714	510	11	,	,	PUNCT
easat-3714	510	12	&	&	CCONJ
easat-3714	510	13	verma	verma	PROPN
easat-3714	510	14	,	,	PUNCT
easat-3714	510	15	v.	v.	PROPN
easat-3714	510	16	(	(	PUNCT
easat-3714	510	17	2018	2018	NUM
easat-3714	510	18	)	)	PUNCT
easat-3714	510	19	.	.	PUNCT
easat-3714	511	1	an	an	DET
easat-3714	511	2	optimal	optimal	ADJ
easat-3714	511	3	ordering	ordering	NOUN
easat-3714	511	4	policy	policy	NOUN
easat-3714	511	5	for	for	ADP
easat-3714	511	6	a	a	DET
easat-3714	511	7	multi	multi	ADJ
easat-3714	511	8	-	-	NOUN
easat-3714	511	9	item	item	ADJ
easat-3714	511	10	,	,	PUNCT
easat-3714	511	11	multi	multi	ADJ
easat-3714	511	12	-	-	NOUN
easat-3714	511	13	supplier	supplier	NOUN
easat-3714	511	14	,	,	PUNCT
easat-3714	511	15	and	and	CCONJ
easat-3714	511	16	multiretailer	multiretailer	NOUN
easat-3714	511	17	supply	supply	NOUN
easat-3714	511	18	chain	chain	NOUN
easat-3714	511	19	system	system	NOUN
easat-3714	511	20	under	under	ADP
easat-3714	511	21	price	price	NOUN
easat-3714	511	22	dependent	dependent	ADJ
easat-3714	511	23	demand	demand	NOUN
easat-3714	511	24	.	.	PUNCT
easat-3714	512	1	international	international	ADJ
easat-3714	512	2	journal	journal	PROPN
easat-3714	512	3	of	of	ADP
easat-3714	512	4	production	production	NOUN
easat-3714	512	5	research	research	NOUN
easat-3714	512	6	,	,	PUNCT
easat-3714	512	7	56(9	56(9	NOUN
easat-3714	512	8	)	)	PUNCT
easat-3714	512	9	,	,	PUNCT
easat-3714	512	10	3417	3417	NUM
easat-3714	512	11	-	-	SYM
easat-3714	512	12	3438	3438	NUM
easat-3714	512	13	.	.	PUNCT
easat-3714	513	1	[	[	X
easat-3714	513	2	40	40	NUM
easat-3714	513	3	]	]	X
easat-3714	513	4	leng	leng	PROPN
easat-3714	513	5	,	,	PUNCT
easat-3714	513	6	m.	m.	NOUN
easat-3714	513	7	,	,	PUNCT
easat-3714	513	8	yang	yang	PROPN
easat-3714	513	9	,	,	PUNCT
easat-3714	513	10	x.	x.	PROPN
easat-3714	513	11	,	,	PUNCT
easat-3714	513	12	&	&	CCONJ
easat-3714	513	13	xie	xie	PROPN
easat-3714	513	14	,	,	PUNCT
easat-3714	513	15	j.	j.	PROPN
easat-3714	513	16	(	(	PUNCT
easat-3714	513	17	2017	2017	NUM
easat-3714	513	18	)	)	PUNCT
easat-3714	513	19	.	.	PUNCT
easat-3714	514	1	an	an	DET
easat-3714	514	2	inventory	inventory	NOUN
easat-3714	514	3	management	management	NOUN
easat-3714	514	4	model	model	NOUN
easat-3714	514	5	with	with	ADP
easat-3714	514	6	dynamic	dynamic	ADJ
easat-3714	514	7	order	order	NOUN
easat-3714	514	8	crossover	crossover	NOUN
easat-3714	514	9	in	in	ADP
easat-3714	514	10	e	e	NOUN
easat-3714	514	11	-	-	NOUN
easat-3714	514	12	commerce	commerce	NOUN
easat-3714	514	13	supply	supply	NOUN
easat-3714	514	14	chains	chain	NOUN
easat-3714	514	15	.	.	PUNCT
easat-3714	515	1	journal	journal	NOUN
easat-3714	515	2	of	of	ADP
easat-3714	515	3	the	the	DET
easat-3714	515	4	operational	operational	ADJ
easat-3714	515	5	research	research	NOUN
easat-3714	515	6	society	society	NOUN
easat-3714	515	7	,	,	PUNCT
easat-3714	515	8	68(7	68(7	NUM
easat-3714	515	9	)	)	PUNCT
easat-3714	515	10	,	,	PUNCT
easat-3714	515	11	788	788	NUM
easat-3714	515	12	-	-	SYM
easat-3714	515	13	801	801	NUM
easat-3714	515	14	.	.	PUNCT
easat-3714	516	1	[	[	X
easat-3714	516	2	41	41	NUM
easat-3714	516	3	]	]	X
easat-3714	516	4	nof	nof	PROPN
easat-3714	516	5	,	,	PUNCT
easat-3714	516	6	s.	s.	PROPN
easat-3714	516	7	y.	y.	PROPN
easat-3714	516	8	,	,	PUNCT
easat-3714	516	9	&	&	CCONJ
easat-3714	516	10	sharma	sharma	PROPN
easat-3714	516	11	,	,	PUNCT
easat-3714	516	12	s.	s.	PROPN
easat-3714	516	13	(	(	PUNCT
easat-3714	516	14	2013	2013	NUM
easat-3714	516	15	)	)	PUNCT
easat-3714	516	16	.	.	PUNCT
easat-3714	517	1	inventory	inventory	NOUN
easat-3714	517	2	management	management	NOUN
easat-3714	517	3	in	in	ADP
easat-3714	517	4	reverse	reverse	ADJ
easat-3714	517	5	logistics	logistic	NOUN
easat-3714	517	6	under	under	ADP
easat-3714	517	7	uncertainty	uncertainty	NOUN
easat-3714	517	8	:	:	PUNCT
easat-3714	517	9	a	a	DET
easat-3714	517	10	markov	markov	NOUN
easat-3714	517	11	decision	decision	NOUN
easat-3714	517	12	process	process	NOUN
easat-3714	517	13	approach	approach	NOUN
easat-3714	517	14	.	.	PUNCT
easat-3714	518	1	journal	journal	NOUN
easat-3714	518	2	of	of	ADP
easat-3714	518	3	intelligent	intelligent	ADJ
easat-3714	518	4	manufacturing	manufacturing	NOUN
easat-3714	518	5	,	,	PUNCT
easat-3714	518	6	24(1	24(1	NUM
easat-3714	518	7	)	)	PUNCT
easat-3714	518	8	,	,	PUNCT
easat-3714	518	9	45	45	NUM
easat-3714	518	10	-	-	SYM
easat-3714	518	11	62	62	NUM
easat-3714	518	12	.	.	PUNCT
easat-3714	519	1	[	[	X
easat-3714	519	2	42	42	NUM
easat-3714	519	3	]	]	SYM
easat-3714	519	4	phan	phan	PROPN
easat-3714	519	5	,	,	PUNCT
easat-3714	519	6	c.	c.	PROPN
easat-3714	519	7	d.	d.	PROPN
easat-3714	519	8	,	,	PUNCT
easat-3714	519	9	huynh	huynh	PROPN
easat-3714	519	10	,	,	PUNCT
easat-3714	519	11	v.	v.	ADP
easat-3714	519	12	n.	n.	PROPN
easat-3714	519	13	,	,	PUNCT
easat-3714	519	14	&	&	CCONJ
easat-3714	519	15	nguyen	nguyen	PROPN
easat-3714	519	16	,	,	PUNCT
easat-3714	519	17	n.	n.	NOUN
easat-3714	519	18	(	(	PUNCT
easat-3714	519	19	2016	2016	NUM
easat-3714	519	20	)	)	PUNCT
easat-3714	519	21	.	.	PUNCT
easat-3714	520	1	two	two	NUM
easat-3714	520	2	-	-	PUNCT
easat-3714	520	3	warehouse	warehouse	NOUN
easat-3714	520	4	inventory	inventory	NOUN
easat-3714	520	5	control	control	NOUN
easat-3714	520	6	system	system	NOUN
easat-3714	520	7	with	with	ADP
easat-3714	520	8	markovian	markovian	ADJ
easat-3714	520	9	demand	demand	NOUN
easat-3714	520	10	and	and	CCONJ
easat-3714	520	11	limited	limited	ADJ
easat-3714	520	12	order	order	NOUN
easat-3714	520	13	fulfillment	fulfillment	NOUN
easat-3714	520	14	rate	rate	NOUN
easat-3714	520	15	.	.	PUNCT
easat-3714	521	1	european	european	PROPN
easat-3714	521	2	journal	journal	PROPN
easat-3714	521	3	of	of	ADP
easat-3714	521	4	operational	operational	ADJ
easat-3714	521	5	research	research	NOUN
easat-3714	521	6	,	,	PUNCT
easat-3714	521	7	249(3	249(3	NUM
easat-3714	521	8	)	)	PUNCT
easat-3714	521	9	,	,	PUNCT
easat-3714	521	10	940	940	NUM
easat-3714	521	11	-	-	SYM
easat-3714	521	12	952	952	NUM
easat-3714	521	13	.	.	PUNCT
easat-3714	522	1	[	[	X
easat-3714	522	2	43	43	NUM
easat-3714	522	3	]	]	PUNCT
easat-3714	522	4	baboli	baboli	PROPN
easat-3714	522	5	,	,	PUNCT
easat-3714	522	6	a.	a.	NOUN
easat-3714	522	7	,	,	PUNCT
easat-3714	522	8	&	&	CCONJ
easat-3714	522	9	biazaran	biazaran	NOUN
easat-3714	522	10	,	,	PUNCT
easat-3714	522	11	m.	m.	NOUN
easat-3714	522	12	(	(	PUNCT
easat-3714	522	13	2015	2015	NUM
easat-3714	522	14	)	)	PUNCT
easat-3714	522	15	.	.	PUNCT
easat-3714	523	1	a	a	DET
easat-3714	523	2	novel	novel	ADJ
easat-3714	523	3	fuzzy	fuzzy	ADJ
easat-3714	523	4	goal	goal	NOUN
easat-3714	523	5	programming	programming	NOUN
easat-3714	523	6	approach	approach	NOUN
easat-3714	523	7	for	for	ADP
easat-3714	523	8	multi	multi	ADJ
easat-3714	523	9	-	-	ADJ
easat-3714	523	10	product	product	ADJ
easat-3714	523	11	multi	multi	ADJ
easat-3714	523	12	-	-	ADJ
easat-3714	523	13	echelon	echelon	ADJ
easat-3714	523	14	supply	supply	NOUN
easat-3714	523	15	chain	chain	NOUN
easat-3714	523	16	master	master	NOUN
easat-3714	523	17	planning	planning	NOUN
easat-3714	523	18	problem	problem	NOUN
easat-3714	523	19	with	with	ADP
easat-3714	523	20	multiple	multiple	ADJ
easat-3714	523	21	objectives	objective	NOUN
easat-3714	523	22	.	.	PUNCT
easat-3714	524	1	expert	expert	NOUN
easat-3714	524	2	systems	system	NOUN
easat-3714	524	3	with	with	ADP
easat-3714	524	4	applications	application	NOUN
easat-3714	524	5	,	,	PUNCT
easat-3714	524	6	42(4	42(4	PROPN
easat-3714	524	7	)	)	PUNCT
easat-3714	524	8	,	,	PUNCT
easat-3714	524	9	1990	1990	NUM
easat-3714	524	10	-	-	SYM
easat-3714	524	11	2003	2003	NUM
easat-3714	524	12	.	.	PUNCT
easat-3714	525	1	[	[	X
easat-3714	525	2	44	44	NUM
easat-3714	525	3	]	]	PUNCT
easat-3714	525	4	baradaran	baradaran	PROPN
easat-3714	525	5	,	,	PUNCT
easat-3714	525	6	f.	f.	PROPN
easat-3714	525	7	,	,	PUNCT
easat-3714	525	8	&	&	CCONJ
easat-3714	525	9	seyedhoseini	seyedhoseini	PROPN
easat-3714	525	10	,	,	PUNCT
easat-3714	525	11	s.	s.	PROPN
easat-3714	525	12	m.	m.	PROPN
easat-3714	525	13	(	(	PUNCT
easat-3714	525	14	2017	2017	NUM
easat-3714	525	15	)	)	PUNCT
easat-3714	525	16	.	.	PUNCT
easat-3714	526	1	optimizing	optimize	VERB
easat-3714	526	2	singleand	singleand	CCONJ
easat-3714	526	3	multi	multi	ADJ
easat-3714	526	4	-	-	ADJ
easat-3714	526	5	item	item	ADJ
easat-3714	526	6	vendor	vendor	NOUN
easat-3714	526	7	managed	manage	VERB
easat-3714	526	8	inventory	inventory	NOUN
easat-3714	526	9	systems	system	NOUN
easat-3714	526	10	with	with	ADP
easat-3714	526	11	stochastic	stochastic	ADJ
easat-3714	526	12	demand	demand	NOUN
easat-3714	526	13	using	use	VERB
easat-3714	526	14	simulated	simulate	VERB
easat-3714	526	15	annealing	anneal	VERB
easat-3714	526	16	algorithm	algorithm	NOUN
easat-3714	526	17	.	.	PUNCT
easat-3714	527	1	computers	computer	NOUN
easat-3714	527	2	&	&	CCONJ
easat-3714	527	3	industrial	industrial	ADJ
easat-3714	527	4	engineering	engineering	NOUN
easat-3714	527	5	,	,	PUNCT
easat-3714	527	6	105	105	NUM
easat-3714	527	7	,	,	PUNCT
easat-3714	527	8	70	70	NUM
easat-3714	527	9	-	-	SYM
easat-3714	527	10	87	87	NUM
easat-3714	527	11	.	.	PUNCT
easat-3714	528	1	[	[	X
easat-3714	528	2	45	45	NUM
easat-3714	528	3	]	]	X
easat-3714	528	4	gao	gao	PROPN
easat-3714	528	5	,	,	PUNCT
easat-3714	528	6	l.	l.	PROPN
easat-3714	528	7	,	,	PUNCT
easat-3714	528	8	&	&	CCONJ
easat-3714	528	9	ma	ma	PROPN
easat-3714	528	10	,	,	PUNCT
easat-3714	528	11	x.	x.	NOUN
easat-3714	528	12	(	(	PUNCT
easat-3714	528	13	2019	2019	NUM
easat-3714	528	14	)	)	PUNCT
easat-3714	528	15	.	.	PUNCT
easat-3714	529	1	an	an	DET
easat-3714	529	2	inventory	inventory	NOUN
easat-3714	529	3	control	control	NOUN
easat-3714	529	4	problem	problem	NOUN
easat-3714	529	5	with	with	ADP
easat-3714	529	6	lead	lead	ADJ
easat-3714	529	7	-	-	PUNCT
easat-3714	529	8	time	time	NOUN
easat-3714	529	9	-	-	PUNCT
easat-3714	529	10	dependent	dependent	ADJ
easat-3714	529	11	demand	demand	NOUN
easat-3714	529	12	and	and	CCONJ
easat-3714	529	13	emergency	emergency	NOUN
easat-3714	529	14	order	order	NOUN
easat-3714	529	15	.	.	PUNCT
easat-3714	530	1	international	international	ADJ
easat-3714	530	2	journal	journal	PROPN
easat-3714	530	3	of	of	ADP
easat-3714	530	4	production	production	NOUN
easat-3714	530	5	economics	economic	NOUN
easat-3714	530	6	,	,	PUNCT
easat-3714	530	7	216	216	NUM
easat-3714	530	8	,	,	PUNCT
easat-3714	530	9	273	273	NUM
easat-3714	530	10	-	-	SYM
easat-3714	530	11	282	282	NUM
easat-3714	530	12	.	.	PUNCT
easat-3714	531	1	[	[	X
easat-3714	531	2	46	46	NUM
easat-3714	531	3	]	]	PUNCT
easat-3714	531	4	günalay	günalay	NOUN
easat-3714	531	5	,	,	PUNCT
easat-3714	531	6	y.	y.	PROPN
easat-3714	531	7	,	,	PUNCT
easat-3714	531	8	&	&	CCONJ
easat-3714	531	9	yücel	yücel	PROPN
easat-3714	531	10	,	,	PUNCT
easat-3714	531	11	a.	a.	NOUN
easat-3714	531	12	(	(	PUNCT
easat-3714	531	13	2019	2019	NUM
easat-3714	531	14	)	)	PUNCT
easat-3714	531	15	.	.	PUNCT
easat-3714	532	1	stochastic	stochastic	ADJ
easat-3714	532	2	dynamic	dynamic	ADJ
easat-3714	532	3	programming	programming	NOUN
easat-3714	532	4	models	model	NOUN
easat-3714	532	5	for	for	ADP
easat-3714	532	6	perishable	perishable	ADJ
easat-3714	532	7	inventory	inventory	NOUN
easat-3714	532	8	systems	system	NOUN
easat-3714	532	9	under	under	ADP
easat-3714	532	10	markovian	markovian	ADJ
easat-3714	532	11	demand	demand	NOUN
easat-3714	532	12	processes	process	NOUN
easat-3714	532	13	.	.	PUNCT
easat-3714	533	1	international	international	ADJ
easat-3714	533	2	journal	journal	PROPN
easat-3714	533	3	of	of	ADP
easat-3714	533	4	production	production	NOUN
easat-3714	533	5	economics	economic	NOUN
easat-3714	533	6	,	,	PUNCT
easat-3714	533	7	213	213	NUM
easat-3714	533	8	,	,	PUNCT
easat-3714	533	9	119	119	NUM
easat-3714	533	10	-	-	SYM
easat-3714	533	11	131	131	NUM
easat-3714	533	12	.	.	PUNCT
easat-3714	534	1	[	[	X
easat-3714	534	2	47	47	NUM
easat-3714	534	3	]	]	X
easat-3714	534	4	paterson	paterson	PROPN
easat-3714	534	5	,	,	PUNCT
easat-3714	534	6	c.	c.	PROPN
easat-3714	534	7	,	,	PUNCT
easat-3714	534	8	&	&	CCONJ
easat-3714	534	9	soh	soh	PROPN
easat-3714	534	10	,	,	PUNCT
easat-3714	534	11	c.	c.	PROPN
easat-3714	534	12	(	(	PUNCT
easat-3714	534	13	2008	2008	NUM
easat-3714	534	14	)	)	PUNCT
easat-3714	534	15	.	.	PUNCT
easat-3714	535	1	a	a	DET
easat-3714	535	2	markov	markov	NOUN
easat-3714	535	3	decision	decision	NOUN
easat-3714	535	4	process	process	NOUN
easat-3714	535	5	model	model	NOUN
easat-3714	535	6	for	for	ADP
easat-3714	535	7	managing	manage	VERB
easat-3714	535	8	product	product	NOUN
easat-3714	535	9	returns	return	NOUN
easat-3714	535	10	.	.	PUNCT
easat-3714	536	1	computers	computer	NOUN
easat-3714	536	2	&	&	CCONJ
easat-3714	536	3	operations	operation	NOUN
easat-3714	536	4	research	research	NOUN
easat-3714	536	5	,	,	PUNCT
easat-3714	536	6	35(4	35(4	NUM
easat-3714	536	7	)	)	PUNCT
easat-3714	536	8	,	,	PUNCT
easat-3714	536	9	1080	1080	NUM
easat-3714	536	10	-	-	SYM
easat-3714	536	11	1094	1094	NUM
easat-3714	536	12	.	.	PUNCT
easat-3714	537	1	[	[	X
easat-3714	537	2	48	48	NUM
easat-3714	537	3	]	]	PUNCT
easat-3714	537	4	shah	shah	NOUN
easat-3714	537	5	,	,	PUNCT
easat-3714	537	6	n.	n.	PROPN
easat-3714	537	7	h.	h.	PROPN
easat-3714	537	8	,	,	PUNCT
easat-3714	537	9	chen	chen	PROPN
easat-3714	537	10	,	,	PUNCT
easat-3714	537	11	y.	y.	PROPN
easat-3714	537	12	,	,	PUNCT
easat-3714	537	13	&	&	CCONJ
easat-3714	537	14	petruzzi	petruzzi	NOUN
easat-3714	537	15	,	,	PUNCT
easat-3714	537	16	n.	n.	PROPN
easat-3714	537	17	c.	c.	PROPN
easat-3714	537	18	(	(	PUNCT
easat-3714	537	19	2018	2018	NUM
easat-3714	537	20	)	)	PUNCT
easat-3714	537	21	.	.	PUNCT
easat-3714	538	1	optimizing	optimize	VERB
easat-3714	538	2	inventory	inventory	NOUN
easat-3714	538	3	control	control	NOUN
easat-3714	538	4	decisions	decision	NOUN
easat-3714	538	5	under	under	ADP
easat-3714	538	6	dynamic	dynamic	ADJ
easat-3714	538	7	demand	demand	NOUN
easat-3714	538	8	learning	learning	NOUN
easat-3714	538	9	.	.	PUNCT
easat-3714	539	1	management	management	NOUN
easat-3714	539	2	science	science	NOUN
easat-3714	539	3	,	,	PUNCT
easat-3714	539	4	64(2	64(2	NUM
easat-3714	539	5	)	)	PUNCT
easat-3714	539	6	,	,	PUNCT
easat-3714	539	7	894	894	NUM
easat-3714	539	8	-	-	SYM
easat-3714	539	9	914	914	NUM
easat-3714	539	10	.	.	PUNCT
easat-3714	540	1	[	[	X
easat-3714	540	2	49	49	NUM
easat-3714	540	3	]	]	SYM
easat-3714	540	4	si	si	PROPN
easat-3714	540	5	,	,	PUNCT
easat-3714	540	6	c.	c.	PROPN
easat-3714	540	7	,	,	PUNCT
easat-3714	540	8	&	&	CCONJ
easat-3714	540	9	zhu	zhu	PROPN
easat-3714	540	10	,	,	PUNCT
easat-3714	540	11	m.	m.	NOUN
easat-3714	540	12	(	(	PUNCT
easat-3714	540	13	2018	2018	NUM
easat-3714	540	14	)	)	PUNCT
easat-3714	540	15	.	.	PUNCT
easat-3714	541	1	analysis	analysis	NOUN
easat-3714	541	2	of	of	ADP
easat-3714	541	3	coordinated	coordinate	VERB
easat-3714	541	4	policies	policy	NOUN
easat-3714	541	5	for	for	ADP
easat-3714	541	6	perishable	perishable	ADJ
easat-3714	541	7	inventory	inventory	NOUN
easat-3714	541	8	systems	system	NOUN
easat-3714	541	9	with	with	ADP
easat-3714	541	10	markovian	markovian	ADJ
easat-3714	541	11	demand	demand	NOUN
easat-3714	541	12	processes	process	NOUN
easat-3714	541	13	.	.	PUNCT
easat-3714	542	1	european	european	ADJ
easat-3714	542	2	journal	journal	PROPN
easat-3714	542	3	of	of	ADP
easat-3714	542	4	operational	operational	ADJ
easat-3714	542	5	research	research	NOUN
easat-3714	542	6	,	,	PUNCT
easat-3714	542	7	271(3	271(3	NUM
easat-3714	542	8	)	)	PUNCT
easat-3714	542	9	,	,	PUNCT
easat-3714	542	10	1083	1083	NUM
easat-3714	542	11	-	-	SYM
easat-3714	542	12	1093	1093	NUM
easat-3714	542	13	.	.	PUNCT
easat-3714	543	1	[	[	X
easat-3714	543	2	50	50	NUM
easat-3714	543	3	]	]	X
easat-3714	543	4	xie	xie	PROPN
easat-3714	543	5	,	,	PUNCT
easat-3714	543	6	j.	j.	PROPN
easat-3714	543	7	,	,	PUNCT
easat-3714	543	8	leng	leng	PROPN
easat-3714	543	9	,	,	PUNCT
easat-3714	543	10	m.	m.	NOUN
easat-3714	543	11	,	,	PUNCT
easat-3714	543	12	tang	tang	PROPN
easat-3714	543	13	,	,	PUNCT
easat-3714	543	14	y.	y.	PROPN
easat-3714	543	15	,	,	PUNCT
easat-3714	543	16	&	&	CCONJ
easat-3714	543	17	qi	qi	PROPN
easat-3714	543	18	,	,	PUNCT
easat-3714	543	19	y.	y.	PROPN
easat-3714	543	20	(	(	PUNCT
easat-3714	543	21	2018	2018	NUM
easat-3714	543	22	)	)	PUNCT
easat-3714	543	23	.	.	PUNCT
easat-3714	544	1	inventory	inventory	NOUN
easat-3714	544	2	control	control	NOUN
easat-3714	544	3	with	with	ADP
easat-3714	544	4	emergency	emergency	NOUN
easat-3714	544	5	replenishment	replenishment	NOUN
easat-3714	544	6	for	for	ADP
easat-3714	544	7	a	a	DET
easat-3714	544	8	retailer	retailer	NOUN
easat-3714	544	9	under	under	ADP
easat-3714	544	10	combined	combine	VERB
easat-3714	544	11	promotion	promotion	NOUN
easat-3714	544	12	and	and	CCONJ
easat-3714	544	13	low	low	ADJ
easat-3714	544	14	fill	fill	NOUN
easat-3714	544	15	rate	rate	NOUN
easat-3714	544	16	.	.	PUNCT
easat-3714	545	1	international	international	ADJ
easat-3714	545	2	journal	journal	PROPN
easat-3714	545	3	of	of	ADP
easat-3714	545	4	production	production	NOUN
easat-3714	545	5	economics	economic	NOUN
easat-3714	545	6	,	,	PUNCT
easat-3714	545	7	198	198	NUM
easat-3714	545	8	,	,	PUNCT
easat-3714	545	9	126	126	NUM
easat-3714	545	10	-	-	SYM
easat-3714	545	11	139	139	NUM
easat-3714	545	12	.	.	PUNCT
easat-3714	546	1	[	[	X
easat-3714	546	2	51	51	NUM
easat-3714	546	3	]	]	X
easat-3714	546	4	zhang	zhang	PROPN
easat-3714	546	5	,	,	PUNCT
easat-3714	546	6	j.	j.	PROPN
easat-3714	546	7	,	,	PUNCT
easat-3714	546	8	&	&	CCONJ
easat-3714	546	9	chen	chen	PROPN
easat-3714	546	10	,	,	PUNCT
easat-3714	546	11	j.	j.	PROPN
easat-3714	546	12	(	(	PUNCT
easat-3714	546	13	2016	2016	NUM
easat-3714	546	14	)	)	PUNCT
easat-3714	546	15	.	.	PUNCT
easat-3714	546	16	optimal	optimal	ADJ
easat-3714	546	17	production	production	NOUN
easat-3714	546	18	and	and	CCONJ
easat-3714	546	19	inventory	inventory	NOUN
easat-3714	546	20	control	control	NOUN
easat-3714	546	21	policies	policy	NOUN
easat-3714	546	22	for	for	ADP
easat-3714	546	23	a	a	DET
easat-3714	546	24	deteriorating	deteriorate	VERB
easat-3714	546	25	item	item	NOUN
easat-3714	546	26	with	with	ADP
easat-3714	546	27	a	a	DET
easat-3714	546	28	finite	finite	ADJ
easat-3714	546	29	production	production	NOUN
easat-3714	546	30	rate	rate	NOUN
easat-3714	546	31	.	.	PUNCT
easat-3714	547	1	omega	omega	NOUN
easat-3714	547	2	,	,	PUNCT
easat-3714	547	3	58	58	NUM
easat-3714	547	4	,	,	PUNCT
easat-3714	547	5	95	95	NUM
easat-3714	547	6	-	-	SYM
easat-3714	547	7	108	108	NUM
easat-3714	547	8	.	.	PUNCT
easat-3714	548	1	[	[	X
easat-3714	548	2	52	52	NUM
easat-3714	548	3	]	]	X
easat-3714	548	4	zou	zou	PROPN
easat-3714	548	5	,	,	PUNCT
easat-3714	548	6	c.	c.	PROPN
easat-3714	548	7	,	,	PUNCT
easat-3714	548	8	xu	xu	PROPN
easat-3714	548	9	,	,	PUNCT
easat-3714	548	10	l.	l.	PROPN
easat-3714	548	11	,	,	PUNCT
easat-3714	548	12	&	&	CCONJ
easat-3714	548	13	yue	yue	PROPN
easat-3714	548	14	,	,	PUNCT
easat-3714	548	15	x.	x.	NOUN
easat-3714	548	16	(	(	PUNCT
easat-3714	548	17	2020	2020	NUM
easat-3714	548	18	)	)	PUNCT
easat-3714	548	19	.	.	PUNCT
easat-3714	549	1	optimal	optimal	ADJ
easat-3714	549	2	inventory	inventory	NOUN
easat-3714	549	3	control	control	NOUN
easat-3714	549	4	policy	policy	NOUN
easat-3714	549	5	for	for	ADP
easat-3714	549	6	a	a	DET
easat-3714	549	7	perishable	perishable	ADJ
easat-3714	549	8	product	product	NOUN
easat-3714	549	9	with	with	ADP
easat-3714	549	10	multiple	multiple	ADJ
easat-3714	549	11	demand	demand	NOUN
easat-3714	549	12	classes	class	NOUN
easat-3714	549	13	.	.	PUNCT
easat-3714	550	1	european	european	PROPN
easat-3714	550	2	journal	journal	PROPN
easat-3714	550	3	of	of	ADP
easat-3714	550	4	operational	operational	ADJ
easat-3714	550	5	research	research	NOUN
easat-3714	550	6	,	,	PUNCT
easat-3714	550	7	287(3	287(3	NUM
easat-3714	550	8	)	)	PUNCT
easat-3714	550	9	,	,	PUNCT
easat-3714	550	10	1156	1156	NUM
easat-3714	550	11	-	-	SYM
easat-3714	550	12	1169	1169	NUM
easat-3714	550	13	.	.	PUNCT
easat-3714	551	1	[	[	X
easat-3714	551	2	53	53	NUM
easat-3714	551	3	]	]	X
easat-3714	551	4	zhang	zhang	PROPN
easat-3714	551	5	,	,	PUNCT
easat-3714	551	6	h.	h.	PROPN
easat-3714	551	7	,	,	PUNCT
easat-3714	551	8	li	li	PROPN
easat-3714	551	9	,	,	PUNCT
easat-3714	551	10	n.	n.	NOUN
easat-3714	551	11	,	,	PUNCT
easat-3714	551	12	&	&	CCONJ
easat-3714	551	13	lin	lin	PROPN
easat-3714	551	14	,	,	PUNCT
easat-3714	551	15	j.	j.	PROPN
easat-3714	551	16	(	(	PUNCT
easat-3714	551	17	2024	2024	NUM
easat-3714	551	18	)	)	PUNCT
easat-3714	551	19	.	.	PUNCT
easat-3714	552	1	modeling	model	VERB
easat-3714	552	2	the	the	DET
easat-3714	552	3	decision	decision	NOUN
easat-3714	552	4	and	and	CCONJ
easat-3714	552	5	coordination	coordination	NOUN
easat-3714	552	6	mechanism	mechanism	NOUN
easat-3714	552	7	of	of	ADP
easat-3714	552	8	power	power	NOUN
easat-3714	552	9	battery	battery	NOUN
easat-3714	552	10	closedloop	closedloop	PROPN
easat-3714	552	11	supply	supply	NOUN
easat-3714	552	12	chain	chain	NOUN
easat-3714	552	13	using	use	VERB
easat-3714	552	14	markov	markov	NOUN
easat-3714	552	15	decision	decision	NOUN
easat-3714	552	16	processes	process	NOUN
easat-3714	552	17	.	.	PUNCT
easat-3714	553	1	sustainability	sustainability	NOUN
easat-3714	553	2	,	,	PUNCT
easat-3714	553	3	16(11	16(11	NUM
easat-3714	553	4	)	)	PUNCT
easat-3714	553	5	,	,	PUNCT
easat-3714	553	6	4329	4329	NUM
easat-3714	553	7	.	.	PUNCT
easat-3714	554	1	https://doi.org/10.3390/su16114329	https://doi.org/10.3390/su16114329	PROPN
easat-3714	555	1	[	[	X
easat-3714	555	2	54	54	NUM
easat-3714	555	3	]	]	X
easat-3714	555	4	dehghanian	dehghanian	PROPN
easat-3714	555	5	,	,	PUNCT
easat-3714	555	6	f.	f.	PROPN
easat-3714	555	7	,	,	PUNCT
easat-3714	555	8	&	&	CCONJ
easat-3714	555	9	svensson	svensson	PROPN
easat-3714	555	10	,	,	PUNCT
easat-3714	555	11	g.	g.	PROPN
easat-3714	555	12	(	(	PUNCT
easat-3714	555	13	2017	2017	NUM
easat-3714	555	14	)	)	PUNCT
easat-3714	555	15	.	.	PUNCT
easat-3714	556	1	optimal	optimal	ADJ
easat-3714	556	2	inventory	inventory	NOUN
easat-3714	556	3	control	control	NOUN
easat-3714	556	4	of	of	ADP
easat-3714	556	5	a	a	DET
easat-3714	556	6	single	single	ADJ
easat-3714	556	7	item	item	NOUN
easat-3714	556	8	with	with	ADP
easat-3714	556	9	continuous	continuous	ADJ
easat-3714	556	10	-	-	PUNCT
easat-3714	556	11	review	review	NOUN
easat-3714	556	12	replenishment	replenishment	NOUN
easat-3714	556	13	policy	policy	NOUN
easat-3714	556	14	under	under	ADP
easat-3714	556	15	nonstationary	nonstationary	ADJ
easat-3714	556	16	stochastic	stochastic	ADJ
easat-3714	556	17	demand	demand	NOUN
easat-3714	556	18	.	.	PUNCT
easat-3714	557	1	international	international	ADJ
easat-3714	557	2	journal	journal	PROPN
easat-3714	557	3	of	of	ADP
easat-3714	557	4	production	production	NOUN
easat-3714	557	5	economics	economic	NOUN
easat-3714	557	6	,	,	PUNCT
easat-3714	557	7	191	191	NUM
easat-3714	557	8	,	,	PUNCT
easat-3714	557	9	111	111	NUM
easat-3714	557	10	-	-	SYM
easat-3714	557	11	124	124	NUM
easat-3714	557	12	.	.	PUNCT
easat-3714	558	1	[	[	X
easat-3714	558	2	55	55	NUM
easat-3714	558	3	]	]	X
easat-3714	558	4	huang	huang	PROPN
easat-3714	558	5	,	,	PUNCT
easat-3714	558	6	z.	z.	PROPN
easat-3714	558	7	,	,	PUNCT
easat-3714	558	8	&	&	CCONJ
easat-3714	558	9	liang	liang	PROPN
easat-3714	558	10	,	,	PUNCT
easat-3714	558	11	l.	l.	PROPN
easat-3714	558	12	(	(	PUNCT
easat-3714	558	13	2018	2018	NUM
easat-3714	558	14	)	)	PUNCT
easat-3714	558	15	.	.	PUNCT
easat-3714	559	1	a	a	DET
easat-3714	559	2	two	two	NUM
easat-3714	559	3	-	-	PUNCT
easat-3714	559	4	period	period	NOUN
easat-3714	559	5	inventory	inventory	NOUN
easat-3714	559	6	control	control	NOUN
easat-3714	559	7	model	model	NOUN
easat-3714	559	8	under	under	ADP
easat-3714	559	9	risk	risk	NOUN
easat-3714	559	10	aversion	aversion	NOUN
easat-3714	559	11	and	and	CCONJ
easat-3714	559	12	delayed	delay	VERB
easat-3714	559	13	payment	payment	NOUN
easat-3714	559	14	.	.	PUNCT
easat-3714	560	1	computers	computer	NOUN
easat-3714	560	2	&	&	CCONJ
easat-3714	560	3	industrial	industrial	ADJ
easat-3714	560	4	engineering	engineering	NOUN
easat-3714	560	5	,	,	PUNCT
easat-3714	560	6	115	115	NUM
easat-3714	560	7	,	,	PUNCT
easat-3714	560	8	511	511	NUM
easat-3714	560	9	-	-	SYM
easat-3714	560	10	518	518	NUM
easat-3714	560	11	.	.	PUNCT
easat-3714	561	1	7864	7864	NUM
easat-3714	561	2	edelweiss	edelweiss	PROPN
easat-3714	561	3	applied	apply	VERB
easat-3714	561	4	science	science	NOUN
easat-3714	561	5	and	and	CCONJ
easat-3714	561	6	technology	technology	NOUN
easat-3714	561	7	issn	issn	PROPN
easat-3714	561	8	:	:	PUNCT
easat-3714	561	9	2576	2576	NUM
easat-3714	561	10	-	-	SYM
easat-3714	561	11	8484	8484	NUM
easat-3714	561	12	vol	vol	NOUN
easat-3714	561	13	.	.	PROPN
easat-3714	561	14	8	8	NUM
easat-3714	561	15	,	,	PUNCT
easat-3714	561	16	no	no	INTJ
easat-3714	561	17	.	.	NOUN
easat-3714	561	18	6	6	NUM
easat-3714	561	19	:	:	SYM
easat-3714	561	20	7846	7846	NUM
easat-3714	561	21	-	-	SYM
easat-3714	561	22	7864	7864	NUM
easat-3714	561	23	,	,	PUNCT
easat-3714	561	24	2024	2024	NUM
easat-3714	561	25	doi	doi	NOUN
easat-3714	561	26	:	:	PUNCT
easat-3714	561	27	10.55214/25768484.v8i6.3714	10.55214/25768484.v8i6.3714	NUM
easat-3714	561	28	©	©	PROPN
easat-3714	561	29	2024	2024	NUM
easat-3714	561	30	by	by	ADP
easat-3714	561	31	the	the	DET
easat-3714	561	32	author	author	NOUN
easat-3714	561	33	;	;	PUNCT
easat-3714	561	34	licensee	licensee	PROPN
easat-3714	561	35	learning	learning	NOUN
easat-3714	561	36	gate	gate	NOUN
easat-3714	562	1	[	[	X
easat-3714	562	2	56	56	NUM
easat-3714	562	3	]	]	PUNCT
easat-3714	562	4	mahmoodi	mahmoodi	NOUN
easat-3714	562	5	,	,	PUNCT
easat-3714	562	6	m.	m.	NOUN
easat-3714	562	7	,	,	PUNCT
easat-3714	562	8	&	&	CCONJ
easat-3714	562	9	baradaran	baradaran	PROPN
easat-3714	562	10	,	,	PUNCT
easat-3714	562	11	f.	f.	PROPN
easat-3714	562	12	(	(	PUNCT
easat-3714	562	13	2016	2016	NUM
easat-3714	562	14	)	)	PUNCT
easat-3714	562	15	.	.	PUNCT
easat-3714	563	1	an	an	DET
easat-3714	563	2	integrated	integrate	VERB
easat-3714	563	3	supply	supply	NOUN
easat-3714	563	4	chain	chain	NOUN
easat-3714	563	5	inventory	inventory	NOUN
easat-3714	563	6	model	model	NOUN
easat-3714	563	7	with	with	ADP
easat-3714	563	8	stochastic	stochastic	ADJ
easat-3714	563	9	demand	demand	NOUN
easat-3714	563	10	and	and	CCONJ
easat-3714	563	11	carbon	carbon	NOUN
easat-3714	563	12	tax	tax	NOUN
easat-3714	563	13	.	.	PUNCT
easat-3714	564	1	transportation	transportation	NOUN
easat-3714	564	2	research	research	NOUN
easat-3714	564	3	part	part	NOUN
easat-3714	564	4	e	e	NOUN
easat-3714	564	5	:	:	PUNCT
easat-3714	564	6	logistics	logistic	NOUN
easat-3714	564	7	and	and	CCONJ
easat-3714	564	8	transportation	transportation	NOUN
easat-3714	564	9	review	review	NOUN
easat-3714	564	10	,	,	PUNCT
easat-3714	564	11	90	90	NUM
easat-3714	564	12	,	,	PUNCT
easat-3714	564	13	146	146	NUM
easat-3714	564	14	-	-	SYM
easat-3714	564	15	164	164	NUM
easat-3714	564	16	.	.	PUNCT
easat-3714	565	1	[	[	X
easat-3714	565	2	57	57	NUM
easat-3714	565	3	]	]	X
easat-3714	565	4	nascimento	nascimento	PROPN
easat-3714	565	5	,	,	PUNCT
easat-3714	565	6	a.	a.	PROPN
easat-3714	565	7	r.	r.	PROPN
easat-3714	565	8	,	,	PUNCT
easat-3714	565	9	ferreira	ferreira	PROPN
easat-3714	565	10	,	,	PUNCT
easat-3714	565	11	l.	l.	PROPN
easat-3714	565	12	l.	l.	PROPN
easat-3714	565	13	,	,	PUNCT
easat-3714	565	14	ferreira	ferreira	PROPN
easat-3714	565	15	,	,	PUNCT
easat-3714	565	16	l.	l.	PROPN
easat-3714	565	17	a.	a.	PROPN
easat-3714	565	18	f.	f.	PROPN
easat-3714	565	19	,	,	PUNCT
easat-3714	565	20	&	&	CCONJ
easat-3714	565	21	ferreira	ferreira	PROPN
easat-3714	565	22	,	,	PUNCT
easat-3714	565	23	d.	d.	PROPN
easat-3714	565	24	c.	c.	PROPN
easat-3714	565	25	(	(	PUNCT
easat-3714	565	26	2018	2018	NUM
easat-3714	565	27	)	)	PUNCT
easat-3714	565	28	.	.	PUNCT
easat-3714	566	1	optimal	optimal	ADJ
easat-3714	566	2	inventory	inventory	NOUN
easat-3714	566	3	policy	policy	NOUN
easat-3714	566	4	for	for	ADP
easat-3714	566	5	perishable	perishable	ADJ
easat-3714	566	6	products	product	NOUN
easat-3714	566	7	with	with	ADP
easat-3714	566	8	time	time	NOUN
easat-3714	566	9	-	-	PUNCT
easat-3714	566	10	varying	vary	VERB
easat-3714	566	11	demand	demand	NOUN
easat-3714	566	12	and	and	CCONJ
easat-3714	566	13	costs	cost	NOUN
easat-3714	566	14	.	.	PUNCT
easat-3714	567	1	european	european	ADJ
easat-3714	567	2	journal	journal	PROPN
easat-3714	567	3	of	of	ADP
easat-3714	567	4	operational	operational	ADJ
easat-3714	567	5	research	research	NOUN
easat-3714	567	6	,	,	PUNCT
easat-3714	567	7	264(3	264(3	NUM
easat-3714	567	8	)	)	PUNCT
easat-3714	567	9	,	,	PUNCT
easat-3714	567	10	1009	1009	NUM
easat-3714	567	11	-	-	SYM
easat-3714	567	12	1019	1019	NUM
easat-3714	567	13	.	.	PUNCT
easat-3714	568	1	[	[	X
easat-3714	568	2	58	58	NUM
easat-3714	568	3	]	]	X
easat-3714	568	4	petruzzi	petruzzi	NOUN
easat-3714	568	5	,	,	PUNCT
easat-3714	568	6	n.	n.	PROPN
easat-3714	568	7	c.	c.	PROPN
easat-3714	568	8	,	,	PUNCT
easat-3714	568	9	&	&	CCONJ
easat-3714	568	10	dada	dada	PROPN
easat-3714	568	11	,	,	PUNCT
easat-3714	568	12	m.	m.	NOUN
easat-3714	568	13	(	(	PUNCT
easat-3714	568	14	1999	1999	NUM
easat-3714	568	15	)	)	PUNCT
easat-3714	568	16	.	.	PUNCT
easat-3714	569	1	pricing	pricing	NOUN
easat-3714	569	2	and	and	CCONJ
easat-3714	569	3	the	the	DET
easat-3714	569	4	newsvendor	newsvendor	ADJ
easat-3714	569	5	problem	problem	NOUN
easat-3714	569	6	:	:	PUNCT
easat-3714	569	7	a	a	DET
easat-3714	569	8	review	review	NOUN
easat-3714	569	9	with	with	ADP
easat-3714	569	10	extensions	extension	NOUN
easat-3714	569	11	.	.	PUNCT
easat-3714	570	1	operations	operation	NOUN
easat-3714	570	2	research	research	NOUN
easat-3714	570	3	,	,	PUNCT
easat-3714	570	4	47(2	47(2	PROPN
easat-3714	570	5	)	)	PUNCT
easat-3714	570	6	,	,	PUNCT
easat-3714	570	7	183	183	NUM
easat-3714	570	8	-	-	SYM
easat-3714	570	9	194	194	NUM
easat-3714	570	10	.	.	PUNCT
easat-3714	571	1	[	[	X
easat-3714	571	2	59	59	NUM
easat-3714	571	3	]	]	PUNCT
easat-3714	571	4	rahmaniani	rahmaniani	PROPN
easat-3714	571	5	,	,	PUNCT
easat-3714	571	6	r.	r.	PROPN
easat-3714	571	7	,	,	PUNCT
easat-3714	571	8	moinzadeh	moinzadeh	PROPN
easat-3714	571	9	,	,	PUNCT
easat-3714	571	10	k.	k.	PROPN
easat-3714	571	11	,	,	PUNCT
easat-3714	571	12	&	&	CCONJ
easat-3714	571	13	ahmadi	ahmadi	PROPN
easat-3714	571	14	,	,	PUNCT
easat-3714	571	15	m.	m.	NOUN
easat-3714	571	16	(	(	PUNCT
easat-3714	571	17	2020	2020	NUM
easat-3714	571	18	)	)	PUNCT
easat-3714	571	19	.	.	PUNCT
easat-3714	572	1	optimal	optimal	ADJ
easat-3714	572	2	decision	decision	NOUN
easat-3714	572	3	-	-	PUNCT
easat-3714	572	4	making	making	NOUN
easat-3714	572	5	for	for	ADP
easat-3714	572	6	single	single	ADJ
easat-3714	572	7	-	-	PUNCT
easat-3714	572	8	product	product	NOUN
easat-3714	572	9	multi	multi	ADJ
easat-3714	572	10	-	-	ADJ
easat-3714	572	11	echelon	echelon	ADJ
easat-3714	572	12	supply	supply	NOUN
easat-3714	572	13	chain	chain	NOUN
easat-3714	572	14	considering	consider	VERB
easat-3714	572	15	strategic	strategic	ADJ
easat-3714	572	16	customer	customer	NOUN
easat-3714	572	17	behavior	behavior	NOUN
easat-3714	572	18	.	.	PUNCT
easat-3714	573	1	journal	journal	PROPN
easat-3714	573	2	of	of	ADP
easat-3714	573	3	industrial	industrial	ADJ
easat-3714	573	4	engineering	engineering	NOUN
easat-3714	573	5	and	and	CCONJ
easat-3714	573	6	management	management	NOUN
easat-3714	573	7	studies	study	NOUN
easat-3714	573	8	,	,	PUNCT
easat-3714	573	9	7(2	7(2	NUM
easat-3714	573	10	)	)	PUNCT
easat-3714	573	11	,	,	PUNCT
easat-3714	573	12	62	62	NUM
easat-3714	573	13	-	-	SYM
easat-3714	573	14	77	77	NUM
easat-3714	573	15	.	.	PUNCT
easat-3714	574	1	[	[	X
easat-3714	574	2	60	60	NUM
easat-3714	574	3	]	]	X
easat-3714	574	4	sucky	sucky	PROPN
easat-3714	574	5	,	,	PUNCT
easat-3714	574	6	e.	e.	PROPN
easat-3714	574	7	,	,	PUNCT
easat-3714	574	8	&	&	CCONJ
easat-3714	574	9	sucky	sucky	PROPN
easat-3714	574	10	,	,	PUNCT
easat-3714	574	11	e.	e.	PROPN
easat-3714	574	12	(	(	PUNCT
easat-3714	574	13	2016	2016	NUM
easat-3714	574	14	)	)	PUNCT
easat-3714	574	15	.	.	PUNCT
easat-3714	575	1	supply	supply	NOUN
easat-3714	575	2	chain	chain	NOUN
easat-3714	575	3	optimization	optimization	NOUN
easat-3714	575	4	under	under	ADP
easat-3714	575	5	inventory	inventory	NOUN
easat-3714	575	6	control	control	NOUN
easat-3714	575	7	in	in	ADP
easat-3714	575	8	the	the	DET
easat-3714	575	9	automotive	automotive	ADJ
easat-3714	575	10	industry	industry	NOUN
easat-3714	575	11	.	.	PUNCT
easat-3714	576	1	international	international	ADJ
easat-3714	576	2	journal	journal	PROPN
easat-3714	576	3	of	of	ADP
easat-3714	576	4	production	production	NOUN
easat-3714	576	5	economics	economic	NOUN
easat-3714	576	6	,	,	PUNCT
easat-3714	576	7	171(part	171(part	PROPN
easat-3714	576	8	3	3	NUM
easat-3714	576	9	)	)	PUNCT
easat-3714	576	10	,	,	PUNCT
easat-3714	576	11	339	339	NUM
easat-3714	576	12	-	-	SYM
easat-3714	576	13	347	347	NUM
easat-3714	576	14	.	.	PUNCT
easat-3714	577	1	[	[	X
easat-3714	577	2	61	61	NUM
easat-3714	577	3	]	]	X
easat-3714	577	4	vakharia	vakharia	NOUN
easat-3714	577	5	,	,	PUNCT
easat-3714	577	6	a.	a.	PROPN
easat-3714	577	7	j.	j.	PROPN
easat-3714	577	8	,	,	PUNCT
easat-3714	577	9	&	&	CCONJ
easat-3714	577	10	trivedi	trivedi	PROPN
easat-3714	577	11	,	,	PUNCT
easat-3714	577	12	v.	v.	PROPN
easat-3714	577	13	(	(	PUNCT
easat-3714	577	14	1999	1999	NUM
easat-3714	577	15	)	)	PUNCT
easat-3714	577	16	.	.	PUNCT
easat-3714	578	1	optimal	optimal	ADJ
easat-3714	578	2	pricing	pricing	NOUN
easat-3714	578	3	and	and	CCONJ
easat-3714	578	4	trade	trade	NOUN
easat-3714	578	5	credit	credit	NOUN
easat-3714	578	6	terms	term	NOUN
easat-3714	578	7	.	.	PUNCT
easat-3714	579	1	journal	journal	NOUN
easat-3714	579	2	of	of	ADP
easat-3714	579	3	business	business	NOUN
easat-3714	579	4	,	,	PUNCT
easat-3714	579	5	72(2	72(2	NOUN
easat-3714	579	6	)	)	PUNCT
easat-3714	579	7	,	,	PUNCT
easat-3714	579	8	183	183	NUM
easat-3714	579	9	-	-	SYM
easat-3714	579	10	201	201	NUM
easat-3714	579	11	.	.	PUNCT