id	sid	tid	token	lemma	pos
sc-1142	1	1	oil	oil	NOUN
sc-1142	1	2	and	and	CCONJ
sc-1142	1	3	gas	gas	NOUN
sc-1142	1	4	supply	supply	NOUN
sc-1142	1	5	chain	chain	NOUN
sc-1142	1	6	optimization	optimization	NOUN
sc-1142	1	7	using	use	VERB
sc-1142	1	8	agent	agent	NOUN
sc-1142	1	9	-	-	PUNCT
sc-1142	1	10	based	base	VERB
sc-1142	1	11	modelling(abm	modelling(abm	NOUN
sc-1142	1	12	)	)	PUNCT
sc-1142	1	13	integration	integration	NOUN
sc-1142	1	14	with	with	ADP
sc-1142	1	15	big	big	ADJ
sc-1142	1	16	data	datum	NOUN
sc-1142	1	17	technology	technology	NOUN
sc-1142	1	18	1	1	NUM
sc-1142	1	19	oil	oil	NOUN
sc-1142	1	20	and	and	CCONJ
sc-1142	1	21	gas	gas	NOUN
sc-1142	1	22	supply	supply	NOUN
sc-1142	1	23	chain	chain	NOUN
sc-1142	1	24	optimization	optimization	NOUN
sc-1142	1	25	using	use	VERB
sc-1142	1	26	agent	agent	NOUN
sc-1142	1	27	-	-	PUNCT
sc-1142	1	28	based	base	VERB
sc-1142	1	29	modelling(abm	modelling(abm	NOUN
sc-1142	1	30	)	)	PUNCT
sc-1142	1	31	integration	integration	NOUN
sc-1142	1	32	with	with	ADP
sc-1142	1	33	big	big	ADJ
sc-1142	1	34	data	datum	NOUN
sc-1142	1	35	technology	technology	NOUN
sc-1142	1	36	jamal	jamal	PROPN
sc-1142	1	37	maktoubian1	maktoubian1	PROPN
sc-1142	1	38	,	,	PUNCT
sc-1142	1	39	*	*	PROPN
sc-1142	1	40	,	,	PUNCT
sc-1142	1	41	mehran	mehran	PROPN
sc-1142	1	42	ghasempour	ghasempour	PROPN
sc-1142	1	43	-	-	PROPN
sc-1142	1	44	mouziraji2	mouziraji2	PROPN
sc-1142	1	45	,	,	PUNCT
sc-1142	1	46	mohebollah	mohebollah	NOUN
sc-1142	1	47	noori3	noori3	PROPN
sc-1142	2	1	1international	1international	NUM
sc-1142	2	2	school	school	NOUN
sc-1142	2	3	of	of	ADP
sc-1142	2	4	information	information	NOUN
sc-1142	2	5	management	management	NOUN
sc-1142	2	6	(	(	PUNCT
sc-1142	2	7	isim	isim	NOUN
sc-1142	2	8	)	)	PUNCT
sc-1142	2	9	,	,	PUNCT
sc-1142	2	10	university	university	NOUN
sc-1142	2	11	of	of	ADP
sc-1142	2	12	mysore	mysore	NOUN
sc-1142	2	13	,	,	PUNCT
sc-1142	2	14	mysore	mysore	PROPN
sc-1142	2	15	,	,	PUNCT
sc-1142	2	16	india	india	PROPN
sc-1142	2	17	.	.	PUNCT
sc-1142	3	1	2department	2department	NUM
sc-1142	3	2	of	of	ADP
sc-1142	3	3	engeneering	engeneere	VERB
sc-1142	3	4	,	,	PUNCT
sc-1142	3	5	islamic	islamic	PROPN
sc-1142	3	6	azad	azad	PROPN
sc-1142	3	7	university	university	PROPN
sc-1142	3	8	of	of	ADP
sc-1142	3	9	sari	sari	NOUN
sc-1142	3	10	,	,	PUNCT
sc-1142	3	11	sari	sari	NOUN
sc-1142	3	12	,	,	PUNCT
sc-1142	3	13	iran	iran	PROPN
sc-1142	3	14	.	.	PUNCT
sc-1142	4	1	3zarghan	3zarghan	NUM
sc-1142	4	2	branch	branch	NOUN
sc-1142	4	3	,	,	PUNCT
sc-1142	4	4	islamic	islamic	PROPN
sc-1142	4	5	azad	azad	PROPN
sc-1142	4	6	university	university	PROPN
sc-1142	4	7	,	,	PUNCT
sc-1142	4	8	zarghan	zarghan	PROPN
sc-1142	4	9	,	,	PUNCT
sc-1142	4	10	fars	far	NOUN
sc-1142	4	11	,	,	PUNCT
sc-1142	4	12	iran	iran	PROPN
sc-1142	4	13	.	.	PUNCT
sc-1142	5	1	abstract	abstract	VERB
sc-1142	5	2	the	the	DET
sc-1142	5	3	worldwide	worldwide	ADJ
sc-1142	5	4	oil	oil	NOUN
sc-1142	5	5	&	&	CCONJ
sc-1142	5	6	gas	gas	NOUN
sc-1142	5	7	industry	industry	NOUN
sc-1142	5	8	is	be	AUX
sc-1142	5	9	one	one	NUM
sc-1142	5	10	of	of	ADP
sc-1142	5	11	the	the	DET
sc-1142	5	12	world	world	NOUN
sc-1142	5	13	's	's	PART
sc-1142	5	14	most	most	ADV
sc-1142	5	15	complex	complex	ADJ
sc-1142	5	16	business	business	NOUN
sc-1142	5	17	networks	network	NOUN
sc-1142	5	18	,	,	PUNCT
sc-1142	5	19	and	and	CCONJ
sc-1142	5	20	is	be	AUX
sc-1142	5	21	connected	connect	VERB
sc-1142	5	22	with	with	ADP
sc-1142	5	23	almost	almost	ADV
sc-1142	5	24	every	every	PRON
sc-1142	5	25	supply	supply	NOUN
sc-1142	5	26	chain	chain	NOUN
sc-1142	5	27	branch	branch	NOUN
sc-1142	5	28	.	.	PUNCT
sc-1142	6	1	it	it	PRON
sc-1142	6	2	includes	include	VERB
sc-1142	6	3	international	international	ADJ
sc-1142	6	4	and	and	CCONJ
sc-1142	6	5	domestic	domestic	ADJ
sc-1142	6	6	transportation	transportation	NOUN
sc-1142	6	7	,	,	PUNCT
sc-1142	6	8	materials	material	NOUN
sc-1142	6	9	handling	handling	NOUN
sc-1142	6	10	,	,	PUNCT
sc-1142	6	11	ordering	ordering	NOUN
sc-1142	6	12	and	and	CCONJ
sc-1142	6	13	inventory	inventory	NOUN
sc-1142	6	14	visibility	visibility	NOUN
sc-1142	6	15	and	and	CCONJ
sc-1142	6	16	control	control	NOUN
sc-1142	6	17	,	,	PUNCT
sc-1142	6	18	import	import	NOUN
sc-1142	6	19	/	/	SYM
sc-1142	6	20	export	export	NOUN
sc-1142	6	21	facilitation	facilitation	NOUN
sc-1142	6	22	and	and	CCONJ
sc-1142	6	23	social	social	ADJ
sc-1142	6	24	network	network	NOUN
sc-1142	6	25	,	,	PUNCT
sc-1142	6	26	etc	etc	X
sc-1142	6	27	.	.	X
sc-1142	6	28	traditionally	traditionally	ADV
sc-1142	6	29	,	,	PUNCT
sc-1142	6	30	it	it	PRON
sc-1142	6	31	has	have	AUX
sc-1142	6	32	been	be	AUX
sc-1142	6	33	influenced	influence	VERB
sc-1142	6	34	by	by	ADP
sc-1142	6	35	big	big	ADJ
sc-1142	6	36	oilfield	oilfield	NOUN
sc-1142	6	37	companies	company	NOUN
sc-1142	6	38	.	.	PUNCT
sc-1142	7	1	however	however	ADV
sc-1142	7	2	,	,	PUNCT
sc-1142	7	3	in	in	ADP
sc-1142	7	4	recent	recent	ADJ
sc-1142	7	5	years	year	NOUN
sc-1142	7	6	the	the	DET
sc-1142	7	7	industry	industry	NOUN
sc-1142	7	8	has	have	AUX
sc-1142	7	9	been	be	AUX
sc-1142	7	10	changing	change	VERB
sc-1142	7	11	into	into	ADP
sc-1142	7	12	a	a	DET
sc-1142	7	13	more	more	ADV
sc-1142	7	14	heterogeneous	heterogeneous	ADJ
sc-1142	7	15	and	and	CCONJ
sc-1142	7	16	diverse	diverse	ADJ
sc-1142	7	17	network	network	NOUN
sc-1142	7	18	of	of	ADP
sc-1142	7	19	businesses	business	NOUN
sc-1142	7	20	,	,	PUNCT
sc-1142	7	21	and	and	CCONJ
sc-1142	7	22	the	the	DET
sc-1142	7	23	oilfields	oilfield	NOUN
sc-1142	7	24	are	be	AUX
sc-1142	7	25	getting	get	VERB
sc-1142	7	26	smaller	small	ADJ
sc-1142	7	27	and	and	CCONJ
sc-1142	7	28	more	more	ADV
sc-1142	7	29	diverse	diverse	ADJ
sc-1142	7	30	.	.	PUNCT
sc-1142	8	1	one	one	NUM
sc-1142	8	2	of	of	ADP
sc-1142	8	3	the	the	DET
sc-1142	8	4	reason	reason	NOUN
sc-1142	8	5	could	could	AUX
sc-1142	8	6	be	be	AUX
sc-1142	8	7	dwindling	dwindle	VERB
sc-1142	8	8	the	the	DET
sc-1142	8	9	oil	oil	NOUN
sc-1142	8	10	reserves	reserve	NOUN
sc-1142	8	11	and	and	CCONJ
sc-1142	8	12	growing	grow	VERB
sc-1142	8	13	specialized	specialized	ADJ
sc-1142	8	14	companies	company	NOUN
sc-1142	8	15	which	which	PRON
sc-1142	8	16	are	be	AUX
sc-1142	8	17	able	able	ADJ
sc-1142	8	18	to	to	PART
sc-1142	8	19	extract	extract	VERB
sc-1142	8	20	hydrocarbons	hydrocarbon	NOUN
sc-1142	8	21	;	;	PUNCT
sc-1142	8	22	another	another	DET
sc-1142	8	23	reason	reason	NOUN
sc-1142	8	24	is	be	AUX
sc-1142	8	25	the	the	DET
sc-1142	8	26	restructuring	restructuring	NOUN
sc-1142	8	27	and	and	CCONJ
sc-1142	8	28	globalization	globalization	NOUN
sc-1142	8	29	of	of	ADP
sc-1142	8	30	the	the	DET
sc-1142	8	31	entire	entire	ADJ
sc-1142	8	32	business	business	NOUN
sc-1142	8	33	as	as	ADV
sc-1142	8	34	well	well	ADV
sc-1142	8	35	as	as	ADP
sc-1142	8	36	some	some	DET
sc-1142	8	37	new	new	ADJ
sc-1142	8	38	technology	technology	NOUN
sc-1142	8	39	implementing	implement	VERB
sc-1142	8	40	.	.	PUNCT
sc-1142	9	1	using	use	VERB
sc-1142	9	2	agent	agent	NOUN
sc-1142	9	3	-	-	PUNCT
sc-1142	9	4	based	base	VERB
sc-1142	9	5	modelling	modelling	NOUN
sc-1142	9	6	and	and	CCONJ
sc-1142	9	7	big	big	ADJ
sc-1142	9	8	data	datum	NOUN
sc-1142	9	9	technology	technology	NOUN
sc-1142	9	10	integrity	integrity	NOUN
sc-1142	9	11	,	,	PUNCT
sc-1142	9	12	we	we	PRON
sc-1142	9	13	are	be	AUX
sc-1142	9	14	able	able	ADJ
sc-1142	9	15	to	to	PART
sc-1142	9	16	optimize	optimize	VERB
sc-1142	9	17	supply	supply	NOUN
sc-1142	9	18	chain	chain	NOUN
sc-1142	9	19	in	in	ADP
sc-1142	9	20	oil	oil	NOUN
sc-1142	9	21	and	and	CCONJ
sc-1142	9	22	gas	gas	NOUN
sc-1142	9	23	industries	industry	NOUN
sc-1142	9	24	.	.	PUNCT
sc-1142	10	1	keywords	keyword	NOUN
sc-1142	10	2	:	:	PUNCT
sc-1142	10	3	big	big	ADJ
sc-1142	10	4	data	datum	NOUN
sc-1142	10	5	,	,	PUNCT
sc-1142	10	6	agent	agent	NOUN
sc-1142	10	7	-	-	PUNCT
sc-1142	10	8	based	base	VERB
sc-1142	10	9	modelling	modelling	NOUN
sc-1142	10	10	,	,	PUNCT
sc-1142	10	11	oil	oil	NOUN
sc-1142	10	12	and	and	CCONJ
sc-1142	10	13	gas	gas	NOUN
sc-1142	10	14	supply	supply	NOUN
sc-1142	10	15	chain	chain	NOUN
sc-1142	10	16	received	receive	VERB
sc-1142	10	17	on	on	ADP
sc-1142	10	18	10	10	NUM
sc-1142	10	19	ju	ju	NOUN
sc-1142	10	20	ly	ly	ADP
sc-1142	10	21	2018	2018	NUM
sc-1142	10	22	,	,	PUNCT
sc-1142	10	23	accepted	accept	VERB
sc-1142	10	24	on	on	ADP
sc-1142	10	25	02	02	NUM
sc-1142	10	26	august	august	PROPN
sc-1142	10	27	2018	2018	NUM
sc-1142	10	28	,	,	PUNCT
sc-1142	10	29	published	publish	VERB
sc-1142	10	30	on	on	ADP
sc-1142	10	31	09	09	NUM
sc-1142	10	32	august	august	PROPN
sc-1142	10	33	2018	2018	NUM
sc-1142	10	34	copyright	copyright	NOUN
sc-1142	10	35	©	©	PROPN
sc-1142	10	36	2018	2018	NUM
sc-1142	10	37	jamal	jamal	PROPN
sc-1142	10	38	maktoubian	maktoubian	PROPN
sc-1142	10	39	et	et	PROPN
sc-1142	10	40	al	al	PROPN
sc-1142	10	41	.	.	PROPN
sc-1142	10	42	,	,	PUNCT
sc-1142	10	43	licensed	license	VERB
sc-1142	10	44	to	to	ADP
sc-1142	10	45	eai	eai	PROPN
sc-1142	10	46	.	.	PUNCT
sc-1142	11	1	this	this	PRON
sc-1142	11	2	is	be	AUX
sc-1142	11	3	an	an	DET
sc-1142	11	4	open	open	ADJ
sc-1142	11	5	access	access	NOUN
sc-1142	11	6	article	article	NOUN
sc-1142	11	7	distributed	distribute	VERB
sc-1142	11	8	under	under	ADP
sc-1142	11	9	the	the	DET
sc-1142	11	10	terms	term	NOUN
sc-1142	11	11	of	of	ADP
sc-1142	11	12	the	the	DET
sc-1142	11	13	creative	creative	ADJ
sc-1142	11	14	commons	common	NOUN
sc-1142	11	15	attribution	attribution	NOUN
sc-1142	11	16	licence	licence	NOUN
sc-1142	11	17	(	(	PUNCT
sc-1142	11	18	http://creativecommons.org/licenses/by/3.0/	http://creativecommons.org/licenses/by/3.0/	PROPN
sc-1142	11	19	)	)	PUNCT
sc-1142	11	20	,	,	PUNCT
sc-1142	11	21	which	which	PRON
sc-1142	11	22	permits	permit	VERB
sc-1142	11	23	unlimited	unlimited	ADJ
sc-1142	11	24	use	use	NOUN
sc-1142	11	25	,	,	PUNCT
sc-1142	11	26	distribution	distribution	NOUN
sc-1142	11	27	and	and	CCONJ
sc-1142	11	28	reproduction	reproduction	NOUN
sc-1142	11	29	in	in	ADP
sc-1142	11	30	any	any	DET
sc-1142	11	31	medium	medium	NOUN
sc-1142	11	32	so	so	ADV
sc-1142	11	33	long	long	ADV
sc-1142	11	34	as	as	SCONJ
sc-1142	11	35	the	the	DET
sc-1142	11	36	original	original	ADJ
sc-1142	11	37	work	work	NOUN
sc-1142	11	38	is	be	AUX
sc-1142	11	39	properly	properly	ADV
sc-1142	11	40	cited	cite	VERB
sc-1142	11	41	.	.	PUNCT
sc-1142	12	1	doi	doi	NOUN
sc-1142	12	2	:	:	PUNCT
sc-1142	12	3	10.4108	10.4108	NUM
sc-1142	12	4	/	/	SYM
sc-1142	12	5	eai.26	eai.26	ADJ
sc-1142	12	6	-	-	PUNCT
sc-1142	12	7	6	6	NUM
sc-1142	12	8	-	-	PUNCT
sc-1142	12	9	2018.155192	2018.155192	NUM
sc-1142	12	10	1	1	NUM
sc-1142	12	11	.	.	PUNCT
sc-1142	13	1	introduction	introduction	NOUN
sc-1142	13	2	the	the	DET
sc-1142	13	3	global	global	ADJ
sc-1142	13	4	demand	demand	NOUN
sc-1142	13	5	of	of	ADP
sc-1142	13	6	oil	oil	NOUN
sc-1142	13	7	&	&	CCONJ
sc-1142	13	8	gas	gas	NOUN
sc-1142	13	9	followed	follow	VERB
sc-1142	13	10	by	by	ADP
sc-1142	13	11	the	the	DET
sc-1142	13	12	ease	ease	NOUN
sc-1142	13	13	of	of	ADP
sc-1142	13	14	international	international	ADJ
sc-1142	13	15	trade	trade	NOUN
sc-1142	13	16	and	and	CCONJ
sc-1142	13	17	the	the	DET
sc-1142	13	18	inflexibility	inflexibility	NOUN
sc-1142	13	19	involved	involve	VERB
sc-1142	13	20	in	in	ADP
sc-1142	13	21	the	the	DET
sc-1142	13	22	petroleum	petroleum	NOUN
sc-1142	13	23	industry	industry	NOUN
sc-1142	13	24	’s	’s	PART
sc-1142	13	25	supply	supply	NOUN
sc-1142	13	26	chain	chain	NOUN
sc-1142	13	27	has	have	AUX
sc-1142	13	28	made	make	VERB
sc-1142	13	29	its	its	PRON
sc-1142	13	30	management	management	NOUN
sc-1142	13	31	more	more	ADV
sc-1142	13	32	challenging[1	challenging[1	ADV
sc-1142	13	33	]	]	PUNCT
sc-1142	13	34	.	.	PUNCT
sc-1142	14	1	the	the	DET
sc-1142	14	2	oil	oil	NOUN
sc-1142	14	3	and	and	CCONJ
sc-1142	14	4	gas	gas	NOUN
sc-1142	14	5	industry	industry	NOUN
sc-1142	14	6	is	be	AUX
sc-1142	14	7	principally	principally	ADV
sc-1142	14	8	a	a	DET
sc-1142	14	9	supply	supply	NOUN
sc-1142	14	10	chain	chain	NOUN
sc-1142	14	11	management	management	NOUN
sc-1142	14	12	(	(	PUNCT
sc-1142	14	13	scm	scm	PROPN
sc-1142	14	14	)	)	PUNCT
sc-1142	14	15	industry	industry	NOUN
sc-1142	14	16	,	,	PUNCT
sc-1142	14	17	which	which	PRON
sc-1142	14	18	involves	involve	VERB
sc-1142	14	19	the	the	DET
sc-1142	14	20	management	management	NOUN
sc-1142	14	21	of	of	ADP
sc-1142	14	22	all	all	DET
sc-1142	14	23	steps	step	NOUN
sc-1142	14	24	in	in	ADP
sc-1142	14	25	the	the	DET
sc-1142	14	26	delivery	delivery	NOUN
sc-1142	14	27	of	of	ADP
sc-1142	14	28	a	a	DET
sc-1142	14	29	product	product	NOUN
sc-1142	14	30	or	or	CCONJ
sc-1142	14	31	service	service	NOUN
sc-1142	14	32	to	to	ADP
sc-1142	14	33	consumers	consumer	NOUN
sc-1142	14	34	.	.	PUNCT
sc-1142	15	1	it	it	PRON
sc-1142	15	2	consists	consist	VERB
sc-1142	15	3	of	of	ADP
sc-1142	15	4	exploration	exploration	NOUN
sc-1142	15	5	,	,	PUNCT
sc-1142	15	6	drilling	drilling	NOUN
sc-1142	15	7	,	,	PUNCT
sc-1142	15	8	operation	operation	NOUN
sc-1142	15	9	of	of	ADP
sc-1142	15	10	pipelines	pipeline	NOUN
sc-1142	15	11	,	,	PUNCT
sc-1142	15	12	and	and	CCONJ
sc-1142	15	13	operation	operation	NOUN
sc-1142	15	14	of	of	ADP
sc-1142	15	15	refineries	refinery	NOUN
sc-1142	15	16	for	for	ADP
sc-1142	15	17	the	the	DET
sc-1142	15	18	production	production	NOUN
sc-1142	15	19	of	of	ADP
sc-1142	15	20	fuel	fuel	NOUN
sc-1142	15	21	,	,	PUNCT
sc-1142	15	22	plastics	plastic	NOUN
sc-1142	15	23	,	,	PUNCT
sc-1142	15	24	and	and	CCONJ
sc-1142	15	25	so	so	ADV
sc-1142	15	26	on	on	ADV
sc-1142	15	27	.	.	PUNCT
sc-1142	16	1	trunk	trunk	NOUN
sc-1142	16	2	line	line	NOUN
sc-1142	16	3	or	or	CCONJ
sc-1142	16	4	“	"	PUNCT
sc-1142	16	5	transmission	transmission	NOUN
sc-1142	16	6	pipes	pipe	NOUN
sc-1142	16	7	”	"	PUNCT
sc-1142	16	8	are	be	AUX
sc-1142	16	9	the	the	DET
sc-1142	16	10	arterials	arterial	NOUN
sc-1142	16	11	that	that	PRON
sc-1142	16	12	deliver	deliver	VERB
sc-1142	16	13	refined	refined	ADJ
sc-1142	16	14	products	product	NOUN
sc-1142	16	15	such	such	ADJ
sc-1142	16	16	as	as	ADP
sc-1142	16	17	gasoline	gasoline	NOUN
sc-1142	16	18	and	and	CCONJ
sc-1142	16	19	aviation	aviation	NOUN
sc-1142	16	20	fuel	fuel	NOUN
sc-1142	16	21	to	to	ADP
sc-1142	16	22	terminals	terminal	NOUN
sc-1142	16	23	at	at	ADP
sc-1142	16	24	various	various	ADJ
sc-1142	16	25	locations	location	NOUN
sc-1142	16	26	.	.	PUNCT
sc-1142	17	1	distribution	distribution	NOUN
sc-1142	17	2	refers	refer	VERB
sc-1142	17	3	to	to	ADP
sc-1142	17	4	the	the	DET
sc-1142	17	5	sale	sale	NOUN
sc-1142	17	6	and	and	CCONJ
sc-1142	17	7	delivery	delivery	NOUN
sc-1142	17	8	of	of	ADP
sc-1142	17	9	these	these	DET
sc-1142	17	10	products	product	NOUN
sc-1142	17	11	to	to	ADP
sc-1142	17	12	consumers	consumer	NOUN
sc-1142	17	13	from	from	ADP
sc-1142	17	14	storage	storage	NOUN
sc-1142	17	15	terminals	terminal	NOUN
sc-1142	17	16	.	.	PUNCT
sc-1142	18	1	forrest	forrest	PROPN
sc-1142	18	2	and	and	CCONJ
sc-1142	18	3	et	et	NOUN
sc-1142	18	4	al[2	al[2	PROPN
sc-1142	18	5	]	]	PUNCT
sc-1142	18	6	,	,	PUNCT
sc-1142	18	7	identified	identify	VERB
sc-1142	18	8	that	that	SCONJ
sc-1142	18	9	the	the	DET
sc-1142	18	10	majority	majority	NOUN
sc-1142	18	11	of	of	ADP
sc-1142	18	12	oil	oil	NOUN
sc-1142	18	13	industry	industry	NOUN
sc-1142	18	14	still	still	ADV
sc-1142	18	15	operates	operate	VERB
sc-1142	18	16	its	its	PRON
sc-1142	18	17	planning	planning	NOUN
sc-1142	18	18	,	,	PUNCT
sc-1142	18	19	central	central	ADJ
sc-1142	18	20	engineering	engineering	NOUN
sc-1142	18	21	,	,	PUNCT
sc-1142	18	22	upstream	upstream	ADJ
sc-1142	18	23	operations	operation	NOUN
sc-1142	18	24	,	,	PUNCT
sc-1142	18	25	midstream	midstream	NOUN
sc-1142	18	26	operations	operation	NOUN
sc-1142	18	27	,	,	PUNCT
sc-1142	18	28	downstream	downstream	ADJ
sc-1142	18	29	operations	operation	NOUN
sc-1142	18	30	and	and	CCONJ
sc-1142	18	31	refining	refining	NOUN
sc-1142	18	32	,	,	PUNCT
sc-1142	18	33	supply	supply	NOUN
sc-1142	18	34	,	,	PUNCT
sc-1142	18	35	and	and	CCONJ
sc-1142	18	36	transportation	transportation	NOUN
sc-1142	18	37	units	unit	NOUN
sc-1142	18	38	as	as	ADP
sc-1142	18	39	complete	complete	ADJ
sc-1142	18	40	separate	separate	ADJ
sc-1142	18	41	entities	entity	NOUN
sc-1142	18	42	.	.	PUNCT
sc-1142	19	1	each	each	DET
sc-1142	19	2	part	part	NOUN
sc-1142	19	3	of	of	ADP
sc-1142	19	4	these	these	DET
sc-1142	19	5	process	process	NOUN
sc-1142	19	6	provide	provide	VERB
sc-1142	19	7	huge	huge	ADJ
sc-1142	19	8	amount	amount	NOUN
sc-1142	19	9	of	of	ADP
sc-1142	19	10	data	datum	NOUN
sc-1142	19	11	and	and	CCONJ
sc-1142	19	12	dealing	deal	VERB
sc-1142	19	13	with	with	ADP
sc-1142	19	14	such	such	ADJ
sc-1142	19	15	them	they	PRON
sc-1142	19	16	require	require	VERB
sc-1142	19	17	a	a	DET
sc-1142	19	18	huge	huge	ADJ
sc-1142	19	19	infrastructure	infrastructure	NOUN
sc-1142	19	20	.	.	PUNCT
sc-1142	20	1	in	in	ADP
sc-1142	20	2	view	view	NOUN
sc-1142	20	3	of	of	ADP
sc-1142	20	4	this	this	PRON
sc-1142	20	5	,	,	PUNCT
sc-1142	20	6	systematic	systematic	ADJ
sc-1142	20	7	methods	method	NOUN
sc-1142	20	8	for	for	ADP
sc-1142	20	9	efficiently	efficiently	ADV
sc-1142	20	10	managing	manage	VERB
sc-1142	20	11	the	the	DET
sc-1142	20	12	oil	oil	NOUN
sc-1142	20	13	and	and	CCONJ
sc-1142	20	14	gas	gas	NOUN
sc-1142	20	15	supply	supply	NOUN
sc-1142	20	16	chain	chain	NOUN
sc-1142	20	17	as	as	SCONJ
sc-1142	20	18	one	one	NUM
sc-1142	20	19	continuous	continuous	ADJ
sc-1142	20	20	unit	unit	NOUN
sc-1142	20	21	must	must	AUX
sc-1142	20	22	be	be	AUX
sc-1142	20	23	exploited	exploit	VERB
sc-1142	20	24	.	.	PUNCT
sc-1142	21	1	more	more	ADV
sc-1142	21	2	efficient	efficient	ADJ
sc-1142	21	3	and	and	CCONJ
sc-1142	21	4	cost	cost	VERB
sc-1142	21	5	effective	effective	ADJ
sc-1142	21	6	scm	scm	NOUN
sc-1142	21	7	practices	practice	NOUN
sc-1142	21	8	in	in	ADP
sc-1142	21	9	the	the	DET
sc-1142	21	10	oil	oil	NOUN
sc-1142	21	11	&	&	CCONJ
sc-1142	21	12	gas	gas	NOUN
sc-1142	21	13	industry	industry	NOUN
sc-1142	21	14	indicate	indicate	VERB
sc-1142	21	15	critical	critical	ADJ
sc-1142	21	16	issues	issue	NOUN
sc-1142	21	17	for	for	SCONJ
sc-1142	21	18	ensure	ensure	VERB
sc-1142	21	19	the	the	DET
sc-1142	21	20	continuous	continuous	ADJ
sc-1142	21	21	supply	supply	NOUN
sc-1142	21	22	of	of	ADP
sc-1142	21	23	crude	crude	ADJ
sc-1142	21	24	oil	oil	NOUN
sc-1142	21	25	,	,	PUNCT
sc-1142	21	26	lead	lead	VERB
sc-1142	21	27	time	time	NOUN
sc-1142	21	28	reduction	reduction	NOUN
sc-1142	21	29	,	,	PUNCT
sc-1142	21	30	and	and	CCONJ
sc-1142	21	31	lowering	lower	VERB
sc-1142	21	32	of	of	ADP
sc-1142	21	33	production	production	NOUN
sc-1142	21	34	and	and	CCONJ
sc-1142	21	35	distribution	distribution	NOUN
sc-1142	21	36	costs	cost	NOUN
sc-1142	21	37	.	.	PUNCT
sc-1142	22	1	due	due	ADP
sc-1142	22	2	to	to	ADP
sc-1142	22	3	the	the	DET
sc-1142	22	4	inflexibility	inflexibility	NOUN
sc-1142	22	5	involved	involve	VERB
sc-1142	22	6	in	in	ADP
sc-1142	22	7	the	the	DET
sc-1142	22	8	petroleum	petroleum	NOUN
sc-1142	22	9	industry	industry	NOUN
sc-1142	22	10	’s	’s	PART
sc-1142	22	11	supply	supply	NOUN
sc-1142	22	12	chain	chain	NOUN
sc-1142	22	13	network	network	NOUN
sc-1142	22	14	,	,	PUNCT
sc-1142	22	15	cost	cost	NOUN
sc-1142	22	16	containment	containment	NOUN
sc-1142	22	17	,	,	PUNCT
sc-1142	22	18	visibility	visibility	NOUN
sc-1142	22	19	,	,	PUNCT
sc-1142	22	20	globalization	globalization	NOUN
sc-1142	22	21	,	,	PUNCT
sc-1142	22	22	risk	risk	NOUN
sc-1142	22	23	,	,	PUNCT
sc-1142	22	24	information	information	NOUN
sc-1142	22	25	technology	technology	NOUN
sc-1142	22	26	logistics	logistic	NOUN
sc-1142	22	27	,	,	PUNCT
sc-1142	22	28	knowledge	knowledge	NOUN
sc-1142	22	29	management	management	NOUN
sc-1142	22	30	and	and	CCONJ
sc-1142	22	31	greening	green	VERB
sc-1142	22	32	the	the	DET
sc-1142	22	33	supply	supply	NOUN
sc-1142	22	34	chains	chain	NOUN
sc-1142	22	35	are	be	AUX
sc-1142	22	36	some	some	PRON
sc-1142	22	37	of	of	ADP
sc-1142	22	38	the	the	DET
sc-1142	22	39	challenges	challenge	NOUN
sc-1142	22	40	facing	face	VERB
sc-1142	22	41	the	the	DET
sc-1142	22	42	scm	scm	PROPN
sc-1142	22	43	in	in	ADP
sc-1142	22	44	the	the	DET
sc-1142	22	45	oil	oil	NOUN
sc-1142	22	46	marketing	marketing	NOUN
sc-1142	22	47	companies	company	NOUN
sc-1142	22	48	as	as	SCONJ
sc-1142	22	49	advanced	advance	VERB
sc-1142	22	50	by	by	ADP
sc-1142	22	51	other	other	ADJ
sc-1142	22	52	researchers	researcher	NOUN
sc-1142	22	53	.	.	PUNCT
sc-1142	23	1	integrated	integrate	VERB
sc-1142	23	2	process	process	NOUN
sc-1142	23	3	management(ipm	management(ipm	NOUN
sc-1142	23	4	)	)	PUNCT
sc-1142	23	5	,	,	PUNCT
sc-1142	23	6	information	information	NOUN
sc-1142	23	7	sharing	sharing	NOUN
sc-1142	23	8	and	and	CCONJ
sc-1142	23	9	management	management	NOUN
sc-1142	23	10	,	,	PUNCT
sc-1142	23	11	variety	variety	NOUN
sc-1142	23	12	and	and	CCONJ
sc-1142	23	13	complexity	complexity	NOUN
sc-1142	23	14	of	of	ADP
sc-1142	23	15	generated	generate	VERB
sc-1142	23	16	data	datum	NOUN
sc-1142	23	17	by	by	ADP
sc-1142	23	18	each	each	DET
sc-1142	23	19	sector	sector	NOUN
sc-1142	23	20	,	,	PUNCT
sc-1142	23	21	organizational	organizational	ADJ
sc-1142	23	22	restructuring	restructuring	NOUN
sc-1142	23	23	,	,	PUNCT
sc-1142	23	24	and	and	CCONJ
sc-1142	23	25	cultural	cultural	ADJ
sc-1142	23	26	reorientation	reorientation	NOUN
sc-1142	23	27	are	be	AUX
sc-1142	23	28	crucial	crucial	ADJ
sc-1142	23	29	factors	factor	NOUN
sc-1142	23	30	and	and	CCONJ
sc-1142	23	31	equally	equally	ADV
sc-1142	23	32	important	important	ADJ
sc-1142	23	33	.	.	PUNCT
sc-1142	24	1	research	research	NOUN
sc-1142	24	2	article	article	NOUN
sc-1142	24	3	eai	eai	PROPN
sc-1142	24	4	endorsed	endorse	VERB
sc-1142	24	5	transactions	transaction	NOUN
sc-1142	24	6	on	on	ADP
sc-1142	24	7	smart	smart	ADJ
sc-1142	24	8	cities	city	NOUN
sc-1142	24	9	∗corresponding	∗corresponde	VERB
sc-1142	24	10	author	author	NOUN
sc-1142	24	11	.	.	PUNCT
sc-1142	25	1	email	email	NOUN
sc-1142	25	2	:	:	PUNCT
sc-1142	25	3	jamal.maktoubian@gmail.com	jamal.maktoubian@gmail.com	X
sc-1142	25	4	eai	eai	PROPN
sc-1142	25	5	endorsed	endorse	VERB
sc-1142	25	6	transactions	transaction	NOUN
sc-1142	25	7	on	on	ADP
sc-1142	25	8	smart	smart	ADJ
sc-1142	25	9	cities	city	NOUN
sc-1142	25	10	06	06	NUM
sc-1142	25	11	2018	2018	NUM
sc-1142	25	12	02	02	NUM
sc-1142	25	13	2020	2020	NUM
sc-1142	25	14	|	|	ADV
sc-1142	25	15	volume	volume	NOUN
sc-1142	25	16	4	4	NUM
sc-1142	25	17	|	|	NOUN
sc-1142	25	18	issue	issue	NOUN
sc-1142	25	19	9	9	NUM
sc-1142	25	20	|	|	ADV
sc-1142	25	21	e1	e1	VERB
sc-1142	25	22	http://creativecommons.org/licenses/by/3.0/	http://creativecommons.org/licenses/by/3.0/	PROPN
sc-1142	25	23	jamal	jamal	PROPN
sc-1142	25	24	maktoubian	maktoubian	PROPN
sc-1142	25	25	et	et	PROPN
sc-1142	25	26	al	al	PROPN
sc-1142	25	27	.	.	PROPN
sc-1142	25	28	2	2	NUM
sc-1142	25	29	a	a	DET
sc-1142	25	30	wide	wide	ADJ
sc-1142	25	31	range	range	NOUN
sc-1142	25	32	of	of	ADP
sc-1142	25	33	optimization	optimization	NOUN
sc-1142	25	34	models	model	NOUN
sc-1142	25	35	have	have	AUX
sc-1142	25	36	been	be	AUX
sc-1142	25	37	proposed	propose	VERB
sc-1142	25	38	in	in	ADP
sc-1142	25	39	the	the	DET
sc-1142	25	40	oil	oil	NOUN
sc-1142	25	41	and	and	CCONJ
sc-1142	25	42	gas	gas	NOUN
sc-1142	25	43	supply	supply	NOUN
sc-1142	25	44	chains	chain	NOUN
sc-1142	25	45	,	,	PUNCT
sc-1142	25	46	often	often	ADV
sc-1142	25	47	without	without	ADP
sc-1142	25	48	taking	take	VERB
sc-1142	25	49	the	the	DET
sc-1142	25	50	inherent	inherent	ADJ
sc-1142	25	51	risks	risk	NOUN
sc-1142	25	52	and	and	CCONJ
sc-1142	25	53	vulnerabilities	vulnerability	NOUN
sc-1142	25	54	from	from	ADP
sc-1142	25	55	events	event	NOUN
sc-1142	25	56	,	,	PUNCT
sc-1142	25	57	different	different	ADJ
sc-1142	25	58	routes	route	NOUN
sc-1142	25	59	and	and	CCONJ
sc-1142	25	60	supply	supply	NOUN
sc-1142	25	61	chain	chain	NOUN
sc-1142	25	62	units	unit	NOUN
sc-1142	25	63	/	/	SYM
sc-1142	25	64	nodes	node	NOUN
sc-1142	25	65	into	into	ADP
sc-1142	25	66	consideration	consideration	NOUN
sc-1142	25	67	.	.	PUNCT
sc-1142	26	1	these	these	DET
sc-1142	26	2	uncertainties	uncertainty	NOUN
sc-1142	26	3	and	and	CCONJ
sc-1142	26	4	risks	risk	NOUN
sc-1142	26	5	often	often	ADV
sc-1142	26	6	interrupt	interrupt	VERB
sc-1142	26	7	the	the	DET
sc-1142	26	8	supply	supply	NOUN
sc-1142	26	9	chain	chain	NOUN
sc-1142	26	10	operations	operation	NOUN
sc-1142	26	11	,	,	PUNCT
sc-1142	26	12	causing	cause	VERB
sc-1142	26	13	significant	significant	ADJ
sc-1142	26	14	adverse	adverse	ADJ
sc-1142	26	15	effects	effect	NOUN
sc-1142	26	16	in	in	ADP
sc-1142	26	17	the	the	DET
sc-1142	26	18	energy	energy	NOUN
sc-1142	26	19	sector	sector	NOUN
sc-1142	26	20	.	.	PUNCT
sc-1142	27	1	it	it	PRON
sc-1142	27	2	is	be	AUX
sc-1142	27	3	important	important	ADJ
sc-1142	27	4	to	to	PART
sc-1142	27	5	develop	develop	VERB
sc-1142	27	6	risk	risk	NOUN
sc-1142	27	7	based	base	VERB
sc-1142	27	8	optimization	optimization	NOUN
sc-1142	27	9	models	model	NOUN
sc-1142	27	10	using	use	VERB
sc-1142	27	11	advance	advance	NOUN
sc-1142	27	12	technology	technology	NOUN
sc-1142	27	13	in	in	ADP
sc-1142	27	14	order	order	NOUN
sc-1142	27	15	to	to	PART
sc-1142	27	16	predict	predict	VERB
sc-1142	27	17	,	,	PUNCT
sc-1142	27	18	reduce	reduce	VERB
sc-1142	27	19	or	or	CCONJ
sc-1142	27	20	mitigate	mitigate	VERB
sc-1142	27	21	the	the	DET
sc-1142	27	22	impact	impact	NOUN
sc-1142	27	23	of	of	ADP
sc-1142	27	24	these	these	DET
sc-1142	27	25	uncertainties	uncertainty	NOUN
sc-1142	27	26	in	in	ADP
sc-1142	27	27	the	the	DET
sc-1142	27	28	oil	oil	NOUN
sc-1142	27	29	and	and	CCONJ
sc-1142	27	30	gas	gas	NOUN
sc-1142	27	31	critical	critical	ADJ
sc-1142	27	32	infrastructure	infrastructure	NOUN
sc-1142	27	33	supply	supply	NOUN
sc-1142	27	34	chain	chain	NOUN
sc-1142	27	35	.	.	PUNCT
sc-1142	28	1	although	although	SCONJ
sc-1142	28	2	oil	oil	NOUN
sc-1142	28	3	and	and	CCONJ
sc-1142	28	4	gas	gas	NOUN
sc-1142	28	5	supply	supply	NOUN
sc-1142	28	6	chain	chain	NOUN
sc-1142	28	7	has	have	VERB
sc-1142	28	8	a	a	DET
sc-1142	28	9	simple	simple	ADJ
sc-1142	28	10	procedure	procedure	NOUN
sc-1142	28	11	,	,	PUNCT
sc-1142	28	12	a	a	DET
sc-1142	28	13	little	little	ADJ
sc-1142	28	14	optimization	optimization	NOUN
sc-1142	28	15	in	in	ADP
sc-1142	28	16	each	each	DET
sc-1142	28	17	agent	agent	NOUN
sc-1142	28	18	(	(	PUNCT
sc-1142	28	19	storages	storage	NOUN
sc-1142	28	20	,	,	PUNCT
sc-1142	28	21	refineries	refinery	NOUN
sc-1142	28	22	,	,	PUNCT
sc-1142	28	23	retailers	retailer	NOUN
sc-1142	28	24	,	,	PUNCT
sc-1142	28	25	pipelines	pipeline	NOUN
sc-1142	28	26	,	,	PUNCT
sc-1142	28	27	suppliers	supplier	NOUN
sc-1142	28	28	,	,	PUNCT
sc-1142	28	29	carriers	carrier	NOUN
sc-1142	28	30	,	,	PUNCT
sc-1142	28	31	freight	freight	NOUN
sc-1142	28	32	forwarders	forwarder	NOUN
sc-1142	28	33	,	,	PUNCT
sc-1142	28	34	tankers	tanker	NOUN
sc-1142	28	35	,	,	PUNCT
sc-1142	28	36	to	to	PART
sc-1142	28	37	name	name	VERB
sc-1142	28	38	but	but	CCONJ
sc-1142	28	39	a	a	DET
sc-1142	28	40	few	few	ADJ
sc-1142	28	41	)	)	PUNCT
sc-1142	28	42	could	could	AUX
sc-1142	28	43	save	save	VERB
sc-1142	28	44	millions	million	NOUN
sc-1142	28	45	of	of	ADP
sc-1142	28	46	dollars	dollar	NOUN
sc-1142	28	47	in	in	ADP
sc-1142	28	48	a	a	DET
sc-1142	28	49	month	month	NOUN
sc-1142	28	50	.	.	PUNCT
sc-1142	29	1	moreover	moreover	ADV
sc-1142	29	2	,	,	PUNCT
sc-1142	29	3	visibility	visibility	NOUN
sc-1142	29	4	in	in	ADP
sc-1142	29	5	the	the	DET
sc-1142	29	6	supply	supply	NOUN
sc-1142	29	7	chain	chain	NOUN
sc-1142	29	8	being	be	AUX
sc-1142	29	9	the	the	DET
sc-1142	29	10	main	main	ADJ
sc-1142	29	11	issue	issue	NOUN
sc-1142	29	12	,	,	PUNCT
sc-1142	29	13	the	the	DET
sc-1142	29	14	key	key	ADJ
sc-1142	29	15	challenge	challenge	NOUN
sc-1142	29	16	lies	lie	VERB
sc-1142	29	17	in	in	ADP
sc-1142	29	18	the	the	DET
sc-1142	29	19	process	process	NOUN
sc-1142	29	20	optimization	optimization	NOUN
sc-1142	29	21	of	of	ADP
sc-1142	29	22	each	each	DET
sc-1142	29	23	enterprise	enterprise	NOUN
sc-1142	29	24	.	.	PUNCT
sc-1142	30	1	for	for	ADP
sc-1142	30	2	the	the	DET
sc-1142	30	3	question	question	NOUN
sc-1142	30	4	of	of	ADP
sc-1142	30	5	efficient	efficient	ADJ
sc-1142	30	6	supply	supply	NOUN
sc-1142	30	7	chain	chain	NOUN
sc-1142	30	8	for	for	ADP
sc-1142	30	9	a	a	DET
sc-1142	30	10	mass	mass	ADJ
sc-1142	30	11	production	production	NOUN
sc-1142	30	12	industry	industry	NOUN
sc-1142	30	13	like	like	ADP
sc-1142	30	14	that	that	PRON
sc-1142	30	15	of	of	ADP
sc-1142	30	16	petroleum	petroleum	NOUN
sc-1142	30	17	industry	industry	NOUN
sc-1142	30	18	,	,	PUNCT
sc-1142	30	19	the	the	DET
sc-1142	30	20	solution	solution	NOUN
sc-1142	30	21	lies	lie	VERB
sc-1142	30	22	in	in	ADP
sc-1142	30	23	the	the	DET
sc-1142	30	24	adaptive	adaptive	ADJ
sc-1142	30	25	supply	supply	NOUN
sc-1142	30	26	chain	chain	NOUN
sc-1142	30	27	,	,	PUNCT
sc-1142	30	28	which	which	PRON
sc-1142	30	29	make	make	VERB
sc-1142	30	30	a	a	DET
sc-1142	30	31	more	more	ADV
sc-1142	30	32	holistic	holistic	ADJ
sc-1142	30	33	approach	approach	NOUN
sc-1142	30	34	to	to	ADP
sc-1142	30	35	the	the	DET
sc-1142	30	36	supply	supply	NOUN
sc-1142	30	37	chain	chain	NOUN
sc-1142	30	38	optimization[3	optimization[3	PROPN
sc-1142	30	39	]	]	PUNCT
sc-1142	30	40	.	.	PUNCT
sc-1142	31	1	the	the	DET
sc-1142	31	2	integrity	integrity	NOUN
sc-1142	31	3	of	of	ADP
sc-1142	31	4	big	big	ADJ
sc-1142	31	5	data	datum	NOUN
sc-1142	31	6	technology	technology	NOUN
sc-1142	31	7	,	,	PUNCT
sc-1142	31	8	agent	agent	NOUN
sc-1142	31	9	-	-	PUNCT
sc-1142	31	10	based	base	VERB
sc-1142	31	11	modelling(abm	modelling(abm	NOUN
sc-1142	31	12	)	)	PUNCT
sc-1142	31	13	and	and	CCONJ
sc-1142	31	14	simulation	simulation	NOUN
sc-1142	31	15	is	be	AUX
sc-1142	31	16	reliable	reliable	ADJ
sc-1142	31	17	and	and	CCONJ
sc-1142	31	18	efficient	efficient	ADJ
sc-1142	31	19	methods	method	NOUN
sc-1142	31	20	for	for	ADP
sc-1142	31	21	solving	solve	VERB
sc-1142	31	22	complex	complex	ADJ
sc-1142	31	23	problems	problem	NOUN
sc-1142	31	24	of	of	ADP
sc-1142	31	25	today	today	NOUN
sc-1142	31	26	's	's	PART
sc-1142	31	27	world	world	NOUN
sc-1142	31	28	.	.	PUNCT
sc-1142	32	1	many	many	ADJ
sc-1142	32	2	components	component	NOUN
sc-1142	32	3	of	of	ADP
sc-1142	32	4	supply	supply	NOUN
sc-1142	32	5	chain	chain	NOUN
sc-1142	32	6	systems	system	NOUN
sc-1142	32	7	have	have	AUX
sc-1142	32	8	been	be	AUX
sc-1142	32	9	modelled	model	VERB
sc-1142	32	10	utilizing	utilize	VERB
sc-1142	32	11	an	an	DET
sc-1142	32	12	agent	agent	NOUN
sc-1142	32	13	-	-	PUNCT
sc-1142	32	14	based	base	VERB
sc-1142	32	15	software	software	NOUN
sc-1142	32	16	.	.	PUNCT
sc-1142	33	1	garcia	garcia	PROPN
sc-1142	33	2	-	-	PUNCT
sc-1142	33	3	flores	flores	PROPN
sc-1142	33	4	and	and	CCONJ
sc-1142	33	5	wang	wang	PROPN
sc-1142	33	6	constructed	construct	VERB
sc-1142	33	7	an	an	DET
sc-1142	33	8	abm	abm	PROPN
sc-1142	33	9	to	to	PART
sc-1142	33	10	simulate	simulate	VERB
sc-1142	33	11	dynamic	dynamic	ADJ
sc-1142	33	12	behavior	behavior	NOUN
sc-1142	33	13	of	of	ADP
sc-1142	33	14	cooperating	cooperate	VERB
sc-1142	33	15	agents	agent	NOUN
sc-1142	33	16	along	along	ADP
sc-1142	33	17	a	a	DET
sc-1142	33	18	single	single	ADJ
sc-1142	33	19	supply	supply	NOUN
sc-1142	33	20	chain[4	chain[4	NOUN
sc-1142	33	21	]	]	X
sc-1142	33	22	.	.	PUNCT
sc-1142	34	1	the	the	DET
sc-1142	34	2	specific	specific	ADJ
sc-1142	34	3	operation	operation	NOUN
sc-1142	34	4	of	of	ADP
sc-1142	34	5	a	a	DET
sc-1142	34	6	warehouse	warehouse	NOUN
sc-1142	34	7	system	system	NOUN
sc-1142	34	8	was	be	AUX
sc-1142	34	9	designed	design	VERB
sc-1142	34	10	by	by	ADP
sc-1142	34	11	ito	ito	PROPN
sc-1142	34	12	and	and	CCONJ
sc-1142	34	13	abadi[5	abadi[5	NOUN
sc-1142	34	14	]	]	PUNCT
sc-1142	34	15	.	.	PUNCT
sc-1142	35	1	models	model	NOUN
sc-1142	35	2	of	of	ADP
sc-1142	35	3	refinery	refinery	NOUN
sc-1142	35	4	supply	supply	NOUN
sc-1142	35	5	chains	chain	NOUN
sc-1142	35	6	have	have	AUX
sc-1142	35	7	been	be	AUX
sc-1142	35	8	used	use	VERB
sc-1142	35	9	to	to	PART
sc-1142	35	10	determine	determine	VERB
sc-1142	35	11	optimal	optimal	ADJ
sc-1142	35	12	business	business	NOUN
sc-1142	35	13	processes	process	NOUN
sc-1142	35	14	and	and	CCONJ
sc-1142	35	15	configurations	configuration	NOUN
sc-1142	35	16	in	in	ADP
sc-1142	35	17	one	one	NUM
sc-1142	35	18	specific	specific	ADJ
sc-1142	35	19	plant[6	plant[6	NOUN
sc-1142	35	20	,	,	PUNCT
sc-1142	35	21	7	7	NUM
sc-1142	35	22	]	]	PUNCT
sc-1142	35	23	.	.	PUNCT
sc-1142	36	1	combining	combine	VERB
sc-1142	36	2	big	big	ADJ
sc-1142	36	3	data	datum	NOUN
sc-1142	36	4	methodologies	methodology	NOUN
sc-1142	36	5	with	with	ADP
sc-1142	36	6	particular	particular	ADJ
sc-1142	36	7	,	,	PUNCT
sc-1142	36	8	agentbased	agentbase	VERB
sc-1142	36	9	modelling	modelling	NOUN
sc-1142	36	10	first	first	ADV
sc-1142	36	11	,	,	PUNCT
sc-1142	36	12	would	would	AUX
sc-1142	36	13	be	be	AUX
sc-1142	36	14	employed	employ	VERB
sc-1142	36	15	to	to	PART
sc-1142	36	16	uncover	uncover	VERB
sc-1142	36	17	new	new	ADJ
sc-1142	36	18	relationships	relationship	NOUN
sc-1142	36	19	and	and	CCONJ
sc-1142	36	20	behaviour	behaviour	NOUN
sc-1142	36	21	coping	cope	VERB
sc-1142	36	22	with	with	ADP
sc-1142	36	23	agents	agent	NOUN
sc-1142	36	24	in	in	ADP
sc-1142	36	25	agentbased	agentbase	VERB
sc-1142	36	26	models	model	NOUN
sc-1142	36	27	that	that	PRON
sc-1142	36	28	were	be	AUX
sc-1142	36	29	not	not	PART
sc-1142	36	30	recognized	recognize	VERB
sc-1142	36	31	by	by	ADP
sc-1142	36	32	the	the	DET
sc-1142	36	33	traditional	traditional	ADJ
sc-1142	36	34	ones	one	NOUN
sc-1142	36	35	.	.	PUNCT
sc-1142	37	1	secondly	secondly	ADV
sc-1142	37	2	,	,	PUNCT
sc-1142	37	3	it	it	PRON
sc-1142	37	4	could	could	AUX
sc-1142	37	5	be	be	AUX
sc-1142	37	6	beneficial	beneficial	ADJ
sc-1142	37	7	for	for	ADP
sc-1142	37	8	extracting	extract	VERB
sc-1142	37	9	more	more	ADJ
sc-1142	37	10	parameters	parameter	NOUN
sc-1142	37	11	for	for	ADP
sc-1142	37	12	agent	agent	NOUN
sc-1142	37	13	-	-	PUNCT
sc-1142	37	14	based	base	VERB
sc-1142	37	15	models	model	NOUN
sc-1142	37	16	,	,	PUNCT
sc-1142	37	17	as	as	SCONJ
sc-1142	37	18	the	the	DET
sc-1142	37	19	size	size	NOUN
sc-1142	37	20	of	of	ADP
sc-1142	37	21	data	datum	NOUN
sc-1142	37	22	sets	set	NOUN
sc-1142	37	23	will	will	AUX
sc-1142	37	24	be	be	AUX
sc-1142	37	25	increased	increase	VERB
sc-1142	37	26	.	.	PUNCT
sc-1142	38	1	and	and	CCONJ
sc-1142	38	2	then	then	ADV
sc-1142	38	3	finally	finally	ADV
sc-1142	38	4	,	,	PUNCT
sc-1142	38	5	after	after	ADP
sc-1142	38	6	providing	provide	VERB
sc-1142	38	7	the	the	DET
sc-1142	38	8	results	result	NOUN
sc-1142	38	9	,	,	PUNCT
sc-1142	38	10	they	they	PRON
sc-1142	38	11	can	can	AUX
sc-1142	38	12	be	be	AUX
sc-1142	38	13	utilized	utilize	VERB
sc-1142	38	14	to	to	PART
sc-1142	38	15	validate	validate	VERB
sc-1142	38	16	and	and	CCONJ
sc-1142	38	17	comparing	compare	VERB
sc-1142	38	18	simulation	simulation	NOUN
sc-1142	38	19	with	with	ADP
sc-1142	38	20	existing	exist	VERB
sc-1142	38	21	agent	agent	NOUN
sc-1142	38	22	-	-	PUNCT
sc-1142	38	23	based	base	VERB
sc-1142	38	24	models	model	NOUN
sc-1142	38	25	.	.	PUNCT
sc-1142	39	1	by	by	ADP
sc-1142	39	2	doing	do	VERB
sc-1142	39	3	this	this	PRON
sc-1142	39	4	,	,	PUNCT
sc-1142	39	5	oil	oil	NOUN
sc-1142	39	6	and	and	CCONJ
sc-1142	39	7	gas	gas	NOUN
sc-1142	39	8	supplier	supplier	NOUN
sc-1142	39	9	could	could	AUX
sc-1142	39	10	take	take	VERB
sc-1142	39	11	advantage	advantage	NOUN
sc-1142	39	12	of	of	ADP
sc-1142	39	13	both	both	DET
sc-1142	39	14	approaches	approach	NOUN
sc-1142	39	15	to	to	PART
sc-1142	39	16	identify	identify	VERB
sc-1142	39	17	agent	agent	NOUN
sc-1142	39	18	behaviours	behaviour	NOUN
sc-1142	39	19	and	and	CCONJ
sc-1142	39	20	options	option	NOUN
sc-1142	39	21	in	in	ADP
sc-1142	39	22	an	an	DET
sc-1142	39	23	unprecedented	unprecedented	ADJ
sc-1142	39	24	manner	manner	NOUN
sc-1142	39	25	.	.	PUNCT
sc-1142	40	1	to	to	PART
sc-1142	40	2	do	do	VERB
sc-1142	40	3	that	that	PRON
sc-1142	40	4	,	,	PUNCT
sc-1142	40	5	we	we	PRON
sc-1142	40	6	need	need	VERB
sc-1142	40	7	big	big	ADJ
sc-1142	40	8	data	datum	NOUN
sc-1142	40	9	and	and	CCONJ
sc-1142	40	10	simulation	simulation	NOUN
sc-1142	40	11	frameworks	framework	NOUN
sc-1142	40	12	,	,	PUNCT
sc-1142	40	13	and	and	CCONJ
sc-1142	40	14	visualization	visualization	NOUN
sc-1142	40	15	tools	tool	NOUN
sc-1142	40	16	allow	allow	VERB
sc-1142	40	17	enduser	enduser	NOUN
sc-1142	40	18	access	access	NOUN
sc-1142	40	19	simulations	simulation	NOUN
sc-1142	40	20	without	without	ADP
sc-1142	40	21	being	be	AUX
sc-1142	40	22	notified	notify	VERB
sc-1142	40	23	of	of	ADP
sc-1142	40	24	the	the	DET
sc-1142	40	25	operations	operation	NOUN
sc-1142	40	26	.	.	PUNCT
sc-1142	41	1	hopefully	hopefully	ADV
sc-1142	41	2	,	,	PUNCT
sc-1142	41	3	these	these	DET
sc-1142	41	4	types	type	NOUN
sc-1142	41	5	of	of	ADP
sc-1142	41	6	analyses	analysis	NOUN
sc-1142	41	7	and	and	CCONJ
sc-1142	41	8	computational	computational	ADJ
sc-1142	41	9	challenges	challenge	NOUN
sc-1142	41	10	are	be	AUX
sc-1142	41	11	already	already	ADV
sc-1142	41	12	covered	cover	VERB
sc-1142	41	13	by	by	ADP
sc-1142	41	14	data	datum	NOUN
sc-1142	41	15	science	science	NOUN
sc-1142	41	16	experts	expert	NOUN
sc-1142	41	17	.	.	PUNCT
sc-1142	42	1	2	2	X
sc-1142	42	2	.	.	X
sc-1142	42	3	big	big	ADJ
sc-1142	42	4	data	datum	NOUN
sc-1142	42	5	in	in	ADP
sc-1142	42	6	supply	supply	NOUN
sc-1142	42	7	chain	chain	NOUN
sc-1142	42	8	management	management	NOUN
sc-1142	42	9	nowadays	nowadays	ADV
sc-1142	42	10	,	,	PUNCT
sc-1142	42	11	it	it	PRON
sc-1142	42	12	gets	get	VERB
sc-1142	42	13	more	more	ADJ
sc-1142	42	14	and	and	CCONJ
sc-1142	42	15	more	more	ADV
sc-1142	42	16	important	important	ADJ
sc-1142	42	17	for	for	SCONJ
sc-1142	42	18	oil	oil	NOUN
sc-1142	42	19	and	and	CCONJ
sc-1142	42	20	gas	gas	NOUN
sc-1142	42	21	companies	company	NOUN
sc-1142	42	22	to	to	PART
sc-1142	42	23	manage	manage	VERB
sc-1142	42	24	and	and	CCONJ
sc-1142	42	25	oversee	oversee	VERB
sc-1142	42	26	their	their	PRON
sc-1142	42	27	supply	supply	NOUN
sc-1142	42	28	chains	chain	NOUN
sc-1142	42	29	in	in	ADP
sc-1142	42	30	an	an	DET
sc-1142	42	31	effective	effective	ADJ
sc-1142	42	32	manner	manner	NOUN
sc-1142	42	33	in	in	ADP
sc-1142	42	34	order	order	NOUN
sc-1142	42	35	to	to	PART
sc-1142	42	36	reduce	reduce	VERB
sc-1142	42	37	cost	cost	NOUN
sc-1142	42	38	as	as	ADV
sc-1142	42	39	well	well	ADV
sc-1142	42	40	as	as	ADP
sc-1142	42	41	to	to	PART
sc-1142	42	42	enhance	enhance	VERB
sc-1142	42	43	and	and	CCONJ
sc-1142	42	44	guarantee	guarantee	VERB
sc-1142	42	45	efficient	efficient	ADJ
sc-1142	42	46	operations	operation	NOUN
sc-1142	42	47	.	.	PUNCT
sc-1142	43	1	due	due	ADP
sc-1142	43	2	to	to	ADP
sc-1142	43	3	the	the	DET
sc-1142	43	4	incipient	incipient	ADJ
sc-1142	43	5	digital	digital	ADJ
sc-1142	43	6	transformation	transformation	NOUN
sc-1142	43	7	process	process	NOUN
sc-1142	43	8	,	,	PUNCT
sc-1142	43	9	expected	expect	VERB
sc-1142	43	10	to	to	PART
sc-1142	43	11	radically	radically	ADV
sc-1142	43	12	alter	alter	VERB
sc-1142	43	13	business	business	NOUN
sc-1142	43	14	ecosystems	ecosystem	NOUN
sc-1142	43	15	,	,	PUNCT
sc-1142	43	16	change	change	NOUN
sc-1142	43	17	management	management	NOUN
sc-1142	43	18	practice	practice	NOUN
sc-1142	43	19	and	and	CCONJ
sc-1142	43	20	revolutionize	revolutionize	VERB
sc-1142	43	21	supply	supply	NOUN
sc-1142	43	22	chain	chain	NOUN
sc-1142	43	23	dynamics	dynamic	NOUN
sc-1142	43	24	,	,	PUNCT
sc-1142	43	25	the	the	DET
sc-1142	43	26	management	management	NOUN
sc-1142	43	27	of	of	ADP
sc-1142	43	28	data	datum	NOUN
sc-1142	43	29	and	and	CCONJ
sc-1142	43	30	information	information	NOUN
sc-1142	43	31	,	,	PUNCT
sc-1142	43	32	being	be	AUX
sc-1142	43	33	the	the	DET
sc-1142	43	34	raw	raw	ADJ
sc-1142	43	35	materials	material	NOUN
sc-1142	43	36	of	of	ADP
sc-1142	43	37	the	the	DET
sc-1142	43	38	digital	digital	ADJ
sc-1142	43	39	age	age	NOUN
sc-1142	43	40	,	,	PUNCT
sc-1142	43	41	is	be	AUX
sc-1142	43	42	becoming	become	VERB
sc-1142	43	43	increasingly	increasingly	ADV
sc-1142	43	44	important	important	ADJ
sc-1142	43	45	for	for	ADP
sc-1142	43	46	businesses	business	NOUN
sc-1142	43	47	.	.	PUNCT
sc-1142	44	1	the	the	DET
sc-1142	44	2	rationale	rationale	NOUN
sc-1142	44	3	is	be	AUX
sc-1142	44	4	that	that	SCONJ
sc-1142	44	5	the	the	DET
sc-1142	44	6	amount	amount	NOUN
sc-1142	44	7	of	of	ADP
sc-1142	44	8	data	datum	NOUN
sc-1142	44	9	and	and	CCONJ
sc-1142	44	10	information	information	NOUN
sc-1142	44	11	generated	generate	VERB
sc-1142	44	12	by	by	ADP
sc-1142	44	13	,	,	PUNCT
sc-1142	44	14	available	available	ADJ
sc-1142	44	15	to	to	ADP
sc-1142	44	16	and	and	CCONJ
sc-1142	44	17	collected	collect	VERB
sc-1142	44	18	through	through	ADP
sc-1142	44	19	companies	company	NOUN
sc-1142	44	20	is	be	AUX
sc-1142	44	21	growing	grow	VERB
sc-1142	44	22	at	at	ADP
sc-1142	44	23	an	an	DET
sc-1142	44	24	unforeseen	unforeseen	ADJ
sc-1142	44	25	fast	fast	ADJ
sc-1142	44	26	pace	pace	NOUN
sc-1142	44	27	.	.	PUNCT
sc-1142	45	1	the	the	DET
sc-1142	45	2	term	term	NOUN
sc-1142	45	3	big	big	ADJ
sc-1142	45	4	data	datum	NOUN
sc-1142	45	5	analytics	analytic	NOUN
sc-1142	45	6	has	have	AUX
sc-1142	45	7	been	be	AUX
sc-1142	45	8	coined	coin	VERB
sc-1142	45	9	in	in	ADP
sc-1142	45	10	this	this	DET
sc-1142	45	11	respect	respect	NOUN
sc-1142	45	12	,	,	PUNCT
sc-1142	45	13	reflecting	reflect	VERB
sc-1142	45	14	the	the	DET
sc-1142	45	15	volume	volume	NOUN
sc-1142	45	16	,	,	PUNCT
sc-1142	45	17	velocity	velocity	NOUN
sc-1142	45	18	,	,	PUNCT
sc-1142	45	19	and	and	CCONJ
sc-1142	45	20	variety	variety	NOUN
sc-1142	45	21	surge	surge	NOUN
sc-1142	45	22	of	of	ADP
sc-1142	45	23	digital	digital	ADJ
sc-1142	45	24	data	datum	NOUN
sc-1142	45	25	which	which	PRON
sc-1142	45	26	increasingly	increasingly	ADV
sc-1142	45	27	poses	pose	VERB
sc-1142	45	28	a	a	DET
sc-1142	45	29	challenge	challenge	NOUN
sc-1142	45	30	for	for	ADP
sc-1142	45	31	companies	company	NOUN
sc-1142	45	32	,	,	PUNCT
sc-1142	45	33	as	as	SCONJ
sc-1142	45	34	it	it	PRON
sc-1142	45	35	complicates	complicate	VERB
sc-1142	45	36	the	the	DET
sc-1142	45	37	identification	identification	NOUN
sc-1142	45	38	and	and	CCONJ
sc-1142	45	39	extraction	extraction	NOUN
sc-1142	45	40	of	of	ADP
sc-1142	45	41	the	the	DET
sc-1142	45	42	most	most	ADV
sc-1142	45	43	relevant	relevant	ADJ
sc-1142	45	44	and	and	CCONJ
sc-1142	45	45	valuable	valuable	ADJ
sc-1142	45	46	information	information	NOUN
sc-1142	45	47	required	require	VERB
sc-1142	45	48	for	for	ADP
sc-1142	45	49	managing	manage	VERB
sc-1142	45	50	the	the	DET
sc-1142	45	51	business	business	NOUN
sc-1142	45	52	and	and	CCONJ
sc-1142	45	53	ultimately	ultimately	ADV
sc-1142	45	54	the	the	DET
sc-1142	45	55	supply	supply	NOUN
sc-1142	45	56	chain[8	chain[8	VERB
sc-1142	45	57	]	]	X
sc-1142	45	58	.	.	PUNCT
sc-1142	46	1	however	however	ADV
sc-1142	46	2	,	,	PUNCT
sc-1142	46	3	having	have	VERB
sc-1142	46	4	access	access	NOUN
sc-1142	46	5	to	to	ADP
sc-1142	46	6	accurate	accurate	ADJ
sc-1142	46	7	and	and	CCONJ
sc-1142	46	8	up	up	ADP
sc-1142	46	9	-	-	PUNCT
sc-1142	46	10	to	to	ADP
sc-1142	46	11	-	-	PUNCT
sc-1142	46	12	date	date	NOUN
sc-1142	46	13	information	information	NOUN
sc-1142	46	14	is	be	AUX
sc-1142	46	15	paramount	paramount	ADJ
sc-1142	46	16	for	for	ADP
sc-1142	46	17	informed	informed	ADJ
sc-1142	46	18	decision	decision	NOUN
sc-1142	46	19	-	-	PUNCT
sc-1142	46	20	making	making	NOUN
sc-1142	46	21	at	at	ADP
sc-1142	46	22	corporate	corporate	ADJ
sc-1142	46	23	as	as	ADV
sc-1142	46	24	well	well	ADV
sc-1142	46	25	as	as	ADP
sc-1142	46	26	supply	supply	NOUN
sc-1142	46	27	chain	chain	NOUN
sc-1142	46	28	level	level	NOUN
sc-1142	46	29	.	.	PUNCT
sc-1142	47	1	in	in	ADP
sc-1142	47	2	turn	turn	NOUN
sc-1142	47	3	,	,	PUNCT
sc-1142	47	4	not	not	PART
sc-1142	47	5	having	have	VERB
sc-1142	47	6	access	access	NOUN
sc-1142	47	7	to	to	ADP
sc-1142	47	8	up	up	ADP
sc-1142	47	9	-	-	PUNCT
sc-1142	47	10	to	to	ADP
sc-1142	47	11	-	-	PUNCT
sc-1142	47	12	date	date	NOUN
sc-1142	47	13	,	,	PUNCT
sc-1142	47	14	accurate	accurate	ADJ
sc-1142	47	15	and	and	CCONJ
sc-1142	47	16	meaningful	meaningful	ADJ
sc-1142	47	17	information	information	NOUN
sc-1142	47	18	represents	represent	VERB
sc-1142	47	19	a	a	DET
sc-1142	47	20	risk	risk	NOUN
sc-1142	47	21	for	for	ADP
sc-1142	47	22	companies	company	NOUN
sc-1142	47	23	and	and	CCONJ
sc-1142	47	24	subsequently	subsequently	ADV
sc-1142	47	25	for	for	ADP
sc-1142	47	26	the	the	DET
sc-1142	47	27	supply	supply	NOUN
sc-1142	47	28	chain	chain	NOUN
sc-1142	47	29	,	,	PUNCT
sc-1142	47	30	as	as	SCONJ
sc-1142	47	31	decisions	decision	NOUN
sc-1142	47	32	need	need	VERB
sc-1142	47	33	to	to	PART
sc-1142	47	34	be	be	AUX
sc-1142	47	35	made	make	VERB
sc-1142	47	36	on	on	ADP
sc-1142	47	37	a	a	DET
sc-1142	47	38	reliable	reliable	ADJ
sc-1142	47	39	,	,	PUNCT
sc-1142	47	40	evidence	evidence	NOUN
sc-1142	47	41	-	-	PUNCT
sc-1142	47	42	driven	drive	VERB
sc-1142	47	43	basis	basis	NOUN
sc-1142	47	44	.	.	PUNCT
sc-1142	48	1	other	other	ADJ
sc-1142	48	2	factors	factor	NOUN
sc-1142	48	3	being	be	AUX
sc-1142	48	4	the	the	DET
sc-1142	48	5	increased	increase	VERB
sc-1142	48	6	need	need	NOUN
sc-1142	48	7	for	for	ADP
sc-1142	48	8	end	end	NOUN
sc-1142	48	9	-	-	PUNCT
sc-1142	48	10	toend	toend	NOUN
sc-1142	48	11	visibility	visibility	NOUN
sc-1142	48	12	along	along	ADP
sc-1142	48	13	the	the	DET
sc-1142	48	14	supply	supply	NOUN
sc-1142	48	15	chain	chain	NOUN
sc-1142	48	16	,	,	PUNCT
sc-1142	48	17	enhanced	enhance	VERB
sc-1142	48	18	automation	automation	NOUN
sc-1142	48	19	levels	level	NOUN
sc-1142	48	20	as	as	ADV
sc-1142	48	21	well	well	ADV
sc-1142	48	22	as	as	ADP
sc-1142	48	23	required	require	VERB
sc-1142	48	24	efficiency	efficiency	NOUN
sc-1142	48	25	gains	gain	NOUN
sc-1142	48	26	at	at	ADP
sc-1142	48	27	the	the	DET
sc-1142	48	28	manufacturing	manufacturing	NOUN
sc-1142	48	29	level	level	NOUN
sc-1142	48	30	.	.	PUNCT
sc-1142	49	1	apart	apart	ADV
sc-1142	49	2	from	from	ADP
sc-1142	49	3	the	the	DET
sc-1142	49	4	analysis	analysis	NOUN
sc-1142	49	5	,	,	PUNCT
sc-1142	49	6	machine	machine	NOUN
sc-1142	49	7	learning	learning	NOUN
sc-1142	49	8	is	be	AUX
sc-1142	49	9	helping	help	VERB
sc-1142	49	10	to	to	PART
sc-1142	49	11	improve	improve	VERB
sc-1142	49	12	the	the	DET
sc-1142	49	13	accuracy	accuracy	NOUN
sc-1142	49	14	and	and	CCONJ
sc-1142	49	15	efficiency	efficiency	NOUN
sc-1142	49	16	of	of	ADP
sc-1142	49	17	supply	supply	NOUN
sc-1142	49	18	chain	chain	NOUN
sc-1142	49	19	management	management	NOUN
sc-1142	49	20	.	.	PUNCT
sc-1142	50	1	the	the	DET
sc-1142	50	2	evolution	evolution	NOUN
sc-1142	50	3	to	to	ADP
sc-1142	50	4	using	use	VERB
sc-1142	50	5	artificial	artificial	ADJ
sc-1142	50	6	intelligence	intelligence	NOUN
sc-1142	50	7	and	and	CCONJ
sc-1142	50	8	machines	machine	NOUN
sc-1142	50	9	that	that	PRON
sc-1142	50	10	learn	learn	VERB
sc-1142	50	11	in	in	ADP
sc-1142	50	12	supply	supply	NOUN
sc-1142	50	13	chain	chain	NOUN
sc-1142	50	14	planning	planning	NOUN
sc-1142	50	15	is	be	AUX
sc-1142	50	16	inevitable	inevitable	ADJ
sc-1142	50	17	.	.	PUNCT
sc-1142	51	1	in	in	ADP
sc-1142	51	2	fact	fact	NOUN
sc-1142	51	3	,	,	PUNCT
sc-1142	51	4	there	there	PRON
sc-1142	51	5	are	be	VERB
sc-1142	51	6	early	early	ADJ
sc-1142	51	7	examples	example	NOUN
sc-1142	51	8	of	of	ADP
sc-1142	51	9	the	the	DET
sc-1142	51	10	potential	potential	NOUN
sc-1142	51	11	of	of	ADP
sc-1142	51	12	ai	ai	VERB
sc-1142	51	13	to	to	PART
sc-1142	51	14	improve	improve	VERB
sc-1142	51	15	both	both	DET
sc-1142	51	16	supply	supply	NOUN
sc-1142	51	17	chain	chain	NOUN
sc-1142	51	18	planner	planner	NOUN
sc-1142	51	19	efficiencies	efficiency	NOUN
sc-1142	51	20	and	and	CCONJ
sc-1142	51	21	provide	provide	VERB
sc-1142	51	22	better	well	ADV
sc-1142	51	23	or	or	CCONJ
sc-1142	51	24	optimized	optimize	VERB
sc-1142	51	25	supply	supply	NOUN
sc-1142	51	26	chain	chain	NOUN
sc-1142	51	27	decisions	decision	NOUN
sc-1142	51	28	.	.	PUNCT
sc-1142	52	1	oil	oil	NOUN
sc-1142	52	2	&	&	CCONJ
sc-1142	52	3	gas	gas	NOUN
sc-1142	52	4	supply	supply	NOUN
sc-1142	52	5	and	and	CCONJ
sc-1142	52	6	trading	trading	NOUN
sc-1142	52	7	aims	aim	VERB
sc-1142	52	8	to	to	PART
sc-1142	52	9	optimize	optimize	VERB
sc-1142	52	10	commercial	commercial	ADJ
sc-1142	52	11	margins	margin	NOUN
sc-1142	52	12	in	in	ADP
sc-1142	52	13	a	a	DET
sc-1142	52	14	diverse	diverse	ADJ
sc-1142	52	15	,	,	PUNCT
sc-1142	52	16	dynamic	dynamic	ADJ
sc-1142	52	17	,	,	PUNCT
sc-1142	52	18	and	and	CCONJ
sc-1142	52	19	global	global	ADJ
sc-1142	52	20	market	market	NOUN
sc-1142	52	21	environment	environment	NOUN
sc-1142	52	22	.	.	PUNCT
sc-1142	53	1	data	datum	NOUN
sc-1142	53	2	mining	mining	NOUN
sc-1142	53	3	,	,	PUNCT
sc-1142	53	4	machine	machine	NOUN
sc-1142	53	5	learning	learning	NOUN
sc-1142	53	6	,	,	PUNCT
sc-1142	53	7	and	and	CCONJ
sc-1142	53	8	predictive	predictive	ADJ
sc-1142	53	9	analytics	analytic	NOUN
sc-1142	53	10	solutions	solution	NOUN
sc-1142	53	11	could	could	AUX
sc-1142	53	12	be	be	AUX
sc-1142	53	13	provided	provide	VERB
sc-1142	53	14	that	that	DET
sc-1142	53	15	empower	empower	NOUN
sc-1142	53	16	decision	decision	NOUN
sc-1142	53	17	makers	maker	NOUN
sc-1142	53	18	to	to	PART
sc-1142	53	19	analyze	analyze	VERB
sc-1142	53	20	trading	trading	NOUN
sc-1142	53	21	risks	risk	NOUN
sc-1142	53	22	.	.	PUNCT
sc-1142	54	1	effective	effective	ADJ
sc-1142	54	2	optimisation	optimisation	NOUN
sc-1142	54	3	requires	require	VERB
sc-1142	54	4	analysis	analysis	NOUN
sc-1142	54	5	of	of	ADP
sc-1142	54	6	the	the	DET
sc-1142	54	7	interaction	interaction	NOUN
sc-1142	54	8	of	of	ADP
sc-1142	54	9	several	several	ADJ
sc-1142	54	10	variables	variable	NOUN
sc-1142	54	11	in	in	ADP
sc-1142	54	12	supply	supply	NOUN
sc-1142	54	13	chain	chain	NOUN
sc-1142	54	14	datasets	dataset	NOUN
sc-1142	54	15	.	.	PUNCT
sc-1142	55	1	in	in	ADP
sc-1142	55	2	supply	supply	NOUN
sc-1142	55	3	chain	chain	NOUN
sc-1142	55	4	machine	machine	NOUN
sc-1142	55	5	learning	learning	NOUN
sc-1142	55	6	,	,	PUNCT
sc-1142	55	7	we	we	PRON
sc-1142	55	8	need	need	VERB
sc-1142	55	9	to	to	PART
sc-1142	55	10	measure	measure	VERB
sc-1142	55	11	relationships	relationship	NOUN
sc-1142	55	12	between	between	ADP
sc-1142	55	13	attributes	attribute	NOUN
sc-1142	55	14	to	to	PART
sc-1142	55	15	find	find	VERB
sc-1142	55	16	hidden	hidden	ADJ
sc-1142	55	17	patterns	pattern	NOUN
sc-1142	55	18	among	among	ADP
sc-1142	55	19	them	they	PRON
sc-1142	55	20	.	.	PUNCT
sc-1142	56	1	for	for	ADP
sc-1142	56	2	instance	instance	NOUN
sc-1142	56	3	,	,	PUNCT
sc-1142	56	4	how	how	SCONJ
sc-1142	56	5	different	different	ADJ
sc-1142	56	6	factors	factor	NOUN
sc-1142	56	7	such	such	ADJ
sc-1142	56	8	as	as	ADP
sc-1142	56	9	materials	material	NOUN
sc-1142	56	10	,	,	PUNCT
sc-1142	56	11	ordering	ordering	NOUN
sc-1142	56	12	and	and	CCONJ
sc-1142	56	13	inventory	inventory	NOUN
sc-1142	56	14	visibility	visibility	NOUN
sc-1142	56	15	and	and	CCONJ
sc-1142	56	16	control	control	NOUN
sc-1142	56	17	,	,	PUNCT
sc-1142	56	18	import	import	NOUN
sc-1142	56	19	/	/	SYM
sc-1142	56	20	export	export	NOUN
sc-1142	56	21	facilitation	facilitation	NOUN
sc-1142	56	22	,	,	PUNCT
sc-1142	56	23	and	and	CCONJ
sc-1142	56	24	transportation	transportation	NOUN
sc-1142	56	25	,	,	PUNCT
sc-1142	56	26	etc	etc	X
sc-1142	56	27	.	.	X
sc-1142	56	28	can	can	AUX
sc-1142	56	29	influence	influence	VERB
sc-1142	56	30	oil	oil	NOUN
sc-1142	56	31	and	and	CCONJ
sc-1142	56	32	gas	gas	NOUN
sc-1142	56	33	industry	industry	NOUN
sc-1142	56	34	.	.	PUNCT
sc-1142	57	1	3	3	X
sc-1142	57	2	.	.	X
sc-1142	57	3	agent	agent	NOUN
sc-1142	57	4	-	-	PUNCT
sc-1142	57	5	based	base	VERB
sc-1142	57	6	modelling	modelling	NOUN
sc-1142	57	7	(	(	PUNCT
sc-1142	57	8	abm	abm	PROPN
sc-1142	57	9	)	)	PUNCT
sc-1142	57	10	in	in	ADP
sc-1142	57	11	oil	oil	NOUN
sc-1142	57	12	&	&	CCONJ
sc-1142	57	13	gas	gas	NOUN
sc-1142	57	14	industry	industry	NOUN
sc-1142	57	15	abms	abms	VERB
sc-1142	57	16	are	be	AUX
sc-1142	57	17	computational	computational	ADJ
sc-1142	57	18	systems	system	NOUN
sc-1142	57	19	with	with	ADP
sc-1142	57	20	dynamic	dynamic	ADJ
sc-1142	57	21	behavior	behavior	NOUN
sc-1142	57	22	and	and	CCONJ
sc-1142	57	23	special	special	ADJ
sc-1142	57	24	characteristics	characteristic	NOUN
sc-1142	57	25	that	that	PRON
sc-1142	57	26	define	define	VERB
sc-1142	57	27	as	as	ADP
sc-1142	57	28	“	"	PUNCT
sc-1142	57	29	interacting	interact	VERB
sc-1142	57	30	autonomous	autonomous	ADJ
sc-1142	57	31	entities	entity	NOUN
sc-1142	57	32	which	which	PRON
sc-1142	57	33	is	be	AUX
sc-1142	57	34	called	call	VERB
sc-1142	57	35	agents”[9	agents”[9	ADV
sc-1142	57	36	]	]	PUNCT
sc-1142	57	37	.	.	PUNCT
sc-1142	58	1	using	use	VERB
sc-1142	58	2	agents	agent	NOUN
sc-1142	58	3	,	,	PUNCT
sc-1142	58	4	we	we	PRON
sc-1142	58	5	able	able	ADJ
sc-1142	58	6	to	to	PART
sc-1142	58	7	show	show	VERB
sc-1142	58	8	and	and	CCONJ
sc-1142	58	9	employ	employ	VERB
sc-1142	58	10	individuals	individual	NOUN
sc-1142	58	11	at	at	ADP
sc-1142	58	12	several	several	ADJ
sc-1142	58	13	levels	level	NOUN
sc-1142	58	14	,	,	PUNCT
sc-1142	58	15	learning	learn	VERB
sc-1142	58	16	capability	capability	NOUN
sc-1142	58	17	,	,	PUNCT
sc-1142	58	18	and	and	CCONJ
sc-1142	58	19	make	make	VERB
sc-1142	58	20	best	good	ADJ
sc-1142	58	21	decisions	decision	NOUN
sc-1142	58	22	in	in	ADP
sc-1142	58	23	both	both	DET
sc-1142	58	24	space	space	NOUN
sc-1142	58	25	and	and	CCONJ
sc-1142	58	26	time	time	NOUN
sc-1142	58	27	.	.	PUNCT
sc-1142	59	1	having	have	VERB
sc-1142	59	2	this	this	DET
sc-1142	59	3	features	feature	NOUN
sc-1142	59	4	,	,	PUNCT
sc-1142	59	5	researchers	researcher	NOUN
sc-1142	59	6	are	be	AUX
sc-1142	59	7	able	able	ADJ
sc-1142	59	8	to	to	PART
sc-1142	59	9	examine	examine	VERB
sc-1142	59	10	complex	complex	ADJ
sc-1142	59	11	systems	system	NOUN
sc-1142	59	12	and	and	CCONJ
sc-1142	59	13	environments	environment	NOUN
sc-1142	59	14	,	,	PUNCT
sc-1142	59	15	such	such	ADJ
sc-1142	59	16	as	as	ADP
sc-1142	59	17	oil	oil	NOUN
sc-1142	59	18	and	and	CCONJ
sc-1142	59	19	gas	gas	NOUN
sc-1142	59	20	supply	supply	NOUN
sc-1142	59	21	chain	chain	NOUN
sc-1142	59	22	.	.	PUNCT
sc-1142	60	1	cutting	cut	VERB
sc-1142	60	2	costs	cost	NOUN
sc-1142	60	3	by	by	ADP
sc-1142	60	4	using	use	VERB
sc-1142	60	5	new	new	ADJ
sc-1142	60	6	information	information	NOUN
sc-1142	60	7	technologies	technology	NOUN
sc-1142	60	8	and	and	CCONJ
sc-1142	60	9	creating	create	VERB
sc-1142	60	10	conditions	condition	NOUN
sc-1142	60	11	for	for	ADP
sc-1142	60	12	better	well	ADJ
sc-1142	60	13	collaboration	collaboration	NOUN
sc-1142	60	14	is	be	AUX
sc-1142	60	15	a	a	DET
sc-1142	60	16	very	very	ADV
sc-1142	60	17	actual	actual	ADJ
sc-1142	60	18	problem	problem	NOUN
sc-1142	60	19	.	.	PUNCT
sc-1142	61	1	abm	abm	PROPN
sc-1142	61	2	is	be	AUX
sc-1142	61	3	a	a	DET
sc-1142	61	4	computational	computational	ADJ
sc-1142	61	5	approach	approach	NOUN
sc-1142	61	6	to	to	AUX
sc-1142	61	7	model	model	VERB
sc-1142	61	8	eai	eai	PROPN
sc-1142	61	9	endorsed	endorse	VERB
sc-1142	61	10	transactions	transaction	NOUN
sc-1142	61	11	on	on	ADP
sc-1142	61	12	smart	smart	ADJ
sc-1142	61	13	cities	city	NOUN
sc-1142	61	14	06	06	NUM
sc-1142	61	15	2018	2018	NUM
sc-1142	61	16	02	02	NUM
sc-1142	61	17	2020	2020	NUM
sc-1142	61	18	|	|	ADV
sc-1142	61	19	volume	volume	NOUN
sc-1142	61	20	4	4	NUM
sc-1142	61	21	|	|	NOUN
sc-1142	61	22	issue	issue	NOUN
sc-1142	61	23	9	9	NUM
sc-1142	61	24	|	|	ADV
sc-1142	61	25	e1	e1	VERB
sc-1142	61	26	3	3	NUM
sc-1142	61	27	complex	complex	ADJ
sc-1142	61	28	systems	system	NOUN
sc-1142	61	29	with	with	ADP
sc-1142	61	30	numbers	number	NOUN
sc-1142	61	31	of	of	ADP
sc-1142	61	32	agents	agent	NOUN
sc-1142	61	33	such	such	ADJ
sc-1142	61	34	as	as	ADP
sc-1142	61	35	oil	oil	NOUN
sc-1142	61	36	and	and	CCONJ
sc-1142	61	37	gas	gas	NOUN
sc-1142	61	38	industries	industry	NOUN
sc-1142	61	39	.	.	PUNCT
sc-1142	62	1	it	it	PRON
sc-1142	62	2	consists	consist	VERB
sc-1142	62	3	of	of	ADP
sc-1142	62	4	modelers	modeler	NOUN
sc-1142	62	5	which	which	PRON
sc-1142	62	6	define	define	VERB
sc-1142	62	7	other	other	ADJ
sc-1142	62	8	parts	part	NOUN
sc-1142	62	9	with	with	ADP
sc-1142	62	10	their	their	PRON
sc-1142	62	11	behaviors	behavior	NOUN
sc-1142	62	12	and	and	CCONJ
sc-1142	62	13	generate	generate	VERB
sc-1142	62	14	simulations	simulation	NOUN
sc-1142	62	15	of	of	ADP
sc-1142	62	16	their	their	PRON
sc-1142	62	17	interactions	interaction	NOUN
sc-1142	62	18	to	to	PART
sc-1142	62	19	identify	identify	VERB
sc-1142	62	20	how	how	SCONJ
sc-1142	62	21	those	those	DET
sc-1142	62	22	sections	section	NOUN
sc-1142	62	23	influence	influence	VERB
sc-1142	62	24	the	the	DET
sc-1142	62	25	behavior	behavior	NOUN
sc-1142	62	26	of	of	ADP
sc-1142	62	27	entire	entire	ADJ
sc-1142	62	28	system	system	NOUN
sc-1142	62	29	.	.	PUNCT
sc-1142	63	1	the	the	DET
sc-1142	63	2	main	main	ADJ
sc-1142	63	3	objective	objective	NOUN
sc-1142	63	4	of	of	ADP
sc-1142	63	5	this	this	DET
sc-1142	63	6	paper	paper	NOUN
sc-1142	63	7	is	be	AUX
sc-1142	63	8	to	to	PART
sc-1142	63	9	propose	propose	VERB
sc-1142	63	10	a	a	DET
sc-1142	63	11	framework	framework	NOUN
sc-1142	63	12	using	use	VERB
sc-1142	63	13	big	big	ADJ
sc-1142	63	14	data	datum	NOUN
sc-1142	63	15	technologies	technology	NOUN
sc-1142	63	16	to	to	PART
sc-1142	63	17	formulate	formulate	VERB
sc-1142	63	18	principles	principle	NOUN
sc-1142	63	19	for	for	ADP
sc-1142	63	20	collaboration	collaboration	NOUN
sc-1142	63	21	,	,	PUNCT
sc-1142	63	22	develop	develop	VERB
sc-1142	63	23	tools	tool	NOUN
sc-1142	63	24	for	for	ADP
sc-1142	63	25	incorporation	incorporation	NOUN
sc-1142	63	26	of	of	ADP
sc-1142	63	27	all	all	DET
sc-1142	63	28	data	datum	NOUN
sc-1142	63	29	into	into	ADP
sc-1142	63	30	a	a	DET
sc-1142	63	31	single	single	ADJ
sc-1142	63	32	set	set	NOUN
sc-1142	63	33	and	and	CCONJ
sc-1142	63	34	to	to	PART
sc-1142	63	35	visualize	visualize	VERB
sc-1142	63	36	data	datum	NOUN
sc-1142	63	37	for	for	ADP
sc-1142	63	38	further	further	ADJ
sc-1142	63	39	analysis	analysis	NOUN
sc-1142	63	40	.	.	PUNCT
sc-1142	64	1	to	to	PART
sc-1142	64	2	do	do	VERB
sc-1142	64	3	that	that	PRON
sc-1142	64	4	we	we	PRON
sc-1142	64	5	need	need	VERB
sc-1142	64	6	to	to	PART
sc-1142	64	7	investigate	investigate	VERB
sc-1142	64	8	the	the	DET
sc-1142	64	9	relationships	relationship	NOUN
sc-1142	64	10	of	of	ADP
sc-1142	64	11	different	different	ADJ
sc-1142	64	12	variables	variable	NOUN
sc-1142	64	13	in	in	ADP
sc-1142	64	14	oilfield	oilfield	NOUN
sc-1142	64	15	data	datum	NOUN
sc-1142	64	16	in	in	ADP
sc-1142	64	17	risk	risk	NOUN
sc-1142	64	18	and	and	CCONJ
sc-1142	64	19	then	then	ADV
sc-1142	64	20	develop	develop	VERB
sc-1142	64	21	a	a	DET
sc-1142	64	22	simulation	simulation	NOUN
sc-1142	64	23	to	to	PART
sc-1142	64	24	identify	identify	VERB
sc-1142	64	25	higher	high	ADJ
sc-1142	64	26	risks	risk	NOUN
sc-1142	64	27	of	of	ADP
sc-1142	64	28	this	this	DET
sc-1142	64	29	business	business	NOUN
sc-1142	64	30	.	.	PUNCT
sc-1142	65	1	oil	oil	NOUN
sc-1142	65	2	&	&	CCONJ
sc-1142	65	3	gas	gas	NOUN
sc-1142	65	4	organizations	organization	NOUN
sc-1142	65	5	could	could	AUX
sc-1142	65	6	employ	employ	VERB
sc-1142	65	7	analytics	analytic	NOUN
sc-1142	65	8	to	to	PART
sc-1142	65	9	optimize	optimize	VERB
sc-1142	65	10	materials	material	NOUN
sc-1142	65	11	’	'	PUNCT
sc-1142	65	12	delivery	delivery	NOUN
sc-1142	65	13	,	,	PUNCT
sc-1142	65	14	reducing	reduce	VERB
sc-1142	65	15	inventory	inventory	NOUN
sc-1142	65	16	levels	level	NOUN
sc-1142	65	17	and	and	CCONJ
sc-1142	65	18	supply	supply	NOUN
sc-1142	65	19	chain	chain	NOUN
sc-1142	65	20	costs	cost	NOUN
sc-1142	65	21	to	to	PART
sc-1142	65	22	evaluate	evaluate	VERB
sc-1142	65	23	performance	performance	NOUN
sc-1142	65	24	and	and	CCONJ
sc-1142	65	25	optimize	optimize	VERB
sc-1142	65	26	supply	supply	NOUN
sc-1142	65	27	chain	chain	NOUN
sc-1142	65	28	operations	operation	NOUN
sc-1142	65	29	.	.	PUNCT
sc-1142	66	1	one	one	NUM
sc-1142	66	2	of	of	ADP
sc-1142	66	3	the	the	DET
sc-1142	66	4	most	most	ADV
sc-1142	66	5	flexible	flexible	ADJ
sc-1142	66	6	modelling	modelling	NOUN
sc-1142	66	7	methods	method	NOUN
sc-1142	66	8	is	be	AUX
sc-1142	66	9	agent	agent	NOUN
sc-1142	66	10	-	-	PUNCT
sc-1142	66	11	based	base	VERB
sc-1142	66	12	modelling	modelling	NOUN
sc-1142	66	13	.	.	PUNCT
sc-1142	67	1	the	the	DET
sc-1142	67	2	basis	basis	NOUN
sc-1142	67	3	for	for	ADP
sc-1142	67	4	naming	name	VERB
sc-1142	67	5	these	these	DET
sc-1142	67	6	methods	method	NOUN
sc-1142	67	7	is	be	AUX
sc-1142	67	8	because	because	SCONJ
sc-1142	67	9	agents	agent	NOUN
sc-1142	67	10	play	play	VERB
sc-1142	67	11	an	an	DET
sc-1142	67	12	essential	essential	ADJ
sc-1142	67	13	role	role	NOUN
sc-1142	67	14	in	in	ADP
sc-1142	67	15	the	the	DET
sc-1142	67	16	model	model	NOUN
sc-1142	67	17	.	.	PUNCT
sc-1142	68	1	in	in	ADP
sc-1142	68	2	this	this	DET
sc-1142	68	3	type	type	NOUN
sc-1142	68	4	of	of	ADP
sc-1142	68	5	modelling	modelling	NOUN
sc-1142	68	6	,	,	PUNCT
sc-1142	68	7	each	each	PRON
sc-1142	68	8	of	of	ADP
sc-1142	68	9	the	the	DET
sc-1142	68	10	real	real	ADJ
sc-1142	68	11	world	world	NOUN
sc-1142	68	12	agents	agent	NOUN
sc-1142	68	13	is	be	AUX
sc-1142	68	14	modelled	model	VERB
sc-1142	68	15	as	as	ADP
sc-1142	68	16	decision	decision	NOUN
sc-1142	68	17	-	-	PUNCT
sc-1142	68	18	making	making	NOUN
sc-1142	68	19	and	and	CCONJ
sc-1142	68	20	fully	fully	ADV
sc-1142	68	21	automated	automate	VERB
sc-1142	68	22	entities	entity	NOUN
sc-1142	68	23	,	,	PUNCT
sc-1142	68	24	called	call	VERB
sc-1142	68	25	agent	agent	NOUN
sc-1142	68	26	.	.	PUNCT
sc-1142	69	1	and	and	CCONJ
sc-1142	69	2	repetitive	repetitive	ADJ
sc-1142	69	3	competitive	competitive	ADJ
sc-1142	69	4	communication	communication	NOUN
sc-1142	69	5	between	between	ADP
sc-1142	69	6	agents	agent	NOUN
sc-1142	69	7	and	and	CCONJ
sc-1142	69	8	subagents	subagent	NOUN
sc-1142	69	9	are	be	AUX
sc-1142	69	10	a	a	DET
sc-1142	69	11	feature	feature	NOUN
sc-1142	69	12	of	of	ADP
sc-1142	69	13	agent	agent	NOUN
sc-1142	69	14	-	-	PUNCT
sc-1142	69	15	based	base	VERB
sc-1142	69	16	modelling	modelling	NOUN
sc-1142	69	17	which	which	PRON
sc-1142	69	18	relies	rely	VERB
sc-1142	69	19	on	on	ADP
sc-1142	69	20	the	the	DET
sc-1142	69	21	power	power	NOUN
sc-1142	69	22	of	of	ADP
sc-1142	69	23	hardware	hardware	NOUN
sc-1142	69	24	to	to	PART
sc-1142	69	25	explore	explore	VERB
sc-1142	69	26	dynamics	dynamic	NOUN
sc-1142	69	27	out	out	ADP
sc-1142	69	28	of	of	ADP
sc-1142	69	29	reach	reach	NOUN
sc-1142	69	30	of	of	ADP
sc-1142	69	31	pure	pure	ADJ
sc-1142	69	32	mathematical	mathematical	ADJ
sc-1142	69	33	methods	method	NOUN
sc-1142	69	34	.	.	PUNCT
sc-1142	70	1	each	each	PRON
sc-1142	70	2	of	of	ADP
sc-1142	70	3	these	these	DET
sc-1142	70	4	factors	factor	NOUN
sc-1142	70	5	has	have	VERB
sc-1142	70	6	various	various	ADJ
sc-1142	70	7	sections	section	NOUN
sc-1142	70	8	for	for	ADP
sc-1142	70	9	understanding	understand	VERB
sc-1142	70	10	the	the	DET
sc-1142	70	11	environment	environment	NOUN
sc-1142	70	12	,	,	PUNCT
sc-1142	70	13	analysing	analyse	VERB
sc-1142	70	14	it	it	PRON
sc-1142	70	15	,	,	PUNCT
sc-1142	70	16	and	and	CCONJ
sc-1142	70	17	ultimately	ultimately	ADV
sc-1142	70	18	acting	act	VERB
sc-1142	70	19	.	.	PUNCT
sc-1142	71	1	in	in	ADP
sc-1142	71	2	fact	fact	NOUN
sc-1142	71	3	,	,	PUNCT
sc-1142	71	4	in	in	ADP
sc-1142	71	5	modelling	model	VERB
sc-1142	71	6	the	the	DET
sc-1142	71	7	underlying	underlying	ADJ
sc-1142	71	8	factor	factor	NOUN
sc-1142	71	9	,	,	PUNCT
sc-1142	71	10	i	i	PRON
sc-1142	71	11	will	will	AUX
sc-1142	71	12	attempt	attempt	VERB
sc-1142	71	13	to	to	PART
sc-1142	71	14	simulate	simulate	VERB
sc-1142	71	15	the	the	DET
sc-1142	71	16	decision	decision	NOUN
sc-1142	71	17	making	make	VERB
sc-1142	71	18	process	process	NOUN
sc-1142	71	19	in	in	ADP
sc-1142	71	20	the	the	DET
sc-1142	71	21	real	real	ADJ
sc-1142	71	22	world	world	NOUN
sc-1142	71	23	by	by	ADP
sc-1142	71	24	similar	similar	ADJ
sc-1142	71	25	factors	factor	NOUN
sc-1142	71	26	.	.	PUNCT
sc-1142	72	1	in	in	ADP
sc-1142	72	2	order	order	NOUN
sc-1142	72	3	to	to	PART
sc-1142	72	4	apply	apply	VERB
sc-1142	72	5	agent	agent	NOUN
sc-1142	72	6	-	-	PUNCT
sc-1142	72	7	based	base	VERB
sc-1142	72	8	modelling	modelling	NOUN
sc-1142	72	9	,	,	PUNCT
sc-1142	72	10	following	follow	VERB
sc-1142	72	11	procedure	procedure	NOUN
sc-1142	72	12	is	be	AUX
sc-1142	72	13	essential	essential	ADJ
sc-1142	72	14	:	:	PUNCT
sc-1142	72	15	3	3	NUM
sc-1142	72	16	-	-	SYM
sc-1142	72	17	1	1	NUM
sc-1142	72	18	data	data	NOUN
sc-1142	72	19	collection	collection	NOUN
sc-1142	72	20	:	:	PUNCT
sc-1142	72	21	first	first	ADJ
sc-1142	72	22	and	and	CCONJ
sc-1142	72	23	most	most	ADV
sc-1142	72	24	required	require	VERB
sc-1142	72	25	data	datum	NOUN
sc-1142	72	26	(	(	PUNCT
sc-1142	72	27	major	major	ADJ
sc-1142	72	28	terminals	terminal	NOUN
sc-1142	72	29	,	,	PUNCT
sc-1142	72	30	tanks	tank	NOUN
sc-1142	72	31	,	,	PUNCT
sc-1142	72	32	connectivity	connectivity	NOUN
sc-1142	72	33	,	,	PUNCT
sc-1142	72	34	commodity	commodity	NOUN
sc-1142	72	35	types	type	NOUN
sc-1142	72	36	,	,	PUNCT
sc-1142	72	37	pools	pool	NOUN
sc-1142	72	38	,	,	PUNCT
sc-1142	72	39	defaults	default	NOUN
sc-1142	72	40	routes	route	NOUN
sc-1142	72	41	,	,	PUNCT
sc-1142	72	42	business	business	NOUN
sc-1142	72	43	rules	rule	NOUN
sc-1142	72	44	,	,	PUNCT
sc-1142	72	45	batches	batch	VERB
sc-1142	72	46	in	in	ADP
sc-1142	72	47	pipelines	pipeline	NOUN
sc-1142	72	48	at	at	ADP
sc-1142	72	49	any	any	DET
sc-1142	72	50	time	time	NOUN
sc-1142	72	51	,	,	PUNCT
sc-1142	72	52	to	to	PART
sc-1142	72	53	name	name	VERB
sc-1142	72	54	but	but	CCONJ
sc-1142	72	55	a	a	DET
sc-1142	72	56	few	few	ADJ
sc-1142	72	57	)	)	PUNCT
sc-1142	72	58	could	could	AUX
sc-1142	72	59	be	be	AUX
sc-1142	72	60	collected	collect	VERB
sc-1142	72	61	from	from	ADP
sc-1142	72	62	online	online	ADJ
sc-1142	72	63	pages	page	NOUN
sc-1142	72	64	but	but	CCONJ
sc-1142	72	65	the	the	DET
sc-1142	72	66	only	only	ADJ
sc-1142	72	67	factor	factor	NOUN
sc-1142	72	68	in	in	ADP
sc-1142	72	69	collecting	collect	VERB
sc-1142	72	70	data	datum	NOUN
sc-1142	72	71	is	be	AUX
sc-1142	72	72	the	the	DET
sc-1142	72	73	volume	volume	NOUN
sc-1142	72	74	of	of	ADP
sc-1142	72	75	information	information	NOUN
sc-1142	72	76	,	,	PUNCT
sc-1142	72	77	complexity	complexity	NOUN
sc-1142	72	78	of	of	ADP
sc-1142	72	79	the	the	DET
sc-1142	72	80	system	system	NOUN
sc-1142	72	81	as	as	ADP
sc-1142	72	82	whole	whole	ADJ
sc-1142	72	83	.	.	PUNCT
sc-1142	73	1	secondly	secondly	ADV
sc-1142	73	2	,	,	PUNCT
sc-1142	73	3	detailed	detailed	ADJ
sc-1142	73	4	structured	structured	ADJ
sc-1142	73	5	questionnaires	questionnaire	NOUN
sc-1142	73	6	could	could	AUX
sc-1142	73	7	be	be	AUX
sc-1142	73	8	designed	design	VERB
sc-1142	73	9	to	to	PART
sc-1142	73	10	identify	identify	VERB
sc-1142	73	11	the	the	DET
sc-1142	73	12	way	way	NOUN
sc-1142	73	13	in	in	ADP
sc-1142	73	14	which	which	PRON
sc-1142	73	15	oil	oil	NOUN
sc-1142	73	16	marketing	marketing	NOUN
sc-1142	73	17	companies	company	NOUN
sc-1142	73	18	manage	manage	VERB
sc-1142	73	19	their	their	PRON
sc-1142	73	20	supply	supply	NOUN
sc-1142	73	21	chain	chain	NOUN
sc-1142	73	22	.	.	PUNCT
sc-1142	74	1	and	and	CCONJ
sc-1142	74	2	finally	finally	ADV
sc-1142	74	3	,	,	PUNCT
sc-1142	74	4	data	datum	NOUN
sc-1142	74	5	would	would	AUX
sc-1142	74	6	be	be	AUX
sc-1142	74	7	obtained	obtain	VERB
sc-1142	74	8	through	through	ADP
sc-1142	74	9	literature	literature	NOUN
sc-1142	74	10	review	review	NOUN
sc-1142	74	11	of	of	ADP
sc-1142	74	12	various	various	ADJ
sc-1142	74	13	publications	publication	NOUN
sc-1142	74	14	of	of	ADP
sc-1142	74	15	supply	supply	NOUN
sc-1142	74	16	chain	chain	NOUN
sc-1142	74	17	management	management	NOUN
sc-1142	74	18	and	and	CCONJ
sc-1142	74	19	production	production	NOUN
sc-1142	74	20	and	and	CCONJ
sc-1142	74	21	operations	operation	NOUN
sc-1142	74	22	management	management	NOUN
sc-1142	74	23	which	which	PRON
sc-1142	74	24	are	be	AUX
sc-1142	74	25	related	relate	VERB
sc-1142	74	26	to	to	ADP
sc-1142	74	27	oil	oil	NOUN
sc-1142	74	28	and	and	CCONJ
sc-1142	74	29	gas	gas	NOUN
sc-1142	74	30	industry	industry	NOUN
sc-1142	74	31	.	.	PUNCT
sc-1142	75	1	3	3	NUM
sc-1142	75	2	-	-	SYM
sc-1142	75	3	2	2	NUM
sc-1142	75	4	model	model	NOUN
sc-1142	75	5	the	the	DET
sc-1142	75	6	process	process	NOUN
sc-1142	75	7	:	:	PUNCT
sc-1142	75	8	one	one	NUM
sc-1142	75	9	of	of	ADP
sc-1142	75	10	the	the	DET
sc-1142	75	11	most	most	ADV
sc-1142	75	12	flexible	flexible	ADJ
sc-1142	75	13	modelling	modelling	NOUN
sc-1142	75	14	methods	method	NOUN
sc-1142	75	15	is	be	AUX
sc-1142	75	16	agentbased	agentbase	VERB
sc-1142	75	17	modelling	modelling	NOUN
sc-1142	75	18	.	.	PUNCT
sc-1142	76	1	the	the	DET
sc-1142	76	2	basis	basis	NOUN
sc-1142	76	3	for	for	ADP
sc-1142	76	4	naming	name	VERB
sc-1142	76	5	these	these	DET
sc-1142	76	6	methods	method	NOUN
sc-1142	76	7	is	be	AUX
sc-1142	76	8	because	because	SCONJ
sc-1142	76	9	agents	agent	NOUN
sc-1142	76	10	play	play	VERB
sc-1142	76	11	an	an	DET
sc-1142	76	12	essential	essential	ADJ
sc-1142	76	13	role	role	NOUN
sc-1142	76	14	in	in	ADP
sc-1142	76	15	the	the	DET
sc-1142	76	16	model	model	NOUN
sc-1142	76	17	.	.	PUNCT
sc-1142	77	1	in	in	ADP
sc-1142	77	2	this	this	DET
sc-1142	77	3	type	type	NOUN
sc-1142	77	4	of	of	ADP
sc-1142	77	5	modelling	modelling	NOUN
sc-1142	77	6	,	,	PUNCT
sc-1142	77	7	each	each	PRON
sc-1142	77	8	of	of	ADP
sc-1142	77	9	the	the	DET
sc-1142	77	10	real	real	ADJ
sc-1142	77	11	world	world	NOUN
sc-1142	77	12	agents	agent	NOUN
sc-1142	77	13	is	be	AUX
sc-1142	77	14	modelled	model	VERB
sc-1142	77	15	as	as	ADP
sc-1142	77	16	decision	decision	NOUN
sc-1142	77	17	-	-	PUNCT
sc-1142	77	18	making	making	NOUN
sc-1142	77	19	and	and	CCONJ
sc-1142	77	20	fully	fully	ADV
sc-1142	77	21	automated	automate	VERB
sc-1142	77	22	entities	entity	NOUN
sc-1142	77	23	,	,	PUNCT
sc-1142	77	24	called	call	VERB
sc-1142	77	25	agent	agent	NOUN
sc-1142	77	26	.	.	PUNCT
sc-1142	78	1	each	each	PRON
sc-1142	78	2	of	of	ADP
sc-1142	78	3	these	these	DET
sc-1142	78	4	factors	factor	NOUN
sc-1142	78	5	has	have	VERB
sc-1142	78	6	various	various	ADJ
sc-1142	78	7	sections	section	NOUN
sc-1142	78	8	for	for	ADP
sc-1142	78	9	understanding	understand	VERB
sc-1142	78	10	the	the	DET
sc-1142	78	11	environment	environment	NOUN
sc-1142	78	12	,	,	PUNCT
sc-1142	78	13	analysing	analyse	VERB
sc-1142	78	14	it	it	PRON
sc-1142	78	15	,	,	PUNCT
sc-1142	78	16	and	and	CCONJ
sc-1142	78	17	ultimately	ultimately	ADV
sc-1142	78	18	acting	act	VERB
sc-1142	78	19	.	.	PUNCT
sc-1142	79	1	in	in	ADP
sc-1142	79	2	fact	fact	NOUN
sc-1142	79	3	,	,	PUNCT
sc-1142	79	4	in	in	ADP
sc-1142	79	5	modelling	model	VERB
sc-1142	79	6	the	the	DET
sc-1142	79	7	underlying	underlying	ADJ
sc-1142	79	8	factor	factor	NOUN
sc-1142	79	9	,	,	PUNCT
sc-1142	79	10	we	we	PRON
sc-1142	79	11	try	try	VERB
sc-1142	79	12	to	to	PART
sc-1142	79	13	simulate	simulate	VERB
sc-1142	79	14	the	the	DET
sc-1142	79	15	decision	decision	NOUN
sc-1142	79	16	making	make	VERB
sc-1142	79	17	process	process	NOUN
sc-1142	79	18	in	in	ADP
sc-1142	79	19	the	the	DET
sc-1142	79	20	real	real	ADJ
sc-1142	79	21	world	world	NOUN
sc-1142	79	22	by	by	ADP
sc-1142	79	23	similar	similar	ADJ
sc-1142	79	24	factors	factor	NOUN
sc-1142	79	25	.	.	PUNCT
sc-1142	80	1	all	all	DET
sc-1142	80	2	agents	agent	NOUN
sc-1142	80	3	and	and	CCONJ
sc-1142	80	4	subagents	subagent	NOUN
sc-1142	80	5	behaviour	behaviour	NOUN
sc-1142	80	6	which	which	PRON
sc-1142	80	7	are	be	AUX
sc-1142	80	8	associated	associate	VERB
sc-1142	80	9	with	with	ADP
sc-1142	80	10	oil	oil	NOUN
sc-1142	80	11	&	&	CCONJ
sc-1142	80	12	gas	gas	NOUN
sc-1142	80	13	supply	supply	NOUN
sc-1142	80	14	chain	chain	NOUN
sc-1142	80	15	industry	industry	NOUN
sc-1142	80	16	need	need	VERB
sc-1142	80	17	to	to	PART
sc-1142	80	18	be	be	AUX
sc-1142	80	19	designed	design	VERB
sc-1142	80	20	and	and	CCONJ
sc-1142	80	21	the	the	DET
sc-1142	80	22	challenges	challenge	NOUN
sc-1142	80	23	should	should	AUX
sc-1142	80	24	be	be	AUX
sc-1142	80	25	simulated	simulate	VERB
sc-1142	80	26	.	.	PUNCT
sc-1142	81	1	to	to	PART
sc-1142	81	2	analyse	analyse	VERB
sc-1142	81	3	existing	exist	VERB
sc-1142	81	4	supply	supply	NOUN
sc-1142	81	5	chain	chain	NOUN
sc-1142	81	6	models	model	NOUN
sc-1142	81	7	and	and	CCONJ
sc-1142	81	8	develop	develop	VERB
sc-1142	81	9	a	a	DET
sc-1142	81	10	risk	risk	NOUN
sc-1142	81	11	model	model	NOUN
sc-1142	81	12	that	that	PRON
sc-1142	81	13	will	will	AUX
sc-1142	81	14	be	be	AUX
sc-1142	81	15	used	use	VERB
sc-1142	81	16	to	to	PART
sc-1142	81	17	categorize	categorize	VERB
sc-1142	81	18	and	and	CCONJ
sc-1142	81	19	derive	derive	VERB
sc-1142	81	20	the	the	DET
sc-1142	81	21	various	various	ADJ
sc-1142	81	22	types	type	NOUN
sc-1142	81	23	of	of	ADP
sc-1142	81	24	risks	risk	NOUN
sc-1142	81	25	from	from	ADP
sc-1142	81	26	analyzing	analyze	VERB
sc-1142	81	27	the	the	DET
sc-1142	81	28	impacts	impact	NOUN
sc-1142	81	29	of	of	ADP
sc-1142	81	30	prior	prior	ADJ
sc-1142	81	31	events	event	NOUN
sc-1142	81	32	on	on	ADP
sc-1142	81	33	the	the	DET
sc-1142	81	34	oil	oil	NOUN
sc-1142	81	35	and	and	CCONJ
sc-1142	81	36	gas	gas	NOUN
sc-1142	81	37	supply	supply	NOUN
sc-1142	81	38	chain	chain	NOUN
sc-1142	81	39	and	and	CCONJ
sc-1142	81	40	subsequently	subsequently	ADV
sc-1142	81	41	derive	derive	VERB
sc-1142	81	42	their	their	PRON
sc-1142	81	43	ratings	rating	NOUN
sc-1142	81	44	from	from	ADP
sc-1142	81	45	the	the	DET
sc-1142	81	46	weighted	weighted	ADJ
sc-1142	81	47	risk	risk	NOUN
sc-1142	81	48	.	.	PUNCT
sc-1142	82	1	developing	develop	VERB
sc-1142	82	2	a	a	DET
sc-1142	82	3	risk	risk	NOUN
sc-1142	82	4	based	base	VERB
sc-1142	82	5	scm	scm	PROPN
sc-1142	82	6	that	that	PRON
sc-1142	82	7	will	will	AUX
sc-1142	82	8	include	include	VERB
sc-1142	82	9	a	a	DET
sc-1142	82	10	risk	risk	NOUN
sc-1142	82	11	based	base	VERB
sc-1142	82	12	network	network	NOUN
sc-1142	82	13	reliability	reliability	NOUN
sc-1142	82	14	analysis	analysis	NOUN
sc-1142	82	15	model	model	NOUN
sc-1142	82	16	using	use	VERB
sc-1142	82	17	the	the	DET
sc-1142	82	18	modified	modify	VERB
sc-1142	82	19	minimum	minimum	NOUN
sc-1142	82	20	cut	cut	NOUN
sc-1142	82	21	-	-	PUNCT
sc-1142	82	22	set	set	VERB
sc-1142	82	23	method	method	NOUN
sc-1142	82	24	to	to	PART
sc-1142	82	25	locate	locate	VERB
sc-1142	82	26	critical	critical	ADJ
sc-1142	82	27	links	link	NOUN
sc-1142	82	28	/	/	SYM
sc-1142	82	29	nodes	node	NOUN
sc-1142	82	30	in	in	ADP
sc-1142	82	31	the	the	DET
sc-1142	82	32	network	network	NOUN
sc-1142	82	33	.	.	PUNCT
sc-1142	83	1	also	also	ADV
sc-1142	83	2	failure	failure	NOUN
sc-1142	83	3	from	from	ADP
sc-1142	83	4	some	some	PRON
sc-1142	83	5	of	of	ADP
sc-1142	83	6	events	event	NOUN
sc-1142	83	7	,	,	PUNCT
sc-1142	83	8	activities	activity	NOUN
sc-1142	83	9	and	and	CCONJ
sc-1142	83	10	threats	threat	NOUN
sc-1142	83	11	we	we	PRON
sc-1142	83	12	are	be	AUX
sc-1142	83	13	able	able	ADJ
sc-1142	83	14	to	to	PART
sc-1142	83	15	analyse	analyse	VERB
sc-1142	83	16	their	their	PRON
sc-1142	83	17	risk	risk	NOUN
sc-1142	83	18	ratings	rating	NOUN
sc-1142	83	19	and	and	CCONJ
sc-1142	83	20	severely	severely	ADV
sc-1142	83	21	affect	affect	VERB
sc-1142	83	22	the	the	DET
sc-1142	83	23	supply	supply	NOUN
sc-1142	83	24	chain	chain	NOUN
sc-1142	83	25	networks	network	NOUN
sc-1142	83	26	.	.	PUNCT
sc-1142	84	1	a	a	DET
sc-1142	84	2	risk	risk	NOUN
sc-1142	84	3	based	base	VERB
sc-1142	84	4	linear	linear	NOUN
sc-1142	84	5	programming	programming	NOUN
sc-1142	84	6	(	(	PUNCT
sc-1142	84	7	lp	lp	NOUN
sc-1142	84	8	)	)	PUNCT
sc-1142	84	9	supply	supply	NOUN
sc-1142	84	10	chain	chain	NOUN
sc-1142	84	11	model	model	NOUN
sc-1142	84	12	(	(	PUNCT
sc-1142	84	13	scm	scm	PROPN
sc-1142	84	14	)	)	PUNCT
sc-1142	84	15	for	for	ADP
sc-1142	84	16	strategic	strategic	ADJ
sc-1142	84	17	and	and	CCONJ
sc-1142	84	18	tactical	tactical	ADJ
sc-1142	84	19	planning	planning	NOUN
sc-1142	84	20	in	in	ADP
sc-1142	84	21	the	the	DET
sc-1142	84	22	oil	oil	NOUN
sc-1142	84	23	and	and	CCONJ
sc-1142	84	24	gas	gas	NOUN
sc-1142	84	25	scm	scm	PROPN
sc-1142	84	26	,	,	PUNCT
sc-1142	84	27	by	by	ADP
sc-1142	84	28	using	use	VERB
sc-1142	84	29	the	the	DET
sc-1142	84	30	risk	risk	NOUN
sc-1142	84	31	ratings	rating	NOUN
sc-1142	84	32	obtained	obtain	VERB
sc-1142	84	33	above	above	ADV
sc-1142	84	34	to	to	PART
sc-1142	84	35	simulate	simulate	VERB
sc-1142	84	36	different	different	ADJ
sc-1142	84	37	scenarios	scenario	NOUN
sc-1142	84	38	and	and	CCONJ
sc-1142	84	39	alternatives	alternative	NOUN
sc-1142	84	40	,	,	PUNCT
sc-1142	84	41	so	so	SCONJ
sc-1142	84	42	as	as	SCONJ
sc-1142	84	43	to	to	PART
sc-1142	84	44	get	get	VERB
sc-1142	84	45	and	and	CCONJ
sc-1142	84	46	incorporate	incorporate	VERB
sc-1142	84	47	the	the	DET
sc-1142	84	48	likely	likely	ADJ
sc-1142	84	49	impact	impact	NOUN
sc-1142	84	50	of	of	ADP
sc-1142	84	51	these	these	DET
sc-1142	84	52	events	event	NOUN
sc-1142	84	53	and	and	CCONJ
sc-1142	84	54	activities	activity	NOUN
sc-1142	84	55	on	on	ADP
sc-1142	84	56	the	the	DET
sc-1142	84	57	critical	critical	ADJ
sc-1142	84	58	,	,	PUNCT
sc-1142	84	59	links	link	NOUN
sc-1142	84	60	and	and	CCONJ
sc-1142	84	61	nodes	node	NOUN
sc-1142	84	62	.	.	PUNCT
sc-1142	85	1	finally	finally	ADV
sc-1142	85	2	,	,	PUNCT
sc-1142	85	3	develop	develop	VERB
sc-1142	85	4	a	a	DET
sc-1142	85	5	fault	fault	NOUN
sc-1142	85	6	tree	tree	NOUN
sc-1142	85	7	and	and	CCONJ
sc-1142	85	8	model	model	NOUN
sc-1142	85	9	based	base	VERB
sc-1142	85	10	vulnerability	vulnerability	NOUN
sc-1142	85	11	analysis	analysis	NOUN
sc-1142	85	12	(	(	PUNCT
sc-1142	85	13	fta	fta	NOUN
sc-1142	85	14	and	and	CCONJ
sc-1142	85	15	mbva	mbva	NOUN
sc-1142	85	16	)	)	PUNCT
sc-1142	85	17	models	model	NOUN
sc-1142	85	18	that	that	PRON
sc-1142	85	19	will	will	AUX
sc-1142	85	20	be	be	AUX
sc-1142	85	21	used	use	VERB
sc-1142	85	22	to	to	PART
sc-1142	85	23	show	show	VERB
sc-1142	85	24	how	how	SCONJ
sc-1142	85	25	scarce	scarce	ADJ
sc-1142	85	26	resources	resource	NOUN
sc-1142	85	27	can	can	AUX
sc-1142	85	28	be	be	AUX
sc-1142	85	29	allocated	allocate	VERB
sc-1142	85	30	for	for	ADP
sc-1142	85	31	optimum	optimum	ADJ
sc-1142	85	32	result	result	NOUN
sc-1142	85	33	in	in	ADP
sc-1142	85	34	hardening	harden	VERB
sc-1142	85	35	/	/	SYM
sc-1142	85	36	protecting	protect	VERB
sc-1142	85	37	these	these	DET
sc-1142	85	38	oil	oil	NOUN
sc-1142	85	39	and	and	CCONJ
sc-1142	85	40	gas	gas	NOUN
sc-1142	85	41	sc	sc	PROPN
sc-1142	85	42	nodes	node	NOUN
sc-1142	85	43	from	from	ADP
sc-1142	85	44	failure	failure	NOUN
sc-1142	85	45	because	because	SCONJ
sc-1142	85	46	of	of	ADP
sc-1142	85	47	the	the	DET
sc-1142	85	48	likely	likely	ADJ
sc-1142	85	49	impacts	impact	NOUN
sc-1142	85	50	of	of	ADP
sc-1142	85	51	some	some	PRON
sc-1142	85	52	of	of	ADP
sc-1142	85	53	the	the	DET
sc-1142	85	54	events	event	NOUN
sc-1142	85	55	and	and	CCONJ
sc-1142	85	56	threats	threat	NOUN
sc-1142	85	57	analysed	analyse	VERB
sc-1142	85	58	.	.	PUNCT
sc-1142	86	1	however	however	ADV
sc-1142	86	2	,	,	PUNCT
sc-1142	86	3	agent	agent	NOUN
sc-1142	86	4	-	-	PUNCT
sc-1142	86	5	based	base	VERB
sc-1142	86	6	models	model	NOUN
sc-1142	86	7	can	can	AUX
sc-1142	86	8	also	also	ADV
sc-1142	86	9	generate	generate	VERB
sc-1142	86	10	large	large	ADJ
sc-1142	86	11	amounts	amount	NOUN
sc-1142	86	12	of	of	ADP
sc-1142	86	13	data	datum	NOUN
sc-1142	86	14	,	,	PUNCT
sc-1142	86	15	which	which	PRON
sc-1142	86	16	can	can	AUX
sc-1142	86	17	be	be	AUX
sc-1142	86	18	difficult	difficult	ADJ
sc-1142	86	19	to	to	PART
sc-1142	86	20	analyse	analyse	VERB
sc-1142	86	21	and	and	CCONJ
sc-1142	86	22	understand	understand	VERB
sc-1142	86	23	.	.	PUNCT
sc-1142	87	1	hence	hence	ADV
sc-1142	87	2	the	the	DET
sc-1142	87	3	question	question	NOUN
sc-1142	87	4	arises	arise	VERB
sc-1142	87	5	whether	whether	SCONJ
sc-1142	87	6	agentbased	agentbase	VERB
sc-1142	87	7	models	model	NOUN
sc-1142	87	8	could	could	AUX
sc-1142	87	9	be	be	AUX
sc-1142	87	10	combined	combine	VERB
sc-1142	87	11	with	with	ADP
sc-1142	87	12	big	big	ADJ
sc-1142	87	13	data	datum	NOUN
sc-1142	87	14	methods	method	NOUN
sc-1142	87	15	in	in	ADP
sc-1142	87	16	a	a	DET
sc-1142	87	17	way	way	NOUN
sc-1142	87	18	that	that	PRON
sc-1142	87	19	helps	help	VERB
sc-1142	87	20	address	address	VERB
sc-1142	87	21	this	this	DET
sc-1142	87	22	problem	problem	NOUN
sc-1142	87	23	.	.	PUNCT
sc-1142	88	1	4.how	4.how	ADP
sc-1142	88	2	big	big	ADJ
sc-1142	88	3	data	datum	NOUN
sc-1142	88	4	integrity	integrity	NOUN
sc-1142	88	5	oil	oil	NOUN
sc-1142	88	6	and	and	CCONJ
sc-1142	88	7	gas	gas	NOUN
sc-1142	88	8	supply	supply	NOUN
sc-1142	88	9	chain	chain	NOUN
sc-1142	88	10	:	:	PUNCT
sc-1142	88	11	oil	oil	NOUN
sc-1142	88	12	and	and	CCONJ
sc-1142	88	13	gas	gas	NOUN
sc-1142	88	14	companies	company	NOUN
sc-1142	88	15	can	can	AUX
sc-1142	88	16	analyse	analyse	VERB
sc-1142	88	17	data	datum	NOUN
sc-1142	88	18	streams	stream	NOUN
sc-1142	88	19	from	from	ADP
sc-1142	88	20	suppliers	supplier	NOUN
sc-1142	88	21	to	to	PART
sc-1142	88	22	evaluate	evaluate	VERB
sc-1142	88	23	performance	performance	NOUN
sc-1142	88	24	and	and	CCONJ
sc-1142	88	25	optimize	optimize	VERB
sc-1142	88	26	supply	supply	NOUN
sc-1142	88	27	chain	chain	NOUN
sc-1142	88	28	operations	operation	NOUN
sc-1142	88	29	.	.	PUNCT
sc-1142	89	1	they	they	PRON
sc-1142	89	2	can	can	AUX
sc-1142	89	3	use	use	VERB
sc-1142	89	4	analytics	analytic	NOUN
sc-1142	89	5	to	to	PART
sc-1142	89	6	improve	improve	VERB
sc-1142	89	7	“	"	PUNCT
sc-1142	89	8	real	real	ADJ
sc-1142	89	9	-	-	PUNCT
sc-1142	89	10	time	time	NOUN
sc-1142	89	11	”	"	PUNCT
sc-1142	89	12	delivery	delivery	NOUN
sc-1142	89	13	of	of	ADP
sc-1142	89	14	materials	material	NOUN
sc-1142	89	15	,	,	PUNCT
sc-1142	89	16	reducing	reduce	VERB
sc-1142	89	17	inventory	inventory	NOUN
sc-1142	89	18	levels	level	NOUN
sc-1142	89	19	and	and	CCONJ
sc-1142	89	20	supply	supply	VERB
sc-1142	89	21	chain	chain	NOUN
sc-1142	89	22	costs	cost	NOUN
sc-1142	89	23	.	.	PUNCT
sc-1142	90	1	in	in	ADP
sc-1142	90	2	brief	brief	ADJ
sc-1142	90	3	,	,	PUNCT
sc-1142	90	4	this	this	DET
sc-1142	90	5	research	research	NOUN
sc-1142	90	6	project	project	NOUN
sc-1142	90	7	proposes	propose	VERB
sc-1142	90	8	to	to	PART
sc-1142	90	9	develop	develop	VERB
sc-1142	90	10	a	a	DET
sc-1142	90	11	framework(figure-1	framework(figure-1	NOUN
sc-1142	90	12	)	)	PUNCT
sc-1142	90	13	to	to	PART
sc-1142	90	14	solve	solve	VERB
sc-1142	90	15	real	real	ADJ
sc-1142	90	16	-	-	PUNCT
sc-1142	90	17	time	time	NOUN
sc-1142	90	18	big	big	ADJ
sc-1142	90	19	data	datum	NOUN
sc-1142	90	20	management	management	NOUN
sc-1142	90	21	,	,	PUNCT
sc-1142	90	22	storage	storage	NOUN
sc-1142	90	23	,	,	PUNCT
sc-1142	90	24	computation	computation	NOUN
sc-1142	90	25	challenges	challenge	NOUN
sc-1142	90	26	,	,	PUNCT
sc-1142	90	27	and	and	CCONJ
sc-1142	90	28	predictive	predictive	ADJ
sc-1142	90	29	data	datum	NOUN
sc-1142	90	30	analytics	analytic	NOUN
sc-1142	90	31	in	in	ADP
sc-1142	90	32	oil	oil	NOUN
sc-1142	90	33	&	&	CCONJ
sc-1142	90	34	gas	gas	NOUN
sc-1142	90	35	supply	supply	NOUN
sc-1142	90	36	chain	chain	NOUN
sc-1142	90	37	organization	organization	NOUN
sc-1142	90	38	in	in	ADP
sc-1142	90	39	order	order	NOUN
sc-1142	90	40	to	to	PART
sc-1142	90	41	predict	predict	VERB
sc-1142	90	42	and	and	CCONJ
sc-1142	90	43	monitor	monitor	VERB
sc-1142	90	44	different	different	ADJ
sc-1142	90	45	variables	variable	NOUN
sc-1142	90	46	and	and	CCONJ
sc-1142	90	47	customers	customer	NOUN
sc-1142	90	48	’	’	PART
sc-1142	90	49	behaviour	behaviour	NOUN
sc-1142	90	50	.	.	PUNCT
sc-1142	91	1	to	to	PART
sc-1142	91	2	deal	deal	VERB
sc-1142	91	3	with	with	ADP
sc-1142	91	4	collecting	collect	VERB
sc-1142	91	5	real	real	ADJ
sc-1142	91	6	-	-	PUNCT
sc-1142	91	7	time	time	NOUN
sc-1142	91	8	streaming	streaming	NOUN
sc-1142	91	9	data	datum	NOUN
sc-1142	91	10	which	which	PRON
sc-1142	91	11	is	be	AUX
sc-1142	91	12	come	come	VERB
sc-1142	91	13	from	from	ADP
sc-1142	91	14	different	different	ADJ
sc-1142	91	15	agents	agent	NOUN
sc-1142	91	16	,	,	PUNCT
sc-1142	91	17	we	we	PRON
sc-1142	91	18	need	need	VERB
sc-1142	91	19	to	to	PART
sc-1142	91	20	use	use	VERB
sc-1142	91	21	state	state	NOUN
sc-1142	91	22	-	-	PUNCT
sc-1142	91	23	of	of	ADP
sc-1142	91	24	-	-	PUNCT
sc-1142	91	25	art	art	NOUN
sc-1142	91	26	technology	technology	NOUN
sc-1142	91	27	such	such	ADJ
sc-1142	91	28	as	as	ADP
sc-1142	91	29	apache	apache	PROPN
sc-1142	91	30	kafka	kafka	PROPN
sc-1142	91	31	and	and	CCONJ
sc-1142	91	32	flume[10	flume[10	NOUN
sc-1142	91	33	]	]	PUNCT
sc-1142	91	34	as	as	ADP
sc-1142	91	35	a	a	DET
sc-1142	91	36	distributed	distribute	VERB
sc-1142	91	37	messaging	messaging	NOUN
sc-1142	91	38	system	system	NOUN
sc-1142	91	39	to	to	PART
sc-1142	91	40	collect	collect	VERB
sc-1142	91	41	unstructured	unstructured	ADJ
sc-1142	91	42	and	and	CCONJ
sc-1142	91	43	semi	semi	ADJ
sc-1142	91	44	-	-	ADJ
sc-1142	91	45	structured	structured	ADJ
sc-1142	91	46	data	datum	NOUN
sc-1142	91	47	.	.	PUNCT
sc-1142	92	1	it	it	PRON
sc-1142	92	2	is	be	AUX
sc-1142	92	3	unrealistic	unrealistic	ADJ
sc-1142	92	4	to	to	PART
sc-1142	92	5	expect	expect	VERB
sc-1142	92	6	that	that	SCONJ
sc-1142	92	7	data	datum	NOUN
sc-1142	92	8	will	will	AUX
sc-1142	92	9	be	be	AUX
sc-1142	92	10	perfect	perfect	ADJ
sc-1142	92	11	after	after	SCONJ
sc-1142	92	12	they	they	PRON
sc-1142	92	13	have	have	AUX
sc-1142	92	14	been	be	AUX
sc-1142	92	15	extracted	extract	VERB
sc-1142	92	16	.	.	PUNCT
sc-1142	93	1	before	before	ADP
sc-1142	93	2	processing	processing	NOUN
sc-1142	93	3	data	datum	NOUN
sc-1142	93	4	,	,	PUNCT
sc-1142	93	5	they	they	PRON
sc-1142	93	6	should	should	AUX
sc-1142	93	7	be	be	AUX
sc-1142	93	8	go	go	VERB
sc-1142	93	9	through	through	ADP
sc-1142	93	10	different	different	ADJ
sc-1142	93	11	steps	step	NOUN
sc-1142	93	12	which	which	PRON
sc-1142	93	13	is	be	AUX
sc-1142	93	14	called	call	VERB
sc-1142	93	15	“	"	PUNCT
sc-1142	93	16	data	datum	NOUN
sc-1142	93	17	cleaning	cleaning	NOUN
sc-1142	93	18	”	"	PUNCT
sc-1142	93	19	.	.	PUNCT
sc-1142	94	1	data	datum	NOUN
sc-1142	94	2	is	be	AUX
sc-1142	94	3	cleaned	clean	VERB
sc-1142	94	4	through	through	ADP
sc-1142	94	5	eai	eai	PROPN
sc-1142	94	6	endorsed	endorse	VERB
sc-1142	94	7	transactions	transaction	NOUN
sc-1142	94	8	on	on	ADP
sc-1142	94	9	smart	smart	ADJ
sc-1142	94	10	cities	city	NOUN
sc-1142	94	11	online	online	ADV
sc-1142	94	12	first	first	ADJ
sc-1142	94	13	oil	oil	NOUN
sc-1142	94	14	and	and	CCONJ
sc-1142	94	15	gas	gas	NOUN
sc-1142	94	16	supply	supply	NOUN
sc-1142	94	17	chain	chain	NOUN
sc-1142	94	18	optimization	optimization	NOUN
sc-1142	94	19	using	use	VERB
sc-1142	94	20	agent	agent	NOUN
sc-1142	94	21	-	-	PUNCT
sc-1142	94	22	based	base	VERB
sc-1142	94	23	modelling(abm	modelling(abm	NOUN
sc-1142	94	24	)	)	PUNCT
sc-1142	94	25	integration	integration	NOUN
sc-1142	94	26	with	with	ADP
sc-1142	94	27	big	big	ADJ
sc-1142	94	28	data	datum	NOUN
sc-1142	94	29	technology	technology	NOUN
sc-1142	94	30	eai	eai	PROPN
sc-1142	94	31	endorsed	endorse	VERB
sc-1142	94	32	transactions	transaction	NOUN
sc-1142	94	33	on	on	ADP
sc-1142	94	34	smart	smart	ADJ
sc-1142	94	35	cities	city	NOUN
sc-1142	94	36	06	06	NUM
sc-1142	94	37	2018	2018	NUM
sc-1142	94	38	02	02	NUM
sc-1142	94	39	2020	2020	NUM
sc-1142	94	40	|	|	ADV
sc-1142	94	41	volume	volume	NOUN
sc-1142	94	42	4	4	NUM
sc-1142	94	43	|	|	NOUN
sc-1142	94	44	issue	issue	NOUN
sc-1142	94	45	9	9	NUM
sc-1142	94	46	|	|	ADV
sc-1142	94	47	e1	e1	VERB
sc-1142	94	48	4	4	NUM
sc-1142	94	49	processes	process	NOUN
sc-1142	94	50	such	such	ADJ
sc-1142	94	51	as	as	ADP
sc-1142	94	52	filling	fill	VERB
sc-1142	94	53	in	in	ADP
sc-1142	94	54	missing	miss	VERB
sc-1142	94	55	values	value	NOUN
sc-1142	94	56	,	,	PUNCT
sc-1142	94	57	smoothing	smooth	VERB
sc-1142	94	58	the	the	DET
sc-1142	94	59	noisy	noisy	ADJ
sc-1142	94	60	data	datum	NOUN
sc-1142	94	61	,	,	PUNCT
sc-1142	94	62	or	or	CCONJ
sc-1142	94	63	resolving	resolve	VERB
sc-1142	94	64	the	the	DET
sc-1142	94	65	inconsistencies	inconsistency	NOUN
sc-1142	94	66	in	in	ADP
sc-1142	94	67	the	the	DET
sc-1142	94	68	data	datum	NOUN
sc-1142	94	69	.	.	PUNCT
sc-1142	95	1	raw	raw	ADJ
sc-1142	95	2	data	datum	NOUN
sc-1142	95	3	need	need	VERB
sc-1142	95	4	to	to	PART
sc-1142	95	5	be	be	AUX
sc-1142	95	6	pre	pre	VERB
sc-1142	95	7	-	-	VERB
sc-1142	95	8	processed	process	VERB
sc-1142	95	9	in	in	ADP
sc-1142	95	10	different	different	ADJ
sc-1142	95	11	steps	step	NOUN
sc-1142	95	12	including	include	VERB
sc-1142	95	13	data	data	NOUN
sc-1142	95	14	-	-	PUNCT
sc-1142	95	15	integration	integration	NOUN
sc-1142	95	16	,	,	PUNCT
sc-1142	95	17	data	datum	NOUN
sc-1142	95	18	transformation	transformation	NOUN
sc-1142	95	19	,	,	PUNCT
sc-1142	95	20	data	data	NOUN
sc-1142	95	21	reduction	reduction	NOUN
sc-1142	95	22	,	,	PUNCT
sc-1142	95	23	and	and	CCONJ
sc-1142	95	24	data	datum	NOUN
sc-1142	95	25	discretization	discretization	NOUN
sc-1142	95	26	.	.	PUNCT
sc-1142	96	1	since	since	SCONJ
sc-1142	96	2	good	good	ADJ
sc-1142	96	3	models	model	NOUN
sc-1142	96	4	usually	usually	ADV
sc-1142	96	5	need	need	VERB
sc-1142	96	6	good	good	ADJ
sc-1142	96	7	data	datum	NOUN
sc-1142	96	8	,	,	PUNCT
sc-1142	96	9	a	a	DET
sc-1142	96	10	thorough	thorough	ADJ
sc-1142	96	11	cleansing	cleansing	NOUN
sc-1142	96	12	of	of	ADP
sc-1142	96	13	the	the	DET
sc-1142	96	14	data	data	NOUN
sc-1142	96	15	is	be	AUX
sc-1142	96	16	an	an	DET
sc-1142	96	17	important	important	ADJ
sc-1142	96	18	step	step	NOUN
sc-1142	96	19	to	to	PART
sc-1142	96	20	improve	improve	VERB
sc-1142	96	21	the	the	DET
sc-1142	96	22	quality	quality	NOUN
sc-1142	96	23	of	of	ADP
sc-1142	96	24	data	datum	NOUN
sc-1142	96	25	mining	mining	NOUN
sc-1142	96	26	methods	method	NOUN
sc-1142	96	27	.	.	PUNCT
sc-1142	97	1	not	not	PART
sc-1142	97	2	only	only	ADV
sc-1142	97	3	the	the	DET
sc-1142	97	4	correctness	correctness	NOUN
sc-1142	97	5	,	,	PUNCT
sc-1142	97	6	but	but	CCONJ
sc-1142	97	7	also	also	ADV
sc-1142	97	8	the	the	DET
sc-1142	97	9	consistency	consistency	NOUN
sc-1142	97	10	of	of	ADP
sc-1142	97	11	values	value	NOUN
sc-1142	97	12	is	be	AUX
sc-1142	97	13	important	important	ADJ
sc-1142	97	14	.	.	PUNCT
sc-1142	98	1	data	datum	NOUN
sc-1142	98	2	preparation	preparation	NOUN
sc-1142	98	3	consists	consist	VERB
sc-1142	98	4	of	of	ADP
sc-1142	98	5	techniques	technique	NOUN
sc-1142	98	6	such	such	ADJ
sc-1142	98	7	as	as	ADP
sc-1142	98	8	min	min	NOUN
sc-1142	98	9	-	-	ADJ
sc-1142	98	10	max	max	NOUN
sc-1142	98	11	normalization	normalization	NOUN
sc-1142	98	12	and	and	CCONJ
sc-1142	98	13	standardizing	standardize	VERB
sc-1142	98	14	or	or	CCONJ
sc-1142	98	15	z	z	NOUN
sc-1142	98	16	-	-	PUNCT
sc-1142	98	17	scoring	scoring	NOUN
sc-1142	98	18	or	or	CCONJ
sc-1142	98	19	normalizing	normalize	VERB
sc-1142	98	20	the	the	DET
sc-1142	98	21	data[11	data[11	NOUN
sc-1142	98	22	]	]	PUNCT
sc-1142	98	23	.	.	PUNCT
sc-1142	99	1	in	in	ADP
sc-1142	99	2	many	many	ADJ
sc-1142	99	3	application	application	NOUN
sc-1142	99	4	areas	area	NOUN
sc-1142	99	5	,	,	PUNCT
sc-1142	99	6	datasets	dataset	NOUN
sc-1142	99	7	can	can	AUX
sc-1142	99	8	have	have	VERB
sc-1142	99	9	a	a	DET
sc-1142	99	10	very	very	ADV
sc-1142	99	11	large	large	ADJ
sc-1142	99	12	number	number	NOUN
sc-1142	99	13	of	of	ADP
sc-1142	99	14	features	feature	NOUN
sc-1142	99	15	.	.	PUNCT
sc-1142	100	1	as	as	ADP
sc-1142	100	2	the	the	DET
sc-1142	100	3	dimensionality	dimensionality	NOUN
sc-1142	100	4	of	of	ADP
sc-1142	100	5	the	the	DET
sc-1142	100	6	feature	feature	NOUN
sc-1142	100	7	space	space	NOUN
sc-1142	100	8	increases	increase	NOUN
sc-1142	100	9	,	,	PUNCT
sc-1142	100	10	many	many	ADJ
sc-1142	100	11	types	type	NOUN
sc-1142	100	12	of	of	ADP
sc-1142	100	13	data	datum	NOUN
sc-1142	100	14	analysis	analysis	NOUN
sc-1142	100	15	and	and	CCONJ
sc-1142	100	16	classification	classification	NOUN
sc-1142	100	17	become	become	VERB
sc-1142	100	18	significantly	significantly	ADV
sc-1142	100	19	harder	hard	ADV
sc-1142	100	20	,	,	PUNCT
sc-1142	100	21	and	and	CCONJ
sc-1142	100	22	,	,	PUNCT
sc-1142	100	23	additionally	additionally	ADV
sc-1142	100	24	,	,	PUNCT
sc-1142	100	25	the	the	DET
sc-1142	100	26	data	datum	NOUN
sc-1142	100	27	becomes	become	VERB
sc-1142	100	28	increasingly	increasingly	ADV
sc-1142	100	29	sparse	sparse	ADJ
sc-1142	100	30	in	in	ADP
sc-1142	100	31	the	the	DET
sc-1142	100	32	space	space	NOUN
sc-1142	100	33	it	it	PRON
sc-1142	100	34	occupies	occupy	VERB
sc-1142	100	35	which	which	PRON
sc-1142	100	36	can	can	AUX
sc-1142	100	37	lead	lead	VERB
sc-1142	100	38	to	to	ADP
sc-1142	100	39	big	big	ADJ
sc-1142	100	40	difficulties	difficulty	NOUN
sc-1142	100	41	for	for	ADP
sc-1142	100	42	both	both	CCONJ
sc-1142	100	43	supervised	supervised	ADJ
sc-1142	100	44	and	and	CCONJ
sc-1142	100	45	unsupervised	unsupervised	ADJ
sc-1142	100	46	learning	learning	NOUN
sc-1142	100	47	.	.	PUNCT
sc-1142	101	1	cleaned	clean	VERB
sc-1142	101	2	data	datum	NOUN
sc-1142	101	3	are	be	AUX
sc-1142	101	4	delivered	deliver	VERB
sc-1142	101	5	to	to	PART
sc-1142	101	6	spark	spark	VERB
sc-1142	101	7	streaming	streaming	NOUN
sc-1142	101	8	which	which	PRON
sc-1142	101	9	is	be	AUX
sc-1142	101	10	a	a	DET
sc-1142	101	11	distributed	distribute	VERB
sc-1142	101	12	stream	stream	NOUN
sc-1142	101	13	processing	processing	NOUN
sc-1142	101	14	engine	engine	NOUN
sc-1142	101	15	.	.	PUNCT
sc-1142	102	1	in	in	ADP
sc-1142	102	2	this	this	DET
sc-1142	102	3	stage	stage	NOUN
sc-1142	102	4	,	,	PUNCT
sc-1142	102	5	spark	spark	VERB
sc-1142	102	6	streaming	streaming	NOUN
sc-1142	102	7	breaks	break	NOUN
sc-1142	102	8	up	up	ADP
sc-1142	102	9	the	the	DET
sc-1142	102	10	input	input	NOUN
sc-1142	102	11	data	datum	NOUN
sc-1142	102	12	stream	stream	NOUN
sc-1142	102	13	in	in	ADP
sc-1142	102	14	small	small	ADJ
sc-1142	102	15	batches	batch	NOUN
sc-1142	102	16	namely	namely	ADV
sc-1142	102	17	resilient	resilient	ADJ
sc-1142	102	18	distributed	distribute	VERB
sc-1142	102	19	datasets	dataset	NOUN
sc-1142	102	20	(	(	PUNCT
sc-1142	102	21	rdd	rdd	PROPN
sc-1142	102	22	)	)	PUNCT
sc-1142	102	23	.	.	PUNCT
sc-1142	103	1	a	a	DET
sc-1142	103	2	continuous	continuous	ADJ
sc-1142	103	3	sequence	sequence	NOUN
sc-1142	103	4	of	of	ADP
sc-1142	103	5	rdds	rdd	NOUN
sc-1142	103	6	pass	pass	VERB
sc-1142	103	7	through	through	ADP
sc-1142	103	8	spark	spark	NOUN
sc-1142	103	9	engine	engine	NOUN
sc-1142	103	10	in	in	ADP
sc-1142	103	11	order	order	NOUN
sc-1142	103	12	to	to	PART
sc-1142	103	13	be	be	AUX
sc-1142	103	14	processed	process	VERB
sc-1142	103	15	and	and	CCONJ
sc-1142	103	16	could	could	AUX
sc-1142	103	17	be	be	AUX
sc-1142	103	18	used	use	VERB
sc-1142	103	19	in	in	ADP
sc-1142	103	20	machine	machine	NOUN
sc-1142	103	21	learning	learning	NOUN
sc-1142	103	22	libraries	library	NOUN
sc-1142	103	23	such	such	ADJ
sc-1142	103	24	as	as	ADP
sc-1142	103	25	mllib	mllib	NOUN
sc-1142	103	26	for	for	ADP
sc-1142	103	27	data	datum	NOUN
sc-1142	103	28	analysis[12	analysis[12	PROPN
sc-1142	103	29	]	]	PUNCT
sc-1142	103	30	.	.	PUNCT
sc-1142	104	1	different	different	ADJ
sc-1142	104	2	clustering	clustering	NOUN
sc-1142	104	3	and	and	CCONJ
sc-1142	104	4	classification	classification	NOUN
sc-1142	104	5	algorithms	algorithm	NOUN
sc-1142	104	6	could	could	AUX
sc-1142	104	7	be	be	AUX
sc-1142	104	8	applied	apply	VERB
sc-1142	104	9	to	to	PART
sc-1142	104	10	find	find	VERB
sc-1142	104	11	disease	disease	NOUN
sc-1142	104	12	pattern	pattern	NOUN
sc-1142	104	13	or	or	CCONJ
sc-1142	104	14	predict	predict	VERB
sc-1142	104	15	risks	risk	NOUN
sc-1142	104	16	.	.	PUNCT
sc-1142	105	1	these	these	DET
sc-1142	105	2	analysis	analysis	NOUN
sc-1142	105	3	methods	method	NOUN
sc-1142	105	4	could	could	AUX
sc-1142	105	5	help	help	VERB
sc-1142	105	6	care	care	VERB
sc-1142	105	7	sector	sector	NOUN
sc-1142	105	8	to	to	PART
sc-1142	105	9	identify	identify	VERB
sc-1142	105	10	knowledge	knowledge	NOUN
sc-1142	105	11	in	in	ADP
sc-1142	105	12	order	order	NOUN
sc-1142	105	13	to	to	PART
sc-1142	105	14	predict	predict	VERB
sc-1142	105	15	various	various	ADJ
sc-1142	105	16	risk	risk	NOUN
sc-1142	105	17	in	in	ADP
sc-1142	105	18	real	real	ADJ
sc-1142	105	19	-	-	PUNCT
sc-1142	105	20	time	time	NOUN
sc-1142	105	21	.	.	PUNCT
sc-1142	106	1	in	in	ADP
sc-1142	106	2	this	this	DET
sc-1142	106	3	research	research	NOUN
sc-1142	106	4	project	project	NOUN
sc-1142	106	5	,	,	PUNCT
sc-1142	106	6	there	there	PRON
sc-1142	106	7	is	be	VERB
sc-1142	106	8	a	a	DET
sc-1142	106	9	lot	lot	NOUN
sc-1142	106	10	of	of	ADP
sc-1142	106	11	potential	potential	NOUN
sc-1142	106	12	in	in	ADP
sc-1142	106	13	delivering	deliver	VERB
sc-1142	106	14	more	more	ADV
sc-1142	106	15	targeted	targeted	ADJ
sc-1142	106	16	,	,	PUNCT
sc-1142	106	17	wide	wide	ADV
sc-1142	106	18	-	-	PUNCT
sc-1142	106	19	reaching	reach	VERB
sc-1142	106	20	,	,	PUNCT
sc-1142	106	21	and	and	CCONJ
sc-1142	106	22	costefficient	costefficient	ADJ
sc-1142	106	23	healthcare	healthcare	NOUN
sc-1142	106	24	by	by	ADP
sc-1142	106	25	exploiting	exploit	VERB
sc-1142	106	26	big	big	ADJ
sc-1142	106	27	data	datum	NOUN
sc-1142	106	28	trends	trend	NOUN
sc-1142	106	29	and	and	CCONJ
sc-1142	106	30	technologies	technology	NOUN
sc-1142	106	31	.	.	PUNCT
sc-1142	107	1	figure	figure	VERB
sc-1142	107	2	1big	1big	ADJ
sc-1142	107	3	data	datum	NOUN
sc-1142	107	4	analytics	analytic	NOUN
sc-1142	107	5	in	in	ADP
sc-1142	107	6	optimizing	optimize	VERB
sc-1142	107	7	oil	oil	NOUN
sc-1142	107	8	&	&	CCONJ
sc-1142	107	9	gas	gas	NOUN
sc-1142	107	10	supply	supply	NOUN
sc-1142	107	11	chain	chain	NOUN
sc-1142	107	12	analytics	analytic	NOUN
sc-1142	107	13	is	be	AUX
sc-1142	107	14	of	of	ADP
sc-1142	107	15	course	course	NOUN
sc-1142	107	16	a	a	DET
sc-1142	107	17	very	very	ADV
sc-1142	107	18	wide	wide	ADJ
sc-1142	107	19	area	area	NOUN
sc-1142	107	20	;	;	PUNCT
sc-1142	107	21	we	we	PRON
sc-1142	107	22	would	would	AUX
sc-1142	107	23	like	like	VERB
sc-1142	107	24	to	to	PART
sc-1142	107	25	focus	focus	VERB
sc-1142	107	26	in	in	ADP
sc-1142	107	27	this	this	DET
sc-1142	107	28	section	section	NOUN
sc-1142	107	29	on	on	ADP
sc-1142	107	30	a	a	DET
sc-1142	107	31	technology	technology	NOUN
sc-1142	107	32	that	that	PRON
sc-1142	107	33	has	have	AUX
sc-1142	107	34	not	not	PART
sc-1142	107	35	been	be	AUX
sc-1142	107	36	implemented	implement	VERB
sc-1142	107	37	widely	widely	ADV
sc-1142	107	38	in	in	ADP
sc-1142	107	39	supply	supply	NOUN
sc-1142	107	40	chain	chain	NOUN
sc-1142	107	41	until	until	SCONJ
sc-1142	107	42	recently	recently	ADV
sc-1142	107	43	called	call	VERB
sc-1142	107	44	machine	machine	NOUN
sc-1142	107	45	learning	learning	NOUN
sc-1142	107	46	and	and	CCONJ
sc-1142	107	47	in	in	ADP
sc-1142	107	48	particular	particular	ADJ
sc-1142	107	49	how	how	SCONJ
sc-1142	107	50	it	it	PRON
sc-1142	107	51	can	can	AUX
sc-1142	107	52	be	be	AUX
sc-1142	107	53	combined	combine	VERB
sc-1142	107	54	with	with	ADP
sc-1142	107	55	optimization	optimization	NOUN
sc-1142	107	56	to	to	PART
sc-1142	107	57	produce	produce	VERB
sc-1142	107	58	breakthrough	breakthrough	NOUN
sc-1142	107	59	results	result	NOUN
sc-1142	107	60	.	.	PUNCT
sc-1142	108	1	a	a	DET
sc-1142	108	2	natural	natural	ADJ
sc-1142	108	3	application	application	NOUN
sc-1142	108	4	of	of	ADP
sc-1142	108	5	supervised	supervised	ADJ
sc-1142	108	6	machine	machine	NOUN
sc-1142	108	7	learning	learning	NOUN
sc-1142	108	8	in	in	ADP
sc-1142	108	9	supply	supply	NOUN
sc-1142	108	10	chain	chain	NOUN
sc-1142	108	11	analytics	analytic	NOUN
sc-1142	108	12	is	be	AUX
sc-1142	108	13	forecasting	forecast	VERB
sc-1142	108	14	.	.	PUNCT
sc-1142	109	1	they	they	PRON
sc-1142	109	2	are	be	AUX
sc-1142	109	3	poised	poise	VERB
sc-1142	109	4	to	to	PART
sc-1142	109	5	address	address	VERB
sc-1142	109	6	important	important	ADJ
sc-1142	109	7	issues	issue	NOUN
sc-1142	109	8	in	in	ADP
sc-1142	109	9	areas	area	NOUN
sc-1142	109	10	such	such	ADJ
sc-1142	109	11	as	as	ADP
sc-1142	109	12	capacity	capacity	NOUN
sc-1142	109	13	planning	planning	NOUN
sc-1142	109	14	due	due	ADP
sc-1142	109	15	to	to	ADP
sc-1142	109	16	uncertainty	uncertainty	NOUN
sc-1142	109	17	in	in	ADP
sc-1142	109	18	downstream	downstream	ADJ
sc-1142	109	19	capacities	capacity	NOUN
sc-1142	109	20	,	,	PUNCT
sc-1142	109	21	inventory	inventory	NOUN
sc-1142	109	22	and	and	CCONJ
sc-1142	109	23	supply	supply	NOUN
sc-1142	109	24	-	-	PUNCT
sc-1142	109	25	chain	chain	NOUN
sc-1142	109	26	management	management	NOUN
sc-1142	109	27	by	by	ADP
sc-1142	109	28	reducing	reduce	VERB
sc-1142	109	29	uncertainities	uncertainitie	NOUN
sc-1142	109	30	around	around	ADP
sc-1142	109	31	material	material	NOUN
sc-1142	109	32	and	and	CCONJ
sc-1142	109	33	part	part	NOUN
sc-1142	109	34	availabilities	availability	NOUN
sc-1142	109	35	,	,	PUNCT
sc-1142	109	36	and	and	CCONJ
sc-1142	109	37	by	by	ADP
sc-1142	109	38	reacting	react	VERB
sc-1142	109	39	to	to	ADP
sc-1142	109	40	(	(	PUNCT
sc-1142	109	41	or	or	CCONJ
sc-1142	109	42	anticipating	anticipating	NOUN
sc-1142	109	43	)	)	PUNCT
sc-1142	109	44	market	market	NOUN
sc-1142	109	45	and	and	CCONJ
sc-1142	109	46	customer	customer	NOUN
sc-1142	109	47	demand	demand	NOUN
sc-1142	109	48	changes	change	NOUN
sc-1142	109	49	.	.	PUNCT
sc-1142	110	1	1	1	X
sc-1142	110	2	.	.	X
sc-1142	110	3	conclusion	conclusion	NOUN
sc-1142	110	4	supply	supply	NOUN
sc-1142	110	5	chain	chain	NOUN
sc-1142	110	6	management	management	NOUN
sc-1142	110	7	could	could	AUX
sc-1142	110	8	play	play	VERB
sc-1142	110	9	a	a	DET
sc-1142	110	10	vital	vital	ADJ
sc-1142	110	11	role	role	NOUN
sc-1142	110	12	in	in	ADP
sc-1142	110	13	order	order	NOUN
sc-1142	110	14	to	to	PART
sc-1142	110	15	promote	promote	VERB
sc-1142	110	16	business	business	NOUN
sc-1142	110	17	profitability	profitability	NOUN
sc-1142	110	18	and	and	CCONJ
sc-1142	110	19	decrease	decrease	NOUN
sc-1142	110	20	costs	cost	NOUN
sc-1142	110	21	in	in	ADP
sc-1142	110	22	every	every	DET
sc-1142	110	23	industry	industry	NOUN
sc-1142	110	24	.	.	PUNCT
sc-1142	111	1	recently	recently	ADV
sc-1142	111	2	,	,	PUNCT
sc-1142	111	3	by	by	ADP
sc-1142	111	4	emerging	emerge	VERB
sc-1142	111	5	new	new	ADJ
sc-1142	111	6	generation	generation	NOUN
sc-1142	111	7	of	of	ADP
sc-1142	111	8	hardware(radio	hardware(radio	ADJ
sc-1142	111	9	-	-	PUNCT
sc-1142	111	10	frequency	frequency	NOUN
sc-1142	111	11	identification	identification	NOUN
sc-1142	111	12	(	(	PUNCT
sc-1142	111	13	rfid	rfid	NOUN
sc-1142	111	14	)	)	PUNCT
sc-1142	111	15	,	,	PUNCT
sc-1142	111	16	different	different	ADJ
sc-1142	111	17	sensors	sensor	NOUN
sc-1142	111	18	,	,	PUNCT
sc-1142	111	19	internet	internet	NOUN
sc-1142	111	20	of	of	ADP
sc-1142	111	21	thing(iot	thing(iot	NOUN
sc-1142	111	22	)	)	PUNCT
sc-1142	111	23	,	,	PUNCT
sc-1142	111	24	tracking	tracking	NOUN
sc-1142	111	25	technologies	technology	NOUN
sc-1142	111	26	,	,	PUNCT
sc-1142	111	27	etc	etc	X
sc-1142	111	28	.	.	X
sc-1142	111	29	)	)	PUNCT
sc-1142	111	30	and	and	CCONJ
sc-1142	111	31	new	new	ADJ
sc-1142	111	32	algorithm	algorithm	NOUN
sc-1142	111	33	and	and	CCONJ
sc-1142	111	34	its	its	PRON
sc-1142	111	35	applications	application	NOUN
sc-1142	111	36	,	,	PUNCT
sc-1142	111	37	managing	manage	VERB
sc-1142	111	38	supply	supply	NOUN
sc-1142	111	39	chain	chain	NOUN
sc-1142	111	40	of	of	ADP
sc-1142	111	41	businesses	business	NOUN
sc-1142	111	42	could	could	AUX
sc-1142	111	43	be	be	AUX
sc-1142	111	44	much	much	ADV
sc-1142	111	45	easier	easy	ADJ
sc-1142	111	46	than	than	ADP
sc-1142	111	47	before	before	ADV
sc-1142	111	48	.	.	PUNCT
sc-1142	112	1	due	due	ADP
sc-1142	112	2	to	to	ADP
sc-1142	112	3	the	the	DET
sc-1142	112	4	globalization	globalization	NOUN
sc-1142	112	5	,	,	PUNCT
sc-1142	112	6	oil	oil	NOUN
sc-1142	112	7	and	and	CCONJ
sc-1142	112	8	gas	gas	NOUN
sc-1142	112	9	supply	supply	NOUN
sc-1142	112	10	chain	chain	NOUN
sc-1142	112	11	has	have	AUX
sc-1142	112	12	turned	turn	VERB
sc-1142	112	13	into	into	ADP
sc-1142	112	14	one	one	NUM
sc-1142	112	15	of	of	ADP
sc-1142	112	16	the	the	DET
sc-1142	112	17	challenging	challenging	ADJ
sc-1142	112	18	industry	industry	NOUN
sc-1142	112	19	as	as	ADP
sc-1142	112	20	the	the	DET
sc-1142	112	21	number	number	NOUN
sc-1142	112	22	of	of	ADP
sc-1142	112	23	agents	agent	NOUN
sc-1142	112	24	and	and	CCONJ
sc-1142	112	25	sun	sun	NOUN
sc-1142	112	26	-	-	PUNCT
sc-1142	112	27	agent	agent	NOUN
sc-1142	112	28	involved	involve	VERB
sc-1142	112	29	in	in	ADP
sc-1142	112	30	this	this	DET
sc-1142	112	31	branch	branch	NOUN
sc-1142	112	32	,	,	PUNCT
sc-1142	112	33	could	could	AUX
sc-1142	112	34	generate	generate	VERB
sc-1142	112	35	huge	huge	ADJ
sc-1142	112	36	amount	amount	NOUN
sc-1142	112	37	of	of	ADP
sc-1142	112	38	data	datum	NOUN
sc-1142	112	39	.	.	PUNCT
sc-1142	113	1	data	data	NOUN
sc-1142	113	2	-	-	PUNCT
sc-1142	113	3	storage	storage	NOUN
sc-1142	113	4	,	,	PUNCT
sc-1142	113	5	process	process	NOUN
sc-1142	113	6	and	and	CCONJ
sc-1142	113	7	management	management	NOUN
sc-1142	113	8	are	be	AUX
sc-1142	113	9	critical	critical	ADJ
sc-1142	113	10	concern	concern	NOUN
sc-1142	113	11	in	in	ADP
sc-1142	113	12	this	this	DET
sc-1142	113	13	era	era	NOUN
sc-1142	113	14	.	.	PUNCT
sc-1142	114	1	in	in	ADP
sc-1142	114	2	this	this	DET
sc-1142	114	3	work	work	NOUN
sc-1142	114	4	,	,	PUNCT
sc-1142	114	5	agent	agent	NOUN
sc-1142	114	6	-	-	PUNCT
sc-1142	114	7	based	base	VERB
sc-1142	114	8	modelling	modelling	NOUN
sc-1142	114	9	and	and	CCONJ
sc-1142	114	10	big	big	ADJ
sc-1142	114	11	data	data	NOUN
sc-1142	114	12	integration	integration	NOUN
sc-1142	114	13	have	have	AUX
sc-1142	114	14	been	be	AUX
sc-1142	114	15	demonstrated	demonstrate	VERB
sc-1142	114	16	as	as	ADP
sc-1142	114	17	one	one	NUM
sc-1142	114	18	of	of	ADP
sc-1142	114	19	the	the	DET
sc-1142	114	20	solution	solution	NOUN
sc-1142	114	21	which	which	PRON
sc-1142	114	22	could	could	AUX
sc-1142	114	23	provide	provide	VERB
sc-1142	114	24	data	data	NOUN
sc-1142	114	25	availability	availability	NOUN
sc-1142	114	26	,	,	PUNCT
sc-1142	114	27	scalability	scalability	NOUN
sc-1142	114	28	and	and	CCONJ
sc-1142	114	29	performance	performance	NOUN
sc-1142	114	30	for	for	ADP
sc-1142	114	31	this	this	DET
sc-1142	114	32	system	system	NOUN
sc-1142	114	33	.	.	PUNCT
sc-1142	115	1	in	in	ADP
sc-1142	115	2	the	the	DET
sc-1142	115	3	future	future	ADJ
sc-1142	115	4	research	research	NOUN
sc-1142	115	5	,	,	PUNCT
sc-1142	115	6	collected	collect	VERB
sc-1142	115	7	data	datum	NOUN
sc-1142	115	8	would	would	AUX
sc-1142	115	9	be	be	AUX
sc-1142	115	10	examined	examine	VERB
sc-1142	115	11	by	by	ADP
sc-1142	115	12	implementing	implement	VERB
sc-1142	115	13	the	the	DET
sc-1142	115	14	architecture	architecture	NOUN
sc-1142	115	15	and	and	CCONJ
sc-1142	115	16	the	the	DET
sc-1142	115	17	result	result	NOUN
sc-1142	115	18	will	will	AUX
sc-1142	115	19	be	be	AUX
sc-1142	115	20	published	publish	VERB
sc-1142	115	21	.	.	PUNCT
sc-1142	116	1	references	reference	NOUN
sc-1142	116	2	[	[	X
sc-1142	116	3	1	1	NUM
sc-1142	116	4	]	]	X
sc-1142	116	5	morton	morton	PROPN
sc-1142	116	6	,	,	PUNCT
sc-1142	116	7	r.	r.	PROPN
sc-1142	116	8	,	,	PUNCT
sc-1142	116	9	good	good	ADJ
sc-1142	116	10	chemistry	chemistry	NOUN
sc-1142	116	11	in	in	ADP
sc-1142	116	12	the	the	DET
sc-1142	116	13	supply	supply	NOUN
sc-1142	116	14	chain	chain	NOUN
sc-1142	116	15	.	.	PUNCT
sc-1142	117	1	logistics	logistic	NOUN
sc-1142	117	2	today	today	NOUN
sc-1142	117	3	,	,	PUNCT
sc-1142	117	4	2003	2003	NUM
sc-1142	117	5	.	.	PUNCT
sc-1142	118	1	[	[	X
sc-1142	118	2	2	2	NUM
sc-1142	118	3	]	]	X
sc-1142	118	4	forrest	forrest	PROPN
sc-1142	118	5	,	,	PUNCT
sc-1142	118	6	j.	j.	PROPN
sc-1142	118	7	and	and	CCONJ
sc-1142	118	8	m.	m.	PROPN
sc-1142	118	9	oettli	oettli	PROPN
sc-1142	118	10	.	.	PUNCT
sc-1142	119	1	rigorous	rigorous	ADJ
sc-1142	119	2	simulation	simulation	NOUN
sc-1142	119	3	supports	support	VERB
sc-1142	119	4	accurate	accurate	ADJ
sc-1142	119	5	refinery	refinery	NOUN
sc-1142	119	6	decisions	decision	NOUN
sc-1142	119	7	.	.	PUNCT
sc-1142	120	1	in	in	ADP
sc-1142	120	2	proceedings	proceeding	NOUN
sc-1142	120	3	of	of	ADP
sc-1142	120	4	fourth	fourth	ADJ
sc-1142	120	5	international	international	ADJ
sc-1142	120	6	conference	conference	NOUN
sc-1142	120	7	on	on	ADP
sc-1142	120	8	foundations	foundation	NOUN
sc-1142	120	9	of	of	ADP
sc-1142	120	10	computersaided	computersaide	VERB
sc-1142	120	11	process	process	NOUN
sc-1142	120	12	operations	operation	NOUN
sc-1142	120	13	.	.	PUNCT
sc-1142	121	1	2003	2003	NUM
sc-1142	121	2	.	.	PUNCT
sc-1142	122	1	[	[	X
sc-1142	122	2	3	3	NUM
sc-1142	122	3	]	]	X
sc-1142	122	4	tompkins	tompkins	PROPN
sc-1142	122	5	,	,	PUNCT
sc-1142	122	6	a.	a.	NOUN
sc-1142	122	7	,	,	PUNCT
sc-1142	122	8	chain	chain	NOUN
sc-1142	122	9	challenge	challenge	NOUN
sc-1142	122	10	.	.	PUNCT
sc-1142	123	1	european	european	PROPN
sc-1142	123	2	chemical	chemical	PROPN
sc-1142	123	3	news	news	PROPN
sc-1142	123	4	(	(	PUNCT
sc-1142	123	5	december	december	PROPN
sc-1142	123	6	23	23	NUM
sc-1142	123	7	–	–	PUNCT
sc-1142	123	8	january	january	PROPN
sc-1142	123	9	12	12	NUM
sc-1142	123	10	)	)	PUNCT
sc-1142	123	11	,	,	PUNCT
sc-1142	123	12	2003	2003	NUM
sc-1142	123	13	:	:	PUNCT
sc-1142	124	1	p.	p.	NOUN
sc-1142	124	2	19	19	NUM
sc-1142	124	3	-	-	SYM
sc-1142	124	4	21	21	NUM
sc-1142	124	5	.	.	PUNCT
sc-1142	125	1	[	[	X
sc-1142	125	2	4	4	NUM
sc-1142	125	3	]	]	X
sc-1142	125	4	garcía	garcía	ADJ
sc-1142	125	5	-	-	PUNCT
sc-1142	125	6	flores	flore	NOUN
sc-1142	125	7	,	,	PUNCT
sc-1142	125	8	r.	r.	PROPN
sc-1142	125	9	and	and	CCONJ
sc-1142	125	10	x.z	x.z	PROPN
sc-1142	125	11	.	.	PROPN
sc-1142	125	12	wang	wang	PROPN
sc-1142	125	13	,	,	PUNCT
sc-1142	125	14	a	a	DET
sc-1142	125	15	multi	multi	ADJ
sc-1142	125	16	-	-	ADJ
sc-1142	125	17	agent	agent	ADJ
sc-1142	125	18	system	system	NOUN
sc-1142	125	19	for	for	ADP
sc-1142	125	20	chemical	chemical	NOUN
sc-1142	125	21	supply	supply	NOUN
sc-1142	125	22	chain	chain	NOUN
sc-1142	125	23	simulation	simulation	NOUN
sc-1142	125	24	and	and	CCONJ
sc-1142	125	25	management	management	NOUN
sc-1142	125	26	support	support	NOUN
sc-1142	125	27	.	.	PUNCT
sc-1142	126	1	or	or	CCONJ
sc-1142	126	2	spectrum	spectrum	NOUN
sc-1142	126	3	,	,	PUNCT
sc-1142	126	4	2002	2002	NUM
sc-1142	126	5	.	.	PUNCT
sc-1142	127	1	24(3	24(3	NUM
sc-1142	127	2	):	):	PUNCT
sc-1142	128	1	p.	p.	NOUN
sc-1142	128	2	343370	343370	NUM
sc-1142	128	3	.	.	PUNCT
sc-1142	129	1	[	[	X
sc-1142	129	2	5	5	NUM
sc-1142	129	3	]	]	SYM
sc-1142	129	4	ito	ito	PROPN
sc-1142	129	5	,	,	PUNCT
sc-1142	129	6	t.	t.	NOUN
sc-1142	129	7	and	and	CCONJ
sc-1142	129	8	s.m.j	s.m.j	NOUN
sc-1142	129	9	.	.	PUNCT
sc-1142	130	1	abadi	abadi	PROPN
sc-1142	130	2	,	,	PUNCT
sc-1142	130	3	agent	agent	NOUN
sc-1142	130	4	-	-	PUNCT
sc-1142	130	5	based	base	VERB
sc-1142	130	6	material	material	NOUN
sc-1142	130	7	handling	handling	NOUN
sc-1142	130	8	and	and	CCONJ
sc-1142	130	9	inventory	inventory	NOUN
sc-1142	130	10	planning	planning	NOUN
sc-1142	130	11	in	in	ADP
sc-1142	130	12	warehouse	warehouse	NOUN
sc-1142	130	13	.	.	PUNCT
sc-1142	131	1	journal	journal	NOUN
sc-1142	131	2	of	of	ADP
sc-1142	131	3	intelligent	intelligent	ADJ
sc-1142	131	4	manufacturing	manufacturing	NOUN
sc-1142	131	5	,	,	PUNCT
sc-1142	131	6	2002	2002	NUM
sc-1142	131	7	.	.	PUNCT
sc-1142	132	1	13(3	13(3	NUM
sc-1142	132	2	):	):	PUNCT
sc-1142	132	3	p.	p.	NOUN
sc-1142	132	4	201	201	NUM
sc-1142	132	5	-	-	SYM
sc-1142	132	6	210	210	NUM
sc-1142	132	7	.	.	PUNCT
sc-1142	133	1	[	[	X
sc-1142	133	2	6	6	NUM
sc-1142	133	3	]	]	X
sc-1142	133	4	srinivasan	srinivasan	NOUN
sc-1142	133	5	,	,	PUNCT
sc-1142	133	6	r.	r.	PROPN
sc-1142	133	7	,	,	PUNCT
sc-1142	133	8	m.	m.	NOUN
sc-1142	133	9	bansal	bansal	PROPN
sc-1142	133	10	,	,	PUNCT
sc-1142	133	11	and	and	CCONJ
sc-1142	133	12	i.	i.	PROPN
sc-1142	133	13	karimi	karimi	PROPN
sc-1142	133	14	,	,	PUNCT
sc-1142	133	15	a	a	DET
sc-1142	133	16	multiagent	multiagent	NOUN
sc-1142	133	17	approach	approach	NOUN
sc-1142	133	18	to	to	PART
sc-1142	133	19	supply	supply	VERB
sc-1142	133	20	chain	chain	NOUN
sc-1142	133	21	management	management	NOUN
sc-1142	133	22	in	in	ADP
sc-1142	133	23	the	the	DET
sc-1142	133	24	chemical	chemical	NOUN
sc-1142	133	25	industry	industry	NOUN
sc-1142	133	26	.	.	PUNCT
sc-1142	134	1	2006	2006	NUM
sc-1142	134	2	,	,	PUNCT
sc-1142	134	3	springer	springer	NOUN
sc-1142	134	4	.	.	PUNCT
sc-1142	135	1	p.	p.	NOUN
sc-1142	135	2	419	419	NUM
sc-1142	135	3	-	-	SYM
sc-1142	135	4	450	450	NUM
sc-1142	135	5	.	.	PUNCT
sc-1142	136	1	[	[	X
sc-1142	136	2	7	7	X
sc-1142	136	3	]	]	X
sc-1142	136	4	julka	julka	ADJ
sc-1142	136	5	,	,	PUNCT
sc-1142	136	6	n.	n.	PROPN
sc-1142	136	7	,	,	PUNCT
sc-1142	136	8	r.	r.	PROPN
sc-1142	136	9	srinivasan	srinivasan	PROPN
sc-1142	136	10	,	,	PUNCT
sc-1142	136	11	and	and	CCONJ
sc-1142	136	12	i.	i.	PROPN
sc-1142	136	13	karimi	karimi	PROPN
sc-1142	136	14	,	,	PUNCT
sc-1142	136	15	agent	agent	NOUN
sc-1142	136	16	-	-	PUNCT
sc-1142	136	17	based	base	VERB
sc-1142	136	18	supply	supply	NOUN
sc-1142	136	19	chain	chain	NOUN
sc-1142	136	20	management—1	management—1	PROPN
sc-1142	136	21	:	:	PUNCT
sc-1142	136	22	framework	framework	NOUN
sc-1142	136	23	.	.	PUNCT
sc-1142	137	1	computers	computer	NOUN
sc-1142	137	2	&	&	CCONJ
sc-1142	137	3	chemical	chemical	PROPN
sc-1142	137	4	engineering	engineering	PROPN
sc-1142	137	5	,	,	PUNCT
sc-1142	137	6	2002	2002	NUM
sc-1142	137	7	.	.	PUNCT
sc-1142	138	1	26(12	26(12	NUM
sc-1142	138	2	):	):	PUNCT
sc-1142	138	3	p.	p.	NOUN
sc-1142	138	4	1755	1755	NUM
sc-1142	138	5	-	-	SYM
sc-1142	138	6	1769	1769	NUM
sc-1142	138	7	.	.	PUNCT
sc-1142	139	1	jamal	jamal	PROPN
sc-1142	139	2	maktoubian	maktoubian	PROPN
sc-1142	139	3	et	et	PROPN
sc-1142	139	4	al	al	PROPN
sc-1142	139	5	.	.	PUNCT
sc-1142	140	1	eai	eai	PROPN
sc-1142	140	2	endorsed	endorse	VERB
sc-1142	140	3	transactions	transaction	NOUN
sc-1142	140	4	on	on	ADP
sc-1142	140	5	smart	smart	ADJ
sc-1142	140	6	cities	city	NOUN
sc-1142	140	7	06	06	NUM
sc-1142	140	8	2018	2018	NUM
sc-1142	140	9	02	02	NUM
sc-1142	140	10	2020	2020	NUM
sc-1142	140	11	|	|	ADV
sc-1142	140	12	volume	volume	NOUN
sc-1142	140	13	4	4	NUM
sc-1142	140	14	|	|	NOUN
sc-1142	140	15	issue	issue	NOUN
sc-1142	140	16	9	9	NUM
sc-1142	140	17	|	|	ADV
sc-1142	140	18	e1	e1	VERB
sc-1142	140	19	5	5	NUM
sc-1142	140	20	[	[	SYM
sc-1142	140	21	8	8	NUM
sc-1142	140	22	]	]	PUNCT
sc-1142	140	23	giannakis	giannaki	NOUN
sc-1142	140	24	,	,	PUNCT
sc-1142	140	25	m.	m.	NOUN
sc-1142	140	26	,	,	PUNCT
sc-1142	140	27	et	et	PROPN
sc-1142	140	28	al	al	PROPN
sc-1142	140	29	.	.	PROPN
sc-1142	140	30	,	,	PUNCT
sc-1142	140	31	a	a	DET
sc-1142	140	32	multi	multi	ADJ
sc-1142	140	33	-	-	ADJ
sc-1142	140	34	agent	agent	ADJ
sc-1142	140	35	based	base	VERB
sc-1142	140	36	system	system	NOUN
sc-1142	140	37	with	with	ADP
sc-1142	140	38	big	big	ADJ
sc-1142	140	39	data	datum	NOUN
sc-1142	140	40	processing	processing	NOUN
sc-1142	140	41	for	for	ADP
sc-1142	140	42	enhanced	enhanced	ADJ
sc-1142	140	43	supply	supply	NOUN
sc-1142	140	44	chain	chain	NOUN
sc-1142	140	45	agility	agility	NOUN
sc-1142	140	46	.	.	PUNCT
sc-1142	141	1	journal	journal	NOUN
sc-1142	141	2	of	of	ADP
sc-1142	141	3	enterprise	enterprise	NOUN
sc-1142	141	4	information	information	NOUN
sc-1142	141	5	management	management	NOUN
sc-1142	141	6	,	,	PUNCT
sc-1142	141	7	2016	2016	NUM
sc-1142	141	8	.	.	PUNCT
sc-1142	142	1	29(5	29(5	NUM
sc-1142	142	2	):	):	PUNCT
sc-1142	142	3	p.	p.	NOUN
sc-1142	142	4	706	706	NUM
sc-1142	142	5	-	-	SYM
sc-1142	142	6	727	727	NUM
sc-1142	142	7	.	.	PUNCT
sc-1142	143	1	[	[	X
sc-1142	143	2	9	9	NUM
sc-1142	143	3	]	]	SYM
sc-1142	143	4	jones	jones	PROPN
sc-1142	143	5	,	,	PUNCT
sc-1142	143	6	c.	c.	PROPN
sc-1142	143	7	,	,	PUNCT
sc-1142	143	8	m.	m.	NOUN
sc-1142	143	9	matarić	matarić	NOUN
sc-1142	143	10	,	,	PUNCT
sc-1142	143	11	and	and	CCONJ
sc-1142	143	12	b.	b.	PROPN
sc-1142	143	13	werger	werger	NOUN
sc-1142	143	14	,	,	PUNCT
sc-1142	143	15	cognitive	cognitive	ADJ
sc-1142	143	16	processing	processing	NOUN
sc-1142	143	17	through	through	ADP
sc-1142	143	18	the	the	DET
sc-1142	143	19	interaction	interaction	NOUN
sc-1142	143	20	of	of	ADP
sc-1142	143	21	many	many	ADJ
sc-1142	143	22	agents	agent	NOUN
sc-1142	143	23	.	.	PUNCT
sc-1142	144	1	encyclopedia	encyclopedia	NOUN
sc-1142	144	2	of	of	ADP
sc-1142	144	3	cognitive	cognitive	ADJ
sc-1142	144	4	science	science	NOUN
sc-1142	144	5	,	,	PUNCT
sc-1142	144	6	2002	2002	NUM
sc-1142	144	7	.	.	PUNCT
sc-1142	145	1	[	[	X
sc-1142	145	2	10	10	NUM
sc-1142	145	3	]	]	X
sc-1142	145	4	wang	wang	PROPN
sc-1142	145	5	,	,	PUNCT
sc-1142	145	6	c.	c.	PROPN
sc-1142	145	7	,	,	PUNCT
sc-1142	145	8	i.a	i.a	PROPN
sc-1142	145	9	.	.	PROPN
sc-1142	145	10	rayan	rayan	PROPN
sc-1142	145	11	,	,	PUNCT
sc-1142	145	12	and	and	CCONJ
sc-1142	145	13	k.	k.	PROPN
sc-1142	145	14	schwan	schwan	PROPN
sc-1142	145	15	.	.	PUNCT
sc-1142	146	1	faster	fast	ADJ
sc-1142	146	2	,	,	PUNCT
sc-1142	146	3	larger	large	ADJ
sc-1142	146	4	,	,	PUNCT
sc-1142	146	5	easier	easy	ADJ
sc-1142	146	6	:	:	PUNCT
sc-1142	146	7	reining	rein	VERB
sc-1142	146	8	real	real	ADJ
sc-1142	146	9	-	-	PUNCT
sc-1142	146	10	time	time	NOUN
sc-1142	146	11	big	big	ADJ
sc-1142	146	12	data	datum	NOUN
sc-1142	146	13	processing	processing	NOUN
sc-1142	146	14	in	in	ADP
sc-1142	146	15	cloud	cloud	NOUN
sc-1142	146	16	.	.	PUNCT
sc-1142	147	1	in	in	ADP
sc-1142	147	2	proceedings	proceeding	NOUN
sc-1142	147	3	of	of	ADP
sc-1142	147	4	the	the	DET
sc-1142	147	5	posters	poster	NOUN
sc-1142	147	6	and	and	CCONJ
sc-1142	147	7	demo	demo	NOUN
sc-1142	147	8	track	track	NOUN
sc-1142	147	9	.	.	PUNCT
sc-1142	147	10	2012	2012	NUM
sc-1142	147	11	.	.	PUNCT
sc-1142	147	12	acm	acm	PROPN
sc-1142	147	13	.	.	PUNCT
sc-1142	148	1	[	[	X
sc-1142	148	2	11	11	NUM
sc-1142	148	3	]	]	X
sc-1142	148	4	duda	duda	PROPN
sc-1142	148	5	,	,	PUNCT
sc-1142	148	6	r.o	r.o	PROPN
sc-1142	148	7	.	.	PROPN
sc-1142	148	8	,	,	PUNCT
sc-1142	148	9	p.e	p.e	PROPN
sc-1142	148	10	.	.	PROPN
sc-1142	148	11	hart	hart	PROPN
sc-1142	148	12	,	,	PUNCT
sc-1142	148	13	and	and	CCONJ
sc-1142	148	14	d.g	d.g	PROPN
sc-1142	148	15	.	.	PROPN
sc-1142	148	16	stork	stork	NOUN
sc-1142	148	17	,	,	PUNCT
sc-1142	148	18	pattern	pattern	NOUN
sc-1142	148	19	classification	classification	NOUN
sc-1142	148	20	.	.	PUNCT
sc-1142	149	1	2012	2012	NUM
sc-1142	149	2	:	:	PUNCT
sc-1142	150	1	john	john	PROPN
sc-1142	150	2	wiley	wiley	PROPN
sc-1142	150	3	&	&	CCONJ
sc-1142	150	4	sons	son	NOUN
sc-1142	150	5	.	.	PUNCT
sc-1142	151	1	[	[	X
sc-1142	151	2	12	12	NUM
sc-1142	151	3	]	]	X
sc-1142	151	4	kaveh	kaveh	PROPN
sc-1142	151	5	,	,	PUNCT
sc-1142	151	6	m.	m.	NOUN
sc-1142	151	7	,	,	PUNCT
sc-1142	151	8	etl	etl	NOUN
sc-1142	151	9	and	and	CCONJ
sc-1142	151	10	analysis	analysis	NOUN
sc-1142	151	11	of	of	ADP
sc-1142	151	12	iot	iot	ADJ
sc-1142	151	13	data	datum	NOUN
sc-1142	151	14	using	use	VERB
sc-1142	151	15	opentsdb	opentsdb	NOUN
sc-1142	151	16	,	,	PUNCT
sc-1142	151	17	kafka	kafka	PROPN
sc-1142	151	18	,	,	PUNCT
sc-1142	151	19	and	and	CCONJ
sc-1142	151	20	spark	spark	NOUN
sc-1142	151	21	.	.	PUNCT
sc-1142	152	1	2015	2015	NUM
sc-1142	152	2	,	,	PUNCT
sc-1142	152	3	university	university	NOUN
sc-1142	152	4	of	of	ADP
sc-1142	152	5	stavanger	stavanger	PROPN
sc-1142	152	6	,	,	PUNCT
sc-1142	152	7	norway	norway	PROPN
sc-1142	152	8	.	.	PUNCT
sc-1142	153	1	oil	oil	NOUN
sc-1142	153	2	and	and	CCONJ
sc-1142	153	3	gas	gas	NOUN
sc-1142	153	4	supply	supply	NOUN
sc-1142	153	5	chain	chain	NOUN
sc-1142	153	6	optimization	optimization	NOUN
sc-1142	153	7	using	use	VERB
sc-1142	153	8	agent	agent	NOUN
sc-1142	153	9	-	-	PUNCT
sc-1142	153	10	based	base	VERB
sc-1142	153	11	modelling(abm	modelling(abm	NOUN
sc-1142	153	12	)	)	PUNCT
sc-1142	153	13	integration	integration	NOUN
sc-1142	153	14	with	with	ADP
sc-1142	153	15	big	big	ADJ
sc-1142	153	16	data	datum	NOUN
sc-1142	153	17	technology	technology	NOUN
sc-1142	153	18	eai	eai	PROPN
sc-1142	153	19	endorsed	endorse	VERB
sc-1142	153	20	transactions	transaction	NOUN
sc-1142	153	21	on	on	ADP
sc-1142	153	22	smart	smart	ADJ
sc-1142	153	23	cities	city	NOUN
sc-1142	153	24	06	06	NUM
sc-1142	153	25	2018	2018	NUM
sc-1142	153	26	02	02	NUM
sc-1142	153	27	2020	2020	NUM
sc-1142	153	28	|	|	ADV
sc-1142	153	29	volume	volume	NOUN
sc-1142	153	30	4	4	NUM
sc-1142	153	31	|	|	NOUN
sc-1142	153	32	issue	issue	NOUN
sc-1142	153	33	9	9	NUM
sc-1142	153	34	|	|	NOUN
sc-1142	153	35	e1	e1	VERB