id	sid	tid	token	lemma	pos
fbem-26942	1	1	frontiers	frontier	NOUN
fbem-26942	1	2	in	in	ADP
fbem-26942	1	3	business	business	NOUN
fbem-26942	1	4	,	,	PUNCT
fbem-26942	1	5	economics	economic	NOUN
fbem-26942	1	6	and	and	CCONJ
fbem-26942	1	7	management	management	NOUN
fbem-26942	1	8	issn	issn	PROPN
fbem-26942	1	9	:	:	PUNCT
fbem-26942	1	10	2766	2766	NUM
fbem-26942	1	11	-	-	PUNCT
fbem-26942	1	12	824x	824x	NUM
fbem-26942	1	13	|	|	ADJ
fbem-26942	1	14	vol	vol	NOUN
fbem-26942	1	15	.	.	PROPN
fbem-26942	1	16	17	17	NUM
fbem-26942	1	17	,	,	PUNCT
fbem-26942	1	18	no	no	INTJ
fbem-26942	1	19	.	.	NOUN
fbem-26942	1	20	1	1	NUM
fbem-26942	1	21	,	,	PUNCT
fbem-26942	1	22	2024	2024	NUM
fbem-26942	1	23	338	338	NUM
fbem-26942	1	24	optimizing	optimize	VERB
fbem-26942	1	25	agility	agility	NOUN
fbem-26942	1	26	in	in	ADP
fbem-26942	1	27	the	the	DET
fbem-26942	1	28	pharmaceutical	pharmaceutical	ADJ
fbem-26942	1	29	supply	supply	NOUN
fbem-26942	1	30	chain	chain	NOUN
fbem-26942	1	31	using	use	VERB
fbem-26942	1	32	digital	digital	ADJ
fbem-26942	1	33	twins	twin	NOUN
fbem-26942	1	34	to	to	PART
fbem-26942	1	35	cope	cope	VERB
fbem-26942	1	36	with	with	ADP
fbem-26942	1	37	the	the	DET
fbem-26942	1	38	ripple	ripple	ADJ
fbem-26942	1	39	effect	effect	NOUN
fbem-26942	1	40	xirui	xirui	PROPN
fbem-26942	1	41	chen	chen	PROPN
fbem-26942	1	42	university	university	PROPN
fbem-26942	1	43	college	college	PROPN
fbem-26942	1	44	london	london	PROPN
fbem-26942	1	45	,	,	PUNCT
fbem-26942	1	46	london	london	PROPN
fbem-26942	1	47	wc1e	wc1e	PROPN
fbem-26942	1	48	6bt	6bt	NOUN
fbem-26942	1	49	,	,	PUNCT
fbem-26942	1	50	uk	uk	PROPN
fbem-26942	1	51	abstract	abstract	NOUN
fbem-26942	1	52	:	:	PUNCT
fbem-26942	1	53	the	the	DET
fbem-26942	1	54	pharmaceutical	pharmaceutical	ADJ
fbem-26942	1	55	supply	supply	NOUN
fbem-26942	1	56	chain	chain	NOUN
fbem-26942	1	57	is	be	AUX
fbem-26942	1	58	a	a	DET
fbem-26942	1	59	multilayered	multilayered	ADJ
fbem-26942	1	60	and	and	CCONJ
fbem-26942	1	61	complex	complex	ADJ
fbem-26942	1	62	structure	structure	NOUN
fbem-26942	1	63	designed	design	VERB
fbem-26942	1	64	to	to	PART
fbem-26942	1	65	deliver	deliver	VERB
fbem-26942	1	66	medicines	medicine	NOUN
fbem-26942	1	67	to	to	ADP
fbem-26942	1	68	customers	customer	NOUN
fbem-26942	1	69	in	in	ADP
fbem-26942	1	70	a	a	DET
fbem-26942	1	71	timely	timely	ADJ
fbem-26942	1	72	manner	manner	NOUN
fbem-26942	1	73	while	while	SCONJ
fbem-26942	1	74	ensuring	ensure	VERB
fbem-26942	1	75	optimal	optimal	ADJ
fbem-26942	1	76	quality	quality	NOUN
fbem-26942	1	77	and	and	CCONJ
fbem-26942	1	78	quantity	quantity	NOUN
fbem-26942	1	79	of	of	ADP
fbem-26942	1	80	medicines	medicine	NOUN
fbem-26942	1	81	.	.	PUNCT
fbem-26942	2	1	the	the	DET
fbem-26942	2	2	covid-19	covid-19	PROPN
fbem-26942	2	3	outbreak	outbreak	NOUN
fbem-26942	2	4	exposed	expose	VERB
fbem-26942	2	5	the	the	DET
fbem-26942	2	6	vulnerability	vulnerability	NOUN
fbem-26942	2	7	and	and	CCONJ
fbem-26942	2	8	uncertainty	uncertainty	NOUN
fbem-26942	2	9	of	of	ADP
fbem-26942	2	10	the	the	DET
fbem-26942	2	11	pharmaceutical	pharmaceutical	ADJ
fbem-26942	2	12	supply	supply	NOUN
fbem-26942	2	13	chain	chain	NOUN
fbem-26942	2	14	,	,	PUNCT
fbem-26942	2	15	so	so	ADV
fbem-26942	2	16	managing	manage	VERB
fbem-26942	2	17	the	the	DET
fbem-26942	2	18	risks	risk	NOUN
fbem-26942	2	19	in	in	ADP
fbem-26942	2	20	the	the	DET
fbem-26942	2	21	pharmaceutical	pharmaceutical	ADJ
fbem-26942	2	22	supply	supply	NOUN
fbem-26942	2	23	chain	chain	NOUN
fbem-26942	2	24	has	have	AUX
fbem-26942	2	25	become	become	VERB
fbem-26942	2	26	particularly	particularly	ADV
fbem-26942	2	27	important	important	ADJ
fbem-26942	2	28	.	.	PUNCT
fbem-26942	3	1	this	this	DET
fbem-26942	3	2	study	study	NOUN
fbem-26942	3	3	demonstrates	demonstrate	VERB
fbem-26942	3	4	that	that	SCONJ
fbem-26942	3	5	digital	digital	ADJ
fbem-26942	3	6	twin	twin	NOUN
fbem-26942	3	7	(	(	PUNCT
fbem-26942	3	8	dt	dt	NOUN
fbem-26942	3	9	)	)	PUNCT
fbem-26942	3	10	technology	technology	NOUN
fbem-26942	3	11	can	can	AUX
fbem-26942	3	12	improve	improve	VERB
fbem-26942	3	13	pharmaceutical	pharmaceutical	NOUN
fbem-26942	3	14	supply	supply	NOUN
fbem-26942	3	15	chain	chain	NOUN
fbem-26942	3	16	agility	agility	NOUN
fbem-26942	3	17	and	and	CCONJ
fbem-26942	3	18	reduce	reduce	VERB
fbem-26942	3	19	the	the	DET
fbem-26942	3	20	ripple	ripple	ADJ
fbem-26942	3	21	effect	effect	NOUN
fbem-26942	3	22	caused	cause	VERB
fbem-26942	3	23	by	by	ADP
fbem-26942	3	24	disruptions	disruption	NOUN
fbem-26942	3	25	.	.	PUNCT
fbem-26942	4	1	the	the	DET
fbem-26942	4	2	ripple	ripple	ADJ
fbem-26942	4	3	effect	effect	NOUN
fbem-26942	4	4	refers	refer	VERB
fbem-26942	4	5	to	to	ADP
fbem-26942	4	6	the	the	DET
fbem-26942	4	7	effect	effect	NOUN
fbem-26942	4	8	that	that	SCONJ
fbem-26942	4	9	a	a	DET
fbem-26942	4	10	sudden	sudden	ADJ
fbem-26942	4	11	disruption	disruption	NOUN
fbem-26942	4	12	at	at	ADP
fbem-26942	4	13	one	one	NUM
fbem-26942	4	14	node	node	NOUN
fbem-26942	4	15	in	in	ADP
fbem-26942	4	16	the	the	DET
fbem-26942	4	17	supply	supply	NOUN
fbem-26942	4	18	chain	chain	NOUN
fbem-26942	4	19	has	have	AUX
fbem-26942	4	20	on	on	ADP
fbem-26942	4	21	causing	cause	VERB
fbem-26942	4	22	a	a	DET
fbem-26942	4	23	chain	chain	NOUN
fbem-26942	4	24	reaction	reaction	NOUN
fbem-26942	4	25	in	in	ADP
fbem-26942	4	26	the	the	DET
fbem-26942	4	27	rest	rest	NOUN
fbem-26942	4	28	of	of	ADP
fbem-26942	4	29	the	the	DET
fbem-26942	4	30	supply	supply	NOUN
fbem-26942	4	31	chain	chain	NOUN
fbem-26942	4	32	.	.	PUNCT
fbem-26942	5	1	the	the	DET
fbem-26942	5	2	most	most	ADV
fbem-26942	5	3	used	used	ADJ
fbem-26942	5	4	risk	risk	NOUN
fbem-26942	5	5	management	management	NOUN
fbem-26942	5	6	method	method	NOUN
fbem-26942	5	7	today	today	NOUN
fbem-26942	5	8	is	be	AUX
fbem-26942	5	9	the	the	DET
fbem-26942	5	10	enterprise	enterprise	NOUN
fbem-26942	5	11	resource	resource	NOUN
fbem-26942	5	12	planning	planning	NOUN
fbem-26942	5	13	(	(	PUNCT
fbem-26942	5	14	erp	erp	NOUN
fbem-26942	5	15	)	)	PUNCT
fbem-26942	5	16	system	system	NOUN
fbem-26942	5	17	,	,	PUNCT
fbem-26942	5	18	which	which	PRON
fbem-26942	5	19	allows	allow	VERB
fbem-26942	5	20	for	for	ADP
fbem-26942	5	21	real	real	ADJ
fbem-26942	5	22	-	-	PUNCT
fbem-26942	5	23	time	time	NOUN
fbem-26942	5	24	data	datum	NOUN
fbem-26942	5	25	sharing	sharing	NOUN
fbem-26942	5	26	but	but	CCONJ
fbem-26942	5	27	has	have	VERB
fbem-26942	5	28	limitations	limitation	NOUN
fbem-26942	5	29	in	in	ADP
fbem-26942	5	30	predicting	predict	VERB
fbem-26942	5	31	and	and	CCONJ
fbem-26942	5	32	modeling	model	VERB
fbem-26942	5	33	the	the	DET
fbem-26942	5	34	entire	entire	ADJ
fbem-26942	5	35	supply	supply	NOUN
fbem-26942	5	36	chain	chain	NOUN
fbem-26942	5	37	and	and	CCONJ
fbem-26942	5	38	lacks	lack	VERB
fbem-26942	5	39	the	the	DET
fbem-26942	5	40	ability	ability	NOUN
fbem-26942	5	41	to	to	PART
fbem-26942	5	42	make	make	VERB
fbem-26942	5	43	quick	quick	ADJ
fbem-26942	5	44	decisions	decision	NOUN
fbem-26942	5	45	and	and	CCONJ
fbem-26942	5	46	simulate	simulate	VERB
fbem-26942	5	47	the	the	DET
fbem-26942	5	48	entire	entire	ADJ
fbem-26942	5	49	supply	supply	NOUN
fbem-26942	5	50	chain	chain	NOUN
fbem-26942	5	51	.	.	PUNCT
fbem-26942	6	1	dt	dt	PUNCT
fbem-26942	6	2	technology	technology	NOUN
fbem-26942	6	3	creates	create	VERB
fbem-26942	6	4	a	a	DET
fbem-26942	6	5	virtual	virtual	ADJ
fbem-26942	6	6	model	model	NOUN
fbem-26942	6	7	of	of	ADP
fbem-26942	6	8	the	the	DET
fbem-26942	6	9	supply	supply	NOUN
fbem-26942	6	10	chain	chain	NOUN
fbem-26942	6	11	,	,	PUNCT
fbem-26942	6	12	which	which	PRON
fbem-26942	6	13	enables	enable	VERB
fbem-26942	6	14	continuous	continuous	ADJ
fbem-26942	6	15	communication	communication	NOUN
fbem-26942	6	16	and	and	CCONJ
fbem-26942	6	17	information	information	NOUN
fbem-26942	6	18	exchange	exchange	NOUN
fbem-26942	6	19	between	between	ADP
fbem-26942	6	20	real	real	ADJ
fbem-26942	6	21	assets	asset	NOUN
fbem-26942	6	22	and	and	CCONJ
fbem-26942	6	23	the	the	DET
fbem-26942	6	24	virtual	virtual	ADJ
fbem-26942	6	25	model	model	NOUN
fbem-26942	6	26	,	,	PUNCT
fbem-26942	6	27	offering	offer	VERB
fbem-26942	6	28	a	a	DET
fbem-26942	6	29	promising	promising	ADJ
fbem-26942	6	30	alternative	alternative	NOUN
fbem-26942	6	31	to	to	PART
fbem-26942	6	32	risk	risk	VERB
fbem-26942	6	33	management	management	NOUN
fbem-26942	6	34	for	for	ADP
fbem-26942	6	35	pharmaceutical	pharmaceutical	ADJ
fbem-26942	6	36	supply	supply	NOUN
fbem-26942	6	37	chains	chain	NOUN
fbem-26942	6	38	.	.	PUNCT
fbem-26942	7	1	risk	risk	NOUN
fbem-26942	7	2	management	management	NOUN
fbem-26942	7	3	by	by	ADP
fbem-26942	7	4	providing	provide	VERB
fbem-26942	7	5	a	a	DET
fbem-26942	7	6	promising	promising	ADJ
fbem-26942	7	7	alternative	alternative	NOUN
fbem-26942	7	8	.	.	PUNCT
fbem-26942	8	1	this	this	DET
fbem-26942	8	2	study	study	NOUN
fbem-26942	8	3	utilizes	utilize	VERB
fbem-26942	8	4	the	the	DET
fbem-26942	8	5	anylogistix	anylogistix	NOUN
fbem-26942	8	6	platform	platform	NOUN
fbem-26942	8	7	to	to	PART
fbem-26942	8	8	construct	construct	VERB
fbem-26942	8	9	a	a	DET
fbem-26942	8	10	dt	dt	NOUN
fbem-26942	8	11	model	model	NOUN
fbem-26942	8	12	and	and	CCONJ
fbem-26942	8	13	demonstrates	demonstrate	VERB
fbem-26942	8	14	the	the	DET
fbem-26942	8	15	effectiveness	effectiveness	NOUN
fbem-26942	8	16	of	of	ADP
fbem-26942	8	17	dt	dt	PROPN
fbem-26942	8	18	technology	technology	NOUN
fbem-26942	8	19	in	in	ADP
fbem-26942	8	20	reducing	reduce	VERB
fbem-26942	8	21	ripple	ripple	ADJ
fbem-26942	8	22	effects	effect	NOUN
fbem-26942	8	23	and	and	CCONJ
fbem-26942	8	24	improving	improve	VERB
fbem-26942	8	25	supply	supply	NOUN
fbem-26942	8	26	chain	chain	NOUN
fbem-26942	8	27	agility	agility	NOUN
fbem-26942	8	28	using	use	VERB
fbem-26942	8	29	quantitative	quantitative	ADJ
fbem-26942	8	30	analysis	analysis	NOUN
fbem-26942	8	31	.	.	PUNCT
fbem-26942	9	1	this	this	DET
fbem-26942	9	2	paper	paper	NOUN
fbem-26942	9	3	focuses	focus	VERB
fbem-26942	9	4	on	on	ADP
fbem-26942	9	5	analyzing	analyze	VERB
fbem-26942	9	6	the	the	DET
fbem-26942	9	7	pharmaceutical	pharmaceutical	NOUN
fbem-26942	9	8	supply	supply	NOUN
fbem-26942	9	9	chain	chain	NOUN
fbem-26942	9	10	for	for	ADP
fbem-26942	9	11	75	75	NUM
fbem-26942	9	12	mg	mg	PROPN
fbem-26942	9	13	aspirin	aspirin	NOUN
fbem-26942	9	14	tablets	tablet	NOUN
fbem-26942	9	15	in	in	ADP
fbem-26942	9	16	london	london	PROPN
fbem-26942	9	17	.	.	PUNCT
fbem-26942	10	1	a	a	DET
fbem-26942	10	2	supply	supply	NOUN
fbem-26942	10	3	chain	chain	NOUN
fbem-26942	10	4	that	that	PRON
fbem-26942	10	5	operates	operate	VERB
fbem-26942	10	6	normally	normally	ADV
fbem-26942	10	7	,	,	PUNCT
fbem-26942	10	8	a	a	DET
fbem-26942	10	9	supply	supply	NOUN
fbem-26942	10	10	chain	chain	NOUN
fbem-26942	10	11	that	that	PRON
fbem-26942	10	12	introduces	introduce	VERB
fbem-26942	10	13	a	a	DET
fbem-26942	10	14	disruptive	disruptive	ADJ
fbem-26942	10	15	event	event	NOUN
fbem-26942	10	16	(	(	PUNCT
fbem-26942	10	17	closure	closure	NOUN
fbem-26942	10	18	of	of	ADP
fbem-26942	10	19	the	the	DET
fbem-26942	10	20	logistics	logistic	NOUN
fbem-26942	10	21	center	center	NOUN
fbem-26942	10	22	due	due	ADP
fbem-26942	10	23	to	to	ADP
fbem-26942	10	24	an	an	DET
fbem-26942	10	25	earthqua	earthqua	NOUN
fbem-26942	10	26	ke	ke	NOUN
fbem-26942	10	27	)	)	PUNCT
fbem-26942	10	28	,	,	PUNCT
fbem-26942	10	29	and	and	CCONJ
fbem-26942	10	30	a	a	DET
fbem-26942	10	31	supply	supply	NOUN
fbem-26942	10	32	chain	chain	NOUN
fbem-26942	10	33	that	that	PRON
fbem-26942	10	34	applies	apply	VERB
fbem-26942	10	35	a	a	DET
fbem-26942	10	36	proactive	proactive	ADJ
fbem-26942	10	37	strategy	strategy	NOUN
fbem-26942	10	38	(	(	PUNCT
fbem-26942	10	39	activation	activation	NOUN
fbem-26942	10	40	of	of	ADP
fbem-26942	10	41	an	an	DET
fbem-26942	10	42	alternate	alternate	ADJ
fbem-26942	10	43	logistics	logistic	NOUN
fbem-26942	10	44	center	center	NOUN
fbem-26942	10	45	)	)	PUNCT
fbem-26942	10	46	to	to	PART
fbem-26942	10	47	mitigate	mitigate	VERB
fbem-26942	10	48	risk	risk	NOUN
fbem-26942	10	49	are	be	AUX
fbem-26942	10	50	simulated	simulate	VERB
fbem-26942	10	51	separately	separately	ADV
fbem-26942	10	52	.	.	PUNCT
fbem-26942	11	1	the	the	DET
fbem-26942	11	2	positive	positive	ADJ
fbem-26942	11	3	impact	impact	NOUN
fbem-26942	11	4	of	of	ADP
fbem-26942	11	5	dt	dt	PROPN
fbem-26942	11	6	technology	technology	NOUN
fbem-26942	11	7	on	on	ADP
fbem-26942	11	8	the	the	DET
fbem-26942	11	9	supply	supply	NOUN
fbem-26942	11	10	chain	chain	NOUN
fbem-26942	11	11	is	be	AUX
fbem-26942	11	12	evaluated	evaluate	VERB
fbem-26942	11	13	by	by	ADP
fbem-26942	11	14	analyzing	analyze	VERB
fbem-26942	11	15	the	the	DET
fbem-26942	11	16	methods	method	NOUN
fbem-26942	11	17	of	of	ADP
fbem-26942	11	18	key	key	ADJ
fbem-26942	11	19	performance	performance	NOUN
fbem-26942	11	20	indicators	indicator	NOUN
fbem-26942	11	21	(	(	PUNCT
fbem-26942	11	22	kpis	kpis	PROPN
fbem-26942	11	23	)	)	PUNCT
fbem-26942	11	24	such	such	ADJ
fbem-26942	11	25	as	as	ADP
fbem-26942	11	26	inventory	inventory	NOUN
fbem-26942	11	27	level	level	NOUN
fbem-26942	11	28	,	,	PUNCT
fbem-26942	11	29	order	order	NOUN
fbem-26942	11	30	fulfillment	fulfillment	NOUN
fbem-26942	11	31	rate	rate	NOUN
fbem-26942	11	32	,	,	PUNCT
fbem-26942	11	33	and	and	CCONJ
fbem-26942	11	34	delivery	delivery	NOUN
fbem-26942	11	35	time	time	NOUN
fbem-26942	11	36	.	.	PUNCT
fbem-26942	12	1	the	the	DET
fbem-26942	12	2	experimental	experimental	ADJ
fbem-26942	12	3	results	result	NOUN
fbem-26942	12	4	show	show	VERB
fbem-26942	12	5	that	that	SCONJ
fbem-26942	12	6	dt	dt	PROPN
fbem-26942	12	7	technology	technology	NOUN
fbem-26942	12	8	enhances	enhance	VERB
fbem-26942	12	9	the	the	DET
fbem-26942	12	10	responsiveness	responsiveness	NOUN
fbem-26942	12	11	,	,	PUNCT
fbem-26942	12	12	flexibility	flexibility	NOUN
fbem-26942	12	13	,	,	PUNCT
fbem-26942	12	14	speed	speed	NOUN
fbem-26942	12	15	,	,	PUNCT
fbem-26942	12	16	and	and	CCONJ
fbem-26942	12	17	proactivity	proactivity	NOUN
fbem-26942	12	18	of	of	ADP
fbem-26942	12	19	the	the	DET
fbem-26942	12	20	supply	supply	NOUN
fbem-26942	12	21	chain	chain	NOUN
fbem-26942	12	22	,	,	PUNCT
fbem-26942	12	23	which	which	PRON
fbem-26942	12	24	significantly	significantly	ADV
fbem-26942	12	25	improves	improve	VERB
fbem-26942	12	26	the	the	DET
fbem-26942	12	27	agility	agility	NOUN
fbem-26942	12	28	of	of	ADP
fbem-26942	12	29	the	the	DET
fbem-26942	12	30	supply	supply	NOUN
fbem-26942	12	31	chain	chain	NOUN
fbem-26942	12	32	.	.	PUNCT
fbem-26942	13	1	proactive	proactive	ADJ
fbem-26942	13	2	and	and	CCONJ
fbem-26942	13	3	effective	effective	ADJ
fbem-26942	13	4	strategies	strategy	NOUN
fbem-26942	13	5	also	also	ADV
fbem-26942	13	6	reduce	reduce	VERB
fbem-26942	13	7	the	the	DET
fbem-26942	13	8	financial	financial	ADJ
fbem-26942	13	9	impact	impact	NOUN
fbem-26942	13	10	of	of	ADP
fbem-26942	13	11	disruptions	disruption	NOUN
fbem-26942	13	12	and	and	CCONJ
fbem-26942	13	13	service	service	NOUN
fbem-26942	13	14	levels	level	NOUN
fbem-26942	13	15	are	be	AUX
fbem-26942	13	16	quickly	quickly	ADV
fbem-26942	13	17	recovered	recover	VERB
fbem-26942	13	18	.	.	PUNCT
fbem-26942	14	1	in	in	ADP
fbem-26942	14	2	addition	addition	NOUN
fbem-26942	14	3	,	,	PUNCT
fbem-26942	14	4	the	the	DET
fbem-26942	14	5	proactive	proactive	ADJ
fbem-26942	14	6	strategy	strategy	NOUN
fbem-26942	14	7	stabilized	stabilize	VERB
fbem-26942	14	8	inventory	inventory	NOUN
fbem-26942	14	9	levels	level	NOUN
fbem-26942	14	10	and	and	CCONJ
fbem-26942	14	11	reduced	reduce	VERB
fbem-26942	14	12	delayed	delay	VERB
fbem-26942	14	13	orders	order	NOUN
fbem-26942	14	14	.	.	PUNCT
fbem-26942	15	1	the	the	DET
fbem-26942	15	2	above	above	ADJ
fbem-26942	15	3	key	key	ADJ
fbem-26942	15	4	metrics	metric	NOUN
fbem-26942	15	5	confirm	confirm	VERB
fbem-26942	15	6	the	the	DET
fbem-26942	15	7	hypothesis	hypothesis	NOUN
fbem-26942	15	8	that	that	PRON
fbem-26942	15	9	dt	dt	PROPN
fbem-26942	15	10	technology	technology	NOUN
fbem-26942	15	11	can	can	AUX
fbem-26942	15	12	improve	improve	VERB
fbem-26942	15	13	supply	supply	NOUN
fbem-26942	15	14	chain	chain	NOUN
fbem-26942	15	15	agility	agility	NOUN
fbem-26942	15	16	and	and	CCONJ
fbem-26942	15	17	effectively	effectively	ADV
fbem-26942	15	18	reduce	reduce	VERB
fbem-26942	15	19	the	the	DET
fbem-26942	15	20	ripple	ripple	ADJ
fbem-26942	15	21	effect	effect	NOUN
fbem-26942	15	22	.	.	PUNCT
fbem-26942	16	1	despite	despite	SCONJ
fbem-26942	16	2	the	the	DET
fbem-26942	16	3	significant	significant	ADJ
fbem-26942	16	4	conclusions	conclusion	NOUN
fbem-26942	16	5	drawn	draw	VERB
fbem-26942	16	6	in	in	ADP
fbem-26942	16	7	this	this	DET
fbem-26942	16	8	paper	paper	NOUN
fbem-26942	16	9	,	,	PUNCT
fbem-26942	16	10	there	there	PRON
fbem-26942	16	11	are	be	VERB
fbem-26942	16	12	some	some	DET
fbem-26942	16	13	limitations	limitation	NOUN
fbem-26942	16	14	.	.	PUNCT
fbem-26942	17	1	firstly	firstly	ADV
fbem-26942	17	2	,	,	PUNCT
fbem-26942	17	3	sensitivity	sensitivity	NOUN
fbem-26942	17	4	analysis	analysis	NOUN
fbem-26942	17	5	and	and	CCONJ
fbem-26942	17	6	t	t	NOUN
fbem-26942	17	7	-	-	PUNCT
fbem-26942	17	8	test	test	NOUN
fbem-26942	17	9	were	be	AUX
fbem-26942	17	10	not	not	PART
fbem-26942	17	11	used	use	VERB
fbem-26942	17	12	in	in	ADP
fbem-26942	17	13	the	the	DET
fbem-26942	17	14	study	study	NOUN
fbem-26942	17	15	for	for	ADP
fbem-26942	17	16	secondary	secondary	ADJ
fbem-26942	17	17	testing	testing	NOUN
fbem-26942	17	18	,	,	PUNCT
fbem-26942	17	19	which	which	PRON
fbem-26942	17	20	resulted	result	VERB
fbem-26942	17	21	in	in	ADP
fbem-26942	17	22	the	the	DET
fbem-26942	17	23	lack	lack	NOUN
fbem-26942	17	24	of	of	ADP
fbem-26942	17	25	reliability	reliability	NOUN
fbem-26942	17	26	of	of	ADP
fbem-26942	17	27	the	the	DET
fbem-26942	17	28	validation	validation	NOUN
fbem-26942	17	29	results	result	NOUN
fbem-26942	17	30	.	.	PUNCT
fbem-26942	18	1	in	in	ADP
fbem-26942	18	2	addition	addition	NOUN
fbem-26942	18	3	,	,	PUNCT
fbem-26942	18	4	the	the	DET
fbem-26942	18	5	possible	possible	ADJ
fbem-26942	18	6	interaction	interaction	NOUN
fbem-26942	18	7	between	between	ADP
fbem-26942	18	8	the	the	DET
fbem-26942	18	9	ripple	ripple	ADJ
fbem-26942	18	10	effect	effect	NOUN
fbem-26942	18	11	and	and	CCONJ
fbem-26942	18	12	the	the	DET
fbem-26942	18	13	bullwhip	bullwhip	NOUN
fbem-26942	18	14	effect	effect	NOUN
fbem-26942	18	15	was	be	AUX
fbem-26942	18	16	not	not	PART
fbem-26942	18	17	discussed	discuss	VERB
fbem-26942	18	18	,	,	PUNCT
fbem-26942	18	19	leading	lead	VERB
fbem-26942	18	20	to	to	ADP
fbem-26942	18	21	a	a	DET
fbem-26942	18	22	confounding	confound	VERB
fbem-26942	18	23	factor	factor	NOUN
fbem-26942	18	24	in	in	ADP
fbem-26942	18	25	the	the	DET
fbem-26942	18	26	experimental	experimental	ADJ
fbem-26942	18	27	results	result	NOUN
fbem-26942	18	28	.	.	PUNCT
fbem-26942	19	1	the	the	DET
fbem-26942	19	2	above	above	ADJ
fbem-26942	19	3	issues	issue	NOUN
fbem-26942	19	4	can	can	AUX
fbem-26942	19	5	be	be	AUX
fbem-26942	19	6	considered	consider	VERB
fbem-26942	19	7	in	in	ADP
fbem-26942	19	8	further	further	ADJ
fbem-26942	19	9	research	research	NOUN
fbem-26942	19	10	in	in	ADP
fbem-26942	19	11	the	the	DET
fbem-26942	19	12	future	future	NOUN
fbem-26942	19	13	.	.	PUNCT
fbem-26942	20	1	finally	finally	ADV
fbem-26942	20	2	,	,	PUNCT
fbem-26942	20	3	this	this	DET
fbem-26942	20	4	paper	paper	NOUN
fbem-26942	20	5	explores	explore	VERB
fbem-26942	20	6	the	the	DET
fbem-26942	20	7	possibilities	possibility	NOUN
fbem-26942	20	8	and	and	CCONJ
fbem-26942	20	9	uses	use	NOUN
fbem-26942	20	10	of	of	ADP
fbem-26942	20	11	introducing	introduce	VERB
fbem-26942	20	12	machine	machine	NOUN
fbem-26942	20	13	learning	learn	VERB
fbem-26942	20	14	techniques	technique	NOUN
fbem-26942	20	15	and	and	CCONJ
fbem-26942	20	16	considers	consider	VERB
fbem-26942	20	17	the	the	DET
fbem-26942	20	18	supply	supply	NOUN
fbem-26942	20	19	chain	chain	NOUN
fbem-26942	20	20	risk	risk	NOUN
fbem-26942	20	21	factors	factor	NOUN
fbem-26942	20	22	of	of	ADP
fbem-26942	20	23	globalization	globalization	NOUN
fbem-26942	20	24	.	.	PUNCT
fbem-26942	21	1	in	in	ADP
fbem-26942	21	2	summary	summary	NOUN
fbem-26942	21	3	,	,	PUNCT
fbem-26942	21	4	this	this	DET
fbem-26942	21	5	study	study	NOUN
fbem-26942	21	6	validates	validate	VERB
fbem-26942	21	7	the	the	DET
fbem-26942	21	8	potential	potential	NOUN
fbem-26942	21	9	of	of	ADP
fbem-26942	21	10	digital	digital	ADJ
fbem-26942	21	11	twin	twin	ADJ
fbem-26942	21	12	technology	technology	NOUN
fbem-26942	21	13	in	in	ADP
fbem-26942	21	14	improving	improve	VERB
fbem-26942	21	15	agility	agility	NOUN
fbem-26942	21	16	and	and	CCONJ
fbem-26942	21	17	coping	cope	VERB
fbem-26942	21	18	with	with	ADP
fbem-26942	21	19	ripple	ripple	ADJ
fbem-26942	21	20	effects	effect	NOUN
fbem-26942	21	21	in	in	ADP
fbem-26942	21	22	pharmaceutical	pharmaceutical	ADJ
fbem-26942	21	23	supply	supply	NOUN
fbem-26942	21	24	chains	chain	NOUN
fbem-26942	21	25	.	.	PUNCT
fbem-26942	22	1	as	as	SCONJ
fbem-26942	22	2	research	research	NOUN
fbem-26942	22	3	continues	continue	VERB
fbem-26942	22	4	,	,	PUNCT
fbem-26942	22	5	dt	dt	PUNCT
fbem-26942	22	6	technology	technology	NOUN
fbem-26942	22	7	is	be	AUX
fbem-26942	22	8	expected	expect	VERB
fbem-26942	22	9	to	to	PART
fbem-26942	22	10	improve	improve	VERB
fbem-26942	22	11	supply	supply	NOUN
fbem-26942	22	12	chain	chain	NOUN
fbem-26942	22	13	efficiency	efficiency	NOUN
fbem-26942	22	14	and	and	CCONJ
fbem-26942	22	15	reduce	reduce	VERB
fbem-26942	22	16	supply	supply	NOUN
fbem-26942	22	17	chain	chain	NOUN
fbem-26942	22	18	risk	risk	NOUN
fbem-26942	22	19	while	while	SCONJ
fbem-26942	22	20	ensuring	ensure	VERB
fbem-26942	22	21	patient	patient	ADJ
fbem-26942	22	22	safety	safety	NOUN
fbem-26942	22	23	.	.	PUNCT
fbem-26942	23	1	keywords	keyword	NOUN
fbem-26942	23	2	:	:	PUNCT
fbem-26942	23	3	pharmaceutical	pharmaceutical	ADJ
fbem-26942	23	4	supply	supply	NOUN
fbem-26942	23	5	chain	chain	NOUN
fbem-26942	23	6	,	,	PUNCT
fbem-26942	23	7	digital	digital	ADJ
fbem-26942	23	8	twin	twin	ADJ
fbem-26942	23	9	technology	technology	NOUN
fbem-26942	23	10	,	,	PUNCT
fbem-26942	23	11	supply	supply	NOUN
fbem-26942	23	12	chain	chain	NOUN
fbem-26942	23	13	agility	agility	NOUN
fbem-26942	23	14	,	,	PUNCT
fbem-26942	23	15	ripple	ripple	ADJ
fbem-26942	23	16	effect	effect	NOUN
fbem-26942	23	17	,	,	PUNCT
fbem-26942	23	18	supply	supply	NOUN
fbem-26942	23	19	chain	chain	NOUN
fbem-26942	23	20	resilience	resilience	NOUN
fbem-26942	23	21	,	,	PUNCT
fbem-26942	23	22	simulation	simulation	NOUN
fbem-26942	23	23	model	model	NOUN
fbem-26942	23	24	,	,	PUNCT
fbem-26942	23	25	risk	risk	NOUN
fbem-26942	23	26	management	management	NOUN
fbem-26942	23	27	.	.	PUNCT
fbem-26942	24	1	1	1	X
fbem-26942	24	2	.	.	X
fbem-26942	24	3	introduction	introduction	NOUN
fbem-26942	24	4	medicines	medicine	NOUN
fbem-26942	24	5	are	be	AUX
fbem-26942	24	6	substances	substance	NOUN
fbem-26942	24	7	that	that	PRON
fbem-26942	24	8	are	be	AUX
fbem-26942	24	9	produced	produce	VERB
fbem-26942	24	10	or	or	CCONJ
fbem-26942	24	11	extracted	extract	VERB
fbem-26942	24	12	by	by	ADP
fbem-26942	24	13	means	mean	NOUN
fbem-26942	24	14	of	of	ADP
fbem-26942	24	15	biotechnology	biotechnology	NOUN
fbem-26942	24	16	and	and	CCONJ
fbem-26942	24	17	are	be	AUX
fbem-26942	24	18	used	use	VERB
fbem-26942	24	19	to	to	PART
fbem-26942	24	20	treat	treat	VERB
fbem-26942	24	21	diseases	disease	NOUN
fbem-26942	24	22	,	,	PUNCT
fbem-26942	24	23	and	and	CCONJ
fbem-26942	24	24	access	access	NOUN
fbem-26942	24	25	to	to	ADP
fbem-26942	24	26	medicines	medicine	NOUN
fbem-26942	24	27	is	be	AUX
fbem-26942	24	28	one	one	NUM
fbem-26942	24	29	of	of	ADP
fbem-26942	24	30	the	the	DET
fbem-26942	24	31	most	most	ADV
fbem-26942	24	32	fundamental	fundamental	ADJ
fbem-26942	24	33	human	human	ADJ
fbem-26942	24	34	rights	right	NOUN
fbem-26942	24	35	[	[	X
fbem-26942	24	36	1	1	NUM
fbem-26942	24	37	]	]	PUNCT
fbem-26942	24	38	.	.	PUNCT
fbem-26942	25	1	today	today	NOUN
fbem-26942	25	2	's	's	PART
fbem-26942	25	3	pharmaceutical	pharmaceutical	ADJ
fbem-26942	25	4	supply	supply	NOUN
fbem-26942	25	5	chains	chain	NOUN
fbem-26942	25	6	are	be	AUX
fbem-26942	25	7	multilinked	multilinke	VERB
fbem-26942	25	8	structures	structure	NOUN
fbem-26942	25	9	with	with	ADP
fbem-26942	25	10	a	a	DET
fbem-26942	25	11	high	high	ADJ
fbem-26942	25	12	degree	degree	NOUN
fbem-26942	25	13	of	of	ADP
fbem-26942	25	14	complexity	complexity	NOUN
fbem-26942	25	15	and	and	CCONJ
fbem-26942	25	16	diversity	diversity	NOUN
fbem-26942	25	17	,	,	PUNCT
fbem-26942	25	18	which	which	PRON
fbem-26942	25	19	not	not	PART
fbem-26942	25	20	only	only	ADV
fbem-26942	25	21	need	need	VERB
fbem-26942	25	22	to	to	PART
fbem-26942	25	23	ensure	ensure	VERB
fbem-26942	25	24	that	that	SCONJ
fbem-26942	25	25	medicines	medicine	NOUN
fbem-26942	25	26	have	have	VERB
fbem-26942	25	27	the	the	DET
fbem-26942	25	28	optimal	optimal	ADJ
fbem-26942	25	29	quality	quality	NOUN
fbem-26942	25	30	and	and	CCONJ
fbem-26942	25	31	the	the	DET
fbem-26942	25	32	right	right	ADJ
fbem-26942	25	33	quantity	quantity	NOUN
fbem-26942	25	34	,	,	PUNCT
fbem-26942	25	35	but	but	CCONJ
fbem-26942	25	36	also	also	ADV
fbem-26942	25	37	need	need	VERB
fbem-26942	25	38	to	to	PART
fbem-26942	25	39	be	be	AUX
fbem-26942	25	40	provided	provide	VERB
fbem-26942	25	41	to	to	ADP
fbem-26942	25	42	customers	customer	NOUN
fbem-26942	25	43	in	in	ADP
fbem-26942	25	44	a	a	DET
fbem-26942	25	45	safe	safe	ADJ
fbem-26942	25	46	and	and	CCONJ
fbem-26942	25	47	efficient	efficient	ADJ
fbem-26942	25	48	operational	operational	ADJ
fbem-26942	25	49	system	system	NOUN
fbem-26942	25	50	.	.	PUNCT
fbem-26942	26	1	the	the	DET
fbem-26942	26	2	outbreak	outbreak	NOUN
fbem-26942	26	3	of	of	ADP
fbem-26942	26	4	covid-19	covid-19	PROPN
fbem-26942	26	5	in	in	ADP
fbem-26942	26	6	2019	2019	NUM
fbem-26942	26	7	has	have	AUX
fbem-26942	26	8	brought	bring	VERB
fbem-26942	26	9	to	to	PART
fbem-26942	26	10	light	light	VERB
fbem-26942	26	11	the	the	DET
fbem-26942	26	12	vulnerability	vulnerability	NOUN
fbem-26942	26	13	and	and	CCONJ
fbem-26942	26	14	uncertainty	uncertainty	NOUN
fbem-26942	26	15	of	of	ADP
fbem-26942	26	16	the	the	DET
fbem-26942	26	17	pharmaceutical	pharmaceutical	ADJ
fbem-26942	26	18	supply	supply	NOUN
fbem-26942	26	19	chain	chain	NOUN
fbem-26942	26	20	,	,	PUNCT
fbem-26942	26	21	and	and	CCONJ
fbem-26942	26	22	therefore	therefore	ADV
fbem-26942	26	23	risk	risk	NOUN
fbem-26942	26	24	management	management	NOUN
fbem-26942	26	25	throughout	throughout	ADP
fbem-26942	26	26	the	the	DET
fbem-26942	26	27	pharmaceutical	pharmaceutical	ADJ
fbem-26942	26	28	supply	supply	NOUN
fbem-26942	26	29	chain	chain	NOUN
fbem-26942	26	30	is	be	AUX
fbem-26942	26	31	crucial	crucial	ADJ
fbem-26942	26	32	,	,	PUNCT
fbem-26942	26	33	identifying	identifying	NOUN
fbem-26942	26	34	,	,	PUNCT
fbem-26942	26	35	modeling	modeling	NOUN
fbem-26942	26	36	,	,	PUNCT
fbem-26942	26	37	predicting	predict	VERB
fbem-26942	26	38	and	and	CCONJ
fbem-26942	26	39	making	make	VERB
fbem-26942	26	40	decisions	decision	NOUN
fbem-26942	26	41	on	on	ADP
fbem-26942	26	42	risky	risky	ADJ
fbem-26942	26	43	events	event	NOUN
fbem-26942	26	44	not	not	PART
fbem-26942	26	45	only	only	ADV
fbem-26942	26	46	improves	improve	VERB
fbem-26942	26	47	shareholders	shareholder	NOUN
fbem-26942	26	48	'	'	PART
fbem-26942	26	49	interests	interest	NOUN
fbem-26942	26	50	but	but	CCONJ
fbem-26942	26	51	also	also	ADV
fbem-26942	26	52	ensures	ensure	VERB
fbem-26942	26	53	the	the	DET
fbem-26942	26	54	safety	safety	NOUN
fbem-26942	26	55	of	of	ADP
fbem-26942	26	56	patients	patient	NOUN
fbem-26942	26	57	'	'	PART
fbem-26942	26	58	lives	life	NOUN
fbem-26942	27	1	[	[	X
fbem-26942	27	2	2	2	NUM
fbem-26942	27	3	]	]	PUNCT
fbem-26942	27	4	.	.	PUNCT
fbem-26942	28	1	in	in	ADP
fbem-26942	28	2	this	this	DET
fbem-26942	28	3	context	context	NOUN
fbem-26942	28	4	,	,	PUNCT
fbem-26942	28	5	the	the	DET
fbem-26942	28	6	pharmaceutical	pharmaceutical	ADJ
fbem-26942	28	7	supply	supply	NOUN
fbem-26942	28	8	chain	chain	NOUN
fbem-26942	28	9	needs	need	VERB
fbem-26942	28	10	to	to	PART
fbem-26942	28	11	be	be	AUX
fbem-26942	28	12	proactive	proactive	ADJ
fbem-26942	28	13	in	in	ADP
fbem-26942	28	14	finding	find	VERB
fbem-26942	28	15	solutions	solution	NOUN
fbem-26942	28	16	to	to	ADP
fbem-26942	28	17	unexpected	unexpected	ADJ
fbem-26942	28	18	disruptive	disruptive	ADJ
fbem-26942	28	19	risks	risk	NOUN
fbem-26942	28	20	.	.	PUNCT
fbem-26942	29	1	disruptive	disruptive	ADJ
fbem-26942	29	2	events	event	NOUN
fbem-26942	29	3	are	be	AUX
fbem-26942	29	4	sudden	sudden	ADJ
fbem-26942	29	5	and	and	CCONJ
fbem-26942	29	6	uncertain	uncertain	ADJ
fbem-26942	29	7	,	,	PUNCT
fbem-26942	29	8	such	such	ADJ
fbem-26942	29	9	as	as	ADP
fbem-26942	29	10	natural	natural	ADJ
fbem-26942	29	11	disasters	disaster	NOUN
fbem-26942	29	12	,	,	PUNCT
fbem-26942	29	13	social	social	ADJ
fbem-26942	29	14	factors	factor	NOUN
fbem-26942	29	15	and	and	CCONJ
fbem-26942	29	16	material	material	NOUN
fbem-26942	29	17	shortages	shortage	NOUN
fbem-26942	29	18	[	[	X
fbem-26942	29	19	3	3	NUM
fbem-26942	29	20	]	]	PUNCT
fbem-26942	29	21	.	.	PUNCT
fbem-26942	30	1	sudden	sudden	ADJ
fbem-26942	30	2	disruptions	disruption	NOUN
fbem-26942	30	3	can	can	AUX
fbem-26942	30	4	negatively	negatively	ADV
fbem-26942	30	5	affect	affect	VERB
fbem-26942	30	6	specific	specific	ADJ
fbem-26942	30	7	supply	supply	NOUN
fbem-26942	30	8	chain	chain	NOUN
fbem-26942	30	9	nodes	node	NOUN
fbem-26942	30	10	and	and	CCONJ
fbem-26942	30	11	are	be	AUX
fbem-26942	30	12	not	not	PART
fbem-26942	30	13	limited	limit	VERB
fbem-26942	30	14	to	to	ADP
fbem-26942	30	15	a	a	DET
fbem-26942	30	16	specific	specific	ADJ
fbem-26942	30	17	area	area	NOUN
fbem-26942	30	18	of	of	ADP
fbem-26942	30	19	occurrence	occurrence	NOUN
fbem-26942	30	20	but	but	CCONJ
fbem-26942	30	21	are	be	AUX
fbem-26942	30	22	propagated	propagate	VERB
fbem-26942	30	23	and	and	CCONJ
fbem-26942	30	24	spread	spread	VERB
fbem-26942	30	25	to	to	ADP
fbem-26942	30	26	other	other	ADJ
fbem-26942	30	27	parts	part	NOUN
fbem-26942	30	28	of	of	ADP
fbem-26942	30	29	the	the	DET
fbem-26942	30	30	supply	supply	NOUN
fbem-26942	30	31	chain	chain	NOUN
fbem-26942	30	32	creating	create	VERB
fbem-26942	30	33	a	a	DET
fbem-26942	30	34	ripple	ripple	ADJ
fbem-26942	30	35	effect	effect	NOUN
fbem-26942	30	36	[	[	X
fbem-26942	30	37	4	4	NUM
fbem-26942	30	38	]	]	PUNCT
fbem-26942	30	39	.	.	PUNCT
fbem-26942	31	1	this	this	PRON
fbem-26942	31	2	shows	show	VERB
fbem-26942	31	3	that	that	SCONJ
fbem-26942	31	4	the	the	DET
fbem-26942	31	5	impact	impact	NOUN
fbem-26942	31	6	of	of	ADP
fbem-26942	31	7	ripple	ripple	ADJ
fbem-26942	31	8	effect	effect	NOUN
fbem-26942	31	9	is	be	AUX
fbem-26942	31	10	huge	huge	ADJ
fbem-26942	31	11	and	and	CCONJ
fbem-26942	31	12	continuous	continuous	ADJ
fbem-26942	31	13	,	,	PUNCT
fbem-26942	31	14	which	which	PRON
fbem-26942	31	15	will	will	AUX
fbem-26942	31	16	cause	cause	VERB
fbem-26942	31	17	a	a	DET
fbem-26942	31	18	series	series	NOUN
fbem-26942	31	19	of	of	ADP
fbem-26942	31	20	risks	risk	NOUN
fbem-26942	31	21	and	and	CCONJ
fbem-26942	31	22	make	make	VERB
fbem-26942	31	23	risk	risk	NOUN
fbem-26942	31	24	management	management	NOUN
fbem-26942	31	25	in	in	ADP
fbem-26942	31	26	the	the	DET
fbem-26942	31	27	supply	supply	NOUN
fbem-26942	31	28	chain	chain	VERB
fbem-26942	31	29	more	more	ADV
fbem-26942	31	30	difficult	difficult	ADJ
fbem-26942	31	31	.	.	PUNCT
fbem-26942	32	1	therefore	therefore	ADV
fbem-26942	32	2	,	,	PUNCT
fbem-26942	32	3	it	it	PRON
fbem-26942	32	4	is	be	AUX
fbem-26942	32	5	particularly	particularly	ADV
fbem-26942	32	6	important	important	ADJ
fbem-26942	32	7	to	to	PART
fbem-26942	32	8	conduct	conduct	VERB
fbem-26942	32	9	in	in	ADP
fbem-26942	32	10	-	-	PUNCT
fbem-26942	32	11	depth	depth	NOUN
fbem-26942	32	12	research	research	NOUN
fbem-26942	32	13	and	and	CCONJ
fbem-26942	32	14	find	find	VERB
fbem-26942	32	15	new	new	ADJ
fbem-26942	32	16	methods	method	NOUN
fbem-26942	32	17	to	to	PART
fbem-26942	32	18	solve	solve	VERB
fbem-26942	32	19	the	the	DET
fbem-26942	32	20	ripple	ripple	ADJ
fbem-26942	32	21	effect	effect	NOUN
fbem-26942	32	22	in	in	ADP
fbem-26942	32	23	the	the	DET
fbem-26942	32	24	pharmaceutical	pharmaceutical	ADJ
fbem-26942	32	25	supply	supply	NOUN
fbem-26942	32	26	chain	chain	NOUN
fbem-26942	32	27	.	.	PUNCT
fbem-26942	33	1	nowadays	nowadays	ADV
fbem-26942	33	2	,	,	PUNCT
fbem-26942	33	3	the	the	DET
fbem-26942	33	4	more	more	ADV
fbem-26942	33	5	commonly	commonly	ADV
fbem-26942	33	6	used	use	VERB
fbem-26942	33	7	risk	risk	NOUN
fbem-26942	33	8	management	management	NOUN
fbem-26942	33	9	method	method	NOUN
fbem-26942	33	10	is	be	AUX
fbem-26942	33	11	enterprise	enterprise	NOUN
fbem-26942	33	12	resource	resource	NOUN
fbem-26942	33	13	planning	planning	NOUN
fbem-26942	33	14	(	(	PUNCT
fbem-26942	33	15	erp	erp	NOUN
fbem-26942	33	16	)	)	PUNCT
fbem-26942	33	17	system	system	NOUN
fbem-26942	33	18	,	,	PUNCT
fbem-26942	33	19	which	which	PRON
fbem-26942	33	20	realizes	realize	VERB
fbem-26942	33	21	information	information	NOUN
fbem-26942	33	22	sharing	sharing	NOUN
fbem-26942	33	23	within	within	ADP
fbem-26942	33	24	the	the	DET
fbem-26942	33	25	enterprise	enterprise	NOUN
fbem-26942	33	26	and	and	CCONJ
fbem-26942	33	27	can	can	AUX
fbem-26942	33	28	help	help	VERB
fbem-26942	33	29	the	the	DET
fbem-26942	33	30	enterprise	enterprise	NOUN
fbem-26942	33	31	to	to	PART
fbem-26942	33	32	optimize	optimize	VERB
fbem-26942	33	33	and	and	CCONJ
fbem-26942	33	34	manage	manage	VERB
fbem-26942	33	35	the	the	DET
fbem-26942	33	36	inventory	inventory	NOUN
fbem-26942	33	37	,	,	PUNCT
fbem-26942	33	38	but	but	CCONJ
fbem-26942	33	39	the	the	DET
fbem-26942	33	40	erp	erp	NOUN
fbem-26942	33	41	system	system	NOUN
fbem-26942	33	42	has	have	VERB
fbem-26942	33	43	limitations	limitation	NOUN
fbem-26942	33	44	in	in	ADP
fbem-26942	33	45	dealing	deal	VERB
fbem-26942	33	46	with	with	ADP
fbem-26942	33	47	sudden	sudden	ADJ
fbem-26942	33	48	supply	supply	NOUN
fbem-26942	33	49	chain	chain	NOUN
fbem-26942	33	50	disruptions	disruption	NOUN
fbem-26942	33	51	,	,	PUNCT
fbem-26942	33	52	and	and	CCONJ
fbem-26942	33	53	it	it	PRON
fbem-26942	33	54	can	can	AUX
fbem-26942	33	55	not	not	PART
fbem-26942	33	56	predict	predict	VERB
fbem-26942	33	57	and	and	CCONJ
fbem-26942	33	58	simulate	simulate	VERB
fbem-26942	33	59	the	the	DET
fbem-26942	33	60	whole	whole	ADJ
fbem-26942	33	61	process	process	NOUN
fbem-26942	33	62	of	of	ADP
fbem-26942	33	63	the	the	DET
fbem-26942	33	64	supply	supply	NOUN
fbem-26942	33	65	chain	chain	NOUN
fbem-26942	33	66	,	,	PUNCT
fbem-26942	33	67	and	and	CCONJ
fbem-26942	33	68	lacks	lack	VERB
fbem-26942	33	69	the	the	DET
fbem-26942	33	70	agility	agility	NOUN
fbem-26942	33	71	of	of	ADP
fbem-26942	33	72	rapid	rapid	ADJ
fbem-26942	33	73	decision	decision	NOUN
fbem-26942	33	74	-	-	PUNCT
fbem-26942	33	75	making	making	NOUN
fbem-26942	33	76	and	and	CCONJ
fbem-26942	33	77	proactive	proactive	ADJ
fbem-26942	33	78	analysis	analysis	NOUN
fbem-26942	33	79	.	.	PUNCT
fbem-26942	34	1	with	with	ADP
fbem-26942	34	2	the	the	DET
fbem-26942	34	3	rise	rise	NOUN
fbem-26942	34	4	of	of	ADP
fbem-26942	34	5	339	339	NUM
fbem-26942	34	6	industry	industry	NOUN
fbem-26942	34	7	4.0	4.0	NUM
fbem-26942	34	8	and	and	CCONJ
fbem-26942	34	9	the	the	DET
fbem-26942	34	10	internet	internet	NOUN
fbem-26942	34	11	of	of	ADP
fbem-26942	34	12	things	thing	NOUN
fbem-26942	34	13	(	(	PUNCT
fbem-26942	34	14	iot	iot	NOUN
fbem-26942	34	15	)	)	PUNCT
fbem-26942	34	16	,	,	PUNCT
fbem-26942	34	17	digital	digital	ADJ
fbem-26942	34	18	technologies	technology	NOUN
fbem-26942	34	19	are	be	AUX
fbem-26942	34	20	beginning	begin	VERB
fbem-26942	34	21	to	to	PART
fbem-26942	34	22	be	be	AUX
fbem-26942	34	23	gradually	gradually	ADV
fbem-26942	34	24	used	use	VERB
fbem-26942	34	25	in	in	ADP
fbem-26942	34	26	supply	supply	NOUN
fbem-26942	34	27	chain	chain	NOUN
fbem-26942	34	28	risk	risk	NOUN
fbem-26942	34	29	management	management	NOUN
fbem-26942	34	30	.	.	PUNCT
fbem-26942	35	1	digital	digital	ADJ
fbem-26942	35	2	twin	twin	NOUN
fbem-26942	35	3	(	(	PUNCT
fbem-26942	35	4	dt	dt	NOUN
fbem-26942	35	5	)	)	PUNCT
fbem-26942	35	6	technology	technology	NOUN
fbem-26942	35	7	can	can	AUX
fbem-26942	35	8	provide	provide	VERB
fbem-26942	35	9	a	a	DET
fbem-26942	35	10	similar	similar	ADJ
fbem-26942	35	11	computer	computer	NOUN
fbem-26942	35	12	simulation	simulation	NOUN
fbem-26942	35	13	model	model	NOUN
fbem-26942	35	14	of	of	ADP
fbem-26942	35	15	the	the	DET
fbem-26942	35	16	actual	actual	ADJ
fbem-26942	35	17	supply	supply	NOUN
fbem-26942	35	18	chain	chain	NOUN
fbem-26942	35	19	,	,	PUNCT
fbem-26942	35	20	and	and	CCONJ
fbem-26942	35	21	the	the	DET
fbem-26942	35	22	physical	physical	ADJ
fbem-26942	35	23	assets	asset	NOUN
fbem-26942	35	24	and	and	CCONJ
fbem-26942	35	25	the	the	DET
fbem-26942	35	26	virtual	virtual	ADJ
fbem-26942	35	27	model	model	NOUN
fbem-26942	35	28	can	can	AUX
fbem-26942	35	29	be	be	AUX
fbem-26942	35	30	bi	bi	ADJ
fbem-26942	35	31	-	-	ADJ
fbem-26942	35	32	directionally	directionally	ADV
fbem-26942	35	33	connected	connect	VERB
fbem-26942	35	34	to	to	ADP
fbem-26942	35	35	each	each	DET
fbem-26942	35	36	other	other	ADJ
fbem-26942	35	37	,	,	PUNCT
fbem-26942	35	38	which	which	PRON
fbem-26942	35	39	enables	enable	VERB
fbem-26942	35	40	continuous	continuous	ADJ
fbem-26942	35	41	communication	communication	NOUN
fbem-26942	35	42	and	and	CCONJ
fbem-26942	35	43	information	information	NOUN
fbem-26942	35	44	interaction	interaction	NOUN
fbem-26942	35	45	between	between	ADP
fbem-26942	35	46	the	the	DET
fbem-26942	35	47	two	two	NUM
fbem-26942	35	48	[	[	X
fbem-26942	35	49	5	5	NUM
fbem-26942	35	50	]	]	PUNCT
fbem-26942	35	51	.	.	PUNCT
fbem-26942	36	1	dt	dt	PROPN
fbem-26942	36	2	systematically	systematically	ADV
fbem-26942	36	3	quantitatively	quantitatively	ADV
fbem-26942	36	4	analyzes	analyze	VERB
fbem-26942	36	5	supply	supply	NOUN
fbem-26942	36	6	chain	chain	NOUN
fbem-26942	36	7	assets	asset	NOUN
fbem-26942	36	8	to	to	PART
fbem-26942	36	9	simulate	simulate	VERB
fbem-26942	36	10	and	and	CCONJ
fbem-26942	36	11	predict	predict	VERB
fbem-26942	36	12	supply	supply	NOUN
fbem-26942	36	13	chain	chain	NOUN
fbem-26942	36	14	behavior	behavior	NOUN
fbem-26942	36	15	and	and	CCONJ
fbem-26942	36	16	dynamics	dynamic	NOUN
fbem-26942	36	17	,	,	PUNCT
fbem-26942	36	18	and	and	CCONJ
fbem-26942	36	19	to	to	PART
fbem-26942	36	20	make	make	VERB
fbem-26942	36	21	shortor	shortor	NOUN
fbem-26942	36	22	mediumterm	mediumterm	NOUN
fbem-26942	36	23	decisions	decision	NOUN
fbem-26942	36	24	[	[	X
fbem-26942	36	25	6	6	NUM
fbem-26942	36	26	]	]	PUNCT
fbem-26942	36	27	.	.	PUNCT
fbem-26942	37	1	however	however	ADV
fbem-26942	37	2	,	,	PUNCT
fbem-26942	37	3	digital	digital	ADJ
fbem-26942	37	4	twin	twin	ADJ
fbem-26942	37	5	technology	technology	NOUN
fbem-26942	37	6	has	have	AUX
fbem-26942	37	7	not	not	PART
fbem-26942	37	8	yet	yet	ADV
fbem-26942	37	9	been	be	AUX
fbem-26942	37	10	extensively	extensively	ADV
fbem-26942	37	11	used	use	VERB
fbem-26942	37	12	in	in	ADP
fbem-26942	37	13	risk	risk	NOUN
fbem-26942	37	14	management	management	NOUN
fbem-26942	37	15	in	in	ADP
fbem-26942	37	16	pharmaceutical	pharmaceutical	ADJ
fbem-26942	37	17	supply	supply	NOUN
fbem-26942	37	18	chains	chain	NOUN
fbem-26942	37	19	and	and	CCONJ
fbem-26942	37	20	is	be	AUX
fbem-26942	37	21	in	in	ADP
fbem-26942	37	22	the	the	DET
fbem-26942	37	23	research	research	NOUN
fbem-26942	37	24	phase	phase	NOUN
fbem-26942	37	25	but	but	CCONJ
fbem-26942	37	26	is	be	AUX
fbem-26942	37	27	receiving	receive	VERB
fbem-26942	37	28	increasing	increase	VERB
fbem-26942	37	29	attention	attention	NOUN
fbem-26942	37	30	from	from	ADP
fbem-26942	37	31	relevant	relevant	ADJ
fbem-26942	37	32	scholars	scholar	NOUN
fbem-26942	37	33	.	.	PUNCT
fbem-26942	38	1	in	in	ADP
fbem-26942	38	2	addition	addition	NOUN
fbem-26942	38	3	,	,	PUNCT
fbem-26942	38	4	there	there	PRON
fbem-26942	38	5	are	be	VERB
fbem-26942	38	6	fewer	few	ADJ
fbem-26942	38	7	works	work	NOUN
fbem-26942	38	8	on	on	ADP
fbem-26942	38	9	disruption	disruption	NOUN
fbem-26942	38	10	risk	risk	NOUN
fbem-26942	38	11	management	management	NOUN
fbem-26942	38	12	in	in	ADP
fbem-26942	38	13	pharmaceutical	pharmaceutical	ADJ
fbem-26942	38	14	supply	supply	NOUN
fbem-26942	38	15	chains	chain	NOUN
fbem-26942	38	16	,	,	PUNCT
fbem-26942	38	17	and	and	CCONJ
fbem-26942	38	18	this	this	DET
fbem-26942	38	19	study	study	NOUN
fbem-26942	38	20	is	be	AUX
fbem-26942	38	21	the	the	DET
fbem-26942	38	22	first	first	ADJ
fbem-26942	38	23	attempt	attempt	NOUN
fbem-26942	38	24	to	to	PART
fbem-26942	38	25	use	use	VERB
fbem-26942	38	26	digital	digital	ADJ
fbem-26942	38	27	twin	twin	ADJ
fbem-26942	38	28	technology	technology	NOUN
fbem-26942	38	29	in	in	ADP
fbem-26942	38	30	disruption	disruption	NOUN
fbem-26942	38	31	risk	risk	NOUN
fbem-26942	38	32	management	management	NOUN
fbem-26942	38	33	in	in	ADP
fbem-26942	38	34	pharmaceutical	pharmaceutical	ADJ
fbem-26942	38	35	supply	supply	NOUN
fbem-26942	38	36	chains	chain	NOUN
fbem-26942	38	37	and	and	CCONJ
fbem-26942	38	38	to	to	PART
fbem-26942	38	39	analyze	analyze	VERB
fbem-26942	38	40	the	the	DET
fbem-26942	38	41	effectiveness	effectiveness	NOUN
fbem-26942	38	42	of	of	ADP
fbem-26942	38	43	digital	digital	ADJ
fbem-26942	38	44	twin	twin	ADJ
fbem-26942	38	45	technology	technology	NOUN
fbem-26942	38	46	on	on	ADP
fbem-26942	38	47	the	the	DET
fbem-26942	38	48	ripple	ripple	ADJ
fbem-26942	38	49	effect	effect	NOUN
fbem-26942	38	50	by	by	ADP
fbem-26942	38	51	modeling	modeling	NOUN
fbem-26942	38	52	.	.	PUNCT
fbem-26942	39	1	the	the	DET
fbem-26942	39	2	objective	objective	NOUN
fbem-26942	39	3	of	of	ADP
fbem-26942	39	4	this	this	DET
fbem-26942	39	5	study	study	NOUN
fbem-26942	39	6	is	be	AUX
fbem-26942	39	7	to	to	PART
fbem-26942	39	8	utilize	utilize	VERB
fbem-26942	39	9	digital	digital	ADJ
fbem-26942	39	10	twin	twin	ADJ
fbem-26942	39	11	technology	technology	NOUN
fbem-26942	39	12	in	in	ADP
fbem-26942	39	13	pharmaceutical	pharmaceutical	ADJ
fbem-26942	39	14	supply	supply	NOUN
fbem-26942	39	15	chain	chain	NOUN
fbem-26942	39	16	to	to	PART
fbem-26942	39	17	reduce	reduce	VERB
fbem-26942	39	18	the	the	DET
fbem-26942	39	19	impact	impact	NOUN
fbem-26942	39	20	of	of	ADP
fbem-26942	39	21	bullwhip	bullwhip	NOUN
fbem-26942	39	22	effect	effect	NOUN
fbem-26942	39	23	on	on	ADP
fbem-26942	39	24	pharmaceutical	pharmaceutical	ADJ
fbem-26942	39	25	supply	supply	NOUN
fbem-26942	39	26	chain	chain	NOUN
fbem-26942	39	27	by	by	ADP
fbem-26942	39	28	improving	improve	VERB
fbem-26942	39	29	the	the	DET
fbem-26942	39	30	agility	agility	NOUN
fbem-26942	39	31	of	of	ADP
fbem-26942	39	32	supply	supply	NOUN
fbem-26942	39	33	chain	chain	NOUN
fbem-26942	39	34	.	.	PUNCT
fbem-26942	40	1	in	in	ADP
fbem-26942	40	2	this	this	DET
fbem-26942	40	3	paper	paper	NOUN
fbem-26942	40	4	,	,	PUNCT
fbem-26942	40	5	we	we	PRON
fbem-26942	40	6	use	use	VERB
fbem-26942	40	7	anylogistix	anylogistix	NOUN
fbem-26942	40	8	platform	platform	NOUN
fbem-26942	40	9	to	to	PART
fbem-26942	40	10	build	build	VERB
fbem-26942	40	11	a	a	DET
fbem-26942	40	12	model	model	NOUN
fbem-26942	40	13	and	and	CCONJ
fbem-26942	40	14	quantitatively	quantitatively	ADV
fbem-26942	40	15	analyze	analyze	VERB
fbem-26942	40	16	specific	specific	ADJ
fbem-26942	40	17	cases	case	NOUN
fbem-26942	40	18	to	to	PART
fbem-26942	40	19	prove	prove	VERB
fbem-26942	40	20	that	that	SCONJ
fbem-26942	40	21	digital	digital	ADJ
fbem-26942	40	22	twin	twin	ADJ
fbem-26942	40	23	technology	technology	NOUN
fbem-26942	40	24	can	can	AUX
fbem-26942	40	25	improve	improve	VERB
fbem-26942	40	26	supply	supply	NOUN
fbem-26942	40	27	chain	chain	NOUN
fbem-26942	40	28	agility	agility	NOUN
fbem-26942	40	29	and	and	CCONJ
fbem-26942	40	30	effectively	effectively	ADV
fbem-26942	40	31	deal	deal	VERB
fbem-26942	40	32	with	with	ADP
fbem-26942	40	33	the	the	DET
fbem-26942	40	34	ripple	ripple	ADJ
fbem-26942	40	35	effect	effect	NOUN
fbem-26942	40	36	by	by	ADP
fbem-26942	40	37	analyzing	analyze	VERB
fbem-26942	40	38	the	the	DET
fbem-26942	40	39	kpis	kpis	PROPN
fbem-26942	40	40	in	in	ADP
fbem-26942	40	41	different	different	ADJ
fbem-26942	40	42	scenarios	scenario	NOUN
fbem-26942	40	43	.	.	PUNCT
fbem-26942	41	1	this	this	DET
fbem-26942	41	2	paper	paper	NOUN
fbem-26942	41	3	will	will	AUX
fbem-26942	41	4	demonstrate	demonstrate	VERB
fbem-26942	41	5	both	both	PRON
fbem-26942	41	6	qualitatively	qualitatively	ADV
fbem-26942	41	7	and	and	CCONJ
fbem-26942	41	8	quantitatively	quantitatively	ADV
fbem-26942	41	9	that	that	SCONJ
fbem-26942	41	10	digital	digital	ADJ
fbem-26942	41	11	twin	twin	ADJ
fbem-26942	41	12	technology	technology	NOUN
fbem-26942	41	13	can	can	AUX
fbem-26942	41	14	improve	improve	VERB
fbem-26942	41	15	the	the	DET
fbem-26942	41	16	agility	agility	NOUN
fbem-26942	41	17	of	of	ADP
fbem-26942	41	18	pharmaceutical	pharmaceutical	NOUN
fbem-26942	41	19	supply	supply	NOUN
fbem-26942	41	20	chain	chain	NOUN
fbem-26942	41	21	and	and	CCONJ
fbem-26942	41	22	effectively	effectively	ADV
fbem-26942	41	23	deal	deal	VERB
fbem-26942	41	24	with	with	ADP
fbem-26942	41	25	the	the	DET
fbem-26942	41	26	ripple	ripple	ADJ
fbem-26942	41	27	effect	effect	NOUN
fbem-26942	41	28	.	.	PUNCT
fbem-26942	42	1	the	the	DET
fbem-26942	42	2	literature	literature	PROPN
fbem-26942	42	3	review	review	NOUN
fbem-26942	42	4	section	section	NOUN
fbem-26942	42	5	briefly	briefly	NOUN
fbem-26942	42	6	reviews	review	VERB
fbem-26942	42	7	the	the	DET
fbem-26942	42	8	current	current	ADJ
fbem-26942	42	9	state	state	NOUN
fbem-26942	42	10	of	of	ADP
fbem-26942	42	11	research	research	NOUN
fbem-26942	42	12	on	on	ADP
fbem-26942	42	13	the	the	DET
fbem-26942	42	14	ripple	ripple	ADJ
fbem-26942	42	15	effect	effect	NOUN
fbem-26942	42	16	,	,	PUNCT
fbem-26942	42	17	digital	digital	ADJ
fbem-26942	42	18	twin	twin	ADJ
fbem-26942	42	19	technology	technology	NOUN
fbem-26942	42	20	,	,	PUNCT
fbem-26942	42	21	agility	agility	NOUN
fbem-26942	42	22	,	,	PUNCT
fbem-26942	42	23	and	and	CCONJ
fbem-26942	42	24	pharmaceutical	pharmaceutical	NOUN
fbem-26942	42	25	supply	supply	NOUN
fbem-26942	42	26	chain	chain	NOUN
fbem-26942	42	27	,	,	PUNCT
fbem-26942	42	28	followed	follow	VERB
fbem-26942	42	29	by	by	ADP
fbem-26942	42	30	demonstrating	demonstrate	VERB
fbem-26942	42	31	the	the	DET
fbem-26942	42	32	theoretical	theoretical	ADJ
fbem-26942	42	33	feasibility	feasibility	NOUN
fbem-26942	42	34	of	of	ADP
fbem-26942	42	35	this	this	DET
fbem-26942	42	36	experiment	experiment	NOUN
fbem-26942	42	37	based	base	VERB
fbem-26942	42	38	on	on	ADP
fbem-26942	42	39	the	the	DET
fbem-26942	42	40	existing	exist	VERB
fbem-26942	42	41	literature	literature	NOUN
fbem-26942	42	42	and	and	CCONJ
fbem-26942	42	43	pointing	point	VERB
fbem-26942	42	44	out	out	ADP
fbem-26942	42	45	the	the	DET
fbem-26942	42	46	shortcomings	shortcoming	NOUN
fbem-26942	42	47	of	of	ADP
fbem-26942	42	48	the	the	DET
fbem-26942	42	49	current	current	ADJ
fbem-26942	42	50	research	research	NOUN
fbem-26942	42	51	.	.	PUNCT
fbem-26942	43	1	methodology	methodology	NOUN
fbem-26942	43	2	describes	describe	VERB
fbem-26942	43	3	the	the	DET
fbem-26942	43	4	model	model	NOUN
fbem-26942	43	5	design	design	NOUN
fbem-26942	43	6	and	and	CCONJ
fbem-26942	43	7	the	the	DET
fbem-26942	43	8	experimental	experimental	ADJ
fbem-26942	43	9	design	design	NOUN
fbem-26942	43	10	and	and	CCONJ
fbem-26942	43	11	explains	explain	VERB
fbem-26942	43	12	the	the	DET
fbem-26942	43	13	data	datum	NOUN
fbem-26942	43	14	sources	source	NOUN
fbem-26942	43	15	and	and	CCONJ
fbem-26942	43	16	hypotheses	hypothesis	NOUN
fbem-26942	43	17	.	.	PUNCT
fbem-26942	44	1	in	in	ADP
fbem-26942	44	2	addition	addition	NOUN
fbem-26942	44	3	,	,	PUNCT
fbem-26942	44	4	the	the	DET
fbem-26942	44	5	paper	paper	NOUN
fbem-26942	44	6	focuses	focus	VERB
fbem-26942	44	7	on	on	ADP
fbem-26942	44	8	inputting	inputte	VERB
fbem-26942	44	9	specific	specific	ADJ
fbem-26942	44	10	cases	case	NOUN
fbem-26942	44	11	and	and	CCONJ
fbem-26942	44	12	proving	prove	VERB
fbem-26942	44	13	the	the	DET
fbem-26942	44	14	points	point	NOUN
fbem-26942	44	15	by	by	ADP
fbem-26942	44	16	analyzing	analyze	VERB
fbem-26942	44	17	the	the	DET
fbem-26942	44	18	results	result	NOUN
fbem-26942	44	19	of	of	ADP
fbem-26942	44	20	experimental	experimental	ADJ
fbem-26942	44	21	simulations	simulation	NOUN
fbem-26942	44	22	.	.	PUNCT
fbem-26942	45	1	the	the	DET
fbem-26942	45	2	discussion	discussion	NOUN
fbem-26942	45	3	section	section	NOUN
fbem-26942	45	4	presents	present	VERB
fbem-26942	45	5	the	the	DET
fbem-26942	45	6	main	main	ADJ
fbem-26942	45	7	insights	insight	NOUN
fbem-26942	45	8	and	and	CCONJ
fbem-26942	45	9	research	research	NOUN
fbem-26942	45	10	shortcomings	shortcoming	NOUN
fbem-26942	45	11	of	of	ADP
fbem-26942	45	12	this	this	DET
fbem-26942	45	13	paper	paper	NOUN
fbem-26942	45	14	and	and	CCONJ
fbem-26942	45	15	concludes	conclude	VERB
fbem-26942	45	16	with	with	ADP
fbem-26942	45	17	an	an	DET
fbem-26942	45	18	indepth	indepth	ADJ
fbem-26942	45	19	discussion	discussion	NOUN
fbem-26942	45	20	of	of	ADP
fbem-26942	45	21	future	future	ADJ
fbem-26942	45	22	research	research	NOUN
fbem-26942	45	23	.	.	PUNCT
fbem-26942	46	1	2	2	X
fbem-26942	46	2	.	.	X
fbem-26942	46	3	literature	literature	NOUN
fbem-26942	46	4	review	review	VERB
fbem-26942	46	5	2.1	2.1	NUM
fbem-26942	46	6	.	.	PUNCT
fbem-26942	47	1	twin	twin	ADJ
fbem-26942	47	2	model	model	NOUN
fbem-26942	47	3	based	base	VERB
fbem-26942	47	4	on	on	ADP
fbem-26942	47	5	digital	digital	ADJ
fbem-26942	47	6	technology	technology	NOUN
fbem-26942	47	7	the	the	DET
fbem-26942	47	8	concept	concept	NOUN
fbem-26942	47	9	of	of	ADP
fbem-26942	47	10	industry	industry	NOUN
fbem-26942	47	11	4.0	4.0	NUM
fbem-26942	47	12	was	be	AUX
fbem-26942	47	13	first	first	ADV
fbem-26942	47	14	introduced	introduce	VERB
fbem-26942	47	15	by	by	ADP
fbem-26942	47	16	the	the	DET
fbem-26942	47	17	german	german	ADJ
fbem-26942	47	18	government	government	NOUN
fbem-26942	47	19	around	around	ADP
fbem-26942	47	20	2011	2011	NUM
fbem-26942	47	21	with	with	ADP
fbem-26942	47	22	the	the	DET
fbem-26942	47	23	aim	aim	NOUN
fbem-26942	47	24	of	of	ADP
fbem-26942	47	25	integrating	integrate	VERB
fbem-26942	47	26	advanced	advanced	ADJ
fbem-26942	47	27	digital	digital	ADJ
fbem-26942	47	28	technology	technology	NOUN
fbem-26942	47	29	frameworks	framework	NOUN
fbem-26942	47	30	into	into	ADP
fbem-26942	47	31	manufacturing	manufacturing	NOUN
fbem-26942	47	32	,	,	PUNCT
fbem-26942	47	33	logistics	logistic	NOUN
fbem-26942	47	34	,	,	PUNCT
fbem-26942	47	35	and	and	CCONJ
fbem-26942	47	36	supply	supply	NOUN
fbem-26942	47	37	chains	chain	NOUN
fbem-26942	47	38	to	to	PART
fbem-26942	47	39	achieve	achieve	VERB
fbem-26942	47	40	higher	high	ADJ
fbem-26942	47	41	levels	level	NOUN
fbem-26942	47	42	of	of	ADP
fbem-26942	47	43	automation	automation	NOUN
fbem-26942	47	44	and	and	CCONJ
fbem-26942	47	45	risk	risk	NOUN
fbem-26942	47	46	management	management	NOUN
fbem-26942	47	47	[	[	X
fbem-26942	47	48	7	7	NUM
fbem-26942	47	49	]	]	PUNCT
fbem-26942	47	50	.	.	PUNCT
fbem-26942	48	1	with	with	ADP
fbem-26942	48	2	the	the	DET
fbem-26942	48	3	development	development	NOUN
fbem-26942	48	4	of	of	ADP
fbem-26942	48	5	digital	digital	ADJ
fbem-26942	48	6	technology	technology	NOUN
fbem-26942	48	7	,	,	PUNCT
fbem-26942	48	8	it	it	PRON
fbem-26942	48	9	has	have	AUX
fbem-26942	48	10	become	become	VERB
fbem-26942	48	11	a	a	DET
fbem-26942	48	12	trend	trend	NOUN
fbem-26942	48	13	to	to	PART
fbem-26942	48	14	use	use	VERB
fbem-26942	48	15	digital	digital	ADJ
fbem-26942	48	16	twin	twin	ADJ
fbem-26942	48	17	technology	technology	NOUN
fbem-26942	48	18	into	into	ADP
fbem-26942	48	19	supply	supply	NOUN
fbem-26942	48	20	chains	chain	NOUN
fbem-26942	48	21	,	,	PUNCT
fbem-26942	48	22	i.e.	i.e.	X
fbem-26942	48	23	,	,	PUNCT
fbem-26942	48	24	transforming	transform	VERB
fbem-26942	48	25	physical	physical	ADJ
fbem-26942	48	26	models	model	NOUN
fbem-26942	48	27	of	of	ADP
fbem-26942	48	28	reality	reality	NOUN
fbem-26942	48	29	into	into	ADP
fbem-26942	48	30	computer	computer	NOUN
fbem-26942	48	31	models	model	NOUN
fbem-26942	48	32	[	[	X
fbem-26942	48	33	8	8	NUM
fbem-26942	48	34	]	]	PUNCT
fbem-26942	48	35	.	.	PUNCT
fbem-26942	49	1	digital	digital	ADJ
fbem-26942	49	2	twin	twin	ADJ
fbem-26942	49	3	technology	technology	NOUN
fbem-26942	49	4	was	be	AUX
fbem-26942	49	5	first	first	ADV
fbem-26942	49	6	proposed	propose	VERB
fbem-26942	49	7	by	by	ADP
fbem-26942	49	8	michael	michael	PROPN
fbem-26942	49	9	grieves	grieve	VERB
fbem-26942	49	10	in	in	ADP
fbem-26942	49	11	a	a	DET
fbem-26942	49	12	presentation	presentation	NOUN
fbem-26942	49	13	there	there	ADV
fbem-26942	49	14	on	on	ADP
fbem-26942	49	15	product	product	NOUN
fbem-26942	49	16	lifecycle	lifecycle	NOUN
fbem-26942	49	17	management	management	NOUN
fbem-26942	49	18	and	and	CCONJ
fbem-26942	49	19	was	be	AUX
fbem-26942	49	20	described	describe	VERB
fbem-26942	49	21	as	as	ADP
fbem-26942	49	22	a	a	DET
fbem-26942	49	23	framework	framework	NOUN
fbem-26942	49	24	of	of	ADP
fbem-26942	49	25	digital	digital	ADJ
fbem-26942	49	26	information	information	NOUN
fbem-26942	49	27	connected	connect	VERB
fbem-26942	49	28	to	to	ADP
fbem-26942	49	29	physical	physical	ADJ
fbem-26942	49	30	systems	system	NOUN
fbem-26942	49	31	[	[	X
fbem-26942	49	32	9	9	NUM
fbem-26942	49	33	]	]	PUNCT
fbem-26942	49	34	.	.	PUNCT
fbem-26942	50	1	with	with	ADP
fbem-26942	50	2	the	the	DET
fbem-26942	50	3	definition	definition	NOUN
fbem-26942	50	4	,	,	PUNCT
fbem-26942	50	5	attempts	attempt	NOUN
fbem-26942	50	6	were	be	AUX
fbem-26942	50	7	made	make	VERB
fbem-26942	50	8	to	to	PART
fbem-26942	50	9	explain	explain	VERB
fbem-26942	50	10	the	the	DET
fbem-26942	50	11	concept	concept	NOUN
fbem-26942	50	12	of	of	ADP
fbem-26942	50	13	digital	digital	ADJ
fbem-26942	50	14	twin	twin	ADJ
fbem-26942	50	15	technology	technology	NOUN
fbem-26942	50	16	,	,	PUNCT
fbem-26942	50	17	glaessgen	glaessgen	PROPN
fbem-26942	50	18	e	e	PROPN
fbem-26942	50	19	argued	argue	VERB
fbem-26942	50	20	that	that	SCONJ
fbem-26942	50	21	digital	digital	ADJ
fbem-26942	50	22	twin	twin	ADJ
fbem-26942	50	23	technology	technology	NOUN
fbem-26942	50	24	can	can	AUX
fbem-26942	50	25	reflect	reflect	VERB
fbem-26942	50	26	and	and	CCONJ
fbem-26942	50	27	predict	predict	VERB
fbem-26942	50	28	the	the	DET
fbem-26942	50	29	life	life	NOUN
fbem-26942	50	30	cycle	cycle	NOUN
fbem-26942	50	31	of	of	ADP
fbem-26942	50	32	a	a	DET
fbem-26942	50	33	twin	twin	ADJ
fbem-26942	50	34	product	product	NOUN
fbem-26942	50	35	using	use	VERB
fbem-26942	50	36	effective	effective	ADJ
fbem-26942	50	37	and	and	CCONJ
fbem-26942	50	38	complete	complete	ADJ
fbem-26942	50	39	data	datum	NOUN
fbem-26942	50	40	,	,	PUNCT
fbem-26942	50	41	sensors	sensor	NOUN
fbem-26942	50	42	,	,	PUNCT
fbem-26942	50	43	and	and	CCONJ
fbem-26942	50	44	models	model	NOUN
fbem-26942	50	45	[	[	X
fbem-26942	50	46	10	10	NUM
fbem-26942	50	47	]	]	PUNCT
fbem-26942	50	48	.	.	PUNCT
fbem-26942	51	1	the	the	DET
fbem-26942	51	2	complete	complete	ADJ
fbem-26942	51	3	twin	twin	ADJ
fbem-26942	51	4	technology	technology	NOUN
fbem-26942	51	5	framework	framework	NOUN
fbem-26942	51	6	consists	consist	VERB
fbem-26942	51	7	of	of	ADP
fbem-26942	51	8	six	six	NUM
fbem-26942	51	9	layers	layer	NOUN
fbem-26942	51	10	of	of	ADP
fbem-26942	51	11	framework	framework	NOUN
fbem-26942	51	12	,	,	PUNCT
fbem-26942	51	13	the	the	DET
fbem-26942	51	14	first	first	ADJ
fbem-26942	51	15	layer	layer	NOUN
fbem-26942	51	16	is	be	AUX
fbem-26942	51	17	the	the	DET
fbem-26942	51	18	physical	physical	ADJ
fbem-26942	51	19	twin	twin	NOUN
fbem-26942	51	20	supported	support	VERB
fbem-26942	51	21	by	by	ADP
fbem-26942	51	22	rfid	rfid	ADJ
fbem-26942	51	23	technology	technology	NOUN
fbem-26942	51	24	,	,	PUNCT
fbem-26942	51	25	internet	internet	NOUN
fbem-26942	51	26	of	of	ADP
fbem-26942	51	27	things	thing	NOUN
fbem-26942	51	28	(	(	PUNCT
fbem-26942	51	29	iot	iot	NOUN
fbem-26942	51	30	)	)	PUNCT
fbem-26942	51	31	sensors	sensor	NOUN
fbem-26942	51	32	and	and	CCONJ
fbem-26942	51	33	gps	gps	PROPN
fbem-26942	51	34	devices	device	NOUN
fbem-26942	51	35	that	that	PRON
fbem-26942	51	36	are	be	AUX
fbem-26942	51	37	responsible	responsible	ADJ
fbem-26942	51	38	for	for	ADP
fbem-26942	51	39	reading	read	VERB
fbem-26942	51	40	and	and	CCONJ
fbem-26942	51	41	collecting	collect	VERB
fbem-26942	51	42	real	real	ADJ
fbem-26942	51	43	-	-	PUNCT
fbem-26942	51	44	time	time	NOUN
fbem-26942	51	45	data	datum	NOUN
fbem-26942	51	46	.	.	PUNCT
fbem-26942	52	1	the	the	DET
fbem-26942	52	2	second	second	ADJ
fbem-26942	52	3	layer	layer	NOUN
fbem-26942	52	4	is	be	AUX
fbem-26942	52	5	a	a	DET
fbem-26942	52	6	local	local	ADJ
fbem-26942	52	7	data	data	NOUN
fbem-26942	52	8	source	source	NOUN
fbem-26942	52	9	for	for	ADP
fbem-26942	52	10	uploading	upload	VERB
fbem-26942	52	11	information	information	NOUN
fbem-26942	52	12	,	,	PUNCT
fbem-26942	52	13	followed	follow	VERB
fbem-26942	52	14	by	by	ADP
fbem-26942	52	15	storing	store	VERB
fbem-26942	52	16	the	the	DET
fbem-26942	52	17	information	information	NOUN
fbem-26942	52	18	in	in	ADP
fbem-26942	52	19	a	a	DET
fbem-26942	52	20	local	local	ADJ
fbem-26942	52	21	database	database	NOUN
fbem-26942	52	22	in	in	ADP
fbem-26942	52	23	the	the	DET
fbem-26942	52	24	third	third	ADJ
fbem-26942	52	25	layer	layer	NOUN
fbem-26942	52	26	and	and	CCONJ
fbem-26942	52	27	utilizing	utilize	VERB
fbem-26942	52	28	the	the	DET
fbem-26942	52	29	iot	iot	PROPN
fbem-26942	52	30	gateway	gateway	NOUN
fbem-26942	52	31	interface	interface	NOUN
fbem-26942	52	32	in	in	ADP
fbem-26942	52	33	the	the	DET
fbem-26942	52	34	fourth	fourth	ADJ
fbem-26942	52	35	layer	layer	NOUN
fbem-26942	52	36	for	for	ADP
fbem-26942	52	37	data	data	NOUN
fbem-26942	52	38	processing	processing	NOUN
fbem-26942	52	39	and	and	CCONJ
fbem-26942	52	40	sharing	sharing	NOUN
fbem-26942	52	41	.	.	PUNCT
fbem-26942	53	1	the	the	DET
fbem-26942	53	2	fifth	fifth	ADJ
fbem-26942	53	3	layer	layer	NOUN
fbem-26942	53	4	stores	store	NOUN
fbem-26942	53	5	the	the	DET
fbem-26942	53	6	preprocessed	preprocesse	VERB
fbem-26942	53	7	data	datum	NOUN
fbem-26942	53	8	into	into	ADP
fbem-26942	53	9	a	a	DET
fbem-26942	53	10	cloud	cloud	NOUN
fbem-26942	53	11	-	-	PUNCT
fbem-26942	53	12	based	base	VERB
fbem-26942	53	13	information	information	NOUN
fbem-26942	53	14	repository	repository	NOUN
fbem-26942	53	15	and	and	CCONJ
fbem-26942	53	16	builds	build	VERB
fbem-26942	53	17	the	the	DET
fbem-26942	53	18	simulation	simulation	NOUN
fbem-26942	53	19	model	model	NOUN
fbem-26942	53	20	in	in	ADP
fbem-26942	53	21	the	the	DET
fbem-26942	53	22	sixth	sixth	ADJ
fbem-26942	53	23	layer	layer	NOUN
fbem-26942	54	1	[	[	X
fbem-26942	54	2	11	11	NUM
fbem-26942	54	3	]	]	PUNCT
fbem-26942	54	4	.	.	PUNCT
fbem-26942	55	1	however	however	ADV
fbem-26942	55	2	,	,	PUNCT
fbem-26942	55	3	simply	simply	ADV
fbem-26942	55	4	building	build	VERB
fbem-26942	55	5	simulation	simulation	NOUN
fbem-26942	55	6	models	model	NOUN
fbem-26942	55	7	does	do	AUX
fbem-26942	55	8	not	not	PART
fbem-26942	55	9	meet	meet	VERB
fbem-26942	55	10	the	the	DET
fbem-26942	55	11	needs	need	NOUN
fbem-26942	55	12	of	of	ADP
fbem-26942	55	13	supply	supply	NOUN
fbem-26942	55	14	chain	chain	NOUN
fbem-26942	55	15	development	development	NOUN
fbem-26942	55	16	,	,	PUNCT
fbem-26942	55	17	so	so	ADV
fbem-26942	55	18	strozzi	strozzi	ADV
fbem-26942	55	19	and	and	CCONJ
fbem-26942	55	20	ghadge	ghadge	VERB
fbem-26942	55	21	point	point	VERB
fbem-26942	55	22	out	out	ADP
fbem-26942	55	23	that	that	SCONJ
fbem-26942	55	24	the	the	DET
fbem-26942	55	25	capabilities	capability	NOUN
fbem-26942	55	26	of	of	ADP
fbem-26942	55	27	digitization	digitization	NOUN
fbem-26942	55	28	and	and	CCONJ
fbem-26942	55	29	data	datum	NOUN
fbem-26942	55	30	analytics	analytic	NOUN
fbem-26942	55	31	can	can	AUX
fbem-26942	55	32	be	be	AUX
fbem-26942	55	33	applied	apply	VERB
fbem-26942	55	34	to	to	PART
fbem-26942	55	35	predict	predict	VERB
fbem-26942	55	36	and	and	CCONJ
fbem-26942	55	37	monitor	monitor	VERB
fbem-26942	55	38	supply	supply	NOUN
fbem-26942	55	39	chain	chain	NOUN
fbem-26942	55	40	contingencies	contingency	NOUN
fbem-26942	55	41	in	in	ADP
fbem-26942	55	42	real	real	ADJ
fbem-26942	55	43	time	time	NOUN
fbem-26942	56	1	[	[	X
fbem-26942	56	2	12	12	NUM
fbem-26942	56	3	]	]	PUNCT
fbem-26942	56	4	.	.	PUNCT
fbem-26942	57	1	sheuly	sheuly	ADV
fbem-26942	57	2	screened	screen	VERB
fbem-26942	57	3	1050	1050	NUM
fbem-26942	57	4	publications	publication	NOUN
fbem-26942	57	5	on	on	ADP
fbem-26942	57	6	the	the	DET
fbem-26942	57	7	use	use	NOUN
fbem-26942	57	8	of	of	ADP
fbem-26942	57	9	network	network	NOUN
fbem-26942	57	10	optimization	optimization	NOUN
fbem-26942	57	11	experiments	experiment	NOUN
fbem-26942	57	12	in	in	ADP
fbem-26942	57	13	digital	digital	ADJ
fbem-26942	57	14	twin	twin	ADJ
fbem-26942	57	15	technology	technology	NOUN
fbem-26942	57	16	and	and	CCONJ
fbem-26942	57	17	indicated	indicate	VERB
fbem-26942	57	18	that	that	SCONJ
fbem-26942	57	19	network	network	NOUN
fbem-26942	57	20	optimization	optimization	NOUN
fbem-26942	57	21	experiments	experiment	NOUN
fbem-26942	57	22	can	can	AUX
fbem-26942	57	23	be	be	AUX
fbem-26942	57	24	widely	widely	ADV
fbem-26942	57	25	used	use	VERB
fbem-26942	57	26	in	in	ADP
fbem-26942	57	27	digital	digital	ADJ
fbem-26942	57	28	twin	twin	ADJ
fbem-26942	57	29	technology	technology	NOUN
fbem-26942	57	30	,	,	PUNCT
fbem-26942	57	31	and	and	CCONJ
fbem-26942	57	32	simulation	simulation	NOUN
fbem-26942	57	33	models	model	NOUN
fbem-26942	57	34	based	base	VERB
fbem-26942	57	35	on	on	ADP
fbem-26942	57	36	network	network	NOUN
fbem-26942	57	37	optimization	optimization	NOUN
fbem-26942	57	38	experiments	experiment	NOUN
fbem-26942	57	39	can	can	AUX
fbem-26942	57	40	assess	assess	VERB
fbem-26942	57	41	risks	risk	NOUN
fbem-26942	57	42	and	and	CCONJ
fbem-26942	57	43	provide	provide	VERB
fbem-26942	57	44	optimal	optimal	ADJ
fbem-26942	57	45	decision	decision	NOUN
fbem-26942	57	46	support	support	NOUN
fbem-26942	57	47	[	[	X
fbem-26942	57	48	13	13	NUM
fbem-26942	57	49	]	]	PUNCT
fbem-26942	57	50	.	.	PUNCT
fbem-26942	58	1	furthermore	furthermore	ADV
fbem-26942	58	2	,	,	PUNCT
fbem-26942	58	3	the	the	DET
fbem-26942	58	4	study	study	NOUN
fbem-26942	58	5	concluded	conclude	VERB
fbem-26942	58	6	that	that	SCONJ
fbem-26942	58	7	network	network	NOUN
fbem-26942	58	8	optimization	optimization	NOUN
fbem-26942	58	9	can	can	AUX
fbem-26942	58	10	develop	develop	VERB
fbem-26942	58	11	the	the	DET
fbem-26942	58	12	top	top	ADJ
fbem-26942	58	13	-	-	PUNCT
fbem-26942	58	14	level	level	NOUN
fbem-26942	58	15	framework	framework	NOUN
fbem-26942	58	16	of	of	ADP
fbem-26942	58	17	digital	digital	ADJ
fbem-26942	58	18	twin	twin	ADJ
fbem-26942	58	19	technology	technology	NOUN
fbem-26942	58	20	and	and	CCONJ
fbem-26942	58	21	enhance	enhance	VERB
fbem-26942	58	22	the	the	DET
fbem-26942	58	23	decision	decision	NOUN
fbem-26942	58	24	-	-	PUNCT
fbem-26942	58	25	making	make	VERB
fbem-26942	58	26	capability	capability	NOUN
fbem-26942	58	27	of	of	ADP
fbem-26942	58	28	simulation	simulation	NOUN
fbem-26942	58	29	models	model	NOUN
fbem-26942	58	30	.	.	PUNCT
fbem-26942	59	1	2.2	2.2	NUM
fbem-26942	59	2	.	.	PUNCT
fbem-26942	59	3	utilizing	utilize	VERB
fbem-26942	59	4	digital	digital	ADJ
fbem-26942	59	5	twins	twin	NOUN
fbem-26942	59	6	in	in	ADP
fbem-26942	59	7	the	the	DET
fbem-26942	59	8	pharmaceutical	pharmaceutical	ADJ
fbem-26942	59	9	supply	supply	NOUN
fbem-26942	59	10	chain	chain	NOUN
fbem-26942	59	11	and	and	CCONJ
fbem-26942	59	12	improving	improve	VERB
fbem-26942	59	13	supply	supply	NOUN
fbem-26942	59	14	chain	chain	NOUN
fbem-26942	59	15	agility	agility	NOUN
fbem-26942	59	16	digital	digital	ADJ
fbem-26942	59	17	twin	twin	ADJ
fbem-26942	59	18	technology	technology	NOUN
fbem-26942	59	19	,	,	PUNCT
fbem-26942	59	20	which	which	PRON
fbem-26942	59	21	has	have	AUX
fbem-26942	59	22	been	be	AUX
fbem-26942	59	23	used	use	VERB
fbem-26942	59	24	in	in	ADP
fbem-26942	59	25	many	many	ADJ
fbem-26942	59	26	fields	field	NOUN
fbem-26942	59	27	to	to	PART
fbem-26942	59	28	track	track	VERB
fbem-26942	59	29	,	,	PUNCT
fbem-26942	59	30	predict	predict	VERB
fbem-26942	59	31	and	and	CCONJ
fbem-26942	59	32	model	model	VERB
fbem-26942	59	33	physical	physical	ADJ
fbem-26942	59	34	assets	asset	NOUN
fbem-26942	59	35	,	,	PUNCT
fbem-26942	59	36	is	be	AUX
fbem-26942	59	37	increasingly	increasingly	ADV
fbem-26942	59	38	being	be	AUX
fbem-26942	59	39	used	use	VERB
fbem-26942	59	40	in	in	ADP
fbem-26942	59	41	the	the	DET
fbem-26942	59	42	healthcare	healthcare	NOUN
fbem-26942	59	43	industry	industry	NOUN
fbem-26942	59	44	and	and	CCONJ
fbem-26942	59	45	is	be	AUX
fbem-26942	59	46	seen	see	VERB
fbem-26942	59	47	as	as	ADP
fbem-26942	59	48	a	a	DET
fbem-26942	59	49	revolutionary	revolutionary	ADJ
fbem-26942	59	50	risk	risk	NOUN
fbem-26942	59	51	management	management	NOUN
fbem-26942	59	52	tool	tool	NOUN
fbem-26942	59	53	for	for	ADP
fbem-26942	59	54	the	the	DET
fbem-26942	59	55	pharmaceutical	pharmaceutical	ADJ
fbem-26942	59	56	supply	supply	NOUN
fbem-26942	59	57	chain	chain	NOUN
fbem-26942	60	1	[	[	X
fbem-26942	60	2	14	14	NUM
fbem-26942	60	3	]	]	PUNCT
fbem-26942	60	4	.	.	PUNCT
fbem-26942	61	1	with	with	ADP
fbem-26942	61	2	globalization	globalization	NOUN
fbem-26942	61	3	and	and	CCONJ
fbem-26942	61	4	the	the	DET
fbem-26942	61	5	development	development	NOUN
fbem-26942	61	6	of	of	ADP
fbem-26942	61	7	highly	highly	ADV
fbem-26942	61	8	complex	complex	ADJ
fbem-26942	61	9	and	and	CCONJ
fbem-26942	61	10	sensitive	sensitive	ADJ
fbem-26942	61	11	pharmaceutical	pharmaceutical	ADJ
fbem-26942	61	12	supply	supply	NOUN
fbem-26942	61	13	chains	chain	NOUN
fbem-26942	61	14	with	with	ADP
fbem-26942	61	15	the	the	DET
fbem-26942	61	16	risk	risk	NOUN
fbem-26942	61	17	of	of	ADP
fbem-26942	61	18	inventory	inventory	NOUN
fbem-26942	61	19	build	build	NOUN
fbem-26942	61	20	-	-	PUNCT
fbem-26942	61	21	up	up	NOUN
fbem-26942	61	22	and	and	CCONJ
fbem-26942	61	23	sudden	sudden	ADJ
fbem-26942	61	24	disruptions	disruption	NOUN
fbem-26942	61	25	,	,	PUNCT
fbem-26942	61	26	the	the	DET
fbem-26942	61	27	ability	ability	NOUN
fbem-26942	61	28	to	to	PART
fbem-26942	61	29	approach	approach	VERB
fbem-26942	61	30	100	100	NUM
fbem-26942	61	31	%	%	NOUN
fbem-26942	61	32	product	product	NOUN
fbem-26942	61	33	availability	availability	NOUN
fbem-26942	61	34	has	have	AUX
fbem-26942	61	35	become	become	VERB
fbem-26942	61	36	a	a	DET
fbem-26942	61	37	great	great	ADJ
fbem-26942	61	38	challenge	challenge	NOUN
fbem-26942	61	39	in	in	ADP
fbem-26942	61	40	the	the	DET
fbem-26942	61	41	pharmaceutical	pharmaceutical	ADJ
fbem-26942	61	42	supply	supply	NOUN
fbem-26942	61	43	chain	chain	NOUN
fbem-26942	61	44	[	[	X
fbem-26942	61	45	15	15	NUM
fbem-26942	61	46	]	]	PUNCT
fbem-26942	61	47	.	.	PUNCT
fbem-26942	62	1	as	as	SCONJ
fbem-26942	62	2	research	research	NOUN
fbem-26942	62	3	continues	continue	VERB
fbem-26942	62	4	,	,	PUNCT
fbem-26942	62	5	many	many	ADJ
fbem-26942	62	6	researchers	researcher	NOUN
fbem-26942	62	7	have	have	AUX
fbem-26942	62	8	identified	identify	VERB
fbem-26942	62	9	improving	improve	VERB
fbem-26942	62	10	supply	supply	NOUN
fbem-26942	62	11	chain	chain	NOUN
fbem-26942	62	12	agility	agility	NOUN
fbem-26942	62	13	as	as	ADP
fbem-26942	62	14	a	a	DET
fbem-26942	62	15	keyway	keyway	NOUN
fbem-26942	62	16	to	to	PART
fbem-26942	62	17	cope	cope	VERB
fbem-26942	62	18	with	with	ADP
fbem-26942	62	19	demand	demand	NOUN
fbem-26942	62	20	changes	change	NOUN
fbem-26942	62	21	and	and	CCONJ
fbem-26942	62	22	uncertain	uncertain	ADJ
fbem-26942	62	23	risk	risk	NOUN
fbem-26942	62	24	events	event	NOUN
fbem-26942	62	25	in	in	ADP
fbem-26942	62	26	complex	complex	ADJ
fbem-26942	62	27	markets	market	NOUN
fbem-26942	62	28	and	and	CCONJ
fbem-26942	62	29	have	have	AUX
fbem-26942	62	30	subdivided	subdivide	VERB
fbem-26942	62	31	agility	agility	NOUN
fbem-26942	62	32	into	into	ADP
fbem-26942	62	33	four	four	NUM
fbem-26942	62	34	factors	factor	NOUN
fbem-26942	62	35	,	,	PUNCT
fbem-26942	62	36	namely	namely	ADV
fbem-26942	62	37	flexibility	flexibility	NOUN
fbem-26942	62	38	,	,	PUNCT
fbem-26942	62	39	responsiveness	responsiveness	NOUN
fbem-26942	62	40	,	,	PUNCT
fbem-26942	62	41	speed	speed	NOUN
fbem-26942	62	42	,	,	PUNCT
fbem-26942	62	43	and	and	CCONJ
fbem-26942	62	44	proactivity	proactivity	NOUN
fbem-26942	62	45	[	[	X
fbem-26942	62	46	16	16	NUM
fbem-26942	62	47	,	,	PUNCT
fbem-26942	62	48	17	17	NUM
fbem-26942	62	49	,	,	PUNCT
fbem-26942	62	50	18	18	NUM
fbem-26942	62	51	,	,	PUNCT
fbem-26942	62	52	19	19	NUM
fbem-26942	62	53	]	]	PUNCT
fbem-26942	62	54	.	.	PUNCT
fbem-26942	63	1	combining	combine	VERB
fbem-26942	63	2	the	the	DET
fbem-26942	63	3	function	function	NOUN
fbem-26942	63	4	of	of	ADP
fbem-26942	63	5	agility	agility	NOUN
fbem-26942	63	6	with	with	ADP
fbem-26942	63	7	digital	digital	ADJ
fbem-26942	63	8	twin	twin	ADJ
fbem-26942	63	9	technology	technology	NOUN
fbem-26942	63	10	reveals	reveal	VERB
fbem-26942	63	11	a	a	DET
fbem-26942	63	12	definite	definite	ADJ
fbem-26942	63	13	link	link	NOUN
fbem-26942	63	14	between	between	ADP
fbem-26942	63	15	the	the	DET
fbem-26942	63	16	two	two	NUM
fbem-26942	63	17	,	,	PUNCT
fbem-26942	63	18	with	with	ADP
fbem-26942	63	19	ey	ey	PRON
fbem-26942	63	20	proposing	propose	VERB
fbem-26942	63	21	that	that	SCONJ
fbem-26942	63	22	digital	digital	ADJ
fbem-26942	63	23	twins	twin	NOUN
fbem-26942	63	24	are	be	AUX
fbem-26942	63	25	tools	tool	NOUN
fbem-26942	63	26	that	that	PRON
fbem-26942	63	27	use	use	VERB
fbem-26942	63	28	real	real	ADJ
fbem-26942	63	29	-	-	PUNCT
fbem-26942	63	30	time	time	NOUN
fbem-26942	63	31	data	datum	NOUN
fbem-26942	63	32	to	to	PART
fbem-26942	63	33	enable	enable	VERB
fbem-26942	63	34	forecasting	forecasting	NOUN
fbem-26942	63	35	and	and	CCONJ
fbem-26942	63	36	decision	decision	NOUN
fbem-26942	63	37	-	-	PUNCT
fbem-26942	63	38	making	making	NOUN
fbem-26942	63	39	in	in	ADP
fbem-26942	63	40	the	the	DET
fbem-26942	63	41	supply	supply	NOUN
fbem-26942	63	42	chain	chain	NOUN
fbem-26942	63	43	and	and	CCONJ
fbem-26942	63	44	can	can	AUX
fbem-26942	63	45	increase	increase	VERB
fbem-26942	63	46	the	the	DET
fbem-26942	63	47	sensitivity	sensitivity	NOUN
fbem-26942	63	48	to	to	PART
fbem-26942	63	49	perceive	perceive	VERB
fbem-26942	63	50	and	and	CCONJ
fbem-26942	63	51	respond	respond	VERB
fbem-26942	63	52	to	to	ADP
fbem-26942	63	53	sudden	sudden	ADJ
fbem-26942	63	54	disruptive	disruptive	ADJ
fbem-26942	63	55	crises	crisis	NOUN
fbem-26942	63	56	similar	similar	ADJ
fbem-26942	63	57	to	to	ADP
fbem-26942	63	58	the	the	DET
fbem-26942	63	59	new	new	ADJ
fbem-26942	63	60	crown	crown	NOUN
fbem-26942	63	61	outbreak	outbreak	NOUN
fbem-26942	63	62	[	[	X
fbem-26942	63	63	20	20	NUM
fbem-26942	63	64	]	]	PUNCT
fbem-26942	63	65	.	.	PUNCT
fbem-26942	64	1	this	this	DET
fbem-26942	64	2	paper	paper	NOUN
fbem-26942	64	3	continues	continue	VERB
fbem-26942	64	4	to	to	PART
fbem-26942	64	5	explore	explore	VERB
fbem-26942	64	6	how	how	SCONJ
fbem-26942	64	7	digital	digital	ADJ
fbem-26942	64	8	twin	twin	ADJ
fbem-26942	64	9	technology	technology	NOUN
fbem-26942	64	10	can	can	AUX
fbem-26942	64	11	enhance	enhance	VERB
fbem-26942	64	12	the	the	DET
fbem-26942	64	13	flexibility	flexibility	NOUN
fbem-26942	64	14	,	,	PUNCT
fbem-26942	64	15	responsiveness	responsiveness	NOUN
fbem-26942	64	16	,	,	PUNCT
fbem-26942	64	17	speed	speed	NOUN
fbem-26942	64	18	and	and	CCONJ
fbem-26942	64	19	proactivity	proactivity	NOUN
fbem-26942	64	20	of	of	ADP
fbem-26942	64	21	the	the	DET
fbem-26942	64	22	supply	supply	NOUN
fbem-26942	64	23	chain	chain	NOUN
fbem-26942	64	24	,	,	PUNCT
fbem-26942	64	25	thus	thus	ADV
fbem-26942	64	26	effectively	effectively	ADV
fbem-26942	64	27	improving	improve	VERB
fbem-26942	64	28	the	the	DET
fbem-26942	64	29	agility	agility	NOUN
fbem-26942	64	30	of	of	ADP
fbem-26942	64	31	the	the	DET
fbem-26942	64	32	supply	supply	NOUN
fbem-26942	64	33	chain	chain	NOUN
fbem-26942	64	34	.	.	PUNCT
fbem-26942	65	1	first	first	ADV
fbem-26942	65	2	,	,	PUNCT
fbem-26942	65	3	ivanov	ivanov	PROPN
fbem-26942	65	4	emphasizes	emphasize	VERB
fbem-26942	65	5	the	the	DET
fbem-26942	65	6	ability	ability	NOUN
fbem-26942	65	7	of	of	ADP
fbem-26942	65	8	digital	digital	ADJ
fbem-26942	65	9	twin	twin	ADJ
fbem-26942	65	10	technology	technology	NOUN
fbem-26942	65	11	to	to	PART
fbem-26942	65	12	rapidly	rapidly	ADV
fbem-26942	65	13	adjust	adjust	VERB
fbem-26942	65	14	strategies	strategy	NOUN
fbem-26942	65	15	and	and	CCONJ
fbem-26942	65	16	resource	resource	NOUN
fbem-26942	65	17	allocation	allocation	NOUN
fbem-26942	65	18	,	,	PUNCT
fbem-26942	65	19	increasing	increase	VERB
fbem-26942	65	20	supply	supply	NOUN
fbem-26942	65	21	chain	chain	NOUN
fbem-26942	65	22	agility	agility	NOUN
fbem-26942	65	23	in	in	ADP
fbem-26942	65	24	the	the	DET
fbem-26942	65	25	face	face	NOUN
fbem-26942	65	26	of	of	ADP
fbem-26942	65	27	sudden	sudden	ADJ
fbem-26942	65	28	and	and	CCONJ
fbem-26942	65	29	uncertain	uncertain	ADJ
fbem-26942	65	30	risks	risk	NOUN
fbem-26942	65	31	[	[	X
fbem-26942	65	32	21	21	NUM
fbem-26942	65	33	]	]	PUNCT
fbem-26942	65	34	.	.	PUNCT
fbem-26942	66	1	second	second	ADJ
fbem-26942	66	2	,	,	PUNCT
fbem-26942	66	3	tozanli	tozanli	ADJ
fbem-26942	66	4	and	and	CCONJ
fbem-26942	66	5	saénz	saénz	NOUN
fbem-26942	66	6	argued	argue	VERB
fbem-26942	66	7	that	that	SCONJ
fbem-26942	66	8	digital	digital	ADJ
fbem-26942	66	9	twin	twin	ADJ
fbem-26942	66	10	technology	technology	NOUN
fbem-26942	66	11	can	can	AUX
fbem-26942	66	12	help	help	VERB
fbem-26942	66	13	organizations	organization	NOUN
fbem-26942	66	14	to	to	PART
fbem-26942	66	15	quickly	quickly	ADV
fbem-26942	66	16	deal	deal	VERB
fbem-26942	66	17	with	with	ADP
fbem-26942	66	18	supply	supply	NOUN
fbem-26942	66	19	chain	chain	NOUN
fbem-26942	66	20	disruptions	disruption	NOUN
fbem-26942	66	21	and	and	CCONJ
fbem-26942	66	22	thus	thus	ADV
fbem-26942	66	23	resume	resume	VERB
fbem-26942	66	24	operations	operation	NOUN
fbem-26942	66	25	by	by	ADP
fbem-26942	66	26	responding	respond	VERB
fbem-26942	66	27	to	to	ADP
fbem-26942	66	28	unexpected	unexpected	ADJ
fbem-26942	66	29	situations	situation	NOUN
fbem-26942	66	30	and	and	CCONJ
fbem-26942	66	31	responding	respond	VERB
fbem-26942	66	32	quickly	quickly	ADV
fbem-26942	66	33	through	through	ADP
fbem-26942	66	34	realtime	realtime	ADJ
fbem-26942	66	35	data	datum	NOUN
fbem-26942	66	36	monitoring	monitoring	NOUN
fbem-26942	66	37	and	and	CCONJ
fbem-26942	66	38	rapid	rapid	ADJ
fbem-26942	66	39	data	datum	NOUN
fbem-26942	66	40	processing	processing	NOUN
fbem-26942	66	41	[	[	X
fbem-26942	66	42	22	22	NUM
fbem-26942	66	43	]	]	PUNCT
fbem-26942	66	44	.	.	PUNCT
fbem-26942	67	1	in	in	ADP
fbem-26942	67	2	addition	addition	NOUN
fbem-26942	67	3	,	,	PUNCT
fbem-26942	67	4	srai	srai	VERB
fbem-26942	67	5	in	in	ADP
fbem-26942	67	6	their	their	PRON
fbem-26942	67	7	study	study	NOUN
fbem-26942	67	8	noted	note	VERB
fbem-26942	67	9	that	that	SCONJ
fbem-26942	67	10	automated	automate	VERB
fbem-26942	67	11	processes	process	NOUN
fbem-26942	67	12	in	in	ADP
fbem-26942	67	13	twin	twin	ADJ
fbem-26942	67	14	technology	technology	NOUN
fbem-26942	67	15	speed	speed	VERB
fbem-26942	67	16	up	up	ADP
fbem-26942	67	17	data	data	NOUN
fbem-26942	67	18	collection	collection	NOUN
fbem-26942	67	19	and	and	CCONJ
fbem-26942	67	20	analysis	analysis	NOUN
fbem-26942	67	21	,	,	PUNCT
fbem-26942	67	22	thereby	thereby	ADV
fbem-26942	67	23	increasing	increase	VERB
fbem-26942	67	24	the	the	DET
fbem-26942	67	25	speed	speed	NOUN
fbem-26942	67	26	of	of	ADP
fbem-26942	67	27	logistics	logistic	NOUN
fbem-26942	67	28	management	management	NOUN
fbem-26942	67	29	[	[	X
fbem-26942	67	30	23	23	NUM
fbem-26942	67	31	]	]	PUNCT
fbem-26942	67	32	.	.	PUNCT
fbem-26942	68	1	finally	finally	ADV
fbem-26942	68	2	,	,	PUNCT
fbem-26942	68	3	ivanov	ivanov	PROPN
fbem-26942	68	4	mentioned	mention	VERB
fbem-26942	68	5	that	that	SCONJ
fbem-26942	68	6	digital	digital	ADJ
fbem-26942	68	7	twin	twin	ADJ
fbem-26942	68	8	technology	technology	NOUN
fbem-26942	68	9	can	can	AUX
fbem-26942	68	10	340	340	NUM
fbem-26942	68	11	help	help	VERB
fbem-26942	68	12	supply	supply	NOUN
fbem-26942	68	13	chains	chain	NOUN
fbem-26942	68	14	identify	identify	VERB
fbem-26942	68	15	potential	potential	ADJ
fbem-26942	68	16	risks	risk	NOUN
fbem-26942	68	17	and	and	CCONJ
fbem-26942	68	18	demand	demand	NOUN
fbem-26942	68	19	changes	change	NOUN
fbem-26942	68	20	in	in	ADP
fbem-26942	68	21	advance	advance	NOUN
fbem-26942	68	22	and	and	CCONJ
fbem-26942	68	23	take	take	VERB
fbem-26942	68	24	proactive	proactive	ADJ
fbem-26942	68	25	preventive	preventive	ADJ
fbem-26942	68	26	measures	measure	NOUN
fbem-26942	68	27	using	use	VERB
fbem-26942	68	28	predictive	predictive	ADJ
fbem-26942	68	29	analytics	analytic	NOUN
fbem-26942	68	30	and	and	CCONJ
fbem-26942	68	31	machine	machine	NOUN
fbem-26942	68	32	learning	learn	VERB
fbem-26942	68	33	[	[	X
fbem-26942	68	34	24	24	NUM
fbem-26942	68	35	]	]	PUNCT
fbem-26942	68	36	.	.	PUNCT
fbem-26942	69	1	in	in	ADP
fbem-26942	69	2	summary	summary	NOUN
fbem-26942	69	3	,	,	PUNCT
fbem-26942	69	4	digital	digital	ADJ
fbem-26942	69	5	twin	twin	ADJ
fbem-26942	69	6	technology	technology	NOUN
fbem-26942	69	7	can	can	AUX
fbem-26942	69	8	effectively	effectively	ADV
fbem-26942	69	9	improve	improve	VERB
fbem-26942	69	10	the	the	DET
fbem-26942	69	11	agility	agility	NOUN
fbem-26942	69	12	of	of	ADP
fbem-26942	69	13	the	the	DET
fbem-26942	69	14	pharmaceutical	pharmaceutical	ADJ
fbem-26942	69	15	supply	supply	NOUN
fbem-26942	69	16	chain	chain	NOUN
fbem-26942	69	17	by	by	ADP
fbem-26942	69	18	enhancing	enhance	VERB
fbem-26942	69	19	the	the	DET
fbem-26942	69	20	flexibility	flexibility	NOUN
fbem-26942	69	21	,	,	PUNCT
fbem-26942	69	22	responsiveness	responsiveness	NOUN
fbem-26942	69	23	,	,	PUNCT
fbem-26942	69	24	speed	speed	NOUN
fbem-26942	69	25	,	,	PUNCT
fbem-26942	69	26	and	and	CCONJ
fbem-26942	69	27	proactivity	proactivity	NOUN
fbem-26942	69	28	of	of	ADP
fbem-26942	69	29	the	the	DET
fbem-26942	69	30	supply	supply	NOUN
fbem-26942	69	31	chain	chain	NOUN
fbem-26942	69	32	.	.	PUNCT
fbem-26942	70	1	with	with	ADP
fbem-26942	70	2	globalization	globalization	NOUN
fbem-26942	70	3	and	and	CCONJ
fbem-26942	70	4	changing	change	VERB
fbem-26942	70	5	market	market	NOUN
fbem-26942	70	6	demands	demand	NOUN
fbem-26942	70	7	,	,	PUNCT
fbem-26942	70	8	pharmaceutical	pharmaceutical	ADJ
fbem-26942	70	9	supply	supply	NOUN
fbem-26942	70	10	chains	chain	NOUN
fbem-26942	70	11	must	must	AUX
fbem-26942	70	12	become	become	VERB
fbem-26942	70	13	more	more	ADV
fbem-26942	70	14	agile	agile	ADJ
fbem-26942	70	15	and	and	CCONJ
fbem-26942	70	16	resilient	resilient	ADJ
fbem-26942	70	17	to	to	PART
fbem-26942	70	18	cope	cope	VERB
fbem-26942	70	19	with	with	ADP
fbem-26942	70	20	the	the	DET
fbem-26942	70	21	risks	risk	NOUN
fbem-26942	70	22	of	of	ADP
fbem-26942	70	23	uncertainty	uncertainty	NOUN
fbem-26942	70	24	and	and	CCONJ
fbem-26942	70	25	demand	demand	NOUN
fbem-26942	70	26	fluctuations	fluctuation	NOUN
fbem-26942	70	27	.	.	PUNCT
fbem-26942	71	1	2.3	2.3	NUM
fbem-26942	71	2	.	.	PUNCT
fbem-26942	72	1	digital	digital	ADJ
fbem-26942	72	2	twins	twin	NOUN
fbem-26942	72	3	tackle	tackle	VERB
fbem-26942	72	4	ripple	ripple	ADJ
fbem-26942	72	5	effects	effect	NOUN
fbem-26942	72	6	by	by	ADP
fbem-26942	72	7	improving	improve	VERB
fbem-26942	72	8	supply	supply	NOUN
fbem-26942	72	9	chain	chain	NOUN
fbem-26942	72	10	agility	agility	NOUN
fbem-26942	72	11	supply	supply	NOUN
fbem-26942	72	12	chain	chain	NOUN
fbem-26942	72	13	agility	agility	NOUN
fbem-26942	72	14	bridges	bridge	NOUN
fbem-26942	72	15	the	the	DET
fbem-26942	72	16	gap	gap	NOUN
fbem-26942	72	17	between	between	ADP
fbem-26942	72	18	digital	digital	ADJ
fbem-26942	72	19	twin	twin	ADJ
fbem-26942	72	20	technology	technology	NOUN
fbem-26942	72	21	and	and	CCONJ
fbem-26942	72	22	the	the	DET
fbem-26942	72	23	ripple	ripple	ADJ
fbem-26942	72	24	effect	effect	NOUN
fbem-26942	72	25	,	,	PUNCT
fbem-26942	72	26	supply	supply	NOUN
fbem-26942	72	27	chain	chain	NOUN
fbem-26942	72	28	agility	agility	NOUN
fbem-26942	72	29	is	be	AUX
fbem-26942	72	30	defined	define	VERB
fbem-26942	72	31	as	as	ADP
fbem-26942	72	32	an	an	DET
fbem-26942	72	33	organization	organization	NOUN
fbem-26942	72	34	's	's	PART
fbem-26942	72	35	ability	ability	NOUN
fbem-26942	72	36	to	to	PART
fbem-26942	72	37	respond	respond	VERB
fbem-26942	72	38	and	and	CCONJ
fbem-26942	72	39	adapt	adapt	VERB
fbem-26942	72	40	its	its	PRON
fbem-26942	72	41	strategies	strategy	NOUN
fbem-26942	72	42	quickly	quickly	ADV
fbem-26942	72	43	to	to	PART
fbem-26942	72	44	meet	meet	VERB
fbem-26942	72	45	customer	customer	NOUN
fbem-26942	72	46	needs	need	NOUN
fbem-26942	72	47	in	in	ADP
fbem-26942	72	48	the	the	DET
fbem-26942	72	49	face	face	NOUN
fbem-26942	72	50	of	of	ADP
fbem-26942	72	51	sudden	sudden	ADJ
fbem-26942	72	52	risks	risk	NOUN
fbem-26942	72	53	and	and	CCONJ
fbem-26942	72	54	uncertainties	uncertainty	NOUN
fbem-26942	72	55	[	[	X
fbem-26942	72	56	25	25	NUM
fbem-26942	72	57	]	]	PUNCT
fbem-26942	72	58	.	.	PUNCT
fbem-26942	73	1	supply	supply	NOUN
fbem-26942	73	2	chain	chain	NOUN
fbem-26942	73	3	agility	agility	NOUN
fbem-26942	73	4	can	can	AUX
fbem-26942	73	5	effectively	effectively	ADV
fbem-26942	73	6	reduce	reduce	VERB
fbem-26942	73	7	the	the	DET
fbem-26942	73	8	ripple	ripple	ADJ
fbem-26942	73	9	effects	effect	NOUN
fbem-26942	73	10	of	of	ADP
fbem-26942	73	11	the	the	DET
fbem-26942	73	12	supply	supply	NOUN
fbem-26942	73	13	chain	chain	NOUN
fbem-26942	73	14	.	.	PUNCT
fbem-26942	74	1	first	first	ADV
fbem-26942	74	2	,	,	PUNCT
fbem-26942	74	3	supply	supply	NOUN
fbem-26942	74	4	chains	chain	NOUN
fbem-26942	74	5	can	can	AUX
fbem-26942	74	6	have	have	VERB
fbem-26942	74	7	the	the	DET
fbem-26942	74	8	initiative	initiative	NOUN
fbem-26942	74	9	to	to	PART
fbem-26942	74	10	predict	predict	VERB
fbem-26942	74	11	and	and	CCONJ
fbem-26942	74	12	identify	identify	VERB
fbem-26942	74	13	potential	potential	ADJ
fbem-26942	74	14	risks	risk	NOUN
fbem-26942	74	15	in	in	ADP
fbem-26942	74	16	the	the	DET
fbem-26942	74	17	supply	supply	NOUN
fbem-26942	74	18	chain	chain	NOUN
fbem-26942	74	19	and	and	CCONJ
fbem-26942	74	20	proactively	proactively	ADV
fbem-26942	74	21	provide	provide	VERB
fbem-26942	74	22	effective	effective	ADJ
fbem-26942	74	23	response	response	NOUN
fbem-26942	74	24	solutions	solution	NOUN
fbem-26942	74	25	,	,	PUNCT
fbem-26942	74	26	and	and	CCONJ
fbem-26942	74	27	a	a	DET
fbem-26942	74	28	forward	forward	ADV
fbem-26942	74	29	-	-	PUNCT
fbem-26942	74	30	looking	look	VERB
fbem-26942	74	31	management	management	NOUN
fbem-26942	74	32	approach	approach	NOUN
fbem-26942	74	33	not	not	PART
fbem-26942	74	34	only	only	ADV
fbem-26942	74	35	reduces	reduce	VERB
fbem-26942	74	36	supply	supply	NOUN
fbem-26942	74	37	chain	chain	NOUN
fbem-26942	74	38	risks	risk	NOUN
fbem-26942	74	39	,	,	PUNCT
fbem-26942	74	40	but	but	CCONJ
fbem-26942	74	41	also	also	ADV
fbem-26942	74	42	wins	win	VERB
fbem-26942	74	43	the	the	DET
fbem-26942	74	44	initiative	initiative	NOUN
fbem-26942	74	45	for	for	ADP
fbem-26942	74	46	the	the	DET
fbem-26942	74	47	enterprise	enterprise	NOUN
fbem-26942	74	48	[	[	X
fbem-26942	74	49	26	26	NUM
fbem-26942	74	50	]	]	PUNCT
fbem-26942	74	51	.	.	PUNCT
fbem-26942	75	1	secondly	secondly	ADV
fbem-26942	75	2	,	,	PUNCT
fbem-26942	75	3	the	the	DET
fbem-26942	75	4	supply	supply	NOUN
fbem-26942	75	5	chain	chain	NOUN
fbem-26942	75	6	needs	need	VERB
fbem-26942	75	7	to	to	PART
fbem-26942	75	8	respond	respond	VERB
fbem-26942	75	9	and	and	CCONJ
fbem-26942	75	10	adjust	adjust	VERB
fbem-26942	75	11	quickly	quickly	ADV
fbem-26942	75	12	after	after	ADP
fbem-26942	75	13	recognizing	recognize	VERB
fbem-26942	75	14	the	the	DET
fbem-26942	75	15	risks	risk	NOUN
fbem-26942	75	16	,	,	PUNCT
fbem-26942	75	17	responsiveness	responsiveness	NOUN
fbem-26942	75	18	can	can	AUX
fbem-26942	75	19	help	help	VERB
fbem-26942	75	20	companies	company	NOUN
fbem-26942	75	21	to	to	PART
fbem-26942	75	22	adjust	adjust	VERB
fbem-26942	75	23	inventory	inventory	NOUN
fbem-26942	75	24	levels	level	NOUN
fbem-26942	75	25	quickly	quickly	ADV
fbem-26942	75	26	,	,	PUNCT
fbem-26942	75	27	thus	thus	ADV
fbem-26942	75	28	ensuring	ensure	VERB
fbem-26942	75	29	the	the	DET
fbem-26942	75	30	continuity	continuity	NOUN
fbem-26942	75	31	and	and	CCONJ
fbem-26942	75	32	reliability	reliability	NOUN
fbem-26942	75	33	of	of	ADP
fbem-26942	75	34	the	the	DET
fbem-26942	75	35	supply	supply	NOUN
fbem-26942	75	36	chain	chain	NOUN
fbem-26942	75	37	[	[	X
fbem-26942	75	38	27	27	NUM
fbem-26942	75	39	]	]	PUNCT
fbem-26942	75	40	.	.	PUNCT
fbem-26942	76	1	speed	speed	NOUN
fbem-26942	76	2	is	be	AUX
fbem-26942	76	3	another	another	DET
fbem-26942	76	4	key	key	ADJ
fbem-26942	76	5	factor	factor	NOUN
fbem-26942	76	6	in	in	ADP
fbem-26942	76	7	mitigating	mitigate	VERB
fbem-26942	76	8	supply	supply	NOUN
fbem-26942	76	9	chain	chain	NOUN
fbem-26942	76	10	risks	risk	NOUN
fbem-26942	76	11	,	,	PUNCT
fbem-26942	76	12	sudden	sudden	ADJ
fbem-26942	76	13	disruptions	disruption	NOUN
fbem-26942	76	14	require	require	VERB
fbem-26942	76	15	firms	firm	NOUN
fbem-26942	76	16	to	to	PART
fbem-26942	76	17	respond	respond	VERB
fbem-26942	76	18	in	in	ADP
fbem-26942	76	19	the	the	DET
fbem-26942	76	20	shortest	short	ADJ
fbem-26942	76	21	possible	possible	ADJ
fbem-26942	76	22	time	time	NOUN
fbem-26942	76	23	to	to	PART
fbem-26942	76	24	minimize	minimize	VERB
fbem-26942	76	25	the	the	DET
fbem-26942	76	26	negative	negative	ADJ
fbem-26942	76	27	impact	impact	NOUN
fbem-26942	76	28	and	and	CCONJ
fbem-26942	76	29	recover	recover	VERB
fbem-26942	76	30	from	from	ADP
fbem-26942	76	31	the	the	DET
fbem-26942	76	32	disaster	disaster	NOUN
fbem-26942	76	33	quickly	quickly	ADV
fbem-26942	76	34	[	[	X
fbem-26942	76	35	28	28	NUM
fbem-26942	76	36	]	]	PUNCT
fbem-26942	76	37	.	.	PUNCT
fbem-26942	77	1	finally	finally	ADV
fbem-26942	77	2	,	,	PUNCT
fbem-26942	77	3	supply	supply	NOUN
fbem-26942	77	4	chain	chain	NOUN
fbem-26942	77	5	flexibility	flexibility	NOUN
fbem-26942	77	6	in	in	ADP
fbem-26942	77	7	responding	respond	VERB
fbem-26942	77	8	to	to	ADP
fbem-26942	77	9	unexpected	unexpected	ADJ
fbem-26942	77	10	events	event	NOUN
fbem-26942	77	11	can	can	AUX
fbem-26942	77	12	optimize	optimize	VERB
fbem-26942	77	13	and	and	CCONJ
fbem-26942	77	14	simulate	simulate	VERB
fbem-26942	77	15	supply	supply	NOUN
fbem-26942	77	16	chain	chain	NOUN
fbem-26942	77	17	configuration	configuration	NOUN
fbem-26942	77	18	requirements	requirement	NOUN
fbem-26942	77	19	,	,	PUNCT
fbem-26942	77	20	and	and	CCONJ
fbem-26942	77	21	firms	firm	NOUN
fbem-26942	77	22	have	have	VERB
fbem-26942	77	23	the	the	DET
fbem-26942	77	24	flexibility	flexibility	NOUN
fbem-26942	77	25	to	to	PART
fbem-26942	77	26	adjust	adjust	VERB
fbem-26942	77	27	their	their	PRON
fbem-26942	77	28	response	response	NOUN
fbem-26942	77	29	strategies	strategy	NOUN
fbem-26942	77	30	in	in	ADP
fbem-26942	77	31	unexpected	unexpected	ADJ
fbem-26942	77	32	situations	situation	NOUN
fbem-26942	77	33	,	,	PUNCT
fbem-26942	77	34	thus	thus	ADV
fbem-26942	77	35	minimizing	minimize	VERB
fbem-26942	77	36	losses	loss	NOUN
fbem-26942	77	37	[	[	X
fbem-26942	77	38	29	29	NUM
fbem-26942	77	39	]	]	PUNCT
fbem-26942	77	40	.	.	PUNCT
fbem-26942	78	1	digital	digital	ADJ
fbem-26942	78	2	twin	twin	ADJ
fbem-26942	78	3	technology	technology	NOUN
fbem-26942	78	4	can	can	AUX
fbem-26942	78	5	improve	improve	VERB
fbem-26942	78	6	supply	supply	NOUN
fbem-26942	78	7	chain	chain	NOUN
fbem-26942	78	8	agility	agility	NOUN
fbem-26942	78	9	in	in	ADP
fbem-26942	78	10	exactly	exactly	ADV
fbem-26942	78	11	the	the	DET
fbem-26942	78	12	four	four	NUM
fbem-26942	78	13	aspects	aspect	NOUN
fbem-26942	78	14	mentioned	mention	VERB
fbem-26942	78	15	above	above	ADV
fbem-26942	78	16	,	,	PUNCT
fbem-26942	78	17	so	so	ADV
fbem-26942	78	18	digital	digital	ADJ
fbem-26942	78	19	twin	twin	ADJ
fbem-26942	78	20	technology	technology	NOUN
fbem-26942	78	21	improves	improve	VERB
fbem-26942	78	22	supply	supply	NOUN
fbem-26942	78	23	chain	chain	NOUN
fbem-26942	78	24	agility	agility	NOUN
fbem-26942	78	25	,	,	PUNCT
fbem-26942	78	26	thus	thus	ADV
fbem-26942	78	27	effectively	effectively	ADV
fbem-26942	78	28	providing	provide	VERB
fbem-26942	78	29	solutions	solution	NOUN
fbem-26942	78	30	and	and	CCONJ
fbem-26942	78	31	decision	decision	NOUN
fbem-26942	78	32	support	support	NOUN
fbem-26942	78	33	for	for	ADP
fbem-26942	78	34	risky	risky	ADJ
fbem-26942	78	35	supply	supply	NOUN
fbem-26942	78	36	chain	chain	NOUN
fbem-26942	78	37	disruptions	disruption	NOUN
fbem-26942	78	38	.	.	PUNCT
fbem-26942	79	1	most	most	ADJ
fbem-26942	79	2	of	of	ADP
fbem-26942	79	3	the	the	DET
fbem-26942	79	4	literature	literature	NOUN
fbem-26942	79	5	in	in	ADP
fbem-26942	79	6	the	the	DET
fbem-26942	79	7	study	study	NOUN
fbem-26942	79	8	of	of	ADP
fbem-26942	79	9	utilizing	utilize	VERB
fbem-26942	79	10	digital	digital	ADJ
fbem-26942	79	11	twin	twin	ADJ
fbem-26942	79	12	technology	technology	NOUN
fbem-26942	79	13	to	to	PART
fbem-26942	79	14	manage	manage	VERB
fbem-26942	79	15	the	the	DET
fbem-26942	79	16	risk	risk	NOUN
fbem-26942	79	17	of	of	ADP
fbem-26942	79	18	supply	supply	NOUN
fbem-26942	79	19	chain	chain	NOUN
fbem-26942	79	20	focuses	focus	VERB
fbem-26942	79	21	on	on	ADP
fbem-26942	79	22	coping	cope	VERB
fbem-26942	79	23	with	with	ADP
fbem-26942	79	24	the	the	DET
fbem-26942	79	25	ripple	ripple	ADJ
fbem-26942	79	26	effect	effect	NOUN
fbem-26942	79	27	through	through	ADP
fbem-26942	79	28	data	data	NOUN
fbem-26942	79	29	analysis	analysis	NOUN
fbem-26942	79	30	(	(	PUNCT
fbem-26942	79	31	e.g.	e.g.	ADV
fbem-26942	79	32	,	,	PUNCT
fbem-26942	79	33	demand	demand	NOUN
fbem-26942	79	34	forecasting	forecasting	NOUN
fbem-26942	79	35	)	)	PUNCT
fbem-26942	79	36	and	and	CCONJ
fbem-26942	79	37	proactive	proactive	ADJ
fbem-26942	79	38	response	response	NOUN
fbem-26942	79	39	.	.	PUNCT
fbem-26942	80	1	the	the	DET
fbem-26942	80	2	main	main	ADJ
fbem-26942	80	3	cause	cause	NOUN
fbem-26942	80	4	of	of	ADP
fbem-26942	80	5	the	the	DET
fbem-26942	80	6	ripple	ripple	ADJ
fbem-26942	80	7	effect	effect	NOUN
fbem-26942	80	8	is	be	AUX
fbem-26942	80	9	the	the	DET
fbem-26942	80	10	risk	risk	NOUN
fbem-26942	80	11	of	of	ADP
fbem-26942	80	12	sudden	sudden	ADJ
fbem-26942	80	13	disruptions	disruption	NOUN
fbem-26942	80	14	,	,	PUNCT
fbem-26942	80	15	such	such	ADJ
fbem-26942	80	16	as	as	ADP
fbem-26942	80	17	the	the	DET
fbem-26942	80	18	basf	basf	PROPN
fbem-26942	80	19	plant	plant	NOUN
fbem-26942	80	20	explosion	explosion	NOUN
fbem-26942	80	21	in	in	ADP
fbem-26942	80	22	germany	germany	PROPN
fbem-26942	80	23	in	in	ADP
fbem-26942	80	24	2016	2016	NUM
fbem-26942	80	25	and	and	CCONJ
fbem-26942	80	26	the	the	DET
fbem-26942	80	27	tsunami	tsunami	NOUN
fbem-26942	80	28	in	in	ADP
fbem-26942	80	29	japan	japan	PROPN
fbem-26942	80	30	in	in	ADP
fbem-26942	80	31	2011	2011	NUM
fbem-26942	80	32	,	,	PUNCT
fbem-26942	80	33	which	which	PRON
fbem-26942	80	34	led	lead	VERB
fbem-26942	80	35	to	to	ADP
fbem-26942	80	36	large	large	ADJ
fbem-26942	80	37	disruptions	disruption	NOUN
fbem-26942	80	38	in	in	ADP
fbem-26942	80	39	the	the	DET
fbem-26942	80	40	supply	supply	NOUN
fbem-26942	80	41	chain	chain	NOUN
fbem-26942	80	42	,	,	PUNCT
fbem-26942	80	43	with	with	ADP
fbem-26942	80	44	a	a	DET
fbem-26942	80	45	chain	chain	NOUN
fbem-26942	80	46	reaction	reaction	NOUN
fbem-26942	80	47	occurring	occur	VERB
fbem-26942	80	48	like	like	ADP
fbem-26942	80	49	dominoes	domino	NOUN
fbem-26942	80	50	,	,	PUNCT
fbem-26942	80	51	directly	directly	ADV
fbem-26942	80	52	or	or	CCONJ
fbem-26942	80	53	indirectly	indirectly	ADV
fbem-26942	80	54	leading	lead	VERB
fbem-26942	80	55	to	to	ADP
fbem-26942	80	56	a	a	DET
fbem-26942	80	57	decrease	decrease	NOUN
fbem-26942	80	58	in	in	ADP
fbem-26942	80	59	the	the	DET
fbem-26942	80	60	supply	supply	NOUN
fbem-26942	80	61	chain	chain	NOUN
fbem-26942	80	62	's	's	PART
fbem-26942	80	63	financial	financial	ADJ
fbem-26942	80	64	performance	performance	NOUN
fbem-26942	80	65	and	and	CCONJ
fbem-26942	80	66	the	the	DET
fbem-26942	80	67	stock	stock	NOUN
fbem-26942	80	68	's	's	PART
fbem-26942	80	69	return	return	NOUN
fbem-26942	81	1	[	[	X
fbem-26942	81	2	30,31	30,31	NOUN
fbem-26942	81	3	]	]	PUNCT
fbem-26942	81	4	.	.	PUNCT
fbem-26942	82	1	although	although	SCONJ
fbem-26942	82	2	such	such	ADJ
fbem-26942	82	3	contingencies	contingency	NOUN
fbem-26942	82	4	are	be	AUX
fbem-26942	82	5	overloaded	overload	VERB
fbem-26942	82	6	with	with	ADP
fbem-26942	82	7	disruptive	disruptive	ADJ
fbem-26942	82	8	factors	factor	NOUN
fbem-26942	82	9	and	and	CCONJ
fbem-26942	82	10	irregularities	irregularity	NOUN
fbem-26942	82	11	,	,	PUNCT
fbem-26942	82	12	it	it	PRON
fbem-26942	82	13	has	have	AUX
fbem-26942	82	14	been	be	AUX
fbem-26942	82	15	noted	note	VERB
fbem-26942	82	16	that	that	SCONJ
fbem-26942	82	17	data	datum	NOUN
fbem-26942	82	18	analytics	analytic	NOUN
fbem-26942	82	19	and	and	CCONJ
fbem-26942	82	20	modeling	modeling	NOUN
fbem-26942	82	21	can	can	AUX
fbem-26942	82	22	be	be	AUX
fbem-26942	82	23	used	use	VERB
fbem-26942	82	24	to	to	PART
fbem-26942	82	25	simulate	simulate	VERB
fbem-26942	82	26	disruption	disruption	NOUN
fbem-26942	82	27	scenarios	scenario	NOUN
fbem-26942	82	28	in	in	ADP
fbem-26942	82	29	real	real	ADJ
fbem-26942	82	30	time	time	NOUN
fbem-26942	82	31	and	and	CCONJ
fbem-26942	82	32	for	for	ADP
fbem-26942	82	33	decision	decision	NOUN
fbem-26942	82	34	support	support	NOUN
fbem-26942	82	35	.	.	PUNCT
fbem-26942	83	1	in	in	ADP
fbem-26942	83	2	addition	addition	NOUN
fbem-26942	83	3	,	,	PUNCT
fbem-26942	83	4	analyzing	analyze	VERB
fbem-26942	83	5	data	datum	NOUN
fbem-26942	83	6	demonstrates	demonstrate	VERB
fbem-26942	83	7	unique	unique	ADJ
fbem-26942	83	8	value	value	NOUN
fbem-26942	83	9	in	in	ADP
fbem-26942	83	10	predicting	predict	VERB
fbem-26942	83	11	future	future	ADJ
fbem-26942	83	12	disruption	disruption	NOUN
fbem-26942	83	13	events	event	NOUN
fbem-26942	83	14	and	and	CCONJ
fbem-26942	83	15	recovery	recovery	NOUN
fbem-26942	83	16	of	of	ADP
fbem-26942	83	17	supply	supply	NOUN
fbem-26942	83	18	chain	chain	NOUN
fbem-26942	83	19	operations	operation	NOUN
fbem-26942	83	20	after	after	ADP
fbem-26942	83	21	a	a	DET
fbem-26942	83	22	disruption	disruption	NOUN
fbem-26942	83	23	[	[	X
fbem-26942	83	24	32	32	NUM
fbem-26942	83	25	]	]	PUNCT
fbem-26942	83	26	.	.	PUNCT
fbem-26942	84	1	many	many	ADJ
fbem-26942	84	2	organizations	organization	NOUN
fbem-26942	84	3	wish	wish	VERB
fbem-26942	84	4	to	to	PART
fbem-26942	84	5	utilize	utilize	VERB
fbem-26942	84	6	the	the	DET
fbem-26942	84	7	large	large	ADJ
fbem-26942	84	8	amount	amount	NOUN
fbem-26942	84	9	of	of	ADP
fbem-26942	84	10	available	available	ADJ
fbem-26942	84	11	supply	supply	NOUN
fbem-26942	84	12	chain	chain	NOUN
fbem-26942	84	13	data	datum	NOUN
fbem-26942	84	14	to	to	PART
fbem-26942	84	15	predict	predict	VERB
fbem-26942	84	16	risks	risk	NOUN
fbem-26942	84	17	and	and	CCONJ
fbem-26942	84	18	assess	assess	NOUN
fbem-26942	84	19	supply	supply	NOUN
fbem-26942	84	20	chain	chain	NOUN
fbem-26942	84	21	vulnerabilities	vulnerability	NOUN
fbem-26942	84	22	,	,	PUNCT
fbem-26942	84	23	thereby	thereby	ADV
fbem-26942	84	24	improving	improve	VERB
fbem-26942	84	25	supply	supply	NOUN
fbem-26942	84	26	chain	chain	NOUN
fbem-26942	84	27	resilience	resilience	NOUN
fbem-26942	84	28	[	[	X
fbem-26942	84	29	33	33	NUM
fbem-26942	84	30	]	]	PUNCT
fbem-26942	84	31	.	.	PUNCT
fbem-26942	85	1	it	it	PRON
fbem-26942	85	2	follows	follow	VERB
fbem-26942	85	3	that	that	SCONJ
fbem-26942	85	4	digital	digital	ADJ
fbem-26942	85	5	twin	twin	ADJ
fbem-26942	85	6	technology	technology	NOUN
fbem-26942	85	7	can	can	AUX
fbem-26942	85	8	significantly	significantly	ADV
fbem-26942	85	9	improve	improve	VERB
fbem-26942	85	10	supply	supply	NOUN
fbem-26942	85	11	chain	chain	NOUN
fbem-26942	85	12	sensitivity	sensitivity	NOUN
fbem-26942	85	13	to	to	ADP
fbem-26942	85	14	the	the	DET
fbem-26942	85	15	ripple	ripple	ADJ
fbem-26942	85	16	effect	effect	NOUN
fbem-26942	85	17	caused	cause	VERB
fbem-26942	85	18	by	by	ADP
fbem-26942	85	19	risk	risk	NOUN
fbem-26942	85	20	disruptions	disruption	NOUN
fbem-26942	85	21	[	[	X
fbem-26942	85	22	34	34	NUM
fbem-26942	85	23	]	]	PUNCT
fbem-26942	85	24	.	.	PUNCT
fbem-26942	86	1	the	the	DET
fbem-26942	86	2	ripple	ripple	ADJ
fbem-26942	86	3	effect	effect	NOUN
fbem-26942	86	4	targets	target	VERB
fbem-26942	86	5	low	low	ADJ
fbem-26942	86	6	-	-	PUNCT
fbem-26942	86	7	frequency	frequency	NOUN
fbem-26942	86	8	but	but	CCONJ
fbem-26942	86	9	high	high	ADJ
fbem-26942	86	10	-	-	PUNCT
fbem-26942	86	11	impact	impact	NOUN
fbem-26942	86	12	risk	risk	NOUN
fbem-26942	86	13	factors	factor	NOUN
fbem-26942	86	14	,	,	PUNCT
fbem-26942	86	15	while	while	SCONJ
fbem-26942	86	16	the	the	DET
fbem-26942	86	17	bullwhip	bullwhip	NOUN
fbem-26942	86	18	effect	effect	NOUN
fbem-26942	86	19	targets	target	VERB
fbem-26942	86	20	high	high	ADJ
fbem-26942	86	21	-	-	PUNCT
fbem-26942	86	22	frequency	frequency	NOUN
fbem-26942	86	23	but	but	CCONJ
fbem-26942	86	24	low	low	ADJ
fbem-26942	86	25	-	-	PUNCT
fbem-26942	86	26	impact	impact	NOUN
fbem-26942	86	27	risk	risk	NOUN
fbem-26942	86	28	factors	factor	NOUN
fbem-26942	86	29	,	,	PUNCT
fbem-26942	86	30	and	and	CCONJ
fbem-26942	86	31	the	the	DET
fbem-26942	86	32	ripple	ripple	ADJ
fbem-26942	86	33	effect	effect	NOUN
fbem-26942	86	34	can	can	AUX
fbem-26942	86	35	be	be	AUX
fbem-26942	86	36	seen	see	VERB
fbem-26942	86	37	as	as	ADP
fbem-26942	86	38	an	an	DET
fbem-26942	86	39	inverse	inverse	NOUN
fbem-26942	86	40	function	function	NOUN
fbem-26942	86	41	of	of	ADP
fbem-26942	86	42	the	the	DET
fbem-26942	86	43	bullwhip	bullwhip	NOUN
fbem-26942	86	44	effect	effect	NOUN
fbem-26942	86	45	[	[	X
fbem-26942	86	46	35	35	NUM
fbem-26942	86	47	]	]	PUNCT
fbem-26942	86	48	.	.	PUNCT
fbem-26942	87	1	the	the	DET
fbem-26942	87	2	ripple	ripple	ADJ
fbem-26942	87	3	effect	effect	NOUN
fbem-26942	87	4	reflects	reflect	VERB
fbem-26942	87	5	the	the	DET
fbem-26942	87	6	rapid	rapid	ADJ
fbem-26942	87	7	propagation	propagation	NOUN
fbem-26942	87	8	of	of	ADP
fbem-26942	87	9	localized	localized	ADJ
fbem-26942	87	10	events	event	NOUN
fbem-26942	87	11	through	through	ADP
fbem-26942	87	12	the	the	DET
fbem-26942	87	13	supply	supply	NOUN
fbem-26942	87	14	chain	chain	NOUN
fbem-26942	87	15	network	network	NOUN
fbem-26942	87	16	with	with	ADP
fbem-26942	87	17	significant	significant	ADJ
fbem-26942	87	18	global	global	ADJ
fbem-26942	87	19	impacts	impact	NOUN
fbem-26942	87	20	.	.	PUNCT
fbem-26942	88	1	in	in	ADP
fbem-26942	88	2	contrast	contrast	NOUN
fbem-26942	88	3	,	,	PUNCT
fbem-26942	88	4	the	the	DET
fbem-26942	88	5	bullwhip	bullwhip	NOUN
fbem-26942	88	6	effect	effect	NOUN
fbem-26942	88	7	reflects	reflect	VERB
fbem-26942	88	8	a	a	DET
fbem-26942	88	9	gradual	gradual	ADJ
fbem-26942	88	10	process	process	NOUN
fbem-26942	88	11	of	of	ADP
fbem-26942	88	12	amplification	amplification	NOUN
fbem-26942	88	13	of	of	ADP
fbem-26942	88	14	demand	demand	NOUN
fbem-26942	88	15	fluctuations	fluctuation	NOUN
fbem-26942	88	16	across	across	ADP
fbem-26942	88	17	all	all	DET
fbem-26942	88	18	levels	level	NOUN
fbem-26942	88	19	of	of	ADP
fbem-26942	88	20	the	the	DET
fbem-26942	88	21	supply	supply	NOUN
fbem-26942	88	22	chain	chain	NOUN
fbem-26942	88	23	,	,	PUNCT
fbem-26942	88	24	ultimately	ultimately	ADV
fbem-26942	88	25	leading	lead	VERB
fbem-26942	88	26	to	to	ADP
fbem-26942	88	27	greater	great	ADJ
fbem-26942	88	28	demand	demand	NOUN
fbem-26942	88	29	fluctuations	fluctuation	NOUN
fbem-26942	88	30	at	at	ADP
fbem-26942	88	31	upstream	upstream	ADJ
fbem-26942	88	32	supply	supply	NOUN
fbem-26942	88	33	chain	chain	NOUN
fbem-26942	88	34	nodes	node	NOUN
fbem-26942	88	35	[	[	X
fbem-26942	88	36	3	3	NUM
fbem-26942	88	37	]	]	PUNCT
fbem-26942	88	38	.	.	PUNCT
fbem-26942	89	1	understanding	understand	VERB
fbem-26942	89	2	the	the	DET
fbem-26942	89	3	interrelationship	interrelationship	NOUN
fbem-26942	89	4	between	between	ADP
fbem-26942	89	5	the	the	DET
fbem-26942	89	6	two	two	NUM
fbem-26942	89	7	helps	help	NOUN
fbem-26942	89	8	to	to	PART
fbem-26942	89	9	formulate	formulate	VERB
fbem-26942	89	10	effective	effective	ADJ
fbem-26942	89	11	and	and	CCONJ
fbem-26942	89	12	accurate	accurate	ADJ
fbem-26942	89	13	supply	supply	NOUN
fbem-26942	89	14	chain	chain	NOUN
fbem-26942	89	15	risk	risk	NOUN
fbem-26942	89	16	management	management	NOUN
fbem-26942	89	17	strategies	strategy	NOUN
fbem-26942	89	18	,	,	PUNCT
fbem-26942	89	19	thereby	thereby	ADV
fbem-26942	89	20	enhancing	enhance	VERB
fbem-26942	89	21	overall	overall	ADJ
fbem-26942	89	22	risk	risk	NOUN
fbem-26942	89	23	resistance	resistance	NOUN
fbem-26942	89	24	.	.	PUNCT
fbem-26942	90	1	in	in	ADP
fbem-26942	90	2	summary	summary	NOUN
fbem-26942	90	3	,	,	PUNCT
fbem-26942	90	4	the	the	DET
fbem-26942	90	5	existing	exist	VERB
fbem-26942	90	6	research	research	NOUN
fbem-26942	90	7	literature	literature	NOUN
fbem-26942	90	8	is	be	AUX
fbem-26942	90	9	small	small	ADJ
fbem-26942	90	10	in	in	ADP
fbem-26942	90	11	number	number	NOUN
fbem-26942	90	12	and	and	CCONJ
fbem-26942	90	13	most	most	ADJ
fbem-26942	90	14	of	of	ADP
fbem-26942	90	15	the	the	DET
fbem-26942	90	16	literature	literature	NOUN
fbem-26942	90	17	studies	study	NOUN
fbem-26942	90	18	are	be	AUX
fbem-26942	90	19	based	base	VERB
fbem-26942	90	20	on	on	ADP
fbem-26942	90	21	qualitative	qualitative	ADJ
fbem-26942	90	22	analysis	analysis	NOUN
fbem-26942	90	23	and	and	CCONJ
fbem-26942	90	24	lack	lack	NOUN
fbem-26942	90	25	of	of	ADP
fbem-26942	90	26	strong	strong	ADJ
fbem-26942	90	27	data	datum	NOUN
fbem-26942	90	28	support	support	NOUN
fbem-26942	90	29	;	;	PUNCT
fbem-26942	90	30	however	however	ADV
fbem-26942	90	31	,	,	PUNCT
fbem-26942	90	32	with	with	ADP
fbem-26942	90	33	the	the	DET
fbem-26942	90	34	rapid	rapid	ADJ
fbem-26942	90	35	development	development	NOUN
fbem-26942	90	36	of	of	ADP
fbem-26942	90	37	digital	digital	ADJ
fbem-26942	90	38	twin	twin	ADJ
fbem-26942	90	39	technology	technology	NOUN
fbem-26942	90	40	and	and	CCONJ
fbem-26942	90	41	industry	industry	NOUN
fbem-26942	90	42	4.0	4.0	NUM
fbem-26942	90	43	technology	technology	NOUN
fbem-26942	90	44	,	,	PUNCT
fbem-26942	90	45	future	future	ADJ
fbem-26942	90	46	research	research	NOUN
fbem-26942	90	47	on	on	ADP
fbem-26942	90	48	applying	apply	VERB
fbem-26942	90	49	digital	digital	ADJ
fbem-26942	90	50	twin	twin	ADJ
fbem-26942	90	51	technology	technology	NOUN
fbem-26942	90	52	to	to	ADP
fbem-26942	90	53	the	the	DET
fbem-26942	90	54	pharmaceutical	pharmaceutical	ADJ
fbem-26942	90	55	supply	supply	NOUN
fbem-26942	90	56	chain	chain	NOUN
fbem-26942	90	57	will	will	AUX
fbem-26942	90	58	become	become	VERB
fbem-26942	90	59	more	more	ADV
fbem-26942	90	60	and	and	CCONJ
fbem-26942	90	61	more	more	ADV
fbem-26942	90	62	complete	complete	ADJ
fbem-26942	90	63	to	to	PART
fbem-26942	90	64	further	far	ADV
fbem-26942	90	65	reduce	reduce	VERB
fbem-26942	90	66	the	the	DET
fbem-26942	90	67	risk	risk	NOUN
fbem-26942	90	68	of	of	ADP
fbem-26942	90	69	the	the	DET
fbem-26942	90	70	pharmaceutical	pharmaceutical	ADJ
fbem-26942	90	71	supply	supply	NOUN
fbem-26942	90	72	chain	chain	NOUN
fbem-26942	90	73	.	.	PUNCT
fbem-26942	91	1	in	in	ADP
fbem-26942	91	2	addition	addition	NOUN
fbem-26942	91	3	,	,	PUNCT
fbem-26942	91	4	according	accord	VERB
fbem-26942	91	5	to	to	ADP
fbem-26942	91	6	the	the	DET
fbem-26942	91	7	support	support	NOUN
fbem-26942	91	8	of	of	ADP
fbem-26942	91	9	related	related	ADJ
fbem-26942	91	10	literature	literature	NOUN
fbem-26942	91	11	mentioned	mention	VERB
fbem-26942	91	12	above	above	ADV
fbem-26942	91	13	,	,	PUNCT
fbem-26942	91	14	digital	digital	ADJ
fbem-26942	91	15	twin	twin	ADJ
fbem-26942	91	16	technology	technology	NOUN
fbem-26942	91	17	can	can	AUX
fbem-26942	91	18	theoretically	theoretically	ADV
fbem-26942	91	19	reduce	reduce	VERB
fbem-26942	91	20	the	the	DET
fbem-26942	91	21	ripple	ripple	ADJ
fbem-26942	91	22	effect	effect	NOUN
fbem-26942	91	23	of	of	ADP
fbem-26942	91	24	pharmaceutical	pharmaceutical	NOUN
fbem-26942	91	25	supply	supply	NOUN
fbem-26942	91	26	chain	chain	NOUN
fbem-26942	91	27	by	by	ADP
fbem-26942	91	28	improving	improve	VERB
fbem-26942	91	29	the	the	DET
fbem-26942	91	30	agility	agility	NOUN
fbem-26942	91	31	of	of	ADP
fbem-26942	91	32	the	the	DET
fbem-26942	91	33	supply	supply	NOUN
fbem-26942	91	34	chain	chain	NOUN
fbem-26942	91	35	.	.	PUNCT
fbem-26942	92	1	3	3	X
fbem-26942	92	2	.	.	X
fbem-26942	92	3	methodology	methodology	NOUN
fbem-26942	92	4	:	:	PUNCT
fbem-26942	92	5	design	design	NOUN
fbem-26942	92	6	and	and	CCONJ
fbem-26942	92	7	experimental	experimental	ADJ
fbem-26942	92	8	design	design	NOUN
fbem-26942	92	9	of	of	ADP
fbem-26942	92	10	a	a	DET
fbem-26942	92	11	simulated	simulate	VERB
fbem-26942	92	12	supply	supply	NOUN
fbem-26942	92	13	chain	chain	NOUN
fbem-26942	92	14	model	model	NOUN
fbem-26942	92	15	based	base	VERB
fbem-26942	92	16	on	on	ADP
fbem-26942	92	17	digital	digital	ADJ
fbem-26942	92	18	technology	technology	NOUN
fbem-26942	92	19	the	the	DET
fbem-26942	92	20	key	key	NOUN
fbem-26942	92	21	to	to	ADP
fbem-26942	92	22	digital	digital	ADJ
fbem-26942	92	23	twin	twin	ADJ
fbem-26942	92	24	technology	technology	NOUN
fbem-26942	92	25	is	be	AUX
fbem-26942	92	26	to	to	PART
fbem-26942	92	27	provide	provide	VERB
fbem-26942	92	28	an	an	DET
fbem-26942	92	29	exhaustive	exhaustive	ADJ
fbem-26942	92	30	virtual	virtual	ADJ
fbem-26942	92	31	model	model	NOUN
fbem-26942	92	32	of	of	ADP
fbem-26942	92	33	the	the	DET
fbem-26942	92	34	actual	actual	ADJ
fbem-26942	92	35	supply	supply	NOUN
fbem-26942	92	36	chain	chain	NOUN
fbem-26942	92	37	that	that	PRON
fbem-26942	92	38	can	can	AUX
fbem-26942	92	39	predict	predict	VERB
fbem-26942	92	40	and	and	CCONJ
fbem-26942	92	41	analyze	analyze	VERB
fbem-26942	92	42	the	the	DET
fbem-26942	92	43	behavior	behavior	NOUN
fbem-26942	92	44	and	and	CCONJ
fbem-26942	92	45	dynamics	dynamic	NOUN
fbem-26942	92	46	of	of	ADP
fbem-26942	92	47	the	the	DET
fbem-26942	92	48	supply	supply	NOUN
fbem-26942	92	49	chain	chain	NOUN
fbem-26942	92	50	and	and	CCONJ
fbem-26942	92	51	make	make	VERB
fbem-26942	92	52	proactive	proactive	ADJ
fbem-26942	92	53	decisions	decision	NOUN
fbem-26942	92	54	.	.	PUNCT
fbem-26942	93	1	the	the	DET
fbem-26942	93	2	objective	objective	NOUN
fbem-26942	93	3	of	of	ADP
fbem-26942	93	4	this	this	DET
fbem-26942	93	5	paper	paper	NOUN
fbem-26942	93	6	is	be	AUX
fbem-26942	93	7	to	to	PART
fbem-26942	93	8	design	design	VERB
fbem-26942	93	9	and	and	CCONJ
fbem-26942	93	10	develop	develop	VERB
fbem-26942	93	11	a	a	DET
fbem-26942	93	12	digital	digital	ADJ
fbem-26942	93	13	simulation	simulation	NOUN
fbem-26942	93	14	supply	supply	NOUN
fbem-26942	93	15	chain	chain	NOUN
fbem-26942	93	16	model	model	NOUN
fbem-26942	93	17	for	for	ADP
fbem-26942	93	18	the	the	DET
fbem-26942	93	19	pharmaceutical	pharmaceutical	ADJ
fbem-26942	93	20	supply	supply	NOUN
fbem-26942	93	21	chain	chain	NOUN
fbem-26942	93	22	,	,	PUNCT
fbem-26942	93	23	thus	thus	ADV
fbem-26942	93	24	demonstrating	demonstrate	VERB
fbem-26942	93	25	that	that	SCONJ
fbem-26942	93	26	digital	digital	ADJ
fbem-26942	93	27	twin	twin	ADJ
fbem-26942	93	28	technology	technology	NOUN
fbem-26942	93	29	can	can	AUX
fbem-26942	93	30	improve	improve	VERB
fbem-26942	93	31	the	the	DET
fbem-26942	93	32	agility	agility	NOUN
fbem-26942	93	33	of	of	ADP
fbem-26942	93	34	the	the	DET
fbem-26942	93	35	pharmaceutical	pharmaceutical	ADJ
fbem-26942	93	36	supply	supply	NOUN
fbem-26942	93	37	chain	chain	NOUN
fbem-26942	93	38	and	and	CCONJ
fbem-26942	93	39	thus	thus	ADV
fbem-26942	93	40	effectively	effectively	ADV
fbem-26942	93	41	deal	deal	VERB
fbem-26942	93	42	with	with	ADP
fbem-26942	93	43	the	the	DET
fbem-26942	93	44	ripple	ripple	ADJ
fbem-26942	93	45	effect	effect	NOUN
fbem-26942	93	46	.	.	PUNCT
fbem-26942	94	1	3.1	3.1	NUM
fbem-26942	94	2	.	.	PUNCT
fbem-26942	94	3	model	model	NOUN
fbem-26942	94	4	design	design	NOUN
fbem-26942	94	5	in	in	ADP
fbem-26942	94	6	this	this	DET
fbem-26942	94	7	paper	paper	NOUN
fbem-26942	94	8	,	,	PUNCT
fbem-26942	94	9	the	the	DET
fbem-26942	94	10	six	six	NUM
fbem-26942	94	11	-	-	PUNCT
fbem-26942	94	12	layer	layer	NOUN
fbem-26942	94	13	digital	digital	ADJ
fbem-26942	94	14	twin	twin	ADJ
fbem-26942	94	15	architecture	architecture	NOUN
fbem-26942	94	16	proposed	propose	VERB
fbem-26942	94	17	by	by	ADP
fbem-26942	94	18	redelinghuys	redelinghuy	NOUN
fbem-26942	94	19	is	be	AUX
fbem-26942	94	20	referenced	reference	VERB
fbem-26942	94	21	in	in	ADP
fbem-26942	94	22	the	the	DET
fbem-26942	94	23	design	design	NOUN
fbem-26942	94	24	of	of	ADP
fbem-26942	94	25	the	the	DET
fbem-26942	94	26	simulation	simulation	NOUN
fbem-26942	94	27	model	model	NOUN
fbem-26942	94	28	,	,	PUNCT
fbem-26942	94	29	which	which	PRON
fbem-26942	94	30	focuses	focus	VERB
fbem-26942	94	31	on	on	ADP
fbem-26942	94	32	describing	describe	VERB
fbem-26942	94	33	how	how	SCONJ
fbem-26942	94	34	to	to	PART
fbem-26942	94	35	collect	collect	VERB
fbem-26942	94	36	,	,	PUNCT
fbem-26942	94	37	process	process	NOUN
fbem-26942	94	38	,	,	PUNCT
fbem-26942	94	39	and	and	CCONJ
fbem-26942	94	40	upload	upload	VERB
fbem-26942	94	41	data	datum	NOUN
fbem-26942	94	42	from	from	ADP
fbem-26942	94	43	a	a	DET
fbem-26942	94	44	real	real	ADJ
fbem-26942	94	45	supply	supply	NOUN
fbem-26942	94	46	chain	chain	NOUN
fbem-26942	94	47	to	to	PART
fbem-26942	94	48	maximize	maximize	VERB
fbem-26942	94	49	the	the	DET
fbem-26942	94	50	restoration	restoration	NOUN
fbem-26942	94	51	of	of	ADP
fbem-26942	94	52	the	the	DET
fbem-26942	94	53	existing	exist	VERB
fbem-26942	94	54	supply	supply	NOUN
fbem-26942	94	55	chain	chain	NOUN
fbem-26942	95	1	[	[	X
fbem-26942	95	2	11	11	NUM
fbem-26942	95	3	]	]	PUNCT
fbem-26942	95	4	.	.	PUNCT
fbem-26942	96	1	in	in	ADP
fbem-26942	96	2	addition	addition	NOUN
fbem-26942	96	3	,	,	PUNCT
fbem-26942	96	4	this	this	DET
fbem-26942	96	5	paper	paper	NOUN
fbem-26942	96	6	introduces	introduce	VERB
fbem-26942	96	7	the	the	DET
fbem-26942	96	8	anylogistix	anylogistix	NOUN
fbem-26942	96	9	platform	platform	NOUN
fbem-26942	96	10	in	in	ADP
fbem-26942	96	11	this	this	DET
fbem-26942	96	12	architecture	architecture	NOUN
fbem-26942	96	13	to	to	PART
fbem-26942	96	14	build	build	VERB
fbem-26942	96	15	a	a	DET
fbem-26942	96	16	digital	digital	ADJ
fbem-26942	96	17	simulation	simulation	NOUN
fbem-26942	96	18	model	model	NOUN
fbem-26942	96	19	,	,	PUNCT
fbem-26942	96	20	the	the	DET
fbem-26942	96	21	anylogistix	anylogistix	NOUN
fbem-26942	96	22	®	®	NOUN
fbem-26942	96	23	platform	platform	NOUN
fbem-26942	96	24	is	be	AUX
fbem-26942	96	25	a	a	DET
fbem-26942	96	26	digital	digital	ADJ
fbem-26942	96	27	analytics	analytic	NOUN
fbem-26942	96	28	platform	platform	NOUN
fbem-26942	96	29	developed	develop	VERB
fbem-26942	96	30	by	by	ADP
fbem-26942	96	31	anylogic	anylogic	NOUN
fbem-26942	96	32	®	®	PROPN
fbem-26942	96	33	,	,	PUNCT
fbem-26942	96	34	inc	inc	PROPN
fbem-26942	96	35	.	.	PROPN
fbem-26942	96	36	for	for	ADP
fbem-26942	96	37	supply	supply	NOUN
fbem-26942	96	38	chains	chain	NOUN
fbem-26942	96	39	.	.	PUNCT
fbem-26942	97	1	in	in	ADP
fbem-26942	97	2	studying	study	VERB
fbem-26942	97	3	supply	supply	NOUN
fbem-26942	97	4	chain	chain	NOUN
fbem-26942	97	5	risk	risk	NOUN
fbem-26942	97	6	,	,	PUNCT
fbem-26942	97	7	most	most	ADJ
fbem-26942	97	8	researchers	researcher	NOUN
fbem-26942	97	9	and	and	CCONJ
fbem-26942	97	10	organizations	organization	NOUN
fbem-26942	97	11	apply	apply	VERB
fbem-26942	97	12	this	this	DET
fbem-26942	97	13	platform	platform	NOUN
fbem-26942	97	14	for	for	ADP
fbem-26942	97	15	data	datum	NOUN
fbem-26942	97	16	analysis	analysis	NOUN
fbem-26942	97	17	,	,	PUNCT
fbem-26942	97	18	which	which	PRON
fbem-26942	97	19	leads	lead	VERB
fbem-26942	97	20	to	to	ADP
fbem-26942	97	21	more	more	ADV
fbem-26942	97	22	significant	significant	ADJ
fbem-26942	97	23	experimental	experimental	ADJ
fbem-26942	97	24	results	result	NOUN
fbem-26942	97	25	.	.	PUNCT
fbem-26942	98	1	for	for	ADP
fbem-26942	98	2	example	example	NOUN
fbem-26942	98	3	,	,	PUNCT
fbem-26942	98	4	ivanov	ivanov	PROPN
fbem-26942	98	5	used	use	VERB
fbem-26942	98	6	anylogistix	anylogistix	NOUN
fbem-26942	98	7	to	to	PART
fbem-26942	98	8	analyze	analyze	VERB
fbem-26942	98	9	the	the	DET
fbem-26942	98	10	impact	impact	NOUN
fbem-26942	98	11	of	of	ADP
fbem-26942	98	12	an	an	DET
fbem-26942	98	13	epidemic	epidemic	NOUN
fbem-26942	98	14	on	on	ADP
fbem-26942	98	15	a	a	DET
fbem-26942	98	16	german	german	ADJ
fbem-26942	98	17	food	food	NOUN
fbem-26942	98	18	retail	retail	ADJ
fbem-26942	98	19	supply	supply	NOUN
fbem-26942	98	20	chain	chain	NOUN
fbem-26942	98	21	,	,	PUNCT
fbem-26942	98	22	and	and	CCONJ
fbem-26942	98	23	singh	singh	PROPN
fbem-26942	98	24	used	use	VERB
fbem-26942	98	25	anylogistix	anylogistix	NOUN
fbem-26942	98	26	software	software	NOUN
fbem-26942	98	27	in	in	ADP
fbem-26942	98	28	a	a	DET
fbem-26942	98	29	food	food	NOUN
fbem-26942	98	30	supply	supply	NOUN
fbem-26942	98	31	chain	chain	NOUN
fbem-26942	98	32	to	to	PART
fbem-26942	98	33	simulate	simulate	VERB
fbem-26942	98	34	the	the	DET
fbem-26942	98	35	risk	risk	NOUN
fbem-26942	98	36	of	of	ADP
fbem-26942	98	37	disruptions	disruption	NOUN
fbem-26942	98	38	in	in	ADP
fbem-26942	98	39	an	an	DET
fbem-26942	98	40	indian	indian	ADJ
fbem-26942	98	41	food	food	NOUN
fbem-26942	98	42	supply	supply	NOUN
fbem-26942	98	43	chain	chain	NOUN
fbem-26942	98	44	[	[	X
fbem-26942	98	45	36	36	NUM
fbem-26942	98	46	]	]	PUNCT
fbem-26942	98	47	.	.	PUNCT
fbem-26942	99	1	3.1.1	3.1.1	X
fbem-26942	99	2	.	.	PUNCT
fbem-26942	100	1	physical	physical	ADJ
fbem-26942	100	2	twin	twin	ADJ
fbem-26942	100	3	layer	layer	NOUN
fbem-26942	100	4	the	the	DET
fbem-26942	100	5	physical	physical	ADJ
fbem-26942	100	6	twin	twin	ADJ
fbem-26942	100	7	layer	layer	NOUN
fbem-26942	100	8	is	be	AUX
fbem-26942	100	9	the	the	DET
fbem-26942	100	10	basis	basis	NOUN
fbem-26942	100	11	of	of	ADP
fbem-26942	100	12	the	the	DET
fbem-26942	100	13	simulation	simulation	NOUN
fbem-26942	100	14	modeling	modeling	NOUN
fbem-26942	100	15	and	and	CCONJ
fbem-26942	100	16	collects	collect	VERB
fbem-26942	100	17	physical	physical	ADJ
fbem-26942	100	18	data	datum	NOUN
fbem-26942	100	19	from	from	ADP
fbem-26942	100	20	each	each	DET
fbem-26942	100	21	link	link	NOUN
fbem-26942	100	22	in	in	ADP
fbem-26942	100	23	the	the	DET
fbem-26942	100	24	supply	supply	NOUN
fbem-26942	100	25	chain	chain	NOUN
fbem-26942	100	26	in	in	ADP
fbem-26942	100	27	real	real	ADJ
fbem-26942	100	28	time	time	NOUN
fbem-26942	100	29	through	through	ADP
fbem-26942	100	30	devices	device	NOUN
fbem-26942	100	31	such	such	ADJ
fbem-26942	100	32	as	as	ADP
fbem-26942	100	33	sensors	sensor	NOUN
fbem-26942	100	34	,	,	PUNCT
fbem-26942	100	35	rfid	rfid	NOUN
fbem-26942	100	36	technology	technology	NOUN
fbem-26942	100	37	and	and	CCONJ
fbem-26942	100	38	gps	gps	NOUN
fbem-26942	100	39	positioning	positioning	NOUN
fbem-26942	100	40	.	.	PUNCT
fbem-26942	101	1	in	in	ADP
fbem-26942	101	2	the	the	DET
fbem-26942	101	3	pharmaceutical	pharmaceutical	ADJ
fbem-26942	101	4	supply	supply	NOUN
fbem-26942	101	5	chain	chain	NOUN
fbem-26942	101	6	,	,	PUNCT
fbem-26942	101	7	the	the	DET
fbem-26942	101	8	physical	physical	ADJ
fbem-26942	101	9	twin	twin	ADJ
fbem-26942	101	10	layer	layer	NOUN
fbem-26942	101	11	first	first	ADV
fbem-26942	101	12	adds	add	VERB
fbem-26942	101	13	rfid	rfid	NOUN
fbem-26942	101	14	tags	tag	NOUN
fbem-26942	101	15	to	to	ADP
fbem-26942	101	16	pharmaceutical	pharmaceutical	ADJ
fbem-26942	101	17	packages	package	NOUN
fbem-26942	101	18	at	at	ADP
fbem-26942	101	19	the	the	DET
fbem-26942	101	20	upstream	upstream	NOUN
fbem-26942	101	21	of	of	ADP
fbem-26942	101	22	the	the	DET
fbem-26942	101	23	supply	supply	NOUN
fbem-26942	101	24	chain	chain	NOUN
fbem-26942	101	25	,	,	PUNCT
fbem-26942	101	26	341	341	NUM
fbem-26942	101	27	which	which	PRON
fbem-26942	101	28	contain	contain	VERB
fbem-26942	101	29	an	an	DET
fbem-26942	101	30	antenna	antenna	NOUN
fbem-26942	101	31	that	that	PRON
fbem-26942	101	32	transmits	transmit	VERB
fbem-26942	101	33	the	the	DET
fbem-26942	101	34	location	location	NOUN
fbem-26942	101	35	of	of	ADP
fbem-26942	101	36	the	the	DET
fbem-26942	101	37	drug	drug	NOUN
fbem-26942	101	38	in	in	ADP
fbem-26942	101	39	real	real	ADJ
fbem-26942	101	40	time	time	NOUN
fbem-26942	101	41	and	and	CCONJ
fbem-26942	101	42	a	a	DET
fbem-26942	101	43	chip	chip	NOUN
fbem-26942	101	44	that	that	PRON
fbem-26942	101	45	stores	store	VERB
fbem-26942	101	46	the	the	DET
fbem-26942	101	47	information	information	NOUN
fbem-26942	101	48	.	.	PUNCT
fbem-26942	102	1	iot	iot	PROPN
fbem-26942	102	2	sensors	sensor	NOUN
fbem-26942	102	3	are	be	AUX
fbem-26942	102	4	then	then	ADV
fbem-26942	102	5	deployed	deploy	VERB
fbem-26942	102	6	at	at	ADP
fbem-26942	102	7	key	key	ADJ
fbem-26942	102	8	nodes	node	NOUN
fbem-26942	102	9	,	,	PUNCT
fbem-26942	102	10	such	such	ADJ
fbem-26942	102	11	as	as	ADP
fbem-26942	102	12	logistics	logistic	NOUN
fbem-26942	102	13	centers	center	NOUN
fbem-26942	102	14	and	and	CCONJ
fbem-26942	102	15	hospitals	hospital	NOUN
fbem-26942	102	16	,	,	PUNCT
fbem-26942	102	17	so	so	SCONJ
fbem-26942	102	18	that	that	SCONJ
fbem-26942	102	19	environmental	environmental	ADJ
fbem-26942	102	20	changes	change	NOUN
fbem-26942	102	21	and	and	CCONJ
fbem-26942	102	22	drug	drug	NOUN
fbem-26942	102	23	quantities	quantity	NOUN
fbem-26942	102	24	can	can	AUX
fbem-26942	102	25	be	be	AUX
fbem-26942	102	26	monitored	monitor	VERB
fbem-26942	102	27	in	in	ADP
fbem-26942	102	28	real	real	ADJ
fbem-26942	102	29	time	time	NOUN
fbem-26942	102	30	.	.	PUNCT
fbem-26942	103	1	finally	finally	ADV
fbem-26942	103	2	,	,	PUNCT
fbem-26942	103	3	gps	gps	PROPN
fbem-26942	103	4	devices	device	NOUN
fbem-26942	103	5	installed	instal	VERB
fbem-26942	103	6	in	in	ADP
fbem-26942	103	7	the	the	DET
fbem-26942	103	8	transportation	transportation	NOUN
fbem-26942	103	9	vehicles	vehicle	NOUN
fbem-26942	103	10	can	can	AUX
fbem-26942	103	11	track	track	VERB
fbem-26942	103	12	the	the	DET
fbem-26942	103	13	transportation	transportation	NOUN
fbem-26942	103	14	path	path	NOUN
fbem-26942	103	15	and	and	CCONJ
fbem-26942	103	16	location	location	NOUN
fbem-26942	103	17	in	in	ADP
fbem-26942	103	18	real	real	ADJ
fbem-26942	103	19	time	time	NOUN
fbem-26942	103	20	.	.	PUNCT
fbem-26942	104	1	the	the	DET
fbem-26942	104	2	purpose	purpose	NOUN
fbem-26942	104	3	of	of	ADP
fbem-26942	104	4	the	the	DET
fbem-26942	104	5	physical	physical	ADJ
fbem-26942	104	6	twin	twin	ADJ
fbem-26942	104	7	layer	layer	NOUN
fbem-26942	104	8	is	be	AUX
fbem-26942	104	9	to	to	PART
fbem-26942	104	10	collect	collect	VERB
fbem-26942	104	11	real	real	ADJ
fbem-26942	104	12	-	-	PUNCT
fbem-26942	104	13	time	time	NOUN
fbem-26942	104	14	data	datum	NOUN
fbem-26942	104	15	from	from	ADP
fbem-26942	104	16	all	all	DET
fbem-26942	104	17	parts	part	NOUN
fbem-26942	104	18	of	of	ADP
fbem-26942	104	19	the	the	DET
fbem-26942	104	20	supply	supply	NOUN
fbem-26942	104	21	chain	chain	NOUN
fbem-26942	104	22	in	in	ADP
fbem-26942	104	23	the	the	DET
fbem-26942	104	24	best	good	ADJ
fbem-26942	104	25	possible	possible	ADJ
fbem-26942	104	26	way	way	NOUN
fbem-26942	104	27	,	,	PUNCT
fbem-26942	104	28	so	so	SCONJ
fbem-26942	104	29	as	as	SCONJ
fbem-26942	104	30	to	to	PART
fbem-26942	104	31	ideally	ideally	ADV
fbem-26942	104	32	replicate	replicate	VERB
fbem-26942	104	33	the	the	DET
fbem-26942	104	34	real	real	ADJ
fbem-26942	104	35	supply	supply	NOUN
fbem-26942	104	36	chain	chain	NOUN
fbem-26942	104	37	100	100	NUM
fbem-26942	104	38	%	%	NOUN
fbem-26942	104	39	and	and	CCONJ
fbem-26942	104	40	provide	provide	VERB
fbem-26942	104	41	a	a	DET
fbem-26942	104	42	reliable	reliable	ADJ
fbem-26942	104	43	data	data	NOUN
fbem-26942	104	44	base	base	NOUN
fbem-26942	104	45	for	for	ADP
fbem-26942	104	46	subsequent	subsequent	ADJ
fbem-26942	104	47	analysis	analysis	NOUN
fbem-26942	104	48	and	and	CCONJ
fbem-26942	104	49	strategy	strategy	NOUN
fbem-26942	104	50	.	.	PUNCT
fbem-26942	105	1	given	give	VERB
fbem-26942	105	2	that	that	SCONJ
fbem-26942	105	3	the	the	DET
fbem-26942	105	4	technology	technology	NOUN
fbem-26942	105	5	has	have	AUX
fbem-26942	105	6	not	not	PART
fbem-26942	105	7	been	be	AUX
fbem-26942	105	8	fully	fully	ADV
fbem-26942	105	9	applied	apply	VERB
fbem-26942	105	10	to	to	ADP
fbem-26942	105	11	the	the	DET
fbem-26942	105	12	pharmaceutical	pharmaceutical	ADJ
fbem-26942	105	13	supply	supply	NOUN
fbem-26942	105	14	chain	chain	NOUN
fbem-26942	105	15	,	,	PUNCT
fbem-26942	105	16	this	this	DET
fbem-26942	105	17	paper	paper	NOUN
fbem-26942	105	18	assumes	assume	VERB
fbem-26942	105	19	that	that	SCONJ
fbem-26942	105	20	the	the	DET
fbem-26942	105	21	simulation	simulation	NOUN
fbem-26942	105	22	model	model	NOUN
fbem-26942	105	23	in	in	ADP
fbem-26942	105	24	the	the	DET
fbem-26942	105	25	case	case	NOUN
fbem-26942	105	26	study	study	NOUN
fbem-26942	105	27	is	be	AUX
fbem-26942	105	28	infinitely	infinitely	ADV
fbem-26942	105	29	close	close	ADJ
fbem-26942	105	30	to	to	ADP
fbem-26942	105	31	the	the	DET
fbem-26942	105	32	physical	physical	ADJ
fbem-26942	105	33	model	model	NOUN
fbem-26942	105	34	,	,	PUNCT
fbem-26942	105	35	and	and	CCONJ
fbem-26942	105	36	that	that	SCONJ
fbem-26942	105	37	all	all	DET
fbem-26942	105	38	data	datum	NOUN
fbem-26942	105	39	used	use	VERB
fbem-26942	105	40	in	in	ADP
fbem-26942	105	41	the	the	DET
fbem-26942	105	42	study	study	NOUN
fbem-26942	105	43	is	be	AUX
fbem-26942	105	44	collected	collect	VERB
fbem-26942	105	45	in	in	ADP
fbem-26942	105	46	real	real	ADJ
fbem-26942	105	47	time	time	NOUN
fbem-26942	105	48	by	by	ADP
fbem-26942	105	49	devices	device	NOUN
fbem-26942	105	50	such	such	ADJ
fbem-26942	105	51	as	as	ADP
fbem-26942	105	52	sensors	sensor	NOUN
fbem-26942	105	53	,	,	PUNCT
fbem-26942	105	54	rfid	rfid	NOUN
fbem-26942	105	55	technology	technology	NOUN
fbem-26942	105	56	,	,	PUNCT
fbem-26942	105	57	and	and	CCONJ
fbem-26942	105	58	gps	gps	PROPN
fbem-26942	105	59	positioning	positioning	NOUN
fbem-26942	105	60	.	.	PUNCT
fbem-26942	106	1	3.1.2	3.1.2	X
fbem-26942	106	2	.	.	PUNCT
fbem-26942	106	3	local	local	ADJ
fbem-26942	106	4	data	datum	NOUN
fbem-26942	106	5	sources	source	NOUN
fbem-26942	106	6	the	the	DET
fbem-26942	106	7	purpose	purpose	NOUN
fbem-26942	106	8	of	of	ADP
fbem-26942	106	9	local	local	ADJ
fbem-26942	106	10	data	datum	NOUN
fbem-26942	106	11	sources	source	NOUN
fbem-26942	106	12	is	be	AUX
fbem-26942	106	13	to	to	PART
fbem-26942	106	14	collect	collect	VERB
fbem-26942	106	15	and	and	CCONJ
fbem-26942	106	16	preprocess	preprocess	NOUN
fbem-26942	106	17	data	datum	NOUN
fbem-26942	106	18	from	from	ADP
fbem-26942	106	19	the	the	DET
fbem-26942	106	20	physical	physical	ADJ
fbem-26942	106	21	twin	twin	ADJ
fbem-26942	106	22	layer	layer	NOUN
fbem-26942	106	23	.	.	PUNCT
fbem-26942	107	1	in	in	ADP
fbem-26942	107	2	the	the	DET
fbem-26942	107	3	pharmaceutical	pharmaceutical	ADJ
fbem-26942	107	4	supply	supply	NOUN
fbem-26942	107	5	chain	chain	NOUN
fbem-26942	107	6	,	,	PUNCT
fbem-26942	107	7	professionals	professional	NOUN
fbem-26942	107	8	first	first	ADJ
fbem-26942	107	9	cleanse	cleanse	NOUN
fbem-26942	107	10	and	and	CCONJ
fbem-26942	107	11	categorize	categorize	VERB
fbem-26942	107	12	the	the	DET
fbem-26942	107	13	data	datum	NOUN
fbem-26942	107	14	with	with	ADP
fbem-26942	107	15	the	the	DET
fbem-26942	107	16	goal	goal	NOUN
fbem-26942	107	17	of	of	ADP
fbem-26942	107	18	ensuring	ensure	VERB
fbem-26942	107	19	accuracy	accuracy	NOUN
fbem-26942	107	20	and	and	CCONJ
fbem-26942	107	21	consistency	consistency	NOUN
fbem-26942	107	22	.	.	PUNCT
fbem-26942	108	1	the	the	DET
fbem-26942	108	2	preprocessed	preprocesse	VERB
fbem-26942	108	3	data	data	NOUN
fbem-26942	108	4	is	be	AUX
fbem-26942	108	5	then	then	ADV
fbem-26942	108	6	quickly	quickly	ADV
fbem-26942	108	7	uploaded	upload	VERB
fbem-26942	108	8	to	to	ADP
fbem-26942	108	9	a	a	DET
fbem-26942	108	10	local	local	ADJ
fbem-26942	108	11	database	database	NOUN
fbem-26942	108	12	via	via	ADP
fbem-26942	108	13	automated	automate	VERB
fbem-26942	108	14	spreadsheets	spreadsheet	NOUN
fbem-26942	108	15	(	(	PUNCT
fbem-26942	108	16	google	google	NOUN
fbem-26942	108	17	sheets	sheet	NOUN
fbem-26942	108	18	and	and	CCONJ
fbem-26942	108	19	python	python	NOUN
fbem-26942	108	20	scripts	script	NOUN
fbem-26942	108	21	)	)	PUNCT
fbem-26942	108	22	,	,	PUNCT
fbem-26942	108	23	with	with	ADP
fbem-26942	108	24	automated	automate	VERB
fbem-26942	108	25	systems	system	NOUN
fbem-26942	108	26	increasing	increase	VERB
fbem-26942	108	27	the	the	DET
fbem-26942	108	28	speed	speed	NOUN
fbem-26942	108	29	and	and	CCONJ
fbem-26942	108	30	responsiveness	responsiveness	NOUN
fbem-26942	108	31	of	of	ADP
fbem-26942	108	32	data	datum	NOUN
fbem-26942	108	33	uploads	upload	VERB
fbem-26942	108	34	.	.	PUNCT
fbem-26942	109	1	during	during	ADP
fbem-26942	109	2	the	the	DET
fbem-26942	109	3	preprocessing	preprocessing	NOUN
fbem-26942	109	4	of	of	ADP
fbem-26942	109	5	the	the	DET
fbem-26942	109	6	data	datum	NOUN
fbem-26942	109	7	,	,	PUNCT
fbem-26942	109	8	the	the	DET
fbem-26942	109	9	relevant	relevant	ADJ
fbem-26942	109	10	personnel	personnel	NOUN
fbem-26942	109	11	use	use	VERB
fbem-26942	109	12	uniform	uniform	ADJ
fbem-26942	109	13	data	datum	NOUN
fbem-26942	109	14	formats	format	NOUN
fbem-26942	109	15	and	and	CCONJ
fbem-26942	109	16	standards	standard	NOUN
fbem-26942	109	17	to	to	PART
fbem-26942	109	18	ensure	ensure	VERB
fbem-26942	109	19	that	that	SCONJ
fbem-26942	109	20	the	the	DET
fbem-26942	109	21	data	data	NOUN
fbem-26942	109	22	is	be	AUX
fbem-26942	109	23	readable	readable	ADJ
fbem-26942	109	24	and	and	CCONJ
fbem-26942	109	25	usable	usable	ADJ
fbem-26942	109	26	.	.	PUNCT
fbem-26942	110	1	meanwhile	meanwhile	ADV
fbem-26942	110	2	,	,	PUNCT
fbem-26942	110	3	during	during	ADP
fbem-26942	110	4	the	the	DET
fbem-26942	110	5	automatic	automatic	ADJ
fbem-26942	110	6	entry	entry	NOUN
fbem-26942	110	7	and	and	CCONJ
fbem-26942	110	8	storage	storage	NOUN
fbem-26942	110	9	process	process	NOUN
fbem-26942	110	10	,	,	PUNCT
fbem-26942	110	11	professionals	professional	NOUN
fbem-26942	110	12	need	need	VERB
fbem-26942	110	13	to	to	PART
fbem-26942	110	14	check	check	VERB
fbem-26942	110	15	the	the	DET
fbem-26942	110	16	completeness	completeness	NOUN
fbem-26942	110	17	and	and	CCONJ
fbem-26942	110	18	accuracy	accuracy	NOUN
fbem-26942	110	19	of	of	ADP
fbem-26942	110	20	the	the	DET
fbem-26942	110	21	data	datum	NOUN
fbem-26942	110	22	to	to	PART
fbem-26942	110	23	ensure	ensure	VERB
fbem-26942	110	24	the	the	DET
fbem-26942	110	25	quality	quality	NOUN
fbem-26942	110	26	of	of	ADP
fbem-26942	110	27	the	the	DET
fbem-26942	110	28	data	datum	NOUN
fbem-26942	110	29	in	in	ADP
fbem-26942	110	30	the	the	DET
fbem-26942	110	31	simulation	simulation	NOUN
fbem-26942	110	32	model	model	NOUN
fbem-26942	110	33	.	.	PUNCT
fbem-26942	111	1	3.1.3	3.1.3	NUM
fbem-26942	111	2	.	.	PUNCT
fbem-26942	111	3	local	local	ADJ
fbem-26942	111	4	data	datum	NOUN
fbem-26942	111	5	repositories	repositorie	VERB
fbem-26942	111	6	the	the	DET
fbem-26942	111	7	role	role	NOUN
fbem-26942	111	8	of	of	ADP
fbem-26942	111	9	the	the	DET
fbem-26942	111	10	local	local	ADJ
fbem-26942	111	11	data	data	NOUN
fbem-26942	111	12	repository	repository	NOUN
fbem-26942	111	13	is	be	AUX
fbem-26942	111	14	to	to	PART
fbem-26942	111	15	store	store	VERB
fbem-26942	111	16	and	and	CCONJ
fbem-26942	111	17	manage	manage	VERB
fbem-26942	111	18	the	the	DET
fbem-26942	111	19	collected	collect	VERB
fbem-26942	111	20	data	datum	NOUN
fbem-26942	111	21	.	.	PUNCT
fbem-26942	112	1	in	in	ADP
fbem-26942	112	2	the	the	DET
fbem-26942	112	3	pharmaceutical	pharmaceutical	ADJ
fbem-26942	112	4	supply	supply	NOUN
fbem-26942	112	5	chain	chain	NOUN
fbem-26942	112	6	,	,	PUNCT
fbem-26942	112	7	this	this	DET
fbem-26942	112	8	paper	paper	NOUN
fbem-26942	112	9	uses	use	VERB
fbem-26942	112	10	postgresql	postgresql	NOUN
fbem-26942	112	11	as	as	ADP
fbem-26942	112	12	the	the	DET
fbem-26942	112	13	local	local	ADJ
fbem-26942	112	14	data	datum	NOUN
fbem-26942	112	15	repository	repository	NOUN
fbem-26942	112	16	,	,	PUNCT
fbem-26942	112	17	the	the	DET
fbem-26942	112	18	main	main	ADJ
fbem-26942	112	19	reason	reason	NOUN
fbem-26942	112	20	for	for	ADP
fbem-26942	112	21	using	use	VERB
fbem-26942	112	22	this	this	DET
fbem-26942	112	23	system	system	NOUN
fbem-26942	112	24	is	be	AUX
fbem-26942	112	25	that	that	PRON
fbem-26942	112	26	postgresql	postgresql	NOUN
fbem-26942	112	27	allows	allow	VERB
fbem-26942	112	28	easy	easy	ADJ
fbem-26942	112	29	access	access	NOUN
fbem-26942	112	30	to	to	ADP
fbem-26942	112	31	external	external	ADJ
fbem-26942	112	32	data	datum	NOUN
fbem-26942	112	33	,	,	PUNCT
fbem-26942	112	34	for	for	ADP
fbem-26942	112	35	example	example	NOUN
fbem-26942	112	36	,	,	PUNCT
fbem-26942	112	37	the	the	DET
fbem-26942	112	38	system	system	NOUN
fbem-26942	112	39	's	's	PART
fbem-26942	112	40	foreign	foreign	ADJ
fbem-26942	112	41	data	datum	NOUN
fbem-26942	112	42	wrappers	wrapper	NOUN
fbem-26942	112	43	can	can	AUX
fbem-26942	112	44	integrate	integrate	VERB
fbem-26942	112	45	data	datum	NOUN
fbem-26942	112	46	from	from	ADP
fbem-26942	112	47	sensors	sensor	NOUN
fbem-26942	112	48	,	,	PUNCT
fbem-26942	112	49	rfid	rfid	NOUN
fbem-26942	112	50	and	and	CCONJ
fbem-26942	112	51	gps	gps	PROPN
fbem-26942	112	52	.	.	PUNCT
fbem-26942	113	1	in	in	ADP
fbem-26942	113	2	addition	addition	NOUN
fbem-26942	113	3	,	,	PUNCT
fbem-26942	113	4	the	the	DET
fbem-26942	113	5	system	system	NOUN
fbem-26942	113	6	can	can	AUX
fbem-26942	113	7	save	save	VERB
fbem-26942	113	8	data	datum	NOUN
fbem-26942	113	9	in	in	ADP
fbem-26942	113	10	real	real	ADJ
fbem-26942	113	11	time	time	NOUN
fbem-26942	113	12	and	and	CCONJ
fbem-26942	113	13	back	back	VERB
fbem-26942	113	14	it	it	PRON
fbem-26942	113	15	up	up	ADP
fbem-26942	113	16	regularly	regularly	ADV
fbem-26942	113	17	,	,	PUNCT
fbem-26942	113	18	thus	thus	ADV
fbem-26942	113	19	ensuring	ensure	VERB
fbem-26942	113	20	data	datum	NOUN
fbem-26942	113	21	security	security	NOUN
fbem-26942	113	22	and	and	CCONJ
fbem-26942	113	23	integrity	integrity	NOUN
fbem-26942	113	24	.	.	PUNCT
fbem-26942	114	1	3.1.4	3.1.4	NUM
fbem-26942	114	2	.	.	PUNCT
fbem-26942	114	3	iot	iot	PROPN
fbem-26942	114	4	gateway	gateway	PROPN
fbem-26942	114	5	interface	interface	NOUN
fbem-26942	114	6	the	the	DET
fbem-26942	114	7	iot	iot	PROPN
fbem-26942	114	8	gateway	gateway	NOUN
fbem-26942	114	9	interface	interface	NOUN
fbem-26942	114	10	is	be	AUX
fbem-26942	114	11	a	a	DET
fbem-26942	114	12	bridge	bridge	NOUN
fbem-26942	114	13	for	for	ADP
fbem-26942	114	14	transferring	transfer	VERB
fbem-26942	114	15	local	local	ADJ
fbem-26942	114	16	data	datum	NOUN
fbem-26942	114	17	to	to	ADP
fbem-26942	114	18	the	the	DET
fbem-26942	114	19	cloud	cloud	NOUN
fbem-26942	114	20	storage	storage	NOUN
fbem-26942	114	21	layer	layer	NOUN
fbem-26942	114	22	,	,	PUNCT
fbem-26942	114	23	a	a	DET
fbem-26942	114	24	technology	technology	NOUN
fbem-26942	114	25	that	that	PRON
fbem-26942	114	26	is	be	AUX
fbem-26942	114	27	common	common	ADJ
fbem-26942	114	28	on	on	ADP
fbem-26942	114	29	the	the	DET
fbem-26942	114	30	internet	internet	NOUN
fbem-26942	114	31	,	,	PUNCT
fbem-26942	114	32	such	such	ADJ
fbem-26942	114	33	as	as	ADP
fbem-26942	114	34	ethernet	ethernet	NOUN
fbem-26942	114	35	,	,	PUNCT
fbem-26942	114	36	wi	wi	PROPN
fbem-26942	114	37	-	-	PUNCT
fbem-26942	114	38	fi	fi	NOUN
fbem-26942	114	39	and	and	CCONJ
fbem-26942	114	40	bluetooth	bluetooth	NOUN
fbem-26942	114	41	.	.	PUNCT
fbem-26942	115	1	in	in	ADP
fbem-26942	115	2	pharmaceutical	pharmaceutical	ADJ
fbem-26942	115	3	supply	supply	NOUN
fbem-26942	115	4	chain	chain	NOUN
fbem-26942	115	5	,	,	PUNCT
fbem-26942	115	6	it	it	PRON
fbem-26942	115	7	is	be	AUX
fbem-26942	115	8	necessary	necessary	ADJ
fbem-26942	115	9	to	to	PART
fbem-26942	115	10	consider	consider	VERB
fbem-26942	115	11	the	the	DET
fbem-26942	115	12	transmission	transmission	NOUN
fbem-26942	115	13	speed	speed	NOUN
fbem-26942	115	14	and	and	CCONJ
fbem-26942	115	15	distance	distance	NOUN
fbem-26942	115	16	of	of	ADP
fbem-26942	115	17	iot	iot	PROPN
fbem-26942	115	18	gateway	gateway	NOUN
fbem-26942	115	19	interfaces	interface	NOUN
fbem-26942	115	20	at	at	ADP
fbem-26942	115	21	each	each	DET
fbem-26942	115	22	key	key	ADJ
fbem-26942	115	23	node	node	NOUN
fbem-26942	115	24	of	of	ADP
fbem-26942	115	25	the	the	DET
fbem-26942	115	26	supply	supply	NOUN
fbem-26942	115	27	chain	chain	NOUN
fbem-26942	115	28	,	,	PUNCT
fbem-26942	115	29	in	in	ADP
fbem-26942	115	30	addition	addition	NOUN
fbem-26942	115	31	,	,	PUNCT
fbem-26942	115	32	the	the	DET
fbem-26942	115	33	use	use	NOUN
fbem-26942	115	34	of	of	ADP
fbem-26942	115	35	appropriate	appropriate	ADJ
fbem-26942	115	36	data	datum	NOUN
fbem-26942	115	37	transmission	transmission	NOUN
fbem-26942	115	38	protocols	protocol	NOUN
fbem-26942	115	39	can	can	AUX
fbem-26942	115	40	achieve	achieve	VERB
fbem-26942	115	41	high	high	ADJ
fbem-26942	115	42	efficiency	efficiency	NOUN
fbem-26942	115	43	and	and	CCONJ
fbem-26942	115	44	low	low	ADJ
fbem-26942	115	45	latency	latency	NOUN
fbem-26942	115	46	data	datum	NOUN
fbem-26942	115	47	transmission	transmission	NOUN
fbem-26942	115	48	.	.	PUNCT
fbem-26942	116	1	in	in	ADP
fbem-26942	116	2	this	this	DET
fbem-26942	116	3	study	study	NOUN
fbem-26942	116	4	,	,	PUNCT
fbem-26942	116	5	wi	wi	PROPN
fbem-26942	116	6	-	-	PUNCT
fbem-26942	116	7	fi	fi	NOUN
fbem-26942	116	8	and	and	CCONJ
fbem-26942	116	9	mqtt	mqtt	NOUN
fbem-26942	116	10	protocols	protocol	NOUN
fbem-26942	116	11	are	be	AUX
fbem-26942	116	12	used	use	VERB
fbem-26942	116	13	as	as	ADP
fbem-26942	116	14	iot	iot	NOUN
fbem-26942	116	15	gateway	gateway	NOUN
fbem-26942	116	16	interfaces	interface	NOUN
fbem-26942	116	17	in	in	ADP
fbem-26942	116	18	the	the	DET
fbem-26942	116	19	pharmaceutical	pharmaceutical	ADJ
fbem-26942	116	20	supply	supply	NOUN
fbem-26942	116	21	chain	chain	NOUN
fbem-26942	116	22	because	because	SCONJ
fbem-26942	116	23	wifi	wifi	NOUN
fbem-26942	116	24	is	be	AUX
fbem-26942	116	25	suitable	suitable	ADJ
fbem-26942	116	26	for	for	ADP
fbem-26942	116	27	scenarios	scenario	NOUN
fbem-26942	116	28	in	in	ADP
fbem-26942	116	29	which	which	PRON
fbem-26942	116	30	a	a	DET
fbem-26942	116	31	large	large	ADJ
fbem-26942	116	32	amount	amount	NOUN
fbem-26942	116	33	of	of	ADP
fbem-26942	116	34	data	datum	NOUN
fbem-26942	116	35	is	be	AUX
fbem-26942	116	36	transmitted	transmit	VERB
fbem-26942	116	37	,	,	PUNCT
fbem-26942	116	38	which	which	PRON
fbem-26942	116	39	can	can	AUX
fbem-26942	116	40	meet	meet	VERB
fbem-26942	116	41	the	the	DET
fbem-26942	116	42	large	large	ADJ
fbem-26942	116	43	-	-	PUNCT
fbem-26942	116	44	scale	scale	NOUN
fbem-26942	116	45	data	datum	NOUN
fbem-26942	116	46	transmission	transmission	NOUN
fbem-26942	116	47	needs	need	NOUN
fbem-26942	116	48	of	of	ADP
fbem-26942	116	49	suppliers	supplier	NOUN
fbem-26942	116	50	,	,	PUNCT
fbem-26942	116	51	hospitals	hospital	NOUN
fbem-26942	116	52	,	,	PUNCT
fbem-26942	116	53	and	and	CCONJ
fbem-26942	116	54	logistics	logistic	NOUN
fbem-26942	116	55	centers	center	NOUN
fbem-26942	116	56	.	.	PUNCT
fbem-26942	117	1	and	and	CCONJ
fbem-26942	117	2	mqtt	mqtt	PROPN
fbem-26942	117	3	can	can	AUX
fbem-26942	117	4	transmit	transmit	VERB
fbem-26942	117	5	data	datum	NOUN
fbem-26942	117	6	in	in	ADP
fbem-26942	117	7	real	real	ADJ
fbem-26942	117	8	time	time	NOUN
fbem-26942	117	9	,	,	PUNCT
fbem-26942	117	10	which	which	PRON
fbem-26942	117	11	improves	improve	VERB
fbem-26942	117	12	the	the	DET
fbem-26942	117	13	data	data	NOUN
fbem-26942	117	14	responsiveness	responsiveness	NOUN
fbem-26942	117	15	in	in	ADP
fbem-26942	117	16	the	the	DET
fbem-26942	117	17	upstream	upstream	NOUN
fbem-26942	117	18	of	of	ADP
fbem-26942	117	19	the	the	DET
fbem-26942	117	20	supply	supply	NOUN
fbem-26942	117	21	chain	chain	NOUN
fbem-26942	117	22	.	.	PUNCT
fbem-26942	118	1	transportation	transportation	NOUN
fbem-26942	118	2	tools	tool	NOUN
fbem-26942	118	3	use	use	VERB
fbem-26942	118	4	4	4	NUM
fbem-26942	118	5	g	g	NOUN
fbem-26942	118	6	and	and	CCONJ
fbem-26942	118	7	coap	coap	ADJ
fbem-26942	118	8	protocols	protocol	NOUN
fbem-26942	118	9	because	because	SCONJ
fbem-26942	118	10	4	4	NUM
fbem-26942	118	11	g	g	NOUN
fbem-26942	118	12	networks	network	NOUN
fbem-26942	118	13	have	have	VERB
fbem-26942	118	14	wide	wide	ADJ
fbem-26942	118	15	coverage	coverage	NOUN
fbem-26942	118	16	and	and	CCONJ
fbem-26942	118	17	can	can	AUX
fbem-26942	118	18	ensure	ensure	VERB
fbem-26942	118	19	network	network	NOUN
fbem-26942	118	20	stability	stability	NOUN
fbem-26942	118	21	for	for	ADP
fbem-26942	118	22	transportation	transportation	NOUN
fbem-26942	118	23	tools	tool	NOUN
fbem-26942	118	24	.	.	PUNCT
fbem-26942	119	1	in	in	ADP
fbem-26942	119	2	addition	addition	NOUN
fbem-26942	119	3	,	,	PUNCT
fbem-26942	119	4	coap	coap	PROPN
fbem-26942	119	5	protocol	protocol	NOUN
fbem-26942	119	6	enables	enable	VERB
fbem-26942	119	7	frequent	frequent	ADJ
fbem-26942	119	8	data	datum	NOUN
fbem-26942	119	9	transmission	transmission	NOUN
fbem-26942	119	10	during	during	ADP
fbem-26942	119	11	transportation	transportation	NOUN
fbem-26942	119	12	,	,	PUNCT
fbem-26942	119	13	thus	thus	ADV
fbem-26942	119	14	tracking	track	VERB
fbem-26942	119	15	the	the	DET
fbem-26942	119	16	location	location	NOUN
fbem-26942	119	17	and	and	CCONJ
fbem-26942	119	18	status	status	NOUN
fbem-26942	119	19	of	of	ADP
fbem-26942	119	20	medicines	medicine	NOUN
fbem-26942	119	21	in	in	ADP
fbem-26942	119	22	real	real	ADJ
fbem-26942	119	23	time	time	NOUN
fbem-26942	119	24	and	and	CCONJ
fbem-26942	119	25	optimizing	optimize	VERB
fbem-26942	119	26	the	the	DET
fbem-26942	119	27	distribution	distribution	NOUN
fbem-26942	119	28	path	path	NOUN
fbem-26942	119	29	.	.	PUNCT
fbem-26942	120	1	3.1.5	3.1.5	X
fbem-26942	120	2	.	.	PUNCT
fbem-26942	120	3	cloud	cloud	NOUN
fbem-26942	120	4	-	-	PUNCT
fbem-26942	120	5	based	base	VERB
fbem-26942	120	6	information	information	NOUN
fbem-26942	120	7	repository	repository	NOUN
fbem-26942	120	8	cloud	cloud	NOUN
fbem-26942	120	9	-	-	PUNCT
fbem-26942	120	10	based	base	VERB
fbem-26942	120	11	information	information	NOUN
fbem-26942	120	12	repository	repository	NOUN
fbem-26942	120	13	is	be	AUX
fbem-26942	120	14	to	to	PART
fbem-26942	120	15	utilize	utilize	VERB
fbem-26942	120	16	cloud	cloud	NOUN
fbem-26942	120	17	computing	compute	VERB
fbem-26942	120	18	technology	technology	NOUN
fbem-26942	120	19	to	to	PART
fbem-26942	120	20	store	store	VERB
fbem-26942	120	21	the	the	DET
fbem-26942	120	22	information	information	NOUN
fbem-26942	120	23	of	of	ADP
fbem-26942	120	24	local	local	ADJ
fbem-26942	120	25	database	database	NOUN
fbem-26942	120	26	to	to	ADP
fbem-26942	120	27	the	the	DET
fbem-26942	120	28	server	server	NOUN
fbem-26942	120	29	in	in	ADP
fbem-26942	120	30	the	the	DET
fbem-26942	120	31	cloud	cloud	NOUN
fbem-26942	120	32	,	,	PUNCT
fbem-26942	120	33	and	and	CCONJ
fbem-26942	120	34	the	the	DET
fbem-26942	120	35	more	more	ADV
fbem-26942	120	36	common	common	ADJ
fbem-26942	120	37	cloud	cloud	NOUN
fbem-26942	120	38	storage	storage	NOUN
fbem-26942	120	39	providers	provider	NOUN
fbem-26942	120	40	are	be	AUX
fbem-26942	120	41	azure	azure	ADJ
fbem-26942	120	42	and	and	CCONJ
fbem-26942	120	43	google	google	PROPN
fbem-26942	120	44	cloud	cloud	NOUN
fbem-26942	120	45	.	.	PUNCT
fbem-26942	121	1	in	in	ADP
fbem-26942	121	2	the	the	DET
fbem-26942	121	3	pharmaceutical	pharmaceutical	ADJ
fbem-26942	121	4	supply	supply	NOUN
fbem-26942	121	5	chain	chain	NOUN
fbem-26942	121	6	,	,	PUNCT
fbem-26942	121	7	this	this	DET
fbem-26942	121	8	paper	paper	NOUN
fbem-26942	121	9	adopts	adopt	VERB
fbem-26942	121	10	anylogic	anylogic	NOUN
fbem-26942	121	11	private	private	ADJ
fbem-26942	121	12	cloud	cloud	NOUN
fbem-26942	121	13	as	as	ADP
fbem-26942	121	14	the	the	DET
fbem-26942	121	15	cloud	cloud	ADJ
fbem-26942	121	16	database	database	NOUN
fbem-26942	121	17	for	for	ADP
fbem-26942	121	18	pharmaceutical	pharmaceutical	ADJ
fbem-26942	121	19	supply	supply	NOUN
fbem-26942	121	20	chain	chain	NOUN
fbem-26942	121	21	management	management	NOUN
fbem-26942	121	22	.	.	PUNCT
fbem-26942	122	1	the	the	DET
fbem-26942	122	2	main	main	ADJ
fbem-26942	122	3	reason	reason	NOUN
fbem-26942	122	4	is	be	AUX
fbem-26942	122	5	that	that	SCONJ
fbem-26942	122	6	the	the	DET
fbem-26942	122	7	simulation	simulation	NOUN
fbem-26942	122	8	model	model	NOUN
fbem-26942	122	9	built	build	VERB
fbem-26942	122	10	by	by	ADP
fbem-26942	122	11	anylogistix	anylogistix	NOUN
fbem-26942	122	12	can	can	AUX
fbem-26942	122	13	process	process	VERB
fbem-26942	122	14	and	and	CCONJ
fbem-26942	122	15	analyze	analyze	VERB
fbem-26942	122	16	the	the	DET
fbem-26942	122	17	data	datum	NOUN
fbem-26942	122	18	from	from	ADP
fbem-26942	122	19	anylogic	anylogic	NOUN
fbem-26942	122	20	private	private	ADJ
fbem-26942	122	21	cloud	cloud	NOUN
fbem-26942	122	22	more	more	ADV
fbem-26942	122	23	quickly	quickly	ADV
fbem-26942	122	24	.	.	PUNCT
fbem-26942	123	1	secondly	secondly	ADV
fbem-26942	123	2	,	,	PUNCT
fbem-26942	123	3	anylogic	anylogic	PROPN
fbem-26942	123	4	private	private	ADJ
fbem-26942	123	5	cloud	cloud	NOUN
fbem-26942	123	6	has	have	VERB
fbem-26942	123	7	high	high	ADJ
fbem-26942	123	8	-	-	PUNCT
fbem-26942	123	9	performance	performance	NOUN
fbem-26942	123	10	computing	computing	NOUN
fbem-26942	123	11	power	power	NOUN
fbem-26942	123	12	,	,	PUNCT
fbem-26942	123	13	which	which	PRON
fbem-26942	123	14	can	can	AUX
fbem-26942	123	15	help	help	VERB
fbem-26942	123	16	anylogistix	anylogistix	VERB
fbem-26942	123	17	preprocess	preprocess	NOUN
fbem-26942	123	18	a	a	DET
fbem-26942	123	19	large	large	ADJ
fbem-26942	123	20	amount	amount	NOUN
fbem-26942	123	21	of	of	ADP
fbem-26942	123	22	data	datum	NOUN
fbem-26942	123	23	,	,	PUNCT
fbem-26942	123	24	thus	thus	ADV
fbem-26942	123	25	improving	improve	VERB
fbem-26942	123	26	the	the	DET
fbem-26942	123	27	running	run	VERB
fbem-26942	123	28	speed	speed	NOUN
fbem-26942	123	29	and	and	CCONJ
fbem-26942	123	30	analyzing	analyze	VERB
fbem-26942	123	31	ability	ability	NOUN
fbem-26942	123	32	of	of	ADP
fbem-26942	123	33	the	the	DET
fbem-26942	123	34	simulation	simulation	NOUN
fbem-26942	123	35	model	model	NOUN
fbem-26942	123	36	.	.	PUNCT
fbem-26942	124	1	most	most	ADV
fbem-26942	124	2	importantly	importantly	ADV
fbem-26942	124	3	,	,	PUNCT
fbem-26942	124	4	anylogic	anylogic	ADJ
fbem-26942	124	5	private	private	ADJ
fbem-26942	124	6	cloud	cloud	NOUN
fbem-26942	124	7	can	can	AUX
fbem-26942	124	8	effectively	effectively	ADV
fbem-26942	124	9	prevent	prevent	VERB
fbem-26942	124	10	data	datum	NOUN
fbem-26942	124	11	leakage	leakage	NOUN
fbem-26942	124	12	with	with	ADP
fbem-26942	124	13	a	a	DET
fbem-26942	124	14	complete	complete	ADJ
fbem-26942	124	15	data	data	NOUN
fbem-26942	124	16	encryption	encryption	NOUN
fbem-26942	124	17	system	system	NOUN
fbem-26942	124	18	,	,	PUNCT
fbem-26942	124	19	which	which	PRON
fbem-26942	124	20	protects	protect	VERB
fbem-26942	124	21	the	the	DET
fbem-26942	124	22	sensitive	sensitive	ADJ
fbem-26942	124	23	data	datum	NOUN
fbem-26942	124	24	of	of	ADP
fbem-26942	124	25	pharmaceutical	pharmaceutical	NOUN
fbem-26942	124	26	companies	company	NOUN
fbem-26942	124	27	.	.	PUNCT
fbem-26942	125	1	3.1.6	3.1.6	X
fbem-26942	125	2	.	.	PUNCT
fbem-26942	125	3	simulation	simulation	NOUN
fbem-26942	125	4	model	model	NOUN
fbem-26942	125	5	the	the	DET
fbem-26942	125	6	topmost	topmost	ADJ
fbem-26942	125	7	layer	layer	NOUN
fbem-26942	125	8	of	of	ADP
fbem-26942	125	9	the	the	DET
fbem-26942	125	10	framework	framework	NOUN
fbem-26942	125	11	is	be	AUX
fbem-26942	125	12	to	to	PART
fbem-26942	125	13	build	build	VERB
fbem-26942	125	14	a	a	DET
fbem-26942	125	15	simulation	simulation	NOUN
fbem-26942	125	16	model	model	NOUN
fbem-26942	125	17	,	,	PUNCT
fbem-26942	125	18	which	which	PRON
fbem-26942	125	19	aims	aim	VERB
fbem-26942	125	20	to	to	PART
fbem-26942	125	21	simulate	simulate	VERB
fbem-26942	125	22	the	the	DET
fbem-26942	125	23	real	real	ADJ
fbem-26942	125	24	-	-	PUNCT
fbem-26942	125	25	world	world	NOUN
fbem-26942	125	26	supply	supply	NOUN
fbem-26942	125	27	chain	chain	NOUN
fbem-26942	125	28	in	in	ADP
fbem-26942	125	29	the	the	DET
fbem-26942	125	30	computer	computer	NOUN
fbem-26942	125	31	so	so	SCONJ
fbem-26942	125	32	as	as	SCONJ
fbem-26942	125	33	to	to	PART
fbem-26942	125	34	visualize	visualize	VERB
fbem-26942	125	35	the	the	DET
fbem-26942	125	36	real	real	ADJ
fbem-26942	125	37	-	-	PUNCT
fbem-26942	125	38	world	world	NOUN
fbem-26942	125	39	supply	supply	NOUN
fbem-26942	125	40	chain	chain	NOUN
fbem-26942	125	41	in	in	ADP
fbem-26942	125	42	the	the	DET
fbem-26942	125	43	computer	computer	NOUN
fbem-26942	125	44	,	,	PUNCT
fbem-26942	125	45	and	and	CCONJ
fbem-26942	125	46	more	more	ADV
fbem-26942	125	47	intuitively	intuitively	ADV
fbem-26942	125	48	show	show	VERB
fbem-26942	125	49	the	the	DET
fbem-26942	125	50	operation	operation	NOUN
fbem-26942	125	51	trajectory	trajectory	NOUN
fbem-26942	125	52	of	of	ADP
fbem-26942	125	53	the	the	DET
fbem-26942	125	54	supply	supply	NOUN
fbem-26942	125	55	chain	chain	NOUN
fbem-26942	125	56	and	and	CCONJ
fbem-26942	125	57	the	the	DET
fbem-26942	125	58	impact	impact	NOUN
fbem-26942	125	59	of	of	ADP
fbem-26942	125	60	unexpected	unexpected	ADJ
fbem-26942	125	61	risk	risk	NOUN
fbem-26942	125	62	events	event	NOUN
fbem-26942	125	63	.	.	PUNCT
fbem-26942	126	1	for	for	ADP
fbem-26942	126	2	the	the	DET
fbem-26942	126	3	pharmaceutical	pharmaceutical	ADJ
fbem-26942	126	4	supply	supply	NOUN
fbem-26942	126	5	chain	chain	NOUN
fbem-26942	126	6	,	,	PUNCT
fbem-26942	126	7	this	this	DET
fbem-26942	126	8	paper	paper	NOUN
fbem-26942	126	9	inputs	input	VERB
fbem-26942	126	10	supply	supply	NOUN
fbem-26942	126	11	chain	chain	NOUN
fbem-26942	126	12	data	datum	NOUN
fbem-26942	126	13	from	from	ADP
fbem-26942	126	14	the	the	DET
fbem-26942	126	15	cloud	cloud	NOUN
fbem-26942	126	16	into	into	ADP
fbem-26942	126	17	the	the	DET
fbem-26942	126	18	anylogistix	anylogistix	NOUN
fbem-26942	126	19	platform	platform	NOUN
fbem-26942	126	20	,	,	PUNCT
fbem-26942	126	21	so	so	SCONJ
fbem-26942	126	22	that	that	SCONJ
fbem-26942	126	23	a	a	DET
fbem-26942	126	24	simulated	simulate	VERB
fbem-26942	126	25	supply	supply	NOUN
fbem-26942	126	26	chain	chain	NOUN
fbem-26942	126	27	model	model	NOUN
fbem-26942	126	28	is	be	AUX
fbem-26942	126	29	constructed	construct	VERB
fbem-26942	126	30	using	use	VERB
fbem-26942	126	31	the	the	DET
fbem-26942	126	32	anylogistix	anylogistix	NOUN
fbem-26942	126	33	platform	platform	NOUN
fbem-26942	126	34	.	.	PUNCT
fbem-26942	127	1	the	the	DET
fbem-26942	127	2	model	model	NOUN
fbem-26942	127	3	receives	receive	VERB
fbem-26942	127	4	real	real	ADJ
fbem-26942	127	5	-	-	PUNCT
fbem-26942	127	6	time	time	NOUN
fbem-26942	127	7	information	information	NOUN
fbem-26942	127	8	from	from	ADP
fbem-26942	127	9	the	the	DET
fbem-26942	127	10	real	real	ADJ
fbem-26942	127	11	supply	supply	NOUN
fbem-26942	127	12	chain	chain	NOUN
fbem-26942	127	13	and	and	CCONJ
fbem-26942	127	14	simulates	simulate	VERB
fbem-26942	127	15	specific	specific	ADJ
fbem-26942	127	16	disruptions	disruption	NOUN
fbem-26942	127	17	and	and	CCONJ
fbem-26942	127	18	demand	demand	NOUN
fbem-26942	127	19	fluctuations	fluctuation	NOUN
fbem-26942	127	20	in	in	ADP
fbem-26942	127	21	the	the	DET
fbem-26942	127	22	supply	supply	NOUN
fbem-26942	127	23	chain	chain	NOUN
fbem-26942	127	24	to	to	PART
fbem-26942	127	25	analyze	analyze	VERB
fbem-26942	127	26	current	current	ADJ
fbem-26942	127	27	and	and	CCONJ
fbem-26942	127	28	future	future	ADJ
fbem-26942	127	29	risks	risk	NOUN
fbem-26942	127	30	and	and	CCONJ
fbem-26942	127	31	proactively	proactively	ADV
fbem-26942	127	32	make	make	VERB
fbem-26942	127	33	optimal	optimal	ADJ
fbem-26942	127	34	decisions	decision	NOUN
fbem-26942	127	35	.	.	PUNCT
fbem-26942	128	1	3.1.7	3.1.7	NUM
fbem-26942	128	2	.	.	PUNCT
fbem-26942	129	1	introduction	introduction	NOUN
fbem-26942	129	2	of	of	ADP
fbem-26942	129	3	digital	digital	ADJ
fbem-26942	129	4	technology	technology	NOUN
fbem-26942	129	5	into	into	ADP
fbem-26942	129	6	simulation	simulation	NOUN
fbem-26942	129	7	models	model	NOUN
fbem-26942	129	8	digital	digital	ADJ
fbem-26942	129	9	technology	technology	NOUN
fbem-26942	129	10	is	be	AUX
fbem-26942	129	11	key	key	ADJ
fbem-26942	129	12	to	to	ADP
fbem-26942	129	13	improving	improve	VERB
fbem-26942	129	14	supply	supply	NOUN
fbem-26942	129	15	chain	chain	NOUN
fbem-26942	129	16	agility	agility	NOUN
fbem-26942	129	17	,	,	PUNCT
fbem-26942	129	18	and	and	CCONJ
fbem-26942	129	19	it	it	PRON
fbem-26942	129	20	serves	serve	VERB
fbem-26942	129	21	to	to	PART
fbem-26942	129	22	analyze	analyze	VERB
fbem-26942	129	23	and	and	CCONJ
fbem-26942	129	24	process	process	NOUN
fbem-26942	129	25	data	datum	NOUN
fbem-26942	129	26	in	in	ADP
fbem-26942	129	27	the	the	DET
fbem-26942	129	28	simulation	simulation	NOUN
fbem-26942	129	29	model	model	NOUN
fbem-26942	129	30	to	to	PART
fbem-26942	129	31	predict	predict	VERB
fbem-26942	129	32	disruption	disruption	NOUN
fbem-26942	129	33	risks	risk	NOUN
fbem-26942	129	34	and	and	CCONJ
fbem-26942	129	35	make	make	VERB
fbem-26942	129	36	proactive	proactive	ADJ
fbem-26942	129	37	decisions	decision	NOUN
fbem-26942	129	38	for	for	ADP
fbem-26942	129	39	ripple	ripple	ADJ
fbem-26942	129	40	effects	effect	NOUN
fbem-26942	129	41	.	.	PUNCT
fbem-26942	130	1	digital	digital	ADJ
fbem-26942	130	2	technology	technology	NOUN
fbem-26942	130	3	mainly	mainly	ADV
fbem-26942	130	4	consists	consist	VERB
fbem-26942	130	5	of	of	ADP
fbem-26942	130	6	network	network	NOUN
fbem-26942	130	7	optimization	optimization	NOUN
fbem-26942	130	8	experiments	experiment	NOUN
fbem-26942	130	9	and	and	CCONJ
fbem-26942	130	10	comparison	comparison	NOUN
fbem-26942	130	11	experiments	experiment	NOUN
fbem-26942	130	12	.	.	PUNCT
fbem-26942	131	1	network	network	NOUN
fbem-26942	131	2	optimization	optimization	NOUN
fbem-26942	131	3	experiments	experiment	NOUN
fbem-26942	131	4	can	can	AUX
fbem-26942	131	5	proactively	proactively	ADV
fbem-26942	131	6	analyze	analyze	VERB
fbem-26942	131	7	the	the	DET
fbem-26942	131	8	data	datum	NOUN
fbem-26942	131	9	in	in	ADP
fbem-26942	131	10	the	the	DET
fbem-26942	131	11	simulation	simulation	NOUN
fbem-26942	131	12	model	model	NOUN
fbem-26942	131	13	and	and	CCONJ
fbem-26942	131	14	find	find	VERB
fbem-26942	131	15	the	the	DET
fbem-26942	131	16	optimal	optimal	ADJ
fbem-26942	131	17	solution	solution	NOUN
fbem-26942	131	18	,	,	PUNCT
fbem-26942	131	19	including	include	VERB
fbem-26942	131	20	parameter	parameter	NOUN
fbem-26942	131	21	setting	setting	NOUN
fbem-26942	131	22	and	and	CCONJ
fbem-26942	131	23	path	path	NOUN
fbem-26942	131	24	finding	finding	NOUN
fbem-26942	131	25	.	.	PUNCT
fbem-26942	132	1	the	the	DET
fbem-26942	132	2	purpose	purpose	NOUN
fbem-26942	132	3	of	of	ADP
fbem-26942	132	4	the	the	DET
fbem-26942	132	5	comparison	comparison	NOUN
fbem-26942	132	6	experiment	experiment	NOUN
fbem-26942	132	7	is	be	AUX
fbem-26942	132	8	to	to	PART
fbem-26942	132	9	compare	compare	VERB
fbem-26942	132	10	the	the	DET
fbem-26942	132	11	effectiveness	effectiveness	NOUN
fbem-26942	132	12	of	of	ADP
fbem-26942	132	13	different	different	ADJ
fbem-26942	132	14	strategies	strategy	NOUN
fbem-26942	132	15	and	and	CCONJ
fbem-26942	132	16	actively	actively	ADV
fbem-26942	132	17	select	select	VERB
fbem-26942	132	18	the	the	DET
fbem-26942	132	19	optimal	optimal	ADJ
fbem-26942	132	20	strategy	strategy	NOUN
fbem-26942	132	21	.	.	PUNCT
fbem-26942	133	1	for	for	ADP
fbem-26942	133	2	the	the	DET
fbem-26942	133	3	ripple	ripple	ADJ
fbem-26942	133	4	effect	effect	NOUN
fbem-26942	133	5	,	,	PUNCT
fbem-26942	133	6	digital	digital	ADJ
fbem-26942	133	7	technology	technology	NOUN
fbem-26942	133	8	can	can	AUX
fbem-26942	133	9	analyze	analyze	VERB
fbem-26942	133	10	the	the	DET
fbem-26942	133	11	factors	factor	NOUN
fbem-26942	133	12	that	that	PRON
fbem-26942	133	13	affect	affect	VERB
fbem-26942	133	14	the	the	DET
fbem-26942	133	15	ripple	ripple	ADJ
fbem-26942	133	16	effect	effect	NOUN
fbem-26942	133	17	in	in	ADP
fbem-26942	133	18	the	the	DET
fbem-26942	133	19	supply	supply	NOUN
fbem-26942	133	20	chain	chain	NOUN
fbem-26942	133	21	,	,	PUNCT
fbem-26942	133	22	analyze	analyze	VERB
fbem-26942	133	23	which	which	DET
fbem-26942	133	24	factors	factor	NOUN
fbem-26942	133	25	have	have	VERB
fbem-26942	133	26	the	the	DET
fbem-26942	133	27	greatest	great	ADJ
fbem-26942	133	28	effect	effect	NOUN
fbem-26942	133	29	,	,	PUNCT
fbem-26942	133	30	and	and	CCONJ
fbem-26942	133	31	adjust	adjust	VERB
fbem-26942	133	32	these	these	DET
fbem-26942	133	33	variables	variable	NOUN
fbem-26942	133	34	.	.	PUNCT
fbem-26942	134	1	since	since	SCONJ
fbem-26942	134	2	sudden	sudden	ADJ
fbem-26942	134	3	disruption	disruption	NOUN
fbem-26942	134	4	events	event	NOUN
fbem-26942	134	5	for	for	ADP
fbem-26942	134	6	the	the	DET
fbem-26942	134	7	ripple	ripple	ADJ
fbem-26942	134	8	effect	effect	NOUN
fbem-26942	134	9	are	be	AUX
fbem-26942	134	10	difficult	difficult	ADJ
fbem-26942	134	11	to	to	PART
fbem-26942	134	12	predict	predict	VERB
fbem-26942	134	13	,	,	PUNCT
fbem-26942	134	14	this	this	DET
fbem-26942	134	15	study	study	NOUN
fbem-26942	134	16	utilizes	utilize	VERB
fbem-26942	134	17	digital	digital	ADJ
fbem-26942	134	18	technology	technology	NOUN
fbem-26942	134	19	to	to	PART
fbem-26942	134	20	select	select	VERB
fbem-26942	134	21	the	the	DET
fbem-26942	134	22	most	most	ADV
fbem-26942	134	23	effective	effective	ADJ
fbem-26942	134	24	proactive	proactive	ADJ
fbem-26942	134	25	and	and	CCONJ
fbem-26942	134	26	stressful	stressful	ADJ
fbem-26942	134	27	strategies	strategy	NOUN
fbem-26942	134	28	for	for	ADP
fbem-26942	134	29	specific	specific	ADJ
fbem-26942	134	30	disruption	disruption	NOUN
fbem-26942	134	31	risks	risk	NOUN
fbem-26942	134	32	,	,	PUNCT
fbem-26942	134	33	such	such	ADJ
fbem-26942	134	34	as	as	ADP
fbem-26942	134	35	for	for	ADP
fbem-26942	134	36	a	a	DET
fbem-26942	134	37	factory	factory	NOUN
fbem-26942	134	38	fire	fire	NOUN
fbem-26942	134	39	,	,	PUNCT
fbem-26942	134	40	digital	digital	ADJ
fbem-26942	134	41	technology	technology	NOUN
fbem-26942	134	42	proactively	proactively	ADV
fbem-26942	134	43	responds	respond	VERB
fbem-26942	134	44	to	to	ADP
fbem-26942	134	45	the	the	DET
fbem-26942	134	46	event	event	NOUN
fbem-26942	134	47	by	by	ADP
fbem-26942	134	48	using	use	VERB
fbem-26942	134	49	lateral	lateral	ADJ
fbem-26942	134	50	transshipment	transshipment	NOUN
fbem-26942	134	51	and	and	CCONJ
fbem-26942	134	52	alternate	alternate	ADJ
fbem-26942	134	53	suppliers	supplier	NOUN
fbem-26942	134	54	.	.	PUNCT
fbem-26942	135	1	this	this	DET
fbem-26942	135	2	paper	paper	NOUN
fbem-26942	135	3	will	will	AUX
fbem-26942	135	4	specifically	specifically	ADV
fbem-26942	135	5	utilize	utilize	VERB
fbem-26942	135	6	the	the	DET
fbem-26942	135	7	anylogistix	anylogistix	NOUN
fbem-26942	135	8	platform	platform	NOUN
fbem-26942	135	9	to	to	PART
fbem-26942	135	10	build	build	VERB
fbem-26942	135	11	out	out	ADP
fbem-26942	135	12	a	a	DET
fbem-26942	135	13	digital	digital	ADJ
fbem-26942	135	14	simulation	simulation	NOUN
fbem-26942	135	15	model	model	NOUN
fbem-26942	135	16	in	in	ADP
fbem-26942	135	17	the	the	DET
fbem-26942	135	18	case	case	NOUN
fbem-26942	135	19	study	study	NOUN
fbem-26942	135	20	and	and	CCONJ
fbem-26942	135	21	use	use	VERB
fbem-26942	135	22	the	the	DET
fbem-26942	135	23	output	output	NOUN
fbem-26942	135	24	to	to	PART
fbem-26942	135	25	demonstrate	demonstrate	VERB
fbem-26942	135	26	the	the	DET
fbem-26942	135	27	positive	positive	ADJ
fbem-26942	135	28	impact	impact	NOUN
fbem-26942	135	29	of	of	ADP
fbem-26942	135	30	digital	digital	ADJ
fbem-26942	135	31	twin	twin	ADJ
fbem-26942	135	32	technology	technology	NOUN
fbem-26942	135	33	on	on	ADP
fbem-26942	135	34	agility	agility	NOUN
fbem-26942	135	35	and	and	CCONJ
fbem-26942	135	36	ripple	ripple	ADJ
fbem-26942	135	37	effects	effect	NOUN
fbem-26942	135	38	.	.	PUNCT
fbem-26942	136	1	3.2	3.2	NUM
fbem-26942	136	2	.	.	PUNCT
fbem-26942	136	3	experimental	experimental	ADJ
fbem-26942	136	4	design	design	NOUN
fbem-26942	136	5	and	and	CCONJ
fbem-26942	136	6	hypothesis	hypothesis	NOUN
fbem-26942	136	7	3.2.1	3.2.1	NUM
fbem-26942	136	8	.	.	PUNCT
fbem-26942	137	1	experimental	experimental	ADJ
fbem-26942	137	2	design	design	NOUN
fbem-26942	137	3	the	the	DET
fbem-26942	137	4	purpose	purpose	NOUN
fbem-26942	137	5	of	of	ADP
fbem-26942	137	6	this	this	DET
fbem-26942	137	7	experiment	experiment	NOUN
fbem-26942	137	8	is	be	AUX
fbem-26942	137	9	to	to	PART
fbem-26942	137	10	analyze	analyze	VERB
fbem-26942	137	11	the	the	DET
fbem-26942	137	12	effect	effect	NOUN
fbem-26942	137	13	of	of	ADP
fbem-26942	137	14	digital	digital	ADJ
fbem-26942	137	15	twin	twin	ADJ
fbem-26942	137	16	technology	technology	NOUN
fbem-26942	137	17	in	in	ADP
fbem-26942	137	18	the	the	DET
fbem-26942	137	19	pharmaceutical	pharmaceutical	NOUN
fbem-26942	137	20	supply	supply	NOUN
fbem-26942	137	21	chain	chain	NOUN
fbem-26942	137	22	through	through	ADP
fbem-26942	137	23	simulation	simulation	NOUN
fbem-26942	137	24	models	model	NOUN
fbem-26942	137	25	and	and	CCONJ
fbem-26942	137	26	specific	specific	ADJ
fbem-26942	137	27	cases	case	NOUN
fbem-26942	137	28	,	,	PUNCT
fbem-26942	137	29	mainly	mainly	ADV
fbem-26942	137	30	analyzing	analyze	VERB
fbem-26942	137	31	the	the	DET
fbem-26942	137	32	ability	ability	NOUN
fbem-26942	137	33	of	of	ADP
fbem-26942	137	34	digital	digital	ADJ
fbem-26942	137	35	twin	twin	ADJ
fbem-26942	137	36	technology	technology	NOUN
fbem-26942	137	37	to	to	PART
fbem-26942	137	38	cope	cope	VERB
fbem-26942	137	39	with	with	ADP
fbem-26942	137	40	342	342	NUM
fbem-26942	137	41	the	the	DET
fbem-26942	137	42	ripple	ripple	ADJ
fbem-26942	137	43	effect	effect	NOUN
fbem-26942	137	44	of	of	ADP
fbem-26942	137	45	the	the	DET
fbem-26942	137	46	supply	supply	NOUN
fbem-26942	137	47	chain	chain	NOUN
fbem-26942	137	48	.	.	PUNCT
fbem-26942	138	1	this	this	DET
fbem-26942	138	2	experiment	experiment	NOUN
fbem-26942	138	3	is	be	AUX
fbem-26942	138	4	demonstrated	demonstrate	VERB
fbem-26942	138	5	through	through	ADP
fbem-26942	138	6	specific	specific	ADJ
fbem-26942	138	7	cases	case	NOUN
fbem-26942	138	8	.	.	PUNCT
fbem-26942	139	1	first	first	ADV
fbem-26942	139	2	,	,	PUNCT
fbem-26942	139	3	a	a	DET
fbem-26942	139	4	simulation	simulation	NOUN
fbem-26942	139	5	model	model	NOUN
fbem-26942	139	6	is	be	AUX
fbem-26942	139	7	built	build	VERB
fbem-26942	139	8	and	and	CCONJ
fbem-26942	139	9	simulates	simulate	VERB
fbem-26942	139	10	the	the	DET
fbem-26942	139	11	normal	normal	ADJ
fbem-26942	139	12	operation	operation	NOUN
fbem-26942	139	13	of	of	ADP
fbem-26942	139	14	the	the	DET
fbem-26942	139	15	pharmaceutical	pharmaceutical	ADJ
fbem-26942	139	16	supply	supply	NOUN
fbem-26942	139	17	chain	chain	NOUN
fbem-26942	139	18	,	,	PUNCT
fbem-26942	139	19	which	which	PRON
fbem-26942	139	20	includes	include	VERB
fbem-26942	139	21	suppliers	supplier	NOUN
fbem-26942	139	22	,	,	PUNCT
fbem-26942	139	23	manufacturers	manufacturer	NOUN
fbem-26942	139	24	,	,	PUNCT
fbem-26942	139	25	distribution	distribution	NOUN
fbem-26942	139	26	centers	center	NOUN
fbem-26942	139	27	and	and	CCONJ
fbem-26942	139	28	retail	retail	ADJ
fbem-26942	139	29	terminals	terminal	NOUN
fbem-26942	139	30	.	.	PUNCT
fbem-26942	140	1	then	then	ADV
fbem-26942	140	2	,	,	PUNCT
fbem-26942	140	3	30	30	NUM
fbem-26942	140	4	iterations	iteration	NOUN
fbem-26942	140	5	of	of	ADP
fbem-26942	140	6	the	the	DET
fbem-26942	140	7	experiment	experiment	NOUN
fbem-26942	140	8	are	be	AUX
fbem-26942	140	9	conducted	conduct	VERB
fbem-26942	140	10	without	without	ADP
fbem-26942	140	11	the	the	DET
fbem-26942	140	12	risk	risk	NOUN
fbem-26942	140	13	of	of	ADP
fbem-26942	140	14	sudden	sudden	ADJ
fbem-26942	140	15	disruptions	disruption	NOUN
fbem-26942	140	16	and	and	CCONJ
fbem-26942	140	17	simulate	simulate	VERB
fbem-26942	140	18	the	the	DET
fbem-26942	140	19	normal	normal	ADJ
fbem-26942	140	20	operation	operation	NOUN
fbem-26942	140	21	of	of	ADP
fbem-26942	140	22	the	the	DET
fbem-26942	140	23	supply	supply	NOUN
fbem-26942	140	24	chain	chain	NOUN
fbem-26942	140	25	for	for	ADP
fbem-26942	140	26	one	one	NUM
fbem-26942	140	27	year	year	NOUN
fbem-26942	140	28	,	,	PUNCT
fbem-26942	140	29	and	and	CCONJ
fbem-26942	140	30	key	key	ADJ
fbem-26942	140	31	performance	performance	NOUN
fbem-26942	140	32	indicators	indicator	NOUN
fbem-26942	140	33	(	(	PUNCT
fbem-26942	140	34	kpis	kpis	PROPN
fbem-26942	140	35	)	)	PUNCT
fbem-26942	140	36	such	such	ADJ
fbem-26942	140	37	as	as	ADP
fbem-26942	140	38	inventory	inventory	NOUN
fbem-26942	140	39	levels	level	NOUN
fbem-26942	140	40	,	,	PUNCT
fbem-26942	140	41	order	order	NOUN
fbem-26942	140	42	fulfillment	fulfillment	NOUN
fbem-26942	140	43	rates	rate	NOUN
fbem-26942	140	44	,	,	PUNCT
fbem-26942	140	45	outof	outof	PROPN
fbem-26942	140	46	-	-	PUNCT
fbem-26942	140	47	stock	stock	NOUN
fbem-26942	140	48	rates	rate	NOUN
fbem-26942	140	49	,	,	PUNCT
fbem-26942	140	50	average	average	ADJ
fbem-26942	140	51	lead	lead	NOUN
fbem-26942	140	52	times	time	NOUN
fbem-26942	140	53	,	,	PUNCT
fbem-26942	140	54	and	and	CCONJ
fbem-26942	140	55	total	total	ADJ
fbem-26942	140	56	costs	cost	NOUN
fbem-26942	140	57	are	be	AUX
fbem-26942	140	58	recorded	record	VERB
fbem-26942	140	59	.	.	PUNCT
fbem-26942	141	1	subsequently	subsequently	ADV
fbem-26942	141	2	,	,	PUNCT
fbem-26942	141	3	30	30	NUM
fbem-26942	141	4	iterations	iteration	NOUN
fbem-26942	141	5	of	of	ADP
fbem-26942	141	6	the	the	DET
fbem-26942	141	7	simulation	simulation	NOUN
fbem-26942	141	8	are	be	AUX
fbem-26942	141	9	conducted	conduct	VERB
fbem-26942	141	10	with	with	ADP
fbem-26942	141	11	the	the	DET
fbem-26942	141	12	introduction	introduction	NOUN
fbem-26942	141	13	of	of	ADP
fbem-26942	141	14	a	a	DET
fbem-26942	141	15	specific	specific	ADJ
fbem-26942	141	16	sudden	sudden	ADJ
fbem-26942	141	17	disruption	disruption	NOUN
fbem-26942	141	18	event	event	NOUN
fbem-26942	141	19	to	to	PART
fbem-26942	141	20	record	record	VERB
fbem-26942	141	21	the	the	DET
fbem-26942	141	22	kpi	kpi	ADJ
fbem-26942	141	23	results	result	NOUN
fbem-26942	141	24	of	of	ADP
fbem-26942	141	25	the	the	DET
fbem-26942	141	26	supply	supply	NOUN
fbem-26942	141	27	chain	chain	NOUN
fbem-26942	141	28	after	after	SCONJ
fbem-26942	141	29	the	the	DET
fbem-26942	141	30	ripple	ripple	ADJ
fbem-26942	141	31	effect	effect	NOUN
fbem-26942	141	32	occurs	occur	VERB
fbem-26942	141	33	over	over	ADP
fbem-26942	141	34	a	a	DET
fbem-26942	141	35	one	one	NUM
fbem-26942	141	36	-	-	PUNCT
fbem-26942	141	37	year	year	NOUN
fbem-26942	141	38	period	period	NOUN
fbem-26942	141	39	and	and	CCONJ
fbem-26942	141	40	compare	compare	VERB
fbem-26942	141	41	this	this	DET
fbem-26942	141	42	result	result	NOUN
fbem-26942	141	43	with	with	ADP
fbem-26942	141	44	the	the	DET
fbem-26942	141	45	results	result	NOUN
fbem-26942	141	46	of	of	ADP
fbem-26942	141	47	the	the	DET
fbem-26942	141	48	normally	normally	ADV
fbem-26942	141	49	operating	operate	VERB
fbem-26942	141	50	supply	supply	NOUN
fbem-26942	141	51	chain	chain	NOUN
fbem-26942	141	52	to	to	PART
fbem-26942	141	53	analyze	analyze	VERB
fbem-26942	141	54	the	the	DET
fbem-26942	141	55	change	change	NOUN
fbem-26942	141	56	in	in	ADP
fbem-26942	141	57	kpis	kpis	PROPN
fbem-26942	141	58	of	of	ADP
fbem-26942	141	59	the	the	DET
fbem-26942	141	60	simulated	simulate	VERB
fbem-26942	141	61	supply	supply	NOUN
fbem-26942	141	62	chain	chain	NOUN
fbem-26942	141	63	after	after	ADP
fbem-26942	141	64	the	the	DET
fbem-26942	141	65	two	two	NUM
fbem-26942	141	66	events	event	NOUN
fbem-26942	141	67	.	.	PUNCT
fbem-26942	142	1	next	next	ADV
fbem-26942	142	2	,	,	PUNCT
fbem-26942	142	3	network	network	NOUN
fbem-26942	142	4	optimization	optimization	NOUN
fbem-26942	142	5	experiments	experiment	NOUN
fbem-26942	142	6	are	be	AUX
fbem-26942	142	7	analyzed	analyze	VERB
fbem-26942	142	8	for	for	ADP
fbem-26942	142	9	the	the	DET
fbem-26942	142	10	simulated	simulate	VERB
fbem-26942	142	11	supply	supply	NOUN
fbem-26942	142	12	chain	chain	NOUN
fbem-26942	142	13	that	that	PRON
fbem-26942	142	14	has	have	AUX
fbem-26942	142	15	experienced	experience	VERB
fbem-26942	142	16	a	a	DET
fbem-26942	142	17	disruptive	disruptive	ADJ
fbem-26942	142	18	event	event	NOUN
fbem-26942	142	19	,	,	PUNCT
fbem-26942	142	20	and	and	CCONJ
fbem-26942	142	21	network	network	NOUN
fbem-26942	142	22	optimization	optimization	NOUN
fbem-26942	142	23	can	can	AUX
fbem-26942	142	24	screen	screen	VERB
fbem-26942	142	25	the	the	DET
fbem-26942	142	26	best	good	ADJ
fbem-26942	142	27	solution	solution	NOUN
fbem-26942	142	28	strategy	strategy	NOUN
fbem-26942	142	29	for	for	ADP
fbem-26942	142	30	the	the	DET
fbem-26942	142	31	simulated	simulate	VERB
fbem-26942	142	32	supply	supply	NOUN
fbem-26942	142	33	chain	chain	NOUN
fbem-26942	142	34	.	.	PUNCT
fbem-26942	143	1	immediately	immediately	ADV
fbem-26942	143	2	following	follow	VERB
fbem-26942	143	3	the	the	DET
fbem-26942	143	4	input	input	NOUN
fbem-26942	143	5	of	of	ADP
fbem-26942	143	6	strategy	strategy	NOUN
fbem-26942	143	7	parameters	parameter	NOUN
fbem-26942	143	8	for	for	ADP
fbem-26942	143	9	the	the	DET
fbem-26942	143	10	supply	supply	NOUN
fbem-26942	143	11	chain	chain	NOUN
fbem-26942	143	12	with	with	ADP
fbem-26942	143	13	a	a	DET
fbem-26942	143	14	disruptive	disruptive	ADJ
fbem-26942	143	15	risk	risk	NOUN
fbem-26942	143	16	event	event	NOUN
fbem-26942	143	17	,	,	PUNCT
fbem-26942	143	18	30	30	NUM
fbem-26942	143	19	iterations	iteration	NOUN
fbem-26942	143	20	of	of	ADP
fbem-26942	143	21	simulation	simulation	NOUN
fbem-26942	143	22	are	be	AUX
fbem-26942	143	23	conducted	conduct	VERB
fbem-26942	143	24	and	and	CCONJ
fbem-26942	143	25	kpi	kpi	ADJ
fbem-26942	143	26	results	result	NOUN
fbem-26942	143	27	are	be	AUX
fbem-26942	143	28	output	output	NOUN
fbem-26942	143	29	respectively	respectively	ADV
fbem-26942	143	30	.	.	PUNCT
fbem-26942	144	1	by	by	ADP
fbem-26942	144	2	analyzing	analyze	VERB
fbem-26942	144	3	and	and	CCONJ
fbem-26942	144	4	comparing	compare	VERB
fbem-26942	144	5	the	the	DET
fbem-26942	144	6	key	key	ADJ
fbem-26942	144	7	parameters	parameter	NOUN
fbem-26942	144	8	output	output	VERB
fbem-26942	144	9	from	from	ADP
fbem-26942	144	10	the	the	DET
fbem-26942	144	11	three	three	NUM
fbem-26942	144	12	experiments	experiment	NOUN
fbem-26942	144	13	,	,	PUNCT
fbem-26942	144	14	it	it	PRON
fbem-26942	144	15	is	be	AUX
fbem-26942	144	16	firstly	firstly	ADV
fbem-26942	144	17	argued	argue	VERB
fbem-26942	144	18	that	that	SCONJ
fbem-26942	144	19	digital	digital	ADJ
fbem-26942	144	20	twin	twin	ADJ
fbem-26942	144	21	technology	technology	NOUN
fbem-26942	144	22	can	can	AUX
fbem-26942	144	23	improve	improve	VERB
fbem-26942	144	24	the	the	DET
fbem-26942	144	25	agility	agility	NOUN
fbem-26942	144	26	of	of	ADP
fbem-26942	144	27	supply	supply	NOUN
fbem-26942	144	28	chains	chain	NOUN
fbem-26942	144	29	.	.	PUNCT
fbem-26942	145	1	secondly	secondly	ADV
fbem-26942	145	2	,	,	PUNCT
fbem-26942	145	3	assess	assess	VERB
fbem-26942	145	4	whether	whether	SCONJ
fbem-26942	145	5	the	the	DET
fbem-26942	145	6	proactive	proactive	ADJ
fbem-26942	145	7	strategy	strategy	NOUN
fbem-26942	145	8	is	be	AUX
fbem-26942	145	9	effective	effective	ADJ
fbem-26942	145	10	in	in	ADP
fbem-26942	145	11	reducing	reduce	VERB
fbem-26942	145	12	the	the	DET
fbem-26942	145	13	supply	supply	NOUN
fbem-26942	145	14	chain	chain	NOUN
fbem-26942	145	15	ripple	ripple	ADJ
fbem-26942	145	16	effect	effect	NOUN
fbem-26942	145	17	,	,	PUNCT
fbem-26942	145	18	thus	thus	ADV
fbem-26942	145	19	demonstrating	demonstrate	VERB
fbem-26942	145	20	the	the	DET
fbem-26942	145	21	effectiveness	effectiveness	NOUN
fbem-26942	145	22	of	of	ADP
fbem-26942	145	23	digital	digital	ADJ
fbem-26942	145	24	twin	twin	ADJ
fbem-26942	145	25	technology	technology	NOUN
fbem-26942	145	26	in	in	ADP
fbem-26942	145	27	reducing	reduce	VERB
fbem-26942	145	28	the	the	DET
fbem-26942	145	29	supply	supply	NOUN
fbem-26942	145	30	chain	chain	NOUN
fbem-26942	145	31	ripple	ripple	ADJ
fbem-26942	145	32	effect	effect	NOUN
fbem-26942	145	33	.	.	PUNCT
fbem-26942	146	1	through	through	ADP
fbem-26942	146	2	the	the	DET
fbem-26942	146	3	above	above	ADJ
fbem-26942	146	4	experimental	experimental	ADJ
fbem-26942	146	5	design	design	NOUN
fbem-26942	146	6	,	,	PUNCT
fbem-26942	146	7	the	the	DET
fbem-26942	146	8	effectiveness	effectiveness	NOUN
fbem-26942	146	9	of	of	ADP
fbem-26942	146	10	digital	digital	ADJ
fbem-26942	146	11	twin	twin	ADJ
fbem-26942	146	12	technology	technology	NOUN
fbem-26942	146	13	in	in	ADP
fbem-26942	146	14	terms	term	NOUN
fbem-26942	146	15	of	of	ADP
fbem-26942	146	16	its	its	PRON
fbem-26942	146	17	role	role	NOUN
fbem-26942	146	18	in	in	ADP
fbem-26942	146	19	supply	supply	NOUN
fbem-26942	146	20	chain	chain	NOUN
fbem-26942	146	21	agility	agility	NOUN
fbem-26942	146	22	and	and	CCONJ
fbem-26942	146	23	coping	cope	VERB
fbem-26942	146	24	with	with	ADP
fbem-26942	146	25	ripple	ripple	ADJ
fbem-26942	146	26	effects	effect	NOUN
fbem-26942	146	27	can	can	AUX
fbem-26942	146	28	be	be	AUX
fbem-26942	146	29	verified	verify	VERB
fbem-26942	146	30	.	.	PUNCT
fbem-26942	147	1	3.2.2	3.2.2	X
fbem-26942	147	2	.	.	PUNCT
fbem-26942	147	3	hypotheses	hypothesis	NOUN
fbem-26942	147	4	there	there	PRON
fbem-26942	147	5	are	be	VERB
fbem-26942	147	6	2	2	NUM
fbem-26942	147	7	hypotheses	hypothesis	NOUN
fbem-26942	147	8	established	establish	VERB
fbem-26942	147	9	in	in	ADP
fbem-26942	147	10	this	this	DET
fbem-26942	147	11	paper	paper	NOUN
fbem-26942	147	12	,	,	PUNCT
fbem-26942	147	13	hypothesis	hypothesis	NOUN
fbem-26942	147	14	1	1	NUM
fbem-26942	147	15	:	:	PUNCT
fbem-26942	147	16	the	the	DET
fbem-26942	147	17	simulation	simulation	NOUN
fbem-26942	147	18	supply	supply	NOUN
fbem-26942	147	19	chain	chain	NOUN
fbem-26942	147	20	based	base	VERB
fbem-26942	147	21	on	on	ADP
fbem-26942	147	22	digital	digital	ADJ
fbem-26942	147	23	twin	twin	ADJ
fbem-26942	147	24	technology	technology	NOUN
fbem-26942	147	25	can	can	AUX
fbem-26942	147	26	improve	improve	VERB
fbem-26942	147	27	the	the	DET
fbem-26942	147	28	responsiveness	responsiveness	NOUN
fbem-26942	147	29	,	,	PUNCT
fbem-26942	147	30	proactivity	proactivity	NOUN
fbem-26942	147	31	,	,	PUNCT
fbem-26942	147	32	flexibility	flexibility	NOUN
fbem-26942	147	33	and	and	CCONJ
fbem-26942	147	34	speed	speed	NOUN
fbem-26942	147	35	of	of	ADP
fbem-26942	147	36	the	the	DET
fbem-26942	147	37	supply	supply	NOUN
fbem-26942	147	38	chain	chain	NOUN
fbem-26942	147	39	,	,	PUNCT
fbem-26942	147	40	thus	thus	ADV
fbem-26942	147	41	improving	improve	VERB
fbem-26942	147	42	the	the	DET
fbem-26942	147	43	agility	agility	NOUN
fbem-26942	147	44	of	of	ADP
fbem-26942	147	45	the	the	DET
fbem-26942	147	46	supply	supply	NOUN
fbem-26942	147	47	chain	chain	NOUN
fbem-26942	147	48	.	.	PUNCT
fbem-26942	148	1	hypothesis	hypothesis	NOUN
fbem-26942	148	2	2	2	NUM
fbem-26942	148	3	:	:	PUNCT
fbem-26942	148	4	digital	digital	ADJ
fbem-26942	148	5	twin	twin	ADJ
fbem-26942	148	6	technology	technology	NOUN
fbem-26942	148	7	can	can	AUX
fbem-26942	148	8	effectively	effectively	ADV
fbem-26942	148	9	reduce	reduce	VERB
fbem-26942	148	10	the	the	DET
fbem-26942	148	11	ripple	ripple	ADJ
fbem-26942	148	12	effect	effect	NOUN
fbem-26942	148	13	of	of	ADP
fbem-26942	148	14	supply	supply	NOUN
fbem-26942	148	15	chain	chain	NOUN
fbem-26942	148	16	.	.	PUNCT
fbem-26942	149	1	4	4	X
fbem-26942	149	2	.	.	X
fbem-26942	149	3	case	case	NOUN
fbem-26942	149	4	study	study	NOUN
fbem-26942	149	5	description	description	NOUN
fbem-26942	149	6	of	of	ADP
fbem-26942	149	7	pharmaceutical	pharmaceutical	ADJ
fbem-26942	149	8	supply	supply	NOUN
fbem-26942	149	9	chain	chain	VERB
fbem-26942	149	10	4.1	4.1	NUM
fbem-26942	149	11	.	.	PUNCT
fbem-26942	150	1	study	study	NOUN
fbem-26942	150	2	area	area	NOUN
fbem-26942	150	3	the	the	DET
fbem-26942	150	4	research	research	NOUN
fbem-26942	150	5	object	object	NOUN
fbem-26942	150	6	of	of	ADP
fbem-26942	150	7	this	this	DET
fbem-26942	150	8	paper	paper	NOUN
fbem-26942	150	9	is	be	AUX
fbem-26942	150	10	the	the	DET
fbem-26942	150	11	london	london	PROPN
fbem-26942	150	12	region	region	NOUN
fbem-26942	150	13	located	locate	VERB
fbem-26942	150	14	in	in	ADP
fbem-26942	150	15	the	the	DET
fbem-26942	150	16	u.k	u.k	PROPN
fbem-26942	150	17	.	.	PROPN
fbem-26942	150	18	the	the	DET
fbem-26942	150	19	u.k	u.k	PROPN
fbem-26942	150	20	.	.	PROPN
fbem-26942	150	21	is	be	AUX
fbem-26942	150	22	a	a	DET
fbem-26942	150	23	key	key	ADJ
fbem-26942	150	24	player	player	NOUN
fbem-26942	150	25	in	in	ADP
fbem-26942	150	26	the	the	DET
fbem-26942	150	27	global	global	ADJ
fbem-26942	150	28	pharmaceutical	pharmaceutical	NOUN
fbem-26942	150	29	industry	industry	NOUN
fbem-26942	150	30	,	,	PUNCT
fbem-26942	150	31	with	with	ADP
fbem-26942	150	32	world	world	NOUN
fbem-26942	150	33	-	-	PUNCT
fbem-26942	150	34	leading	lead	VERB
fbem-26942	150	35	pharmaceutical	pharmaceutical	ADJ
fbem-26942	150	36	companies	company	NOUN
fbem-26942	150	37	and	and	CCONJ
fbem-26942	150	38	advanced	advanced	ADJ
fbem-26942	150	39	medical	medical	ADJ
fbem-26942	150	40	technology	technology	NOUN
fbem-26942	150	41	,	,	PUNCT
fbem-26942	150	42	and	and	CCONJ
fbem-26942	150	43	london	london	PROPN
fbem-26942	150	44	,	,	PUNCT
fbem-26942	150	45	as	as	SCONJ
fbem-26942	150	46	the	the	DET
fbem-26942	150	47	capital	capital	NOUN
fbem-26942	150	48	of	of	ADP
fbem-26942	150	49	the	the	DET
fbem-26942	150	50	u.k	u.k	PROPN
fbem-26942	150	51	.	.	PROPN
fbem-26942	150	52	,	,	PUNCT
fbem-26942	150	53	has	have	VERB
fbem-26942	150	54	abundant	abundant	ADJ
fbem-26942	150	55	medical	medical	ADJ
fbem-26942	150	56	resources	resource	NOUN
fbem-26942	150	57	and	and	CCONJ
fbem-26942	150	58	well	well	ADV
fbem-26942	150	59	-	-	PUNCT
fbem-26942	150	60	developed	develop	VERB
fbem-26942	150	61	infrastructure	infrastructure	NOUN
fbem-26942	150	62	.	.	PUNCT
fbem-26942	151	1	in	in	ADP
fbem-26942	151	2	recent	recent	ADJ
fbem-26942	151	3	years	year	NOUN
fbem-26942	151	4	,	,	PUNCT
fbem-26942	151	5	through	through	ADP
fbem-26942	151	6	technological	technological	ADJ
fbem-26942	151	7	innovation	innovation	NOUN
fbem-26942	151	8	and	and	CCONJ
fbem-26942	151	9	centralized	centralized	ADJ
fbem-26942	151	10	management	management	NOUN
fbem-26942	151	11	,	,	PUNCT
fbem-26942	151	12	london	london	PROPN
fbem-26942	151	13	has	have	AUX
fbem-26942	151	14	developed	develop	VERB
fbem-26942	151	15	a	a	DET
fbem-26942	151	16	centralized	centralized	ADJ
fbem-26942	151	17	and	and	CCONJ
fbem-26942	151	18	multi	multi	ADJ
fbem-26942	151	19	-	-	ADJ
fbem-26942	151	20	layered	layered	ADJ
fbem-26942	151	21	pharmaceutical	pharmaceutical	NOUN
fbem-26942	151	22	supply	supply	NOUN
fbem-26942	151	23	chain	chain	NOUN
fbem-26942	151	24	network	network	NOUN
fbem-26942	151	25	(	(	PUNCT
fbem-26942	151	26	e.g.	e.g.	ADV
fbem-26942	151	27	,	,	PUNCT
fbem-26942	151	28	fig	fig	NOUN
fbem-26942	151	29	.	.	NOUN
fbem-26942	152	1	1	1	NUM
fbem-26942	152	2	)	)	PUNCT
fbem-26942	152	3	.	.	PUNCT
fbem-26942	153	1	suppliers	supplier	NOUN
fbem-26942	153	2	and	and	CCONJ
fbem-26942	153	3	manufacturers	manufacturer	NOUN
fbem-26942	153	4	deliver	deliver	VERB
fbem-26942	153	5	medicines	medicine	NOUN
fbem-26942	153	6	through	through	ADP
fbem-26942	153	7	warehouses	warehouse	NOUN
fbem-26942	153	8	or	or	CCONJ
fbem-26942	153	9	directly	directly	ADV
fbem-26942	153	10	to	to	ADP
fbem-26942	153	11	centralized	centralized	ADJ
fbem-26942	153	12	logistics	logistic	NOUN
fbem-26942	153	13	hubs	hub	NOUN
fbem-26942	153	14	(	(	PUNCT
fbem-26942	153	15	logistics	logistic	NOUN
fbem-26942	153	16	centers	center	NOUN
fbem-26942	153	17	)	)	PUNCT
fbem-26942	153	18	,	,	PUNCT
fbem-26942	153	19	which	which	PRON
fbem-26942	153	20	are	be	AUX
fbem-26942	153	21	responsible	responsible	ADJ
fbem-26942	153	22	for	for	ADP
fbem-26942	153	23	splitting	splitting	NOUN
fbem-26942	153	24	,	,	PUNCT
fbem-26942	153	25	repackaging	repackage	VERB
fbem-26942	153	26	,	,	PUNCT
fbem-26942	153	27	and	and	CCONJ
fbem-26942	153	28	distributing	distribute	VERB
fbem-26942	153	29	medicines	medicine	NOUN
fbem-26942	153	30	to	to	ADP
fbem-26942	153	31	hospitals	hospital	NOUN
fbem-26942	153	32	and	and	CCONJ
fbem-26942	153	33	pharmacies	pharmacy	NOUN
fbem-26942	153	34	,	,	PUNCT
fbem-26942	153	35	allowing	allow	VERB
fbem-26942	153	36	for	for	ADP
fbem-26942	153	37	efficient	efficient	ADJ
fbem-26942	153	38	"	"	PUNCT
fbem-26942	153	39	last	last	ADJ
fbem-26942	153	40	mile	mile	NOUN
fbem-26942	153	41	"	"	PUNCT
fbem-26942	153	42	distribution	distribution	NOUN
fbem-26942	153	43	,	,	PUNCT
fbem-26942	153	44	e.g.	e.g.	ADV
fbem-26942	153	45	,	,	PUNCT
fbem-26942	153	46	the	the	DET
fbem-26942	153	47	consolidation	consolidation	NOUN
fbem-26942	153	48	center	center	NOUN
fbem-26942	153	49	established	establish	VERB
fbem-26942	153	50	in	in	ADP
fbem-26942	153	51	dartford	dartford	PROPN
fbem-26942	153	52	in	in	ADP
fbem-26942	153	53	2014	2014	NUM
fbem-26942	153	54	reduces	reduce	VERB
fbem-26942	153	55	the	the	DET
fbem-26942	153	56	number	number	NOUN
fbem-26942	153	57	of	of	ADP
fbem-26942	153	58	times	time	NOUN
fbem-26942	153	59	medicines	medicine	NOUN
fbem-26942	153	60	are	be	AUX
fbem-26942	153	61	delivered	deliver	VERB
fbem-26942	153	62	to	to	ADP
fbem-26942	153	63	central	central	ADJ
fbem-26942	153	64	london	london	PROPN
fbem-26942	153	65	hospitals	hospital	NOUN
fbem-26942	153	66	(	(	PUNCT
fbem-26942	153	67	chc	chc	PROPN
fbem-26942	153	68	)	)	PUNCT
fbem-26942	153	69	.	.	PUNCT
fbem-26942	154	1	the	the	DET
fbem-26942	154	2	nhs	nhs	PROPN
fbem-26942	154	3	(	(	PUNCT
fbem-26942	154	4	national	national	PROPN
fbem-26942	154	5	health	health	NOUN
fbem-26942	154	6	service	service	PROPN
fbem-26942	154	7	)	)	PUNCT
fbem-26942	154	8	is	be	AUX
fbem-26942	154	9	the	the	DET
fbem-26942	154	10	foundation	foundation	NOUN
fbem-26942	154	11	of	of	ADP
fbem-26942	154	12	the	the	DET
fbem-26942	154	13	uk	uk	PROPN
fbem-26942	154	14	healthcare	healthcare	NOUN
fbem-26942	154	15	system	system	NOUN
fbem-26942	154	16	,	,	PUNCT
fbem-26942	154	17	providing	provide	VERB
fbem-26942	154	18	free	free	ADJ
fbem-26942	154	19	healthcare	healthcare	NOUN
fbem-26942	154	20	to	to	ADP
fbem-26942	154	21	uk	uk	PROPN
fbem-26942	154	22	citizens	citizen	NOUN
fbem-26942	154	23	,	,	PUNCT
fbem-26942	154	24	and	and	CCONJ
fbem-26942	154	25	is	be	AUX
fbem-26942	154	26	a	a	DET
fbem-26942	154	27	key	key	ADJ
fbem-26942	154	28	player	player	NOUN
fbem-26942	154	29	in	in	ADP
fbem-26942	154	30	the	the	DET
fbem-26942	154	31	pharmaceutical	pharmaceutical	ADJ
fbem-26942	154	32	supply	supply	NOUN
fbem-26942	154	33	chain	chain	NOUN
fbem-26942	154	34	.	.	PUNCT
fbem-26942	155	1	the	the	DET
fbem-26942	155	2	main	main	ADJ
fbem-26942	155	3	reason	reason	NOUN
fbem-26942	155	4	for	for	ADP
fbem-26942	155	5	choosing	choose	VERB
fbem-26942	155	6	london	london	PROPN
fbem-26942	155	7	for	for	ADP
fbem-26942	155	8	this	this	DET
fbem-26942	155	9	study	study	NOUN
fbem-26942	155	10	is	be	AUX
fbem-26942	155	11	that	that	SCONJ
fbem-26942	155	12	london	london	PROPN
fbem-26942	155	13	has	have	VERB
fbem-26942	155	14	a	a	DET
fbem-26942	155	15	well	well	ADV
fbem-26942	155	16	-	-	PUNCT
fbem-26942	155	17	established	establish	VERB
fbem-26942	155	18	pharmaceutical	pharmaceutical	NOUN
fbem-26942	155	19	supply	supply	NOUN
fbem-26942	155	20	chain	chain	NOUN
fbem-26942	155	21	network	network	NOUN
fbem-26942	155	22	and	and	CCONJ
fbem-26942	155	23	abundant	abundant	ADJ
fbem-26942	155	24	healthcare	healthcare	NOUN
fbem-26942	155	25	resources	resource	NOUN
fbem-26942	155	26	,	,	PUNCT
fbem-26942	155	27	which	which	PRON
fbem-26942	155	28	can	can	AUX
fbem-26942	155	29	provide	provide	VERB
fbem-26942	155	30	rich	rich	ADJ
fbem-26942	155	31	data	datum	NOUN
fbem-26942	155	32	support	support	NOUN
fbem-26942	155	33	for	for	ADP
fbem-26942	155	34	studying	study	VERB
fbem-26942	155	35	the	the	DET
fbem-26942	155	36	ripple	ripple	ADJ
fbem-26942	155	37	effect	effect	NOUN
fbem-26942	155	38	.	.	PUNCT
fbem-26942	156	1	in	in	ADP
fbem-26942	156	2	addition	addition	NOUN
fbem-26942	156	3	,	,	PUNCT
fbem-26942	156	4	the	the	DET
fbem-26942	156	5	pharmaceutical	pharmaceutical	NOUN
fbem-26942	156	6	supply	supply	NOUN
fbem-26942	156	7	chain	chain	NOUN
fbem-26942	156	8	in	in	ADP
fbem-26942	156	9	the	the	DET
fbem-26942	156	10	london	london	PROPN
fbem-26942	156	11	region	region	NOUN
fbem-26942	156	12	is	be	AUX
fbem-26942	156	13	representative	representative	NOUN
fbem-26942	156	14	of	of	ADP
fbem-26942	156	15	the	the	DET
fbem-26942	156	16	overall	overall	ADJ
fbem-26942	156	17	development	development	NOUN
fbem-26942	156	18	level	level	NOUN
fbem-26942	156	19	of	of	ADP
fbem-26942	156	20	the	the	DET
fbem-26942	156	21	uk	uk	PROPN
fbem-26942	156	22	,	,	PUNCT
fbem-26942	156	23	and	and	CCONJ
fbem-26942	156	24	the	the	DET
fbem-26942	156	25	results	result	NOUN
fbem-26942	156	26	of	of	ADP
fbem-26942	156	27	the	the	DET
fbem-26942	156	28	study	study	NOUN
fbem-26942	156	29	may	may	AUX
fbem-26942	156	30	be	be	AUX
fbem-26942	156	31	equally	equally	ADV
fbem-26942	156	32	applicable	applicable	ADJ
fbem-26942	156	33	to	to	ADP
fbem-26942	156	34	other	other	ADJ
fbem-26942	156	35	regions	region	NOUN
fbem-26942	156	36	in	in	ADP
fbem-26942	156	37	the	the	DET
fbem-26942	156	38	uk	uk	PROPN
fbem-26942	156	39	.	.	PROPN
fbem-26942	156	40	figure	figure	NOUN
fbem-26942	156	41	1	1	NUM
fbem-26942	156	42	.	.	PUNCT
fbem-26942	157	1	structure	structure	NOUN
fbem-26942	157	2	of	of	ADP
fbem-26942	157	3	london	london	PROPN
fbem-26942	157	4	’s	’s	PART
fbem-26942	157	5	pharmaceutical	pharmaceutical	NOUN
fbem-26942	157	6	supply	supply	NOUN
fbem-26942	157	7	chain	chain	NOUN
fbem-26942	157	8	network	network	NOUN
fbem-26942	157	9	4.2	4.2	NUM
fbem-26942	157	10	.	.	PUNCT
fbem-26942	158	1	drug	drug	NOUN
fbem-26942	158	2	selection	selection	NOUN
fbem-26942	158	3	due	due	ADP
fbem-26942	158	4	to	to	ADP
fbem-26942	158	5	the	the	DET
fbem-26942	158	6	variety	variety	NOUN
fbem-26942	158	7	and	and	CCONJ
fbem-26942	158	8	huge	huge	ADJ
fbem-26942	158	9	number	number	NOUN
fbem-26942	158	10	of	of	ADP
fbem-26942	158	11	drugs	drug	NOUN
fbem-26942	158	12	,	,	PUNCT
fbem-26942	158	13	only	only	ADV
fbem-26942	158	14	75	75	NUM
fbem-26942	158	15	mg	mg	PROPN
fbem-26942	158	16	aspirin	aspirin	NOUN
fbem-26942	158	17	tablets	tablet	NOUN
fbem-26942	158	18	were	be	AUX
fbem-26942	158	19	selected	select	VERB
fbem-26942	158	20	as	as	ADP
fbem-26942	158	21	the	the	DET
fbem-26942	158	22	case	case	NOUN
fbem-26942	158	23	drug	drug	NOUN
fbem-26942	158	24	in	in	ADP
fbem-26942	158	25	the	the	DET
fbem-26942	158	26	pharmaceutical	pharmaceutical	ADJ
fbem-26942	158	27	supply	supply	NOUN
fbem-26942	158	28	chain	chain	NOUN
fbem-26942	158	29	for	for	ADP
fbem-26942	158	30	this	this	DET
fbem-26942	158	31	study	study	NOUN
fbem-26942	158	32	.	.	PUNCT
fbem-26942	159	1	firstly	firstly	ADV
fbem-26942	159	2	,	,	PUNCT
fbem-26942	159	3	aspirin	aspirin	PROPN
fbem-26942	159	4	has	have	VERB
fbem-26942	159	5	a	a	DET
fbem-26942	159	6	wide	wide	ADJ
fbem-26942	159	7	range	range	NOUN
fbem-26942	159	8	of	of	ADP
fbem-26942	159	9	applications	application	NOUN
fbem-26942	159	10	and	and	CCONJ
fbem-26942	159	11	a	a	DET
fbem-26942	159	12	huge	huge	ADJ
fbem-26942	159	13	demand	demand	NOUN
fbem-26942	159	14	in	in	ADP
fbem-26942	159	15	the	the	DET
fbem-26942	159	16	market	market	NOUN
fbem-26942	159	17	,	,	PUNCT
fbem-26942	159	18	with	with	ADP
fbem-26942	159	19	an	an	DET
fbem-26942	159	20	annual	annual	ADJ
fbem-26942	159	21	demand	demand	NOUN
fbem-26942	159	22	of	of	ADP
fbem-26942	159	23	about	about	ADV
fbem-26942	159	24	30	30	NUM
fbem-26942	159	25	tons	ton	NOUN
fbem-26942	159	26	in	in	ADP
fbem-26942	159	27	london	london	PROPN
fbem-26942	159	28	,	,	PUNCT
fbem-26942	159	29	so	so	SCONJ
fbem-26942	159	30	it	it	PRON
fbem-26942	159	31	is	be	AUX
fbem-26942	159	32	suitable	suitable	ADJ
fbem-26942	159	33	for	for	ADP
fbem-26942	159	34	studying	study	VERB
fbem-26942	159	35	interruption	interruption	NOUN
fbem-26942	159	36	risk	risk	NOUN
fbem-26942	159	37	events	event	NOUN
fbem-26942	159	38	[	[	X
fbem-26942	159	39	37	37	NUM
fbem-26942	159	40	]	]	PUNCT
fbem-26942	159	41	.	.	PUNCT
fbem-26942	160	1	secondly	secondly	ADV
fbem-26942	160	2	,	,	PUNCT
fbem-26942	160	3	the	the	DET
fbem-26942	160	4	supply	supply	NOUN
fbem-26942	160	5	chain	chain	NOUN
fbem-26942	160	6	of	of	ADP
fbem-26942	160	7	aspirin	aspirin	NOUN
fbem-26942	160	8	encompasses	encompass	VERB
fbem-26942	160	9	the	the	DET
fbem-26942	160	10	complete	complete	ADJ
fbem-26942	160	11	pharmaceutical	pharmaceutical	ADJ
fbem-26942	160	12	supply	supply	NOUN
fbem-26942	160	13	chain	chain	NOUN
fbem-26942	160	14	,	,	PUNCT
fbem-26942	160	15	covering	cover	VERB
fbem-26942	160	16	the	the	DET
fbem-26942	160	17	entire	entire	ADJ
fbem-26942	160	18	process	process	NOUN
fbem-26942	160	19	from	from	ADP
fbem-26942	160	20	supplier	supplier	NOUN
fbem-26942	160	21	to	to	ADP
fbem-26942	160	22	consumer	consumer	NOUN
fbem-26942	160	23	,	,	PUNCT
fbem-26942	160	24	so	so	SCONJ
fbem-26942	160	25	it	it	PRON
fbem-26942	160	26	is	be	AUX
fbem-26942	160	27	suitable	suitable	ADJ
fbem-26942	160	28	for	for	ADP
fbem-26942	160	29	analyzing	analyze	VERB
fbem-26942	160	30	and	and	CCONJ
fbem-26942	160	31	modeling	model	VERB
fbem-26942	160	32	the	the	DET
fbem-26942	160	33	pharmaceutical	pharmaceutical	ADJ
fbem-26942	160	34	supply	supply	NOUN
fbem-26942	160	35	chain	chain	NOUN
fbem-26942	160	36	.	.	PUNCT
fbem-26942	161	1	finally	finally	ADV
fbem-26942	161	2	,	,	PUNCT
fbem-26942	161	3	aspirin	aspirin	PROPN
fbem-26942	161	4	is	be	AUX
fbem-26942	161	5	produced	produce	VERB
fbem-26942	161	6	and	and	CCONJ
fbem-26942	161	7	stored	store	VERB
fbem-26942	161	8	under	under	ADP
fbem-26942	161	9	relatively	relatively	ADV
fbem-26942	161	10	simple	simple	ADJ
fbem-26942	161	11	conditions	condition	NOUN
fbem-26942	161	12	and	and	CCONJ
fbem-26942	161	13	can	can	AUX
fbem-26942	161	14	be	be	AUX
fbem-26942	161	15	stored	store	VERB
fbem-26942	161	16	at	at	ADP
fbem-26942	161	17	room	room	NOUN
fbem-26942	161	18	temperature	temperature	NOUN
fbem-26942	161	19	,	,	PUNCT
fbem-26942	161	20	which	which	PRON
fbem-26942	161	21	helps	help	VERB
fbem-26942	161	22	to	to	PART
fbem-26942	161	23	simplify	simplify	VERB
fbem-26942	161	24	the	the	DET
fbem-26942	161	25	complex	complex	ADJ
fbem-26942	161	26	production	production	NOUN
fbem-26942	161	27	and	and	CCONJ
fbem-26942	161	28	transportation	transportation	NOUN
fbem-26942	161	29	processes	process	NOUN
fbem-26942	161	30	of	of	ADP
fbem-26942	161	31	the	the	DET
fbem-26942	161	32	supply	supply	NOUN
fbem-26942	161	33	chain	chain	NOUN
fbem-26942	161	34	.	.	PUNCT
fbem-26942	162	1	4.3	4.3	NUM
fbem-26942	162	2	.	.	PUNCT
fbem-26942	163	1	study	study	NOUN
fbem-26942	163	2	population	population	NOUN
fbem-26942	163	3	the	the	DET
fbem-26942	163	4	pharmaceutical	pharmaceutical	NOUN
fbem-26942	163	5	supply	supply	NOUN
fbem-26942	163	6	chain	chain	NOUN
fbem-26942	163	7	in	in	ADP
fbem-26942	163	8	the	the	DET
fbem-26942	163	9	london	london	PROPN
fbem-26942	163	10	area	area	NOUN
fbem-26942	163	11	is	be	AUX
fbem-26942	163	12	extensive	extensive	ADJ
fbem-26942	163	13	and	and	CCONJ
fbem-26942	163	14	complex	complex	ADJ
fbem-26942	163	15	,	,	PUNCT
fbem-26942	163	16	serving	serve	VERB
fbem-26942	163	17	approximately	approximately	ADV
fbem-26942	163	18	9	9	NUM
fbem-26942	163	19	million	million	NUM
fbem-26942	163	20	local	local	ADJ
fbem-26942	163	21	residents	resident	NOUN
fbem-26942	163	22	.	.	PUNCT
fbem-26942	164	1	the	the	DET
fbem-26942	164	2	pharmaceutical	pharmaceutical	ADJ
fbem-26942	164	3	system	system	NOUN
fbem-26942	164	4	in	in	ADP
fbem-26942	164	5	london	london	PROPN
fbem-26942	164	6	consists	consist	VERB
fbem-26942	164	7	of	of	ADP
fbem-26942	164	8	200	200	NUM
fbem-26942	164	9	pharmaceutical	pharmaceutical	ADJ
fbem-26942	164	10	companies	company	NOUN
fbem-26942	164	11	,	,	PUNCT
fbem-26942	164	12	150	150	NUM
fbem-26942	164	13	logistics	logistic	NOUN
fbem-26942	164	14	companies	company	NOUN
fbem-26942	164	15	,	,	PUNCT
fbem-26942	164	16	70	70	NUM
fbem-26942	164	17	343	343	NUM
fbem-26942	164	18	hospitals	hospital	NOUN
fbem-26942	164	19	,	,	PUNCT
fbem-26942	164	20	more	more	ADJ
fbem-26942	164	21	than	than	ADP
fbem-26942	164	22	1,300	1,300	NUM
fbem-26942	164	23	clinics	clinic	NOUN
fbem-26942	164	24	and	and	CCONJ
fbem-26942	164	25	1,800	1,800	NUM
fbem-26942	164	26	pharmacies	pharmacy	NOUN
fbem-26942	164	27	[	[	X
fbem-26942	164	28	38	38	NUM
fbem-26942	164	29	]	]	PUNCT
fbem-26942	164	30	.	.	PUNCT
fbem-26942	165	1	for	for	ADP
fbem-26942	165	2	this	this	DET
fbem-26942	165	3	paper	paper	NOUN
fbem-26942	165	4	,	,	PUNCT
fbem-26942	165	5	firstline	firstline	PROPN
fbem-26942	165	6	pharma	pharma	PROPN
fbem-26942	165	7	was	be	AUX
fbem-26942	165	8	chosen	choose	VERB
fbem-26942	165	9	as	as	ADP
fbem-26942	165	10	the	the	DET
fbem-26942	165	11	supplier	supplier	NOUN
fbem-26942	165	12	in	in	ADP
fbem-26942	165	13	the	the	DET
fbem-26942	165	14	london	london	PROPN
fbem-26942	165	15	area	area	NOUN
fbem-26942	165	16	,	,	PUNCT
fbem-26942	165	17	which	which	PRON
fbem-26942	165	18	has	have	VERB
fbem-26942	165	19	a	a	DET
fbem-26942	165	20	base	base	NOUN
fbem-26942	165	21	of	of	ADP
fbem-26942	165	22	operations	operation	NOUN
fbem-26942	165	23	in	in	ADP
fbem-26942	165	24	london	london	PROPN
fbem-26942	165	25	and	and	CCONJ
fbem-26942	165	26	can	can	AUX
fbem-26942	165	27	supply	supply	VERB
fbem-26942	165	28	imported	import	VERB
fbem-26942	165	29	raw	raw	ADJ
fbem-26942	165	30	materials	material	NOUN
fbem-26942	165	31	to	to	ADP
fbem-26942	165	32	pharmaceutical	pharmaceutical	ADJ
fbem-26942	165	33	factories	factory	NOUN
fbem-26942	165	34	in	in	ADP
fbem-26942	165	35	london	london	PROPN
fbem-26942	165	36	.	.	PUNCT
fbem-26942	166	1	pfizer	pfizer	PROPN
fbem-26942	166	2	has	have	VERB
fbem-26942	166	3	a	a	DET
fbem-26942	166	4	pharmaceutical	pharmaceutical	ADJ
fbem-26942	166	5	factory	factory	NOUN
fbem-26942	166	6	in	in	ADP
fbem-26942	166	7	the	the	DET
fbem-26942	166	8	london	london	PROPN
fbem-26942	166	9	area	area	NOUN
fbem-26942	166	10	that	that	PRON
fbem-26942	166	11	produces	produce	VERB
fbem-26942	166	12	aspirin	aspirin	NOUN
fbem-26942	166	13	tablets	tablet	NOUN
fbem-26942	166	14	and	and	CCONJ
fbem-26942	166	15	pfizer	pfizer	NOUN
fbem-26942	166	16	has	have	AUX
fbem-26942	166	17	invested	invest	VERB
fbem-26942	166	18	a	a	DET
fbem-26942	166	19	significant	significant	ADJ
fbem-26942	166	20	amount	amount	NOUN
fbem-26942	166	21	of	of	ADP
fbem-26942	166	22	money	money	NOUN
fbem-26942	166	23	in	in	ADP
fbem-26942	166	24	london	london	PROPN
fbem-26942	166	25	to	to	PART
fbem-26942	166	26	improve	improve	VERB
fbem-26942	166	27	healthcare	healthcare	NOUN
fbem-26942	166	28	in	in	ADP
fbem-26942	166	29	london	london	PROPN
fbem-26942	166	30	,	,	PUNCT
fbem-26942	166	31	for	for	ADP
fbem-26942	166	32	example	example	NOUN
fbem-26942	166	33	,	,	PUNCT
fbem-26942	166	34	the	the	DET
fbem-26942	166	35	vaccine	vaccine	NOUN
fbem-26942	166	36	developed	develop	VERB
fbem-26942	166	37	in	in	ADP
fbem-26942	166	38	collaboration	collaboration	NOUN
fbem-26942	166	39	with	with	ADP
fbem-26942	166	40	biontech	biontech	NOUN
fbem-26942	166	41	is	be	AUX
fbem-26942	166	42	widely	widely	ADV
fbem-26942	166	43	used	use	VERB
fbem-26942	166	44	in	in	ADP
fbem-26942	166	45	london	london	PROPN
fbem-26942	166	46	.	.	PUNCT
fbem-26942	167	1	secondly	secondly	ADV
fbem-26942	167	2	,	,	PUNCT
fbem-26942	167	3	alloga	alloga	NOUN
fbem-26942	167	4	uk	uk	PROPN
fbem-26942	167	5	and	and	CCONJ
fbem-26942	167	6	alliance	alliance	NOUN
fbem-26942	167	7	healthcare	healthcare	PROPN
fbem-26942	167	8	were	be	AUX
fbem-26942	167	9	selected	select	VERB
fbem-26942	167	10	as	as	ADP
fbem-26942	167	11	representative	representative	ADJ
fbem-26942	167	12	pharmaceutical	pharmaceutical	ADJ
fbem-26942	167	13	distribution	distribution	NOUN
fbem-26942	167	14	companies	company	NOUN
fbem-26942	167	15	(	(	PUNCT
fbem-26942	167	16	logistics	logistic	NOUN
fbem-26942	167	17	centers	center	NOUN
fbem-26942	167	18	)	)	PUNCT
fbem-26942	167	19	,	,	PUNCT
fbem-26942	167	20	both	both	PRON
fbem-26942	167	21	headquartered	headquarter	VERB
fbem-26942	167	22	in	in	ADP
fbem-26942	167	23	london	london	PROPN
fbem-26942	167	24	.	.	PUNCT
fbem-26942	168	1	alloga	alloga	PROPN
fbem-26942	168	2	uk	uk	PROPN
fbem-26942	168	3	has	have	VERB
fbem-26942	168	4	a	a	DET
fbem-26942	168	5	footprint	footprint	NOUN
fbem-26942	168	6	of	of	ADP
fbem-26942	168	7	approximately	approximately	ADV
fbem-26942	168	8	300,000	300,000	NUM
fbem-26942	168	9	square	square	ADJ
fbem-26942	168	10	meters	meter	NOUN
fbem-26942	168	11	and	and	CCONJ
fbem-26942	168	12	can	can	AUX
fbem-26942	168	13	handle	handle	VERB
fbem-26942	168	14	over	over	ADP
fbem-26942	168	15	50,000	50,000	NUM
fbem-26942	168	16	pharmaceutical	pharmaceutical	ADJ
fbem-26942	168	17	orders	order	NOUN
fbem-26942	168	18	per	per	ADP
fbem-26942	168	19	day	day	NOUN
fbem-26942	168	20	,	,	PUNCT
fbem-26942	168	21	specializing	specialize	VERB
fbem-26942	168	22	in	in	ADP
fbem-26942	168	23	third	third	ADJ
fbem-26942	168	24	party	party	NOUN
fbem-26942	168	25	logistics	logistic	NOUN
fbem-26942	168	26	(	(	PUNCT
fbem-26942	168	27	3pl	3pl	ADJ
fbem-26942	168	28	)	)	PUNCT
fbem-26942	168	29	services	service	NOUN
fbem-26942	168	30	for	for	ADP
fbem-26942	168	31	the	the	DET
fbem-26942	168	32	pharmaceutical	pharmaceutical	ADJ
fbem-26942	168	33	and	and	CCONJ
fbem-26942	168	34	medical	medical	ADJ
fbem-26942	168	35	device	device	NOUN
fbem-26942	168	36	industries	industry	NOUN
fbem-26942	168	37	.	.	PUNCT
fbem-26942	169	1	alliance	alliance	NOUN
fbem-26942	169	2	healthcare	healthcare	PROPN
fbem-26942	169	3	focuses	focus	VERB
fbem-26942	169	4	primarily	primarily	ADV
fbem-26942	169	5	on	on	ADP
fbem-26942	169	6	the	the	DET
fbem-26942	169	7	london	london	PROPN
fbem-26942	169	8	area	area	NOUN
fbem-26942	169	9	,	,	PUNCT
fbem-26942	169	10	with	with	ADP
fbem-26942	169	11	a	a	DET
fbem-26942	169	12	footprint	footprint	NOUN
fbem-26942	169	13	of	of	ADP
fbem-26942	169	14	approximately	approximately	ADV
fbem-26942	169	15	200,000	200,000	NUM
fbem-26942	169	16	square	square	ADJ
fbem-26942	169	17	feet	foot	NOUN
fbem-26942	169	18	and	and	CCONJ
fbem-26942	169	19	the	the	DET
fbem-26942	169	20	ability	ability	NOUN
fbem-26942	169	21	to	to	PART
fbem-26942	169	22	process	process	VERB
fbem-26942	169	23	more	more	ADJ
fbem-26942	169	24	than	than	ADP
fbem-26942	169	25	35,000	35,000	NUM
fbem-26942	169	26	pharmaceutical	pharmaceutical	NOUN
fbem-26942	169	27	orders	order	NOUN
fbem-26942	169	28	per	per	ADP
fbem-26942	169	29	day	day	NOUN
fbem-26942	169	30	.	.	PUNCT
fbem-26942	170	1	both	both	DET
fbem-26942	170	2	companies	company	NOUN
fbem-26942	170	3	provide	provide	VERB
fbem-26942	170	4	efficient	efficient	ADJ
fbem-26942	170	5	logistics	logistic	NOUN
fbem-26942	170	6	services	service	NOUN
fbem-26942	170	7	to	to	PART
fbem-26942	170	8	ensure	ensure	VERB
fbem-26942	170	9	that	that	SCONJ
fbem-26942	170	10	medications	medication	NOUN
fbem-26942	170	11	can	can	AUX
fbem-26942	170	12	be	be	AUX
fbem-26942	170	13	delivered	deliver	VERB
fbem-26942	170	14	to	to	ADP
fbem-26942	170	15	healthcare	healthcare	NOUN
fbem-26942	170	16	facilities	facility	NOUN
fbem-26942	170	17	quickly	quickly	ADV
fbem-26942	170	18	.	.	PUNCT
fbem-26942	171	1	finally	finally	ADV
fbem-26942	171	2	,	,	PUNCT
fbem-26942	171	3	15	15	NUM
fbem-26942	171	4	representative	representative	ADJ
fbem-26942	171	5	hospitals	hospital	NOUN
fbem-26942	171	6	,	,	PUNCT
fbem-26942	171	7	10	10	NUM
fbem-26942	171	8	clinics	clinic	NOUN
fbem-26942	171	9	and	and	CCONJ
fbem-26942	171	10	5	5	NUM
fbem-26942	171	11	pharmacies	pharmacy	NOUN
fbem-26942	171	12	were	be	AUX
fbem-26942	171	13	selected	select	VERB
fbem-26942	171	14	for	for	ADP
fbem-26942	171	15	this	this	DET
fbem-26942	171	16	paper	paper	NOUN
fbem-26942	171	17	.	.	PUNCT
fbem-26942	172	1	the	the	DET
fbem-26942	172	2	data	data	NOUN
fbem-26942	172	3	sources	source	NOUN
fbem-26942	172	4	for	for	ADP
fbem-26942	172	5	this	this	DET
fbem-26942	172	6	paper	paper	NOUN
fbem-26942	172	7	are	be	AUX
fbem-26942	172	8	alliance	alliance	NOUN
fbem-26942	172	9	healthcare	healthcare	PROPN
fbem-26942	172	10	's	's	PART
fbem-26942	172	11	internal	internal	ADJ
fbem-26942	172	12	data	datum	NOUN
fbem-26942	172	13	and	and	CCONJ
fbem-26942	172	14	knowledge	knowledge	NOUN
fbem-26942	172	15	sourcing	source	VERB
fbem-26942	172	16	intelligence	intelligence	NOUN
fbem-26942	172	17	's	's	PART
fbem-26942	172	18	business	business	NOUN
fbem-26942	172	19	reports	report	NOUN
fbem-26942	172	20	.	.	PUNCT
fbem-26942	173	1	table	table	NOUN
fbem-26942	173	2	1	1	NUM
fbem-26942	173	3	lists	list	VERB
fbem-26942	173	4	the	the	DET
fbem-26942	173	5	downstream	downstream	ADJ
fbem-26942	173	6	customers	customer	NOUN
fbem-26942	173	7	of	of	ADP
fbem-26942	173	8	the	the	DET
fbem-26942	173	9	pharmaceutical	pharmaceutical	ADJ
fbem-26942	173	10	supply	supply	NOUN
fbem-26942	173	11	chain	chain	NOUN
fbem-26942	173	12	and	and	CCONJ
fbem-26942	173	13	the	the	DET
fbem-26942	173	14	daily	daily	ADJ
fbem-26942	173	15	demand	demand	NOUN
fbem-26942	173	16	for	for	ADP
fbem-26942	173	17	75	75	NUM
fbem-26942	173	18	mg	mg	PROPN
fbem-26942	173	19	aspirin	aspirin	NOUN
fbem-26942	173	20	tablets	tablet	NOUN
fbem-26942	173	21	in	in	ADP
fbem-26942	173	22	this	this	DET
fbem-26942	173	23	case	case	NOUN
fbem-26942	173	24	(	(	PUNCT
fbem-26942	173	25	knowledge	knowledge	NOUN
fbem-26942	173	26	sourcing	source	VERB
fbem-26942	173	27	intelligence	intelligence	NOUN
fbem-26942	173	28	,	,	PUNCT
fbem-26942	173	29	2022	2022	NUM
fbem-26942	173	30	)	)	PUNCT
fbem-26942	173	31	.	.	PUNCT
fbem-26942	174	1	this	this	DET
fbem-26942	174	2	paper	paper	NOUN
fbem-26942	174	3	specifically	specifically	ADV
fbem-26942	174	4	examines	examine	VERB
fbem-26942	174	5	the	the	DET
fbem-26942	174	6	four	four	NUM
fbem-26942	174	7	-	-	PUNCT
fbem-26942	174	8	tier	tier	NOUN
fbem-26942	174	9	pharmaceutical	pharmaceutical	NOUN
fbem-26942	174	10	supply	supply	NOUN
fbem-26942	174	11	chain	chain	NOUN
fbem-26942	174	12	for	for	ADP
fbem-26942	174	13	75	75	NUM
fbem-26942	174	14	mg	mg	PROPN
fbem-26942	174	15	aspirin	aspirin	NOUN
fbem-26942	174	16	tablets	tablet	NOUN
fbem-26942	174	17	in	in	ADP
fbem-26942	174	18	the	the	DET
fbem-26942	174	19	london	london	PROPN
fbem-26942	174	20	area	area	NOUN
fbem-26942	174	21	,	,	PUNCT
fbem-26942	174	22	and	and	CCONJ
fbem-26942	174	23	figure	figure	VERB
fbem-26942	174	24	2	2	NUM
fbem-26942	174	25	illustrates	illustrate	VERB
fbem-26942	174	26	the	the	DET
fbem-26942	174	27	general	general	ADJ
fbem-26942	174	28	process	process	NOUN
fbem-26942	174	29	of	of	ADP
fbem-26942	174	30	this	this	DET
fbem-26942	174	31	supply	supply	NOUN
fbem-26942	174	32	chain	chain	NOUN
fbem-26942	174	33	,	,	PUNCT
fbem-26942	174	34	with	with	ADP
fbem-26942	174	35	firstline	firstline	ADJ
fbem-26942	174	36	pharma	pharma	PROPN
fbem-26942	174	37	as	as	ADP
fbem-26942	174	38	the	the	DET
fbem-26942	174	39	main	main	ADJ
fbem-26942	174	40	supplier	supplier	NOUN
fbem-26942	174	41	of	of	ADP
fbem-26942	174	42	raw	raw	ADJ
fbem-26942	174	43	materials	material	NOUN
fbem-26942	174	44	to	to	ADP
fbem-26942	174	45	the	the	DET
fbem-26942	174	46	pfizer	pfizer	NOUN
fbem-26942	174	47	pharmaceutical	pharmaceutical	NOUN
fbem-26942	174	48	plant	plant	NOUN
fbem-26942	174	49	,	,	PUNCT
fbem-26942	174	50	and	and	CCONJ
fbem-26942	174	51	distribution	distribution	NOUN
fbem-26942	174	52	through	through	ADP
fbem-26942	174	53	two	two	NUM
fbem-26942	174	54	pharmaceutical	pharmaceutical	ADJ
fbem-26942	174	55	logistics	logistic	NOUN
fbem-26942	174	56	centers	center	NOUN
fbem-26942	174	57	,	,	PUNCT
fbem-26942	174	58	alliance	alliance	NOUN
fbem-26942	174	59	healthcare	healthcare	PROPN
fbem-26942	174	60	and	and	CCONJ
fbem-26942	174	61	alloga	alloga	NOUN
fbem-26942	174	62	uk	uk	PROPN
fbem-26942	174	63	,	,	PUNCT
fbem-26942	174	64	to	to	ADP
fbem-26942	174	65	major	major	ADJ
fbem-26942	174	66	hospitals	hospital	NOUN
fbem-26942	174	67	,	,	PUNCT
fbem-26942	174	68	clinics	clinic	NOUN
fbem-26942	174	69	and	and	CCONJ
fbem-26942	174	70	pharmacies	pharmacy	NOUN
fbem-26942	174	71	.	.	PUNCT
fbem-26942	175	1	table	table	NOUN
fbem-26942	175	2	1	1	NUM
fbem-26942	175	3	.	.	PUNCT
fbem-26942	176	1	daily	daily	ADJ
fbem-26942	176	2	demand	demand	NOUN
fbem-26942	176	3	for	for	ADP
fbem-26942	176	4	75	75	NUM
fbem-26942	176	5	mg	mg	PROPN
fbem-26942	176	6	aspirin	aspirin	NOUN
fbem-26942	176	7	tablets	tablet	NOUN
fbem-26942	176	8	by	by	ADP
fbem-26942	176	9	hospitals	hospital	NOUN
fbem-26942	176	10	,	,	PUNCT
fbem-26942	176	11	clinics	clinic	NOUN
fbem-26942	176	12	,	,	PUNCT
fbem-26942	176	13	and	and	CCONJ
fbem-26942	176	14	pharmacies	pharmacy	NOUN
fbem-26942	176	15	in	in	ADP
fbem-26942	176	16	london	london	PROPN
fbem-26942	176	17	table	table	NOUN
fbem-26942	176	18	1	1	NUM
fbem-26942	176	19	representative	representative	NOUN
fbem-26942	176	20	hospitals	hospital	NOUN
fbem-26942	176	21	,	,	PUNCT
fbem-26942	176	22	clinics	clinic	NOUN
fbem-26942	176	23	,	,	PUNCT
fbem-26942	176	24	and	and	CCONJ
fbem-26942	176	25	pharmacies	pharmacy	NOUN
fbem-26942	176	26	in	in	ADP
fbem-26942	176	27	london	london	PROPN
fbem-26942	176	28	and	and	CCONJ
fbem-26942	176	29	their	their	PRON
fbem-26942	176	30	daily	daily	ADJ
fbem-26942	176	31	demand	demand	NOUN
fbem-26942	176	32	for	for	ADP
fbem-26942	176	33	75	75	NUM
fbem-26942	176	34	mg	mg	PROPN
fbem-26942	176	35	aspirin	aspirin	NOUN
fbem-26942	176	36	tablets	tablet	NOUN
fbem-26942	176	37	category	category	NOUN
fbem-26942	176	38	institution	institution	NOUN
fbem-26942	176	39	name	name	NOUN
fbem-26942	176	40	daily	daily	ADJ
fbem-26942	176	41	demand	demand	NOUN
fbem-26942	176	42	(	(	PUNCT
fbem-26942	176	43	tablets	tablet	NOUN
fbem-26942	176	44	)	)	PUNCT
fbem-26942	176	45	hospital	hospital	NOUN
fbem-26942	176	46	st	st	PROPN
fbem-26942	176	47	thomas	thomas	PROPN
fbem-26942	176	48	'	'	PART
fbem-26942	176	49	hospital	hospital	NOUN
fbem-26942	176	50	7,500	7,500	NUM
fbem-26942	176	51	hospital	hospital	NOUN
fbem-26942	176	52	royal	royal	PROPN
fbem-26942	176	53	london	london	PROPN
fbem-26942	176	54	hospital	hospital	NOUN
fbem-26942	176	55	12,000	12,000	NUM
fbem-26942	176	56	hospital	hospital	NOUN
fbem-26942	176	57	university	university	PROPN
fbem-26942	176	58	college	college	PROPN
fbem-26942	176	59	hospital	hospital	NOUN
fbem-26942	176	60	9,500	9,500	NUM
fbem-26942	176	61	hospital	hospital	NOUN
fbem-26942	176	62	king	king	NOUN
fbem-26942	176	63	's	's	PART
fbem-26942	176	64	college	college	NOUN
fbem-26942	176	65	hospital	hospital	NOUN
fbem-26942	176	66	8,000	8,000	NUM
fbem-26942	176	67	hospital	hospital	NOUN
fbem-26942	176	68	chelsea	chelsea	PROPN
fbem-26942	176	69	and	and	CCONJ
fbem-26942	176	70	westminster	westminster	PROPN
fbem-26942	176	71	hospital	hospital	PROPN
fbem-26942	176	72	11,000	11,000	NUM
fbem-26942	176	73	hospital	hospital	NOUN
fbem-26942	176	74	st	st	PROPN
fbem-26942	176	75	george	george	PROPN
fbem-26942	176	76	's	's	PART
fbem-26942	176	77	hospital	hospital	NOUN
fbem-26942	176	78	10,500	10,500	NUM
fbem-26942	176	79	hospital	hospital	NOUN
fbem-26942	176	80	guy	guy	NOUN
fbem-26942	176	81	's	's	PART
fbem-26942	176	82	hospital	hospital	NOUN
fbem-26942	176	83	13,000	13,000	NUM
fbem-26942	176	84	hospital	hospital	NOUN
fbem-26942	176	85	moorfields	moorfields	PROPN
fbem-26942	176	86	eye	eye	PROPN
fbem-26942	176	87	hospital	hospital	NOUN
fbem-26942	176	88	9,000	9,000	NUM
fbem-26942	176	89	hospital	hospital	NOUN
fbem-26942	176	90	great	great	ADJ
fbem-26942	176	91	ormond	ormond	PROPN
fbem-26942	176	92	street	street	PROPN
fbem-26942	176	93	hospital	hospital	NOUN
fbem-26942	176	94	for	for	ADP
fbem-26942	176	95	children	child	NOUN
fbem-26942	176	96	7,800	7,800	NUM
fbem-26942	176	97	hospital	hospital	NOUN
fbem-26942	176	98	hammersmith	hammersmith	PROPN
fbem-26942	176	99	hospital	hospital	PROPN
fbem-26942	176	100	10,200	10,200	NUM
fbem-26942	176	101	hospital	hospital	PROPN
fbem-26942	176	102	homerton	homerton	PROPN
fbem-26942	176	103	university	university	PROPN
fbem-26942	176	104	hospital	hospital	NOUN
fbem-26942	176	105	11,500	11,500	NUM
fbem-26942	176	106	hospital	hospital	NOUN
fbem-26942	176	107	royal	royal	PROPN
fbem-26942	176	108	free	free	ADJ
fbem-26942	176	109	hospital	hospital	NOUN
fbem-26942	176	110	8,700	8,700	NUM
fbem-26942	176	111	hospital	hospital	NOUN
fbem-26942	176	112	whipps	whipps	PROPN
fbem-26942	176	113	cross	cross	PROPN
fbem-26942	176	114	university	university	PROPN
fbem-26942	176	115	hospital	hospital	NOUN
fbem-26942	176	116	9,300	9,300	NUM
fbem-26942	176	117	hospital	hospital	NOUN
fbem-26942	176	118	charing	charing	PROPN
fbem-26942	176	119	cross	cross	PROPN
fbem-26942	176	120	hospital	hospital	PROPN
fbem-26942	176	121	12,500	12,500	NUM
fbem-26942	176	122	hospital	hospital	PROPN
fbem-26942	176	123	queen	queen	PROPN
fbem-26942	176	124	elizabeth	elizabeth	PROPN
fbem-26942	176	125	hospital	hospital	PROPN
fbem-26942	176	126	8,200	8,200	NUM
fbem-26942	176	127	clinic	clinic	PROPN
fbem-26942	176	128	harley	harley	PROPN
fbem-26942	176	129	street	street	PROPN
fbem-26942	176	130	clinic	clinic	PROPN
fbem-26942	176	131	4,000	4,000	NUM
fbem-26942	176	132	clinic	clinic	NOUN
fbem-26942	176	133	the	the	DET
fbem-26942	176	134	london	london	PROPN
fbem-26942	176	135	clinic	clinic	PROPN
fbem-26942	176	136	3,500	3,500	NUM
fbem-26942	176	137	clinic	clinic	NOUN
fbem-26942	176	138	the	the	DET
fbem-26942	176	139	bridge	bridge	PROPN
fbem-26942	176	140	clinic	clinic	NOUN
fbem-26942	176	141	4,200	4,200	NUM
fbem-26942	176	142	clinic	clinic	NOUN
fbem-26942	176	143	the	the	DET
fbem-26942	176	144	wellington	wellington	PROPN
fbem-26942	176	145	clinic	clinic	PROPN
fbem-26942	176	146	5,000	5,000	NUM
fbem-26942	176	147	clinic	clinic	NOUN
fbem-26942	176	148	the	the	DET
fbem-26942	176	149	medical	medical	ADJ
fbem-26942	176	150	chambers	chambers	PROPN
fbem-26942	176	151	kensington	kensington	PROPN
fbem-26942	176	152	4,800	4,800	NUM
fbem-26942	176	153	clinic	clinic	NOUN
fbem-26942	176	154	the	the	DET
fbem-26942	176	155	westover	westover	PROPN
fbem-26942	176	156	clinic	clinic	PROPN
fbem-26942	176	157	3,900	3,900	NUM
fbem-26942	176	158	clinic	clinic	NOUN
fbem-26942	176	159	london	london	PROPN
fbem-26942	176	160	general	general	ADJ
fbem-26942	176	161	practice	practice	PROPN
fbem-26942	176	162	4,100	4,100	NUM
fbem-26942	176	163	clinic	clinic	NOUN
fbem-26942	176	164	the	the	DET
fbem-26942	176	165	smart	smart	ADJ
fbem-26942	176	166	clinics	clinic	NOUN
fbem-26942	176	167	4,700	4,700	NUM
fbem-26942	176	168	clinic	clinic	NOUN
fbem-26942	176	169	king	king	PROPN
fbem-26942	176	170	edward	edward	PROPN
fbem-26942	176	171	vii	vii	PROPN
fbem-26942	176	172	's	's	PART
fbem-26942	176	173	hospital	hospital	NOUN
fbem-26942	176	174	5,200	5,200	NUM
fbem-26942	176	175	clinic	clinic	NOUN
fbem-26942	176	176	fleet	fleet	PROPN
fbem-26942	176	177	street	street	PROPN
fbem-26942	176	178	clinic	clinic	PROPN
fbem-26942	176	179	4,500	4,500	NUM
fbem-26942	176	180	pharmacy	pharmacy	NOUN
fbem-26942	176	181	boots	boot	NOUN
fbem-26942	176	182	(	(	PUNCT
fbem-26942	176	183	oxford	oxford	PROPN
fbem-26942	176	184	street	street	PROPN
fbem-26942	176	185	)	)	PUNCT
fbem-26942	176	186	2,200	2,200	NUM
fbem-26942	176	187	pharmacy	pharmacy	NOUN
fbem-26942	176	188	superdrug	superdrug	NOUN
fbem-26942	176	189	(	(	PUNCT
fbem-26942	176	190	strand	strand	NOUN
fbem-26942	176	191	)	)	PUNCT
fbem-26942	176	192	2,500	2,500	NUM
fbem-26942	176	193	pharmacy	pharmacy	NOUN
fbem-26942	176	194	lloydspharmacy	lloydspharmacy	NOUN
fbem-26942	176	195	(	(	PUNCT
fbem-26942	176	196	holborn	holborn	VERB
fbem-26942	176	197	)	)	PUNCT
fbem-26942	176	198	2,700	2,700	NUM
fbem-26942	176	199	pharmacy	pharmacy	NOUN
fbem-26942	176	200	day	day	NOUN
fbem-26942	176	201	lewis	lewis	PROPN
fbem-26942	176	202	pharmacy	pharmacy	PROPN
fbem-26942	176	203	(	(	PUNCT
fbem-26942	176	204	westminster	westminster	NOUN
fbem-26942	176	205	)	)	PUNCT
fbem-26942	176	206	2,300	2,300	NUM
fbem-26942	176	207	pharmacy	pharmacy	NOUN
fbem-26942	176	208	john	john	PROPN
fbem-26942	176	209	bell	bell	PROPN
fbem-26942	176	210	&	&	CCONJ
fbem-26942	176	211	croyden	croyden	PROPN
fbem-26942	176	212	(	(	PUNCT
fbem-26942	176	213	wigmore	wigmore	PROPN
fbem-26942	176	214	street	street	PROPN
fbem-26942	176	215	)	)	PUNCT
fbem-26942	176	216	2,600	2,600	NUM
fbem-26942	176	217	total	total	NOUN
fbem-26942	176	218	30	30	NUM
fbem-26942	176	219	225,000	225,000	NUM
fbem-26942	176	220	figure	figure	NOUN
fbem-26942	176	221	2	2	NUM
fbem-26942	176	222	.	.	NOUN
fbem-26942	176	223	supply	supply	NOUN
fbem-26942	176	224	chain	chain	NOUN
fbem-26942	176	225	flow	flow	NOUN
fbem-26942	176	226	of	of	ADP
fbem-26942	176	227	75	75	NUM
fbem-26942	176	228	mg	mg	PROPN
fbem-26942	176	229	aspirin	aspirin	NOUN
fbem-26942	176	230	tablets	tablet	NOUN
fbem-26942	176	231	4.4	4.4	NUM
fbem-26942	176	232	.	.	PUNCT
fbem-26942	177	1	model	model	NOUN
fbem-26942	177	2	design	design	NOUN
fbem-26942	177	3	in	in	ADP
fbem-26942	177	4	this	this	DET
fbem-26942	177	5	paper	paper	NOUN
fbem-26942	177	6	,	,	PUNCT
fbem-26942	177	7	we	we	PRON
fbem-26942	177	8	use	use	VERB
fbem-26942	177	9	the	the	DET
fbem-26942	177	10	anylogistix	anylogistix	NOUN
fbem-26942	177	11	platform	platform	NOUN
fbem-26942	177	12	to	to	PART
fbem-26942	177	13	build	build	VERB
fbem-26942	177	14	a	a	DET
fbem-26942	177	15	simulation	simulation	NOUN
fbem-26942	177	16	model	model	NOUN
fbem-26942	177	17	,	,	PUNCT
fbem-26942	177	18	firstly	firstly	ADV
fbem-26942	177	19	,	,	PUNCT
fbem-26942	177	20	we	we	PRON
fbem-26942	177	21	determine	determine	VERB
fbem-26942	177	22	the	the	DET
fbem-26942	177	23	geographic	geographic	ADJ
fbem-26942	177	24	locations	location	NOUN
fbem-26942	177	25	of	of	ADP
fbem-26942	177	26	all	all	DET
fbem-26942	177	27	levels	level	NOUN
fbem-26942	177	28	of	of	ADP
fbem-26942	177	29	the	the	DET
fbem-26942	177	30	supply	supply	NOUN
fbem-26942	177	31	chain	chain	NOUN
fbem-26942	177	32	in	in	ADP
fbem-26942	177	33	the	the	DET
fbem-26942	177	34	simulation	simulation	NOUN
fbem-26942	177	35	model	model	NOUN
fbem-26942	177	36	and	and	CCONJ
fbem-26942	177	37	mark	mark	VERB
fbem-26942	177	38	them	they	PRON
fbem-26942	177	39	in	in	ADP
fbem-26942	177	40	the	the	DET
fbem-26942	177	41	map	map	NOUN
fbem-26942	177	42	,	,	PUNCT
fbem-26942	177	43	with	with	ADP
fbem-26942	177	44	the	the	DET
fbem-26942	177	45	purpose	purpose	NOUN
fbem-26942	177	46	of	of	ADP
fbem-26942	177	47	visualizing	visualize	VERB
fbem-26942	177	48	the	the	DET
fbem-26942	177	49	simulated	simulate	VERB
fbem-26942	177	50	supply	supply	NOUN
fbem-26942	177	51	chain	chain	NOUN
fbem-26942	177	52	and	and	CCONJ
fbem-26942	177	53	roughly	roughly	ADV
fbem-26942	177	54	estimating	estimate	VERB
fbem-26942	177	55	the	the	DET
fbem-26942	177	56	distances	distance	NOUN
fbem-26942	177	57	between	between	ADP
fbem-26942	177	58	the	the	DET
fbem-26942	177	59	nodes	node	NOUN
fbem-26942	177	60	(	(	PUNCT
fbem-26942	177	61	e.g.	e.g.	ADV
fbem-26942	177	62	,	,	PUNCT
fbem-26942	177	63	fig	fig	NOUN
fbem-26942	177	64	.	.	PUNCT
fbem-26942	178	1	3	3	NUM
fbem-26942	178	2	)	)	PUNCT
fbem-26942	178	3	.	.	PUNCT
fbem-26942	179	1	next	next	ADV
fbem-26942	179	2	,	,	PUNCT
fbem-26942	179	3	the	the	DET
fbem-26942	179	4	realtime	realtime	NOUN
fbem-26942	179	5	data	datum	NOUN
fbem-26942	179	6	from	from	ADP
fbem-26942	179	7	the	the	DET
fbem-26942	179	8	real	real	ADJ
fbem-26942	179	9	supply	supply	NOUN
fbem-26942	179	10	chain	chain	NOUN
fbem-26942	179	11	is	be	AUX
fbem-26942	179	12	uploaded	upload	VERB
fbem-26942	179	13	to	to	ADP
fbem-26942	179	14	the	the	DET
fbem-26942	179	15	anylogic	anylogic	ADJ
fbem-26942	179	16	private	private	ADJ
fbem-26942	179	17	cloud	cloud	NOUN
fbem-26942	179	18	,	,	PUNCT
fbem-26942	179	19	where	where	SCONJ
fbem-26942	179	20	the	the	DET
fbem-26942	179	21	cloud	cloud	NOUN
fbem-26942	179	22	repository	repository	NOUN
fbem-26942	179	23	preprocesses	preprocesse	VERB
fbem-26942	179	24	the	the	DET
fbem-26942	179	25	data	datum	NOUN
fbem-26942	179	26	and	and	CCONJ
fbem-26942	179	27	feeds	feed	VERB
fbem-26942	179	28	it	it	PRON
fbem-26942	179	29	into	into	ADP
fbem-26942	179	30	the	the	DET
fbem-26942	179	31	simulation	simulation	NOUN
fbem-26942	179	32	model	model	NOUN
fbem-26942	179	33	.	.	PUNCT
fbem-26942	180	1	in	in	ADP
fbem-26942	180	2	the	the	DET
fbem-26942	180	3	end	end	NOUN
fbem-26942	180	4	,	,	PUNCT
fbem-26942	180	5	we	we	PRON
fbem-26942	180	6	built	build	VERB
fbem-26942	180	7	a	a	DET
fbem-26942	180	8	dynamic	dynamic	ADJ
fbem-26942	180	9	simulation	simulation	NOUN
fbem-26942	180	10	of	of	ADP
fbem-26942	180	11	the	the	DET
fbem-26942	180	12	supply	supply	NOUN
fbem-26942	180	13	chain	chain	NOUN
fbem-26942	180	14	for	for	ADP
fbem-26942	180	15	the	the	DET
fbem-26942	180	16	london	london	PROPN
fbem-26942	180	17	region	region	NOUN
fbem-26942	180	18	on	on	ADP
fbem-26942	180	19	the	the	DET
fbem-26942	180	20	anylogistix	anylogistix	NOUN
fbem-26942	180	21	platform	platform	NOUN
fbem-26942	180	22	.	.	PUNCT
fbem-26942	181	1	344	344	NUM
fbem-26942	181	2	figure	figure	NOUN
fbem-26942	181	3	3	3	NUM
fbem-26942	181	4	.	.	PUNCT
fbem-26942	181	5	geographic	geographic	ADJ
fbem-26942	181	6	visualization	visualization	NOUN
fbem-26942	181	7	of	of	ADP
fbem-26942	181	8	the	the	DET
fbem-26942	181	9	supply	supply	NOUN
fbem-26942	181	10	chain	chain	NOUN
fbem-26942	181	11	network	network	NOUN
fbem-26942	181	12	4.5	4.5	NUM
fbem-26942	181	13	.	.	PUNCT
fbem-26942	182	1	input	input	NOUN
fbem-26942	182	2	data	datum	NOUN
fbem-26942	182	3	firstly	firstly	ADV
fbem-26942	182	4	,	,	PUNCT
fbem-26942	182	5	75	75	NUM
fbem-26942	182	6	mg	mg	NOUN
fbem-26942	182	7	aspirin	aspirin	NOUN
fbem-26942	182	8	was	be	AUX
fbem-26942	182	9	entered	enter	VERB
fbem-26942	182	10	as	as	ADP
fbem-26942	182	11	the	the	DET
fbem-26942	182	12	product	product	NOUN
fbem-26942	182	13	in	in	ADP
fbem-26942	182	14	the	the	DET
fbem-26942	182	15	simulation	simulation	NOUN
fbem-26942	182	16	model	model	NOUN
fbem-26942	182	17	and	and	CCONJ
fbem-26942	182	18	the	the	DET
fbem-26942	182	19	product	product	NOUN
fbem-26942	182	20	was	be	AUX
fbem-26942	182	21	set	set	VERB
fbem-26942	182	22	to	to	PART
fbem-26942	182	23	sell	sell	VERB
fbem-26942	182	24	in	in	ADP
fbem-26942	182	25	london	london	PROPN
fbem-26942	182	26	at	at	ADP
fbem-26942	182	27	a	a	DET
fbem-26942	182	28	price	price	NOUN
fbem-26942	182	29	of	of	ADP
fbem-26942	182	30	about	about	ADV
fbem-26942	182	31	£	£	SYM
fbem-26942	182	32	1.50	1.50	NUM
fbem-26942	182	33	per	per	ADP
fbem-26942	182	34	packet	packet	NOUN
fbem-26942	182	35	,	,	PUNCT
fbem-26942	182	36	each	each	DET
fbem-26942	182	37	packet	packet	NOUN
fbem-26942	182	38	contains	contain	VERB
fbem-26942	182	39	28	28	NUM
fbem-26942	182	40	tablets	tablet	NOUN
fbem-26942	182	41	and	and	CCONJ
fbem-26942	182	42	costs	cost	VERB
fbem-26942	182	43	about	about	ADP
fbem-26942	182	44	£	£	SYM
fbem-26942	182	45	0.56	0.56	NUM
fbem-26942	182	46	per	per	ADP
fbem-26942	182	47	packet	packet	NOUN
fbem-26942	182	48	.	.	PUNCT
fbem-26942	183	1	secondly	secondly	ADV
fbem-26942	183	2	,	,	PUNCT
fbem-26942	183	3	as	as	SCONJ
fbem-26942	183	4	aspirin	aspirin	NOUN
fbem-26942	183	5	can	can	AUX
fbem-26942	183	6	be	be	AUX
fbem-26942	183	7	stored	store	VERB
fbem-26942	183	8	at	at	ADP
fbem-26942	183	9	room	room	NOUN
fbem-26942	183	10	temperature	temperature	NOUN
fbem-26942	183	11	,	,	PUNCT
fbem-26942	183	12	two	two	NUM
fbem-26942	183	13	types	type	NOUN
fbem-26942	183	14	of	of	ADP
fbem-26942	183	15	transportation	transportation	NOUN
fbem-26942	183	16	,	,	PUNCT
fbem-26942	183	17	truck	truck	NOUN
fbem-26942	183	18	and	and	CCONJ
fbem-26942	183	19	rail	rail	NOUN
fbem-26942	183	20	,	,	PUNCT
fbem-26942	183	21	were	be	AUX
fbem-26942	183	22	created	create	VERB
fbem-26942	183	23	and	and	CCONJ
fbem-26942	183	24	transportation	transportation	NOUN
fbem-26942	183	25	configurations	configuration	NOUN
fbem-26942	183	26	were	be	AUX
fbem-26942	183	27	set	set	VERB
fbem-26942	183	28	up	up	ADP
fbem-26942	183	29	for	for	ADP
fbem-26942	183	30	different	different	ADJ
fbem-26942	183	31	nodes	node	NOUN
fbem-26942	183	32	.	.	PUNCT
fbem-26942	184	1	in	in	ADP
fbem-26942	184	2	addition	addition	NOUN
fbem-26942	184	3	,	,	PUNCT
fbem-26942	184	4	demand	demand	NOUN
fbem-26942	184	5	and	and	CCONJ
fbem-26942	184	6	inventory	inventory	NOUN
fbem-26942	184	7	control	control	NOUN
fbem-26942	184	8	strategies	strategy	NOUN
fbem-26942	184	9	were	be	AUX
fbem-26942	184	10	set	set	VERB
fbem-26942	184	11	for	for	ADP
fbem-26942	184	12	the	the	DET
fbem-26942	184	13	case	case	NOUN
fbem-26942	184	14	(	(	PUNCT
fbem-26942	184	15	experimenting	experiment	VERB
fbem-26942	184	16	with	with	ADP
fbem-26942	184	17	allowing	allow	VERB
fbem-26942	184	18	out	out	ADP
fbem-26942	184	19	-	-	PUNCT
fbem-26942	184	20	of	of	ADP
fbem-26942	184	21	-	-	PUNCT
fbem-26942	184	22	stock	stock	NOUN
fbem-26942	184	23	situations	situation	NOUN
fbem-26942	184	24	so	so	SCONJ
fbem-26942	184	25	as	as	SCONJ
fbem-26942	184	26	to	to	PART
fbem-26942	184	27	assess	assess	VERB
fbem-26942	184	28	the	the	DET
fbem-26942	184	29	supply	supply	NOUN
fbem-26942	184	30	chain	chain	NOUN
fbem-26942	184	31	's	's	PART
fbem-26942	184	32	responsiveness	responsiveness	NOUN
fbem-26942	184	33	and	and	CCONJ
fbem-26942	184	34	recovery	recovery	NOUN
fbem-26942	184	35	strategies	strategy	NOUN
fbem-26942	184	36	in	in	ADP
fbem-26942	184	37	the	the	DET
fbem-26942	184	38	face	face	NOUN
fbem-26942	184	39	of	of	ADP
fbem-26942	184	40	contingencies	contingency	NOUN
fbem-26942	184	41	)	)	PUNCT
fbem-26942	184	42	to	to	PART
fbem-26942	184	43	ensure	ensure	VERB
fbem-26942	184	44	proper	proper	ADJ
fbem-26942	184	45	inventory	inventory	NOUN
fbem-26942	184	46	management	management	NOUN
fbem-26942	184	47	.	.	PUNCT
fbem-26942	185	1	finally	finally	ADV
fbem-26942	185	2	,	,	PUNCT
fbem-26942	185	3	appropriate	appropriate	ADJ
fbem-26942	185	4	procurement	procurement	NOUN
fbem-26942	185	5	policies	policy	NOUN
fbem-26942	185	6	are	be	AUX
fbem-26942	185	7	set	set	VERB
fbem-26942	185	8	,	,	PUNCT
fbem-26942	185	9	and	and	CCONJ
fbem-26942	185	10	a	a	DET
fbem-26942	185	11	one	one	NUM
fbem-26942	185	12	-	-	PUNCT
fbem-26942	185	13	year	year	NOUN
fbem-26942	185	14	simulation	simulation	NOUN
fbem-26942	185	15	is	be	AUX
fbem-26942	185	16	set	set	VERB
fbem-26942	185	17	up	up	ADP
fbem-26942	185	18	(	(	PUNCT
fbem-26942	185	19	january	january	PROPN
fbem-26942	185	20	1	1	NUM
fbem-26942	185	21	,	,	PUNCT
fbem-26942	185	22	2023	2023	NUM
fbem-26942	185	23	,	,	PUNCT
fbem-26942	185	24	and	and	CCONJ
fbem-26942	185	25	december	december	PROPN
fbem-26942	185	26	31	31	NUM
fbem-26942	185	27	,	,	PUNCT
fbem-26942	185	28	2023	2023	NUM
fbem-26942	185	29	)	)	PUNCT
fbem-26942	185	30	,	,	PUNCT
fbem-26942	185	31	with	with	SCONJ
fbem-26942	185	32	detailed	detailed	ADJ
fbem-26942	185	33	input	input	NOUN
fbem-26942	185	34	data	datum	NOUN
fbem-26942	185	35	in	in	ADP
fbem-26942	185	36	see	see	NOUN
fbem-26942	185	37	table	table	NOUN
fbem-26942	185	38	a1	a1	NOUN
fbem-26942	185	39	in	in	ADP
fbem-26942	185	40	appendix	appendix	ADJ
fbem-26942	185	41	a.	a.	NOUN
fbem-26942	185	42	the	the	DET
fbem-26942	185	43	simulation	simulation	NOUN
fbem-26942	185	44	model	model	NOUN
fbem-26942	185	45	sets	set	VERB
fbem-26942	185	46	up	up	ADP
fbem-26942	185	47	two	two	NUM
fbem-26942	185	48	specific	specific	ADJ
fbem-26942	185	49	events	event	NOUN
fbem-26942	185	50	for	for	ADP
fbem-26942	185	51	the	the	DET
fbem-26942	185	52	ripple	ripple	ADJ
fbem-26942	185	53	effect	effect	NOUN
fbem-26942	185	54	,	,	PUNCT
fbem-26942	185	55	firstly	firstly	ADV
fbem-26942	185	56	a	a	DET
fbem-26942	185	57	disruptive	disruptive	ADJ
fbem-26942	185	58	event	event	NOUN
fbem-26942	185	59	is	be	AUX
fbem-26942	185	60	set	set	VERB
fbem-26942	185	61	up	up	ADP
fbem-26942	185	62	for	for	ADP
fbem-26942	185	63	the	the	DET
fbem-26942	185	64	ripple	ripple	ADJ
fbem-26942	185	65	effect	effect	NOUN
fbem-26942	185	66	,	,	PUNCT
fbem-26942	185	67	a	a	DET
fbem-26942	185	68	sudden	sudden	ADJ
fbem-26942	185	69	seismic	seismic	ADJ
fbem-26942	185	70	event	event	NOUN
fbem-26942	185	71	occurs	occur	VERB
fbem-26942	185	72	on	on	ADP
fbem-26942	185	73	the	the	DET
fbem-26942	185	74	3rd	3rd	NOUN
fbem-26942	185	75	of	of	ADP
fbem-26942	185	76	july	july	PROPN
fbem-26942	185	77	in	in	ADP
fbem-26942	185	78	two	two	NUM
fbem-26942	185	79	logistics	logistic	NOUN
fbem-26942	185	80	centers	center	NOUN
fbem-26942	185	81	,	,	PUNCT
fbem-26942	185	82	alloga	alloga	NOUN
fbem-26942	185	83	uk	uk	PROPN
fbem-26942	185	84	and	and	CCONJ
fbem-26942	185	85	alliance	alliance	PROPN
fbem-26942	185	86	healthcare	healthcare	PROPN
fbem-26942	185	87	,	,	PUNCT
fbem-26942	185	88	the	the	DET
fbem-26942	185	89	distribution	distribution	NOUN
fbem-26942	185	90	centers	center	NOUN
fbem-26942	185	91	resulting	result	VERB
fbem-26942	185	92	from	from	ADP
fbem-26942	185	93	this	this	DET
fbem-26942	185	94	event	event	NOUN
fbem-26942	185	95	will	will	AUX
fbem-26942	185	96	need	need	VERB
fbem-26942	185	97	a	a	DET
fbem-26942	185	98	one	one	NUM
fbem-26942	185	99	month	month	NOUN
fbem-26942	185	100	recovery	recovery	NOUN
fbem-26942	185	101	period	period	NOUN
fbem-26942	185	102	during	during	ADP
fbem-26942	185	103	which	which	PRON
fbem-26942	185	104	the	the	DET
fbem-26942	185	105	medications	medication	NOUN
fbem-26942	185	106	can	can	AUX
fbem-26942	185	107	not	not	PART
fbem-26942	185	108	be	be	AUX
fbem-26942	185	109	delivered	deliver	VERB
fbem-26942	185	110	and	and	CCONJ
fbem-26942	185	111	after	after	ADP
fbem-26942	185	112	the	the	DET
fbem-26942	185	113	recovery	recovery	NOUN
fbem-26942	185	114	period	period	NOUN
fbem-26942	185	115	is	be	AUX
fbem-26942	185	116	over	over	SCONJ
fbem-26942	185	117	they	they	PRON
fbem-26942	185	118	will	will	AUX
fbem-26942	185	119	be	be	AUX
fbem-26942	185	120	open	open	ADJ
fbem-26942	185	121	again	again	ADV
fbem-26942	185	122	and	and	CCONJ
fbem-26942	185	123	become	become	VERB
fbem-26942	185	124	operational	operational	ADJ
fbem-26942	185	125	again	again	ADV
fbem-26942	185	126	after	after	ADP
fbem-26942	185	127	the	the	DET
fbem-26942	185	128	recovery	recovery	NOUN
fbem-26942	185	129	period	period	NOUN
fbem-26942	185	130	.	.	PUNCT
fbem-26942	186	1	the	the	DET
fbem-26942	186	2	specific	specific	ADJ
fbem-26942	186	3	event	event	NOUN
fbem-26942	186	4	setup	setup	NOUN
fbem-26942	186	5	is	be	AUX
fbem-26942	186	6	listed	list	VERB
fbem-26942	186	7	in	in	ADP
fbem-26942	186	8	table	table	NOUN
fbem-26942	186	9	2	2	NUM
fbem-26942	186	10	.	.	PUNCT
fbem-26942	186	11	table	table	NOUN
fbem-26942	186	12	2	2	NUM
fbem-26942	186	13	.	.	PUNCT
fbem-26942	186	14	disruptive	disruptive	ADJ
fbem-26942	186	15	event	event	NOUN
fbem-26942	186	16	and	and	CCONJ
fbem-26942	186	17	recovery	recovery	NOUN
fbem-26942	186	18	period	period	NOUN
fbem-26942	186	19	setup	setup	NOUN
fbem-26942	186	20	in	in	ADP
fbem-26942	186	21	the	the	DET
fbem-26942	186	22	simulation	simulation	NOUN
fbem-26942	186	23	model	model	NOUN
fbem-26942	186	24	4.6	4.6	NUM
fbem-26942	186	25	.	.	PUNCT
fbem-26942	187	1	output	output	NOUN
fbem-26942	187	2	results	result	VERB
fbem-26942	187	3	this	this	DET
fbem-26942	187	4	experiment	experiment	NOUN
fbem-26942	187	5	records	record	NOUN
fbem-26942	187	6	and	and	CCONJ
fbem-26942	187	7	analyzes	analyze	VERB
fbem-26942	187	8	the	the	DET
fbem-26942	187	9	output	output	NOUN
fbem-26942	187	10	key	key	ADJ
fbem-26942	187	11	performance	performance	NOUN
fbem-26942	187	12	indicators	indicator	NOUN
fbem-26942	187	13	(	(	PUNCT
fbem-26942	187	14	kpis	kpis	PROPN
fbem-26942	187	15	)	)	PUNCT
fbem-26942	187	16	that	that	PRON
fbem-26942	187	17	validate	validate	VERB
fbem-26942	187	18	the	the	DET
fbem-26942	187	19	effectiveness	effectiveness	NOUN
fbem-26942	187	20	of	of	ADP
fbem-26942	187	21	digital	digital	ADJ
fbem-26942	187	22	twin	twin	ADJ
fbem-26942	187	23	technology	technology	NOUN
fbem-26942	187	24	in	in	ADP
fbem-26942	187	25	improving	improve	VERB
fbem-26942	187	26	agility	agility	NOUN
fbem-26942	187	27	and	and	CCONJ
fbem-26942	187	28	reducing	reduce	VERB
fbem-26942	187	29	ripple	ripple	ADJ
fbem-26942	187	30	effects	effect	NOUN
fbem-26942	187	31	.	.	PUNCT
fbem-26942	188	1	to	to	PART
fbem-26942	188	2	verify	verify	VERB
fbem-26942	188	3	that	that	SCONJ
fbem-26942	188	4	digital	digital	ADJ
fbem-26942	188	5	twin	twin	ADJ
fbem-26942	188	6	technology	technology	NOUN
fbem-26942	188	7	can	can	AUX
fbem-26942	188	8	improve	improve	VERB
fbem-26942	188	9	supply	supply	NOUN
fbem-26942	188	10	chain	chain	NOUN
fbem-26942	188	11	agility	agility	NOUN
fbem-26942	188	12	,	,	PUNCT
fbem-26942	188	13	this	this	DET
fbem-26942	188	14	experiment	experiment	NOUN
fbem-26942	188	15	utilizes	utilize	VERB
fbem-26942	188	16	three	three	NUM
fbem-26942	188	17	kpis	kpis	NOUN
fbem-26942	188	18	to	to	PART
fbem-26942	188	19	make	make	VERB
fbem-26942	188	20	the	the	DET
fbem-26942	188	21	argument	argument	NOUN
fbem-26942	188	22	.	.	PUNCT
fbem-26942	189	1	first	first	ADV
fbem-26942	189	2	,	,	PUNCT
fbem-26942	189	3	the	the	DET
fbem-26942	189	4	order	order	NOUN
fbem-26942	189	5	fulfillment	fulfillment	NOUN
fbem-26942	189	6	rate	rate	NOUN
fbem-26942	189	7	is	be	AUX
fbem-26942	189	8	utilized	utilize	VERB
fbem-26942	189	9	to	to	PART
fbem-26942	189	10	assess	assess	VERB
fbem-26942	189	11	the	the	DET
fbem-26942	189	12	responsiveness	responsiveness	NOUN
fbem-26942	189	13	of	of	ADP
fbem-26942	189	14	the	the	DET
fbem-26942	189	15	supply	supply	NOUN
fbem-26942	189	16	chain	chain	NOUN
fbem-26942	189	17	in	in	ADP
fbem-26942	189	18	dealing	deal	VERB
fbem-26942	189	19	with	with	ADP
fbem-26942	189	20	unexpected	unexpected	ADJ
fbem-26942	189	21	events	event	NOUN
fbem-26942	189	22	;	;	PUNCT
fbem-26942	189	23	the	the	DET
fbem-26942	189	24	higher	high	ADJ
fbem-26942	189	25	number	number	NOUN
fbem-26942	189	26	of	of	ADP
fbem-26942	189	27	fulfilled	fulfilled	ADJ
fbem-26942	189	28	orders	order	NOUN
fbem-26942	189	29	indicates	indicate	VERB
fbem-26942	189	30	the	the	DET
fbem-26942	189	31	higher	high	ADJ
fbem-26942	189	32	responsiveness	responsiveness	NOUN
fbem-26942	189	33	of	of	ADP
fbem-26942	189	34	the	the	DET
fbem-26942	189	35	supply	supply	NOUN
fbem-26942	189	36	chain	chain	NOUN
fbem-26942	189	37	.	.	PUNCT
fbem-26942	190	1	second	second	ADJ
fbem-26942	190	2	,	,	PUNCT
fbem-26942	190	3	the	the	DET
fbem-26942	190	4	average	average	ADJ
fbem-26942	190	5	delivery	delivery	NOUN
fbem-26942	190	6	event	event	NOUN
fbem-26942	190	7	per	per	ADP
fbem-26942	190	8	product	product	NOUN
fbem-26942	190	9	can	can	AUX
fbem-26942	190	10	be	be	AUX
fbem-26942	190	11	used	use	VERB
fbem-26942	190	12	as	as	ADP
fbem-26942	190	13	an	an	DET
fbem-26942	190	14	indicator	indicator	NOUN
fbem-26942	190	15	to	to	PART
fbem-26942	190	16	assess	assess	VERB
fbem-26942	190	17	the	the	DET
fbem-26942	190	18	speed	speed	NOUN
fbem-26942	190	19	of	of	ADP
fbem-26942	190	20	the	the	DET
fbem-26942	190	21	supply	supply	NOUN
fbem-26942	190	22	chain	chain	NOUN
fbem-26942	190	23	,	,	PUNCT
fbem-26942	190	24	with	with	ADP
fbem-26942	190	25	shorter	short	ADJ
fbem-26942	190	26	delivery	delivery	NOUN
fbem-26942	190	27	times	time	NOUN
fbem-26942	190	28	indicating	indicate	VERB
fbem-26942	190	29	a	a	DET
fbem-26942	190	30	faster	fast	ADJ
fbem-26942	190	31	supply	supply	NOUN
fbem-26942	190	32	chain	chain	NOUN
fbem-26942	190	33	.	.	PUNCT
fbem-26942	191	1	additionally	additionally	ADV
fbem-26942	191	2	,	,	PUNCT
fbem-26942	191	3	the	the	DET
fbem-26942	191	4	amount	amount	NOUN
fbem-26942	191	5	of	of	ADP
fbem-26942	191	6	inventory	inventory	NOUN
fbem-26942	191	7	that	that	PRON
fbem-26942	191	8	remains	remain	VERB
fbem-26942	191	9	available	available	ADJ
fbem-26942	191	10	for	for	ADP
fbem-26942	191	11	sale	sale	NOUN
fbem-26942	191	12	and	and	CCONJ
fbem-26942	191	13	use	use	NOUN
fbem-26942	191	14	in	in	ADP
fbem-26942	191	15	the	the	DET
fbem-26942	191	16	event	event	NOUN
fbem-26942	191	17	of	of	ADP
fbem-26942	191	18	a	a	DET
fbem-26942	191	19	supply	supply	NOUN
fbem-26942	191	20	chain	chain	NOUN
fbem-26942	191	21	disruption	disruption	NOUN
fbem-26942	191	22	is	be	AUX
fbem-26942	191	23	measured	measure	VERB
fbem-26942	191	24	;	;	PUNCT
fbem-26942	191	25	more	more	ADV
fbem-26942	191	26	available	available	ADJ
fbem-26942	191	27	inventory	inventory	NOUN
fbem-26942	191	28	indicates	indicate	VERB
fbem-26942	191	29	a	a	DET
fbem-26942	191	30	more	more	ADV
fbem-26942	191	31	proactive	proactive	ADJ
fbem-26942	191	32	supply	supply	NOUN
fbem-26942	191	33	chain	chain	NOUN
fbem-26942	191	34	.	.	PUNCT
fbem-26942	192	1	finally	finally	ADV
fbem-26942	192	2	,	,	PUNCT
fbem-26942	192	3	the	the	DET
fbem-26942	192	4	flexibility	flexibility	NOUN
fbem-26942	192	5	of	of	ADP
fbem-26942	192	6	the	the	DET
fbem-26942	192	7	345	345	NUM
fbem-26942	192	8	supply	supply	NOUN
fbem-26942	192	9	chain	chain	NOUN
fbem-26942	192	10	is	be	AUX
fbem-26942	192	11	judged	judge	VERB
fbem-26942	192	12	by	by	ADP
fbem-26942	192	13	measuring	measure	VERB
fbem-26942	192	14	the	the	DET
fbem-26942	192	15	ability	ability	NOUN
fbem-26942	192	16	of	of	ADP
fbem-26942	192	17	the	the	DET
fbem-26942	192	18	supply	supply	NOUN
fbem-26942	192	19	chain	chain	NOUN
fbem-26942	192	20	to	to	PART
fbem-26942	192	21	adjust	adjust	VERB
fbem-26942	192	22	and	and	CCONJ
fbem-26942	192	23	recover	recover	VERB
fbem-26942	192	24	after	after	ADP
fbem-26942	192	25	a	a	DET
fbem-26942	192	26	disruption	disruption	NOUN
fbem-26942	192	27	.	.	PUNCT
fbem-26942	193	1	in	in	ADP
fbem-26942	193	2	order	order	NOUN
fbem-26942	193	3	to	to	PART
fbem-26942	193	4	verify	verify	VERB
fbem-26942	193	5	the	the	DET
fbem-26942	193	6	effectiveness	effectiveness	NOUN
fbem-26942	193	7	of	of	ADP
fbem-26942	193	8	the	the	DET
fbem-26942	193	9	ripple	ripple	ADJ
fbem-26942	193	10	effect	effect	NOUN
fbem-26942	193	11	of	of	ADP
fbem-26942	193	12	the	the	DET
fbem-26942	193	13	digital	digital	ADJ
fbem-26942	193	14	twin	twin	ADJ
fbem-26942	193	15	technology	technology	NOUN
fbem-26942	193	16	on	on	ADP
fbem-26942	193	17	the	the	DET
fbem-26942	193	18	supply	supply	NOUN
fbem-26942	193	19	chain	chain	NOUN
fbem-26942	193	20	,	,	PUNCT
fbem-26942	193	21	this	this	DET
fbem-26942	193	22	experiment	experiment	NOUN
fbem-26942	193	23	chooses	choose	VERB
fbem-26942	193	24	five	five	NUM
fbem-26942	193	25	key	key	ADJ
fbem-26942	193	26	performance	performance	NOUN
fbem-26942	193	27	indicators	indicator	NOUN
fbem-26942	193	28	:	:	PUNCT
fbem-26942	193	29	financial	financial	ADJ
fbem-26942	193	30	performance	performance	NOUN
fbem-26942	193	31	,	,	PUNCT
fbem-26942	193	32	demand	demand	NOUN
fbem-26942	193	33	processing	processing	NOUN
fbem-26942	193	34	capability	capability	NOUN
fbem-26942	193	35	,	,	PUNCT
fbem-26942	193	36	available	available	ADJ
fbem-26942	193	37	inventory	inventory	NOUN
fbem-26942	193	38	(	(	PUNCT
fbem-26942	193	39	including	include	VERB
fbem-26942	193	40	stockpiled	stockpile	VERB
fbem-26942	193	41	inventory	inventory	NOUN
fbem-26942	193	42	)	)	PUNCT
fbem-26942	193	43	,	,	PUNCT
fbem-26942	193	44	delayed	delay	VERB
fbem-26942	193	45	order	order	NOUN
fbem-26942	193	46	quantity	quantity	NOUN
fbem-26942	193	47	and	and	CCONJ
fbem-26942	193	48	customer	customer	NOUN
fbem-26942	193	49	service	service	NOUN
fbem-26942	193	50	level	level	NOUN
fbem-26942	193	51	.	.	PUNCT
fbem-26942	194	1	financial	financial	ADJ
fbem-26942	194	2	performance	performance	NOUN
fbem-26942	194	3	can	can	AUX
fbem-26942	194	4	reflect	reflect	VERB
fbem-26942	194	5	the	the	DET
fbem-26942	194	6	impact	impact	NOUN
fbem-26942	194	7	of	of	ADP
fbem-26942	194	8	disruptions	disruption	NOUN
fbem-26942	194	9	on	on	ADP
fbem-26942	194	10	the	the	DET
fbem-26942	194	11	economic	economic	ADJ
fbem-26942	194	12	efficiency	efficiency	NOUN
fbem-26942	194	13	of	of	ADP
fbem-26942	194	14	the	the	DET
fbem-26942	194	15	supply	supply	NOUN
fbem-26942	194	16	chain	chain	NOUN
fbem-26942	194	17	,	,	PUNCT
fbem-26942	194	18	and	and	CCONJ
fbem-26942	194	19	demand	demand	NOUN
fbem-26942	194	20	handling	handling	NOUN
fbem-26942	194	21	capacity	capacity	NOUN
fbem-26942	194	22	reflects	reflect	VERB
fbem-26942	194	23	the	the	DET
fbem-26942	194	24	supply	supply	NOUN
fbem-26942	194	25	chain	chain	NOUN
fbem-26942	194	26	's	's	PART
fbem-26942	194	27	response	response	NOUN
fbem-26942	194	28	speed	speed	NOUN
fbem-26942	194	29	to	to	ADP
fbem-26942	194	30	changes	change	NOUN
fbem-26942	194	31	in	in	ADP
fbem-26942	194	32	demand	demand	NOUN
fbem-26942	194	33	and	and	CCONJ
fbem-26942	194	34	replenishment	replenishment	NOUN
fbem-26942	194	35	efficiency	efficiency	NOUN
fbem-26942	194	36	.	.	PUNCT
fbem-26942	195	1	available	available	ADJ
fbem-26942	195	2	inventory	inventory	NOUN
fbem-26942	195	3	(	(	PUNCT
fbem-26942	195	4	including	include	VERB
fbem-26942	195	5	stockpiled	stockpile	VERB
fbem-26942	195	6	inventory	inventory	NOUN
fbem-26942	195	7	)	)	PUNCT
fbem-26942	195	8	measures	measure	VERB
fbem-26942	195	9	the	the	DET
fbem-26942	195	10	efficiency	efficiency	NOUN
fbem-26942	195	11	of	of	ADP
fbem-26942	195	12	the	the	DET
fbem-26942	195	13	supply	supply	NOUN
fbem-26942	195	14	chain	chain	NOUN
fbem-26942	195	15	in	in	ADP
fbem-26942	195	16	managing	manage	VERB
fbem-26942	195	17	inventory	inventory	NOUN
fbem-26942	195	18	in	in	ADP
fbem-26942	195	19	the	the	DET
fbem-26942	195	20	event	event	NOUN
fbem-26942	195	21	of	of	ADP
fbem-26942	195	22	a	a	DET
fbem-26942	195	23	disruption	disruption	NOUN
fbem-26942	195	24	risk	risk	NOUN
fbem-26942	195	25	,	,	PUNCT
fbem-26942	195	26	and	and	CCONJ
fbem-26942	195	27	customer	customer	NOUN
fbem-26942	195	28	service	service	NOUN
fbem-26942	195	29	level	level	NOUN
fbem-26942	195	30	reflects	reflect	VERB
fbem-26942	195	31	whether	whether	SCONJ
fbem-26942	195	32	the	the	DET
fbem-26942	195	33	customer	customer	NOUN
fbem-26942	195	34	service	service	NOUN
fbem-26942	195	35	level	level	NOUN
fbem-26942	195	36	can	can	AUX
fbem-26942	195	37	be	be	AUX
fbem-26942	195	38	unaffected	unaffected	ADJ
fbem-26942	195	39	after	after	ADP
fbem-26942	195	40	a	a	DET
fbem-26942	195	41	sudden	sudden	ADJ
fbem-26942	195	42	disruption	disruption	NOUN
fbem-26942	195	43	risk	risk	NOUN
fbem-26942	195	44	event	event	NOUN
fbem-26942	195	45	.	.	PUNCT
fbem-26942	196	1	analyzing	analyze	VERB
fbem-26942	196	2	the	the	DET
fbem-26942	196	3	changes	change	NOUN
fbem-26942	196	4	in	in	ADP
fbem-26942	196	5	the	the	DET
fbem-26942	196	6	five	five	NUM
fbem-26942	196	7	metrics	metric	NOUN
fbem-26942	196	8	assesses	assess	VERB
fbem-26942	196	9	the	the	DET
fbem-26942	196	10	resilience	resilience	NOUN
fbem-26942	196	11	and	and	CCONJ
fbem-26942	196	12	operational	operational	ADJ
fbem-26942	196	13	effectiveness	effectiveness	NOUN
fbem-26942	196	14	of	of	ADP
fbem-26942	196	15	the	the	DET
fbem-26942	196	16	supply	supply	NOUN
fbem-26942	196	17	chain	chain	NOUN
fbem-26942	196	18	,	,	PUNCT
fbem-26942	196	19	thus	thus	ADV
fbem-26942	196	20	demonstrating	demonstrate	VERB
fbem-26942	196	21	the	the	DET
fbem-26942	196	22	effectiveness	effectiveness	NOUN
fbem-26942	196	23	of	of	ADP
fbem-26942	196	24	the	the	DET
fbem-26942	196	25	digital	digital	ADJ
fbem-26942	196	26	twin	twin	NOUN
fbem-26942	196	27	in	in	ADP
fbem-26942	196	28	dealing	deal	VERB
fbem-26942	196	29	with	with	ADP
fbem-26942	196	30	the	the	DET
fbem-26942	196	31	ripple	ripple	ADJ
fbem-26942	196	32	effect	effect	NOUN
fbem-26942	196	33	.	.	PUNCT
fbem-26942	197	1	5	5	X
fbem-26942	197	2	.	.	X
fbem-26942	197	3	experimental	experimental	ADJ
fbem-26942	197	4	analysis	analysis	NOUN
fbem-26942	197	5	and	and	CCONJ
fbem-26942	197	6	results	result	NOUN
fbem-26942	197	7	in	in	ADP
fbem-26942	197	8	this	this	DET
fbem-26942	197	9	section	section	NOUN
fbem-26942	197	10	,	,	PUNCT
fbem-26942	197	11	we	we	PRON
fbem-26942	197	12	firstly	firstly	ADV
fbem-26942	197	13	run	run	VERB
fbem-26942	197	14	the	the	DET
fbem-26942	197	15	simulation	simulation	NOUN
fbem-26942	197	16	of	of	ADP
fbem-26942	197	17	the	the	DET
fbem-26942	197	18	supply	supply	NOUN
fbem-26942	197	19	chain	chain	NOUN
fbem-26942	197	20	in	in	ADP
fbem-26942	197	21	normal	normal	ADJ
fbem-26942	197	22	state	state	NOUN
fbem-26942	197	23	using	use	VERB
fbem-26942	197	24	anylogistix	anylogistix	NOUN
fbem-26942	197	25	platform	platform	NOUN
fbem-26942	197	26	and	and	CCONJ
fbem-26942	197	27	output	output	VERB
fbem-26942	197	28	the	the	DET
fbem-26942	197	29	results	result	NOUN
fbem-26942	197	30	,	,	PUNCT
fbem-26942	197	31	secondly	secondly	ADV
fbem-26942	197	32	,	,	PUNCT
fbem-26942	197	33	we	we	PRON
fbem-26942	197	34	simulate	simulate	VERB
fbem-26942	197	35	the	the	DET
fbem-26942	197	36	supply	supply	NOUN
fbem-26942	197	37	chain	chain	NOUN
fbem-26942	197	38	with	with	ADP
fbem-26942	197	39	disruptions	disruption	NOUN
fbem-26942	197	40	and	and	CCONJ
fbem-26942	197	41	ripple	ripple	ADJ
fbem-26942	197	42	effects	effect	NOUN
fbem-26942	197	43	and	and	CCONJ
fbem-26942	197	44	output	output	VERB
fbem-26942	197	45	the	the	DET
fbem-26942	197	46	results	result	NOUN
fbem-26942	197	47	,	,	PUNCT
fbem-26942	197	48	and	and	CCONJ
fbem-26942	197	49	finally	finally	ADV
fbem-26942	197	50	,	,	PUNCT
fbem-26942	197	51	we	we	PRON
fbem-26942	197	52	proactively	proactively	ADV
fbem-26942	197	53	use	use	VERB
fbem-26942	197	54	the	the	DET
fbem-26942	197	55	optimal	optimal	ADJ
fbem-26942	197	56	coping	coping	ADJ
fbem-26942	197	57	strategies	strategy	NOUN
fbem-26942	197	58	for	for	ADP
fbem-26942	197	59	the	the	DET
fbem-26942	197	60	supply	supply	NOUN
fbem-26942	197	61	chain	chain	NOUN
fbem-26942	197	62	with	with	ADP
fbem-26942	197	63	ripple	ripple	ADJ
fbem-26942	197	64	effects	effect	NOUN
fbem-26942	197	65	and	and	CCONJ
fbem-26942	197	66	output	output	VERB
fbem-26942	197	67	the	the	DET
fbem-26942	197	68	results	result	NOUN
fbem-26942	197	69	,	,	PUNCT
fbem-26942	197	70	compare	compare	VERB
fbem-26942	197	71	the	the	DET
fbem-26942	197	72	key	key	ADJ
fbem-26942	197	73	kpis	kpis	PROPN
fbem-26942	197	74	of	of	ADP
fbem-26942	197	75	the	the	DET
fbem-26942	197	76	three	three	NUM
fbem-26942	197	77	experiments	experiment	NOUN
fbem-26942	197	78	and	and	CCONJ
fbem-26942	197	79	prove	prove	VERB
fbem-26942	197	80	that	that	SCONJ
fbem-26942	197	81	the	the	DET
fbem-26942	197	82	digital	digital	ADJ
fbem-26942	197	83	twin	twin	ADJ
fbem-26942	197	84	technology	technology	NOUN
fbem-26942	197	85	can	can	AUX
fbem-26942	197	86	reduce	reduce	VERB
fbem-26942	197	87	the	the	DET
fbem-26942	197	88	supply	supply	NOUN
fbem-26942	197	89	chain	chain	NOUN
fbem-26942	197	90	's	's	PART
fbem-26942	197	91	ripple	ripple	ADJ
fbem-26942	197	92	effects	effect	NOUN
fbem-26942	197	93	.	.	PUNCT
fbem-26942	198	1	similarly	similarly	ADV
fbem-26942	198	2	,	,	PUNCT
fbem-26942	198	3	the	the	DET
fbem-26942	198	4	agility	agility	NOUN
fbem-26942	198	5	experiment	experiment	NOUN
fbem-26942	198	6	also	also	ADV
fbem-26942	198	7	compares	compare	VERB
fbem-26942	198	8	the	the	DET
fbem-26942	198	9	outputs	output	NOUN
fbem-26942	198	10	of	of	ADP
fbem-26942	198	11	the	the	DET
fbem-26942	198	12	three	three	NUM
fbem-26942	198	13	experiments	experiment	NOUN
fbem-26942	198	14	to	to	PART
fbem-26942	198	15	demonstrate	demonstrate	VERB
fbem-26942	198	16	that	that	SCONJ
fbem-26942	198	17	the	the	DET
fbem-26942	198	18	digital	digital	ADJ
fbem-26942	198	19	twin	twin	NOUN
fbem-26942	198	20	can	can	AUX
fbem-26942	198	21	improve	improve	VERB
fbem-26942	198	22	the	the	DET
fbem-26942	198	23	agility	agility	NOUN
fbem-26942	198	24	of	of	ADP
fbem-26942	198	25	the	the	DET
fbem-26942	198	26	supply	supply	NOUN
fbem-26942	198	27	chain	chain	NOUN
fbem-26942	198	28	.	.	PUNCT
fbem-26942	199	1	note	note	VERB
fbem-26942	199	2	that	that	SCONJ
fbem-26942	199	3	repeated	repeat	VERB
fbem-26942	199	4	experiments	experiment	NOUN
fbem-26942	199	5	are	be	AUX
fbem-26942	199	6	necessary	necessary	ADJ
fbem-26942	199	7	to	to	PART
fbem-26942	199	8	produce	produce	VERB
fbem-26942	199	9	statistically	statistically	ADV
fbem-26942	199	10	significant	significant	ADJ
fbem-26942	199	11	results	result	NOUN
fbem-26942	199	12	,	,	PUNCT
fbem-26942	199	13	given	give	VERB
fbem-26942	199	14	that	that	SCONJ
fbem-26942	199	15	the	the	DET
fbem-26942	199	16	model	model	NOUN
fbem-26942	199	17	contains	contain	VERB
fbem-26942	199	18	random	random	ADJ
fbem-26942	199	19	parameters	parameter	NOUN
fbem-26942	199	20	.	.	PUNCT
fbem-26942	200	1	in	in	ADP
fbem-26942	200	2	this	this	DET
fbem-26942	200	3	paper	paper	NOUN
fbem-26942	200	4	,	,	PUNCT
fbem-26942	200	5	the	the	DET
fbem-26942	200	6	iterative	iterative	NOUN
fbem-26942	200	7	experiments	experiment	NOUN
fbem-26942	200	8	are	be	AUX
fbem-26942	200	9	repeated	repeat	VERB
fbem-26942	200	10	a	a	DET
fbem-26942	200	11	total	total	NOUN
fbem-26942	200	12	of	of	ADP
fbem-26942	200	13	300	300	NUM
fbem-26942	200	14	times	time	NOUN
fbem-26942	200	15	with	with	ADP
fbem-26942	200	16	the	the	DET
fbem-26942	200	17	aim	aim	NOUN
fbem-26942	200	18	of	of	ADP
fbem-26942	200	19	improving	improve	VERB
fbem-26942	200	20	the	the	DET
fbem-26942	200	21	stability	stability	NOUN
fbem-26942	200	22	and	and	CCONJ
fbem-26942	200	23	confidence	confidence	NOUN
fbem-26942	200	24	of	of	ADP
fbem-26942	200	25	the	the	DET
fbem-26942	200	26	results	result	NOUN
fbem-26942	200	27	.	.	PUNCT
fbem-26942	201	1	5.1	5.1	NUM
fbem-26942	201	2	.	.	PUNCT
fbem-26942	202	1	validating	validate	VERB
fbem-26942	202	2	the	the	DET
fbem-26942	202	3	effectiveness	effectiveness	NOUN
fbem-26942	202	4	of	of	ADP
fbem-26942	202	5	the	the	DET
fbem-26942	202	6	digital	digital	ADJ
fbem-26942	202	7	twin	twin	ADJ
fbem-26942	202	8	technique	technique	NOUN
fbem-26942	202	9	on	on	ADP
fbem-26942	202	10	the	the	DET
fbem-26942	202	11	ripple	ripple	ADJ
fbem-26942	202	12	effect	effect	NOUN
fbem-26942	202	13	5.1.1	5.1.1	NOUN
fbem-26942	202	14	.	.	PUNCT
fbem-26942	202	15	normal	normal	ADJ
fbem-26942	202	16	state	state	NOUN
fbem-26942	202	17	figure	figure	NOUN
fbem-26942	202	18	4	4	NUM
fbem-26942	202	19	illustrates	illustrate	VERB
fbem-26942	202	20	the	the	DET
fbem-26942	202	21	trends	trend	NOUN
fbem-26942	202	22	and	and	CCONJ
fbem-26942	202	23	patterns	pattern	NOUN
fbem-26942	202	24	of	of	ADP
fbem-26942	202	25	kpis	kpis	PROPN
fbem-26942	202	26	in	in	ADP
fbem-26942	202	27	the	the	DET
fbem-26942	202	28	normal	normal	ADJ
fbem-26942	202	29	state	state	NOUN
fbem-26942	202	30	(	(	PUNCT
fbem-26942	202	31	without	without	ADP
fbem-26942	202	32	introducing	introduce	VERB
fbem-26942	202	33	sudden	sudden	ADJ
fbem-26942	202	34	disruptive	disruptive	ADJ
fbem-26942	202	35	events	event	NOUN
fbem-26942	202	36	)	)	PUNCT
fbem-26942	202	37	.	.	PUNCT
fbem-26942	203	1	first	first	ADV
fbem-26942	203	2	,	,	PUNCT
fbem-26942	203	3	the	the	DET
fbem-26942	203	4	three	three	NUM
fbem-26942	203	5	financial	financial	ADJ
fbem-26942	203	6	metrics	metric	NOUN
fbem-26942	203	7	of	of	ADP
fbem-26942	203	8	the	the	DET
fbem-26942	203	9	aspirin	aspirin	NOUN
fbem-26942	203	10	supply	supply	NOUN
fbem-26942	203	11	chain	chain	NOUN
fbem-26942	203	12	are	be	AUX
fbem-26942	203	13	proportional	proportional	ADJ
fbem-26942	203	14	to	to	ADP
fbem-26942	203	15	time	time	NOUN
fbem-26942	203	16	and	and	CCONJ
fbem-26942	203	17	show	show	VERB
fbem-26942	203	18	a	a	DET
fbem-26942	203	19	linear	linear	ADJ
fbem-26942	203	20	growth	growth	NOUN
fbem-26942	203	21	trend	trend	NOUN
fbem-26942	203	22	with	with	ADP
fbem-26942	203	23	time	time	NOUN
fbem-26942	203	24	.	.	PUNCT
fbem-26942	204	1	second	second	ADJ
fbem-26942	204	2	,	,	PUNCT
fbem-26942	204	3	the	the	DET
fbem-26942	204	4	service	service	NOUN
fbem-26942	204	5	level	level	NOUN
fbem-26942	204	6	(	(	PUNCT
fbem-26942	204	7	elt	elt	NOUN
fbem-26942	204	8	service	service	NOUN
fbem-26942	204	9	level	level	NOUN
fbem-26942	204	10	)	)	PUNCT
fbem-26942	204	11	remained	remain	VERB
fbem-26942	204	12	unchanged	unchanged	ADJ
fbem-26942	204	13	at	at	ADP
fbem-26942	204	14	100	100	NUM
fbem-26942	204	15	%	%	NOUN
fbem-26942	204	16	over	over	ADP
fbem-26942	204	17	the	the	DET
fbem-26942	204	18	course	course	NOUN
fbem-26942	204	19	of	of	ADP
fbem-26942	204	20	a	a	DET
fbem-26942	204	21	year	year	NOUN
fbem-26942	204	22	,	,	PUNCT
fbem-26942	204	23	indicating	indicate	VERB
fbem-26942	204	24	that	that	SCONJ
fbem-26942	204	25	all	all	DET
fbem-26942	204	26	products	product	NOUN
fbem-26942	204	27	were	be	AUX
fbem-26942	204	28	delivered	deliver	VERB
fbem-26942	204	29	on	on	ADP
fbem-26942	204	30	time	time	NOUN
fbem-26942	204	31	and	and	CCONJ
fbem-26942	204	32	demonstrated	demonstrate	VERB
fbem-26942	204	33	an	an	DET
fbem-26942	204	34	efficient	efficient	ADJ
fbem-26942	204	35	service	service	NOUN
fbem-26942	204	36	capability	capability	NOUN
fbem-26942	204	37	under	under	ADP
fbem-26942	204	38	normal	normal	ADJ
fbem-26942	204	39	conditions	condition	NOUN
fbem-26942	204	40	.	.	PUNCT
fbem-26942	205	1	in	in	ADP
fbem-26942	205	2	addition	addition	NOUN
fbem-26942	205	3	,	,	PUNCT
fbem-26942	205	4	in	in	ADP
fbem-26942	205	5	terms	term	NOUN
fbem-26942	205	6	of	of	ADP
fbem-26942	205	7	demand	demand	NOUN
fbem-26942	205	8	processing	processing	NOUN
fbem-26942	205	9	(	(	PUNCT
fbem-26942	205	10	demand	demand	NOUN
fbem-26942	205	11	received	receive	VERB
fbem-26942	205	12	and	and	CCONJ
fbem-26942	205	13	placed	place	VERB
fbem-26942	205	14	)	)	PUNCT
fbem-26942	205	15	,	,	PUNCT
fbem-26942	205	16	although	although	SCONJ
fbem-26942	205	17	the	the	DET
fbem-26942	205	18	number	number	NOUN
fbem-26942	205	19	of	of	ADP
fbem-26942	205	20	orders	order	NOUN
fbem-26942	205	21	processed	process	VERB
fbem-26942	205	22	is	be	AUX
fbem-26942	205	23	lower	low	ADJ
fbem-26942	205	24	than	than	ADP
fbem-26942	205	25	the	the	DET
fbem-26942	205	26	number	number	NOUN
fbem-26942	205	27	of	of	ADP
fbem-26942	205	28	orders	order	NOUN
fbem-26942	205	29	received	receive	VERB
fbem-26942	205	30	,	,	PUNCT
fbem-26942	205	31	both	both	PRON
fbem-26942	205	32	are	be	AUX
fbem-26942	205	33	proportional	proportional	ADJ
fbem-26942	205	34	to	to	ADP
fbem-26942	205	35	time	time	NOUN
fbem-26942	205	36	,	,	PUNCT
fbem-26942	205	37	and	and	CCONJ
fbem-26942	205	38	the	the	DET
fbem-26942	205	39	supply	supply	NOUN
fbem-26942	205	40	chain	chain	NOUN
fbem-26942	205	41	is	be	AUX
fbem-26942	205	42	able	able	ADJ
fbem-26942	205	43	to	to	PART
fbem-26942	205	44	process	process	VERB
fbem-26942	205	45	orders	order	NOUN
fbem-26942	205	46	efficiently	efficiently	ADV
fbem-26942	205	47	.	.	PUNCT
fbem-26942	206	1	importantly	importantly	ADV
fbem-26942	206	2	,	,	PUNCT
fbem-26942	206	3	the	the	DET
fbem-26942	206	4	available	available	ADJ
fbem-26942	206	5	inventory	inventory	NOUN
fbem-26942	206	6	level	level	NOUN
fbem-26942	206	7	fluctuates	fluctuate	NOUN
fbem-26942	206	8	regularly	regularly	ADV
fbem-26942	206	9	between	between	ADP
fbem-26942	206	10	5	5	NUM
fbem-26942	206	11	and	and	CCONJ
fbem-26942	206	12	45	45	NUM
fbem-26942	206	13	,	,	PUNCT
fbem-26942	206	14	indicating	indicate	VERB
fbem-26942	206	15	that	that	SCONJ
fbem-26942	206	16	the	the	DET
fbem-26942	206	17	management	management	NOUN
fbem-26942	206	18	of	of	ADP
fbem-26942	206	19	inventory	inventory	NOUN
fbem-26942	206	20	is	be	AUX
fbem-26942	206	21	effective	effective	ADJ
fbem-26942	206	22	in	in	ADP
fbem-26942	206	23	normal	normal	ADJ
fbem-26942	206	24	conditions	condition	NOUN
fbem-26942	206	25	and	and	CCONJ
fbem-26942	206	26	the	the	DET
fbem-26942	206	27	inventory	inventory	NOUN
fbem-26942	206	28	level	level	NOUN
fbem-26942	206	29	shows	show	VERB
fbem-26942	206	30	cyclical	cyclical	ADJ
fbem-26942	206	31	variations	variation	NOUN
fbem-26942	206	32	.	.	PUNCT
fbem-26942	207	1	finally	finally	ADV
fbem-26942	207	2	,	,	PUNCT
fbem-26942	207	3	the	the	DET
fbem-26942	207	4	order	order	NOUN
fbem-26942	207	5	fulfillment	fulfillment	NOUN
fbem-26942	207	6	rate	rate	NOUN
fbem-26942	207	7	increases	increase	NOUN
fbem-26942	207	8	steadily	steadily	ADV
fbem-26942	207	9	over	over	ADP
fbem-26942	207	10	time	time	NOUN
fbem-26942	207	11	,	,	PUNCT
fbem-26942	207	12	indicating	indicate	VERB
fbem-26942	207	13	that	that	SCONJ
fbem-26942	207	14	order	order	NOUN
fbem-26942	207	15	processing	processing	NOUN
fbem-26942	207	16	is	be	AUX
fbem-26942	207	17	efficient	efficient	ADJ
fbem-26942	207	18	under	under	ADP
fbem-26942	207	19	normal	normal	ADJ
fbem-26942	207	20	conditions	condition	NOUN
fbem-26942	207	21	and	and	CCONJ
fbem-26942	207	22	the	the	DET
fbem-26942	207	23	number	number	NOUN
fbem-26942	207	24	of	of	ADP
fbem-26942	207	25	delayed	delay	VERB
fbem-26942	207	26	orders	order	NOUN
fbem-26942	207	27	is	be	AUX
fbem-26942	207	28	almost	almost	ADV
fbem-26942	207	29	non	non	ADJ
fbem-26942	207	30	-	-	ADJ
fbem-26942	207	31	existent	existent	ADJ
fbem-26942	207	32	.	.	PUNCT
fbem-26942	208	1	figure	figure	NOUN
fbem-26942	208	2	4	4	NUM
fbem-26942	208	3	.	.	PUNCT
fbem-26942	208	4	kpi	kpi	ADJ
fbem-26942	208	5	trends	trend	NOUN
fbem-26942	208	6	and	and	CCONJ
fbem-26942	208	7	performance	performance	NOUN
fbem-26942	208	8	metrics	metric	NOUN
fbem-26942	208	9	in	in	ADP
fbem-26942	208	10	steady	steady	ADJ
fbem-26942	208	11	state	state	NOUN
fbem-26942	208	12	5.1.2	5.1.2	NUM
fbem-26942	208	13	.	.	PUNCT
fbem-26942	208	14	supply	supply	NOUN
fbem-26942	208	15	chain	chain	NOUN
fbem-26942	208	16	with	with	ADP
fbem-26942	208	17	ripple	ripple	ADJ
fbem-26942	208	18	effect	effect	NOUN
fbem-26942	208	19	due	due	ADP
fbem-26942	208	20	to	to	ADP
fbem-26942	208	21	disruption	disruption	NOUN
fbem-26942	208	22	event	event	NOUN
fbem-26942	208	23	setting	set	VERB
fbem-26942	208	24	up	up	ADP
fbem-26942	208	25	an	an	DET
fbem-26942	208	26	earthquake	earthquake	NOUN
fbem-26942	208	27	event	event	NOUN
fbem-26942	208	28	in	in	ADP
fbem-26942	208	29	the	the	DET
fbem-26942	208	30	logistics	logistic	NOUN
fbem-26942	208	31	center	center	NOUN
fbem-26942	208	32	on	on	ADP
fbem-26942	208	33	july	july	PROPN
fbem-26942	208	34	3	3	NUM
fbem-26942	208	35	in	in	ADP
fbem-26942	208	36	the	the	DET
fbem-26942	208	37	simulated	simulate	VERB
fbem-26942	208	38	supply	supply	NOUN
fbem-26942	208	39	chain	chain	NOUN
fbem-26942	208	40	,	,	PUNCT
fbem-26942	208	41	the	the	DET
fbem-26942	208	42	disruption	disruption	NOUN
fbem-26942	208	43	event	event	NOUN
fbem-26942	208	44	resulted	result	VERB
fbem-26942	208	45	in	in	ADP
fbem-26942	208	46	the	the	DET
fbem-26942	208	47	forced	force	VERB
fbem-26942	208	48	closure	closure	NOUN
fbem-26942	208	49	of	of	ADP
fbem-26942	208	50	the	the	DET
fbem-26942	208	51	logistics	logistic	NOUN
fbem-26942	208	52	center	center	NOUN
fbem-26942	208	53	,	,	PUNCT
fbem-26942	208	54	which	which	PRON
fbem-26942	208	55	was	be	AUX
fbem-26942	208	56	reopened	reopen	VERB
fbem-26942	208	57	only	only	ADV
fbem-26942	208	58	after	after	ADP
fbem-26942	208	59	1	1	NUM
fbem-26942	208	60	month	month	NOUN
fbem-26942	208	61	,	,	PUNCT
fbem-26942	208	62	and	and	CCONJ
fbem-26942	208	63	the	the	DET
fbem-26942	208	64	event	event	NOUN
fbem-26942	208	65	triggered	trigger	VERB
fbem-26942	208	66	a	a	DET
fbem-26942	208	67	ripple	ripple	ADJ
fbem-26942	208	68	effect	effect	NOUN
fbem-26942	208	69	that	that	PRON
fbem-26942	208	70	resulted	result	VERB
fbem-26942	208	71	in	in	ADP
fbem-26942	208	72	damage	damage	NOUN
fbem-26942	208	73	to	to	ADP
fbem-26942	208	74	both	both	CCONJ
fbem-26942	208	75	upstream	upstream	ADJ
fbem-26942	208	76	and	and	CCONJ
fbem-26942	208	77	downstream	downstream	ADJ
fbem-26942	208	78	of	of	ADP
fbem-26942	208	79	the	the	DET
fbem-26942	208	80	supply	supply	NOUN
fbem-26942	208	81	chain	chain	NOUN
fbem-26942	208	82	.	.	PUNCT
fbem-26942	209	1	firstly	firstly	ADV
fbem-26942	209	2	,	,	PUNCT
fbem-26942	209	3	the	the	DET
fbem-26942	209	4	disruption	disruption	NOUN
fbem-26942	209	5	event	event	NOUN
fbem-26942	209	6	led	lead	VERB
fbem-26942	209	7	to	to	ADP
fbem-26942	209	8	a	a	DET
fbem-26942	209	9	significant	significant	ADJ
fbem-26942	209	10	reduction	reduction	NOUN
fbem-26942	209	11	in	in	ADP
fbem-26942	209	12	profits	profit	NOUN
fbem-26942	209	13	and	and	CCONJ
fbem-26942	209	14	revenues	revenue	NOUN
fbem-26942	209	15	,	,	PUNCT
fbem-26942	209	16	with	with	ADP
fbem-26942	209	17	profits	profit	NOUN
fbem-26942	209	18	decreasing	decrease	VERB
fbem-26942	209	19	by	by	ADP
fbem-26942	209	20	￡	￡	PROPN
fbem-26942	209	21	757,152.379	757,152.379	PROPN
fbem-26942	209	22	and	and	CCONJ
fbem-26942	209	23	revenues	revenue	NOUN
fbem-26942	209	24	decreasing	decrease	VERB
fbem-26942	209	25	by	by	ADP
fbem-26942	209	26	￡1,162,040.969	￡1,162,040.969	NOUN
fbem-26942	209	27	.	.	PUNCT
fbem-26942	210	1	secondly	secondly	ADV
fbem-26942	210	2	,	,	PUNCT
fbem-26942	210	3	the	the	DET
fbem-26942	210	4	service	service	NOUN
fbem-26942	210	5	level	level	NOUN
fbem-26942	210	6	dropped	drop	VERB
fbem-26942	210	7	significantly	significantly	ADV
fbem-26942	210	8	after	after	ADP
fbem-26942	210	9	being	be	AUX
fbem-26942	210	10	disrupted	disrupt	VERB
fbem-26942	210	11	by	by	ADP
fbem-26942	210	12	the	the	DET
fbem-26942	210	13	sudden	sudden	ADJ
fbem-26942	210	14	disruptive	disruptive	ADJ
fbem-26942	210	15	event	event	NOUN
fbem-26942	210	16	,	,	PUNCT
fbem-26942	210	17	with	with	ADP
fbem-26942	210	18	a	a	DET
fbem-26942	210	19	low	low	NOUN
fbem-26942	210	20	of	of	ADP
fbem-26942	210	21	87	87	NUM
fbem-26942	210	22	%	%	NOUN
fbem-26942	210	23	,	,	PUNCT
fbem-26942	210	24	and	and	CCONJ
fbem-26942	210	25	then	then	ADV
fbem-26942	210	26	only	only	ADV
fbem-26942	210	27	gradually	gradually	ADV
fbem-26942	210	28	rebounded	rebound	VERB
fbem-26942	210	29	after	after	SCONJ
fbem-26942	210	30	the	the	DET
fbem-26942	210	31	disruptive	disruptive	ADJ
fbem-26942	210	32	event	event	NOUN
fbem-26942	210	33	was	be	AUX
fbem-26942	210	34	over	over	ADV
fbem-26942	210	35	but	but	CCONJ
fbem-26942	210	36	was	be	AUX
fbem-26942	210	37	unable	unable	ADJ
fbem-26942	210	38	to	to	PART
fbem-26942	210	39	return	return	VERB
fbem-26942	210	40	to	to	ADP
fbem-26942	210	41	100	100	NUM
fbem-26942	210	42	%	%	NOUN
fbem-26942	210	43	service	service	NOUN
fbem-26942	210	44	level	level	NOUN
fbem-26942	210	45	within	within	ADP
fbem-26942	210	46	a	a	DET
fbem-26942	210	47	year	year	NOUN
fbem-26942	210	48	,	,	PUNCT
fbem-26942	210	49	and	and	CCONJ
fbem-26942	210	50	ultimately	ultimately	ADV
fbem-26942	210	51	only	only	ADV
fbem-26942	210	52	92	92	NUM
fbem-26942	210	53	%	%	NOUN
fbem-26942	210	54	service	service	NOUN
fbem-26942	210	55	level	level	NOUN
fbem-26942	210	56	was	be	AUX
fbem-26942	210	57	reached	reach	VERB
fbem-26942	210	58	.	.	PUNCT
fbem-26942	211	1	in	in	ADP
fbem-26942	211	2	terms	term	NOUN
fbem-26942	211	3	of	of	ADP
fbem-26942	211	4	demand	demand	NOUN
fbem-26942	211	5	processing	processing	NOUN
fbem-26942	211	6	,	,	PUNCT
fbem-26942	211	7	the	the	DET
fbem-26942	211	8	closure	closure	NOUN
fbem-26942	211	9	of	of	ADP
fbem-26942	211	10	the	the	DET
fbem-26942	211	11	logistics	logistic	NOUN
fbem-26942	211	12	center	center	NOUN
fbem-26942	211	13	resulted	result	VERB
fbem-26942	211	14	in	in	ADP
fbem-26942	211	15	the	the	DET
fbem-26942	211	16	inability	inability	NOUN
fbem-26942	211	17	to	to	PART
fbem-26942	211	18	process	process	VERB
fbem-26942	211	19	and	and	CCONJ
fbem-26942	211	20	deliver	deliver	VERB
fbem-26942	211	21	customer	customer	NOUN
fbem-26942	211	22	orders	order	NOUN
fbem-26942	211	23	for	for	ADP
fbem-26942	211	24	a	a	DET
fbem-26942	211	25	month	month	NOUN
fbem-26942	211	26	,	,	PUNCT
fbem-26942	211	27	so	so	CCONJ
fbem-26942	211	28	order	order	NOUN
fbem-26942	211	29	processing	processing	NOUN
fbem-26942	211	30	for	for	ADP
fbem-26942	211	31	a	a	DET
fbem-26942	211	32	month	month	NOUN
fbem-26942	211	33	was	be	AUX
fbem-26942	211	34	0	0	NUM
fbem-26942	211	35	.	.	PUNCT
fbem-26942	212	1	in	in	ADP
fbem-26942	212	2	addition	addition	NOUN
fbem-26942	212	3	,	,	PUNCT
fbem-26942	212	4	available	available	ADJ
fbem-26942	212	5	inventory	inventory	NOUN
fbem-26942	212	6	remained	remain	VERB
fbem-26942	212	7	at	at	ADP
fbem-26942	212	8	its	its	PRON
fbem-26942	212	9	highest	high	ADJ
fbem-26942	212	10	level	level	NOUN
fbem-26942	212	11	of	of	ADP
fbem-26942	212	12	around	around	ADV
fbem-26942	212	13	45	45	NUM
fbem-26942	212	14	for	for	ADP
fbem-26942	212	15	the	the	DET
fbem-26942	212	16	month	month	NOUN
fbem-26942	212	17	in	in	ADP
fbem-26942	212	18	which	which	PRON
fbem-26942	212	19	the	the	DET
fbem-26942	212	20	logistics	logistic	NOUN
fbem-26942	212	21	center	center	NOUN
fbem-26942	212	22	was	be	AUX
fbem-26942	212	23	closed	close	VERB
fbem-26942	212	24	,	,	PUNCT
fbem-26942	212	25	suggesting	suggest	VERB
fbem-26942	212	26	that	that	SCONJ
fbem-26942	212	27	there	there	PRON
fbem-26942	212	28	was	be	VERB
fbem-26942	212	29	an	an	DET
fbem-26942	212	30	inventory	inventory	NOUN
fbem-26942	212	31	hold	hold	VERB
fbem-26942	212	32	-	-	PUNCT
fbem-26942	212	33	up	up	ADP
fbem-26942	212	34	problem	problem	NOUN
fbem-26942	212	35	,	,	PUNCT
fbem-26942	212	36	which	which	PRON
fbem-26942	212	37	prevented	prevent	VERB
fbem-26942	212	38	regular	regular	ADJ
fbem-26942	212	39	fluctuations	fluctuation	NOUN
fbem-26942	212	40	in	in	ADP
fbem-26942	212	41	available	available	ADJ
fbem-26942	212	42	inventory	inventory	NOUN
fbem-26942	212	43	.	.	PUNCT
fbem-26942	213	1	finally	finally	ADV
fbem-26942	213	2	,	,	PUNCT
fbem-26942	213	3	in	in	ADP
fbem-26942	213	4	terms	term	NOUN
fbem-26942	213	5	of	of	ADP
fbem-26942	213	6	delayed	delay	VERB
fbem-26942	213	7	orders	order	NOUN
fbem-26942	213	8	and	and	CCONJ
fbem-26942	213	9	products	product	NOUN
fbem-26942	213	10	,	,	PUNCT
fbem-26942	213	11	the	the	DET
fbem-26942	213	12	sudden	sudden	ADJ
fbem-26942	213	13	disruption	disruption	NOUN
fbem-26942	213	14	event	event	NOUN
fbem-26942	213	15	caused	cause	VERB
fbem-26942	213	16	the	the	DET
fbem-26942	213	17	delayed	delay	VERB
fbem-26942	213	18	order	order	NOUN
fbem-26942	213	19	volume	volume	NOUN
fbem-26942	213	20	to	to	PART
fbem-26942	213	21	grow	grow	VERB
fbem-26942	213	22	dramatically	dramatically	ADV
fbem-26942	213	23	to	to	ADP
fbem-26942	213	24	3,500	3,500	NUM
fbem-26942	213	25	orders	order	NOUN
fbem-26942	213	26	,	,	PUNCT
fbem-26942	213	27	and	and	CCONJ
fbem-26942	213	28	it	it	PRON
fbem-26942	213	29	still	still	ADV
fbem-26942	213	30	took	take	VERB
fbem-26942	213	31	a	a	DET
fbem-26942	213	32	significant	significant	ADJ
fbem-26942	213	33	amount	amount	NOUN
fbem-26942	213	34	of	of	ADP
fbem-26942	213	35	time	time	NOUN
fbem-26942	213	36	to	to	ADP
fbem-26942	213	37	346	346	NUM
fbem-26942	213	38	process	process	NOUN
fbem-26942	213	39	the	the	DET
fbem-26942	213	40	delayed	delay	VERB
fbem-26942	213	41	orders	order	NOUN
fbem-26942	213	42	and	and	CCONJ
fbem-26942	213	43	products	product	NOUN
fbem-26942	213	44	after	after	SCONJ
fbem-26942	213	45	the	the	DET
fbem-26942	213	46	logistics	logistic	NOUN
fbem-26942	213	47	center	center	NOUN
fbem-26942	213	48	was	be	AUX
fbem-26942	213	49	restored	restore	VERB
fbem-26942	213	50	(	(	PUNCT
fbem-26942	213	51	e.g.	e.g.	ADV
fbem-26942	213	52	,	,	PUNCT
fbem-26942	213	53	fig	fig	NOUN
fbem-26942	213	54	.	.	PUNCT
fbem-26942	214	1	5	5	NUM
fbem-26942	214	2	)	)	PUNCT
fbem-26942	214	3	.	.	PUNCT
fbem-26942	215	1	figure	figure	NOUN
fbem-26942	215	2	5	5	NUM
fbem-26942	215	3	.	.	PUNCT
fbem-26942	215	4	kpi	kpi	PROPN
fbem-26942	215	5	impact	impact	NOUN
fbem-26942	215	6	of	of	ADP
fbem-26942	215	7	disruption	disruption	NOUN
fbem-26942	215	8	event	event	NOUN
fbem-26942	215	9	on	on	ADP
fbem-26942	215	10	supply	supply	NOUN
fbem-26942	215	11	chain	chain	NOUN
fbem-26942	215	12	performance	performance	NOUN
fbem-26942	215	13	5.1.3	5.1.3	PROPN
fbem-26942	215	14	.	.	PUNCT
fbem-26942	216	1	output	output	NOUN
fbem-26942	216	2	results	result	NOUN
fbem-26942	216	3	of	of	ADP
fbem-26942	216	4	the	the	DET
fbem-26942	216	5	simulated	simulate	VERB
fbem-26942	216	6	supply	supply	NOUN
fbem-26942	216	7	chain	chain	NOUN
fbem-26942	216	8	using	use	VERB
fbem-26942	216	9	digital	digital	ADJ
fbem-26942	216	10	techniques	technique	NOUN
fbem-26942	216	11	to	to	PART
fbem-26942	216	12	cope	cope	VERB
fbem-26942	216	13	with	with	ADP
fbem-26942	216	14	ripple	ripple	ADJ
fbem-26942	216	15	effects	effect	NOUN
fbem-26942	216	16	this	this	DET
fbem-26942	216	17	study	study	NOUN
fbem-26942	216	18	adopts	adopt	VERB
fbem-26942	216	19	the	the	DET
fbem-26942	216	20	network	network	NOUN
fbem-26942	216	21	optimization	optimization	NOUN
fbem-26942	216	22	technique	technique	NOUN
fbem-26942	216	23	in	in	ADP
fbem-26942	216	24	digital	digital	ADJ
fbem-26942	216	25	technology	technology	NOUN
fbem-26942	216	26	to	to	PART
fbem-26942	216	27	cope	cope	VERB
fbem-26942	216	28	with	with	ADP
fbem-26942	216	29	the	the	DET
fbem-26942	216	30	ripple	ripple	ADJ
fbem-26942	216	31	effect	effect	NOUN
fbem-26942	216	32	in	in	ADP
fbem-26942	216	33	the	the	DET
fbem-26942	216	34	supply	supply	NOUN
fbem-26942	216	35	chain	chain	NOUN
fbem-26942	216	36	,	,	PUNCT
fbem-26942	216	37	which	which	PRON
fbem-26942	216	38	can	can	AUX
fbem-26942	216	39	actively	actively	ADV
fbem-26942	216	40	select	select	VERB
fbem-26942	216	41	the	the	DET
fbem-26942	216	42	optimal	optimal	ADJ
fbem-26942	216	43	strategy	strategy	NOUN
fbem-26942	216	44	for	for	SCONJ
fbem-26942	216	45	the	the	DET
fbem-26942	216	46	supply	supply	NOUN
fbem-26942	216	47	chain	chain	NOUN
fbem-26942	216	48	to	to	PART
fbem-26942	216	49	cope	cope	VERB
fbem-26942	216	50	with	with	ADP
fbem-26942	216	51	the	the	DET
fbem-26942	216	52	ripple	ripple	ADJ
fbem-26942	216	53	effect	effect	NOUN
fbem-26942	216	54	,	,	PUNCT
fbem-26942	216	55	for	for	ADP
fbem-26942	216	56	this	this	DET
fbem-26942	216	57	case	case	NOUN
fbem-26942	216	58	,	,	PUNCT
fbem-26942	216	59	the	the	DET
fbem-26942	216	60	network	network	NOUN
fbem-26942	216	61	optimization	optimization	NOUN
fbem-26942	216	62	technique	technique	NOUN
fbem-26942	216	63	recommends	recommend	VERB
fbem-26942	216	64	the	the	DET
fbem-26942	216	65	strategy	strategy	NOUN
fbem-26942	216	66	of	of	ADP
fbem-26942	216	67	activating	activate	VERB
fbem-26942	216	68	the	the	DET
fbem-26942	216	69	alternate	alternate	ADJ
fbem-26942	216	70	logistics	logistic	NOUN
fbem-26942	216	71	center	center	NOUN
fbem-26942	216	72	near	near	ADP
fbem-26942	216	73	the	the	DET
fbem-26942	216	74	closed	closed	ADJ
fbem-26942	216	75	logistics	logistic	NOUN
fbem-26942	216	76	center	center	NOUN
fbem-26942	216	77	,	,	PUNCT
fbem-26942	216	78	which	which	PRON
fbem-26942	216	79	is	be	AUX
fbem-26942	216	80	not	not	PART
fbem-26942	216	81	a	a	DET
fbem-26942	216	82	part	part	NOUN
fbem-26942	216	83	of	of	ADP
fbem-26942	216	84	the	the	DET
fbem-26942	216	85	supply	supply	NOUN
fbem-26942	216	86	chain	chain	NOUN
fbem-26942	216	87	,	,	PUNCT
fbem-26942	216	88	and	and	CCONJ
fbem-26942	216	89	will	will	AUX
fbem-26942	216	90	only	only	ADV
fbem-26942	216	91	be	be	AUX
fbem-26942	216	92	activated	activate	VERB
fbem-26942	216	93	in	in	ADP
fbem-26942	216	94	the	the	DET
fbem-26942	216	95	case	case	NOUN
fbem-26942	216	96	of	of	ADP
fbem-26942	216	97	the	the	DET
fbem-26942	216	98	forced	force	VERB
fbem-26942	216	99	closure	closure	NOUN
fbem-26942	216	100	of	of	ADP
fbem-26942	216	101	the	the	DET
fbem-26942	216	102	logistics	logistic	NOUN
fbem-26942	216	103	center	center	NOUN
fbem-26942	216	104	.	.	PUNCT
fbem-26942	217	1	the	the	DET
fbem-26942	217	2	alternate	alternate	ADJ
fbem-26942	217	3	logistics	logistic	NOUN
fbem-26942	217	4	center	center	NOUN
fbem-26942	217	5	is	be	AUX
fbem-26942	217	6	opened	open	VERB
fbem-26942	217	7	.	.	PUNCT
fbem-26942	218	1	the	the	DET
fbem-26942	218	2	third	third	ADJ
fbem-26942	218	3	simulation	simulation	NOUN
fbem-26942	218	4	experiment	experiment	NOUN
fbem-26942	218	5	outputs	output	VERB
fbem-26942	218	6	the	the	DET
fbem-26942	218	7	results	result	NOUN
fbem-26942	218	8	of	of	ADP
fbem-26942	218	9	the	the	DET
fbem-26942	218	10	simulated	simulate	VERB
fbem-26942	218	11	supply	supply	NOUN
fbem-26942	218	12	chain	chain	NOUN
fbem-26942	218	13	using	use	VERB
fbem-26942	218	14	digital	digital	ADJ
fbem-26942	218	15	technology	technology	NOUN
fbem-26942	218	16	(	(	PUNCT
fbem-26942	218	17	e.g.	e.g.	ADV
fbem-26942	218	18	,	,	PUNCT
fbem-26942	218	19	fig	fig	NOUN
fbem-26942	218	20	.	.	PUNCT
fbem-26942	218	21	6	6	NUM
fbem-26942	218	22	)	)	PUNCT
fbem-26942	218	23	,	,	PUNCT
fbem-26942	218	24	and	and	CCONJ
fbem-26942	218	25	then	then	ADV
fbem-26942	218	26	the	the	DET
fbem-26942	218	27	outputs	output	NOUN
fbem-26942	218	28	of	of	ADP
fbem-26942	218	29	the	the	DET
fbem-26942	218	30	three	three	NUM
fbem-26942	218	31	simulation	simulation	NOUN
fbem-26942	218	32	experiments	experiment	NOUN
fbem-26942	218	33	are	be	AUX
fbem-26942	218	34	compared	compare	VERB
fbem-26942	218	35	using	use	VERB
fbem-26942	218	36	the	the	DET
fbem-26942	218	37	comparative	comparative	ADJ
fbem-26942	218	38	experiment	experiment	NOUN
fbem-26942	218	39	method	method	NOUN
fbem-26942	218	40	.	.	PUNCT
fbem-26942	219	1	the	the	DET
fbem-26942	219	2	comparison	comparison	NOUN
fbem-26942	219	3	is	be	AUX
fbem-26942	219	4	as	as	SCONJ
fbem-26942	219	5	follows	follow	VERB
fbem-26942	219	6	:	:	PUNCT
fbem-26942	219	7	firstly	firstly	ADV
fbem-26942	219	8	,	,	PUNCT
fbem-26942	219	9	the	the	DET
fbem-26942	219	10	profit	profit	NOUN
fbem-26942	219	11	after	after	ADP
fbem-26942	219	12	adopting	adopt	VERB
fbem-26942	219	13	the	the	DET
fbem-26942	219	14	new	new	ADJ
fbem-26942	219	15	strategy	strategy	NOUN
fbem-26942	219	16	only	only	ADV
fbem-26942	219	17	decreased	decrease	VERB
fbem-26942	219	18	by	by	ADP
fbem-26942	219	19	￡	￡	PROPN
fbem-26942	219	20	398,558.505	398,558.505	PROPN
fbem-26942	219	21	and	and	CCONJ
fbem-26942	219	22	the	the	DET
fbem-26942	219	23	revenue	revenue	NOUN
fbem-26942	219	24	only	only	ADV
fbem-26942	219	25	decreased	decrease	VERB
fbem-26942	219	26	by	by	ADP
fbem-26942	219	27	￡427,556.532	￡427,556.532	NOUN
fbem-26942	219	28	(	(	PUNCT
fbem-26942	219	29	e.g.	e.g.	ADV
fbem-26942	219	30	,	,	PUNCT
fbem-26942	219	31	fig	fig	NOUN
fbem-26942	219	32	.	.	PUNCT
fbem-26942	220	1	7	7	NUM
fbem-26942	220	2	)	)	PUNCT
fbem-26942	220	3	,	,	PUNCT
fbem-26942	221	1	which	which	PRON
fbem-26942	221	2	indicates	indicate	VERB
fbem-26942	221	3	that	that	SCONJ
fbem-26942	221	4	the	the	DET
fbem-26942	221	5	new	new	ADJ
fbem-26942	221	6	strategy	strategy	NOUN
fbem-26942	221	7	effectively	effectively	ADV
fbem-26942	221	8	mitigates	mitigate	VERB
fbem-26942	221	9	the	the	DET
fbem-26942	221	10	financial	financial	ADJ
fbem-26942	221	11	impacts	impact	NOUN
fbem-26942	221	12	of	of	ADP
fbem-26942	221	13	disruptions	disruption	NOUN
fbem-26942	221	14	on	on	ADP
fbem-26942	221	15	the	the	DET
fbem-26942	221	16	supply	supply	NOUN
fbem-26942	221	17	chain	chain	NOUN
fbem-26942	221	18	,	,	PUNCT
fbem-26942	221	19	and	and	CCONJ
fbem-26942	221	20	effectively	effectively	ADV
fbem-26942	221	21	controls	control	VERB
fbem-26942	221	22	the	the	DET
fbem-26942	221	23	ripple	ripple	ADJ
fbem-26942	221	24	effect	effect	NOUN
fbem-26942	221	25	on	on	ADP
fbem-26942	221	26	the	the	DET
fbem-26942	221	27	supply	supply	NOUN
fbem-26942	221	28	chain	chain	NOUN
fbem-26942	221	29	's	's	PART
fbem-26942	221	30	financial	financial	ADJ
fbem-26942	221	31	damage	damage	NOUN
fbem-26942	221	32	.	.	PUNCT
fbem-26942	222	1	secondly	secondly	ADV
fbem-26942	222	2	,	,	PUNCT
fbem-26942	222	3	in	in	ADP
fbem-26942	222	4	terms	term	NOUN
fbem-26942	222	5	of	of	ADP
fbem-26942	222	6	service	service	NOUN
fbem-26942	222	7	level	level	NOUN
fbem-26942	222	8	,	,	PUNCT
fbem-26942	222	9	after	after	ADP
fbem-26942	222	10	using	use	VERB
fbem-26942	222	11	the	the	DET
fbem-26942	222	12	new	new	ADJ
fbem-26942	222	13	strategy	strategy	NOUN
fbem-26942	222	14	,	,	PUNCT
fbem-26942	222	15	the	the	DET
fbem-26942	222	16	service	service	NOUN
fbem-26942	222	17	level	level	NOUN
fbem-26942	222	18	of	of	ADP
fbem-26942	222	19	the	the	DET
fbem-26942	222	20	supply	supply	NOUN
fbem-26942	222	21	chain	chain	NOUN
fbem-26942	222	22	only	only	ADV
fbem-26942	222	23	dropped	drop	VERB
fbem-26942	222	24	to	to	ADP
fbem-26942	222	25	94	94	NUM
fbem-26942	222	26	%	%	NOUN
fbem-26942	222	27	and	and	CCONJ
fbem-26942	222	28	gradually	gradually	ADV
fbem-26942	222	29	recovered	recover	VERB
fbem-26942	222	30	to	to	ADP
fbem-26942	222	31	96.5	96.5	NUM
fbem-26942	222	32	%	%	NOUN
fbem-26942	222	33	after	after	ADP
fbem-26942	222	34	1	1	NUM
fbem-26942	222	35	month	month	NOUN
fbem-26942	222	36	,	,	PUNCT
fbem-26942	222	37	which	which	PRON
fbem-26942	222	38	indicates	indicate	VERB
fbem-26942	222	39	that	that	SCONJ
fbem-26942	222	40	the	the	DET
fbem-26942	222	41	new	new	ADJ
fbem-26942	222	42	strategy	strategy	NOUN
fbem-26942	222	43	can	can	AUX
fbem-26942	222	44	timely	timely	ADV
fbem-26942	222	45	mitigate	mitigate	VERB
fbem-26942	222	46	the	the	DET
fbem-26942	222	47	indirect	indirect	ADJ
fbem-26942	222	48	impact	impact	NOUN
fbem-26942	222	49	of	of	ADP
fbem-26942	222	50	the	the	DET
fbem-26942	222	51	disruption	disruption	NOUN
fbem-26942	222	52	event	event	NOUN
fbem-26942	222	53	on	on	ADP
fbem-26942	222	54	the	the	DET
fbem-26942	222	55	service	service	NOUN
fbem-26942	222	56	level	level	NOUN
fbem-26942	222	57	,	,	PUNCT
fbem-26942	222	58	thus	thus	ADV
fbem-26942	222	59	reducing	reduce	VERB
fbem-26942	222	60	the	the	DET
fbem-26942	222	61	impact	impact	NOUN
fbem-26942	222	62	of	of	ADP
fbem-26942	222	63	the	the	DET
fbem-26942	222	64	ripple	ripple	ADJ
fbem-26942	222	65	effect	effect	NOUN
fbem-26942	222	66	on	on	ADP
fbem-26942	222	67	the	the	DET
fbem-26942	222	68	customer	customer	NOUN
fbem-26942	222	69	service	service	NOUN
fbem-26942	222	70	level	level	NOUN
fbem-26942	222	71	(	(	PUNCT
fbem-26942	222	72	e.g.	e.g.	ADV
fbem-26942	222	73	,	,	PUNCT
fbem-26942	222	74	figure	figure	NOUN
fbem-26942	222	75	8)	8)	NUM
fbem-26942	222	76	.	.	PUNCT
fbem-26942	223	1	figure	figure	NOUN
fbem-26942	223	2	6	6	NUM
fbem-26942	223	3	.	.	PUNCT
fbem-26942	224	1	impact	impact	NOUN
fbem-26942	224	2	of	of	ADP
fbem-26942	224	3	alternate	alternate	ADJ
fbem-26942	224	4	logistics	logistic	NOUN
fbem-26942	224	5	hub	hub	NOUN
fbem-26942	224	6	activation	activation	NOUN
fbem-26942	224	7	on	on	ADP
fbem-26942	224	8	supply	supply	NOUN
fbem-26942	224	9	chain	chain	NOUN
fbem-26942	224	10	performance	performance	NOUN
fbem-26942	224	11	347	347	NUM
fbem-26942	224	12	figure	figure	NOUN
fbem-26942	224	13	7	7	NUM
fbem-26942	224	14	.	.	PUNCT
fbem-26942	224	15	comparative	comparative	ADJ
fbem-26942	224	16	analysis	analysis	NOUN
fbem-26942	224	17	of	of	ADP
fbem-26942	224	18	financial	financial	ADJ
fbem-26942	224	19	impact	impact	NOUN
fbem-26942	224	20	across	across	ADP
fbem-26942	224	21	simulation	simulation	NOUN
fbem-26942	224	22	scenarios	scenario	NOUN
fbem-26942	224	23	figure	figure	VERB
fbem-26942	224	24	8	8	NUM
fbem-26942	224	25	.	.	PUNCT
fbem-26942	224	26	service	service	NOUN
fbem-26942	224	27	level	level	NOUN
fbem-26942	224	28	comparison	comparison	NOUN
fbem-26942	224	29	across	across	ADP
fbem-26942	224	30	simulation	simulation	NOUN
fbem-26942	224	31	scenarios	scenario	NOUN
fbem-26942	224	32	in	in	ADP
fbem-26942	224	33	addition	addition	NOUN
fbem-26942	224	34	,	,	PUNCT
fbem-26942	224	35	the	the	DET
fbem-26942	224	36	new	new	ADJ
fbem-26942	224	37	strategy	strategy	NOUN
fbem-26942	224	38	helped	help	VERB
fbem-26942	224	39	the	the	DET
fbem-26942	224	40	available	available	ADJ
fbem-26942	224	41	inventory	inventory	NOUN
fbem-26942	224	42	to	to	PART
fbem-26942	224	43	form	form	VERB
fbem-26942	224	44	a	a	DET
fbem-26942	224	45	cycle	cycle	NOUN
fbem-26942	224	46	of	of	ADP
fbem-26942	224	47	inventory	inventory	NOUN
fbem-26942	224	48	changes	change	NOUN
fbem-26942	224	49	again	again	ADV
fbem-26942	224	50	and	and	CCONJ
fbem-26942	224	51	remain	remain	VERB
fbem-26942	224	52	stable	stable	ADJ
fbem-26942	224	53	.	.	PUNCT
fbem-26942	225	1	although	although	SCONJ
fbem-26942	225	2	the	the	DET
fbem-26942	225	3	available	available	ADJ
fbem-26942	225	4	inventory	inventory	NOUN
fbem-26942	225	5	could	could	AUX
fbem-26942	225	6	not	not	PART
fbem-26942	225	7	return	return	VERB
fbem-26942	225	8	to	to	ADP
fbem-26942	225	9	the	the	DET
fbem-26942	225	10	normal	normal	ADJ
fbem-26942	225	11	fluctuation	fluctuation	NOUN
fbem-26942	225	12	level	level	NOUN
fbem-26942	225	13	within	within	ADP
fbem-26942	225	14	one	one	NUM
fbem-26942	225	15	month	month	NOUN
fbem-26942	225	16	of	of	ADP
fbem-26942	225	17	the	the	DET
fbem-26942	225	18	disruption	disruption	NOUN
fbem-26942	225	19	after	after	ADP
fbem-26942	225	20	using	use	VERB
fbem-26942	225	21	the	the	DET
fbem-26942	225	22	new	new	ADJ
fbem-26942	225	23	strategy	strategy	NOUN
fbem-26942	225	24	,	,	PUNCT
fbem-26942	225	25	a	a	DET
fbem-26942	225	26	new	new	ADJ
fbem-26942	225	27	fluctuation	fluctuation	NOUN
fbem-26942	225	28	cycle	cycle	NOUN
fbem-26942	225	29	was	be	AUX
fbem-26942	225	30	formed	form	VERB
fbem-26942	225	31	,	,	PUNCT
fbem-26942	225	32	indicating	indicate	VERB
fbem-26942	225	33	that	that	SCONJ
fbem-26942	225	34	the	the	DET
fbem-26942	225	35	new	new	ADJ
fbem-26942	225	36	strategy	strategy	NOUN
fbem-26942	225	37	effectively	effectively	ADV
fbem-26942	225	38	mitigated	mitigate	VERB
fbem-26942	225	39	the	the	DET
fbem-26942	225	40	impact	impact	NOUN
fbem-26942	225	41	of	of	ADP
fbem-26942	225	42	the	the	DET
fbem-26942	225	43	disruption	disruption	NOUN
fbem-26942	225	44	event	event	NOUN
fbem-26942	225	45	on	on	ADP
fbem-26942	225	46	inventory	inventory	NOUN
fbem-26942	225	47	management	management	NOUN
fbem-26942	225	48	,	,	PUNCT
fbem-26942	225	49	thus	thus	ADV
fbem-26942	225	50	reducing	reduce	VERB
fbem-26942	225	51	the	the	DET
fbem-26942	225	52	indirect	indirect	ADJ
fbem-26942	225	53	impact	impact	NOUN
fbem-26942	225	54	of	of	ADP
fbem-26942	225	55	the	the	DET
fbem-26942	225	56	ripple	ripple	ADJ
fbem-26942	225	57	effect	effect	NOUN
fbem-26942	225	58	on	on	ADP
fbem-26942	225	59	the	the	DET
fbem-26942	225	60	inventory	inventory	NOUN
fbem-26942	225	61	level	level	NOUN
fbem-26942	225	62	(	(	PUNCT
fbem-26942	225	63	e.g.	e.g.	ADV
fbem-26942	225	64	,	,	PUNCT
fbem-26942	225	65	fig	fig	NOUN
fbem-26942	225	66	.	.	PUNCT
fbem-26942	226	1	9	9	NUM
fbem-26942	226	2	)	)	PUNCT
fbem-26942	226	3	.	.	PUNCT
fbem-26942	227	1	the	the	DET
fbem-26942	227	2	new	new	ADJ
fbem-26942	227	3	strategy	strategy	NOUN
fbem-26942	227	4	effectively	effectively	ADV
fbem-26942	227	5	mitigates	mitigate	VERB
fbem-26942	227	6	the	the	DET
fbem-26942	227	7	demand	demand	NOUN
fbem-26942	227	8	disruption	disruption	NOUN
fbem-26942	227	9	problem	problem	NOUN
fbem-26942	227	10	as	as	SCONJ
fbem-26942	227	11	can	can	AUX
fbem-26942	227	12	be	be	AUX
fbem-26942	227	13	clearly	clearly	ADV
fbem-26942	227	14	observed	observe	VERB
fbem-26942	227	15	in	in	ADP
fbem-26942	227	16	figure	figure	NOUN
fbem-26942	227	17	10	10	NUM
fbem-26942	227	18	,	,	PUNCT
fbem-26942	227	19	where	where	SCONJ
fbem-26942	227	20	the	the	DET
fbem-26942	227	21	number	number	NOUN
fbem-26942	227	22	of	of	ADP
fbem-26942	227	23	orders	order	NOUN
fbem-26942	227	24	received	receive	VERB
fbem-26942	227	25	and	and	CCONJ
fbem-26942	227	26	processed	process	VERB
fbem-26942	227	27	is	be	AUX
fbem-26942	227	28	still	still	ADV
fbem-26942	227	29	proportional	proportional	ADJ
fbem-26942	227	30	to	to	ADP
fbem-26942	227	31	time	time	NOUN
fbem-26942	227	32	after	after	ADP
fbem-26942	227	33	the	the	DET
fbem-26942	227	34	earthquake	earthquake	NOUN
fbem-26942	227	35	,	,	PUNCT
fbem-26942	227	36	indicating	indicate	VERB
fbem-26942	227	37	that	that	SCONJ
fbem-26942	227	38	the	the	DET
fbem-26942	227	39	supply	supply	NOUN
fbem-26942	227	40	chain	chain	NOUN
fbem-26942	227	41	is	be	AUX
fbem-26942	227	42	still	still	ADV
fbem-26942	227	43	operating	operate	VERB
fbem-26942	227	44	and	and	CCONJ
fbem-26942	227	45	has	have	VERB
fbem-26942	227	46	the	the	DET
fbem-26942	227	47	capacity	capacity	NOUN
fbem-26942	227	48	to	to	PART
fbem-26942	227	49	process	process	VERB
fbem-26942	227	50	orders	order	NOUN
fbem-26942	227	51	.	.	PUNCT
fbem-26942	228	1	finally	finally	ADV
fbem-26942	228	2	,	,	PUNCT
fbem-26942	228	3	the	the	DET
fbem-26942	228	4	new	new	ADJ
fbem-26942	228	5	strategy	strategy	NOUN
fbem-26942	228	6	for	for	ADP
fbem-26942	228	7	product	product	NOUN
fbem-26942	228	8	demand	demand	NOUN
fbem-26942	228	9	quantity	quantity	NOUN
fbem-26942	228	10	is	be	AUX
fbem-26942	228	11	also	also	ADV
fbem-26942	228	12	effective	effective	ADJ
fbem-26942	228	13	in	in	ADP
fbem-26942	228	14	reducing	reduce	VERB
fbem-26942	228	15	the	the	DET
fbem-26942	228	16	number	number	NOUN
fbem-26942	228	17	of	of	ADP
fbem-26942	228	18	delayed	delay	VERB
fbem-26942	228	19	orders	order	NOUN
fbem-26942	228	20	from	from	ADP
fbem-26942	228	21	3600	3600	NUM
fbem-26942	228	22	to	to	ADP
fbem-26942	228	23	1900	1900	NUM
fbem-26942	228	24	delayed	delay	VERB
fbem-26942	228	25	orders	order	NOUN
fbem-26942	228	26	,	,	PUNCT
fbem-26942	228	27	restoring	restore	VERB
fbem-26942	228	28	the	the	DET
fbem-26942	228	29	timeliness	timeliness	NOUN
fbem-26942	228	30	of	of	ADP
fbem-26942	228	31	order	order	NOUN
fbem-26942	228	32	delivery	delivery	NOUN
fbem-26942	228	33	and	and	CCONJ
fbem-26942	228	34	thus	thus	ADV
fbem-26942	228	35	reducing	reduce	VERB
fbem-26942	228	36	the	the	DET
fbem-26942	228	37	ripple	ripple	ADJ
fbem-26942	228	38	effect	effect	NOUN
fbem-26942	228	39	(	(	PUNCT
fbem-26942	228	40	e.g.	e.g.	ADV
fbem-26942	228	41	,	,	PUNCT
fbem-26942	228	42	figure	figure	VERB
fbem-26942	228	43	11	11	NUM
fbem-26942	228	44	)	)	PUNCT
fbem-26942	228	45	.	.	PUNCT
fbem-26942	229	1	in	in	ADP
fbem-26942	229	2	summary	summary	NOUN
fbem-26942	229	3	and	and	CCONJ
fbem-26942	229	4	in	in	ADP
fbem-26942	229	5	conjunction	conjunction	NOUN
fbem-26942	229	6	with	with	ADP
fbem-26942	229	7	the	the	DET
fbem-26942	229	8	research	research	NOUN
fbem-26942	229	9	in	in	ADP
fbem-26942	229	10	the	the	DET
fbem-26942	229	11	literature	literature	PROPN
fbem-26942	229	12	review	review	PROPN
fbem-26942	229	13	,	,	PUNCT
fbem-26942	229	14	the	the	DET
fbem-26942	229	15	twinning	twin	VERB
fbem-26942	229	16	technique	technique	NOUN
fbem-26942	229	17	first	first	ADV
fbem-26942	229	18	simulated	simulate	VERB
fbem-26942	229	19	the	the	DET
fbem-26942	229	20	supply	supply	NOUN
fbem-26942	229	21	chain	chain	NOUN
fbem-26942	229	22	after	after	ADP
fbem-26942	229	23	a	a	DET
fbem-26942	229	24	disruption	disruption	NOUN
fbem-26942	229	25	event	event	NOUN
fbem-26942	229	26	and	and	CCONJ
fbem-26942	229	27	predicted	predict	VERB
fbem-26942	229	28	the	the	DET
fbem-26942	229	29	impact	impact	NOUN
fbem-26942	229	30	of	of	ADP
fbem-26942	229	31	the	the	DET
fbem-26942	229	32	ripple	ripple	ADJ
fbem-26942	229	33	effect	effect	NOUN
fbem-26942	229	34	on	on	ADP
fbem-26942	229	35	the	the	DET
fbem-26942	229	36	aspirin	aspirin	NOUN
fbem-26942	229	37	supply	supply	NOUN
fbem-26942	229	38	chain	chain	NOUN
fbem-26942	229	39	.	.	PUNCT
fbem-26942	230	1	then	then	ADV
fbem-26942	230	2	the	the	DET
fbem-26942	230	3	digital	digital	ADJ
fbem-26942	230	4	technology	technology	NOUN
fbem-26942	230	5	used	use	VERB
fbem-26942	230	6	the	the	DET
fbem-26942	230	7	network	network	NOUN
fbem-26942	230	8	optimization	optimization	NOUN
fbem-26942	230	9	technique	technique	NOUN
fbem-26942	230	10	to	to	PART
fbem-26942	230	11	actively	actively	ADV
fbem-26942	230	12	select	select	VERB
fbem-26942	230	13	the	the	DET
fbem-26942	230	14	optimal	optimal	ADJ
fbem-26942	230	15	response	response	NOUN
fbem-26942	230	16	strategy	strategy	NOUN
fbem-26942	230	17	.	.	PUNCT
fbem-26942	231	1	comparing	compare	VERB
fbem-26942	231	2	and	and	CCONJ
fbem-26942	231	3	analyzing	analyze	VERB
fbem-26942	231	4	the	the	DET
fbem-26942	231	5	results	result	NOUN
fbem-26942	231	6	of	of	ADP
fbem-26942	231	7	the	the	DET
fbem-26942	231	8	three	three	NUM
fbem-26942	231	9	experiments	experiment	NOUN
fbem-26942	231	10	,	,	PUNCT
fbem-26942	231	11	it	it	PRON
fbem-26942	231	12	can	can	AUX
fbem-26942	231	13	be	be	AUX
fbem-26942	231	14	concluded	conclude	VERB
fbem-26942	231	15	that	that	SCONJ
fbem-26942	231	16	the	the	DET
fbem-26942	231	17	new	new	ADJ
fbem-26942	231	18	strategy	strategy	NOUN
fbem-26942	231	19	effectively	effectively	ADV
fbem-26942	231	20	reduces	reduce	VERB
fbem-26942	231	21	the	the	DET
fbem-26942	231	22	impact	impact	NOUN
fbem-26942	231	23	of	of	ADP
fbem-26942	231	24	ripple	ripple	ADJ
fbem-26942	231	25	effects	effect	NOUN
fbem-26942	231	26	on	on	ADP
fbem-26942	231	27	the	the	DET
fbem-26942	231	28	supply	supply	NOUN
fbem-26942	231	29	chain	chain	NOUN
fbem-26942	231	30	,	,	PUNCT
fbem-26942	231	31	thus	thus	ADV
fbem-26942	231	32	proving	prove	VERB
fbem-26942	231	33	that	that	SCONJ
fbem-26942	231	34	the	the	DET
fbem-26942	231	35	digital	digital	ADJ
fbem-26942	231	36	twin	twin	ADJ
fbem-26942	231	37	technology	technology	NOUN
fbem-26942	231	38	can	can	AUX
fbem-26942	231	39	effectively	effectively	ADV
fbem-26942	231	40	reduce	reduce	VERB
fbem-26942	231	41	the	the	DET
fbem-26942	231	42	ripple	ripple	ADJ
fbem-26942	231	43	effects	effect	NOUN
fbem-26942	231	44	in	in	ADP
fbem-26942	231	45	the	the	DET
fbem-26942	231	46	pharmaceutical	pharmaceutical	ADJ
fbem-26942	231	47	supply	supply	NOUN
fbem-26942	231	48	chain	chain	NOUN
fbem-26942	231	49	.	.	PUNCT
fbem-26942	232	1	348	348	NUM
fbem-26942	232	2	figure	figure	NOUN
fbem-26942	232	3	9	9	NUM
fbem-26942	232	4	.	.	PUNCT
fbem-26942	232	5	inventory	inventory	NOUN
fbem-26942	232	6	stability	stability	NOUN
fbem-26942	232	7	comparison	comparison	NOUN
fbem-26942	232	8	across	across	ADP
fbem-26942	232	9	simulation	simulation	NOUN
fbem-26942	232	10	scenarios	scenario	NOUN
fbem-26942	232	11	figure	figure	VERB
fbem-26942	232	12	10	10	NUM
fbem-26942	232	13	.	.	PUNCT
fbem-26942	233	1	impact	impact	NOUN
fbem-26942	233	2	of	of	ADP
fbem-26942	233	3	disruption	disruption	NOUN
fbem-26942	233	4	and	and	CCONJ
fbem-26942	233	5	recovery	recovery	NOUN
fbem-26942	233	6	strategy	strategy	NOUN
fbem-26942	233	7	on	on	ADP
fbem-26942	233	8	demand	demand	NOUN
fbem-26942	233	9	fulfillment	fulfillment	NOUN
fbem-26942	233	10	figure	figure	NOUN
fbem-26942	233	11	11	11	NUM
fbem-26942	233	12	.	.	PUNCT
fbem-26942	234	1	effect	effect	NOUN
fbem-26942	234	2	of	of	ADP
fbem-26942	234	3	recovery	recovery	NOUN
fbem-26942	234	4	strategy	strategy	NOUN
fbem-26942	234	5	on	on	ADP
fbem-26942	234	6	order	order	NOUN
fbem-26942	234	7	fulfillment	fulfillment	NOUN
fbem-26942	234	8	and	and	CCONJ
fbem-26942	234	9	delay	delay	NOUN
fbem-26942	234	10	reduction	reduction	NOUN
fbem-26942	234	11	5.2	5.2	NUM
fbem-26942	234	12	.	.	PUNCT
fbem-26942	235	1	validating	validate	VERB
fbem-26942	235	2	digital	digital	ADJ
fbem-26942	235	3	twin	twin	ADJ
fbem-26942	235	4	technology	technology	NOUN
fbem-26942	235	5	to	to	PART
fbem-26942	235	6	improve	improve	VERB
fbem-26942	235	7	supply	supply	NOUN
fbem-26942	235	8	chain	chain	NOUN
fbem-26942	235	9	agility	agility	NOUN
fbem-26942	235	10	since	since	SCONJ
fbem-26942	235	11	agility	agility	NOUN
fbem-26942	235	12	when	when	SCONJ
fbem-26942	235	13	connecting	connect	VERB
fbem-26942	235	14	the	the	DET
fbem-26942	235	15	digital	digital	ADJ
fbem-26942	235	16	twin	twin	ADJ
fbem-26942	235	17	technology	technology	NOUN
fbem-26942	235	18	and	and	CCONJ
fbem-26942	235	19	the	the	DET
fbem-26942	235	20	ripple	ripple	ADJ
fbem-26942	235	21	effect	effect	NOUN
fbem-26942	235	22	is	be	AUX
fbem-26942	235	23	key	key	ADJ
fbem-26942	235	24	,	,	PUNCT
fbem-26942	235	25	in	in	ADP
fbem-26942	235	26	the	the	DET
fbem-26942	235	27	process	process	NOUN
fbem-26942	235	28	of	of	ADP
fbem-26942	235	29	analyzing	analyze	VERB
fbem-26942	235	30	the	the	DET
fbem-26942	235	31	impact	impact	NOUN
fbem-26942	235	32	of	of	ADP
fbem-26942	235	33	digital	digital	ADJ
fbem-26942	235	34	twin	twin	ADJ
fbem-26942	235	35	technology	technology	NOUN
fbem-26942	235	36	on	on	ADP
fbem-26942	235	37	supply	supply	NOUN
fbem-26942	235	38	chain	chain	NOUN
fbem-26942	235	39	agility	agility	NOUN
fbem-26942	235	40	,	,	PUNCT
fbem-26942	235	41	the	the	DET
fbem-26942	235	42	results	result	NOUN
fbem-26942	235	43	of	of	ADP
fbem-26942	235	44	three	three	NUM
fbem-26942	235	45	experiments	experiment	NOUN
fbem-26942	235	46	of	of	ADP
fbem-26942	235	47	sudden	sudden	ADJ
fbem-26942	235	48	disruption	disruption	NOUN
fbem-26942	235	49	events	event	NOUN
fbem-26942	235	50	will	will	AUX
fbem-26942	235	51	be	be	AUX
fbem-26942	235	52	used	use	VERB
fbem-26942	235	53	for	for	ADP
fbem-26942	235	54	the	the	DET
fbem-26942	235	55	demonstration	demonstration	NOUN
fbem-26942	235	56	.	.	PUNCT
fbem-26942	236	1	first	first	ADV
fbem-26942	236	2	,	,	PUNCT
fbem-26942	236	3	in	in	ADP
fbem-26942	236	4	terms	term	NOUN
fbem-26942	236	5	of	of	ADP
fbem-26942	236	6	supply	supply	NOUN
fbem-26942	236	7	chain	chain	NOUN
fbem-26942	236	8	responsiveness	responsiveness	NOUN
fbem-26942	236	9	,	,	PUNCT
fbem-26942	236	10	the	the	PRON
fbem-26942	236	11	higher	high	ADJ
fbem-26942	236	12	the	the	DET
fbem-26942	236	13	fulfillment	fulfillment	NOUN
fbem-26942	236	14	rate	rate	NOUN
fbem-26942	236	15	of	of	ADP
fbem-26942	236	16	orders	order	NOUN
fbem-26942	236	17	,	,	PUNCT
fbem-26942	236	18	the	the	PRON
fbem-26942	236	19	more	more	ADV
fbem-26942	236	20	responsive	responsive	ADJ
fbem-26942	236	21	the	the	DET
fbem-26942	236	22	supply	supply	NOUN
fbem-26942	236	23	chain	chain	NOUN
fbem-26942	236	24	is	be	AUX
fbem-26942	236	25	.	.	PUNCT
fbem-26942	237	1	by	by	ADP
fbem-26942	237	2	comparing	compare	VERB
fbem-26942	237	3	the	the	DET
fbem-26942	237	4	results	result	NOUN
fbem-26942	237	5	of	of	ADP
fbem-26942	237	6	the	the	DET
fbem-26942	237	7	three	three	NUM
fbem-26942	237	8	simulations	simulation	NOUN
fbem-26942	237	9	,	,	PUNCT
fbem-26942	237	10	it	it	PRON
fbem-26942	237	11	can	can	AUX
fbem-26942	237	12	be	be	AUX
fbem-26942	237	13	found	find	VERB
fbem-26942	237	14	(	(	PUNCT
fbem-26942	237	15	figure	figure	NOUN
fbem-26942	237	16	12	12	NUM
fbem-26942	237	17	)	)	PUNCT
fbem-26942	237	18	that	that	SCONJ
fbem-26942	237	19	the	the	DET
fbem-26942	237	20	orders	order	NOUN
fbem-26942	237	21	completed	complete	VERB
fbem-26942	237	22	under	under	ADP
fbem-26942	237	23	normal	normal	ADJ
fbem-26942	237	24	circumstances	circumstance	NOUN
fbem-26942	237	25	and	and	CCONJ
fbem-26942	237	26	the	the	DET
fbem-26942	237	27	customer	customer	NOUN
fbem-26942	237	28	's	's	PART
fbem-26942	237	29	demand	demand	NOUN
fbem-26942	237	30	orders	order	NOUN
fbem-26942	237	31	are	be	AUX
fbem-26942	237	32	almost	almost	ADV
fbem-26942	237	33	synchronized	synchronize	VERB
fbem-26942	237	34	,	,	PUNCT
fbem-26942	237	35	which	which	PRON
fbem-26942	237	36	indicates	indicate	VERB
fbem-26942	237	37	that	that	SCONJ
fbem-26942	237	38	the	the	DET
fbem-26942	237	39	supply	supply	NOUN
fbem-26942	237	40	chain	chain	NOUN
fbem-26942	237	41	's	's	PART
fbem-26942	237	42	responsiveness	responsiveness	NOUN
fbem-26942	237	43	is	be	AUX
fbem-26942	237	44	very	very	ADV
fbem-26942	237	45	strong	strong	ADJ
fbem-26942	237	46	at	at	ADP
fbem-26942	237	47	this	this	DET
fbem-26942	237	48	time	time	NOUN
fbem-26942	237	49	,	,	PUNCT
fbem-26942	237	50	and	and	CCONJ
fbem-26942	237	51	the	the	DET
fbem-26942	237	52	orders	order	NOUN
fbem-26942	237	53	completed	complete	VERB
fbem-26942	237	54	in	in	ADP
fbem-26942	237	55	the	the	DET
fbem-26942	237	56	case	case	NOUN
fbem-26942	237	57	where	where	SCONJ
fbem-26942	237	58	the	the	DET
fbem-26942	237	59	logistics	logistic	NOUN
fbem-26942	237	60	center	center	NOUN
fbem-26942	237	61	is	be	AUX
fbem-26942	237	62	closed	close	VERB
fbem-26942	237	63	are	be	AUX
fbem-26942	237	64	obviously	obviously	ADV
fbem-26942	237	65	lagging	lag	VERB
fbem-26942	237	66	behind	behind	ADP
fbem-26942	237	67	the	the	DET
fbem-26942	237	68	customer	customer	NOUN
fbem-26942	237	69	's	's	PART
fbem-26942	237	70	demand	demand	NOUN
fbem-26942	237	71	orders	order	NOUN
fbem-26942	237	72	,	,	PUNCT
fbem-26942	237	73	which	which	PRON
fbem-26942	237	74	indicates	indicate	VERB
fbem-26942	237	75	that	that	SCONJ
fbem-26942	237	76	a	a	DET
fbem-26942	237	77	large	large	ADJ
fbem-26942	237	78	number	number	NOUN
fbem-26942	237	79	of	of	ADP
fbem-26942	237	80	orders	order	NOUN
fbem-26942	237	81	ca	can	AUX
fbem-26942	237	82	n't	not	PART
fbem-26942	237	83	be	be	AUX
fbem-26942	237	84	completed	complete	VERB
fbem-26942	237	85	in	in	ADP
fbem-26942	237	86	time	time	NOUN
fbem-26942	237	87	,	,	PUNCT
fbem-26942	237	88	and	and	CCONJ
fbem-26942	237	89	the	the	DET
fbem-26942	237	90	supply	supply	NOUN
fbem-26942	237	91	349	349	NUM
fbem-26942	237	92	chain	chain	NOUN
fbem-26942	237	93	's	's	PART
fbem-26942	237	94	responsiveness	responsiveness	NOUN
fbem-26942	237	95	is	be	AUX
fbem-26942	237	96	insufficient	insufficient	ADJ
fbem-26942	237	97	.	.	PUNCT
fbem-26942	238	1	however	however	ADV
fbem-26942	238	2	,	,	PUNCT
fbem-26942	238	3	when	when	SCONJ
fbem-26942	238	4	the	the	DET
fbem-26942	238	5	alternate	alternate	ADJ
fbem-26942	238	6	logistics	logistic	NOUN
fbem-26942	238	7	center	center	NOUN
fbem-26942	238	8	is	be	AUX
fbem-26942	238	9	activated	activate	VERB
fbem-26942	238	10	,	,	PUNCT
fbem-26942	238	11	although	although	SCONJ
fbem-26942	238	12	the	the	DET
fbem-26942	238	13	completed	complete	VERB
fbem-26942	238	14	orders	order	NOUN
fbem-26942	238	15	still	still	ADV
fbem-26942	238	16	lag	lag	VERB
fbem-26942	238	17	behind	behind	ADP
fbem-26942	238	18	the	the	DET
fbem-26942	238	19	customer	customer	NOUN
fbem-26942	238	20	's	's	PART
fbem-26942	238	21	demand	demand	NOUN
fbem-26942	238	22	orders	order	NOUN
fbem-26942	238	23	,	,	PUNCT
fbem-26942	238	24	the	the	DET
fbem-26942	238	25	degree	degree	NOUN
fbem-26942	238	26	of	of	ADP
fbem-26942	238	27	lag	lag	NOUN
fbem-26942	238	28	is	be	AUX
fbem-26942	238	29	significantly	significantly	ADV
fbem-26942	238	30	reduced	reduce	VERB
fbem-26942	238	31	,	,	PUNCT
fbem-26942	238	32	indicating	indicate	VERB
fbem-26942	238	33	that	that	SCONJ
fbem-26942	238	34	the	the	DET
fbem-26942	238	35	new	new	ADJ
fbem-26942	238	36	strategy	strategy	NOUN
fbem-26942	238	37	improves	improve	VERB
fbem-26942	238	38	the	the	DET
fbem-26942	238	39	responsiveness	responsiveness	NOUN
fbem-26942	238	40	of	of	ADP
fbem-26942	238	41	the	the	DET
fbem-26942	238	42	supply	supply	NOUN
fbem-26942	238	43	chain	chain	NOUN
fbem-26942	238	44	.	.	PUNCT
fbem-26942	239	1	figure	figure	NOUN
fbem-26942	239	2	12	12	NUM
fbem-26942	239	3	.	.	PUNCT
fbem-26942	240	1	impact	impact	NOUN
fbem-26942	240	2	of	of	ADP
fbem-26942	240	3	disruption	disruption	NOUN
fbem-26942	240	4	and	and	CCONJ
fbem-26942	240	5	recovery	recovery	NOUN
fbem-26942	240	6	strategy	strategy	NOUN
fbem-26942	240	7	on	on	ADP
fbem-26942	240	8	supply	supply	NOUN
fbem-26942	240	9	chain	chain	NOUN
fbem-26942	240	10	responsiveness	responsiveness	NOUN
fbem-26942	240	11	for	for	ADP
fbem-26942	240	12	the	the	DET
fbem-26942	240	13	speed	speed	NOUN
fbem-26942	240	14	of	of	ADP
fbem-26942	240	15	the	the	DET
fbem-26942	240	16	supply	supply	NOUN
fbem-26942	240	17	chain	chain	NOUN
fbem-26942	240	18	(	(	PUNCT
fbem-26942	240	19	figure	figure	NOUN
fbem-26942	240	20	13	13	NUM
fbem-26942	240	21	)	)	PUNCT
fbem-26942	240	22	,	,	PUNCT
fbem-26942	240	23	the	the	DET
fbem-26942	240	24	improvement	improvement	NOUN
fbem-26942	240	25	of	of	ADP
fbem-26942	240	26	the	the	DET
fbem-26942	240	27	digital	digital	ADJ
fbem-26942	240	28	twin	twin	ADJ
fbem-26942	240	29	technology	technology	NOUN
fbem-26942	240	30	on	on	ADP
fbem-26942	240	31	the	the	DET
fbem-26942	240	32	speed	speed	NOUN
fbem-26942	240	33	of	of	ADP
fbem-26942	240	34	the	the	DET
fbem-26942	240	35	supply	supply	NOUN
fbem-26942	240	36	chain	chain	NOUN
fbem-26942	240	37	is	be	AUX
fbem-26942	240	38	demonstrated	demonstrate	VERB
fbem-26942	240	39	by	by	ADP
fbem-26942	240	40	comparing	compare	VERB
fbem-26942	240	41	the	the	DET
fbem-26942	240	42	delivery	delivery	NOUN
fbem-26942	240	43	time	time	NOUN
fbem-26942	240	44	of	of	ADP
fbem-26942	240	45	three	three	NUM
fbem-26942	240	46	simulated	simulated	ADJ
fbem-26942	240	47	supply	supply	NOUN
fbem-26942	240	48	chains	chain	NOUN
fbem-26942	240	49	.	.	PUNCT
fbem-26942	241	1	the	the	DET
fbem-26942	241	2	supply	supply	NOUN
fbem-26942	241	3	chain	chain	NOUN
fbem-26942	241	4	that	that	PRON
fbem-26942	241	5	operates	operate	VERB
fbem-26942	241	6	under	under	ADP
fbem-26942	241	7	normal	normal	ADJ
fbem-26942	241	8	conditions	condition	NOUN
fbem-26942	241	9	can	can	AUX
fbem-26942	241	10	respond	respond	VERB
fbem-26942	241	11	to	to	ADP
fbem-26942	241	12	the	the	DET
fbem-26942	241	13	customer	customer	NOUN
fbem-26942	241	14	's	's	PART
fbem-26942	241	15	demand	demand	NOUN
fbem-26942	241	16	and	and	CCONJ
fbem-26942	241	17	complete	complete	VERB
fbem-26942	241	18	the	the	DET
fbem-26942	241	19	delivery	delivery	NOUN
fbem-26942	241	20	of	of	ADP
fbem-26942	241	21	the	the	DET
fbem-26942	241	22	order	order	NOUN
fbem-26942	241	23	as	as	ADV
fbem-26942	241	24	fast	fast	ADV
fbem-26942	241	25	as	as	ADP
fbem-26942	241	26	possible	possible	ADJ
fbem-26942	241	27	,	,	PUNCT
fbem-26942	241	28	and	and	CCONJ
fbem-26942	241	29	the	the	DET
fbem-26942	241	30	supply	supply	NOUN
fbem-26942	241	31	chain	chain	NOUN
fbem-26942	241	32	under	under	ADP
fbem-26942	241	33	the	the	DET
fbem-26942	241	34	disruption	disruption	NOUN
fbem-26942	241	35	event	event	NOUN
fbem-26942	241	36	has	have	VERB
fbem-26942	241	37	the	the	DET
fbem-26942	241	38	longest	long	ADJ
fbem-26942	241	39	delivery	delivery	NOUN
fbem-26942	241	40	time	time	NOUN
fbem-26942	241	41	and	and	CCONJ
fbem-26942	241	42	is	be	AUX
fbem-26942	241	43	higher	high	ADJ
fbem-26942	241	44	than	than	ADP
fbem-26942	241	45	that	that	PRON
fbem-26942	241	46	of	of	ADP
fbem-26942	241	47	the	the	DET
fbem-26942	241	48	delivery	delivery	NOUN
fbem-26942	241	49	event	event	NOUN
fbem-26942	241	50	after	after	SCONJ
fbem-26942	241	51	the	the	DET
fbem-26942	241	52	emergency	emergency	NOUN
fbem-26942	241	53	logistics	logistic	NOUN
fbem-26942	241	54	center	center	NOUN
fbem-26942	241	55	is	be	AUX
fbem-26942	241	56	activated	activate	VERB
fbem-26942	241	57	,	,	PUNCT
fbem-26942	241	58	which	which	PRON
fbem-26942	241	59	shows	show	VERB
fbem-26942	241	60	that	that	SCONJ
fbem-26942	241	61	the	the	DET
fbem-26942	241	62	strategy	strategy	NOUN
fbem-26942	241	63	of	of	ADP
fbem-26942	241	64	setting	set	VERB
fbem-26942	241	65	up	up	ADP
fbem-26942	241	66	the	the	DET
fbem-26942	241	67	emergency	emergency	NOUN
fbem-26942	241	68	logistics	logistic	NOUN
fbem-26942	241	69	center	center	NOUN
fbem-26942	241	70	effectively	effectively	ADV
fbem-26942	241	71	improves	improve	VERB
fbem-26942	241	72	the	the	DET
fbem-26942	241	73	speed	speed	NOUN
fbem-26942	241	74	and	and	CCONJ
fbem-26942	241	75	responsiveness	responsiveness	NOUN
fbem-26942	241	76	of	of	ADP
fbem-26942	241	77	the	the	DET
fbem-26942	241	78	supply	supply	NOUN
fbem-26942	241	79	chain	chain	NOUN
fbem-26942	241	80	.	.	PUNCT
fbem-26942	242	1	figure	figure	NOUN
fbem-26942	242	2	13	13	NUM
fbem-26942	242	3	.	.	PUNCT
fbem-26942	243	1	comparison	comparison	NOUN
fbem-26942	243	2	of	of	ADP
fbem-26942	243	3	lead	lead	ADJ
fbem-26942	243	4	times	time	NOUN
fbem-26942	243	5	across	across	ADP
fbem-26942	243	6	supply	supply	NOUN
fbem-26942	243	7	chain	chain	NOUN
fbem-26942	243	8	scenarios	scenario	NOUN
fbem-26942	243	9	for	for	ADP
fbem-26942	243	10	supply	supply	NOUN
fbem-26942	243	11	chain	chain	NOUN
fbem-26942	243	12	proactivity	proactivity	NOUN
fbem-26942	243	13	,	,	PUNCT
fbem-26942	243	14	the	the	DET
fbem-26942	243	15	impact	impact	NOUN
fbem-26942	243	16	of	of	ADP
fbem-26942	243	17	the	the	DET
fbem-26942	243	18	digital	digital	ADJ
fbem-26942	243	19	twin	twin	ADJ
fbem-26942	243	20	technology	technology	NOUN
fbem-26942	243	21	on	on	ADP
fbem-26942	243	22	supply	supply	NOUN
fbem-26942	243	23	chain	chain	NOUN
fbem-26942	243	24	proactivity	proactivity	NOUN
fbem-26942	243	25	is	be	AUX
fbem-26942	243	26	assessed	assess	VERB
fbem-26942	243	27	by	by	ADP
fbem-26942	243	28	comparing	compare	VERB
fbem-26942	243	29	the	the	DET
fbem-26942	243	30	available	available	ADJ
fbem-26942	243	31	inventory	inventory	NOUN
fbem-26942	243	32	of	of	ADP
fbem-26942	243	33	three	three	NUM
fbem-26942	243	34	supply	supply	NOUN
fbem-26942	243	35	chains	chain	NOUN
fbem-26942	243	36	(	(	PUNCT
fbem-26942	243	37	e.g.	e.g.	ADV
fbem-26942	243	38	,	,	PUNCT
fbem-26942	243	39	figure	figure	NOUN
fbem-26942	243	40	14	14	NUM
fbem-26942	243	41	)	)	PUNCT
fbem-26942	243	42	.	.	PUNCT
fbem-26942	244	1	the	the	DET
fbem-26942	244	2	supply	supply	NOUN
fbem-26942	244	3	chain	chain	NOUN
fbem-26942	244	4	using	use	VERB
fbem-26942	244	5	the	the	DET
fbem-26942	244	6	new	new	ADJ
fbem-26942	244	7	strategy	strategy	NOUN
fbem-26942	244	8	has	have	VERB
fbem-26942	244	9	the	the	DET
fbem-26942	244	10	most	most	ADV
fbem-26942	244	11	available	available	ADJ
fbem-26942	244	12	inventory	inventory	NOUN
fbem-26942	244	13	,	,	PUNCT
fbem-26942	244	14	indicating	indicate	VERB
fbem-26942	244	15	that	that	SCONJ
fbem-26942	244	16	the	the	DET
fbem-26942	244	17	strategy	strategy	NOUN
fbem-26942	244	18	provides	provide	VERB
fbem-26942	244	19	additional	additional	ADJ
fbem-26942	244	20	inventory	inventory	NOUN
fbem-26942	244	21	resources	resource	NOUN
fbem-26942	244	22	when	when	SCONJ
fbem-26942	244	23	disruptive	disruptive	ADJ
fbem-26942	244	24	events	event	NOUN
fbem-26942	244	25	occur	occur	VERB
fbem-26942	244	26	,	,	PUNCT
fbem-26942	244	27	enhancing	enhance	VERB
fbem-26942	244	28	supply	supply	NOUN
fbem-26942	244	29	chain	chain	NOUN
fbem-26942	244	30	proactivity	proactivity	NOUN
fbem-26942	244	31	,	,	PUNCT
fbem-26942	244	32	thus	thus	ADV
fbem-26942	244	33	demonstrating	demonstrate	VERB
fbem-26942	244	34	that	that	SCONJ
fbem-26942	244	35	the	the	DET
fbem-26942	244	36	digital	digital	ADJ
fbem-26942	244	37	twin	twin	ADJ
fbem-26942	244	38	technology	technology	NOUN
fbem-26942	244	39	improves	improve	VERB
fbem-26942	244	40	supply	supply	NOUN
fbem-26942	244	41	chain	chain	NOUN
fbem-26942	244	42	proactivity	proactivity	NOUN
fbem-26942	244	43	.	.	PUNCT
fbem-26942	245	1	figure	figure	NOUN
fbem-26942	245	2	14	14	NUM
fbem-26942	245	3	.	.	PUNCT
fbem-26942	246	1	impact	impact	NOUN
fbem-26942	246	2	of	of	ADP
fbem-26942	246	3	digital	digital	ADJ
fbem-26942	246	4	twin	twin	ADJ
fbem-26942	246	5	strategy	strategy	NOUN
fbem-26942	246	6	on	on	ADP
fbem-26942	246	7	available	available	ADJ
fbem-26942	246	8	inventory	inventory	NOUN
fbem-26942	246	9	for	for	ADP
fbem-26942	246	10	supply	supply	NOUN
fbem-26942	246	11	chain	chain	NOUN
fbem-26942	246	12	proactivity	proactivity	NOUN
fbem-26942	246	13	combining	combine	VERB
fbem-26942	246	14	the	the	DET
fbem-26942	246	15	results	result	NOUN
fbem-26942	246	16	of	of	ADP
fbem-26942	246	17	the	the	DET
fbem-26942	246	18	three	three	NUM
fbem-26942	246	19	simulation	simulation	NOUN
fbem-26942	246	20	experiments	experiment	NOUN
fbem-26942	246	21	,	,	PUNCT
fbem-26942	246	22	the	the	DET
fbem-26942	246	23	supply	supply	NOUN
fbem-26942	246	24	chain	chain	NOUN
fbem-26942	246	25	after	after	SCONJ
fbem-26942	246	26	a	a	DET
fbem-26942	246	27	disruption	disruption	NOUN
fbem-26942	246	28	event	event	NOUN
fbem-26942	246	29	quickly	quickly	ADV
fbem-26942	246	30	recovers	recover	VERB
fbem-26942	246	31	from	from	ADP
fbem-26942	246	32	the	the	DET
fbem-26942	246	33	seismic	seismic	ADJ
fbem-26942	246	34	event	event	NOUN
fbem-26942	246	35	through	through	ADP
fbem-26942	246	36	the	the	DET
fbem-26942	246	37	new	new	ADJ
fbem-26942	246	38	strategy	strategy	NOUN
fbem-26942	246	39	,	,	PUNCT
fbem-26942	246	40	which	which	PRON
fbem-26942	246	41	illustrates	illustrate	VERB
fbem-26942	246	42	the	the	DET
fbem-26942	246	43	effectiveness	effectiveness	NOUN
fbem-26942	246	44	of	of	ADP
fbem-26942	246	45	the	the	DET
fbem-26942	246	46	new	new	ADJ
fbem-26942	246	47	strategy	strategy	NOUN
fbem-26942	246	48	,	,	PUNCT
fbem-26942	246	49	and	and	CCONJ
fbem-26942	246	50	proves	prove	VERB
fbem-26942	246	51	that	that	SCONJ
fbem-26942	246	52	the	the	DET
fbem-26942	246	53	digital	digital	ADJ
fbem-26942	246	54	technology	technology	NOUN
fbem-26942	246	55	improves	improve	VERB
fbem-26942	246	56	the	the	DET
fbem-26942	246	57	agility	agility	NOUN
fbem-26942	246	58	of	of	ADP
fbem-26942	246	59	the	the	DET
fbem-26942	246	60	supply	supply	NOUN
fbem-26942	246	61	chain	chain	NOUN
fbem-26942	246	62	from	from	ADP
fbem-26942	246	63	the	the	DET
fbem-26942	246	64	side	side	NOUN
fbem-26942	246	65	of	of	ADP
fbem-26942	246	66	the	the	DET
fbem-26942	246	67	digital	digital	ADJ
fbem-26942	246	68	technology	technology	NOUN
fbem-26942	246	69	.	.	PUNCT
fbem-26942	247	1	to	to	PART
fbem-26942	247	2	summarize	summarize	VERB
fbem-26942	247	3	,	,	PUNCT
fbem-26942	247	4	the	the	DET
fbem-26942	247	5	new	new	ADJ
fbem-26942	247	6	strategy	strategy	NOUN
fbem-26942	247	7	improves	improve	VERB
fbem-26942	247	8	the	the	DET
fbem-26942	247	9	supply	supply	NOUN
fbem-26942	247	10	chain	chain	NOUN
fbem-26942	247	11	's	's	PART
fbem-26942	247	12	responsiveness	responsiveness	NOUN
fbem-26942	247	13	,	,	PUNCT
fbem-26942	247	14	speed	speed	NOUN
fbem-26942	247	15	,	,	PUNCT
fbem-26942	247	16	proactivity	proactivity	NOUN
fbem-26942	247	17	,	,	PUNCT
fbem-26942	247	18	and	and	CCONJ
fbem-26942	247	19	flexibility	flexibility	NOUN
fbem-26942	247	20	,	,	PUNCT
fbem-26942	247	21	which	which	PRON
fbem-26942	247	22	proves	prove	VERB
fbem-26942	247	23	that	that	SCONJ
fbem-26942	247	24	the	the	DET
fbem-26942	247	25	digital	digital	ADJ
fbem-26942	247	26	twin	twin	ADJ
fbem-26942	247	27	technology	technology	NOUN
fbem-26942	247	28	improves	improve	VERB
fbem-26942	247	29	the	the	DET
fbem-26942	247	30	supply	supply	NOUN
fbem-26942	247	31	chain	chain	NOUN
fbem-26942	247	32	's	's	PART
fbem-26942	247	33	agility	agility	NOUN
fbem-26942	247	34	.	.	PUNCT
fbem-26942	248	1	the	the	DET
fbem-26942	248	2	experimental	experimental	ADJ
fbem-26942	248	3	results	result	NOUN
fbem-26942	248	4	described	describe	VERB
fbem-26942	248	5	above	above	ADP
fbem-26942	248	6	demonstrate	demonstrate	VERB
fbem-26942	248	7	the	the	DET
fbem-26942	248	8	effectiveness	effectiveness	NOUN
fbem-26942	248	9	of	of	ADP
fbem-26942	248	10	digital	digital	ADJ
fbem-26942	248	11	twin	twin	ADJ
fbem-26942	248	12	technology	technology	NOUN
fbem-26942	248	13	in	in	ADP
fbem-26942	248	14	improving	improve	VERB
fbem-26942	248	15	supply	supply	NOUN
fbem-26942	248	16	chain	chain	NOUN
fbem-26942	248	17	agility	agility	NOUN
fbem-26942	248	18	and	and	CCONJ
fbem-26942	248	19	reducing	reduce	VERB
fbem-26942	248	20	the	the	DET
fbem-26942	248	21	ripple	ripple	ADJ
fbem-26942	248	22	effect	effect	NOUN
fbem-26942	248	23	.	.	PUNCT
fbem-26942	249	1	specifically	specifically	ADV
fbem-26942	249	2	,	,	PUNCT
fbem-26942	249	3	the	the	DET
fbem-26942	249	4	digital	digital	ADJ
fbem-26942	249	5	twin	twin	ADJ
fbem-26942	249	6	technology	technology	NOUN
fbem-26942	249	7	first	first	ADV
fbem-26942	249	8	simulates	simulate	VERB
fbem-26942	249	9	the	the	DET
fbem-26942	249	10	supply	supply	NOUN
fbem-26942	249	11	chain	chain	NOUN
fbem-26942	249	12	and	and	CCONJ
fbem-26942	249	13	disruptions	disruption	NOUN
fbem-26942	249	14	in	in	ADP
fbem-26942	249	15	the	the	DET
fbem-26942	249	16	supply	supply	NOUN
fbem-26942	249	17	chain	chain	NOUN
fbem-26942	249	18	,	,	PUNCT
fbem-26942	249	19	then	then	ADV
fbem-26942	249	20	predicts	predict	VERB
fbem-26942	249	21	the	the	DET
fbem-26942	249	22	impact	impact	NOUN
fbem-26942	249	23	of	of	ADP
fbem-26942	249	24	the	the	DET
fbem-26942	249	25	disruptions	disruption	NOUN
fbem-26942	249	26	on	on	ADP
fbem-26942	249	27	the	the	DET
fbem-26942	249	28	supply	supply	NOUN
fbem-26942	249	29	chain	chain	NOUN
fbem-26942	249	30	,	,	PUNCT
fbem-26942	249	31	and	and	CCONJ
fbem-26942	249	32	finally	finally	ADV
fbem-26942	249	33	provides	provide	VERB
fbem-26942	249	34	effective	effective	ADJ
fbem-26942	249	35	strategies	strategy	NOUN
fbem-26942	249	36	to	to	PART
fbem-26942	249	37	reduce	reduce	VERB
fbem-26942	249	38	the	the	DET
fbem-26942	249	39	ripple	ripple	ADJ
fbem-26942	249	40	effect	effect	NOUN
fbem-26942	249	41	.	.	PUNCT
fbem-26942	250	1	the	the	DET
fbem-26942	250	2	experimental	experimental	ADJ
fbem-26942	250	3	results	result	NOUN
fbem-26942	250	4	from	from	ADP
fbem-26942	250	5	the	the	DET
fbem-26942	250	6	three	three	NUM
fbem-26942	250	7	simulations	simulation	NOUN
fbem-26942	250	8	validate	validate	VERB
fbem-26942	250	9	two	two	NUM
fbem-26942	250	10	hypotheses	hypothesis	NOUN
fbem-26942	250	11	;	;	PUNCT
fbem-26942	250	12	first	first	ADV
fbem-26942	250	13	,	,	PUNCT
fbem-26942	250	14	the	the	DET
fbem-26942	250	15	simulated	simulate	VERB
fbem-26942	250	16	supply	supply	NOUN
fbem-26942	250	17	chain	chain	NOUN
fbem-26942	250	18	based	base	VERB
fbem-26942	250	19	on	on	ADP
fbem-26942	250	20	digital	digital	ADJ
fbem-26942	250	21	twin	twin	ADJ
fbem-26942	250	22	technology	technology	NOUN
fbem-26942	250	23	significantly	significantly	ADV
fbem-26942	250	24	improves	improve	VERB
fbem-26942	250	25	the	the	DET
fbem-26942	250	26	responsiveness	responsiveness	NOUN
fbem-26942	250	27	,	,	PUNCT
fbem-26942	250	28	proactivity	proactivity	NOUN
fbem-26942	250	29	,	,	PUNCT
fbem-26942	250	30	flexibility	flexibility	NOUN
fbem-26942	250	31	,	,	PUNCT
fbem-26942	250	32	and	and	CCONJ
fbem-26942	250	33	speed	speed	NOUN
fbem-26942	250	34	of	of	ADP
fbem-26942	250	35	the	the	DET
fbem-26942	250	36	supply	supply	NOUN
fbem-26942	250	37	chain	chain	NOUN
fbem-26942	250	38	,	,	PUNCT
fbem-26942	250	39	allowing	allow	VERB
fbem-26942	250	40	the	the	DET
fbem-26942	250	41	supply	supply	NOUN
fbem-26942	250	42	chain	chain	NOUN
fbem-26942	250	43	to	to	PART
fbem-26942	250	44	demonstrate	demonstrate	VERB
fbem-26942	250	45	higher	high	ADJ
fbem-26942	250	46	agility	agility	NOUN
fbem-26942	250	47	in	in	ADP
fbem-26942	250	48	the	the	DET
fbem-26942	250	49	face	face	NOUN
fbem-26942	250	50	of	of	ADP
fbem-26942	250	51	unexpected	unexpected	ADJ
fbem-26942	250	52	events	event	NOUN
fbem-26942	250	53	.	.	PUNCT
fbem-26942	251	1	second	second	ADJ
fbem-26942	251	2	,	,	PUNCT
fbem-26942	251	3	the	the	DET
fbem-26942	251	4	digital	digital	ADJ
fbem-26942	251	5	twin	twin	ADJ
fbem-26942	251	6	technology	technology	NOUN
fbem-26942	251	7	significantly	significantly	ADV
fbem-26942	251	8	reduces	reduce	VERB
fbem-26942	251	9	the	the	DET
fbem-26942	251	10	ripple	ripple	ADJ
fbem-26942	251	11	effect	effect	NOUN
fbem-26942	251	12	of	of	ADP
fbem-26942	251	13	the	the	DET
fbem-26942	251	14	supply	supply	NOUN
fbem-26942	251	15	chain	chain	NOUN
fbem-26942	251	16	,	,	PUNCT
fbem-26942	251	17	which	which	PRON
fbem-26942	251	18	is	be	AUX
fbem-26942	251	19	manifested	manifest	VERB
fbem-26942	251	20	in	in	ADP
fbem-26942	251	21	five	five	NUM
fbem-26942	251	22	representative	representative	ADJ
fbem-26942	251	23	kpis	kpis	NOUN
fbem-26942	251	24	.	.	PUNCT
fbem-26942	252	1	finally	finally	ADV
fbem-26942	252	2	,	,	PUNCT
fbem-26942	252	3	300	300	NUM
fbem-26942	252	4	iterations	iteration	NOUN
fbem-26942	252	5	350	350	NUM
fbem-26942	252	6	of	of	ADP
fbem-26942	252	7	the	the	DET
fbem-26942	252	8	experiment	experiment	NOUN
fbem-26942	252	9	ensure	ensure	VERB
fbem-26942	252	10	the	the	DET
fbem-26942	252	11	stability	stability	NOUN
fbem-26942	252	12	and	and	CCONJ
fbem-26942	252	13	credibility	credibility	NOUN
fbem-26942	252	14	of	of	ADP
fbem-26942	252	15	the	the	DET
fbem-26942	252	16	results	result	NOUN
fbem-26942	252	17	.	.	PUNCT
fbem-26942	253	1	6	6	X
fbem-26942	253	2	.	.	X
fbem-26942	253	3	conclusion	conclusion	NOUN
fbem-26942	253	4	in	in	ADP
fbem-26942	253	5	this	this	DET
fbem-26942	253	6	study	study	NOUN
fbem-26942	253	7	,	,	PUNCT
fbem-26942	253	8	a	a	DET
fbem-26942	253	9	pharmaceutical	pharmaceutical	ADJ
fbem-26942	253	10	supply	supply	NOUN
fbem-26942	253	11	chain	chain	NOUN
fbem-26942	253	12	simulation	simulation	NOUN
fbem-26942	253	13	model	model	NOUN
fbem-26942	253	14	based	base	VERB
fbem-26942	253	15	on	on	ADP
fbem-26942	253	16	digital	digital	ADJ
fbem-26942	253	17	twin	twin	ADJ
fbem-26942	253	18	technology	technology	NOUN
fbem-26942	253	19	is	be	AUX
fbem-26942	253	20	constructed	construct	VERB
fbem-26942	253	21	,	,	PUNCT
fbem-26942	253	22	through	through	ADP
fbem-26942	253	23	which	which	PRON
fbem-26942	253	24	the	the	DET
fbem-26942	253	25	effectiveness	effectiveness	NOUN
fbem-26942	253	26	of	of	ADP
fbem-26942	253	27	digital	digital	ADJ
fbem-26942	253	28	twin	twin	ADJ
fbem-26942	253	29	technology	technology	NOUN
fbem-26942	253	30	in	in	ADP
fbem-26942	253	31	improving	improve	VERB
fbem-26942	253	32	supply	supply	NOUN
fbem-26942	253	33	chain	chain	NOUN
fbem-26942	253	34	agility	agility	NOUN
fbem-26942	253	35	and	and	CCONJ
fbem-26942	253	36	coping	cope	VERB
fbem-26942	253	37	with	with	ADP
fbem-26942	253	38	ripple	ripple	ADJ
fbem-26942	253	39	effects	effect	NOUN
fbem-26942	253	40	is	be	AUX
fbem-26942	253	41	verified	verify	VERB
fbem-26942	253	42	.	.	PUNCT
fbem-26942	254	1	the	the	DET
fbem-26942	254	2	experimental	experimental	ADJ
fbem-26942	254	3	results	result	NOUN
fbem-26942	254	4	show	show	VERB
fbem-26942	254	5	that	that	SCONJ
fbem-26942	254	6	digital	digital	ADJ
fbem-26942	254	7	twin	twin	ADJ
fbem-26942	254	8	technology	technology	NOUN
fbem-26942	254	9	significantly	significantly	ADV
fbem-26942	254	10	enhances	enhance	VERB
fbem-26942	254	11	the	the	DET
fbem-26942	254	12	responsiveness	responsiveness	NOUN
fbem-26942	254	13	,	,	PUNCT
fbem-26942	254	14	flexibility	flexibility	NOUN
fbem-26942	254	15	,	,	PUNCT
fbem-26942	254	16	speed	speed	NOUN
fbem-26942	254	17	and	and	CCONJ
fbem-26942	254	18	proactivity	proactivity	NOUN
fbem-26942	254	19	of	of	ADP
fbem-26942	254	20	the	the	DET
fbem-26942	254	21	supply	supply	NOUN
fbem-26942	254	22	chain	chain	NOUN
fbem-26942	254	23	,	,	PUNCT
fbem-26942	254	24	which	which	PRON
fbem-26942	254	25	leads	lead	VERB
fbem-26942	254	26	to	to	ADP
fbem-26942	254	27	higher	high	ADJ
fbem-26942	254	28	agility	agility	NOUN
fbem-26942	254	29	and	and	CCONJ
fbem-26942	254	30	reduces	reduce	VERB
fbem-26942	254	31	the	the	DET
fbem-26942	254	32	negative	negative	ADJ
fbem-26942	254	33	impacts	impact	NOUN
fbem-26942	254	34	of	of	ADP
fbem-26942	254	35	ripple	ripple	ADJ
fbem-26942	254	36	effects	effect	NOUN
fbem-26942	254	37	in	in	ADP
fbem-26942	254	38	the	the	DET
fbem-26942	254	39	face	face	NOUN
fbem-26942	254	40	of	of	ADP
fbem-26942	254	41	sudden	sudden	ADJ
fbem-26942	254	42	disruptions	disruption	NOUN
fbem-26942	254	43	.	.	PUNCT
fbem-26942	255	1	this	this	DET
fbem-26942	255	2	study	study	NOUN
fbem-26942	255	3	not	not	PART
fbem-26942	255	4	only	only	ADV
fbem-26942	255	5	illustrates	illustrate	VERB
fbem-26942	255	6	the	the	DET
fbem-26942	255	7	importance	importance	NOUN
fbem-26942	255	8	of	of	ADP
fbem-26942	255	9	digital	digital	ADJ
fbem-26942	255	10	twin	twin	ADJ
fbem-26942	255	11	technology	technology	NOUN
fbem-26942	255	12	in	in	ADP
fbem-26942	255	13	pharmaceutical	pharmaceutical	ADJ
fbem-26942	255	14	supply	supply	NOUN
fbem-26942	255	15	chain	chain	NOUN
fbem-26942	255	16	,	,	PUNCT
fbem-26942	255	17	but	but	CCONJ
fbem-26942	255	18	also	also	ADV
fbem-26942	255	19	provides	provide	VERB
fbem-26942	255	20	new	new	ADJ
fbem-26942	255	21	ideas	idea	NOUN
fbem-26942	255	22	for	for	ADP
fbem-26942	255	23	pharmaceutical	pharmaceutical	ADJ
fbem-26942	255	24	supply	supply	NOUN
fbem-26942	255	25	chain	chain	NOUN
fbem-26942	255	26	risk	risk	NOUN
fbem-26942	255	27	management	management	NOUN
fbem-26942	255	28	.	.	PUNCT
fbem-26942	256	1	however	however	ADV
fbem-26942	256	2	,	,	PUNCT
fbem-26942	256	3	the	the	DET
fbem-26942	256	4	study	study	NOUN
fbem-26942	256	5	also	also	ADV
fbem-26942	256	6	has	have	VERB
fbem-26942	256	7	certain	certain	ADJ
fbem-26942	256	8	limitations	limitation	NOUN
fbem-26942	256	9	that	that	PRON
fbem-26942	256	10	can	can	AUX
fbem-26942	256	11	be	be	AUX
fbem-26942	256	12	more	more	ADV
fbem-26942	256	13	comprehensively	comprehensively	ADV
fbem-26942	256	14	demonstrated	demonstrate	VERB
fbem-26942	256	15	and	and	CCONJ
fbem-26942	256	16	extended	extend	VERB
fbem-26942	256	17	in	in	ADP
fbem-26942	256	18	the	the	DET
fbem-26942	256	19	future	future	NOUN
fbem-26942	256	20	.	.	PUNCT
fbem-26942	257	1	first	first	ADV
fbem-26942	257	2	,	,	PUNCT
fbem-26942	257	3	the	the	DET
fbem-26942	257	4	sensitivity	sensitivity	NOUN
fbem-26942	257	5	analysis	analysis	NOUN
fbem-26942	257	6	and	and	CCONJ
fbem-26942	257	7	t	t	NOUN
fbem-26942	257	8	-	-	PUNCT
fbem-26942	257	9	test	test	NOUN
fbem-26942	257	10	were	be	AUX
fbem-26942	257	11	not	not	PART
fbem-26942	257	12	used	use	VERB
fbem-26942	257	13	for	for	ADP
fbem-26942	257	14	credibility	credibility	NOUN
fbem-26942	257	15	analysis	analysis	NOUN
fbem-26942	257	16	in	in	ADP
fbem-26942	257	17	analyzing	analyze	VERB
fbem-26942	257	18	the	the	DET
fbem-26942	257	19	experimental	experimental	ADJ
fbem-26942	257	20	results	result	NOUN
fbem-26942	257	21	.	.	PUNCT
fbem-26942	258	1	sensitivity	sensitivity	NOUN
fbem-26942	258	2	analysis	analysis	NOUN
fbem-26942	258	3	identifies	identify	VERB
fbem-26942	258	4	key	key	ADJ
fbem-26942	258	5	variables	variable	NOUN
fbem-26942	258	6	and	and	CCONJ
fbem-26942	258	7	parameters	parameter	NOUN
fbem-26942	258	8	in	in	ADP
fbem-26942	258	9	the	the	DET
fbem-26942	258	10	model	model	NOUN
fbem-26942	258	11	,	,	PUNCT
fbem-26942	258	12	thus	thus	ADV
fbem-26942	258	13	avoiding	avoid	VERB
fbem-26942	258	14	the	the	DET
fbem-26942	258	15	influence	influence	NOUN
fbem-26942	258	16	of	of	ADP
fbem-26942	258	17	irrelevant	irrelevant	ADJ
fbem-26942	258	18	factors	factor	NOUN
fbem-26942	258	19	on	on	ADP
fbem-26942	258	20	the	the	DET
fbem-26942	258	21	experimental	experimental	ADJ
fbem-26942	258	22	results	result	NOUN
fbem-26942	258	23	.	.	PUNCT
fbem-26942	259	1	t	t	NOUN
fbem-26942	259	2	-	-	PUNCT
fbem-26942	259	3	tests	test	NOUN
fbem-26942	259	4	provide	provide	VERB
fbem-26942	259	5	statistical	statistical	ADJ
fbem-26942	259	6	significance	significance	NOUN
fbem-26942	259	7	verification	verification	NOUN
fbem-26942	259	8	to	to	PART
fbem-26942	259	9	ensure	ensure	VERB
fbem-26942	259	10	that	that	SCONJ
fbem-26942	259	11	the	the	DET
fbem-26942	259	12	experimental	experimental	ADJ
fbem-26942	259	13	results	result	NOUN
fbem-26942	259	14	are	be	AUX
fbem-26942	259	15	robust	robust	ADJ
fbem-26942	259	16	and	and	CCONJ
fbem-26942	259	17	authoritative	authoritative	ADJ
fbem-26942	259	18	.	.	PUNCT
fbem-26942	260	1	the	the	DET
fbem-26942	260	2	lack	lack	NOUN
fbem-26942	260	3	of	of	ADP
fbem-26942	260	4	secondary	secondary	ADJ
fbem-26942	260	5	validation	validation	NOUN
fbem-26942	260	6	may	may	AUX
fbem-26942	260	7	lead	lead	VERB
fbem-26942	260	8	to	to	ADP
fbem-26942	260	9	a	a	DET
fbem-26942	260	10	lack	lack	NOUN
fbem-26942	260	11	of	of	ADP
fbem-26942	260	12	reliability	reliability	NOUN
fbem-26942	260	13	and	and	CCONJ
fbem-26942	260	14	accuracy	accuracy	NOUN
fbem-26942	260	15	in	in	ADP
fbem-26942	260	16	the	the	DET
fbem-26942	260	17	results	result	NOUN
fbem-26942	260	18	of	of	ADP
fbem-26942	260	19	the	the	DET
fbem-26942	260	20	study	study	NOUN
fbem-26942	260	21	,	,	PUNCT
fbem-26942	260	22	making	make	VERB
fbem-26942	260	23	the	the	DET
fbem-26942	260	24	conclusions	conclusion	NOUN
fbem-26942	260	25	unconvincing	unconvincing	ADJ
fbem-26942	260	26	.	.	PUNCT
fbem-26942	261	1	second	second	ADV
fbem-26942	261	2	,	,	PUNCT
fbem-26942	261	3	this	this	DET
fbem-26942	261	4	study	study	NOUN
fbem-26942	261	5	failed	fail	VERB
fbem-26942	261	6	to	to	PART
fbem-26942	261	7	exclude	exclude	VERB
fbem-26942	261	8	the	the	DET
fbem-26942	261	9	effects	effect	NOUN
fbem-26942	261	10	of	of	ADP
fbem-26942	261	11	other	other	ADJ
fbem-26942	261	12	interfering	interfere	VERB
fbem-26942	261	13	factors	factor	NOUN
fbem-26942	261	14	on	on	ADP
fbem-26942	261	15	this	this	DET
fbem-26942	261	16	experiment	experiment	NOUN
fbem-26942	261	17	in	in	ADP
fbem-26942	261	18	advance	advance	NOUN
fbem-26942	261	19	.	.	PUNCT
fbem-26942	262	1	for	for	ADP
fbem-26942	262	2	example	example	NOUN
fbem-26942	262	3	,	,	PUNCT
fbem-26942	262	4	there	there	PRON
fbem-26942	262	5	may	may	AUX
fbem-26942	262	6	be	be	AUX
fbem-26942	262	7	an	an	DET
fbem-26942	262	8	interaction	interaction	NOUN
fbem-26942	262	9	between	between	ADP
fbem-26942	262	10	the	the	DET
fbem-26942	262	11	bullwhip	bullwhip	NOUN
fbem-26942	262	12	effect	effect	NOUN
fbem-26942	262	13	and	and	CCONJ
fbem-26942	262	14	the	the	DET
fbem-26942	262	15	ripple	ripple	ADJ
fbem-26942	262	16	effect	effect	NOUN
fbem-26942	262	17	because	because	SCONJ
fbem-26942	262	18	there	there	PRON
fbem-26942	262	19	is	be	VERB
fbem-26942	262	20	an	an	DET
fbem-26942	262	21	inverse	inverse	NOUN
fbem-26942	262	22	function	function	NOUN
fbem-26942	262	23	between	between	ADP
fbem-26942	262	24	the	the	DET
fbem-26942	262	25	bullwhip	bullwhip	NOUN
fbem-26942	262	26	effect	effect	NOUN
fbem-26942	262	27	and	and	CCONJ
fbem-26942	262	28	the	the	DET
fbem-26942	262	29	ripple	ripple	ADJ
fbem-26942	262	30	effect	effect	NOUN
fbem-26942	262	31	.	.	PUNCT
fbem-26942	263	1	if	if	SCONJ
fbem-26942	263	2	a	a	DET
fbem-26942	263	3	sudden	sudden	ADJ
fbem-26942	263	4	disruptive	disruptive	ADJ
fbem-26942	263	5	event	event	NOUN
fbem-26942	263	6	occurs	occur	VERB
fbem-26942	263	7	,	,	PUNCT
fbem-26942	263	8	it	it	PRON
fbem-26942	263	9	may	may	AUX
fbem-26942	263	10	lead	lead	VERB
fbem-26942	263	11	to	to	ADP
fbem-26942	263	12	the	the	DET
fbem-26942	263	13	simultaneous	simultaneous	ADJ
fbem-26942	263	14	occurrence	occurrence	NOUN
fbem-26942	263	15	of	of	ADP
fbem-26942	263	16	the	the	DET
fbem-26942	263	17	two	two	NUM
fbem-26942	263	18	effects	effect	NOUN
fbem-26942	263	19	,	,	PUNCT
fbem-26942	263	20	and	and	CCONJ
fbem-26942	263	21	it	it	PRON
fbem-26942	263	22	is	be	AUX
fbem-26942	263	23	impossible	impossible	ADJ
fbem-26942	263	24	to	to	PART
fbem-26942	263	25	distinguish	distinguish	VERB
fbem-26942	263	26	the	the	DET
fbem-26942	263	27	independent	independent	ADJ
fbem-26942	263	28	effects	effect	NOUN
fbem-26942	263	29	of	of	ADP
fbem-26942	263	30	the	the	DET
fbem-26942	263	31	two	two	NUM
fbem-26942	263	32	effects	effect	NOUN
fbem-26942	263	33	.	.	PUNCT
fbem-26942	264	1	finally	finally	ADV
fbem-26942	264	2	,	,	PUNCT
fbem-26942	264	3	the	the	DET
fbem-26942	264	4	models	model	NOUN
fbem-26942	264	5	and	and	CCONJ
fbem-26942	264	6	cases	case	NOUN
fbem-26942	264	7	used	use	VERB
fbem-26942	264	8	in	in	ADP
fbem-26942	264	9	this	this	DET
fbem-26942	264	10	study	study	NOUN
fbem-26942	264	11	are	be	AUX
fbem-26942	264	12	based	base	VERB
fbem-26942	264	13	on	on	ADP
fbem-26942	264	14	the	the	DET
fbem-26942	264	15	75	75	NUM
fbem-26942	264	16	mg	mg	PROPN
fbem-26942	264	17	aspirin	aspirin	NOUN
fbem-26942	264	18	supply	supply	NOUN
fbem-26942	264	19	chain	chain	NOUN
fbem-26942	264	20	in	in	ADP
fbem-26942	264	21	the	the	DET
fbem-26942	264	22	london	london	PROPN
fbem-26942	264	23	area	area	NOUN
fbem-26942	264	24	and	and	CCONJ
fbem-26942	264	25	may	may	AUX
fbem-26942	264	26	not	not	PART
fbem-26942	264	27	reflect	reflect	VERB
fbem-26942	264	28	the	the	DET
fbem-26942	264	29	real	real	ADJ
fbem-26942	264	30	situation	situation	NOUN
fbem-26942	264	31	of	of	ADP
fbem-26942	264	32	pharmaceutical	pharmaceutical	NOUN
fbem-26942	264	33	supply	supply	NOUN
fbem-26942	264	34	chains	chain	NOUN
fbem-26942	264	35	in	in	ADP
fbem-26942	264	36	other	other	ADJ
fbem-26942	264	37	countries	country	NOUN
fbem-26942	264	38	and	and	CCONJ
fbem-26942	264	39	regions	region	NOUN
fbem-26942	264	40	.	.	PUNCT
fbem-26942	265	1	despite	despite	SCONJ
fbem-26942	265	2	the	the	DET
fbem-26942	265	3	limitations	limitation	NOUN
fbem-26942	265	4	of	of	ADP
fbem-26942	265	5	this	this	DET
fbem-26942	265	6	experiment	experiment	NOUN
fbem-26942	265	7	,	,	PUNCT
fbem-26942	265	8	the	the	DET
fbem-26942	265	9	use	use	NOUN
fbem-26942	265	10	of	of	ADP
fbem-26942	265	11	quantitative	quantitative	ADJ
fbem-26942	265	12	and	and	CCONJ
fbem-26942	265	13	qualitative	qualitative	ADJ
fbem-26942	265	14	methods	method	NOUN
fbem-26942	265	15	comprehensively	comprehensively	ADV
fbem-26942	265	16	validates	validate	VERB
fbem-26942	265	17	the	the	DET
fbem-26942	265	18	great	great	ADJ
fbem-26942	265	19	potential	potential	NOUN
fbem-26942	265	20	of	of	ADP
fbem-26942	265	21	digital	digital	ADJ
fbem-26942	265	22	twin	twin	ADJ
fbem-26942	265	23	technology	technology	NOUN
fbem-26942	265	24	in	in	ADP
fbem-26942	265	25	pharmaceutical	pharmaceutical	ADJ
fbem-26942	265	26	supply	supply	NOUN
fbem-26942	265	27	chains	chain	NOUN
fbem-26942	265	28	,	,	PUNCT
fbem-26942	265	29	especially	especially	ADV
fbem-26942	265	30	in	in	ADP
fbem-26942	265	31	improving	improve	VERB
fbem-26942	265	32	supply	supply	NOUN
fbem-26942	265	33	chain	chain	NOUN
fbem-26942	265	34	agility	agility	NOUN
fbem-26942	265	35	and	and	CCONJ
fbem-26942	265	36	reducing	reduce	VERB
fbem-26942	265	37	the	the	DET
fbem-26942	265	38	ripple	ripple	ADJ
fbem-26942	265	39	effect	effect	NOUN
fbem-26942	265	40	.	.	PUNCT
fbem-26942	266	1	as	as	SCONJ
fbem-26942	266	2	digital	digital	ADJ
fbem-26942	266	3	technology	technology	NOUN
fbem-26942	266	4	continues	continue	VERB
fbem-26942	266	5	to	to	PART
fbem-26942	266	6	advance	advance	VERB
fbem-26942	266	7	,	,	PUNCT
fbem-26942	266	8	digital	digital	ADJ
fbem-26942	266	9	twins	twin	NOUN
fbem-26942	266	10	can	can	AUX
fbem-26942	266	11	protect	protect	VERB
fbem-26942	266	12	patients	patient	NOUN
fbem-26942	266	13	'	'	PART
fbem-26942	266	14	lives	life	NOUN
fbem-26942	266	15	and	and	CCONJ
fbem-26942	266	16	health	health	NOUN
fbem-26942	266	17	more	more	ADV
fbem-26942	266	18	comprehensively	comprehensively	ADV
fbem-26942	266	19	in	in	ADP
fbem-26942	266	20	the	the	DET
fbem-26942	266	21	future	future	NOUN
fbem-26942	266	22	.	.	PUNCT
fbem-26942	267	1	first	first	ADV
fbem-26942	267	2	,	,	PUNCT
fbem-26942	267	3	digital	digital	ADJ
fbem-26942	267	4	twin	twin	ADJ
fbem-26942	267	5	technology	technology	NOUN
fbem-26942	267	6	can	can	AUX
fbem-26942	267	7	be	be	AUX
fbem-26942	267	8	combined	combine	VERB
fbem-26942	267	9	with	with	ADP
fbem-26942	267	10	artificial	artificial	ADJ
fbem-26942	267	11	neural	neural	ADJ
fbem-26942	267	12	network	network	NOUN
fbem-26942	267	13	technology	technology	NOUN
fbem-26942	267	14	to	to	PART
fbem-26942	267	15	build	build	VERB
fbem-26942	267	16	a	a	DET
fbem-26942	267	17	more	more	ADV
fbem-26942	267	18	intelligent	intelligent	ADJ
fbem-26942	267	19	supply	supply	NOUN
fbem-26942	267	20	chain	chain	NOUN
fbem-26942	267	21	risk	risk	NOUN
fbem-26942	267	22	management	management	NOUN
fbem-26942	267	23	system	system	NOUN
fbem-26942	267	24	.	.	PUNCT
fbem-26942	268	1	artificial	artificial	ADJ
fbem-26942	268	2	neural	neural	ADJ
fbem-26942	268	3	network	network	NOUN
fbem-26942	268	4	technology	technology	NOUN
fbem-26942	268	5	can	can	AUX
fbem-26942	268	6	utilize	utilize	VERB
fbem-26942	268	7	a	a	DET
fbem-26942	268	8	large	large	ADJ
fbem-26942	268	9	amount	amount	NOUN
fbem-26942	268	10	of	of	ADP
fbem-26942	268	11	historical	historical	ADJ
fbem-26942	268	12	data	datum	NOUN
fbem-26942	268	13	for	for	ADP
fbem-26942	268	14	training	training	NOUN
fbem-26942	268	15	and	and	CCONJ
fbem-26942	268	16	self	self	NOUN
fbem-26942	268	17	-	-	PUNCT
fbem-26942	268	18	learning	learning	NOUN
fbem-26942	268	19	to	to	PART
fbem-26942	268	20	predict	predict	VERB
fbem-26942	268	21	future	future	ADJ
fbem-26942	268	22	demand	demand	NOUN
fbem-26942	268	23	changes	change	NOUN
fbem-26942	268	24	and	and	CCONJ
fbem-26942	268	25	risk	risk	NOUN
fbem-26942	268	26	events	event	NOUN
fbem-26942	268	27	in	in	ADP
fbem-26942	268	28	the	the	DET
fbem-26942	268	29	supply	supply	NOUN
fbem-26942	268	30	chain	chain	NOUN
fbem-26942	268	31	,	,	PUNCT
fbem-26942	268	32	and	and	CCONJ
fbem-26942	268	33	the	the	DET
fbem-26942	268	34	technology	technology	NOUN
fbem-26942	268	35	also	also	ADV
fbem-26942	268	36	improves	improve	VERB
fbem-26942	268	37	the	the	DET
fbem-26942	268	38	autonomy	autonomy	NOUN
fbem-26942	268	39	and	and	CCONJ
fbem-26942	268	40	responsiveness	responsiveness	NOUN
fbem-26942	268	41	of	of	ADP
fbem-26942	268	42	the	the	DET
fbem-26942	268	43	supply	supply	NOUN
fbem-26942	268	44	chain	chain	NOUN
fbem-26942	268	45	,	,	PUNCT
fbem-26942	268	46	which	which	PRON
fbem-26942	268	47	can	can	AUX
fbem-26942	268	48	further	far	ADV
fbem-26942	268	49	explore	explore	VERB
fbem-26942	268	50	the	the	DET
fbem-26942	268	51	impact	impact	NOUN
fbem-26942	268	52	of	of	ADP
fbem-26942	268	53	machine	machine	NOUN
fbem-26942	268	54	learning	learn	VERB
fbem-26942	268	55	on	on	ADP
fbem-26942	268	56	the	the	DET
fbem-26942	268	57	agility	agility	NOUN
fbem-26942	268	58	of	of	ADP
fbem-26942	268	59	the	the	DET
fbem-26942	268	60	pharmaceutical	pharmaceutical	ADJ
fbem-26942	268	61	supply	supply	NOUN
fbem-26942	268	62	chain	chain	NOUN
fbem-26942	268	63	.	.	PUNCT
fbem-26942	269	1	in	in	ADP
fbem-26942	269	2	addition	addition	NOUN
fbem-26942	269	3	,	,	PUNCT
fbem-26942	269	4	as	as	SCONJ
fbem-26942	269	5	pharmaceutical	pharmaceutical	ADJ
fbem-26942	269	6	supply	supply	NOUN
fbem-26942	269	7	chain	chain	NOUN
fbem-26942	269	8	networks	network	NOUN
fbem-26942	269	9	become	become	VERB
fbem-26942	269	10	more	more	ADV
fbem-26942	269	11	complex	complex	ADJ
fbem-26942	269	12	and	and	CCONJ
fbem-26942	269	13	diverse	diverse	ADJ
fbem-26942	269	14	due	due	ADJ
fbem-26942	269	15	to	to	ADP
fbem-26942	269	16	rapid	rapid	ADJ
fbem-26942	269	17	globalization	globalization	NOUN
fbem-26942	269	18	,	,	PUNCT
fbem-26942	269	19	the	the	DET
fbem-26942	269	20	digital	digital	ADJ
fbem-26942	269	21	twin	twin	ADJ
fbem-26942	269	22	technology	technology	NOUN
fbem-26942	269	23	can	can	AUX
fbem-26942	269	24	be	be	AUX
fbem-26942	269	25	explored	explore	VERB
fbem-26942	269	26	in	in	ADP
fbem-26942	269	27	the	the	DET
fbem-26942	269	28	future	future	NOUN
fbem-26942	269	29	to	to	PART
fbem-26942	269	30	cope	cope	VERB
fbem-26942	269	31	with	with	ADP
fbem-26942	269	32	transnational	transnational	ADJ
fbem-26942	269	33	demand	demand	NOUN
fbem-26942	269	34	fluctuations	fluctuation	NOUN
fbem-26942	269	35	and	and	CCONJ
fbem-26942	269	36	disruption	disruption	NOUN
fbem-26942	269	37	events	event	NOUN
fbem-26942	269	38	.	.	PUNCT
fbem-26942	270	1	finally	finally	ADV
fbem-26942	270	2	,	,	PUNCT
fbem-26942	270	3	digital	digital	ADJ
fbem-26942	270	4	twin	twin	ADJ
fbem-26942	270	5	technology	technology	NOUN
fbem-26942	270	6	can	can	AUX
fbem-26942	270	7	be	be	AUX
fbem-26942	270	8	utilized	utilize	VERB
fbem-26942	270	9	not	not	PART
fbem-26942	270	10	only	only	ADV
fbem-26942	270	11	in	in	ADP
fbem-26942	270	12	the	the	DET
fbem-26942	270	13	pharmaceutical	pharmaceutical	ADJ
fbem-26942	270	14	supply	supply	NOUN
fbem-26942	270	15	chain	chain	NOUN
fbem-26942	270	16	,	,	PUNCT
fbem-26942	270	17	but	but	CCONJ
fbem-26942	270	18	also	also	ADV
fbem-26942	270	19	in	in	ADP
fbem-26942	270	20	the	the	DET
fbem-26942	270	21	pharmaceutical	pharmaceutical	ADJ
fbem-26942	270	22	industry	industry	NOUN
fbem-26942	270	23	,	,	PUNCT
fbem-26942	270	24	where	where	SCONJ
fbem-26942	270	25	digital	digital	ADJ
fbem-26942	270	26	twin	twin	ADJ
fbem-26942	270	27	technology	technology	NOUN
fbem-26942	270	28	can	can	AUX
fbem-26942	270	29	not	not	PART
fbem-26942	270	30	only	only	ADV
fbem-26942	270	31	simulate	simulate	VERB
fbem-26942	270	32	the	the	DET
fbem-26942	270	33	whole	whole	ADJ
fbem-26942	270	34	process	process	NOUN
fbem-26942	270	35	of	of	ADP
fbem-26942	270	36	pharmaceuticals	pharmaceutical	NOUN
fbem-26942	270	37	,	,	PUNCT
fbem-26942	270	38	but	but	CCONJ
fbem-26942	270	39	also	also	ADV
fbem-26942	270	40	optimize	optimize	VERB
fbem-26942	270	41	the	the	DET
fbem-26942	270	42	production	production	NOUN
fbem-26942	270	43	process	process	NOUN
fbem-26942	270	44	and	and	CCONJ
fbem-26942	270	45	improve	improve	VERB
fbem-26942	270	46	the	the	DET
fbem-26942	270	47	quality	quality	NOUN
fbem-26942	270	48	of	of	ADP
fbem-26942	270	49	drugs	drug	NOUN
fbem-26942	270	50	.	.	PUNCT
fbem-26942	271	1	acknowledgements	acknowledgement	NOUN
fbem-26942	271	2	natural	natural	ADJ
fbem-26942	271	3	science	science	PROPN
fbem-26942	271	4	foundation	foundation	PROPN
fbem-26942	271	5	.	.	PUNCT
fbem-26942	272	1	references	reference	NOUN
fbem-26942	272	2	[	[	X
fbem-26942	272	3	1	1	NUM
fbem-26942	272	4	]	]	PUNCT
fbem-26942	272	5	r.	r.	PROPN
fbem-26942	272	6	rodriguez	rodriguez	PROPN
fbem-26942	272	7	-	-	PUNCT
fbem-26942	272	8	monguio	monguio	NOUN
fbem-26942	272	9	,	,	PUNCT
fbem-26942	272	10	k.	k.	NOUN
fbem-26942	272	11	spielberger	spielberger	PROPN
fbem-26942	272	12	and	and	CCONJ
fbem-26942	272	13	e.	e.	PROPN
fbem-26942	272	14	seoanevazquez	seoanevazquez	PROPN
fbem-26942	272	15	:	:	PUNCT
fbem-26942	272	16	examination	examination	NOUN
fbem-26942	272	17	of	of	ADP
fbem-26942	272	18	risk	risk	NOUN
fbem-26942	272	19	evaluation	evaluation	NOUN
fbem-26942	272	20	and	and	CCONJ
fbem-26942	272	21	mitigation	mitigation	NOUN
fbem-26942	272	22	strategies	strategy	NOUN
fbem-26942	272	23	and	and	CCONJ
fbem-26942	272	24	drug	drug	NOUN
fbem-26942	272	25	safety	safety	NOUN
fbem-26942	272	26	in	in	ADP
fbem-26942	272	27	the	the	DET
fbem-26942	272	28	us	us	PROPN
fbem-26942	272	29	,	,	PUNCT
fbem-26942	272	30	research	research	NOUN
fbem-26942	272	31	in	in	ADP
fbem-26942	272	32	social	social	ADJ
fbem-26942	272	33	and	and	CCONJ
fbem-26942	272	34	administrative	administrative	ADJ
fbem-26942	272	35	pharmacy	pharmacy	NOUN
fbem-26942	272	36	,	,	PUNCT
fbem-26942	272	37	in	in	ADP
fbem-26942	272	38	press	press	NOUN
fbem-26942	272	39	.	.	PUNCT
fbem-26942	273	1	[	[	X
fbem-26942	273	2	2	2	X
fbem-26942	273	3	]	]	PUNCT
fbem-26942	273	4	l.	l.	PROPN
fbem-26942	273	5	breen	breen	PROPN
fbem-26942	273	6	:	:	PUNCT
fbem-26942	273	7	a	a	DET
fbem-26942	273	8	preliminary	preliminary	ADJ
fbem-26942	273	9	examination	examination	NOUN
fbem-26942	273	10	of	of	ADP
fbem-26942	273	11	risk	risk	NOUN
fbem-26942	273	12	in	in	ADP
fbem-26942	273	13	the	the	DET
fbem-26942	273	14	pharmaceutical	pharmaceutical	ADJ
fbem-26942	273	15	supply	supply	NOUN
fbem-26942	273	16	chain	chain	NOUN
fbem-26942	273	17	(	(	PUNCT
fbem-26942	273	18	psc	psc	PROPN
fbem-26942	273	19	)	)	PUNCT
fbem-26942	273	20	in	in	ADP
fbem-26942	273	21	the	the	DET
fbem-26942	273	22	national	national	PROPN
fbem-26942	273	23	health	health	PROPN
fbem-26942	273	24	service	service	NOUN
fbem-26942	273	25	(	(	PUNCT
fbem-26942	273	26	nhs	nhs	PROPN
fbem-26942	273	27	)	)	PUNCT
fbem-26942	273	28	,	,	PUNCT
fbem-26942	273	29	uk	uk	PROPN
fbem-26942	273	30	,	,	PUNCT
fbem-26942	273	31	journal	journal	NOUN
fbem-26942	273	32	of	of	ADP
fbem-26942	273	33	service	service	NOUN
fbem-26942	273	34	science	science	NOUN
fbem-26942	273	35	and	and	CCONJ
fbem-26942	273	36	management	management	NOUN
fbem-26942	273	37	,	,	PUNCT
fbem-26942	273	38	1	1	NUM
fbem-26942	273	39	,	,	PUNCT
fbem-26942	273	40	p.	p.	NOUN
fbem-26942	273	41	6	6	NUM
fbem-26942	274	1	[	[	X
fbem-26942	274	2	3	3	NUM
fbem-26942	274	3	]	]	X
fbem-26942	274	4	c.	c.	PROPN
fbem-26942	274	5	w.	w.	PROPN
fbem-26942	274	6	craighead	craighead	PROPN
fbem-26942	274	7	,	,	PUNCT
fbem-26942	274	8	j.	j.	PROPN
fbem-26942	274	9	blackhurst	blackhurst	PROPN
fbem-26942	274	10	,	,	PUNCT
fbem-26942	274	11	m.	m.	NOUN
fbem-26942	274	12	j.	j.	PROPN
fbem-26942	274	13	rungtusanatham	rungtusanatham	PROPN
fbem-26942	274	14	and	and	CCONJ
fbem-26942	274	15	r.	r.	PROPN
fbem-26942	274	16	b.	b.	PROPN
fbem-26942	274	17	handfield	handfield	PROPN
fbem-26942	274	18	:	:	PUNCT
fbem-26942	274	19	the	the	DET
fbem-26942	274	20	severity	severity	NOUN
fbem-26942	274	21	of	of	ADP
fbem-26942	274	22	supply	supply	NOUN
fbem-26942	274	23	chain	chain	NOUN
fbem-26942	274	24	disruptions	disruption	NOUN
fbem-26942	274	25	:	:	PUNCT
fbem-26942	274	26	design	design	NOUN
fbem-26942	274	27	characteristics	characteristic	NOUN
fbem-26942	274	28	and	and	CCONJ
fbem-26942	274	29	mitigation	mitigation	NOUN
fbem-26942	274	30	capabilities	capability	NOUN
fbem-26942	274	31	,	,	PUNCT
fbem-26942	274	32	decision	decision	NOUN
fbem-26942	274	33	sciences	science	NOUN
fbem-26942	274	34	,	,	PUNCT
fbem-26942	274	35	38(1	38(1	NUM
fbem-26942	274	36	)	)	PUNCT
fbem-26942	274	37	,	,	PUNCT
fbem-26942	274	38	pp	pp	ADP
fbem-26942	274	39	.	.	PUNCT
fbem-26942	275	1	131–156	131–156	NUM
fbem-26942	275	2	.	.	PUNCT
fbem-26942	276	1	https://doi.org/10.1111/j.15405915.2007.00151.x	https://doi.org/10.1111/j.15405915.2007.00151.x	NOUN
fbem-26942	276	2	.	.	PUNCT
fbem-26942	277	1	[	[	X
fbem-26942	277	2	4	4	X
fbem-26942	277	3	]	]	X
fbem-26942	277	4	d.	d.	PROPN
fbem-26942	277	5	ivanov	ivanov	PROPN
fbem-26942	277	6	,	,	PUNCT
fbem-26942	277	7	b.	b.	PROPN
fbem-26942	277	8	sokolov	sokolov	PROPN
fbem-26942	277	9	and	and	CCONJ
fbem-26942	277	10	a.	a.	NOUN
fbem-26942	277	11	dolgui	dolgui	PROPN
fbem-26942	277	12	:	:	PUNCT
fbem-26942	277	13	the	the	DET
fbem-26942	277	14	ripple	ripple	ADJ
fbem-26942	277	15	effect	effect	NOUN
fbem-26942	277	16	in	in	ADP
fbem-26942	277	17	supply	supply	NOUN
fbem-26942	277	18	chains	chain	NOUN
fbem-26942	277	19	:	:	PUNCT
fbem-26942	277	20	trade	trade	NOUN
fbem-26942	277	21	-	-	PUNCT
fbem-26942	277	22	off	off	ADP
fbem-26942	277	23	“	"	PUNCT
fbem-26942	277	24	efficiency	efficiency	NOUN
fbem-26942	277	25	-	-	PUNCT
fbem-26942	277	26	flexibility	flexibility	NOUN
fbem-26942	277	27	-	-	PUNCT
fbem-26942	277	28	resilience	resilience	NOUN
fbem-26942	277	29	”	"	PUNCT
fbem-26942	277	30	in	in	ADP
fbem-26942	277	31	disruption	disruption	NOUN
fbem-26942	277	32	management	management	NOUN
fbem-26942	277	33	,	,	PUNCT
fbem-26942	277	34	international	international	ADJ
fbem-26942	277	35	journal	journal	NOUN
fbem-26942	277	36	of	of	ADP
fbem-26942	277	37	production	production	NOUN
fbem-26942	277	38	research	research	NOUN
fbem-26942	277	39	,	,	PUNCT
fbem-26942	277	40	52(7	52(7	NUM
fbem-26942	277	41	)	)	PUNCT
fbem-26942	277	42	,	,	PUNCT
fbem-26942	277	43	pp	pp	ADJ
fbem-26942	277	44	.	.	PUNCT
fbem-26942	278	1	2154–2172	2154–2172	NUM
fbem-26942	278	2	.	.	PUNCT
fbem-26942	279	1	https://doi.org/10.1080/00207543.2013.858836	https://doi.org/10.1080/00207543.2013.858836	PROPN
fbem-26942	279	2	.	.	PUNCT
fbem-26942	280	1	[	[	X
fbem-26942	280	2	5	5	NUM
fbem-26942	280	3	]	]	X
fbem-26942	280	4	r.	r.	PROPN
fbem-26942	280	5	m.	m.	PROPN
fbem-26942	280	6	c.	c.	PROPN
fbem-26942	280	7	portela	portela	PROPN
fbem-26942	280	8	,	,	PUNCT
fbem-26942	280	9	c.	c.	PROPN
fbem-26942	280	10	varsakelis	varsakelis	PROPN
fbem-26942	280	11	,	,	PUNCT
fbem-26942	280	12	a.	a.	PROPN
fbem-26942	280	13	richelle	richelle	PROPN
fbem-26942	280	14	,	,	PUNCT
fbem-26942	280	15	et	et	PROPN
fbem-26942	280	16	al	al	PROPN
fbem-26942	280	17	.	.	PUNCT
fbem-26942	280	18	:	:	PUNCT
fbem-26942	281	1	when	when	SCONJ
fbem-26942	281	2	is	be	AUX
fbem-26942	281	3	an	an	DET
fbem-26942	281	4	in	in	ADP
fbem-26942	281	5	silico	silico	NOUN
fbem-26942	281	6	representation	representation	NOUN
fbem-26942	281	7	a	a	DET
fbem-26942	281	8	digital	digital	ADJ
fbem-26942	281	9	twin	twin	NOUN
fbem-26942	281	10	?	?	PUNCT
fbem-26942	282	1	a	a	DET
fbem-26942	282	2	biopharmaceutical	biopharmaceutical	ADJ
fbem-26942	282	3	industry	industry	NOUN
fbem-26942	282	4	approach	approach	NOUN
fbem-26942	282	5	to	to	ADP
fbem-26942	282	6	the	the	DET
fbem-26942	282	7	digital	digital	ADJ
fbem-26942	282	8	twin	twin	ADJ
fbem-26942	282	9	concept	concept	NOUN
fbem-26942	282	10	,	,	PUNCT
fbem-26942	282	11	digital	digital	ADJ
fbem-26942	282	12	twins	twin	NOUN
fbem-26942	282	13	:	:	PUNCT
fbem-26942	282	14	tools	tool	NOUN
fbem-26942	282	15	and	and	CCONJ
fbem-26942	282	16	concepts	concept	NOUN
fbem-26942	282	17	for	for	ADP
fbem-26942	282	18	smart	smart	ADJ
fbem-26942	282	19	biomanufacturing	biomanufacturing	NOUN
fbem-26942	282	20	,	,	PUNCT
fbem-26942	282	21	pp	pp	ADJ
fbem-26942	282	22	.	.	PUNCT
fbem-26942	283	1	35–55	35–55	NUM
fbem-26942	283	2	.	.	PUNCT
fbem-26942	284	1	[	[	X
fbem-26942	284	2	6	6	NUM
fbem-26942	284	3	]	]	PUNCT
fbem-26942	284	4	anylogistix	anylogistix	NOUN
fbem-26942	284	5	:	:	PUNCT
fbem-26942	284	6	supply	supply	NOUN
fbem-26942	284	7	chain	chain	VERB
fbem-26942	284	8	digital	digital	ADJ
fbem-26942	284	9	twin	twin	PROPN
fbem-26942	284	10	and	and	CCONJ
fbem-26942	284	11	control	control	NOUN
fbem-26942	284	12	tower	tower	NOUN
fbem-26942	284	13	with	with	ADP
fbem-26942	284	14	anylogistix	anylogistix	PROPN
fbem-26942	284	15	.	.	PUNCT
fbem-26942	285	1	available	available	ADJ
fbem-26942	285	2	at	at	ADP
fbem-26942	285	3	:	:	PUNCT
fbem-26942	285	4	https://www.anylogistix.com/resources/videos/supply-chaindigital-twin-and-control-tower/	https://www.anylogistix.com/resources/videos/supply-chaindigital-twin-and-control-tower/	NUM
fbem-26942	285	5	accessed	access	VERB
fbem-26942	285	6	:	:	PUNCT
fbem-26942	285	7	24	24	NUM
fbem-26942	285	8	june	june	PROPN
fbem-26942	285	9	2024	2024	NUM
fbem-26942	285	10	.	.	PUNCT
fbem-26942	286	1	[	[	X
fbem-26942	286	2	7	7	X
fbem-26942	286	3	]	]	X
fbem-26942	286	4	h.	h.	PROPN
fbem-26942	286	5	kagermann	kagermann	PROPN
fbem-26942	286	6	,	,	PUNCT
fbem-26942	286	7	w.	w.	PROPN
fbem-26942	286	8	wahlster	wahlster	PROPN
fbem-26942	286	9	and	and	CCONJ
fbem-26942	286	10	j.	j.	PROPN
fbem-26942	286	11	helbig	helbig	PROPN
fbem-26942	286	12	:	:	PUNCT
fbem-26942	286	13	recommendations	recommendation	NOUN
fbem-26942	286	14	for	for	ADP
fbem-26942	286	15	implementing	implement	VERB
fbem-26942	286	16	the	the	DET
fbem-26942	286	17	strategic	strategic	ADJ
fbem-26942	286	18	initiative	initiative	NOUN
fbem-26942	286	19	industrie	industrie	NOUN
fbem-26942	286	20	4.0	4.0	NUM
fbem-26942	286	21	,	,	PUNCT
fbem-26942	286	22	acatech	acatech	NOUN
fbem-26942	286	23	–	–	PUNCT
fbem-26942	286	24	national	national	PROPN
fbem-26942	286	25	academy	academy	PROPN
fbem-26942	286	26	of	of	ADP
fbem-26942	286	27	science	science	NOUN
fbem-26942	286	28	and	and	CCONJ
fbem-26942	286	29	engineering	engineering	NOUN
fbem-26942	286	30	.	.	PUNCT
fbem-26942	287	1	[	[	X
fbem-26942	287	2	8	8	NUM
fbem-26942	287	3	]	]	PUNCT
fbem-26942	287	4	t.	t.	PROPN
fbem-26942	287	5	papadopoulos	papadopoulos	PROPN
fbem-26942	287	6	,	,	PUNCT
fbem-26942	287	7	a.	a.	NOUN
fbem-26942	287	8	gunasekaran	gunasekaran	NOUN
fbem-26942	287	9	,	,	PUNCT
fbem-26942	287	10	r.	r.	PROPN
fbem-26942	287	11	dubey	dubey	PROPN
fbem-26942	287	12	,	,	PUNCT
fbem-26942	287	13	n.	n.	NOUN
fbem-26942	287	14	altay	altay	NOUN
fbem-26942	287	15	,	,	PUNCT
fbem-26942	287	16	s.	s.	PROPN
fbem-26942	287	17	j.	j.	PROPN
fbem-26942	287	18	childe	childe	PROPN
fbem-26942	287	19	and	and	CCONJ
fbem-26942	287	20	s.	s.	PROPN
fbem-26942	287	21	f.	f.	PROPN
fbem-26942	287	22	wamba	wamba	PROPN
fbem-26942	287	23	:	:	PUNCT
fbem-26942	287	24	the	the	DET
fbem-26942	287	25	role	role	NOUN
fbem-26942	287	26	of	of	ADP
fbem-26942	287	27	big	big	ADJ
fbem-26942	287	28	data	datum	NOUN
fbem-26942	287	29	in	in	ADP
fbem-26942	287	30	explaining	explain	VERB
fbem-26942	287	31	disaster	disaster	NOUN
fbem-26942	287	32	resilience	resilience	NOUN
fbem-26942	287	33	in	in	ADP
fbem-26942	287	34	supply	supply	NOUN
fbem-26942	287	35	chains	chain	NOUN
fbem-26942	287	36	for	for	ADP
fbem-26942	287	37	sustainability	sustainability	NOUN
fbem-26942	287	38	,	,	PUNCT
fbem-26942	287	39	journal	journal	NOUN
fbem-26942	287	40	of	of	ADP
fbem-26942	287	41	cleaner	clean	ADJ
fbem-26942	287	42	production	production	NOUN
fbem-26942	287	43	,	,	PUNCT
fbem-26942	287	44	142(2	142(2	NUM
fbem-26942	287	45	)	)	PUNCT
fbem-26942	287	46	,	,	PUNCT
fbem-26942	287	47	pp	pp	ADJ
fbem-26942	287	48	.	.	PUNCT
fbem-26942	288	1	1108	1108	NUM
fbem-26942	288	2	-	-	SYM
fbem-26942	288	3	1118	1118	NUM
fbem-26942	288	4	.	.	PUNCT
fbem-26942	289	1	https://doi.org/10.1016/j.jclepro.2016.03.059	https://doi.org/10.1016/j.jclepro.2016.03.059	NUM
fbem-26942	289	2	.	.	PUNCT
fbem-26942	290	1	[	[	X
fbem-26942	290	2	9	9	NUM
fbem-26942	290	3	]	]	PUNCT
fbem-26942	290	4	m.	m.	NOUN
fbem-26942	290	5	grieves	grieve	VERB
fbem-26942	290	6	and	and	CCONJ
fbem-26942	290	7	j.	j.	PROPN
fbem-26942	290	8	vickers	vickers	PROPN
fbem-26942	290	9	:	:	PUNCT
fbem-26942	290	10	digital	digital	ADJ
fbem-26942	290	11	twin	twin	NOUN
fbem-26942	290	12	:	:	PUNCT
fbem-26942	290	13	mitigating	mitigate	VERB
fbem-26942	290	14	unpredictable	unpredictable	ADJ
fbem-26942	290	15	,	,	PUNCT
fbem-26942	290	16	undesirable	undesirable	ADJ
fbem-26942	290	17	emergent	emergent	ADJ
fbem-26942	290	18	behavior	behavior	NOUN
fbem-26942	290	19	in	in	ADP
fbem-26942	290	20	complex	complex	ADJ
fbem-26942	290	21	systems	system	NOUN
fbem-26942	290	22	,	,	PUNCT
fbem-26942	290	23	transdisciplinary	transdisciplinary	ADJ
fbem-26942	290	24	perspectives	perspective	NOUN
fbem-26942	290	25	on	on	ADP
fbem-26942	290	26	complex	complex	ADJ
fbem-26942	290	27	systems	system	NOUN
fbem-26942	290	28	:	:	PUNCT
fbem-26942	290	29	new	new	ADJ
fbem-26942	290	30	findings	finding	NOUN
fbem-26942	290	31	and	and	CCONJ
fbem-26942	290	32	approaches	approach	NOUN
fbem-26942	290	33	,	,	PUNCT
fbem-26942	290	34	pp	pp	PROPN
fbem-26942	290	35	.	.	PUNCT
fbem-26942	290	36	85	85	NUM
fbem-26942	290	37	-	-	SYM
fbem-26942	290	38	113	113	NUM
fbem-26942	290	39	.	.	PUNCT
fbem-26942	291	1	[	[	X
fbem-26942	291	2	10	10	NUM
fbem-26942	291	3	]	]	X
fbem-26942	291	4	e.	e.	PROPN
fbem-26942	291	5	glaessgen	glaessgen	PROPN
fbem-26942	291	6	and	and	CCONJ
fbem-26942	291	7	d.	d.	PROPN
fbem-26942	291	8	stargel	stargel	PROPN
fbem-26942	291	9	:	:	PUNCT
fbem-26942	291	10	the	the	DET
fbem-26942	291	11	digital	digital	ADJ
fbem-26942	291	12	twin	twin	ADJ
fbem-26942	291	13	paradigm	paradigm	NOUN
fbem-26942	291	14	for	for	ADP
fbem-26942	291	15	future	future	ADJ
fbem-26942	291	16	nasa	nasa	PROPN
fbem-26942	291	17	and	and	CCONJ
fbem-26942	291	18	us	us	PROPN
fbem-26942	291	19	air	air	NOUN
fbem-26942	291	20	force	force	NOUN
fbem-26942	291	21	vehicles	vehicle	NOUN
fbem-26942	291	22	,	,	PUNCT
fbem-26942	291	23	53rd	53rd	ADJ
fbem-26942	291	24	aiaa	aiaa	PROPN
fbem-26942	291	25	/	/	SYM
fbem-26942	291	26	asme	asme	PROPN
fbem-26942	291	27	/	/	SYM
fbem-26942	291	28	asce	asce	PROPN
fbem-26942	291	29	/	/	SYM
fbem-26942	291	30	ahs	ahs	PROPN
fbem-26942	291	31	/	/	SYM
fbem-26942	291	32	asc	asc	PROPN
fbem-26942	291	33	structures	structure	NOUN
fbem-26942	291	34	,	,	PUNCT
fbem-26942	291	35	structural	structural	ADJ
fbem-26942	291	36	dynamics	dynamic	NOUN
fbem-26942	291	37	and	and	CCONJ
fbem-26942	291	38	materials	material	NOUN
fbem-26942	291	39	conference	conference	NOUN
fbem-26942	291	40	20th	20th	ADJ
fbem-26942	291	41	aiaa	aiaa	PROPN
fbem-26942	291	42	/	/	SYM
fbem-26942	291	43	asme	asme	PROPN
fbem-26942	291	44	/	/	SYM
fbem-26942	291	45	ahs	ahs	PROPN
fbem-26942	291	46	adaptive	adaptive	ADJ
fbem-26942	291	47	structures	structure	NOUN
fbem-26942	291	48	conference	conference	VERB
fbem-26942	291	49	14th	14th	ADJ
fbem-26942	291	50	aiaa	aiaa	ADJ
fbem-26942	291	51	,	,	PUNCT
fbem-26942	291	52	pp	pp	ADJ
fbem-26942	291	53	.	.	PUNCT
fbem-26942	291	54	1818	1818	NUM
fbem-26942	291	55	.	.	PUNCT
fbem-26942	292	1	[	[	X
fbem-26942	292	2	11	11	NUM
fbem-26942	292	3	]	]	SYM
fbem-26942	292	4	redelinghuys	redelinghuy	NOUN
fbem-26942	292	5	,	,	PUNCT
fbem-26942	292	6	a.	a.	PROPN
fbem-26942	292	7	basson	basson	PROPN
fbem-26942	292	8	and	and	CCONJ
fbem-26942	292	9	k.	k.	PROPN
fbem-26942	292	10	kruger	kruger	PROPN
fbem-26942	292	11	:	:	PUNCT
fbem-26942	292	12	a	a	DET
fbem-26942	292	13	six	six	NUM
fbem-26942	292	14	-	-	PUNCT
fbem-26942	292	15	layer	layer	NOUN
fbem-26942	292	16	digital	digital	ADJ
fbem-26942	292	17	twin	twin	ADJ
fbem-26942	292	18	architecture	architecture	NOUN
fbem-26942	292	19	for	for	ADP
fbem-26942	292	20	a	a	DET
fbem-26942	292	21	manufacturing	manufacturing	NOUN
fbem-26942	292	22	cell	cell	NOUN
fbem-26942	292	23	,	,	PUNCT
fbem-26942	292	24	in	in	ADP
fbem-26942	292	25	t.	t.	PROPN
fbem-26942	292	26	borangiu	borangiu	PROPN
fbem-26942	292	27	,	,	PUNCT
fbem-26942	292	28	d.	d.	PROPN
fbem-26942	292	29	trentesaux	trentesaux	PROPN
fbem-26942	292	30	,	,	PUNCT
fbem-26942	292	31	a.	a.	PROPN
fbem-26942	292	32	thomas	thomas	PROPN
fbem-26942	292	33	and	and	CCONJ
fbem-26942	292	34	s.	s.	PROPN
fbem-26942	292	35	cavalieri	cavalieri	PROPN
fbem-26942	292	36	(	(	PUNCT
fbem-26942	292	37	eds	eds	PROPN
fbem-26942	292	38	)	)	PUNCT
fbem-26942	292	39	service	service	NOUN
fbem-26942	292	40	orientation	orientation	NOUN
fbem-26942	292	41	in	in	ADP
fbem-26942	292	42	holonic	holonic	ADJ
fbem-26942	292	43	and	and	CCONJ
fbem-26942	292	44	multi	multi	ADJ
fbem-26942	292	45	-	-	ADJ
fbem-26942	292	46	agent	agent	ADJ
fbem-26942	292	47	manufacturing	manufacturing	NOUN
fbem-26942	292	48	,	,	PUNCT
fbem-26942	292	49	springer	springer	NOUN
fbem-26942	292	50	international	international	ADJ
fbem-26942	292	51	publishing	publishing	NOUN
fbem-26942	292	52	,	,	PUNCT
fbem-26942	292	53	cham	cham	PROPN
fbem-26942	292	54	,	,	PUNCT
fbem-26942	292	55	pp	pp	X
fbem-26942	292	56	.	.	PUNCT
fbem-26942	293	1	412	412	NUM
fbem-26942	293	2	-	-	SYM
fbem-26942	293	3	423	423	NUM
fbem-26942	293	4	.	.	PUNCT
fbem-26942	294	1	[	[	X
fbem-26942	294	2	12	12	NUM
fbem-26942	294	3	]	]	X
fbem-26942	294	4	f.	f.	PROPN
fbem-26942	294	5	strozzi	strozzi	PROPN
fbem-26942	294	6	,	,	PUNCT
fbem-26942	294	7	c.	c.	PROPN
fbem-26942	294	8	colicchia	colicchia	PROPN
fbem-26942	294	9	,	,	PUNCT
fbem-26942	294	10	a.	a.	NOUN
fbem-26942	294	11	creazza	creazza	NOUN
fbem-26942	294	12	and	and	CCONJ
fbem-26942	294	13	c.	c.	PROPN
fbem-26942	294	14	noè	noè	PROPN
fbem-26942	294	15	:	:	PUNCT
fbem-26942	294	16	literature	literature	NOUN
fbem-26942	294	17	review	review	NOUN
fbem-26942	294	18	on	on	ADP
fbem-26942	294	19	the	the	DET
fbem-26942	294	20	“	"	PUNCT
fbem-26942	294	21	smart	smart	ADJ
fbem-26942	294	22	factory	factory	NOUN
fbem-26942	294	23	”	"	PUNCT
fbem-26942	294	24	concept	concept	NOUN
fbem-26942	294	25	using	use	VERB
fbem-26942	294	26	bibliometric	bibliometric	ADJ
fbem-26942	294	27	tools	tool	NOUN
fbem-26942	294	28	,	,	PUNCT
fbem-26942	294	29	international	international	ADJ
fbem-26942	294	30	journal	journal	NOUN
fbem-26942	294	31	of	of	ADP
fbem-26942	294	32	production	production	NOUN
fbem-26942	294	33	research	research	NOUN
fbem-26942	294	34	,	,	PUNCT
fbem-26942	294	35	55(22	55(22	NUM
fbem-26942	294	36	)	)	PUNCT
fbem-26942	294	37	,	,	PUNCT
fbem-26942	294	38	pp	pp	ADJ
fbem-26942	294	39	.	.	PUNCT
fbem-26942	295	1	65726591	65726591	NUM
fbem-26942	295	2	.	.	PUNCT
fbem-26942	296	1	https://doi.org/10.1080/00207543.2017.1326643	https://doi.org/10.1080/00207543.2017.1326643	X
fbem-26942	296	2	.	.	PUNCT
fbem-26942	297	1	[	[	X
fbem-26942	297	2	13	13	NUM
fbem-26942	297	3	]	]	PUNCT
fbem-26942	297	4	s.	s.	PROPN
fbem-26942	297	5	s.	s.	PROPN
fbem-26942	297	6	sheuly	sheuly	PROPN
fbem-26942	297	7	,	,	PUNCT
fbem-26942	297	8	m.	m.	NOUN
fbem-26942	297	9	u.	u.	PROPN
fbem-26942	297	10	ahmed	ahmed	PROPN
fbem-26942	297	11	and	and	CCONJ
fbem-26942	297	12	s.	s.	PROPN
fbem-26942	297	13	begum	begum	PROPN
fbem-26942	297	14	:	:	PUNCT
fbem-26942	297	15	machine	machine	NOUN
fbem-26942	297	16	-	-	PUNCT
fbem-26942	297	17	learningbased	learningbase	VERB
fbem-26942	297	18	digital	digital	ADJ
fbem-26942	297	19	twin	twin	NOUN
fbem-26942	297	20	in	in	ADP
fbem-26942	297	21	manufacturing	manufacturing	NOUN
fbem-26942	297	22	:	:	PUNCT
fbem-26942	297	23	a	a	DET
fbem-26942	297	24	bibliometric	bibliometric	ADJ
fbem-26942	297	25	analysis	analysis	NOUN
fbem-26942	297	26	and	and	CCONJ
fbem-26942	297	27	evolutionary	evolutionary	ADJ
fbem-26942	297	28	overview	overview	NOUN
fbem-26942	297	29	,	,	PUNCT
fbem-26942	297	30	applied	apply	VERB
fbem-26942	297	31	sciences	science	NOUN
fbem-26942	297	32	,	,	PUNCT
fbem-26942	297	33	12(13	12(13	NUM
fbem-26942	297	34	)	)	PUNCT
fbem-26942	297	35	,	,	PUNCT
fbem-26942	297	36	p.	p.	NOUN
fbem-26942	297	37	6512	6512	NUM
fbem-26942	297	38	.	.	PUNCT
fbem-26942	298	1	https://doi.org/10.3390/app12136512	https://doi.org/10.3390/app12136512	X
fbem-26942	298	2	.	.	PUNCT
fbem-26942	299	1	[	[	X
fbem-26942	299	2	14	14	NUM
fbem-26942	299	3	]	]	X
fbem-26942	299	4	t.	t.	NOUN
fbem-26942	299	5	erol	erol	PROPN
fbem-26942	299	6	,	,	PUNCT
fbem-26942	299	7	a.	a.	PROPN
fbem-26942	299	8	f.	f.	PROPN
fbem-26942	299	9	mendi	mendi	PROPN
fbem-26942	299	10	and	and	CCONJ
fbem-26942	299	11	d.	d.	PROPN
fbem-26942	299	12	doğan	doğan	PROPN
fbem-26942	299	13	:	:	PUNCT
fbem-26942	299	14	the	the	DET
fbem-26942	299	15	digital	digital	ADJ
fbem-26942	299	16	twin	twin	ADJ
fbem-26942	299	17	revolution	revolution	NOUN
fbem-26942	299	18	in	in	ADP
fbem-26942	299	19	healthcare	healthcare	PROPN
fbem-26942	299	20	,	,	PUNCT
fbem-26942	299	21	2020	2020	NUM
fbem-26942	299	22	4th	4th	ADJ
fbem-26942	299	23	international	international	ADJ
fbem-26942	299	24	symposium	symposium	NOUN
fbem-26942	299	25	on	on	ADP
fbem-26942	299	26	multidisciplinary	multidisciplinary	ADJ
fbem-26942	299	27	studies	study	NOUN
fbem-26942	299	28	and	and	CCONJ
fbem-26942	299	29	innovative	innovative	ADJ
fbem-26942	299	30	technologies	technology	NOUN
fbem-26942	299	31	(	(	PUNCT
fbem-26942	299	32	ismsit	ismsit	NOUN
fbem-26942	299	33	)	)	PUNCT
fbem-26942	299	34	,	,	PUNCT
fbem-26942	299	35	pp	pp	ADJ
fbem-26942	299	36	.	.	PUNCT
fbem-26942	300	1	1	1	NUM
fbem-26942	300	2	-	-	SYM
fbem-26942	300	3	7	7	NUM
fbem-26942	300	4	.	.	NOUN
fbem-26942	300	5	351	351	NUM
fbem-26942	301	1	[	[	X
fbem-26942	301	2	15	15	NUM
fbem-26942	301	3	]	]	X
fbem-26942	301	4	n.	n.	NOUN
fbem-26942	301	5	chandrasekaran	chandrasekaran	PROPN
fbem-26942	301	6	and	and	CCONJ
fbem-26942	301	7	s.	s.	PROPN
fbem-26942	301	8	m.	m.	PROPN
fbem-26942	301	9	kumar	kumar	PROPN
fbem-26942	301	10	:	:	PUNCT
fbem-26942	301	11	pharmaceutical	pharmaceutical	ADJ
fbem-26942	301	12	supply	supply	NOUN
fbem-26942	301	13	chain	chain	NOUN
fbem-26942	301	14	challenges	challenge	NOUN
fbem-26942	301	15	and	and	CCONJ
fbem-26942	301	16	best	good	ADJ
fbem-26942	301	17	practices	practice	NOUN
fbem-26942	301	18	,	,	PUNCT
fbem-26942	301	19	working	working	NOUN
fbem-26942	301	20	paper	paper	NOUN
fbem-26942	301	21	,	,	PUNCT
fbem-26942	301	22	cii	cii	PROPN
fbem-26942	301	23	–	–	PUNCT
fbem-26942	301	24	institute	institute	NOUN
fbem-26942	301	25	of	of	ADP
fbem-26942	301	26	logistics	logistic	NOUN
fbem-26942	301	27	,	,	PUNCT
fbem-26942	301	28	indian	indian	PROPN
fbem-26942	301	29	.	.	PUNCT
fbem-26942	302	1	[	[	X
fbem-26942	302	2	16	16	NUM
fbem-26942	302	3	]	]	X
fbem-26942	302	4	m.	m.	NOUN
fbem-26942	302	5	christopher	christopher	PROPN
fbem-26942	302	6	:	:	PUNCT
fbem-26942	302	7	the	the	DET
fbem-26942	302	8	agile	agile	ADJ
fbem-26942	302	9	supply	supply	NOUN
fbem-26942	302	10	chain	chain	NOUN
fbem-26942	302	11	:	:	PUNCT
fbem-26942	302	12	competing	compete	VERB
fbem-26942	302	13	in	in	ADP
fbem-26942	302	14	volatile	volatile	ADJ
fbem-26942	302	15	markets	market	NOUN
fbem-26942	302	16	,	,	PUNCT
fbem-26942	302	17	industrial	industrial	ADJ
fbem-26942	302	18	marketing	marketing	NOUN
fbem-26942	302	19	management	management	NOUN
fbem-26942	302	20	,	,	PUNCT
fbem-26942	302	21	29(1	29(1	NUM
fbem-26942	302	22	)	)	PUNCT
fbem-26942	302	23	,	,	PUNCT
fbem-26942	302	24	pp	pp	ADJ
fbem-26942	302	25	.	.	PUNCT
fbem-26942	303	1	37	37	NUM
fbem-26942	303	2	-	-	SYM
fbem-26942	303	3	44	44	NUM
fbem-26942	303	4	.	.	PUNCT
fbem-26942	304	1	[	[	X
fbem-26942	304	2	17	17	NUM
fbem-26942	304	3	]	]	PUNCT
fbem-26942	304	4	gunasekaran	gunasekaran	NOUN
fbem-26942	304	5	,	,	PUNCT
fbem-26942	304	6	c.	c.	PROPN
fbem-26942	304	7	patel	patel	PROPN
fbem-26942	304	8	and	and	CCONJ
fbem-26942	304	9	r.	r.	PROPN
fbem-26942	304	10	e.	e.	PROPN
fbem-26942	304	11	mcgaughey	mcgaughey	PROPN
fbem-26942	304	12	:	:	PUNCT
fbem-26942	304	13	a	a	DET
fbem-26942	304	14	framework	framework	NOUN
fbem-26942	304	15	for	for	ADP
fbem-26942	304	16	supply	supply	NOUN
fbem-26942	304	17	chain	chain	NOUN
fbem-26942	304	18	performance	performance	NOUN
fbem-26942	304	19	measurement	measurement	NOUN
fbem-26942	304	20	,	,	PUNCT
fbem-26942	304	21	international	international	ADJ
fbem-26942	304	22	journal	journal	NOUN
fbem-26942	304	23	of	of	ADP
fbem-26942	304	24	production	production	NOUN
fbem-26942	304	25	economics	economic	NOUN
fbem-26942	304	26	,	,	PUNCT
fbem-26942	304	27	87(3	87(3	NOUN
fbem-26942	304	28	)	)	PUNCT
fbem-26942	304	29	,	,	PUNCT
fbem-26942	304	30	pp	pp	ADJ
fbem-26942	304	31	.	.	PUNCT
fbem-26942	305	1	333	333	NUM
fbem-26942	305	2	-	-	SYM
fbem-26942	305	3	347	347	NUM
fbem-26942	305	4	.	.	PUNCT
fbem-26942	306	1	[	[	X
fbem-26942	306	2	18	18	NUM
fbem-26942	306	3	]	]	X
fbem-26942	306	4	y.	y.	PROPN
fbem-26942	306	5	y.	y.	PROPN
fbem-26942	306	6	yusuf	yusuf	PROPN
fbem-26942	306	7	,	,	PUNCT
fbem-26942	306	8	a.	a.	NOUN
fbem-26942	306	9	gunasekaran	gunasekaran	NOUN
fbem-26942	306	10	,	,	PUNCT
fbem-26942	306	11	e.	e.	PROPN
fbem-26942	306	12	o.	o.	PROPN
fbem-26942	306	13	adeleye	adeleye	PROPN
fbem-26942	306	14	and	and	CCONJ
fbem-26942	306	15	k.	k.	PROPN
fbem-26942	306	16	sivayoganathan	sivayoganathan	PROPN
fbem-26942	306	17	:	:	PUNCT
fbem-26942	306	18	agile	agile	ADJ
fbem-26942	306	19	supply	supply	NOUN
fbem-26942	306	20	chain	chain	NOUN
fbem-26942	306	21	capabilities	capability	NOUN
fbem-26942	306	22	:	:	PUNCT
fbem-26942	306	23	determinants	determinant	NOUN
fbem-26942	306	24	of	of	ADP
fbem-26942	306	25	competitive	competitive	ADJ
fbem-26942	306	26	objectives	objective	NOUN
fbem-26942	306	27	,	,	PUNCT
fbem-26942	306	28	european	european	ADJ
fbem-26942	306	29	journal	journal	PROPN
fbem-26942	306	30	of	of	ADP
fbem-26942	306	31	operational	operational	ADJ
fbem-26942	306	32	research	research	NOUN
fbem-26942	306	33	,	,	PUNCT
fbem-26942	306	34	159(2	159(2	NUM
fbem-26942	306	35	)	)	PUNCT
fbem-26942	306	36	,	,	PUNCT
fbem-26942	306	37	pp	pp	PROPN
fbem-26942	306	38	.	.	PUNCT
fbem-26942	307	1	379	379	NUM
fbem-26942	307	2	-	-	SYM
fbem-26942	307	3	392	392	NUM
fbem-26942	307	4	.	.	PUNCT
fbem-26942	308	1	[	[	X
fbem-26942	308	2	19	19	NUM
fbem-26942	308	3	]	]	X
fbem-26942	308	4	p.	p.	NOUN
fbem-26942	308	5	m.	m.	PROPN
fbem-26942	308	6	swafford	swafford	PROPN
fbem-26942	308	7	,	,	PUNCT
fbem-26942	308	8	s.	s.	PROPN
fbem-26942	308	9	ghosh	ghosh	PROPN
fbem-26942	308	10	and	and	CCONJ
fbem-26942	308	11	n.	n.	PROPN
fbem-26942	308	12	murthy	murthy	PROPN
fbem-26942	308	13	:	:	PUNCT
fbem-26942	308	14	achieving	achieve	VERB
fbem-26942	308	15	supply	supply	NOUN
fbem-26942	308	16	chain	chain	NOUN
fbem-26942	308	17	agility	agility	NOUN
fbem-26942	308	18	through	through	ADP
fbem-26942	308	19	it	it	PRON
fbem-26942	308	20	integration	integration	NOUN
fbem-26942	308	21	and	and	CCONJ
fbem-26942	308	22	flexibility	flexibility	NOUN
fbem-26942	308	23	,	,	PUNCT
fbem-26942	308	24	international	international	ADJ
fbem-26942	308	25	journal	journal	NOUN
fbem-26942	308	26	of	of	ADP
fbem-26942	308	27	production	production	NOUN
fbem-26942	308	28	economics	economic	NOUN
fbem-26942	308	29	,	,	PUNCT
fbem-26942	308	30	116(2	116(2	NUM
fbem-26942	308	31	)	)	PUNCT
fbem-26942	308	32	,	,	PUNCT
fbem-26942	308	33	pp	pp	ADJ
fbem-26942	308	34	.	.	PUNCT
fbem-26942	309	1	288	288	NUM
fbem-26942	309	2	-	-	SYM
fbem-26942	309	3	297	297	NUM
fbem-26942	309	4	.	.	PUNCT
fbem-26942	310	1	[	[	X
fbem-26942	310	2	20	20	NUM
fbem-26942	310	3	]	]	PUNCT
fbem-26942	310	4	ey	ey	NOUN
fbem-26942	310	5	:	:	PUNCT
fbem-26942	310	6	can	can	AUX
fbem-26942	310	7	a	a	DET
fbem-26942	310	8	supply	supply	NOUN
fbem-26942	310	9	chain	chain	NOUN
fbem-26942	310	10	digital	digital	ADJ
fbem-26942	310	11	twin	twin	NOUN
fbem-26942	310	12	make	make	VERB
fbem-26942	310	13	you	you	PRON
fbem-26942	310	14	twice	twice	ADV
fbem-26942	310	15	as	as	ADV
fbem-26942	310	16	agile	agile	ADJ
fbem-26942	310	17	?	?	PUNCT
fbem-26942	311	1	available	available	ADJ
fbem-26942	311	2	at	at	ADP
fbem-26942	311	3	:	:	PUNCT
fbem-26942	311	4	https://www.ey.com/en_gl/insights/advancedmanufacturing/can-a-supply-chain-digital-twin-make-youtwice-as-agile	https://www.ey.com/en_gl/insights/advancedmanufacturing/can-a-supply-chain-digital-twin-make-youtwice-as-agile	NOUN
fbem-26942	311	5	accessed	access	VERB
fbem-26942	311	6	:	:	PUNCT
fbem-26942	311	7	24	24	NUM
fbem-26942	311	8	june	june	PROPN
fbem-26942	311	9	2024	2024	NUM
fbem-26942	311	10	.	.	PUNCT
fbem-26942	312	1	[	[	X
fbem-26942	312	2	21	21	NUM
fbem-26942	312	3	]	]	X
fbem-26942	312	4	d.	d.	PROPN
fbem-26942	312	5	burgos	burgos	PROPN
fbem-26942	312	6	and	and	CCONJ
fbem-26942	312	7	d.	d.	PROPN
fbem-26942	312	8	ivanov	ivanov	PROPN
fbem-26942	312	9	:	:	PUNCT
fbem-26942	312	10	food	food	NOUN
fbem-26942	312	11	retail	retail	ADJ
fbem-26942	312	12	supply	supply	NOUN
fbem-26942	312	13	chain	chain	NOUN
fbem-26942	312	14	resilience	resilience	NOUN
fbem-26942	312	15	and	and	CCONJ
fbem-26942	312	16	the	the	DET
fbem-26942	312	17	covid-19	covid-19	PROPN
fbem-26942	312	18	pandemic	pandemic	NOUN
fbem-26942	312	19	:	:	PUNCT
fbem-26942	312	20	a	a	DET
fbem-26942	312	21	digital	digital	ADJ
fbem-26942	312	22	twin	twin	NOUN
fbem-26942	312	23	-	-	PUNCT
fbem-26942	312	24	based	base	VERB
fbem-26942	312	25	impact	impact	NOUN
fbem-26942	312	26	analysis	analysis	NOUN
fbem-26942	312	27	and	and	CCONJ
fbem-26942	312	28	improvement	improvement	NOUN
fbem-26942	312	29	directions	direction	NOUN
fbem-26942	312	30	,	,	PUNCT
fbem-26942	312	31	transportation	transportation	NOUN
fbem-26942	312	32	research	research	NOUN
fbem-26942	312	33	part	part	NOUN
fbem-26942	312	34	e	e	NOUN
fbem-26942	312	35	:	:	PUNCT
fbem-26942	312	36	logistics	logistic	NOUN
fbem-26942	312	37	and	and	CCONJ
fbem-26942	312	38	transportation	transportation	NOUN
fbem-26942	312	39	review	review	NOUN
fbem-26942	312	40	,	,	PUNCT
fbem-26942	312	41	152	152	NUM
fbem-26942	312	42	,	,	PUNCT
fbem-26942	312	43	p.	p.	NOUN
fbem-26942	312	44	102412	102412	NUM
fbem-26942	312	45	.	.	PUNCT
fbem-26942	313	1	[	[	X
fbem-26942	313	2	22	22	NUM
fbem-26942	313	3	]	]	PUNCT
fbem-26942	313	4	ö.	ö.	NOUN
fbem-26942	313	5	tozanli	tozanli	PROPN
fbem-26942	313	6	and	and	CCONJ
fbem-26942	313	7	m.	m.	PROPN
fbem-26942	313	8	j.	j.	PROPN
fbem-26942	313	9	saénz	saénz	PROPN
fbem-26942	313	10	:	:	PUNCT
fbem-26942	313	11	unlocking	unlock	VERB
fbem-26942	313	12	the	the	DET
fbem-26942	313	13	potential	potential	NOUN
fbem-26942	313	14	of	of	ADP
fbem-26942	313	15	digital	digital	ADJ
fbem-26942	313	16	twins	twin	NOUN
fbem-26942	313	17	in	in	ADP
fbem-26942	313	18	supply	supply	NOUN
fbem-26942	313	19	chains	chain	NOUN
fbem-26942	313	20	,	,	PUNCT
fbem-26942	313	21	mit	mit	PROPN
fbem-26942	313	22	sloan	sloan	PROPN
fbem-26942	313	23	management	management	PROPN
fbem-26942	313	24	review	review	PROPN
fbem-26942	313	25	,	,	PUNCT
fbem-26942	313	26	63(4	63(4	NOUN
fbem-26942	313	27	)	)	PUNCT
fbem-26942	313	28	,	,	PUNCT
fbem-26942	313	29	pp	pp	ADP
fbem-26942	313	30	.	.	PUNCT
fbem-26942	314	1	1	1	NUM
fbem-26942	314	2	-	-	SYM
fbem-26942	314	3	4	4	NUM
fbem-26942	314	4	.	.	PUNCT
fbem-26942	315	1	[	[	X
fbem-26942	315	2	23	23	NUM
fbem-26942	315	3	]	]	X
fbem-26942	315	4	j.	j.	PROPN
fbem-26942	315	5	srai	srai	PROPN
fbem-26942	315	6	and	and	CCONJ
fbem-26942	315	7	e.	e.	PROPN
fbem-26942	315	8	settanni	settanni	PROPN
fbem-26942	315	9	:	:	PUNCT
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fbem-26942	315	11	chain	chain	NOUN
fbem-26942	315	12	digital	digital	ADJ
fbem-26942	315	13	twins	twin	NOUN
fbem-26942	315	14	:	:	PUNCT
fbem-26942	315	15	opportunities	opportunity	NOUN
fbem-26942	315	16	and	and	CCONJ
fbem-26942	315	17	challenges	challenge	NOUN
fbem-26942	315	18	beyond	beyond	ADP
fbem-26942	315	19	the	the	DET
fbem-26942	315	20	hype	hype	NOUN
fbem-26942	315	21	,	,	PUNCT
fbem-26942	315	22	international	international	ADJ
fbem-26942	315	23	journal	journal	NOUN
fbem-26942	315	24	of	of	ADP
fbem-26942	315	25	production	production	NOUN
fbem-26942	315	26	research	research	NOUN
fbem-26942	315	27	,	,	PUNCT
fbem-26942	315	28	57(12	57(12	NUM
fbem-26942	315	29	)	)	PUNCT
fbem-26942	315	30	,	,	PUNCT
fbem-26942	315	31	pp	pp	ADP
fbem-26942	315	32	.	.	PUNCT
fbem-26942	316	1	1	1	NUM
fbem-26942	316	2	-	-	SYM
fbem-26942	316	3	15	15	NUM
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fbem-26942	317	1	[	[	X
fbem-26942	317	2	24	24	NUM
fbem-26942	317	3	]	]	X
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fbem-26942	317	5	ivanov	ivanov	PROPN
fbem-26942	317	6	,	,	PUNCT
fbem-26942	317	7	a.	a.	NOUN
fbem-26942	317	8	dolgui	dolgui	NOUN
fbem-26942	317	9	and	and	CCONJ
fbem-26942	317	10	b.	b.	PROPN
fbem-26942	317	11	sokolov	sokolov	PROPN
fbem-26942	317	12	:	:	PUNCT
fbem-26942	317	13	the	the	DET
fbem-26942	317	14	impact	impact	NOUN
fbem-26942	317	15	of	of	ADP
fbem-26942	317	16	digital	digital	ADJ
fbem-26942	317	17	technology	technology	NOUN
fbem-26942	317	18	and	and	CCONJ
fbem-26942	317	19	industry	industry	NOUN
fbem-26942	317	20	4.0	4.0	NUM
fbem-26942	317	21	on	on	ADP
fbem-26942	317	22	the	the	DET
fbem-26942	317	23	ripple	ripple	ADJ
fbem-26942	317	24	effect	effect	NOUN
fbem-26942	317	25	and	and	CCONJ
fbem-26942	317	26	supply	supply	NOUN
fbem-26942	317	27	chain	chain	NOUN
fbem-26942	317	28	risk	risk	NOUN
fbem-26942	317	29	analytics	analytic	NOUN
fbem-26942	317	30	,	,	PUNCT
fbem-26942	317	31	international	international	ADJ
fbem-26942	317	32	journal	journal	NOUN
fbem-26942	317	33	of	of	ADP
fbem-26942	317	34	production	production	NOUN
fbem-26942	317	35	research	research	NOUN
fbem-26942	317	36	,	,	PUNCT
fbem-26942	317	37	57(3	57(3	NUM
fbem-26942	317	38	)	)	PUNCT
fbem-26942	317	39	,	,	PUNCT
fbem-26942	317	40	pp	pp	PROPN
fbem-26942	317	41	.	.	PUNCT
fbem-26942	317	42	829	829	NUM
fbem-26942	317	43	-	-	SYM
fbem-26942	317	44	846	846	NUM
fbem-26942	317	45	.	.	PUNCT
fbem-26942	318	1	[	[	X
fbem-26942	318	2	25	25	NUM
fbem-26942	318	3	]	]	PUNCT
fbem-26942	318	4	rajabzadeh	rajabzadeh	ADJ
fbem-26942	318	5	ghatari	ghatari	NOUN
fbem-26942	318	6	,	,	PUNCT
fbem-26942	318	7	g.	g.	PROPN
fbem-26942	318	8	mehralian	mehralian	PROPN
fbem-26942	318	9	,	,	PUNCT
fbem-26942	318	10	f.	f.	PROPN
fbem-26942	318	11	zarenezhad	zarenezhad	PROPN
fbem-26942	318	12	and	and	CCONJ
fbem-26942	318	13	h.	h.	PROPN
fbem-26942	318	14	r.	r.	PROPN
fbem-26942	318	15	rasekh	rasekh	PROPN
fbem-26942	318	16	:	:	PUNCT
fbem-26942	318	17	developing	develop	VERB
fbem-26942	318	18	a	a	DET
fbem-26942	318	19	model	model	NOUN
fbem-26942	318	20	for	for	ADP
fbem-26942	318	21	agile	agile	ADJ
fbem-26942	318	22	supply	supply	NOUN
fbem-26942	318	23	:	:	PUNCT
fbem-26942	318	24	an	an	DET
fbem-26942	318	25	empirical	empirical	ADJ
fbem-26942	318	26	study	study	NOUN
fbem-26942	318	27	from	from	ADP
fbem-26942	318	28	iranian	iranian	ADJ
fbem-26942	318	29	pharmaceutical	pharmaceutical	NOUN
fbem-26942	318	30	supply	supply	NOUN
fbem-26942	318	31	chain	chain	NOUN
fbem-26942	318	32	,	,	PUNCT
fbem-26942	318	33	iran	iran	PROPN
fbem-26942	318	34	j	j	PROPN
fbem-26942	318	35	pharm	pharm	PROPN
fbem-26942	318	36	res	re	NOUN
fbem-26942	318	37	,	,	PUNCT
fbem-26942	318	38	12(suppl	12(suppl	NUM
fbem-26942	318	39	)	)	PUNCT
fbem-26942	318	40	,	,	PUNCT
fbem-26942	318	41	pp	pp	ADP
fbem-26942	318	42	.	.	PUNCT
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fbem-26942	319	2	-	-	SYM
fbem-26942	319	3	205	205	NUM
fbem-26942	319	4	.	.	PUNCT
fbem-26942	320	1	[	[	X
fbem-26942	320	2	26	26	NUM
fbem-26942	320	3	]	]	X
fbem-26942	320	4	h.	h.	PROPN
fbem-26942	320	5	l.	l.	PROPN
fbem-26942	320	6	lee	lee	PROPN
fbem-26942	320	7	,	,	PUNCT
fbem-26942	320	8	v.	v.	ADP
fbem-26942	320	9	padmanabhan	padmanabhan	PROPN
fbem-26942	320	10	and	and	CCONJ
fbem-26942	320	11	s.	s.	PROPN
fbem-26942	320	12	whang	whang	PROPN
fbem-26942	320	13	:	:	PUNCT
fbem-26942	320	14	information	information	NOUN
fbem-26942	320	15	distortion	distortion	NOUN
fbem-26942	320	16	in	in	ADP
fbem-26942	320	17	a	a	DET
fbem-26942	320	18	supply	supply	NOUN
fbem-26942	320	19	chain	chain	NOUN
fbem-26942	320	20	:	:	PUNCT
fbem-26942	320	21	the	the	DET
fbem-26942	320	22	bullwhip	bullwhip	NOUN
fbem-26942	320	23	effect	effect	NOUN
fbem-26942	320	24	,	,	PUNCT
fbem-26942	320	25	management	management	NOUN
fbem-26942	320	26	science	science	NOUN
fbem-26942	320	27	,	,	PUNCT
fbem-26942	320	28	43(4	43(4	NOUN
fbem-26942	320	29	)	)	PUNCT
fbem-26942	320	30	,	,	PUNCT
fbem-26942	320	31	pp	pp	ADP
fbem-26942	320	32	.	.	PUNCT
fbem-26942	321	1	546–558	546–558	NUM
fbem-26942	321	2	.	.	PUNCT
fbem-26942	322	1	[	[	X
fbem-26942	322	2	27	27	NUM
fbem-26942	322	3	]	]	X
fbem-26942	322	4	j.	j.	PROPN
fbem-26942	322	5	feizabadi	feizabadi	PROPN
fbem-26942	322	6	:	:	PUNCT
fbem-26942	322	7	machine	machine	NOUN
fbem-26942	322	8	learning	learn	VERB
fbem-26942	322	9	demand	demand	NOUN
fbem-26942	322	10	forecasting	forecasting	NOUN
fbem-26942	322	11	and	and	CCONJ
fbem-26942	322	12	supply	supply	NOUN
fbem-26942	322	13	chain	chain	NOUN
fbem-26942	322	14	performance	performance	NOUN
fbem-26942	322	15	,	,	PUNCT
fbem-26942	322	16	international	international	ADJ
fbem-26942	322	17	journal	journal	NOUN
fbem-26942	322	18	of	of	ADP
fbem-26942	322	19	logistics	logistic	NOUN
fbem-26942	322	20	research	research	NOUN
fbem-26942	322	21	and	and	CCONJ
fbem-26942	322	22	applications	application	NOUN
fbem-26942	322	23	,	,	PUNCT
fbem-26942	322	24	25(2	25(2	NUM
fbem-26942	322	25	)	)	PUNCT
fbem-26942	322	26	,	,	PUNCT
fbem-26942	322	27	pp	pp	ADP
fbem-26942	322	28	.	.	PUNCT
fbem-26942	323	1	119–142	119–142	NUM
fbem-26942	323	2	.	.	PUNCT
fbem-26942	324	1	https://doi.org/10.1080/13675567.2020.1803246	https://doi.org/10.1080/13675567.2020.1803246	X
fbem-26942	324	2	.	.	PUNCT
fbem-26942	325	1	[	[	X
fbem-26942	325	2	28	28	NUM
fbem-26942	325	3	]	]	X
fbem-26942	325	4	v.	v.	CCONJ
fbem-26942	325	5	giard	giard	NOUN
fbem-26942	325	6	and	and	CCONJ
fbem-26942	325	7	m.	m.	PROPN
fbem-26942	325	8	sali	sali	PROPN
fbem-26942	325	9	:	:	PUNCT
fbem-26942	325	10	the	the	DET
fbem-26942	325	11	bullwhip	bullwhip	NOUN
fbem-26942	325	12	effect	effect	NOUN
fbem-26942	325	13	in	in	ADP
fbem-26942	325	14	supply	supply	NOUN
fbem-26942	325	15	chains	chain	NOUN
fbem-26942	325	16	:	:	PUNCT
fbem-26942	325	17	a	a	DET
fbem-26942	325	18	study	study	NOUN
fbem-26942	325	19	of	of	ADP
fbem-26942	325	20	contingent	contingent	NOUN
fbem-26942	325	21	and	and	CCONJ
fbem-26942	325	22	incomplete	incomplete	ADJ
fbem-26942	325	23	literature	literature	NOUN
fbem-26942	325	24	,	,	PUNCT
fbem-26942	325	25	international	international	ADJ
fbem-26942	325	26	journal	journal	NOUN
fbem-26942	325	27	of	of	ADP
fbem-26942	325	28	production	production	NOUN
fbem-26942	325	29	research	research	NOUN
fbem-26942	325	30	,	,	PUNCT
fbem-26942	325	31	51(13	51(13	NUM
fbem-26942	325	32	)	)	PUNCT
fbem-26942	325	33	,	,	PUNCT
fbem-26942	325	34	pp	pp	ADP
fbem-26942	325	35	.	.	PUNCT
fbem-26942	325	36	3880–3893	3880–3893	NUM
fbem-26942	325	37	.	.	PUNCT
fbem-26942	326	1	[	[	X
fbem-26942	326	2	29	29	NUM
fbem-26942	326	3	]	]	X
fbem-26942	326	4	d.	d.	PROPN
fbem-26942	326	5	ivanov	ivanov	PROPN
fbem-26942	326	6	and	and	CCONJ
fbem-26942	326	7	a.	a.	NOUN
fbem-26942	326	8	dolgui	dolgui	PROPN
fbem-26942	326	9	:	:	PUNCT
fbem-26942	326	10	a	a	DET
fbem-26942	326	11	digital	digital	ADJ
fbem-26942	326	12	supply	supply	NOUN
fbem-26942	326	13	chain	chain	NOUN
fbem-26942	326	14	twin	twin	NOUN
fbem-26942	326	15	for	for	ADP
fbem-26942	326	16	managing	manage	VERB
fbem-26942	326	17	the	the	DET
fbem-26942	326	18	disruption	disruption	NOUN
fbem-26942	326	19	risks	risk	NOUN
fbem-26942	326	20	and	and	CCONJ
fbem-26942	326	21	resilience	resilience	NOUN
fbem-26942	326	22	in	in	ADP
fbem-26942	326	23	the	the	DET
fbem-26942	326	24	era	era	NOUN
fbem-26942	326	25	of	of	ADP
fbem-26942	326	26	industry	industry	NOUN
fbem-26942	326	27	4.0	4.0	NUM
fbem-26942	326	28	,	,	PUNCT
fbem-26942	326	29	production	production	NOUN
fbem-26942	326	30	planning	planning	NOUN
fbem-26942	326	31	&	&	CCONJ
fbem-26942	326	32	control	control	PROPN
fbem-26942	326	33	,	,	PUNCT
fbem-26942	326	34	32(9	32(9	NUM
fbem-26942	326	35	)	)	PUNCT
fbem-26942	326	36	,	,	PUNCT
fbem-26942	326	37	pp	pp	ADP
fbem-26942	326	38	.	.	PUNCT
fbem-26942	326	39	775788	775788	NUM
fbem-26942	326	40	.	.	PUNCT
fbem-26942	327	1	[	[	X
fbem-26942	327	2	30	30	NUM
fbem-26942	327	3	]	]	X
fbem-26942	327	4	s.	s.	PROPN
fbem-26942	327	5	elluru	elluru	PROPN
fbem-26942	327	6	,	,	PUNCT
fbem-26942	327	7	h.	h.	PROPN
fbem-26942	327	8	gupta	gupta	PROPN
fbem-26942	327	9	,	,	PUNCT
fbem-26942	327	10	h.	h.	PROPN
fbem-26942	327	11	kaur	kaur	PROPN
fbem-26942	327	12	and	and	CCONJ
fbem-26942	327	13	s.	s.	PROPN
fbem-26942	327	14	p.	p.	PROPN
fbem-26942	327	15	singh	singh	PROPN
fbem-26942	327	16	:	:	PUNCT
fbem-26942	327	17	proactive	proactive	ADJ
fbem-26942	327	18	and	and	CCONJ
fbem-26942	327	19	reactive	reactive	ADJ
fbem-26942	327	20	models	model	NOUN
fbem-26942	327	21	for	for	ADP
fbem-26942	327	22	disaster	disaster	NOUN
fbem-26942	327	23	resilient	resilient	ADJ
fbem-26942	327	24	supply	supply	NOUN
fbem-26942	327	25	chain	chain	NOUN
fbem-26942	327	26	,	,	PUNCT
fbem-26942	327	27	annals	annal	NOUN
fbem-26942	327	28	of	of	ADP
fbem-26942	327	29	operations	operation	NOUN
fbem-26942	327	30	research	research	NOUN
fbem-26942	327	31	,	,	PUNCT
fbem-26942	327	32	283(1	283(1	NUM
fbem-26942	327	33	-	-	SYM
fbem-26942	327	34	2	2	NUM
fbem-26942	327	35	)	)	PUNCT
fbem-26942	327	36	,	,	PUNCT
fbem-26942	327	37	pp	pp	PROPN
fbem-26942	327	38	.	.	PUNCT
fbem-26942	328	1	199	199	NUM
fbem-26942	328	2	-	-	SYM
fbem-26942	328	3	224	224	NUM
fbem-26942	328	4	.	.	PUNCT
fbem-26942	329	1	https://doi.org/10.1007/s10479-017-2681-2	https://doi.org/10.1007/s10479-017-2681-2	NUM
fbem-26942	329	2	.	.	PUNCT
fbem-26942	330	1	[	[	X
fbem-26942	330	2	31	31	NUM
fbem-26942	330	3	]	]	X
fbem-26942	330	4	d.	d.	PROPN
fbem-26942	330	5	ivanov	ivanov	PROPN
fbem-26942	330	6	,	,	PUNCT
fbem-26942	330	7	a.	a.	NOUN
fbem-26942	330	8	dolgui	dolgui	NOUN
fbem-26942	330	9	,	,	PUNCT
fbem-26942	330	10	m.	m.	NOUN
fbem-26942	330	11	ivanova	ivanova	PROPN
fbem-26942	330	12	and	and	CCONJ
fbem-26942	330	13	b.	b.	PROPN
fbem-26942	330	14	sokolov	sokolov	PROPN
fbem-26942	330	15	:	:	PUNCT
fbem-26942	330	16	simulation	simulation	NOUN
fbem-26942	330	17	vs.	vs.	ADP
fbem-26942	330	18	optimization	optimization	NOUN
fbem-26942	330	19	approaches	approach	VERB
fbem-26942	330	20	to	to	PART
fbem-26942	330	21	ripple	ripple	ADJ
fbem-26942	330	22	effect	effect	NOUN
fbem-26942	330	23	modelling	modelling	NOUN
fbem-26942	330	24	in	in	ADP
fbem-26942	330	25	the	the	DET
fbem-26942	330	26	supply	supply	NOUN
fbem-26942	330	27	chain	chain	NOUN
fbem-26942	330	28	,	,	PUNCT
fbem-26942	330	29	in	in	ADP
fbem-26942	330	30	m.	m.	PROPN
fbem-26942	330	31	freitag	freitag	PROPN
fbem-26942	330	32	,	,	PUNCT
fbem-26942	330	33	h.	h.	PROPN
fbem-26942	330	34	kotzab	kotzab	PROPN
fbem-26942	330	35	and	and	CCONJ
fbem-26942	330	36	j.	j.	PROPN
fbem-26942	330	37	pannek	pannek	PROPN
fbem-26942	330	38	(	(	PUNCT
fbem-26942	330	39	eds	ed	NOUN
fbem-26942	330	40	)	)	PUNCT
fbem-26942	330	41	dynamics	dynamic	NOUN
fbem-26942	330	42	in	in	ADP
fbem-26942	330	43	logistics	logistic	NOUN
fbem-26942	330	44	.	.	PUNCT
fbem-26942	331	1	ldic	ldic	ADJ
fbem-26942	331	2	2018	2018	NUM
fbem-26942	331	3	,	,	PUNCT
fbem-26942	331	4	bremen	breman	NOUN
fbem-26942	331	5	20–22	20–22	NUM
fbem-26942	331	6	,	,	PUNCT
fbem-26942	331	7	2018	2018	NUM
fbem-26942	331	8	.	.	PUNCT
fbem-26942	332	1	lecture	lecture	NOUN
fbem-26942	332	2	notes	note	NOUN
fbem-26942	332	3	in	in	ADP
fbem-26942	332	4	logistics	logistic	NOUN
fbem-26942	332	5	.	.	PUNCT
fbem-26942	333	1	cham	cham	PROPN
fbem-26942	333	2	:	:	PUNCT
fbem-26942	333	3	springer	springer	NOUN
fbem-26942	333	4	,	,	PUNCT
fbem-26942	333	5	pp	pp	PROPN
fbem-26942	333	6	.	.	PUNCT
fbem-26942	334	1	34	34	NUM
fbem-26942	334	2	-	-	SYM
fbem-26942	334	3	39	39	NUM
fbem-26942	334	4	.	.	PUNCT
fbem-26942	335	1	[	[	X
fbem-26942	335	2	32	32	NUM
fbem-26942	335	3	]	]	PUNCT
fbem-26942	335	4	s.	s.	PROPN
fbem-26942	335	5	paul	paul	PROPN
fbem-26942	335	6	and	and	CCONJ
fbem-26942	335	7	s.	s.	PROPN
fbem-26942	335	8	rahman	rahman	PROPN
fbem-26942	335	9	:	:	PUNCT
fbem-26942	335	10	a	a	DET
fbem-26942	335	11	quantitative	quantitative	ADJ
fbem-26942	335	12	and	and	CCONJ
fbem-26942	335	13	simulation	simulation	NOUN
fbem-26942	335	14	model	model	NOUN
fbem-26942	335	15	for	for	ADP
fbem-26942	335	16	managing	manage	VERB
fbem-26942	335	17	sudden	sudden	ADJ
fbem-26942	335	18	supply	supply	NOUN
fbem-26942	335	19	delay	delay	NOUN
fbem-26942	335	20	with	with	ADP
fbem-26942	335	21	fuzzy	fuzzy	ADJ
fbem-26942	335	22	demand	demand	NOUN
fbem-26942	335	23	and	and	CCONJ
fbem-26942	335	24	safety	safety	NOUN
fbem-26942	335	25	stock	stock	NOUN
fbem-26942	335	26	,	,	PUNCT
fbem-26942	335	27	international	international	ADJ
fbem-26942	335	28	journal	journal	NOUN
fbem-26942	335	29	of	of	ADP
fbem-26942	335	30	production	production	NOUN
fbem-26942	335	31	research	research	NOUN
fbem-26942	335	32	,	,	PUNCT
fbem-26942	335	33	56(13	56(13	NOUN
fbem-26942	335	34	)	)	PUNCT
fbem-26942	335	35	,	,	PUNCT
fbem-26942	335	36	pp	pp	ADP
fbem-26942	335	37	.	.	PUNCT
fbem-26942	336	1	4377	4377	NUM
fbem-26942	336	2	-	-	SYM
fbem-26942	336	3	4395	4395	NUM
fbem-26942	336	4	.	.	PUNCT
fbem-26942	337	1	doi:10.1080/00207543.2017.1412528	doi:10.1080/00207543.2017.1412528	PROPN
fbem-26942	337	2	.	.	PUNCT
fbem-26942	338	1	[	[	X
fbem-26942	338	2	33	33	NUM
fbem-26942	338	3	]	]	PUNCT
fbem-26942	338	4	t.	t.	PROPN
fbem-26942	338	5	m.	m.	NOUN
fbem-26942	338	6	choi	choi	PROPN
fbem-26942	338	7	,	,	PUNCT
fbem-26942	338	8	h.	h.	PROPN
fbem-26942	338	9	k.	k.	PROPN
fbem-26942	338	10	chan	chan	PROPN
fbem-26942	338	11	and	and	CCONJ
fbem-26942	338	12	x.	x.	PROPN
fbem-26942	338	13	yue	yue	PROPN
fbem-26942	338	14	:	:	PUNCT
fbem-26942	338	15	recent	recent	ADJ
fbem-26942	338	16	development	development	NOUN
fbem-26942	338	17	in	in	ADP
fbem-26942	338	18	big	big	ADJ
fbem-26942	338	19	data	datum	NOUN
fbem-26942	338	20	analytics	analytic	NOUN
fbem-26942	338	21	for	for	ADP
fbem-26942	338	22	business	business	NOUN
fbem-26942	338	23	operations	operation	NOUN
fbem-26942	338	24	and	and	CCONJ
fbem-26942	338	25	risk	risk	NOUN
fbem-26942	338	26	management	management	NOUN
fbem-26942	338	27	,	,	PUNCT
fbem-26942	338	28	ieee	ieee	NOUN
fbem-26942	338	29	transactions	transaction	NOUN
fbem-26942	338	30	on	on	ADP
fbem-26942	338	31	cybernetics	cybernetic	NOUN
fbem-26942	338	32	,	,	PUNCT
fbem-26942	338	33	47(1	47(1	NUM
fbem-26942	338	34	)	)	PUNCT
fbem-26942	338	35	,	,	PUNCT
fbem-26942	338	36	pp	pp	PROPN
fbem-26942	338	37	.	.	PUNCT
fbem-26942	339	1	81	81	NUM
fbem-26942	339	2	-	-	SYM
fbem-26942	339	3	92	92	NUM
fbem-26942	339	4	.	.	PUNCT
fbem-26942	340	1	https://doi.org/10.1109/tcyb.2015.2507599	https://doi.org/10.1109/tcyb.2015.2507599	X
fbem-26942	340	2	.	.	PUNCT
fbem-26942	341	1	[	[	X
fbem-26942	341	2	34	34	NUM
fbem-26942	341	3	]	]	X
fbem-26942	341	4	r.	r.	PROPN
fbem-26942	341	5	dubey	dubey	PROPN
fbem-26942	341	6	,	,	PUNCT
fbem-26942	341	7	n.	n.	NOUN
fbem-26942	341	8	altay	altay	NOUN
fbem-26942	341	9	,	,	PUNCT
fbem-26942	341	10	a.	a.	NOUN
fbem-26942	341	11	gunasekaran	gunasekaran	NOUN
fbem-26942	341	12	,	,	PUNCT
fbem-26942	341	13	c.	c.	NOUN
fbem-26942	341	14	blome	blome	PROPN
fbem-26942	341	15	,	,	PUNCT
fbem-26942	341	16	t.	t.	PROPN
fbem-26942	341	17	papadopoulos	papadopoulos	PROPN
fbem-26942	341	18	and	and	CCONJ
fbem-26942	341	19	s.	s.	PROPN
fbem-26942	341	20	j.	j.	PROPN
fbem-26942	341	21	childe	childe	PROPN
fbem-26942	341	22	:	:	PUNCT
fbem-26942	341	23	supply	supply	NOUN
fbem-26942	341	24	chain	chain	NOUN
fbem-26942	341	25	agility	agility	NOUN
fbem-26942	341	26	,	,	PUNCT
fbem-26942	341	27	adaptability	adaptability	NOUN
fbem-26942	341	28	and	and	CCONJ
fbem-26942	341	29	alignment	alignment	NOUN
fbem-26942	341	30	:	:	PUNCT
fbem-26942	341	31	empirical	empirical	ADJ
fbem-26942	341	32	evidence	evidence	NOUN
fbem-26942	341	33	from	from	ADP
fbem-26942	341	34	the	the	DET
fbem-26942	341	35	indian	indian	ADJ
fbem-26942	341	36	auto	auto	NOUN
fbem-26942	341	37	components	component	NOUN
fbem-26942	341	38	industry	industry	NOUN
fbem-26942	341	39	,	,	PUNCT
fbem-26942	341	40	international	international	ADJ
fbem-26942	341	41	journal	journal	NOUN
fbem-26942	341	42	of	of	ADP
fbem-26942	341	43	operations	operation	NOUN
fbem-26942	341	44	&	&	CCONJ
fbem-26942	341	45	production	production	NOUN
fbem-26942	341	46	management	management	NOUN
fbem-26942	341	47	,	,	PUNCT
fbem-26942	341	48	38(1	38(1	NUM
fbem-26942	341	49	)	)	PUNCT
fbem-26942	341	50	,	,	PUNCT
fbem-26942	341	51	pp	pp	ADP
fbem-26942	341	52	.	.	PUNCT
fbem-26942	342	1	129	129	NUM
fbem-26942	342	2	-	-	SYM
fbem-26942	342	3	148	148	NUM
fbem-26942	342	4	.	.	PUNCT
fbem-26942	343	1	https://doi.org/10.1108/ijopm-04-2016-0173	https://doi.org/10.1108/ijopm-04-2016-0173	PROPN
fbem-26942	343	2	.	.	PUNCT
fbem-26942	344	1	[	[	X
fbem-26942	344	2	35	35	NUM
fbem-26942	344	3	]	]	X
fbem-26942	344	4	f.	f.	PROPN
fbem-26942	344	5	liberatore	liberatore	PROPN
fbem-26942	344	6	,	,	PUNCT
fbem-26942	344	7	m.	m.	NOUN
fbem-26942	344	8	p.	p.	PROPN
fbem-26942	344	9	scaparra	scaparra	NOUN
fbem-26942	344	10	and	and	CCONJ
fbem-26942	344	11	m.	m.	PROPN
fbem-26942	344	12	s.	s.	PROPN
fbem-26942	344	13	daskin	daskin	PROPN
fbem-26942	344	14	:	:	PUNCT
fbem-26942	344	15	hedging	hedge	VERB
fbem-26942	344	16	against	against	ADP
fbem-26942	344	17	disruptions	disruption	NOUN
fbem-26942	344	18	with	with	ADP
fbem-26942	344	19	ripple	ripple	ADJ
fbem-26942	344	20	effects	effect	NOUN
fbem-26942	344	21	in	in	ADP
fbem-26942	344	22	location	location	NOUN
fbem-26942	344	23	analysis	analysis	NOUN
fbem-26942	344	24	,	,	PUNCT
fbem-26942	344	25	omega	omega	NOUN
fbem-26942	344	26	,	,	PUNCT
fbem-26942	344	27	40	40	NUM
fbem-26942	344	28	,	,	PUNCT
fbem-26942	344	29	pp	pp	ADJ
fbem-26942	344	30	.	.	PUNCT
fbem-26942	345	1	21–30	21–30	NUM
fbem-26942	345	2	.	.	PUNCT
fbem-26942	346	1	https://doi.org/10.1016/j.omega.2011.03.003	https://doi.org/10.1016/j.omega.2011.03.003	NOUN
fbem-26942	346	2	.	.	PUNCT
fbem-26942	347	1	[	[	X
fbem-26942	347	2	36	36	NUM
fbem-26942	347	3	]	]	X
fbem-26942	347	4	s.	s.	PROPN
fbem-26942	347	5	singh	singh	PROPN
fbem-26942	347	6	,	,	PUNCT
fbem-26942	347	7	r.	r.	PROPN
fbem-26942	347	8	kumar	kumar	PROPN
fbem-26942	347	9	,	,	PUNCT
fbem-26942	347	10	r.	r.	PROPN
fbem-26942	347	11	panchal	panchal	PROPN
fbem-26942	347	12	and	and	CCONJ
fbem-26942	347	13	m.	m.	PROPN
fbem-26942	347	14	k.	k.	PROPN
fbem-26942	347	15	tiwari	tiwari	PROPN
fbem-26942	347	16	:	:	PUNCT
fbem-26942	347	17	impact	impact	NOUN
fbem-26942	347	18	of	of	ADP
fbem-26942	347	19	covid-19	covid-19	PROPN
fbem-26942	347	20	on	on	ADP
fbem-26942	347	21	logistics	logistic	NOUN
fbem-26942	347	22	systems	system	NOUN
fbem-26942	347	23	and	and	CCONJ
fbem-26942	347	24	disruptions	disruption	NOUN
fbem-26942	347	25	in	in	ADP
fbem-26942	347	26	food	food	NOUN
fbem-26942	347	27	supply	supply	NOUN
fbem-26942	347	28	chain	chain	NOUN
fbem-26942	347	29	,	,	PUNCT
fbem-26942	347	30	international	international	ADJ
fbem-26942	347	31	journal	journal	NOUN
fbem-26942	347	32	of	of	ADP
fbem-26942	347	33	production	production	NOUN
fbem-26942	347	34	research	research	NOUN
fbem-26942	347	35	,	,	PUNCT
fbem-26942	347	36	59(7	59(7	NUM
fbem-26942	347	37	)	)	PUNCT
fbem-26942	347	38	,	,	PUNCT
fbem-26942	347	39	pp	pp	PROPN
fbem-26942	347	40	.	.	PUNCT
fbem-26942	348	1	1993–2008	1993–2008	NOUN
fbem-26942	348	2	.	.	PUNCT
fbem-26942	349	1	[	[	X
fbem-26942	349	2	37	37	NUM
fbem-26942	349	3	]	]	X
fbem-26942	349	4	c.	c.	NOUN
fbem-26942	349	5	patrono	patrono	PROPN
fbem-26942	349	6	:	:	PUNCT
fbem-26942	349	7	aspirin	aspirin	ADV
fbem-26942	349	8	,	,	PUNCT
fbem-26942	349	9	in	in	ADP
fbem-26942	349	10	:	:	PUNCT
fbem-26942	349	11	platelets	platelet	NOUN
fbem-26942	349	12	.	.	PUNCT
fbem-26942	350	1	academic	academic	ADJ
fbem-26942	350	2	press	press	NOUN
fbem-26942	350	3	,	,	PUNCT
fbem-26942	350	4	pp	pp	ADJ
fbem-26942	350	5	.	.	PUNCT
fbem-26942	351	1	921–936	921–936	NUM
fbem-26942	351	2	.	.	PUNCT
fbem-26942	352	1	[	[	X
fbem-26942	352	2	38	38	NUM
fbem-26942	352	3	]	]	PUNCT
fbem-26942	352	4	e.	e.	PROPN
fbem-26942	352	5	bishop	bishop	PROPN
fbem-26942	352	6	,	,	PUNCT
fbem-26942	352	7	b.	b.	PROPN
fbem-26942	352	8	bowen	bowen	PROPN
fbem-26942	352	9	,	,	PUNCT
fbem-26942	352	10	s.	s.	PROPN
fbem-26942	352	11	karim	karim	PROPN
fbem-26942	352	12	,	,	PUNCT
fbem-26942	352	13	m.	m.	NOUN
fbem-26942	352	14	protopappa	protopappa	NOUN
fbem-26942	352	15	-	-	PUNCT
fbem-26942	352	16	sieke	sieke	ADJ
fbem-26942	352	17	and	and	CCONJ
fbem-26942	352	18	w.	w.	PROPN
fbem-26942	352	19	weinstein	weinstein	PROPN
fbem-26942	352	20	:	:	PUNCT
fbem-26942	352	21	bolstering	bolster	VERB
fbem-26942	352	22	health	health	NOUN
fbem-26942	352	23	system	system	NOUN
fbem-26942	352	24	supply	supply	NOUN
fbem-26942	352	25	chain	chain	NOUN
fbem-26942	352	26	resilience	resilience	NOUN
fbem-26942	352	27	to	to	PART
fbem-26942	352	28	reduce	reduce	VERB
fbem-26942	352	29	risk	risk	NOUN
fbem-26942	352	30	,	,	PUNCT
fbem-26942	352	31	mckinsey	mckinsey	NOUN
fbem-26942	352	32	&	&	CCONJ
fbem-26942	352	33	company	company	NOUN
fbem-26942	352	34	,	,	PUNCT
fbem-26942	352	35	11	11	NUM
fbem-26942	352	36	july	july	NOUN
fbem-26942	352	37	.	.	PUNCT
fbem-26942	353	1	available	available	ADJ
fbem-26942	353	2	at	at	ADP
fbem-26942	353	3	:	:	PUNCT
fbem-26942	353	4	https://www.mckinsey.com/industries/healthcare/ourinsights/bolstering-health-system-supply-chain-resilience-toreduce-risk	https://www.mckinsey.com/industries/healthcare/ourinsights/bolstering-health-system-supply-chain-resilience-toreduce-risk	NOUN
fbem-26942	353	5	accessed	access	VERB
fbem-26942	353	6	:	:	PUNCT
fbem-26942	353	7	1	1	NUM
fbem-26942	353	8	july	july	PROPN
fbem-26942	353	9	2024	2024	NUM
fbem-26942	353	10	.	.	PUNCT
fbem-26942	354	1	352	352	NUM
fbem-26942	354	2	appendix	appendix	VERB
fbem-26942	354	3	a1	a1	NOUN