id	sid	tid	token	lemma	pos
fbem-22279	1	1	frontiers	frontier	NOUN
fbem-22279	1	2	in	in	ADP
fbem-22279	1	3	business	business	NOUN
fbem-22279	1	4	,	,	PUNCT
fbem-22279	1	5	economics	economic	NOUN
fbem-22279	1	6	and	and	CCONJ
fbem-22279	1	7	management	management	NOUN
fbem-22279	1	8	issn	issn	PROPN
fbem-22279	1	9	:	:	PUNCT
fbem-22279	1	10	2766	2766	NUM
fbem-22279	1	11	-	-	PUNCT
fbem-22279	1	12	824x	824x	NUM
fbem-22279	1	13	|	|	ADJ
fbem-22279	1	14	vol	vol	NOUN
fbem-22279	1	15	.	.	PROPN
fbem-22279	1	16	15	15	NUM
fbem-22279	1	17	,	,	PUNCT
fbem-22279	1	18	no	no	INTJ
fbem-22279	1	19	.	.	NOUN
fbem-22279	1	20	2	2	NUM
fbem-22279	1	21	,	,	PUNCT
fbem-22279	1	22	2024	2024	NUM
fbem-22279	1	23	199	199	NUM
fbem-22279	1	24	research	research	NOUN
fbem-22279	1	25	on	on	ADP
fbem-22279	1	26	reliability	reliability	NOUN
fbem-22279	1	27	prediction	prediction	NOUN
fbem-22279	1	28	methods	method	NOUN
fbem-22279	1	29	for	for	ADP
fbem-22279	1	30	dynamic	dynamic	ADJ
fbem-22279	1	31	networks	network	NOUN
fbem-22279	1	32	based	base	VERB
fbem-22279	1	33	on	on	ADP
fbem-22279	1	34	deep	deep	ADJ
fbem-22279	1	35	neural	neural	ADJ
fbem-22279	1	36	networks	network	NOUN
fbem-22279	1	37	shiyun	shiyun	VERB
fbem-22279	1	38	zhang	zhang	PROPN
fbem-22279	1	39	,	,	PUNCT
fbem-22279	1	40	jianhua	jianhua	PROPN
fbem-22279	1	41	wei	wei	PROPN
fbem-22279	1	42	*	*	PROPN
fbem-22279	1	43	school	school	NOUN
fbem-22279	1	44	of	of	ADP
fbem-22279	1	45	economics	economic	NOUN
fbem-22279	1	46	and	and	CCONJ
fbem-22279	1	47	management	management	NOUN
fbem-22279	1	48	,	,	PUNCT
fbem-22279	1	49	chongqing	chongqing	PROPN
fbem-22279	1	50	university	university	PROPN
fbem-22279	1	51	of	of	ADP
fbem-22279	1	52	posts	post	NOUN
fbem-22279	1	53	and	and	CCONJ
fbem-22279	1	54	telecommunications	telecommunication	NOUN
fbem-22279	1	55	,	,	PUNCT
fbem-22279	1	56	chongqing	chongqe	VERB
fbem-22279	1	57	400065	400065	NUM
fbem-22279	1	58	,	,	PUNCT
fbem-22279	1	59	china	china	PROPN
fbem-22279	1	60	*	*	PUNCT
fbem-22279	1	61	corresponding	correspond	VERB
fbem-22279	1	62	author	author	NOUN
fbem-22279	1	63	:	:	PUNCT
fbem-22279	1	64	jianhua	jianhua	PROPN
fbem-22279	1	65	wei	wei	PROPN
fbem-22279	1	66	(	(	PUNCT
fbem-22279	1	67	email	email	NOUN
fbem-22279	1	68	:	:	PUNCT
fbem-22279	1	69	905227339@qq.com	905227339@qq.com	NUM
fbem-22279	1	70	)	)	PUNCT
fbem-22279	1	71	abstract	abstract	NOUN
fbem-22279	1	72	:	:	PUNCT
fbem-22279	1	73	in	in	ADP
fbem-22279	1	74	reality	reality	NOUN
fbem-22279	1	75	many	many	ADJ
fbem-22279	1	76	networks	network	NOUN
fbem-22279	1	77	,	,	PUNCT
fbem-22279	1	78	such	such	ADJ
fbem-22279	1	79	as	as	ADP
fbem-22279	1	80	information	information	NOUN
fbem-22279	1	81	storage	storage	NOUN
fbem-22279	1	82	networks	network	NOUN
fbem-22279	1	83	,	,	PUNCT
fbem-22279	1	84	can	can	AUX
fbem-22279	1	85	be	be	AUX
fbem-22279	1	86	modelled	model	VERB
fbem-22279	1	87	as	as	ADP
fbem-22279	1	88	a	a	DET
fbem-22279	1	89	multi	multi	ADJ
fbem-22279	1	90	-	-	ADJ
fbem-22279	1	91	state	state	ADJ
fbem-22279	1	92	stochastic	stochastic	ADJ
fbem-22279	1	93	flow	flow	NOUN
fbem-22279	1	94	network	network	NOUN
fbem-22279	1	95	.	.	PUNCT
fbem-22279	2	1	the	the	DET
fbem-22279	2	2	reliability	reliability	NOUN
fbem-22279	2	3	of	of	ADP
fbem-22279	2	4	an	an	DET
fbem-22279	2	5	information	information	NOUN
fbem-22279	2	6	storage	storage	NOUN
fbem-22279	2	7	network	network	NOUN
fbem-22279	2	8	is	be	AUX
fbem-22279	2	9	the	the	DET
fbem-22279	2	10	probability	probability	NOUN
fbem-22279	2	11	that	that	SCONJ
fbem-22279	2	12	the	the	DET
fbem-22279	2	13	network	network	NOUN
fbem-22279	2	14	is	be	AUX
fbem-22279	2	15	able	able	ADJ
fbem-22279	2	16	to	to	PART
fbem-22279	2	17	deliver	deliver	VERB
fbem-22279	2	18	the	the	DET
fbem-22279	2	19	required	require	VERB
fbem-22279	2	20	amount	amount	NOUN
fbem-22279	2	21	of	of	ADP
fbem-22279	2	22	information	information	NOUN
fbem-22279	2	23	data	datum	NOUN
fbem-22279	2	24	to	to	ADP
fbem-22279	2	25	the	the	DET
fbem-22279	2	26	specified	specified	ADJ
fbem-22279	2	27	server	server	NOUN
fbem-22279	2	28	,	,	PUNCT
fbem-22279	2	29	and	and	CCONJ
fbem-22279	2	30	its	its	PRON
fbem-22279	2	31	an	an	DET
fbem-22279	2	32	important	important	ADJ
fbem-22279	2	33	metric	metric	NOUN
fbem-22279	2	34	to	to	PART
fbem-22279	2	35	assess	assess	VERB
fbem-22279	2	36	the	the	DET
fbem-22279	2	37	performance	performance	NOUN
fbem-22279	2	38	of	of	ADP
fbem-22279	2	39	an	an	DET
fbem-22279	2	40	information	information	NOUN
fbem-22279	2	41	storage	storage	NOUN
fbem-22279	2	42	network	network	NOUN
fbem-22279	2	43	.	.	PUNCT
fbem-22279	3	1	most	most	ADJ
fbem-22279	3	2	existing	exist	VERB
fbem-22279	3	3	multi	multi	ADJ
fbem-22279	3	4	-	-	ADJ
fbem-22279	3	5	state	state	ADJ
fbem-22279	3	6	network	network	NOUN
fbem-22279	3	7	reliability	reliability	NOUN
fbem-22279	3	8	assessment	assessment	NOUN
fbem-22279	3	9	algorithms	algorithm	NOUN
fbem-22279	3	10	are	be	AUX
fbem-22279	3	11	calculated	calculate	VERB
fbem-22279	3	12	using	use	VERB
fbem-22279	3	13	very	very	ADV
fbem-22279	3	14	small	small	ADJ
fbem-22279	3	15	capacity	capacity	NOUN
fbem-22279	3	16	vectors	vector	NOUN
fbem-22279	3	17	.	.	PUNCT
fbem-22279	4	1	however	however	ADV
fbem-22279	4	2	,	,	PUNCT
fbem-22279	4	3	calculating	calculate	VERB
fbem-22279	4	4	the	the	DET
fbem-22279	4	5	reliability	reliability	NOUN
fbem-22279	4	6	of	of	ADP
fbem-22279	4	7	such	such	DET
fbem-22279	4	8	a	a	DET
fbem-22279	4	9	network	network	NOUN
fbem-22279	4	10	requires	require	VERB
fbem-22279	4	11	reuse	reuse	NOUN
fbem-22279	4	12	of	of	ADP
fbem-22279	4	13	algorithms	algorithm	NOUN
fbem-22279	4	14	and	and	CCONJ
fbem-22279	4	15	is	be	AUX
fbem-22279	4	16	inefficient	inefficient	ADJ
fbem-22279	4	17	when	when	SCONJ
fbem-22279	4	18	the	the	DET
fbem-22279	4	19	network	network	NOUN
fbem-22279	4	20	size	size	NOUN
fbem-22279	4	21	,	,	PUNCT
fbem-22279	4	22	demand	demand	NOUN
fbem-22279	4	23	,	,	PUNCT
fbem-22279	4	24	etc	etc	X
fbem-22279	4	25	.	.	X
fbem-22279	4	26	,	,	PUNCT
fbem-22279	4	27	changes	change	VERB
fbem-22279	4	28	rapidly	rapidly	ADV
fbem-22279	4	29	,	,	PUNCT
fbem-22279	4	30	resulting	result	VERB
fbem-22279	4	31	in	in	ADP
fbem-22279	4	32	managers	manager	NOUN
fbem-22279	4	33	not	not	PART
fbem-22279	4	34	making	make	VERB
fbem-22279	4	35	timely	timely	ADJ
fbem-22279	4	36	decisions	decision	NOUN
fbem-22279	4	37	accordingly	accordingly	ADV
fbem-22279	4	38	.	.	PUNCT
fbem-22279	5	1	in	in	ADP
fbem-22279	5	2	order	order	NOUN
fbem-22279	5	3	to	to	PART
fbem-22279	5	4	obtain	obtain	VERB
fbem-22279	5	5	reliability	reliability	NOUN
fbem-22279	5	6	metrics	metric	NOUN
fbem-22279	5	7	quickly	quickly	ADV
fbem-22279	5	8	,	,	PUNCT
fbem-22279	5	9	this	this	DET
fbem-22279	5	10	paper	paper	NOUN
fbem-22279	5	11	proposes	propose	VERB
fbem-22279	5	12	a	a	DET
fbem-22279	5	13	dynamic	dynamic	ADJ
fbem-22279	5	14	network	network	NOUN
fbem-22279	5	15	reliability	reliability	NOUN
fbem-22279	5	16	prediction	prediction	NOUN
fbem-22279	5	17	model	model	NOUN
fbem-22279	5	18	based	base	VERB
fbem-22279	5	19	on	on	ADP
fbem-22279	5	20	deep	deep	ADJ
fbem-22279	5	21	neural	neural	ADJ
fbem-22279	5	22	networks	network	NOUN
fbem-22279	5	23	(	(	PUNCT
fbem-22279	5	24	dnns	dnn	NOUN
fbem-22279	5	25	)	)	PUNCT
fbem-22279	5	26	,	,	PUNCT
fbem-22279	5	27	which	which	PRON
fbem-22279	5	28	allows	allow	VERB
fbem-22279	5	29	the	the	DET
fbem-22279	5	30	corresponding	correspond	VERB
fbem-22279	5	31	reliability	reliability	NOUN
fbem-22279	5	32	to	to	PART
fbem-22279	5	33	be	be	AUX
fbem-22279	5	34	obtained	obtain	VERB
fbem-22279	5	35	quickly	quickly	ADV
fbem-22279	5	36	even	even	ADV
fbem-22279	5	37	when	when	SCONJ
fbem-22279	5	38	the	the	DET
fbem-22279	5	39	network	network	NOUN
fbem-22279	5	40	is	be	AUX
fbem-22279	5	41	changing	change	VERB
fbem-22279	5	42	rapidly	rapidly	ADV
fbem-22279	5	43	.	.	PUNCT
fbem-22279	6	1	finally	finally	ADV
fbem-22279	6	2	,	,	PUNCT
fbem-22279	6	3	a	a	DET
fbem-22279	6	4	local	local	ADJ
fbem-22279	6	5	information	information	NOUN
fbem-22279	6	6	storage	storage	NOUN
fbem-22279	6	7	network	network	NOUN
fbem-22279	6	8	is	be	AUX
fbem-22279	6	9	used	use	VERB
fbem-22279	6	10	as	as	ADP
fbem-22279	6	11	an	an	DET
fbem-22279	6	12	example	example	NOUN
fbem-22279	6	13	for	for	SCONJ
fbem-22279	6	14	validation	validation	NOUN
fbem-22279	6	15	to	to	PART
fbem-22279	6	16	illustrate	illustrate	VERB
fbem-22279	6	17	the	the	DET
fbem-22279	6	18	feasibility	feasibility	NOUN
fbem-22279	6	19	of	of	ADP
fbem-22279	6	20	the	the	DET
fbem-22279	6	21	prediction	prediction	NOUN
fbem-22279	6	22	model	model	NOUN
fbem-22279	6	23	.	.	PUNCT
fbem-22279	7	1	keywords	keyword	NOUN
fbem-22279	7	2	:	:	PUNCT
fbem-22279	7	3	deep	deep	ADJ
fbem-22279	7	4	neural	neural	ADJ
fbem-22279	7	5	networks	network	NOUN
fbem-22279	7	6	,	,	PUNCT
fbem-22279	7	7	network	network	NOUN
fbem-22279	7	8	reliability	reliability	NOUN
fbem-22279	7	9	,	,	PUNCT
fbem-22279	7	10	dynamic	dynamic	ADJ
fbem-22279	7	11	networks	network	NOUN
fbem-22279	7	12	.	.	PUNCT
fbem-22279	8	1	1	1	X
fbem-22279	8	2	.	.	X
fbem-22279	8	3	introduction	introduction	NOUN
fbem-22279	8	4	currently	currently	ADV
fbem-22279	8	5	,	,	PUNCT
fbem-22279	8	6	people	people	NOUN
fbem-22279	8	7	's	's	PART
fbem-22279	8	8	daily	daily	ADJ
fbem-22279	8	9	lives	life	NOUN
fbem-22279	8	10	are	be	AUX
fbem-22279	8	11	intricately	intricately	ADV
fbem-22279	8	12	linked	link	VERB
fbem-22279	8	13	to	to	ADP
fbem-22279	8	14	network	network	NOUN
fbem-22279	8	15	systems	system	NOUN
fbem-22279	8	16	,	,	PUNCT
fbem-22279	8	17	such	such	ADJ
fbem-22279	8	18	as	as	ADP
fbem-22279	8	19	electronic	electronic	ADJ
fbem-22279	8	20	information	information	NOUN
fbem-22279	8	21	networks	network	NOUN
fbem-22279	8	22	[	[	X
fbem-22279	8	23	13	13	NUM
fbem-22279	8	24	]	]	PUNCT
fbem-22279	8	25	,	,	PUNCT
fbem-22279	8	26	transportation	transportation	NOUN
fbem-22279	8	27	networks	network	NOUN
fbem-22279	8	28	[	[	X
fbem-22279	8	29	4	4	NUM
fbem-22279	8	30	,	,	PUNCT
fbem-22279	8	31	5	5	NUM
fbem-22279	8	32	]	]	PUNCT
fbem-22279	8	33	,	,	PUNCT
fbem-22279	8	34	and	and	CCONJ
fbem-22279	8	35	power	power	NOUN
fbem-22279	8	36	distribution	distribution	NOUN
fbem-22279	8	37	networks	network	NOUN
fbem-22279	8	38	[	[	X
fbem-22279	8	39	6	6	NUM
fbem-22279	8	40	,	,	PUNCT
fbem-22279	8	41	7	7	NUM
fbem-22279	8	42	]	]	PUNCT
fbem-22279	8	43	,	,	PUNCT
fbem-22279	8	44	which	which	PRON
fbem-22279	8	45	ensure	ensure	VERB
fbem-22279	8	46	the	the	DET
fbem-22279	8	47	normal	normal	ADJ
fbem-22279	8	48	operation	operation	NOUN
fbem-22279	8	49	of	of	ADP
fbem-22279	8	50	our	our	PRON
fbem-22279	8	51	lives	life	NOUN
fbem-22279	8	52	.	.	PUNCT
fbem-22279	9	1	these	these	DET
fbem-22279	9	2	real	real	ADJ
fbem-22279	9	3	-	-	PUNCT
fbem-22279	9	4	world	world	NOUN
fbem-22279	9	5	networks	network	NOUN
fbem-22279	9	6	can	can	AUX
fbem-22279	9	7	be	be	AUX
fbem-22279	9	8	described	describe	VERB
fbem-22279	9	9	as	as	ADP
fbem-22279	9	10	multistate	multistate	NOUN
fbem-22279	9	11	stochastic	stochastic	ADJ
fbem-22279	9	12	flow	flow	NOUN
fbem-22279	9	13	networks	network	NOUN
fbem-22279	9	14	.	.	PUNCT
fbem-22279	10	1	reliability	reliability	NOUN
fbem-22279	10	2	,	,	PUNCT
fbem-22279	10	3	as	as	ADP
fbem-22279	10	4	a	a	DET
fbem-22279	10	5	critical	critical	ADJ
fbem-22279	10	6	indicator	indicator	NOUN
fbem-22279	10	7	for	for	ADP
fbem-22279	10	8	network	network	NOUN
fbem-22279	10	9	performance	performance	NOUN
fbem-22279	10	10	evaluation	evaluation	NOUN
fbem-22279	10	11	,	,	PUNCT
fbem-22279	10	12	plays	play	VERB
fbem-22279	10	13	an	an	DET
fbem-22279	10	14	essential	essential	ADJ
fbem-22279	10	15	role	role	NOUN
fbem-22279	10	16	in	in	ADP
fbem-22279	10	17	the	the	DET
fbem-22279	10	18	processes	process	NOUN
fbem-22279	10	19	of	of	ADP
fbem-22279	10	20	network	network	NOUN
fbem-22279	10	21	construction	construction	NOUN
fbem-22279	10	22	,	,	PUNCT
fbem-22279	10	23	operation	operation	NOUN
fbem-22279	10	24	,	,	PUNCT
fbem-22279	10	25	and	and	CCONJ
fbem-22279	10	26	maintenance	maintenance	NOUN
fbem-22279	10	27	.	.	PUNCT
fbem-22279	11	1	in	in	ADP
fbem-22279	11	2	multi	multi	ADJ
fbem-22279	11	3	-	-	ADJ
fbem-22279	11	4	state	state	ADJ
fbem-22279	11	5	network	network	NOUN
fbem-22279	11	6	systems	system	NOUN
fbem-22279	11	7	,	,	PUNCT
fbem-22279	11	8	reliability	reliability	NOUN
fbem-22279	11	9	is	be	AUX
fbem-22279	11	10	defined	define	VERB
fbem-22279	11	11	as	as	ADP
fbem-22279	11	12	the	the	DET
fbem-22279	11	13	ability	ability	NOUN
fbem-22279	11	14	to	to	PART
fbem-22279	11	15	complete	complete	VERB
fbem-22279	11	16	predetermined	predetermine	VERB
fbem-22279	11	17	tasks	task	NOUN
fbem-22279	11	18	of	of	ADP
fbem-22279	11	19	material	material	NOUN
fbem-22279	11	20	flow	flow	NOUN
fbem-22279	11	21	,	,	PUNCT
fbem-22279	11	22	information	information	NOUN
fbem-22279	11	23	flow	flow	NOUN
fbem-22279	11	24	,	,	PUNCT
fbem-22279	11	25	and	and	CCONJ
fbem-22279	11	26	energy	energy	NOUN
fbem-22279	11	27	flow	flow	NOUN
fbem-22279	11	28	transmission	transmission	NOUN
fbem-22279	11	29	under	under	ADP
fbem-22279	11	30	specific	specific	ADJ
fbem-22279	11	31	conditions	condition	NOUN
fbem-22279	11	32	[	[	X
fbem-22279	11	33	8	8	NUM
fbem-22279	11	34	-	-	SYM
fbem-22279	11	35	10	10	NUM
fbem-22279	11	36	]	]	PUNCT
fbem-22279	11	37	.	.	PUNCT
fbem-22279	12	1	in	in	ADP
fbem-22279	12	2	the	the	DET
fbem-22279	12	3	field	field	NOUN
fbem-22279	12	4	of	of	ADP
fbem-22279	12	5	operations	operation	NOUN
fbem-22279	12	6	research	research	NOUN
fbem-22279	12	7	,	,	PUNCT
fbem-22279	12	8	one	one	NUM
fbem-22279	12	9	of	of	ADP
fbem-22279	12	10	the	the	DET
fbem-22279	12	11	methods	method	NOUN
fbem-22279	12	12	for	for	ADP
fbem-22279	12	13	evaluating	evaluate	VERB
fbem-22279	12	14	network	network	NOUN
fbem-22279	12	15	systems	system	NOUN
fbem-22279	12	16	is	be	AUX
fbem-22279	12	17	to	to	PART
fbem-22279	12	18	model	model	VERB
fbem-22279	12	19	them	they	PRON
fbem-22279	12	20	as	as	ADP
fbem-22279	12	21	a	a	DET
fbem-22279	12	22	multi	multi	ADJ
fbem-22279	12	23	-	-	ADJ
fbem-22279	12	24	state	state	ADJ
fbem-22279	12	25	stochastic	stochastic	ADJ
fbem-22279	12	26	flow	flow	NOUN
fbem-22279	12	27	network	network	NOUN
fbem-22279	12	28	.	.	PUNCT
fbem-22279	13	1	computing	compute	VERB
fbem-22279	13	2	the	the	DET
fbem-22279	13	3	reliability	reliability	NOUN
fbem-22279	13	4	of	of	ADP
fbem-22279	13	5	a	a	DET
fbem-22279	13	6	network	network	NOUN
fbem-22279	13	7	is	be	AUX
fbem-22279	13	8	an	an	DET
fbem-22279	13	9	np	np	ADJ
fbem-22279	13	10	-	-	PUNCT
fbem-22279	13	11	hard	hard	ADJ
fbem-22279	13	12	problem	problem	NOUN
fbem-22279	13	13	,	,	PUNCT
fbem-22279	13	14	and	and	CCONJ
fbem-22279	13	15	numerous	numerous	ADJ
fbem-22279	13	16	scholars	scholar	NOUN
fbem-22279	13	17	have	have	AUX
fbem-22279	13	18	proposed	propose	VERB
fbem-22279	13	19	different	different	ADJ
fbem-22279	13	20	methods	method	NOUN
fbem-22279	13	21	for	for	ADP
fbem-22279	13	22	assessing	assess	VERB
fbem-22279	13	23	network	network	NOUN
fbem-22279	13	24	reliability	reliability	NOUN
fbem-22279	13	25	.	.	PUNCT
fbem-22279	14	1	generally	generally	ADV
fbem-22279	14	2	,	,	PUNCT
fbem-22279	14	3	there	there	PRON
fbem-22279	14	4	are	be	VERB
fbem-22279	14	5	two	two	NUM
fbem-22279	14	6	approaches	approach	NOUN
fbem-22279	14	7	:	:	PUNCT
fbem-22279	14	8	the	the	DET
fbem-22279	14	9	minimal	minimal	ADJ
fbem-22279	14	10	path	path	NOUN
fbem-22279	14	11	method	method	NOUN
fbem-22279	14	12	and	and	CCONJ
fbem-22279	14	13	the	the	DET
fbem-22279	14	14	minimal	minimal	ADJ
fbem-22279	14	15	cut	cut	NOUN
fbem-22279	14	16	method	method	NOUN
fbem-22279	14	17	[	[	X
fbem-22279	14	18	11	11	NUM
fbem-22279	14	19	-	-	SYM
fbem-22279	14	20	25	25	NUM
fbem-22279	14	21	]	]	PUNCT
fbem-22279	14	22	.	.	PUNCT
fbem-22279	15	1	both	both	DET
fbem-22279	15	2	methods	method	NOUN
fbem-22279	15	3	search	search	VERB
fbem-22279	15	4	for	for	ADP
fbem-22279	15	5	all	all	DET
fbem-22279	15	6	minimal	minimal	ADJ
fbem-22279	15	7	paths	path	NOUN
fbem-22279	15	8	or	or	CCONJ
fbem-22279	15	9	cuts	cut	NOUN
fbem-22279	15	10	while	while	SCONJ
fbem-22279	15	11	satisfying	satisfying	ADJ
fbem-22279	15	12	requirements	requirement	NOUN
fbem-22279	15	13	and	and	CCONJ
fbem-22279	15	14	then	then	ADV
fbem-22279	15	15	calculate	calculate	VERB
fbem-22279	15	16	the	the	DET
fbem-22279	15	17	reliability	reliability	NOUN
fbem-22279	15	18	through	through	ADP
fbem-22279	15	19	these	these	DET
fbem-22279	15	20	paths	path	NOUN
fbem-22279	15	21	or	or	CCONJ
fbem-22279	15	22	cuts	cut	NOUN
fbem-22279	15	23	.	.	PUNCT
fbem-22279	16	1	in	in	ADP
fbem-22279	16	2	addition	addition	NOUN
fbem-22279	16	3	,	,	PUNCT
fbem-22279	16	4	the	the	DET
fbem-22279	16	5	universal	universal	ADJ
fbem-22279	16	6	generating	generate	VERB
fbem-22279	16	7	function	function	NOUN
fbem-22279	16	8	method	method	NOUN
fbem-22279	16	9	[	[	X
fbem-22279	16	10	26	26	NUM
fbem-22279	16	11	,	,	PUNCT
fbem-22279	16	12	27	27	NUM
fbem-22279	16	13	]	]	PUNCT
fbem-22279	16	14	and	and	CCONJ
fbem-22279	16	15	simulation	simulation	NOUN
fbem-22279	16	16	method	method	NOUN
fbem-22279	16	17	[	[	X
fbem-22279	16	18	28	28	NUM
fbem-22279	16	19	,	,	PUNCT
fbem-22279	16	20	29	29	NUM
fbem-22279	16	21	]	]	PUNCT
fbem-22279	16	22	also	also	ADV
fbem-22279	16	23	demonstrate	demonstrate	VERB
fbem-22279	16	24	good	good	ADJ
fbem-22279	16	25	efficiency	efficiency	NOUN
fbem-22279	16	26	in	in	ADP
fbem-22279	16	27	evaluating	evaluate	VERB
fbem-22279	16	28	reliability	reliability	NOUN
fbem-22279	16	29	.	.	PUNCT
fbem-22279	17	1	however	however	ADV
fbem-22279	17	2	,	,	PUNCT
fbem-22279	17	3	the	the	DET
fbem-22279	17	4	abovementioned	abovementioned	ADJ
fbem-22279	17	5	reliability	reliability	NOUN
fbem-22279	17	6	assessment	assessment	NOUN
fbem-22279	17	7	methods	method	NOUN
fbem-22279	17	8	are	be	AUX
fbem-22279	17	9	based	base	VERB
fbem-22279	17	10	on	on	ADP
fbem-22279	17	11	the	the	DET
fbem-22279	17	12	evaluation	evaluation	NOUN
fbem-22279	17	13	of	of	ADP
fbem-22279	17	14	the	the	DET
fbem-22279	17	15	reliability	reliability	NOUN
fbem-22279	17	16	of	of	ADP
fbem-22279	17	17	a	a	DET
fbem-22279	17	18	single	single	ADJ
fbem-22279	17	19	network	network	NOUN
fbem-22279	17	20	.	.	PUNCT
fbem-22279	18	1	when	when	SCONJ
fbem-22279	18	2	the	the	DET
fbem-22279	18	3	capacity	capacity	NOUN
fbem-22279	18	4	state	state	NOUN
fbem-22279	18	5	of	of	ADP
fbem-22279	18	6	the	the	DET
fbem-22279	18	7	network	network	NOUN
fbem-22279	18	8	changes	change	VERB
fbem-22279	18	9	rapidly	rapidly	ADV
fbem-22279	18	10	with	with	ADP
fbem-22279	18	11	time	time	NOUN
fbem-22279	18	12	,	,	PUNCT
fbem-22279	18	13	these	these	DET
fbem-22279	18	14	methods	method	NOUN
fbem-22279	18	15	can	can	AUX
fbem-22279	18	16	not	not	PART
fbem-22279	18	17	quickly	quickly	ADV
fbem-22279	18	18	calculate	calculate	VERB
fbem-22279	18	19	the	the	DET
fbem-22279	18	20	network	network	NOUN
fbem-22279	18	21	's	's	PART
fbem-22279	18	22	reliability	reliability	NOUN
fbem-22279	18	23	.	.	PUNCT
fbem-22279	19	1	to	to	PART
fbem-22279	19	2	solve	solve	VERB
fbem-22279	19	3	this	this	DET
fbem-22279	19	4	problem	problem	NOUN
fbem-22279	19	5	,	,	PUNCT
fbem-22279	19	6	many	many	ADJ
fbem-22279	19	7	researchers	researcher	NOUN
fbem-22279	19	8	have	have	AUX
fbem-22279	19	9	used	use	VERB
fbem-22279	19	10	deep	deep	ADJ
fbem-22279	19	11	neural	neural	ADJ
fbem-22279	19	12	networks	network	NOUN
fbem-22279	19	13	to	to	PART
fbem-22279	19	14	predict	predict	VERB
fbem-22279	19	15	network	network	NOUN
fbem-22279	19	16	reliability	reliability	NOUN
fbem-22279	19	17	[	[	X
fbem-22279	19	18	30	30	NUM
fbem-22279	19	19	-	-	SYM
fbem-22279	19	20	32	32	NUM
fbem-22279	19	21	]	]	PUNCT
fbem-22279	19	22	.	.	PUNCT
fbem-22279	20	1	deep	deep	ADJ
fbem-22279	20	2	neural	neural	ADJ
fbem-22279	20	3	networks	network	NOUN
fbem-22279	20	4	have	have	VERB
fbem-22279	20	5	powerful	powerful	ADJ
fbem-22279	20	6	predictive	predictive	ADJ
fbem-22279	20	7	functions	function	NOUN
fbem-22279	20	8	and	and	CCONJ
fbem-22279	20	9	can	can	AUX
fbem-22279	20	10	be	be	AUX
fbem-22279	20	11	used	use	VERB
fbem-22279	20	12	for	for	ADP
fbem-22279	20	13	various	various	ADJ
fbem-22279	20	14	prediction	prediction	NOUN
fbem-22279	20	15	tasks	task	NOUN
fbem-22279	20	16	,	,	PUNCT
fbem-22279	20	17	such	such	ADJ
fbem-22279	20	18	as	as	ADP
fbem-22279	20	19	image	image	NOUN
fbem-22279	20	20	classification	classification	NOUN
fbem-22279	20	21	[	[	X
fbem-22279	20	22	33	33	NUM
fbem-22279	20	23	-	-	SYM
fbem-22279	20	24	34	34	NUM
fbem-22279	20	25	]	]	PUNCT
fbem-22279	20	26	,	,	PUNCT
fbem-22279	20	27	speech	speech	NOUN
fbem-22279	20	28	recognition	recognition	NOUN
fbem-22279	20	29	[	[	X
fbem-22279	20	30	35	35	NUM
fbem-22279	20	31	-	-	SYM
fbem-22279	20	32	36	36	NUM
fbem-22279	20	33	]	]	PUNCT
fbem-22279	20	34	,	,	PUNCT
fbem-22279	20	35	natural	natural	ADJ
fbem-22279	20	36	language	language	NOUN
fbem-22279	20	37	processing	processing	NOUN
fbem-22279	20	38	[	[	X
fbem-22279	20	39	37	37	NUM
fbem-22279	20	40	-	-	SYM
fbem-22279	20	41	38	38	NUM
fbem-22279	20	42	]	]	PUNCT
fbem-22279	20	43	,	,	PUNCT
fbem-22279	20	44	and	and	CCONJ
fbem-22279	20	45	time	time	NOUN
fbem-22279	20	46	series	series	PROPN
fbem-22279	20	47	prediction	prediction	PROPN
fbem-22279	20	48	.	.	PUNCT
fbem-22279	21	1	huang	huang	PROPN
fbem-22279	22	1	[	[	X
fbem-22279	22	2	30	30	NUM
fbem-22279	22	3	]	]	PUNCT
fbem-22279	22	4	transformed	transform	VERB
fbem-22279	22	5	the	the	DET
fbem-22279	22	6	capacity	capacity	NOUN
fbem-22279	22	7	state	state	NOUN
fbem-22279	22	8	and	and	CCONJ
fbem-22279	22	9	demand	demand	VERB
fbem-22279	22	10	information	information	NOUN
fbem-22279	22	11	of	of	ADP
fbem-22279	22	12	the	the	DET
fbem-22279	22	13	network	network	NOUN
fbem-22279	22	14	into	into	ADP
fbem-22279	22	15	a	a	DET
fbem-22279	22	16	one	one	NUM
fbem-22279	22	17	-	-	PUNCT
fbem-22279	22	18	dimensional	dimensional	ADJ
fbem-22279	22	19	array	array	NOUN
fbem-22279	22	20	,	,	PUNCT
fbem-22279	22	21	which	which	PRON
fbem-22279	22	22	was	be	AUX
fbem-22279	22	23	used	use	VERB
fbem-22279	22	24	as	as	ADP
fbem-22279	22	25	input	input	NOUN
fbem-22279	22	26	information	information	NOUN
fbem-22279	22	27	for	for	ADP
fbem-22279	22	28	the	the	DET
fbem-22279	22	29	deep	deep	ADJ
fbem-22279	22	30	neural	neural	ADJ
fbem-22279	22	31	network	network	NOUN
fbem-22279	22	32	to	to	PART
fbem-22279	22	33	achieve	achieve	VERB
fbem-22279	22	34	the	the	DET
fbem-22279	22	35	reliability	reliability	NOUN
fbem-22279	22	36	prediction	prediction	NOUN
fbem-22279	22	37	of	of	ADP
fbem-22279	22	38	multistate	multistate	NOUN
fbem-22279	22	39	stochastic	stochastic	ADJ
fbem-22279	22	40	cloud	cloud	ADJ
fbem-22279	22	41	/	/	SYM
fbem-22279	22	42	edge	edge	NOUN
fbem-22279	22	43	-	-	PUNCT
fbem-22279	22	44	based	base	VERB
fbem-22279	22	45	network	network	NOUN
fbem-22279	22	46	.	.	PUNCT
fbem-22279	23	1	in	in	ADP
fbem-22279	23	2	addition	addition	NOUN
fbem-22279	23	3	,	,	PUNCT
fbem-22279	23	4	huang	huang	PROPN
fbem-22279	23	5	[	[	X
fbem-22279	23	6	31	31	NUM
fbem-22279	23	7	]	]	PUNCT
fbem-22279	23	8	evaluated	evaluate	VERB
fbem-22279	23	9	the	the	DET
fbem-22279	23	10	reliability	reliability	NOUN
fbem-22279	23	11	of	of	ADP
fbem-22279	23	12	a	a	DET
fbem-22279	23	13	manufacturing	manufacturing	NOUN
fbem-22279	23	14	network	network	NOUN
fbem-22279	23	15	with	with	ADP
fbem-22279	23	16	rework	rework	NOUN
fbem-22279	23	17	probability	probability	NOUN
fbem-22279	23	18	through	through	ADP
fbem-22279	23	19	a	a	DET
fbem-22279	23	20	neural	neural	ADJ
fbem-22279	23	21	network	network	NOUN
fbem-22279	23	22	.	.	PUNCT
fbem-22279	24	1	huang	huang	PROPN
fbem-22279	25	1	[	[	X
fbem-22279	25	2	32	32	NUM
fbem-22279	25	3	]	]	PUNCT
fbem-22279	25	4	using	use	VERB
fbem-22279	25	5	artificial	artificial	ADJ
fbem-22279	25	6	neural	neural	ADJ
fbem-22279	25	7	networks	network	NOUN
fbem-22279	25	8	(	(	PUNCT
fbem-22279	25	9	ann	ann	PROPN
fbem-22279	25	10	)	)	PUNCT
fbem-22279	25	11	to	to	PART
fbem-22279	25	12	predict	predict	VERB
fbem-22279	25	13	network	network	NOUN
fbem-22279	25	14	reliability	reliability	NOUN
fbem-22279	25	15	of	of	ADP
fbem-22279	25	16	random	random	ADJ
fbem-22279	25	17	capacitated	capacitate	VERB
fbem-22279	25	18	-	-	PUNCT
fbem-22279	25	19	flow	flow	NOUN
fbem-22279	25	20	networks	network	NOUN
fbem-22279	25	21	under	under	ADP
fbem-22279	25	22	different	different	ADJ
fbem-22279	25	23	network	network	NOUN
fbem-22279	25	24	connectivity	connectivity	NOUN
fbem-22279	25	25	scenarios	scenario	NOUN
fbem-22279	25	26	.	.	PUNCT
fbem-22279	26	1	however	however	ADV
fbem-22279	26	2	,	,	PUNCT
fbem-22279	26	3	the	the	DET
fbem-22279	26	4	above	above	ADV
fbem-22279	26	5	-	-	PUNCT
fbem-22279	26	6	mentioned	mention	VERB
fbem-22279	26	7	models	model	NOUN
fbem-22279	26	8	based	base	VERB
fbem-22279	26	9	on	on	ADP
fbem-22279	26	10	neural	neural	ADJ
fbem-22279	26	11	network	network	NOUN
fbem-22279	26	12	predictions	prediction	NOUN
fbem-22279	26	13	all	all	PRON
fbem-22279	26	14	make	make	VERB
fbem-22279	26	15	the	the	DET
fbem-22279	26	16	assumption	assumption	NOUN
fbem-22279	26	17	that	that	SCONJ
fbem-22279	26	18	the	the	DET
fbem-22279	26	19	topological	topological	ADJ
fbem-22279	26	20	structure	structure	NOUN
fbem-22279	26	21	of	of	ADP
fbem-22279	26	22	the	the	DET
fbem-22279	26	23	multi	multi	ADJ
fbem-22279	26	24	-	-	ADJ
fbem-22279	26	25	state	state	ADJ
fbem-22279	26	26	stochastic	stochastic	ADJ
fbem-22279	26	27	flow	flow	NOUN
fbem-22279	26	28	network	network	NOUN
fbem-22279	26	29	is	be	AUX
fbem-22279	26	30	fixed	fix	VERB
fbem-22279	26	31	.	.	PUNCT
fbem-22279	27	1	taking	take	VERB
fbem-22279	27	2	a	a	DET
fbem-22279	27	3	dynamic	dynamic	ADJ
fbem-22279	27	4	information	information	NOUN
fbem-22279	27	5	storage	storage	NOUN
fbem-22279	27	6	network	network	NOUN
fbem-22279	27	7	(	(	PUNCT
fbem-22279	27	8	mdisn	mdisn	PROPN
fbem-22279	27	9	)	)	PUNCT
fbem-22279	27	10	as	as	ADP
fbem-22279	27	11	an	an	DET
fbem-22279	27	12	example	example	NOUN
fbem-22279	27	13	,	,	PUNCT
fbem-22279	27	14	whose	whose	DET
fbem-22279	27	15	topology	topology	NOUN
fbem-22279	27	16	and	and	CCONJ
fbem-22279	27	17	capacity	capacity	NOUN
fbem-22279	27	18	state	state	NOUN
fbem-22279	27	19	change	change	NOUN
fbem-22279	27	20	rapidly	rapidly	ADV
fbem-22279	27	21	with	with	ADP
fbem-22279	27	22	time	time	NOUN
fbem-22279	27	23	.	.	PUNCT
fbem-22279	28	1	the	the	DET
fbem-22279	28	2	model	model	NOUN
fbem-22279	28	3	proposed	propose	VERB
fbem-22279	28	4	by	by	ADP
fbem-22279	28	5	huang	huang	PROPN
fbem-22279	28	6	et	et	PROPN
fbem-22279	28	7	al	al	PROPN
fbem-22279	29	1	[	[	X
fbem-22279	29	2	3032	3032	NUM
fbem-22279	29	3	]	]	PUNCT
fbem-22279	29	4	.	.	PUNCT
fbem-22279	30	1	is	be	AUX
fbem-22279	30	2	clearly	clearly	ADV
fbem-22279	30	3	not	not	PART
fbem-22279	30	4	suitable	suitable	ADJ
fbem-22279	30	5	for	for	ADP
fbem-22279	30	6	such	such	ADJ
fbem-22279	30	7	situations	situation	NOUN
fbem-22279	30	8	.	.	PUNCT
fbem-22279	31	1	therefore	therefore	ADV
fbem-22279	31	2	,	,	PUNCT
fbem-22279	31	3	this	this	DET
fbem-22279	31	4	paper	paper	NOUN
fbem-22279	31	5	proposes	propose	VERB
fbem-22279	31	6	a	a	DET
fbem-22279	31	7	fast	fast	ADJ
fbem-22279	31	8	reliability	reliability	NOUN
fbem-22279	31	9	prediction	prediction	NOUN
fbem-22279	31	10	model	model	NOUN
fbem-22279	31	11	based	base	VERB
fbem-22279	31	12	on	on	ADP
fbem-22279	31	13	deep	deep	ADJ
fbem-22279	31	14	neural	neural	ADJ
fbem-22279	31	15	network	network	NOUN
fbem-22279	31	16	for	for	ADP
fbem-22279	31	17	dynamic	dynamic	ADJ
fbem-22279	31	18	networks	network	NOUN
fbem-22279	31	19	.	.	PUNCT
fbem-22279	32	1	achieving	achieve	VERB
fbem-22279	32	2	reliability	reliability	NOUN
fbem-22279	32	3	prediction	prediction	NOUN
fbem-22279	32	4	requires	require	VERB
fbem-22279	32	5	converting	convert	VERB
fbem-22279	32	6	network	network	NOUN
fbem-22279	32	7	information	information	NOUN
fbem-22279	32	8	into	into	ADP
fbem-22279	32	9	the	the	DET
fbem-22279	32	10	required	require	VERB
fbem-22279	32	11	input	input	NOUN
fbem-22279	32	12	format	format	NOUN
fbem-22279	32	13	for	for	ADP
fbem-22279	32	14	the	the	DET
fbem-22279	32	15	neural	neural	ADJ
fbem-22279	32	16	network	network	NOUN
fbem-22279	32	17	,	,	PUNCT
fbem-22279	32	18	which	which	PRON
fbem-22279	32	19	includes	include	VERB
fbem-22279	32	20	the	the	DET
fbem-22279	32	21	network	network	NOUN
fbem-22279	32	22	topology	topology	NOUN
fbem-22279	32	23	,	,	PUNCT
fbem-22279	32	24	arc	arc	NOUN
fbem-22279	32	25	capacity	capacity	NOUN
fbem-22279	32	26	and	and	CCONJ
fbem-22279	32	27	capacity	capacity	NOUN
fbem-22279	32	28	probability	probability	NOUN
fbem-22279	32	29	,	,	PUNCT
fbem-22279	32	30	demand	demand	NOUN
fbem-22279	32	31	,	,	PUNCT
fbem-22279	32	32	etc	etc	X
fbem-22279	32	33	.	.	X
fbem-22279	32	34	when	when	SCONJ
fbem-22279	32	35	characterizing	characterize	VERB
fbem-22279	32	36	a	a	DET
fbem-22279	32	37	multi	multi	ADJ
fbem-22279	32	38	-	-	ADJ
fbem-22279	32	39	state	state	ADJ
fbem-22279	32	40	stochastic	stochastic	ADJ
fbem-22279	32	41	flow	flow	NOUN
fbem-22279	32	42	network	network	NOUN
fbem-22279	32	43	,	,	PUNCT
fbem-22279	32	44	the	the	DET
fbem-22279	32	45	adjacency	adjacency	NOUN
fbem-22279	32	46	matrix	matrix	NOUN
fbem-22279	32	47	is	be	AUX
fbem-22279	32	48	used	use	VERB
fbem-22279	32	49	to	to	PART
fbem-22279	32	50	describe	describe	VERB
fbem-22279	32	51	the	the	DET
fbem-22279	32	52	topology	topology	NOUN
fbem-22279	32	53	,	,	PUNCT
fbem-22279	32	54	and	and	CCONJ
fbem-22279	32	55	then	then	ADV
fbem-22279	32	56	each	each	DET
fbem-22279	32	57	piece	piece	NOUN
fbem-22279	32	58	of	of	ADP
fbem-22279	32	59	information	information	NOUN
fbem-22279	32	60	is	be	AUX
fbem-22279	32	61	converted	convert	VERB
fbem-22279	32	62	into	into	ADP
fbem-22279	32	63	a	a	DET
fbem-22279	32	64	onedimensional	onedimensional	ADJ
fbem-22279	32	65	array	array	NOUN
fbem-22279	32	66	and	and	CCONJ
fbem-22279	32	67	arranged	arrange	VERB
fbem-22279	32	68	sequentially	sequentially	ADV
fbem-22279	32	69	.	.	PUNCT
fbem-22279	33	1	for	for	ADP
fbem-22279	33	2	data	datum	NOUN
fbem-22279	33	3	with	with	ADP
fbem-22279	33	4	different	different	ADJ
fbem-22279	33	5	dimensions	dimension	NOUN
fbem-22279	33	6	,	,	PUNCT
fbem-22279	33	7	the	the	DET
fbem-22279	33	8	method	method	NOUN
fbem-22279	33	9	of	of	ADP
fbem-22279	33	10	complementing	complement	VERB
fbem-22279	33	11	zeros	zero	NOUN
fbem-22279	33	12	is	be	AUX
fbem-22279	33	13	used	use	VERB
fbem-22279	33	14	to	to	PART
fbem-22279	33	15	supplement	supplement	VERB
fbem-22279	33	16	them	they	PRON
fbem-22279	33	17	so	so	SCONJ
fbem-22279	33	18	that	that	SCONJ
fbem-22279	33	19	each	each	DET
fbem-22279	33	20	data	datum	NOUN
fbem-22279	33	21	has	have	VERB
fbem-22279	33	22	the	the	DET
fbem-22279	33	23	same	same	ADJ
fbem-22279	33	24	dimension	dimension	NOUN
fbem-22279	33	25	.	.	PUNCT
fbem-22279	34	1	the	the	DET
fbem-22279	34	2	arrangement	arrangement	NOUN
fbem-22279	34	3	of	of	ADP
fbem-22279	34	4	this	this	DET
fbem-22279	34	5	article	article	NOUN
fbem-22279	34	6	is	be	AUX
fbem-22279	34	7	as	as	SCONJ
fbem-22279	34	8	follows	follow	VERB
fbem-22279	34	9	:	:	PUNCT
fbem-22279	34	10	section	section	NOUN
fbem-22279	34	11	2	2	NUM
fbem-22279	34	12	explains	explain	VERB
fbem-22279	34	13	the	the	DET
fbem-22279	34	14	method	method	NOUN
fbem-22279	34	15	and	and	CCONJ
fbem-22279	34	16	detailed	detailed	ADJ
fbem-22279	34	17	steps	step	NOUN
fbem-22279	34	18	for	for	ADP
fbem-22279	34	19	evaluating	evaluate	VERB
fbem-22279	34	20	network	network	NOUN
fbem-22279	34	21	reliability	reliability	NOUN
fbem-22279	34	22	based	base	VERB
fbem-22279	34	23	on	on	ADP
fbem-22279	34	24	the	the	DET
fbem-22279	34	25	minimal	minimal	ADJ
fbem-22279	34	26	path	path	NOUN
fbem-22279	34	27	,	,	PUNCT
fbem-22279	34	28	while	while	SCONJ
fbem-22279	34	29	introducing	introduce	VERB
fbem-22279	34	30	the	the	DET
fbem-22279	34	31	basic	basic	ADJ
fbem-22279	34	32	concepts	concept	NOUN
fbem-22279	34	33	and	and	CCONJ
fbem-22279	34	34	models	model	NOUN
fbem-22279	34	35	of	of	ADP
fbem-22279	34	36	neural	neural	ADJ
fbem-22279	34	37	networks	network	NOUN
fbem-22279	34	38	.	.	PUNCT
fbem-22279	35	1	section	section	NOUN
fbem-22279	35	2	3	3	NUM
fbem-22279	35	3	describes	describe	VERB
fbem-22279	35	4	the	the	DET
fbem-22279	35	5	process	process	NOUN
fbem-22279	35	6	of	of	ADP
fbem-22279	35	7	generating	generate	VERB
fbem-22279	35	8	training	training	NOUN
fbem-22279	35	9	and	and	CCONJ
fbem-22279	35	10	testing	testing	NOUN
fbem-22279	35	11	data	datum	NOUN
fbem-22279	35	12	required	require	VERB
fbem-22279	35	13	for	for	ADP
fbem-22279	35	14	the	the	DET
fbem-22279	35	15	model	model	NOUN
fbem-22279	35	16	,	,	PUNCT
fbem-22279	35	17	as	as	ADV
fbem-22279	35	18	well	well	ADV
fbem-22279	35	19	as	as	ADP
fbem-22279	35	20	the	the	DET
fbem-22279	35	21	structure	structure	NOUN
fbem-22279	35	22	and	and	CCONJ
fbem-22279	35	23	parameters	parameter	NOUN
fbem-22279	35	24	of	of	ADP
fbem-22279	35	25	the	the	DET
fbem-22279	35	26	deep	deep	ADJ
fbem-22279	35	27	learning	learning	NOUN
fbem-22279	35	28	network	network	NOUN
fbem-22279	35	29	.	.	PUNCT
fbem-22279	36	1	section	section	NOUN
fbem-22279	36	2	4	4	NUM
fbem-22279	36	3	uses	use	VERB
fbem-22279	36	4	a	a	DET
fbem-22279	36	5	dynamic	dynamic	ADJ
fbem-22279	36	6	misn	misn	NOUN
fbem-22279	36	7	as	as	ADP
fbem-22279	36	8	a	a	DET
fbem-22279	36	9	case	case	NOUN
fbem-22279	36	10	study	study	NOUN
fbem-22279	36	11	to	to	PART
fbem-22279	36	12	demonstrate	demonstrate	VERB
fbem-22279	36	13	the	the	DET
fbem-22279	36	14	feasibility	feasibility	NOUN
fbem-22279	36	15	of	of	ADP
fbem-22279	36	16	the	the	DET
fbem-22279	36	17	proposed	propose	VERB
fbem-22279	36	18	prediction	prediction	NOUN
fbem-22279	36	19	model	model	NOUN
fbem-22279	36	20	in	in	ADP
fbem-22279	36	21	detail	detail	NOUN
fbem-22279	36	22	.	.	PUNCT
fbem-22279	37	1	finally	finally	ADV
fbem-22279	37	2	,	,	PUNCT
fbem-22279	37	3	the	the	DET
fbem-22279	37	4	conclusion	conclusion	NOUN
fbem-22279	37	5	is	be	AUX
fbem-22279	37	6	presented	present	VERB
fbem-22279	37	7	in	in	ADP
fbem-22279	37	8	section	section	NOUN
fbem-22279	37	9	5	5	NUM
fbem-22279	37	10	.	.	NOUN
fbem-22279	37	11	200	200	NUM
fbem-22279	37	12	table	table	NOUN
fbem-22279	37	13	1	1	NUM
fbem-22279	37	14	.	.	PUNCT
fbem-22279	37	15	notations	notation	NOUN
fbem-22279	37	16	g	g	NOUN
fbem-22279	37	17	=	=	SYM
fbem-22279	37	18	(	(	PUNCT
fbem-22279	37	19	v	v	NOUN
fbem-22279	37	20	,	,	PUNCT
fbem-22279	37	21	e	e	NOUN
fbem-22279	37	22	,	,	PUNCT
fbem-22279	37	23	w	w	PROPN
fbem-22279	37	24	)	)	PUNCT
fbem-22279	37	25	a	a	DET
fbem-22279	37	26	multi	multi	ADJ
fbem-22279	37	27	-	-	ADJ
fbem-22279	37	28	state	state	ADJ
fbem-22279	37	29	stochastic	stochastic	ADJ
fbem-22279	37	30	flow	flow	NOUN
fbem-22279	37	31	network	network	NOUN
fbem-22279	37	32	v	v	ADP
fbem-22279	37	33	v	v	NOUN
fbem-22279	37	34	=	=	PUNCT
fbem-22279	37	35	{	{	PUNCT
fbem-22279	37	36	s	s	PROPN
fbem-22279	37	37	,	,	PUNCT
fbem-22279	37	38	1	1	NUM
fbem-22279	37	39	,	,	PUNCT
fbem-22279	37	40	...	...	PUNCT
fbem-22279	37	41	,	,	PUNCT
fbem-22279	37	42	n-2	n-2	PROPN
fbem-22279	37	43	,	,	PUNCT
fbem-22279	37	44	t	t	PROPN
fbem-22279	37	45	}	}	PUNCT
fbem-22279	37	46	is	be	AUX
fbem-22279	37	47	the	the	DET
fbem-22279	37	48	set	set	NOUN
fbem-22279	37	49	of	of	ADP
fbem-22279	37	50	nodes	node	NOUN
fbem-22279	37	51	.	.	PUNCT
fbem-22279	38	1	e	e	NOUN
fbem-22279	38	2	arc	arc	NOUN
fbem-22279	38	3	set	set	VERB
fbem-22279	38	4	.	.	PUNCT
fbem-22279	39	1	w	w	ADP
fbem-22279	39	2	maximum	maximum	ADJ
fbem-22279	39	3	capacity	capacity	NOUN
fbem-22279	39	4	vector	vector	NOUN
fbem-22279	39	5	.	.	PUNCT
fbem-22279	40	1	wi	wi	PROPN
fbem-22279	40	2	largest	large	ADJ
fbem-22279	40	3	capacity	capacity	NOUN
fbem-22279	40	4	of	of	ADP
fbem-22279	40	5	ei	ei	PROPN
fbem-22279	40	6	.	.	PUNCT
fbem-22279	41	1	m	m	PROPN
fbem-22279	41	2	number	number	NOUN
fbem-22279	41	3	of	of	ADP
fbem-22279	41	4	arcs	arc	NOUN
fbem-22279	41	5	.	.	PUNCT
fbem-22279	42	1	ei	ei	ADP
fbem-22279	42	2	the	the	DET
fbem-22279	42	3	i	i	PROPN
fbem-22279	42	4	-	-	PUNCT
fbem-22279	42	5	th	th	VERB
fbem-22279	42	6	arc	arc	NOUN
fbem-22279	42	7	in	in	ADP
fbem-22279	42	8	e.	e.	PROPN
fbem-22279	42	9	s	s	PROPN
fbem-22279	42	10	the	the	DET
fbem-22279	42	11	source	source	NOUN
fbem-22279	42	12	.	.	PUNCT
fbem-22279	43	1	mpj	mpj	VERB
fbem-22279	43	2	the	the	DET
fbem-22279	43	3	j	j	PROPN
fbem-22279	43	4	-	-	PUNCT
fbem-22279	43	5	th	th	X
fbem-22279	43	6	mp	mp	NOUN
fbem-22279	43	7	.	.	PUNCT
fbem-22279	44	1	d	d	PRON
fbem-22279	44	2	demand	demand	NOUN
fbem-22279	44	3	level	level	NOUN
fbem-22279	44	4	.	.	PUNCT
fbem-22279	45	1	x	x	X
fbem-22279	45	2	a	a	DET
fbem-22279	45	3	vector	vector	NOUN
fbem-22279	45	4	x	x	X
fbem-22279	45	5	=	=	SYM
fbem-22279	45	6	(	(	PUNCT
fbem-22279	45	7	x1	x1	PROPN
fbem-22279	45	8	,	,	PUNCT
fbem-22279	45	9	x2	x2	PROPN
fbem-22279	45	10	,	,	PUNCT
fbem-22279	45	11	…	…	PUNCT
fbem-22279	45	12	,	,	PUNCT
fbem-22279	45	13	xm	xm	PROPN
fbem-22279	45	14	)	)	PUNCT
fbem-22279	45	15	.	.	PUNCT
fbem-22279	46	1	f	f	X
fbem-22279	47	1	f	f	X
fbem-22279	47	2	=	=	PRON
fbem-22279	47	3	{	{	PUNCT
fbem-22279	47	4	f1	f1	NOUN
fbem-22279	47	5	,	,	PUNCT
fbem-22279	47	6	f2	f2	PROPN
fbem-22279	47	7	,	,	PUNCT
fbem-22279	47	8	…	…	PUNCT
fbem-22279	47	9	,	,	PUNCT
fbem-22279	47	10	fg	fg	PROPN
fbem-22279	47	11	}	}	PUNCT
fbem-22279	47	12	is	be	AUX
fbem-22279	47	13	the	the	DET
fbem-22279	47	14	flow	flow	NOUN
fbem-22279	47	15	vector	vector	NOUN
fbem-22279	47	16	t	t	PROPN
fbem-22279	47	17	the	the	DET
fbem-22279	47	18	sink	sink	NOUN
fbem-22279	47	19	.	.	PUNCT
fbem-22279	48	1	n	n	DET
fbem-22279	48	2	number	number	NOUN
fbem-22279	48	3	of	of	ADP
fbem-22279	48	4	nodes	node	NOUN
fbem-22279	48	5	.	.	PUNCT
fbem-22279	49	1			X
fbem-22279	49	2	minimum	minimum	ADJ
fbem-22279	49	3	integer	integer	NOUN
fbem-22279	49	4	larger	large	ADJ
fbem-22279	49	5	than	than	ADP
fbem-22279	49	6	or	or	CCONJ
fbem-22279	49	7	equal	equal	ADJ
fbem-22279	49	8	to	to	ADP
fbem-22279	49	9			PRON
fbem-22279	49	10	.	.	PUNCT
fbem-22279	50	1			ADP
fbem-22279	50	2	maximum	maximum	ADJ
fbem-22279	50	3	integer	integer	NOUN
fbem-22279	50	4	smaller	small	ADJ
fbem-22279	50	5	than	than	ADP
fbem-22279	50	6	or	or	CCONJ
fbem-22279	50	7	equal	equal	ADJ
fbem-22279	50	8	to	to	ADP
fbem-22279	50	9			NOUN
fbem-22279	50	10	.	.	PUNCT
fbem-22279	51	1	2	2	X
fbem-22279	51	2	.	.	X
fbem-22279	51	3	network	network	NOUN
fbem-22279	51	4	reliability	reliability	NOUN
fbem-22279	51	5	evaluation	evaluation	NOUN
fbem-22279	51	6	for	for	ADP
fbem-22279	51	7	the	the	DET
fbem-22279	51	8	mdisn	mdisn	ADJ
fbem-22279	51	9	2.1	2.1	NUM
fbem-22279	51	10	.	.	PUNCT
fbem-22279	52	1	multi	multi	ADJ
fbem-22279	52	2	-	-	ADJ
fbem-22279	52	3	state	state	ADJ
fbem-22279	52	4	network	network	NOUN
fbem-22279	52	5	reliability	reliability	NOUN
fbem-22279	52	6	evaluation	evaluation	NOUN
fbem-22279	52	7	for	for	ADP
fbem-22279	52	8	assessing	assess	VERB
fbem-22279	52	9	the	the	DET
fbem-22279	52	10	reliability	reliability	NOUN
fbem-22279	52	11	of	of	ADP
fbem-22279	52	12	a	a	DET
fbem-22279	52	13	multi	multi	ADJ
fbem-22279	52	14	-	-	ADJ
fbem-22279	52	15	state	state	ADJ
fbem-22279	52	16	information	information	NOUN
fbem-22279	52	17	storage	storage	NOUN
fbem-22279	52	18	network	network	NOUN
fbem-22279	52	19	,	,	PUNCT
fbem-22279	52	20	a	a	DET
fbem-22279	52	21	static	static	ADJ
fbem-22279	52	22	information	information	NOUN
fbem-22279	52	23	storage	storage	NOUN
fbem-22279	52	24	network	network	NOUN
fbem-22279	52	25	is	be	AUX
fbem-22279	52	26	modeled	model	VERB
fbem-22279	52	27	as	as	ADP
fbem-22279	52	28	a	a	DET
fbem-22279	52	29	multi	multi	ADJ
fbem-22279	52	30	-	-	ADJ
fbem-22279	52	31	state	state	ADJ
fbem-22279	52	32	stochastic	stochastic	ADJ
fbem-22279	52	33	flow	flow	NOUN
fbem-22279	52	34	network	network	NOUN
fbem-22279	52	35	,	,	PUNCT
fbem-22279	52	36	defined	define	VERB
fbem-22279	52	37	as	as	ADP
fbem-22279	52	38	g	g	PROPN
fbem-22279	52	39	=	=	SYM
fbem-22279	52	40	(	(	PUNCT
fbem-22279	52	41	v	v	NOUN
fbem-22279	52	42	,	,	PUNCT
fbem-22279	52	43	e	e	NOUN
fbem-22279	52	44	,	,	PUNCT
fbem-22279	52	45	w	w	NOUN
fbem-22279	52	46	)	)	PUNCT
fbem-22279	52	47	,	,	PUNCT
fbem-22279	52	48	where	where	SCONJ
fbem-22279	52	49	v	v	NOUN
fbem-22279	52	50	=	=	SYM
fbem-22279	52	51	{	{	PUNCT
fbem-22279	52	52	s	s	PROPN
fbem-22279	52	53	,	,	PUNCT
fbem-22279	52	54	1	1	NUM
fbem-22279	52	55	,	,	PUNCT
fbem-22279	52	56	...	...	PUNCT
fbem-22279	52	57	,	,	PUNCT
fbem-22279	52	58	n-2	n-2	PROPN
fbem-22279	52	59	,	,	PUNCT
fbem-22279	52	60	t	t	PROPN
fbem-22279	52	61	}	}	PUNCT
fbem-22279	52	62	denotes	denote	VERB
fbem-22279	52	63	the	the	DET
fbem-22279	52	64	set	set	NOUN
fbem-22279	52	65	of	of	ADP
fbem-22279	52	66	all	all	DET
fbem-22279	52	67	nodes	node	NOUN
fbem-22279	52	68	(	(	PUNCT
fbem-22279	52	69	containing	contain	VERB
fbem-22279	52	70	source	source	NOUN
fbem-22279	52	71	s	s	PART
fbem-22279	52	72	and	and	CCONJ
fbem-22279	52	73	sink	sink	PROPN
fbem-22279	52	74	t	t	PROPN
fbem-22279	52	75	)	)	PUNCT
fbem-22279	52	76	in	in	ADP
fbem-22279	52	77	the	the	DET
fbem-22279	52	78	network	network	NOUN
fbem-22279	52	79	;	;	PUNCT
fbem-22279	53	1	e	e	X
fbem-22279	53	2	=	=	PUNCT
fbem-22279	53	3	{	{	PUNCT
fbem-22279	53	4	ei	ei	INTJ
fbem-22279	54	1	|	|	ADV
fbem-22279	54	2	1≤	1≤	INTJ
fbem-22279	54	3	i	i	PRON
fbem-22279	54	4	≤	≤	PUNCT
fbem-22279	54	5	m	m	VERB
fbem-22279	54	6	}	}	PUNCT
fbem-22279	54	7	denotes	denote	VERB
fbem-22279	54	8	the	the	DET
fbem-22279	54	9	set	set	NOUN
fbem-22279	54	10	of	of	ADP
fbem-22279	54	11	arcs	arc	NOUN
fbem-22279	54	12	in	in	ADP
fbem-22279	54	13	the	the	DET
fbem-22279	54	14	network	network	NOUN
fbem-22279	54	15	,	,	PUNCT
fbem-22279	54	16	where	where	SCONJ
fbem-22279	54	17	ei	ei	PROPN
fbem-22279	54	18	denotes	denote	VERB
fbem-22279	54	19	the	the	DET
fbem-22279	54	20	i	i	PROPN
fbem-22279	54	21	-	-	PUNCT
fbem-22279	54	22	th	th	VERB
fbem-22279	54	23	arc	arc	NOUN
fbem-22279	54	24	in	in	ADP
fbem-22279	54	25	the	the	DET
fbem-22279	54	26	network	network	NOUN
fbem-22279	54	27	and	and	CCONJ
fbem-22279	54	28	m	m	PROPN
fbem-22279	54	29	denotes	denote	VERB
fbem-22279	54	30	the	the	DET
fbem-22279	54	31	number	number	NOUN
fbem-22279	54	32	of	of	ADP
fbem-22279	54	33	arcs	arc	NOUN
fbem-22279	54	34	in	in	ADP
fbem-22279	54	35	the	the	DET
fbem-22279	54	36	network	network	NOUN
fbem-22279	54	37	;	;	PUNCT
fbem-22279	55	1	w	w	X
fbem-22279	55	2	=	=	ADJ
fbem-22279	55	3	{	{	PUNCT
fbem-22279	55	4	wi	wi	PROPN
fbem-22279	55	5	|	|	ADV
fbem-22279	55	6	1≤	1≤	NUM
fbem-22279	55	7	i	i	PRON
fbem-22279	55	8	≤	≤	PUNCT
fbem-22279	55	9	m	m	VERB
fbem-22279	55	10	}	}	PUNCT
fbem-22279	55	11	,	,	PUNCT
fbem-22279	55	12	where	where	SCONJ
fbem-22279	55	13	wi	wi	PROPN
fbem-22279	55	14	denotes	denote	VERB
fbem-22279	55	15	the	the	DET
fbem-22279	55	16	maximum	maximum	ADJ
fbem-22279	55	17	capacity	capacity	NOUN
fbem-22279	55	18	of	of	ADP
fbem-22279	55	19	ei	ei	NOUN
fbem-22279	55	20	and	and	CCONJ
fbem-22279	55	21	satisfies	satisfie	NOUN
fbem-22279	55	22	0	0	NUM
fbem-22279	55	23	≤	≤	NUM
fbem-22279	55	24	wi	wi	PROPN
fbem-22279	55	25	.	.	PUNCT
fbem-22279	56	1	x	x	X
fbem-22279	56	2	=	=	PRON
fbem-22279	57	1	{	{	PUNCT
fbem-22279	57	2	xi	xi	X
fbem-22279	57	3	|	|	ADV
fbem-22279	57	4	1≤	1≤	INTJ
fbem-22279	58	1	i	i	PRON
fbem-22279	58	2	≤	≤	PUNCT
fbem-22279	58	3	m	m	VERB
fbem-22279	58	4	}	}	PUNCT
fbem-22279	58	5	denotes	denote	VERB
fbem-22279	58	6	the	the	DET
fbem-22279	58	7	capacity	capacity	NOUN
fbem-22279	58	8	state	state	NOUN
fbem-22279	58	9	vector	vector	NOUN
fbem-22279	58	10	of	of	ADP
fbem-22279	58	11	arcs	arc	NOUN
fbem-22279	58	12	,	,	PUNCT
fbem-22279	58	13	and	and	CCONJ
fbem-22279	58	14	0	0	NUM
fbem-22279	58	15	≤	≤	NOUN
fbem-22279	58	16	xi	xi	ADP
fbem-22279	58	17	≤	≤	PROPN
fbem-22279	58	18	wi	wi	PROPN
fbem-22279	58	19	;	;	PUNCT
fbem-22279	58	20	assume	assume	VERB
fbem-22279	58	21	that	that	SCONJ
fbem-22279	58	22	there	there	PRON
fbem-22279	58	23	are	be	VERB
fbem-22279	58	24	g	g	PROPN
fbem-22279	58	25	mps	mp	NOUN
fbem-22279	58	26	in	in	ADP
fbem-22279	58	27	the	the	DET
fbem-22279	58	28	network	network	NOUN
fbem-22279	58	29	,	,	PUNCT
fbem-22279	58	30	and	and	CCONJ
fbem-22279	58	31	mp	mp	PROPN
fbem-22279	58	32	(	(	PUNCT
fbem-22279	58	33	minimal	minimal	ADJ
fbem-22279	58	34	path	path	NOUN
fbem-22279	58	35	)	)	PUNCT
fbem-22279	58	36	denotes	denote	VERB
fbem-22279	58	37	the	the	DET
fbem-22279	58	38	set	set	NOUN
fbem-22279	58	39	of	of	ADP
fbem-22279	58	40	all	all	DET
fbem-22279	58	41	arcs	arc	NOUN
fbem-22279	58	42	in	in	ADP
fbem-22279	58	43	a	a	DET
fbem-22279	58	44	path	path	NOUN
fbem-22279	58	45	from	from	ADP
fbem-22279	58	46	s	s	PRON
fbem-22279	58	47	to	to	ADP
fbem-22279	58	48	t.	t.	NOUN
fbem-22279	58	49	the	the	DET
fbem-22279	58	50	following	follow	VERB
fbem-22279	58	51	assumptions	assumption	NOUN
fbem-22279	58	52	also	also	ADV
fbem-22279	58	53	need	need	VERB
fbem-22279	58	54	to	to	PART
fbem-22279	58	55	be	be	AUX
fbem-22279	58	56	satisfied	satisfied	ADJ
fbem-22279	58	57	in	in	ADP
fbem-22279	58	58	the	the	DET
fbem-22279	58	59	assessment	assessment	NOUN
fbem-22279	58	60	of	of	ADP
fbem-22279	58	61	network	network	NOUN
fbem-22279	58	62	reliability	reliability	NOUN
fbem-22279	58	63	.	.	PUNCT
fbem-22279	59	1	(	(	PUNCT
fbem-22279	59	2	1	1	X
fbem-22279	59	3	)	)	PUNCT
fbem-22279	59	4	all	all	DET
fbem-22279	59	5	nodes	node	NOUN
fbem-22279	59	6	and	and	CCONJ
fbem-22279	59	7	arcs	arc	NOUN
fbem-22279	59	8	are	be	AUX
fbem-22279	59	9	completely	completely	ADV
fbem-22279	59	10	reliable	reliable	ADJ
fbem-22279	59	11	and	and	CCONJ
fbem-22279	59	12	satisfy	satisfy	VERB
fbem-22279	59	13	the	the	DET
fbem-22279	59	14	law	law	NOUN
fbem-22279	59	15	of	of	ADP
fbem-22279	59	16	flow	flow	NOUN
fbem-22279	59	17	conservation	conservation	NOUN
fbem-22279	59	18	.	.	PUNCT
fbem-22279	60	1	(	(	PUNCT
fbem-22279	60	2	2	2	X
fbem-22279	60	3	)	)	PUNCT
fbem-22279	60	4	the	the	DET
fbem-22279	60	5	capacity	capacity	NOUN
fbem-22279	60	6	state	state	NOUN
fbem-22279	60	7	distribution	distribution	NOUN
fbem-22279	60	8	of	of	ADP
fbem-22279	60	9	the	the	DET
fbem-22279	60	10	arcs	arc	NOUN
fbem-22279	60	11	are	be	AUX
fbem-22279	60	12	statistically	statistically	ADV
fbem-22279	60	13	independent	independent	ADJ
fbem-22279	60	14	.	.	PUNCT
fbem-22279	61	1	(	(	PUNCT
fbem-22279	61	2	3	3	X
fbem-22279	61	3	)	)	PUNCT
fbem-22279	61	4	the	the	DET
fbem-22279	61	5	flow	flow	NOUN
fbem-22279	61	6	through	through	ADP
fbem-22279	61	7	the	the	DET
fbem-22279	61	8	minimal	minimal	ADJ
fbem-22279	61	9	path	path	NOUN
fbem-22279	61	10	to	to	PART
fbem-22279	61	11	reach	reach	VERB
fbem-22279	61	12	the	the	DET
fbem-22279	61	13	sink	sink	NOUN
fbem-22279	61	14	t	t	PROPN
fbem-22279	61	15	is	be	AUX
fbem-22279	61	16	a	a	DET
fbem-22279	61	17	non	non	ADJ
fbem-22279	61	18	-	-	ADJ
fbem-22279	61	19	negative	negative	ADJ
fbem-22279	61	20	integer	integer	NOUN
fbem-22279	61	21	.	.	PUNCT
fbem-22279	62	1	suppose	suppose	VERB
fbem-22279	62	2	fj	fj	PROPN
fbem-22279	62	3	(	(	PUNCT
fbem-22279	62	4	1	1	NUM
fbem-22279	62	5	≤	≤	NUM
fbem-22279	62	6	j	j	PROPN
fbem-22279	62	7	≤	≤	ADJ
fbem-22279	62	8	g	g	NOUN
fbem-22279	62	9	)	)	PUNCT
fbem-22279	62	10	represent	represent	VERB
fbem-22279	62	11	the	the	DET
fbem-22279	62	12	flow	flow	NOUN
fbem-22279	62	13	from	from	ADP
fbem-22279	62	14	the	the	DET
fbem-22279	62	15	j	j	PROPN
fbem-22279	62	16	-	-	PUNCT
fbem-22279	62	17	th	th	X
fbem-22279	62	18	minimal	minimal	ADJ
fbem-22279	62	19	path	path	NOUN
fbem-22279	62	20	mpj	mpj	NOUN
fbem-22279	62	21	to	to	ADP
fbem-22279	62	22	the	the	DET
fbem-22279	62	23	sink	sink	NOUN
fbem-22279	62	24	.	.	PUNCT
fbem-22279	63	1	the	the	DET
fbem-22279	63	2	demand	demand	NOUN
fbem-22279	63	3	is	be	AUX
fbem-22279	63	4	d.	d.	PROPN
fbem-22279	63	5	let	let	VERB
fbem-22279	63	6	f	f	PROPN
fbem-22279	63	7	=	=	PRON
fbem-22279	63	8	{	{	PUNCT
fbem-22279	63	9	f1	f1	NOUN
fbem-22279	63	10	,	,	PUNCT
fbem-22279	63	11	f2	f2	PROPN
fbem-22279	63	12	,	,	PUNCT
fbem-22279	63	13	…	…	PUNCT
fbem-22279	63	14	,	,	PUNCT
fbem-22279	63	15	fg	fg	PROPN
fbem-22279	63	16	}	}	PUNCT
fbem-22279	63	17	,	,	PUNCT
fbem-22279	63	18	named	name	VERB
fbem-22279	63	19	the	the	DET
fbem-22279	63	20	flow	flow	NOUN
fbem-22279	63	21	vector	vector	NOUN
fbem-22279	63	22	,	,	PUNCT
fbem-22279	63	23	then	then	ADV
fbem-22279	63	24	f	f	PROPN
fbem-22279	63	25	=	=	PUNCT
fbem-22279	63	26	{	{	PUNCT
fbem-22279	63	27	f1	f1	NOUN
fbem-22279	63	28	,	,	PUNCT
fbem-22279	63	29	f2	f2	PROPN
fbem-22279	63	30	,	,	PUNCT
fbem-22279	63	31	…	…	PUNCT
fbem-22279	63	32	,	,	PUNCT
fbem-22279	63	33	fg	fg	ADP
fbem-22279	63	34	}	}	PUNCT
fbem-22279	63	35	exactly	exactly	ADV
fbem-22279	63	36	satisfies	satisfy	VERB
fbem-22279	63	37	the	the	DET
fbem-22279	63	38	demand	demand	NOUN
fbem-22279	63	39	d	d	NOUN
fbem-22279	63	40	if	if	SCONJ
fbem-22279	63	41	it	it	PRON
fbem-22279	63	42	satisfies	satisfy	VERB
fbem-22279	63	43	the	the	DET
fbem-22279	63	44	following	follow	VERB
fbem-22279	63	45	conditions	condition	NOUN
fbem-22279	63	46	:	:	PUNCT
fbem-22279	63	47	1	1	NUM
fbem-22279	63	48	g	g	PROPN
fbem-22279	63	49	j	j	PROPN
fbem-22279	63	50	j	j	PROPN
fbem-22279	63	51	f	f	X
fbem-22279	64	1			PROPN
fbem-22279	64	2			X
fbem-22279	65	1	=	=	SYM
fbem-22279	65	2	d	d	X
fbem-22279	65	3	(	(	PUNCT
fbem-22279	65	4	1	1	NUM
fbem-22279	65	5	)	)	PUNCT
fbem-22279	65	6	for	for	ADP
fbem-22279	65	7	the	the	DET
fbem-22279	65	8	flow	flow	NOUN
fbem-22279	65	9	vector	vector	NOUN
fbem-22279	65	10	f	f	NOUN
fbem-22279	65	11	=	=	PRON
fbem-22279	65	12	{	{	PUNCT
fbem-22279	65	13	f1	f1	NOUN
fbem-22279	65	14	,	,	PUNCT
fbem-22279	65	15	f2	f2	PROPN
fbem-22279	65	16	,	,	PUNCT
fbem-22279	65	17	…	…	PUNCT
fbem-22279	65	18	,	,	PUNCT
fbem-22279	65	19	fg	fg	PROPN
fbem-22279	65	20	}	}	PUNCT
fbem-22279	65	21	,	,	PUNCT
fbem-22279	65	22	fj	fj	PROPN
fbem-22279	65	23	also	also	ADV
fbem-22279	65	24	satisfies	satisfy	VERB
fbem-22279	65	25	the	the	DET
fbem-22279	65	26	following	follow	VERB
fbem-22279	65	27	condition	condition	NOUN
fbem-22279	65	28	:	:	PUNCT
fbem-22279	65	29	mpmin	mpmin	ADJ
fbem-22279	65	30	{	{	PUNCT
fbem-22279	65	31	|	|	ADV
fbem-22279	65	32	}	}	PUNCT
fbem-22279	65	33	j	j	PROPN
fbem-22279	66	1	i	i	PRON
fbem-22279	66	2	i	i	INTJ
fbem-22279	67	1	j	j	PROPN
fbem-22279	67	2	f	f	PROPN
fbem-22279	67	3	w	w	PROPN
fbem-22279	67	4	e	e	PROPN
fbem-22279	67	5			NOUN
fbem-22279	67	6	(	(	PUNCT
fbem-22279	67	7	2	2	NUM
fbem-22279	67	8	)	)	PUNCT
fbem-22279	67	9	in	in	ADP
fbem-22279	67	10	the	the	DET
fbem-22279	67	11	network	network	NOUN
fbem-22279	67	12	,	,	PUNCT
fbem-22279	67	13	the	the	DET
fbem-22279	67	14	flow	flow	NOUN
fbem-22279	67	15	from	from	ADP
fbem-22279	67	16	different	different	ADJ
fbem-22279	67	17	minimal	minimal	ADJ
fbem-22279	67	18	paths	path	NOUN
fbem-22279	67	19	entering	enter	VERB
fbem-22279	67	20	the	the	DET
fbem-22279	67	21	arc	arc	NOUN
fbem-22279	67	22	ei	ei	NOUN
fbem-22279	67	23	is	be	AUX
fbem-22279	67	24	restricted	restrict	VERB
fbem-22279	67	25	by	by	ADP
fbem-22279	67	26	the	the	DET
fbem-22279	67	27	maximum	maximum	ADJ
fbem-22279	67	28	capacity	capacity	NOUN
fbem-22279	67	29	bound	bind	VERB
fbem-22279	67	30	wi	wi	PROPN
fbem-22279	67	31	,	,	PUNCT
fbem-22279	67	32	therefore	therefore	ADV
fbem-22279	67	33	the	the	DET
fbem-22279	67	34	following	follow	VERB
fbem-22279	67	35	constraints	constraint	NOUN
fbem-22279	67	36	should	should	AUX
fbem-22279	67	37	be	be	AUX
fbem-22279	67	38	satisfied	satisfied	ADJ
fbem-22279	67	39	:	:	PUNCT
fbem-22279	68	1	mpi	mpi	PROPN
fbem-22279	68	2	j	j	PROPN
fbem-22279	68	3	j	j	PROPN
fbem-22279	69	1	i	i	PRON
fbem-22279	69	2	e	e	PROPN
fbem-22279	69	3	f	f	PROPN
fbem-22279	69	4	w	w	PROPN
fbem-22279	69	5			PROPN
fbem-22279	69	6			X
fbem-22279	69	7	(	(	PUNCT
fbem-22279	69	8	3	3	X
fbem-22279	69	9	)	)	PUNCT
fbem-22279	69	10	meanwhile	meanwhile	ADV
fbem-22279	69	11	,	,	PUNCT
fbem-22279	69	12	any	any	DET
fbem-22279	69	13	f	f	PROPN
fbem-22279	69	14	is	be	AUX
fbem-22279	69	15	feasible	feasible	ADJ
fbem-22279	69	16	under	under	ADP
fbem-22279	69	17	x	x	SYM
fbem-22279	69	18	=	=	SYM
fbem-22279	69	19	(	(	PUNCT
fbem-22279	69	20	x1	x1	PROPN
fbem-22279	69	21	,	,	PUNCT
fbem-22279	69	22	x2	x2	PROPN
fbem-22279	69	23	,	,	PUNCT
fbem-22279	69	24	…	…	PUNCT
fbem-22279	69	25	,	,	PUNCT
fbem-22279	69	26	xm	xm	PROPN
fbem-22279	69	27	)	)	PUNCT
fbem-22279	70	1	if	if	SCONJ
fbem-22279	70	2	and	and	CCONJ
fbem-22279	70	3	only	only	ADV
fbem-22279	70	4	if	if	SCONJ
fbem-22279	70	5	it	it	PRON
fbem-22279	70	6	meets	meet	VERB
fbem-22279	70	7	the	the	DET
fbem-22279	70	8	following	follow	VERB
fbem-22279	70	9	condition	condition	NOUN
fbem-22279	70	10	:	:	PUNCT
fbem-22279	71	1	mpi	mpi	PROPN
fbem-22279	71	2	j	j	PROPN
fbem-22279	71	3	j	j	PROPN
fbem-22279	72	1	i	i	PRON
fbem-22279	72	2	e	e	PROPN
fbem-22279	72	3	f	f	PROPN
fbem-22279	72	4	x	x	X
fbem-22279	72	5			PROPN
fbem-22279	72	6			PROPN
fbem-22279	72	7	(	(	PUNCT
fbem-22279	72	8	4	4	X
fbem-22279	72	9	)	)	PUNCT
fbem-22279	72	10	the	the	DET
fbem-22279	72	11	f	f	X
fbem-22279	72	12	which	which	PRON
fbem-22279	72	13	is	be	AUX
fbem-22279	72	14	obtained	obtain	VERB
fbem-22279	72	15	by	by	ADP
fbem-22279	72	16	filtering	filter	VERB
fbem-22279	72	17	the	the	DET
fbem-22279	72	18	above	above	ADJ
fbem-22279	72	19	conditions	condition	NOUN
fbem-22279	72	20	is	be	AUX
fbem-22279	72	21	called	call	VERB
fbem-22279	72	22	the	the	DET
fbem-22279	72	23	feasible	feasible	ADJ
fbem-22279	72	24	flow	flow	NOUN
fbem-22279	72	25	vector	vector	NOUN
fbem-22279	72	26	,	,	PUNCT
fbem-22279	72	27	and	and	CCONJ
fbem-22279	72	28	capacity	capacity	NOUN
fbem-22279	72	29	state	state	NOUN
fbem-22279	72	30	vector	vector	NOUN
fbem-22279	72	31	x	x	X
fbem-22279	72	32	can	can	AUX
fbem-22279	72	33	be	be	AUX
fbem-22279	72	34	obtained	obtain	VERB
fbem-22279	72	35	by	by	ADP
fbem-22279	72	36	the	the	DET
fbem-22279	72	37	following	follow	VERB
fbem-22279	72	38	equation	equation	NOUN
fbem-22279	72	39	:	:	PUNCT
fbem-22279	72	40	xi	xi	PROPN
fbem-22279	72	41	=	=	SYM
fbem-22279	73	1	mpi	mpi	PROPN
fbem-22279	73	2	j	j	PROPN
fbem-22279	73	3	j	j	PROPN
fbem-22279	73	4	e	e	PROPN
fbem-22279	73	5	f	f	PROPN
fbem-22279	73	6			PROPN
fbem-22279	73	7			PROPN
fbem-22279	73	8			PROPN
fbem-22279	73	9	(	(	PUNCT
fbem-22279	73	10	5	5	X
fbem-22279	73	11	)	)	PUNCT
fbem-22279	73	12	the	the	DET
fbem-22279	73	13	details	detail	NOUN
fbem-22279	73	14	of	of	ADP
fbem-22279	73	15	the	the	DET
fbem-22279	73	16	proof	proof	ADJ
fbem-22279	73	17	process	process	NOUN
fbem-22279	73	18	can	can	AUX
fbem-22279	73	19	be	be	AUX
fbem-22279	73	20	found	find	VERB
fbem-22279	73	21	in	in	ADP
fbem-22279	73	22	[	[	PUNCT
fbem-22279	73	23	39	39	NUM
fbem-22279	73	24	-	-	SYM
fbem-22279	73	25	44	44	NUM
fbem-22279	73	26	]	]	PUNCT
fbem-22279	73	27	.	.	PUNCT
fbem-22279	74	1	definition	definition	NOUN
fbem-22279	74	2	1	1	NUM
fbem-22279	74	3	:	:	PUNCT
fbem-22279	74	4	x	x	SYM
fbem-22279	74	5	≤	≤	NUM
fbem-22279	74	6	y	y	NOUN
fbem-22279	74	7	:	:	PUNCT
fbem-22279	74	8	(	(	PUNCT
fbem-22279	74	9	x1	x1	PROPN
fbem-22279	74	10	,	,	PUNCT
fbem-22279	74	11	x2	x2	PROPN
fbem-22279	74	12	,	,	PUNCT
fbem-22279	74	13	…	…	PUNCT
fbem-22279	74	14	,	,	PUNCT
fbem-22279	74	15	xm	xm	NOUN
fbem-22279	74	16	)	)	PUNCT
fbem-22279	74	17	≤	≤	NOUN
fbem-22279	74	18	(	(	PUNCT
fbem-22279	74	19	y1	y1	NOUN
fbem-22279	74	20	,	,	PUNCT
fbem-22279	74	21	y2	y2	PROPN
fbem-22279	74	22	,	,	PUNCT
fbem-22279	74	23	…	…	PUNCT
fbem-22279	74	24	,	,	PUNCT
fbem-22279	74	25	ym	ym	NOUN
fbem-22279	74	26	)	)	PUNCT
fbem-22279	75	1	if	if	SCONJ
fbem-22279	75	2	and	and	CCONJ
fbem-22279	75	3	only	only	ADV
fbem-22279	75	4	if	if	SCONJ
fbem-22279	75	5	xi	xi	ADP
fbem-22279	75	6	≤	≤	X
fbem-22279	75	7	yi	yi	NOUN
fbem-22279	75	8	for	for	ADP
fbem-22279	75	9	i	i	PRON
fbem-22279	75	10	=	=	NOUN
fbem-22279	75	11	1	1	NUM
fbem-22279	75	12	,	,	PUNCT
fbem-22279	75	13	2	2	NUM
fbem-22279	75	14	,	,	PUNCT
fbem-22279	75	15	…	…	NUM
fbem-22279	75	16	,	,	PUNCT
fbem-22279	75	17	m.	m.	NOUN
fbem-22279	75	18	definition	definition	NOUN
fbem-22279	75	19	2	2	NUM
fbem-22279	75	20	:	:	PUNCT
fbem-22279	75	21	x	x	SYM
fbem-22279	75	22	<	<	X
fbem-22279	75	23	y	y	X
fbem-22279	75	24	:	:	PUNCT
fbem-22279	75	25	(	(	PUNCT
fbem-22279	75	26	x1	x1	PROPN
fbem-22279	75	27	,	,	PUNCT
fbem-22279	75	28	x2	x2	PROPN
fbem-22279	75	29	,	,	PUNCT
fbem-22279	75	30	…	…	PUNCT
fbem-22279	75	31	,	,	PUNCT
fbem-22279	75	32	xm	xm	PROPN
fbem-22279	75	33	)	)	PUNCT
fbem-22279	75	34	<	<	X
fbem-22279	76	1	(	(	PUNCT
fbem-22279	76	2	y1	y1	INTJ
fbem-22279	76	3	,	,	PUNCT
fbem-22279	76	4	y2	y2	PROPN
fbem-22279	76	5	,	,	PUNCT
fbem-22279	76	6	…	…	PUNCT
fbem-22279	76	7	,	,	PUNCT
fbem-22279	76	8	ym	ym	NOUN
fbem-22279	76	9	)	)	PUNCT
fbem-22279	76	10	if	if	SCONJ
fbem-22279	77	1	and	and	CCONJ
fbem-22279	77	2	only	only	ADV
fbem-22279	77	3	if	if	SCONJ
fbem-22279	77	4	xi	xi	ADP
fbem-22279	77	5	≤	≤	X
fbem-22279	77	6	yi	yi	NOUN
fbem-22279	77	7	for	for	ADP
fbem-22279	77	8	i	i	PRON
fbem-22279	77	9	=	=	NOUN
fbem-22279	77	10	1	1	NUM
fbem-22279	77	11	,	,	PUNCT
fbem-22279	77	12	2	2	NUM
fbem-22279	77	13	,	,	PUNCT
fbem-22279	77	14	…	…	PUNCT
fbem-22279	77	15	,	,	PUNCT
fbem-22279	77	16	m	m	PROPN
fbem-22279	77	17	,	,	PUNCT
fbem-22279	77	18	and	and	CCONJ
fbem-22279	77	19	at	at	ADV
fbem-22279	77	20	least	least	ADV
fbem-22279	77	21	one	one	NUM
fbem-22279	77	22	j	j	NOUN
fbem-22279	77	23	(	(	PUNCT
fbem-22279	77	24	1≤	1≤	NUM
fbem-22279	77	25	j	j	PROPN
fbem-22279	77	26	≤	≤	PROPN
fbem-22279	77	27	m	m	PROPN
fbem-22279	77	28	)	)	PUNCT
fbem-22279	77	29	exists	exist	VERB
fbem-22279	77	30	such	such	ADJ
fbem-22279	77	31	that	that	SCONJ
fbem-22279	77	32	xj	xj	PROPN
fbem-22279	77	33	<	<	X
fbem-22279	77	34	yj	yj	PROPN
fbem-22279	77	35	.	.	PUNCT
fbem-22279	78	1	the	the	DET
fbem-22279	78	2	x	x	PUNCT
fbem-22279	78	3	obtained	obtain	VERB
fbem-22279	78	4	by	by	ADP
fbem-22279	78	5	eq	eq	PROPN
fbem-22279	78	6	.	.	PUNCT
fbem-22279	79	1	(	(	PUNCT
fbem-22279	79	2	5	5	X
fbem-22279	79	3	)	)	PUNCT
fbem-22279	79	4	is	be	AUX
fbem-22279	79	5	not	not	PART
fbem-22279	79	6	always	always	ADV
fbem-22279	79	7	the	the	DET
fbem-22279	79	8	minimal	minimal	ADJ
fbem-22279	79	9	capacity	capacity	NOUN
fbem-22279	79	10	vector	vector	NOUN
fbem-22279	79	11	(	(	PUNCT
fbem-22279	79	12	d	d	NOUN
fbem-22279	79	13	-	-	PUNCT
fbem-22279	79	14	mcv	mcv	NOUN
fbem-22279	79	15	)	)	PUNCT
fbem-22279	79	16	,	,	PUNCT
fbem-22279	79	17	and	and	CCONJ
fbem-22279	79	18	the	the	DET
fbem-22279	79	19	d	d	X
fbem-22279	79	20	-	-	PUNCT
fbem-22279	79	21	mcv	mcv	PROPN
fbem-22279	79	22	can	can	AUX
fbem-22279	79	23	be	be	AUX
fbem-22279	79	24	obtained	obtain	VERB
fbem-22279	79	25	by	by	ADP
fbem-22279	79	26	the	the	DET
fbem-22279	79	27	comparison	comparison	NOUN
fbem-22279	79	28	method	method	NOUN
fbem-22279	79	29	.	.	PUNCT
fbem-22279	80	1	the	the	DET
fbem-22279	80	2	detailed	detailed	ADJ
fbem-22279	80	3	steps	step	NOUN
fbem-22279	80	4	of	of	ADP
fbem-22279	80	5	the	the	DET
fbem-22279	80	6	comparison	comparison	NOUN
fbem-22279	80	7	method	method	NOUN
fbem-22279	80	8	[	[	X
fbem-22279	80	9	11	11	NUM
fbem-22279	80	10	,	,	PUNCT
fbem-22279	80	11	12	12	NUM
fbem-22279	80	12	]	]	PUNCT
fbem-22279	80	13	are	be	AUX
fbem-22279	80	14	as	as	SCONJ
fbem-22279	80	15	follows	follow	VERB
fbem-22279	80	16	:	:	PUNCT
fbem-22279	80	17	(	(	PUNCT
fbem-22279	81	1	1	1	X
fbem-22279	81	2	)	)	PUNCT
fbem-22279	81	3	h	h	NOUN
fbem-22279	81	4	=	=	SYM
fbem-22279	81	5	ø	ø	PROPN
fbem-22279	81	6	(	(	PUNCT
fbem-22279	81	7	h	h	NOUN
fbem-22279	81	8	is	be	AUX
fbem-22279	81	9	to	to	PART
fbem-22279	81	10	store	store	VERB
fbem-22279	81	11	the	the	DET
fbem-22279	81	12	indexes	index	NOUN
fbem-22279	81	13	of	of	ADP
fbem-22279	81	14	d	d	NOUN
fbem-22279	81	15	-	-	NOUN
fbem-22279	81	16	mcvs	mcvs	NOUN
fbem-22279	81	17	,	,	PUNCT
fbem-22279	81	18	and	and	CCONJ
fbem-22279	81	19	initially	initially	ADV
fbem-22279	81	20	,	,	PUNCT
fbem-22279	81	21	h	h	PROPN
fbem-22279	81	22	is	be	AUX
fbem-22279	81	23	empty	empty	ADJ
fbem-22279	81	24	)	)	PUNCT
fbem-22279	81	25	.	.	PUNCT
fbem-22279	82	1	(	(	PUNCT
fbem-22279	82	2	2	2	X
fbem-22279	82	3	)	)	PUNCT
fbem-22279	82	4	for	for	ADP
fbem-22279	82	5	i	i	PRON
fbem-22279	82	6	=	=	NOUN
fbem-22279	82	7	1	1	NUM
fbem-22279	82	8	to	to	ADP
fbem-22279	82	9	σ	σ	PROPN
fbem-22279	82	10	&	&	CCONJ
fbem-22279	82	11	ih	ih	PROPN
fbem-22279	82	12	.	.	PUNCT
fbem-22279	83	1	(	(	PUNCT
fbem-22279	83	2	3	3	X
fbem-22279	83	3	)	)	PUNCT
fbem-22279	83	4	for	for	ADP
fbem-22279	83	5	j	j	PROPN
fbem-22279	84	1	=	=	SYM
fbem-22279	84	2	i	i	PRON
fbem-22279	84	3	+	+	NOUN
fbem-22279	84	4	1	1	NUM
fbem-22279	84	5	to	to	ADP
fbem-22279	84	6	σ	σ	PROPN
fbem-22279	84	7	&	&	CCONJ
fbem-22279	84	8	jh	jh	PROPN
fbem-22279	84	9	.	.	PUNCT
fbem-22279	85	1	(	(	PUNCT
fbem-22279	85	2	4	4	X
fbem-22279	85	3	)	)	PUNCT
fbem-22279	85	4	if	if	SCONJ
fbem-22279	85	5	xj	xj	PROPN
fbem-22279	85	6	<	<	X
fbem-22279	85	7	xi	xi	PROPN
fbem-22279	85	8	,	,	PUNCT
fbem-22279	85	9	then	then	ADV
fbem-22279	85	10	xi	xi	PROPN
fbem-22279	85	11	is	be	AUX
fbem-22279	85	12	not	not	PART
fbem-22279	85	13	a	a	DET
fbem-22279	85	14	d	d	NOUN
fbem-22279	85	15	-	-	PUNCT
fbem-22279	85	16	mcv	mcv	PROPN
fbem-22279	85	17	,	,	PUNCT
fbem-22279	85	18	h	h	NOUN
fbem-22279	85	19	=	=	SYM
fbem-22279	85	20	h	h	PROPN
fbem-22279	85	21			NOUN
fbem-22279	85	22	{	{	PUNCT
fbem-22279	85	23	i	i	NOUN
fbem-22279	85	24	}	}	PUNCT
fbem-22279	85	25	,	,	PUNCT
fbem-22279	85	26	and	and	CCONJ
fbem-22279	85	27	go	go	VERB
fbem-22279	85	28	to	to	PART
fbem-22279	85	29	step	step	VERB
fbem-22279	85	30	(	(	PUNCT
fbem-22279	85	31	7	7	NUM
fbem-22279	85	32	)	)	PUNCT
fbem-22279	85	33	;	;	PUNCT
fbem-22279	85	34	else	else	ADV
fbem-22279	85	35	if	if	SCONJ
fbem-22279	85	36	xj	xj	PROPN
fbem-22279	85	37	≥	≥	PROPN
fbem-22279	85	38	xi	xi	PROPN
fbem-22279	85	39	,	,	PUNCT
fbem-22279	85	40	then	then	ADV
fbem-22279	85	41	xj	xj	PROPN
fbem-22279	85	42	is	be	AUX
fbem-22279	85	43	not	not	PART
fbem-22279	85	44	a	a	DET
fbem-22279	85	45	d	d	NOUN
fbem-22279	85	46	-	-	PUNCT
fbem-22279	85	47	mcv	mcv	PROPN
fbem-22279	85	48	and	and	CCONJ
fbem-22279	85	49	h	h	NOUN
fbem-22279	85	50	=	=	PROPN
fbem-22279	85	51	h	h	PROPN
fbem-22279	85	52			PROPN
fbem-22279	85	53	{	{	PUNCT
fbem-22279	85	54	j	j	NOUN
fbem-22279	85	55	}	}	PUNCT
fbem-22279	85	56	.	.	PUNCT
fbem-22279	86	1	(	(	PUNCT
fbem-22279	86	2	5	5	X
fbem-22279	86	3	)	)	PUNCT
fbem-22279	86	4	next	next	ADJ
fbem-22279	86	5	j.	j.	PROPN
fbem-22279	86	6	(	(	PUNCT
fbem-22279	86	7	6	6	NUM
fbem-22279	86	8	)	)	PUNCT
fbem-22279	86	9	xi	xi	VERB
fbem-22279	86	10	is	be	AUX
fbem-22279	86	11	a	a	DET
fbem-22279	86	12	d	d	PROPN
fbem-22279	86	13	-	-	PUNCT
fbem-22279	86	14	mcv	mcv	PROPN
fbem-22279	86	15	.	.	PUNCT
fbem-22279	87	1	(	(	PUNCT
fbem-22279	87	2	7	7	X
fbem-22279	87	3	)	)	PUNCT
fbem-22279	87	4	next	next	ADJ
fbem-22279	87	5	i.	i.	NOUN
fbem-22279	87	6	let	let	VERB
fbem-22279	87	7	x1	x1	PROPN
fbem-22279	87	8	,	,	PUNCT
fbem-22279	87	9	x2	x2	PROPN
fbem-22279	87	10	,	,	PUNCT
fbem-22279	87	11	…	…	PUNCT
fbem-22279	87	12	.	.	PROPN
fbem-22279	87	13	,	,	PUNCT
fbem-22279	87	14	xu	xu	PROPN
fbem-22279	87	15	be	be	AUX
fbem-22279	87	16	all	all	PRON
fbem-22279	87	17	d	d	NOUN
fbem-22279	87	18	-	-	NOUN
fbem-22279	87	19	mcvs	mcvs	NOUN
fbem-22279	87	20	,	,	PUNCT
fbem-22279	87	21	and	and	CCONJ
fbem-22279	87	22	network	network	NOUN
fbem-22279	87	23	reliability	reliability	NOUN
fbem-22279	87	24	rd	rd	NOUN
fbem-22279	88	1	=	=	PRON
fbem-22279	88	2	pr	pr	VERB
fbem-22279	88	3	1	1	NUM
fbem-22279	88	4	{	{	PUNCT
fbem-22279	88	5	{	{	PUNCT
fbem-22279	88	6	|	|	ADV
fbem-22279	88	7	}	}	PUNCT
fbem-22279	88	8	}	}	PUNCT
fbem-22279	88	9	u	u	NOUN
fbem-22279	89	1	i	i	PRON
fbem-22279	89	2	i	i	VERB
fbem-22279	89	3	x	x	VERB
fbem-22279	89	4	x	x	PUNCT
fbem-22279	89	5	x	x	SYM
fbem-22279	89	6			NOUN
fbem-22279	89	7			NUM
fbem-22279	89	8	that	that	PRON
fbem-22279	89	9	can	can	AUX
fbem-22279	89	10	be	be	AUX
fbem-22279	89	11	efficiently	efficiently	ADV
fbem-22279	89	12	calculated	calculate	VERB
fbem-22279	89	13	using	use	VERB
fbem-22279	89	14	the	the	DET
fbem-22279	89	15	recursive	recursive	ADJ
fbem-22279	89	16	sum	sum	NOUN
fbem-22279	89	17	of	of	ADP
fbem-22279	89	18	disjoint	disjoint	NOUN
fbem-22279	89	19	product	product	NOUN
fbem-22279	89	20	(	(	PUNCT
fbem-22279	89	21	rsdp	rsdp	NOUN
fbem-22279	89	22	)	)	PUNCT
fbem-22279	89	23	technique	technique	NOUN
fbem-22279	89	24	[	[	X
fbem-22279	89	25	45	45	NUM
fbem-22279	89	26	]	]	PUNCT
fbem-22279	89	27	.	.	PUNCT
fbem-22279	90	1	with	with	ADP
fbem-22279	90	2	the	the	DET
fbem-22279	90	3	above	above	ADJ
fbem-22279	90	4	elaboration	elaboration	NOUN
fbem-22279	90	5	,	,	PUNCT
fbem-22279	90	6	the	the	DET
fbem-22279	90	7	steps	step	NOUN
fbem-22279	90	8	of	of	ADP
fbem-22279	90	9	the	the	DET
fbem-22279	90	10	traditional	traditional	ADJ
fbem-22279	90	11	method	method	NOUN
fbem-22279	90	12	of	of	ADP
fbem-22279	90	13	network	network	NOUN
fbem-22279	90	14	reliability	reliability	NOUN
fbem-22279	90	15	assessment	assessment	NOUN
fbem-22279	90	16	can	can	AUX
fbem-22279	90	17	be	be	AUX
fbem-22279	90	18	summarized	summarize	VERB
fbem-22279	90	19	as	as	ADP
fbem-22279	90	20	algorithm	algorithm	NOUN
fbem-22279	90	21	1	1	NUM
fbem-22279	90	22	.	.	PUNCT
fbem-22279	91	1	algorithm	algorithm	NOUN
fbem-22279	91	2	1	1	NUM
fbem-22279	91	3	input	input	NOUN
fbem-22279	91	4	:	:	PUNCT
fbem-22279	91	5	g	g	NOUN
fbem-22279	91	6	=	=	SYM
fbem-22279	91	7	(	(	PUNCT
fbem-22279	91	8	v	v	NOUN
fbem-22279	91	9	,	,	PUNCT
fbem-22279	91	10	e	e	NOUN
fbem-22279	91	11	,	,	PUNCT
fbem-22279	91	12	w	w	PROPN
fbem-22279	91	13	)	)	PUNCT
fbem-22279	91	14	,	,	PUNCT
fbem-22279	91	15	d.	d.	PROPN
fbem-22279	91	16	step	step	NOUN
fbem-22279	91	17	1	1	NUM
fbem-22279	91	18	.	.	PUNCT
fbem-22279	92	1	find	find	VERB
fbem-22279	92	2	all	all	DET
fbem-22279	92	3	mps	mp	NOUN
fbem-22279	92	4	.	.	PUNCT
fbem-22279	93	1	step	step	NOUN
fbem-22279	93	2	2	2	NUM
fbem-22279	93	3	.	.	PUNCT
fbem-22279	93	4	find	find	VERB
fbem-22279	93	5	all	all	DET
fbem-22279	93	6	flow	flow	NOUN
fbem-22279	93	7	vectors	vector	NOUN
fbem-22279	93	8	f	f	NOUN
fbem-22279	93	9	=	=	PRON
fbem-22279	93	10	{	{	PUNCT
fbem-22279	93	11	f1	f1	NOUN
fbem-22279	93	12	,	,	PUNCT
fbem-22279	93	13	f2	f2	PROPN
fbem-22279	93	14	,	,	PUNCT
fbem-22279	93	15	…	…	PUNCT
fbem-22279	93	16	,	,	PUNCT
fbem-22279	93	17	fg	fg	ADP
fbem-22279	93	18	}	}	PUNCT
fbem-22279	93	19	that	that	PRON
fbem-22279	93	20	satisfy	satisfy	VERB
fbem-22279	93	21	equation(1)(2)(3	equation(1)(2)(3	NOUN
fbem-22279	93	22	)	)	PUNCT
fbem-22279	93	23	.	.	PUNCT
fbem-22279	94	1	step	step	NOUN
fbem-22279	94	2	3	3	NUM
fbem-22279	94	3	.	.	PUNCT
fbem-22279	94	4	convert	convert	VERB
fbem-22279	94	5	each	each	DET
fbem-22279	94	6	f	f	PROPN
fbem-22279	94	7	derived	derive	VERB
fbem-22279	94	8	from	from	ADP
fbem-22279	94	9	step	step	NOUN
fbem-22279	94	10	2	2	NUM
fbem-22279	94	11	into	into	ADP
fbem-22279	94	12	(	(	PUNCT
fbem-22279	94	13	d	d	ADJ
fbem-22279	94	14	-	-	ADJ
fbem-22279	94	15	mcv	mcv	ADJ
fbem-22279	94	16	candidates	candidate	NOUN
fbem-22279	94	17	)	)	PUNCT
fbem-22279	94	18	according	accord	VERB
fbem-22279	94	19	to	to	ADP
fbem-22279	94	20	equation	equation	NOUN
fbem-22279	94	21	(	(	PUNCT
fbem-22279	94	22	5	5	NUM
fbem-22279	94	23	)	)	PUNCT
fbem-22279	94	24	.	.	PUNCT
fbem-22279	95	1	step	step	NOUN
fbem-22279	95	2	4	4	NUM
fbem-22279	95	3	.	.	PUNCT
fbem-22279	95	4	utilize	utilize	VERB
fbem-22279	95	5	the	the	DET
fbem-22279	95	6	comparative	comparative	ADJ
fbem-22279	95	7	method	method	NOUN
fbem-22279	95	8	to	to	PART
fbem-22279	95	9	find	find	VERB
fbem-22279	95	10	all	all	DET
fbem-22279	95	11	d	d	NOUN
fbem-22279	95	12	-	-	NOUN
fbem-22279	95	13	mcvs	mcvs	NOUN
fbem-22279	95	14	.	.	PUNCT
fbem-22279	96	1	step	step	NOUN
fbem-22279	96	2	5	5	NUM
fbem-22279	96	3	.	.	PUNCT
fbem-22279	96	4	assume	assume	VERB
fbem-22279	96	5	that	that	SCONJ
fbem-22279	96	6	x1	x1	PROPN
fbem-22279	96	7	,	,	PUNCT
fbem-22279	96	8	x2	x2	PROPN
fbem-22279	96	9	,	,	PUNCT
fbem-22279	96	10	…	…	PUNCT
fbem-22279	96	11	.	.	PROPN
fbem-22279	96	12	,	,	PUNCT
fbem-22279	96	13	xu	xu	PROPN
fbem-22279	96	14	are	be	AUX
fbem-22279	96	15	all	all	PRON
fbem-22279	96	16	d	d	NOUN
fbem-22279	96	17	-	-	NOUN
fbem-22279	96	18	mcvs	mcvs	NOUN
fbem-22279	96	19	from	from	ADP
fbem-22279	96	20	step	step	NOUN
fbem-22279	96	21	4	4	NUM
fbem-22279	96	22	,	,	PUNCT
fbem-22279	96	23	then	then	ADV
fbem-22279	96	24	utilize	utilize	VERB
fbem-22279	96	25	the	the	DET
fbem-22279	96	26	rsdp	rsdp	ADJ
fbem-22279	96	27	technique	technique	NOUN
fbem-22279	96	28	to	to	PART
fbem-22279	96	29	compute	compute	VERB
fbem-22279	96	30	rd	rd	NOUN
fbem-22279	97	1	=	=	PRON
fbem-22279	97	2	pr	pr	VERB
fbem-22279	97	3	1	1	NUM
fbem-22279	97	4	{	{	PUNCT
fbem-22279	97	5	{	{	PUNCT
fbem-22279	97	6	|	|	ADV
fbem-22279	97	7	}	}	PUNCT
fbem-22279	97	8	}	}	PUNCT
fbem-22279	97	9	u	u	NOUN
fbem-22279	98	1	i	i	PRON
fbem-22279	98	2	i	i	VERB
fbem-22279	98	3	x	x	VERB
fbem-22279	98	4	x	x	PUNCT
fbem-22279	98	5	x	x	X
fbem-22279	98	6			NOUN
fbem-22279	98	7			NUM
fbem-22279	98	8	.	.	PUNCT
fbem-22279	99	1	output	output	NOUN
fbem-22279	99	2	:	:	PUNCT
fbem-22279	99	3	rd	rd	NOUN
fbem-22279	99	4	.	.	PROPN
fbem-22279	99	5	201	201	NUM
fbem-22279	99	6	2.2	2.2	NUM
fbem-22279	99	7	.	.	PUNCT
fbem-22279	100	1	dnn	dnn	PROPN
fbem-22279	100	2	model	model	PROPN
fbem-22279	100	3	deep	deep	ADJ
fbem-22279	100	4	neural	neural	ADJ
fbem-22279	100	5	network	network	NOUN
fbem-22279	100	6	is	be	AUX
fbem-22279	100	7	the	the	DET
fbem-22279	100	8	infrastructure	infrastructure	NOUN
fbem-22279	100	9	of	of	ADP
fbem-22279	100	10	deep	deep	ADJ
fbem-22279	100	11	learning	learning	NOUN
fbem-22279	100	12	.	.	PUNCT
fbem-22279	101	1	the	the	DET
fbem-22279	101	2	main	main	ADJ
fbem-22279	101	3	purpose	purpose	NOUN
fbem-22279	101	4	of	of	ADP
fbem-22279	101	5	deep	deep	ADJ
fbem-22279	101	6	learning	learning	NOUN
fbem-22279	101	7	is	be	AUX
fbem-22279	101	8	to	to	PART
fbem-22279	101	9	build	build	VERB
fbem-22279	101	10	a	a	DET
fbem-22279	101	11	deep	deep	ADJ
fbem-22279	101	12	convolutional	convolutional	ADJ
fbem-22279	101	13	neural	neural	ADJ
fbem-22279	101	14	network	network	NOUN
fbem-22279	101	15	(	(	PUNCT
fbem-22279	101	16	dnn	dnn	PROPN
fbem-22279	101	17	)	)	PUNCT
fbem-22279	101	18	and	and	CCONJ
fbem-22279	101	19	use	use	VERB
fbem-22279	101	20	a	a	DET
fbem-22279	101	21	large	large	ADJ
fbem-22279	101	22	amount	amount	NOUN
fbem-22279	101	23	of	of	ADP
fbem-22279	101	24	data	datum	NOUN
fbem-22279	101	25	samples	sample	NOUN
fbem-22279	101	26	as	as	ADP
fbem-22279	101	27	input	input	NOUN
fbem-22279	101	28	to	to	PART
fbem-22279	101	29	generate	generate	VERB
fbem-22279	101	30	a	a	DET
fbem-22279	101	31	model	model	NOUN
fbem-22279	101	32	with	with	ADP
fbem-22279	101	33	powerful	powerful	ADJ
fbem-22279	101	34	analysis	analysis	NOUN
fbem-22279	101	35	and	and	CCONJ
fbem-22279	101	36	identification	identification	NOUN
fbem-22279	101	37	ability	ability	NOUN
fbem-22279	101	38	,	,	PUNCT
fbem-22279	101	39	which	which	PRON
fbem-22279	101	40	is	be	AUX
fbem-22279	101	41	widely	widely	ADV
fbem-22279	101	42	used	use	VERB
fbem-22279	101	43	in	in	ADP
fbem-22279	101	44	computer	computer	NOUN
fbem-22279	101	45	vision	vision	NOUN
fbem-22279	101	46	,	,	PUNCT
fbem-22279	101	47	language	language	NOUN
fbem-22279	101	48	recognition	recognition	NOUN
fbem-22279	101	49	,	,	PUNCT
fbem-22279	101	50	natural	natural	ADJ
fbem-22279	101	51	language	language	NOUN
fbem-22279	101	52	processing	processing	NOUN
fbem-22279	101	53	.	.	PUNCT
fbem-22279	102	1	suppose	suppose	VERB
fbem-22279	102	2	a	a	DET
fbem-22279	102	3	dnn	dnn	PROPN
fbem-22279	102	4	model	model	NOUN
fbem-22279	102	5	with	with	ADP
fbem-22279	102	6	several	several	ADJ
fbem-22279	102	7	inputs	input	NOUN
fbem-22279	102	8	and	and	CCONJ
fbem-22279	102	9	one	one	NUM
fbem-22279	102	10	output	output	NOUN
fbem-22279	102	11	is	be	AUX
fbem-22279	102	12	schematized	schematize	VERB
fbem-22279	102	13	as	as	ADP
fbem-22279	102	14	figure	figure	NOUN
fbem-22279	102	15	1	1	NUM
fbem-22279	102	16	:	:	PUNCT
fbem-22279	103	1	x1	x1	NUM
fbem-22279	104	1	x2	x2	NOUN
fbem-22279	104	2	x3	x3	ADJ
fbem-22279	104	3	z	z	PROPN
fbem-22279	104	4	f(x	f(x	PROPN
fbem-22279	104	5	)	)	PUNCT
fbem-22279	104	6	output	output	NOUN
fbem-22279	104	7	figure	figure	NOUN
fbem-22279	104	8	1	1	NUM
fbem-22279	104	9	.	.	PUNCT
fbem-22279	105	1	the	the	DET
fbem-22279	105	2	basic	basic	ADJ
fbem-22279	105	3	operating	operate	VERB
fbem-22279	105	4	principles	principle	NOUN
fbem-22279	105	5	of	of	ADP
fbem-22279	105	6	neurons	neuron	NOUN
fbem-22279	105	7	a	a	DET
fbem-22279	105	8	linear	linear	ADJ
fbem-22279	105	9	relationship	relationship	NOUN
fbem-22279	105	10	between	between	ADP
fbem-22279	105	11	input	input	NOUN
fbem-22279	105	12	and	and	CCONJ
fbem-22279	105	13	output	output	NOUN
fbem-22279	105	14	is	be	AUX
fbem-22279	105	15	obtained	obtain	VERB
fbem-22279	105	16	by	by	ADP
fbem-22279	105	17	learning	learn	VERB
fbem-22279	105	18	,	,	PUNCT
fbem-22279	105	19	and	and	CCONJ
fbem-22279	105	20	the	the	DET
fbem-22279	105	21	intermediate	intermediate	ADJ
fbem-22279	105	22	output	output	NOUN
fbem-22279	105	23	results	result	NOUN
fbem-22279	105	24	is	be	AUX
fbem-22279	105	25	z	z	NOUN
fbem-22279	105	26	:	:	PUNCT
fbem-22279	106	1	1	1	NUM
fbem-22279	106	2	v	v	X
fbem-22279	106	3	k	k	PROPN
fbem-22279	106	4	k	k	PROPN
fbem-22279	107	1	k	k	PROPN
fbem-22279	107	2	z	z	PROPN
fbem-22279	107	3	w	w	PROPN
fbem-22279	107	4	x	x	PROPN
fbem-22279	107	5	b	b	PROPN
fbem-22279	107	6			NUM
fbem-22279	107	7			PROPN
fbem-22279	107	8			NOUN
fbem-22279	107	9	(	(	PUNCT
fbem-22279	107	10	6	6	NUM
fbem-22279	107	11	)	)	PUNCT
fbem-22279	107	12	suppose	suppose	VERB
fbem-22279	107	13	a	a	DET
fbem-22279	107	14	neuron	neuron	NOUN
fbem-22279	107	15	has	have	VERB
fbem-22279	107	16	v	v	ADP
fbem-22279	107	17	inputs	input	NOUN
fbem-22279	107	18	,	,	PUNCT
fbem-22279	107	19	wk	wk	X
fbem-22279	107	20	(	(	PUNCT
fbem-22279	107	21	1	1	NUM
fbem-22279	107	22	<	<	X
fbem-22279	107	23	k	k	X
fbem-22279	107	24	<	<	X
fbem-22279	107	25	v	v	NOUN
fbem-22279	107	26	)	)	PUNCT
fbem-22279	107	27	is	be	AUX
fbem-22279	107	28	the	the	DET
fbem-22279	107	29	input	input	NOUN
fbem-22279	107	30	xk	xk	PROPN
fbem-22279	107	31	with	with	ADP
fbem-22279	107	32	the	the	DET
fbem-22279	107	33	weight	weight	NOUN
fbem-22279	107	34	of	of	ADP
fbem-22279	107	35	the	the	DET
fbem-22279	107	36	neuron	neuron	NOUN
fbem-22279	107	37	,	,	PUNCT
fbem-22279	107	38	and	and	CCONJ
fbem-22279	107	39	b	b	X
fbem-22279	107	40	denotes	denote	VERB
fbem-22279	107	41	the	the	DET
fbem-22279	107	42	bias	bias	NOUN
fbem-22279	107	43	of	of	ADP
fbem-22279	107	44	the	the	DET
fbem-22279	107	45	neuron	neuron	NOUN
fbem-22279	107	46	.	.	PUNCT
fbem-22279	108	1	the	the	DET
fbem-22279	108	2	intermediate	intermediate	ADJ
fbem-22279	108	3	output	output	NOUN
fbem-22279	108	4	result	result	NOUN
fbem-22279	108	5	z	z	NOUN
fbem-22279	108	6	is	be	AUX
fbem-22279	108	7	used	use	VERB
fbem-22279	108	8	as	as	ADP
fbem-22279	108	9	the	the	DET
fbem-22279	108	10	input	input	NOUN
fbem-22279	108	11	of	of	ADP
fbem-22279	108	12	the	the	DET
fbem-22279	108	13	activation	activation	NOUN
fbem-22279	108	14	function	function	VERB
fbem-22279	108	15	f(x	f(x	PROPN
fbem-22279	108	16	)	)	PUNCT
fbem-22279	108	17	that	that	PRON
fbem-22279	108	18	yields	yield	VERB
fbem-22279	108	19	the	the	DET
fbem-22279	108	20	output	output	NOUN
fbem-22279	108	21	of	of	ADP
fbem-22279	108	22	this	this	DET
fbem-22279	108	23	neuron	neuron	NOUN
fbem-22279	108	24	.	.	PUNCT
fbem-22279	109	1	the	the	DET
fbem-22279	109	2	common	common	ADJ
fbem-22279	109	3	activation	activation	NOUN
fbem-22279	109	4	functions	function	NOUN
fbem-22279	109	5	are	be	AUX
fbem-22279	109	6	sigmoid	sigmoid	NOUN
fbem-22279	109	7	,	,	PUNCT
fbem-22279	109	8	tanh	tanh	NOUN
fbem-22279	109	9	,	,	PUNCT
fbem-22279	109	10	relu	relu	NOUN
fbem-22279	109	11	,	,	PUNCT
fbem-22279	109	12	lrelu	lrelu	NOUN
fbem-22279	109	13	,	,	PUNCT
fbem-22279	109	14	prelu	prelu	NOUN
fbem-22279	109	15	,	,	PUNCT
fbem-22279	109	16	swish	swish	ADJ
fbem-22279	109	17	,	,	PUNCT
fbem-22279	109	18	etc	etc	X
fbem-22279	109	19	.	.	X
fbem-22279	109	20	take	take	VERB
fbem-22279	109	21	sigmoid	sigmoid	NOUN
fbem-22279	109	22	as	as	ADP
fbem-22279	109	23	an	an	DET
fbem-22279	109	24	example	example	NOUN
fbem-22279	109	25	,	,	PUNCT
fbem-22279	109	26	sigmoid	sigmoid	NOUN
fbem-22279	109	27	is	be	AUX
fbem-22279	109	28	a	a	DET
fbem-22279	109	29	highly	highly	ADV
fbem-22279	109	30	frequent	frequent	ADJ
fbem-22279	109	31	activation	activation	NOUN
fbem-22279	109	32	function	function	NOUN
fbem-22279	109	33	,	,	PUNCT
fbem-22279	109	34	also	also	ADV
fbem-22279	109	35	called	call	VERB
fbem-22279	109	36	logistic	logistic	ADJ
fbem-22279	109	37	function	function	NOUN
fbem-22279	109	38	,	,	PUNCT
fbem-22279	109	39	for	for	ADP
fbem-22279	109	40	calculating	calculate	VERB
fbem-22279	109	41	the	the	DET
fbem-22279	109	42	output	output	NOUN
fbem-22279	109	43	of	of	ADP
fbem-22279	109	44	hidden	hide	VERB
fbem-22279	109	45	layer	layer	NOUN
fbem-22279	109	46	neurons	neuron	NOUN
fbem-22279	109	47	,	,	PUNCT
fbem-22279	109	48	and	and	CCONJ
fbem-22279	109	49	takes	take	VERB
fbem-22279	109	50	the	the	DET
fbem-22279	109	51	value	value	NOUN
fbem-22279	109	52	range	range	NOUN
fbem-22279	109	53	of	of	ADP
fbem-22279	109	54	(	(	PUNCT
fbem-22279	109	55	0	0	NUM
fbem-22279	109	56	,	,	PUNCT
fbem-22279	109	57	1	1	NUM
fbem-22279	109	58	)	)	PUNCT
fbem-22279	109	59	,	,	PUNCT
fbem-22279	109	60	and	and	CCONJ
fbem-22279	109	61	the	the	DET
fbem-22279	109	62	expression	expression	NOUN
fbem-22279	109	63	of	of	ADP
fbem-22279	109	64	the	the	DET
fbem-22279	109	65	function	function	NOUN
fbem-22279	109	66	is	be	AUX
fbem-22279	109	67	as	as	SCONJ
fbem-22279	109	68	follows	follow	VERB
fbem-22279	109	69	.	.	PUNCT
fbem-22279	110	1	1	1	NUM
fbem-22279	110	2	(	(	PUNCT
fbem-22279	110	3	)	)	PUNCT
fbem-22279	110	4	=	=	SYM
fbem-22279	110	5	1	1	NUM
fbem-22279	110	6	x	x	SYM
fbem-22279	110	7	f	f	NOUN
fbem-22279	110	8	x	x	PUNCT
fbem-22279	110	9	e	e	X
fbem-22279	110	10			PROPN
fbem-22279	110	11			X
fbem-22279	110	12	(	(	PUNCT
fbem-22279	110	13	7	7	X
fbem-22279	110	14	)	)	PUNCT
fbem-22279	110	15	the	the	DET
fbem-22279	110	16	internal	internal	ADJ
fbem-22279	110	17	layers	layer	NOUN
fbem-22279	110	18	of	of	ADP
fbem-22279	110	19	dnn	dnn	PROPN
fbem-22279	110	20	can	can	AUX
fbem-22279	110	21	be	be	AUX
fbem-22279	110	22	divided	divide	VERB
fbem-22279	110	23	into	into	ADP
fbem-22279	110	24	three	three	NUM
fbem-22279	110	25	categories	category	NOUN
fbem-22279	110	26	,	,	PUNCT
fbem-22279	110	27	input	input	NOUN
fbem-22279	110	28	layer	layer	NOUN
fbem-22279	110	29	,	,	PUNCT
fbem-22279	110	30	hidden	hide	VERB
fbem-22279	110	31	layer	layer	NOUN
fbem-22279	110	32	and	and	CCONJ
fbem-22279	110	33	output	output	NOUN
fbem-22279	110	34	layer	layer	NOUN
fbem-22279	110	35	.	.	PUNCT
fbem-22279	111	1	take	take	VERB
fbem-22279	111	2	figure	figure	NOUN
fbem-22279	111	3	2	2	NUM
fbem-22279	111	4	as	as	ADP
fbem-22279	111	5	an	an	DET
fbem-22279	111	6	example	example	NOUN
fbem-22279	111	7	,	,	PUNCT
fbem-22279	111	8	the	the	DET
fbem-22279	111	9	first	first	ADJ
fbem-22279	111	10	layer	layer	NOUN
fbem-22279	111	11	is	be	AUX
fbem-22279	111	12	the	the	DET
fbem-22279	111	13	input	input	NOUN
fbem-22279	111	14	layer	layer	NOUN
fbem-22279	111	15	,	,	PUNCT
fbem-22279	111	16	the	the	DET
fbem-22279	111	17	last	last	ADJ
fbem-22279	111	18	layer	layer	NOUN
fbem-22279	111	19	is	be	AUX
fbem-22279	111	20	the	the	DET
fbem-22279	111	21	output	output	NOUN
fbem-22279	111	22	layer	layer	NOUN
fbem-22279	111	23	,	,	PUNCT
fbem-22279	111	24	and	and	CCONJ
fbem-22279	111	25	the	the	DET
fbem-22279	111	26	middle	middle	ADJ
fbem-22279	111	27	layers	layer	NOUN
fbem-22279	111	28	are	be	AUX
fbem-22279	111	29	all	all	ADV
fbem-22279	111	30	hidden	hidden	ADJ
fbem-22279	111	31	layers	layer	NOUN
fbem-22279	111	32	.	.	PUNCT
fbem-22279	112	1	the	the	DET
fbem-22279	112	2	layers	layer	NOUN
fbem-22279	112	3	are	be	AUX
fbem-22279	112	4	fully	fully	ADV
fbem-22279	112	5	connected	connect	VERB
fbem-22279	112	6	,	,	PUNCT
fbem-22279	112	7	i.e.	i.e.	X
fbem-22279	112	8	,	,	PUNCT
fbem-22279	112	9	any	any	DET
fbem-22279	112	10	neuron	neuron	NOUN
fbem-22279	112	11	in	in	ADP
fbem-22279	112	12	layer	layer	NOUN
fbem-22279	112	13	i	i	PRON
fbem-22279	112	14	must	must	AUX
fbem-22279	112	15	be	be	AUX
fbem-22279	112	16	connected	connect	VERB
fbem-22279	112	17	to	to	ADP
fbem-22279	112	18	any	any	DET
fbem-22279	112	19	neuron	neuron	NOUN
fbem-22279	112	20	in	in	ADP
fbem-22279	112	21	layer	layer	NOUN
fbem-22279	112	22	i+1	i+1	NUM
fbem-22279	112	23	.	.	PUNCT
fbem-22279	113	1	inputs	input	NOUN
fbem-22279	113	2	output	output	NOUN
fbem-22279	113	3	input	input	NOUN
fbem-22279	113	4	layer	layer	NOUN
fbem-22279	113	5	hidden	hide	VERB
fbem-22279	113	6	layer	layer	NOUN
fbem-22279	113	7	hidden	hide	VERB
fbem-22279	113	8	layer	layer	NOUN
fbem-22279	113	9	output	output	NOUN
fbem-22279	113	10	layer	layer	NOUN
fbem-22279	113	11	figure	figure	NOUN
fbem-22279	113	12	2	2	NUM
fbem-22279	113	13	.	.	PUNCT
fbem-22279	114	1	the	the	DET
fbem-22279	114	2	structure	structure	NOUN
fbem-22279	114	3	of	of	ADP
fbem-22279	114	4	a	a	DET
fbem-22279	114	5	deep	deep	ADJ
fbem-22279	114	6	learning	learning	NOUN
fbem-22279	114	7	network	network	NOUN
fbem-22279	114	8	the	the	DET
fbem-22279	114	9	training	training	NOUN
fbem-22279	114	10	of	of	ADP
fbem-22279	114	11	deep	deep	ADJ
fbem-22279	114	12	neural	neural	ADJ
fbem-22279	114	13	networks	network	NOUN
fbem-22279	114	14	usually	usually	ADV
fbem-22279	114	15	requires	require	VERB
fbem-22279	114	16	the	the	DET
fbem-22279	114	17	following	follow	VERB
fbem-22279	114	18	steps	step	NOUN
fbem-22279	114	19	:	:	PUNCT
fbem-22279	114	20	1	1	NUM
fbem-22279	114	21	)	)	PUNCT
fbem-22279	114	22	weight	weight	NOUN
fbem-22279	114	23	initialization	initialization	NOUN
fbem-22279	114	24	.	.	PUNCT
fbem-22279	115	1	2	2	X
fbem-22279	115	2	)	)	PUNCT
fbem-22279	115	3	forward	forward	ADJ
fbem-22279	115	4	propagation	propagation	NOUN
fbem-22279	115	5	.	.	PUNCT
fbem-22279	116	1	3	3	X
fbem-22279	116	2	)	)	PUNCT
fbem-22279	116	3	compute	compute	NOUN
fbem-22279	116	4	cost	cost	NOUN
fbem-22279	116	5	.	.	PUNCT
fbem-22279	117	1	4	4	X
fbem-22279	117	2	)	)	PUNCT
fbem-22279	117	3	backward	backward	ADJ
fbem-22279	117	4	propagation	propagation	NOUN
fbem-22279	117	5	.	.	PUNCT
fbem-22279	118	1	5	5	NUM
fbem-22279	118	2	)	)	PUNCT
fbem-22279	118	3	update	update	NOUN
fbem-22279	118	4	parameter	parameter	NOUN
fbem-22279	118	5	.	.	PUNCT
fbem-22279	119	1	3	3	X
fbem-22279	119	2	.	.	X
fbem-22279	119	3	reliability	reliability	NOUN
fbem-22279	119	4	prediction	prediction	NOUN
fbem-22279	119	5	aiming	aim	VERB
fbem-22279	119	6	to	to	PART
fbem-22279	119	7	make	make	VERB
fbem-22279	119	8	the	the	DET
fbem-22279	119	9	reliability	reliability	NOUN
fbem-22279	119	10	of	of	ADP
fbem-22279	119	11	the	the	DET
fbem-22279	119	12	network	network	NOUN
fbem-22279	119	13	can	can	AUX
fbem-22279	119	14	be	be	AUX
fbem-22279	119	15	evaluated	evaluate	VERB
fbem-22279	119	16	quickly	quickly	ADV
fbem-22279	119	17	,	,	PUNCT
fbem-22279	119	18	this	this	DET
fbem-22279	119	19	paper	paper	NOUN
fbem-22279	119	20	makes	make	VERB
fbem-22279	119	21	predictions	prediction	NOUN
fbem-22279	119	22	based	base	VERB
fbem-22279	119	23	on	on	ADP
fbem-22279	119	24	the	the	DET
fbem-22279	119	25	dnn	dnn	PROPN
fbem-22279	119	26	model	model	NOUN
fbem-22279	119	27	with	with	ADP
fbem-22279	119	28	four	four	NUM
fbem-22279	119	29	steps	step	NOUN
fbem-22279	119	30	:	:	PUNCT
fbem-22279	119	31	step	step	NOUN
fbem-22279	119	32	1	1	NUM
fbem-22279	119	33	:	:	PUNCT
fbem-22279	119	34	the	the	DET
fbem-22279	119	35	topology	topology	NOUN
fbem-22279	119	36	of	of	ADP
fbem-22279	119	37	the	the	DET
fbem-22279	119	38	network	network	NOUN
fbem-22279	119	39	,	,	PUNCT
fbem-22279	119	40	maximum	maximum	ADJ
fbem-22279	119	41	capacity	capacity	NOUN
fbem-22279	119	42	of	of	ADP
fbem-22279	119	43	the	the	DET
fbem-22279	119	44	edges	edge	NOUN
fbem-22279	119	45	,	,	PUNCT
fbem-22279	119	46	probability	probability	NOUN
fbem-22279	119	47	distribution	distribution	NOUN
fbem-22279	119	48	,	,	PUNCT
fbem-22279	119	49	demand	demand	NOUN
fbem-22279	119	50	etc	etc	X
fbem-22279	119	51	.	.	X
fbem-22279	119	52	are	be	AUX
fbem-22279	119	53	described	describe	VERB
fbem-22279	119	54	by	by	ADP
fbem-22279	119	55	a	a	DET
fbem-22279	119	56	matrix	matrix	NOUN
fbem-22279	119	57	or	or	CCONJ
fbem-22279	119	58	vector	vector	NOUN
fbem-22279	119	59	.	.	PUNCT
fbem-22279	120	1	step	step	NOUN
fbem-22279	120	2	2	2	NUM
fbem-22279	120	3	:	:	PUNCT
fbem-22279	120	4	the	the	DET
fbem-22279	120	5	reliability	reliability	NOUN
fbem-22279	120	6	is	be	AUX
fbem-22279	120	7	obtained	obtain	VERB
fbem-22279	120	8	by	by	ADP
fbem-22279	120	9	using	use	VERB
fbem-22279	120	10	algorithm	algorithm	NOUN
fbem-22279	120	11	1	1	NUM
fbem-22279	120	12	with	with	ADP
fbem-22279	120	13	the	the	DET
fbem-22279	120	14	known	know	VERB
fbem-22279	120	15	information	information	NOUN
fbem-22279	120	16	from	from	ADP
fbem-22279	120	17	step	step	NOUN
fbem-22279	120	18	1	1	NUM
fbem-22279	120	19	.	.	PUNCT
fbem-22279	121	1	take	take	VERB
fbem-22279	121	2	the	the	DET
fbem-22279	121	3	known	know	VERB
fbem-22279	121	4	information	information	NOUN
fbem-22279	121	5	as	as	ADP
fbem-22279	121	6	input	input	NOUN
fbem-22279	121	7	and	and	CCONJ
fbem-22279	121	8	reliability	reliability	NOUN
fbem-22279	121	9	as	as	ADP
fbem-22279	121	10	output	output	NOUN
fbem-22279	121	11	to	to	PART
fbem-22279	121	12	get	get	VERB
fbem-22279	121	13	a	a	DET
fbem-22279	121	14	data	data	NOUN
fbem-22279	121	15	sample	sample	NOUN
fbem-22279	121	16	.	.	PUNCT
fbem-22279	122	1	repeat	repeat	NOUN
fbem-22279	122	2	steps	step	NOUN
fbem-22279	122	3	1	1	NUM
fbem-22279	122	4	,	,	PUNCT
fbem-22279	122	5	2	2	NUM
fbem-22279	122	6	to	to	PART
fbem-22279	122	7	create	create	VERB
fbem-22279	122	8	a	a	DET
fbem-22279	122	9	data	data	NOUN
fbem-22279	122	10	set	set	VERB
fbem-22279	122	11	with	with	ADP
fbem-22279	122	12	a	a	DET
fbem-22279	122	13	large	large	ADJ
fbem-22279	122	14	number	number	NOUN
fbem-22279	122	15	of	of	ADP
fbem-22279	122	16	samples	sample	NOUN
fbem-22279	122	17	and	and	CCONJ
fbem-22279	122	18	divide	divide	VERB
fbem-22279	122	19	it	it	PRON
fbem-22279	122	20	into	into	ADP
fbem-22279	122	21	a	a	DET
fbem-22279	122	22	training	training	NOUN
fbem-22279	122	23	set	set	NOUN
fbem-22279	122	24	and	and	CCONJ
fbem-22279	122	25	a	a	DET
fbem-22279	122	26	test	test	NOUN
fbem-22279	122	27	set	set	VERB
fbem-22279	122	28	.	.	PUNCT
fbem-22279	123	1	step	step	NOUN
fbem-22279	123	2	3	3	NUM
fbem-22279	123	3	:	:	PUNCT
fbem-22279	123	4	set	set	VERB
fbem-22279	123	5	the	the	DET
fbem-22279	123	6	parameters	parameter	NOUN
fbem-22279	123	7	of	of	ADP
fbem-22279	123	8	the	the	DET
fbem-22279	123	9	dnn	dnn	PROPN
fbem-22279	123	10	model	model	NOUN
fbem-22279	123	11	,	,	PUNCT
fbem-22279	123	12	such	such	ADJ
fbem-22279	123	13	as	as	ADP
fbem-22279	123	14	the	the	DET
fbem-22279	123	15	number	number	NOUN
fbem-22279	123	16	of	of	ADP
fbem-22279	123	17	training	training	NOUN
fbem-22279	123	18	times	time	NOUN
fbem-22279	123	19	,	,	PUNCT
fbem-22279	123	20	initial	initial	ADJ
fbem-22279	123	21	weights	weight	NOUN
fbem-22279	123	22	,	,	PUNCT
fbem-22279	123	23	number	number	NOUN
fbem-22279	123	24	of	of	ADP
fbem-22279	123	25	hidden	hidden	ADJ
fbem-22279	123	26	layers	layer	NOUN
fbem-22279	123	27	and	and	CCONJ
fbem-22279	123	28	hidden	hidden	ADJ
fbem-22279	123	29	layer	layer	NOUN
fbem-22279	123	30	neurons	neuron	NOUN
fbem-22279	123	31	,	,	PUNCT
fbem-22279	123	32	learning	learn	VERB
fbem-22279	123	33	rate	rate	NOUN
fbem-22279	123	34	,	,	PUNCT
fbem-22279	123	35	and	and	CCONJ
fbem-22279	123	36	number	number	NOUN
fbem-22279	123	37	of	of	ADP
fbem-22279	123	38	iterations	iteration	NOUN
fbem-22279	123	39	.	.	PUNCT
fbem-22279	124	1	step	step	NOUN
fbem-22279	124	2	4	4	NUM
fbem-22279	124	3	:	:	PUNCT
fbem-22279	124	4	the	the	DET
fbem-22279	124	5	training	training	NOUN
fbem-22279	124	6	set	set	NOUN
fbem-22279	124	7	is	be	AUX
fbem-22279	124	8	fed	feed	VERB
fbem-22279	124	9	into	into	ADP
fbem-22279	124	10	the	the	DET
fbem-22279	124	11	model	model	NOUN
fbem-22279	124	12	for	for	ADP
fbem-22279	124	13	training	training	NOUN
fbem-22279	124	14	,	,	PUNCT
fbem-22279	124	15	and	and	CCONJ
fbem-22279	124	16	the	the	DET
fbem-22279	124	17	test	test	NOUN
fbem-22279	124	18	set	set	NOUN
fbem-22279	124	19	was	be	AUX
fbem-22279	124	20	used	use	VERB
fbem-22279	124	21	for	for	ADP
fbem-22279	124	22	prediction	prediction	NOUN
fbem-22279	124	23	.	.	PUNCT
fbem-22279	125	1	3.1	3.1	NUM
fbem-22279	125	2	.	.	PUNCT
fbem-22279	125	3	data	datum	NOUN
fbem-22279	125	4	generation	generation	NOUN
fbem-22279	125	5	the	the	DET
fbem-22279	125	6	required	required	ADJ
fbem-22279	125	7	information	information	NOUN
fbem-22279	125	8	to	to	PART
fbem-22279	125	9	calculate	calculate	VERB
fbem-22279	125	10	the	the	DET
fbem-22279	125	11	reliability	reliability	NOUN
fbem-22279	125	12	of	of	ADP
fbem-22279	125	13	a	a	DET
fbem-22279	125	14	multi	multi	ADJ
fbem-22279	125	15	-	-	ADJ
fbem-22279	125	16	state	state	ADJ
fbem-22279	125	17	network	network	NOUN
fbem-22279	125	18	includes	include	VERB
fbem-22279	125	19	the	the	DET
fbem-22279	125	20	topology	topology	NOUN
fbem-22279	125	21	,	,	PUNCT
fbem-22279	125	22	the	the	DET
fbem-22279	125	23	maximum	maximum	ADJ
fbem-22279	125	24	capacity	capacity	NOUN
fbem-22279	125	25	of	of	ADP
fbem-22279	125	26	each	each	DET
fbem-22279	125	27	edge	edge	NOUN
fbem-22279	125	28	and	and	CCONJ
fbem-22279	125	29	the	the	DET
fbem-22279	125	30	corresponding	correspond	VERB
fbem-22279	125	31	state	state	NOUN
fbem-22279	125	32	probability	probability	NOUN
fbem-22279	125	33	distribution	distribution	NOUN
fbem-22279	125	34	.	.	PUNCT
fbem-22279	126	1	this	this	DET
fbem-22279	126	2	information	information	NOUN
fbem-22279	126	3	is	be	AUX
fbem-22279	126	4	transformed	transform	VERB
fbem-22279	126	5	into	into	ADP
fbem-22279	126	6	data	datum	NOUN
fbem-22279	126	7	that	that	PRON
fbem-22279	126	8	can	can	AUX
fbem-22279	126	9	be	be	AUX
fbem-22279	126	10	recognized	recognize	VERB
fbem-22279	126	11	by	by	ADP
fbem-22279	126	12	the	the	DET
fbem-22279	126	13	dnn	dnn	PROPN
fbem-22279	126	14	model	model	NOUN
fbem-22279	126	15	through	through	ADP
fbem-22279	126	16	the	the	DET
fbem-22279	126	17	following	follow	VERB
fbem-22279	126	18	operations	operation	NOUN
fbem-22279	126	19	:	:	PUNCT
fbem-22279	126	20	suppose	suppose	VERB
fbem-22279	126	21	there	there	PRON
fbem-22279	126	22	are	be	VERB
fbem-22279	126	23	two	two	NUM
fbem-22279	126	24	topologies	topology	NOUN
fbem-22279	126	25	as	as	SCONJ
fbem-22279	126	26	shown	show	VERB
fbem-22279	126	27	in	in	ADP
fbem-22279	126	28	figure	figure	NOUN
fbem-22279	126	29	3	3	NUM
fbem-22279	126	30	.	.	PUNCT
fbem-22279	127	1	the	the	DET
fbem-22279	127	2	topology	topology	NOUN
fbem-22279	127	3	,	,	PUNCT
fbem-22279	127	4	the	the	DET
fbem-22279	127	5	maximum	maximum	ADJ
fbem-22279	127	6	capacity	capacity	NOUN
fbem-22279	127	7	of	of	ADP
fbem-22279	127	8	the	the	DET
fbem-22279	127	9	arc	arc	NOUN
fbem-22279	127	10	and	and	CCONJ
fbem-22279	127	11	the	the	DET
fbem-22279	127	12	state	state	NOUN
fbem-22279	127	13	probability	probability	NOUN
fbem-22279	127	14	distribution	distribution	NOUN
fbem-22279	127	15	are	be	AUX
fbem-22279	127	16	known	know	VERB
fbem-22279	127	17	.	.	PUNCT
fbem-22279	128	1	network	network	NOUN
fbem-22279	128	2	topology	topology	NOUN
fbem-22279	128	3	1	1	NUM
fbem-22279	128	4	2	2	NUM
fbem-22279	128	5	4	4	NUM
fbem-22279	128	6	3	3	NUM
fbem-22279	128	7	e1	e1	NOUN
fbem-22279	128	8	e2	e2	PROPN
fbem-22279	128	9	e3	e3	NOUN
fbem-22279	128	10	e4	e4	PROPN
fbem-22279	128	11	e5	e5	PROPN
fbem-22279	128	12	association	association	NOUN
fbem-22279	128	13	matrix	matrix	NOUN
fbem-22279	128	14	(	(	PUNCT
fbem-22279	128	15	a	a	X
fbem-22279	128	16	)	)	PUNCT
fbem-22279	128	17	a1=	a1=	ADJ
fbem-22279	128	18	0	0	NUM
fbem-22279	128	19	1	1	NUM
fbem-22279	128	20	1	1	NUM
fbem-22279	128	21	0	0	NUM
fbem-22279	128	22	0	0	NUM
fbem-22279	128	23	0	0	NUM
fbem-22279	128	24	1	1	NUM
fbem-22279	128	25	1	1	NUM
fbem-22279	128	26	0	0	NUM
fbem-22279	128	27	0	0	NUM
fbem-22279	128	28	0	0	NUM
fbem-22279	128	29	1	1	NUM
fbem-22279	128	30	0	0	NUM
fbem-22279	128	31	0	0	NUM
fbem-22279	128	32	0	0	NUM
fbem-22279	128	33	0	0	NUM
fbem-22279	128	34			NOUN
fbem-22279	128	35			PROPN
fbem-22279	128	36			PROPN
fbem-22279	129	1			PROPN
fbem-22279	130	1			PROPN
fbem-22279	131	1			INTJ
fbem-22279	132	1			PROPN
fbem-22279	133	1			INTJ
fbem-22279	134	1			PROPN
fbem-22279	134	2			PROPN
fbem-22279	135	1			PROPN
fbem-22279	135	2			NOUN
fbem-22279	135	3	maximum	maximum	ADJ
fbem-22279	135	4	capacity	capacity	NOUN
fbem-22279	135	5	of	of	ADP
fbem-22279	135	6	the	the	DET
fbem-22279	135	7	arc	arc	NOUN
fbem-22279	135	8	(	(	PUNCT
fbem-22279	135	9	w	w	NOUN
fbem-22279	135	10	)	)	PUNCT
fbem-22279	135	11	w1	w1	NOUN
fbem-22279	135	12	=	=	SYM
fbem-22279	135	13	(	(	PUNCT
fbem-22279	135	14	4	4	NUM
fbem-22279	135	15	3	3	NUM
fbem-22279	135	16	2	2	NUM
fbem-22279	135	17	3	3	NUM
fbem-22279	135	18	2	2	NUM
fbem-22279	135	19	)	)	PUNCT
fbem-22279	135	20	capacity	capacity	NOUN
fbem-22279	135	21	state	state	NOUN
fbem-22279	135	22	probability	probability	NOUN
fbem-22279	135	23	distribution	distribution	NOUN
fbem-22279	135	24	(	(	PUNCT
fbem-22279	135	25	p	p	NOUN
fbem-22279	135	26	)	)	PUNCT
fbem-22279	135	27	p1=	p1=	NOUN
fbem-22279	135	28	0.1	0.1	NUM
fbem-22279	135	29	0.2	0.2	NUM
fbem-22279	135	30	0.2	0.2	NUM
fbem-22279	135	31	0.2	0.2	NUM
fbem-22279	135	32	0.3	0.3	NUM
fbem-22279	135	33	0.1	0.1	NUM
fbem-22279	135	34	0.2	0.2	NUM
fbem-22279	135	35	0.3	0.3	NUM
fbem-22279	135	36	0.4	0.4	NUM
fbem-22279	135	37	0	0	NUM
fbem-22279	135	38	0.1	0.1	NUM
fbem-22279	135	39	0.4	0.4	NUM
fbem-22279	135	40	0.5	0.5	NUM
fbem-22279	135	41	0	0	NUM
fbem-22279	135	42	0	0	NUM
fbem-22279	135	43	0.1	0.1	NUM
fbem-22279	135	44	0.2	0.2	NUM
fbem-22279	135	45	0.3	0.3	NUM
fbem-22279	135	46	0.4	0.4	NUM
fbem-22279	135	47	0	0	NUM
fbem-22279	135	48	0.2	0.2	NUM
fbem-22279	135	49	0.4	0.4	NUM
fbem-22279	135	50	0.4	0.4	NUM
fbem-22279	135	51	0	0	NUM
fbem-22279	135	52	0	0	NUM
fbem-22279	136	1			NOUN
fbem-22279	137	1			PROPN
fbem-22279	138	1			PROPN
fbem-22279	139	1			PROPN
fbem-22279	140	1			PROPN
fbem-22279	141	1			INTJ
fbem-22279	142	1			PROPN
fbem-22279	143	1			INTJ
fbem-22279	144	1			PROPN
fbem-22279	145	1			INTJ
fbem-22279	146	1			PROPN
fbem-22279	147	1			INTJ
fbem-22279	148	1			PROPN
fbem-22279	148	2			PROPN
fbem-22279	149	1			PROPN
fbem-22279	149	2			NOUN
fbem-22279	149	3	figure	figure	VERB
fbem-22279	149	4	3	3	NUM
fbem-22279	149	5	.	.	PUNCT
fbem-22279	149	6	network	network	NOUN
fbem-22279	149	7	topology	topology	NOUN
fbem-22279	149	8	for	for	ADP
fbem-22279	149	9	the	the	DET
fbem-22279	149	10	association	association	NOUN
fbem-22279	149	11	matrix	matrix	NOUN
fbem-22279	149	12	a	a	PRON
fbem-22279	149	13	,	,	PUNCT
fbem-22279	149	14	the	the	DET
fbem-22279	149	15	internal	internal	ADJ
fbem-22279	149	16	element	element	NOUN
fbem-22279	149	17	aij	aij	PROPN
fbem-22279	149	18	=	=	SYM
fbem-22279	149	19	1	1	NUM
fbem-22279	149	20	means	mean	VERB
fbem-22279	149	21	that	that	SCONJ
fbem-22279	149	22	the	the	DET
fbem-22279	149	23	i	i	PROPN
fbem-22279	149	24	-	-	PUNCT
fbem-22279	149	25	th	th	X
fbem-22279	149	26	node	node	NOUN
fbem-22279	149	27	is	be	AUX
fbem-22279	149	28	connected	connect	VERB
fbem-22279	149	29	to	to	ADP
fbem-22279	149	30	the	the	DET
fbem-22279	149	31	j	j	PROPN
fbem-22279	149	32	-	-	PUNCT
fbem-22279	149	33	th	th	VERB
fbem-22279	149	34	node	node	NOUN
fbem-22279	149	35	.	.	PUNCT
fbem-22279	150	1	for	for	ADP
fbem-22279	150	2	the	the	DET
fbem-22279	150	3	202	202	NUM
fbem-22279	150	4	maximum	maximum	ADJ
fbem-22279	150	5	capacity	capacity	NOUN
fbem-22279	150	6	vector	vector	NOUN
fbem-22279	150	7	w=	w=	PROPN
fbem-22279	150	8	(	(	PUNCT
fbem-22279	150	9	w1	w1	NOUN
fbem-22279	150	10	,	,	PUNCT
fbem-22279	150	11	w2,	w2,	PROPN
fbem-22279	150	12	...	...	PUNCT
fbem-22279	150	13	,wm	,wm	PUNCT
fbem-22279	150	14	)	)	PUNCT
fbem-22279	150	15	,	,	PUNCT
fbem-22279	150	16	where	where	SCONJ
fbem-22279	150	17	wi	wi	PROPN
fbem-22279	150	18	denotes	denote	VERB
fbem-22279	150	19	the	the	DET
fbem-22279	150	20	maximum	maximum	ADJ
fbem-22279	150	21	capacity	capacity	NOUN
fbem-22279	150	22	of	of	ADP
fbem-22279	150	23	arc	arc	NOUN
fbem-22279	150	24	ei	ei	PROPN
fbem-22279	150	25	.	.	PROPN
fbem-22279	151	1	for	for	ADP
fbem-22279	151	2	a	a	DET
fbem-22279	151	3	state	state	NOUN
fbem-22279	151	4	probability	probability	NOUN
fbem-22279	151	5	distribution	distribution	NOUN
fbem-22279	151	6	p	p	NOUN
fbem-22279	151	7	,	,	PUNCT
fbem-22279	151	8	the	the	DET
fbem-22279	151	9	i	i	PROPN
fbem-22279	151	10	-	-	PUNCT
fbem-22279	151	11	th	th	X
fbem-22279	151	12	row	row	NOUN
fbem-22279	151	13	(	(	PUNCT
fbem-22279	151	14	0	0	NUM
fbem-22279	151	15	≤	≤	NUM
fbem-22279	151	16	i	i	X
fbem-22279	151	17	≤	≤	NOUN
fbem-22279	151	18	m	m	VERB
fbem-22279	151	19	)	)	PUNCT
fbem-22279	151	20	in	in	ADP
fbem-22279	151	21	p	p	NOUN
fbem-22279	151	22	denotes	denote	VERB
fbem-22279	151	23	the	the	DET
fbem-22279	151	24	probability	probability	NOUN
fbem-22279	151	25	of	of	ADP
fbem-22279	151	26	the	the	DET
fbem-22279	151	27	capacity	capacity	NOUN
fbem-22279	151	28	distribution	distribution	NOUN
fbem-22279	151	29	corresponding	correspond	VERB
fbem-22279	151	30	to	to	AUX
fbem-22279	151	31	arc	arc	VERB
fbem-22279	151	32	ei	ei	PROPN
fbem-22279	151	33	.	.	PUNCT
fbem-22279	152	1	for	for	ADP
fbem-22279	152	2	example	example	NOUN
fbem-22279	152	3	,	,	PUNCT
fbem-22279	152	4	in	in	ADP
fbem-22279	152	5	the	the	DET
fbem-22279	152	6	first	first	ADJ
fbem-22279	152	7	network	network	NOUN
fbem-22279	152	8	,	,	PUNCT
fbem-22279	152	9	the	the	DET
fbem-22279	152	10	maximum	maximum	ADJ
fbem-22279	152	11	capacity	capacity	NOUN
fbem-22279	152	12	of	of	ADP
fbem-22279	152	13	e1	e1	NOUN
fbem-22279	152	14	is	be	AUX
fbem-22279	152	15	4	4	NUM
fbem-22279	152	16	,	,	PUNCT
fbem-22279	152	17	then	then	ADV
fbem-22279	152	18	the	the	DET
fbem-22279	152	19	probabilities	probability	NOUN
fbem-22279	152	20	corresponding	correspond	VERB
fbem-22279	152	21	to	to	ADP
fbem-22279	152	22	the	the	DET
fbem-22279	152	23	capacities	capacity	NOUN
fbem-22279	152	24	0	0	NUM
fbem-22279	152	25	,	,	PUNCT
fbem-22279	152	26	1	1	NUM
fbem-22279	152	27	,	,	PUNCT
fbem-22279	152	28	2	2	NUM
fbem-22279	152	29	,	,	PUNCT
fbem-22279	152	30	3	3	NUM
fbem-22279	152	31	,	,	PUNCT
fbem-22279	152	32	4	4	NUM
fbem-22279	152	33	of	of	ADP
fbem-22279	152	34	e1	e1	NOUN
fbem-22279	152	35	are	be	AUX
fbem-22279	152	36	0.1	0.1	NUM
fbem-22279	152	37	,	,	PUNCT
fbem-22279	152	38	0.2	0.2	NUM
fbem-22279	152	39	,	,	PUNCT
fbem-22279	152	40	0.2	0.2	NUM
fbem-22279	152	41	,	,	PUNCT
fbem-22279	152	42	0.2	0.2	NUM
fbem-22279	152	43	,	,	PUNCT
fbem-22279	152	44	0.3	0.3	NUM
fbem-22279	152	45	.	.	NOUN
fbem-22279	152	46	3.2	3.2	NUM
fbem-22279	152	47	.	.	PUNCT
fbem-22279	153	1	training	training	NOUN
fbem-22279	153	2	set	set	NOUN
fbem-22279	153	3	and	and	CCONJ
fbem-22279	153	4	test	test	NOUN
fbem-22279	153	5	set	set	VERB
fbem-22279	153	6	to	to	PART
fbem-22279	153	7	obtain	obtain	VERB
fbem-22279	153	8	real	real	ADJ
fbem-22279	153	9	-	-	PUNCT
fbem-22279	153	10	time	time	NOUN
fbem-22279	153	11	network	network	NOUN
fbem-22279	153	12	reliability	reliability	NOUN
fbem-22279	153	13	when	when	SCONJ
fbem-22279	153	14	the	the	DET
fbem-22279	153	15	network	network	NOUN
fbem-22279	153	16	is	be	AUX
fbem-22279	153	17	varying	vary	VERB
fbem-22279	153	18	rapidly	rapidly	ADV
fbem-22279	153	19	,	,	PUNCT
fbem-22279	153	20	a	a	DET
fbem-22279	153	21	deep	deep	ADJ
fbem-22279	153	22	learning	learning	NOUN
fbem-22279	153	23	model	model	NOUN
fbem-22279	153	24	is	be	AUX
fbem-22279	153	25	used	use	VERB
fbem-22279	153	26	for	for	ADP
fbem-22279	153	27	reliability	reliability	NOUN
fbem-22279	153	28	prediction	prediction	NOUN
fbem-22279	153	29	.	.	PUNCT
fbem-22279	154	1	in	in	ADP
fbem-22279	154	2	order	order	NOUN
fbem-22279	154	3	to	to	PART
fbem-22279	154	4	predict	predict	VERB
fbem-22279	154	5	reliability	reliability	NOUN
fbem-22279	154	6	index	index	NOUN
fbem-22279	154	7	more	more	ADV
fbem-22279	154	8	precisely	precisely	ADV
fbem-22279	154	9	,	,	PUNCT
fbem-22279	154	10	a	a	DET
fbem-22279	154	11	massive	massive	ADJ
fbem-22279	154	12	number	number	NOUN
fbem-22279	154	13	of	of	ADP
fbem-22279	154	14	samples	sample	NOUN
fbem-22279	154	15	are	be	AUX
fbem-22279	154	16	needed	need	VERB
fbem-22279	154	17	for	for	ADP
fbem-22279	154	18	training	training	NOUN
fbem-22279	154	19	.	.	PUNCT
fbem-22279	155	1	in	in	ADP
fbem-22279	155	2	this	this	DET
fbem-22279	155	3	study	study	NOUN
fbem-22279	155	4	,	,	PUNCT
fbem-22279	155	5	10,000	10,000	NUM
fbem-22279	155	6	training	training	NOUN
fbem-22279	155	7	samples	sample	NOUN
fbem-22279	155	8	were	be	AUX
fbem-22279	155	9	generated	generate	VERB
fbem-22279	155	10	with	with	ADP
fbem-22279	155	11	matlab	matlab	PROPN
fbem-22279	155	12	,	,	PUNCT
fbem-22279	155	13	and	and	CCONJ
fbem-22279	155	14	the	the	DET
fbem-22279	155	15	steps	step	NOUN
fbem-22279	155	16	to	to	PART
fbem-22279	155	17	generate	generate	VERB
fbem-22279	155	18	a	a	DET
fbem-22279	155	19	training	training	NOUN
fbem-22279	155	20	sample	sample	NOUN
fbem-22279	155	21	are	be	AUX
fbem-22279	155	22	shown	show	VERB
fbem-22279	155	23	below	below	ADP
fbem-22279	155	24	:	:	PUNCT
fbem-22279	155	25	(	(	PUNCT
fbem-22279	155	26	1	1	X
fbem-22279	155	27	)	)	PUNCT
fbem-22279	155	28	suppose	suppose	VERB
fbem-22279	155	29	the	the	DET
fbem-22279	155	30	number	number	NOUN
fbem-22279	155	31	of	of	ADP
fbem-22279	155	32	network	network	NOUN
fbem-22279	155	33	nodes	node	NOUN
fbem-22279	155	34	is	be	AUX
fbem-22279	155	35	n	n	CCONJ
fbem-22279	155	36	,	,	PUNCT
fbem-22279	155	37	and	and	CCONJ
fbem-22279	155	38	the	the	DET
fbem-22279	155	39	association	association	NOUN
fbem-22279	155	40	matrix	matrix	NOUN
fbem-22279	155	41	a	a	PRON
fbem-22279	155	42	with	with	ADP
fbem-22279	155	43	n	n	PRON
fbem-22279	155	44	×	×	NOUN
fbem-22279	155	45	n	n	NUM
fbem-22279	155	46	is	be	AUX
fbem-22279	155	47	generated	generate	VERB
fbem-22279	155	48	.	.	PUNCT
fbem-22279	156	1	a=	a=	VERB
fbem-22279	156	2	11	11	NUM
fbem-22279	156	3	1n	1n	NUM
fbem-22279	156	4	n1	n1	PROPN
fbem-22279	156	5	nn	nn	PROPN
fbem-22279	156	6	a	a	DET
fbem-22279	156	7	a	a	DET
fbem-22279	156	8	a	a	DET
fbem-22279	156	9	a	a	DET
fbem-22279	156	10			NOUN
fbem-22279	157	1			NOUN
fbem-22279	158	1			PROPN
fbem-22279	159	1			PROPN
fbem-22279	160	1			PROPN
fbem-22279	161	1			INTJ
fbem-22279	162	1			PROPN
fbem-22279	162	2			PROPN
fbem-22279	163	1			ADJ
fbem-22279	163	2			NOUN
fbem-22279	163	3	where	where	SCONJ
fbem-22279	163	4	aij	aij	PROPN
fbem-22279	163	5	=	=	SYM
fbem-22279	163	6	0	0	NUM
fbem-22279	163	7	or	or	CCONJ
fbem-22279	163	8	1	1	NUM
fbem-22279	163	9	,	,	PUNCT
fbem-22279	163	10	aij	aij	PROPN
fbem-22279	163	11	=	=	SYM
fbem-22279	163	12	1	1	NUM
fbem-22279	163	13	means	mean	VERB
fbem-22279	163	14	flow	flow	NOUN
fbem-22279	163	15	from	from	ADP
fbem-22279	163	16	the	the	DET
fbem-22279	163	17	i	i	PROPN
fbem-22279	163	18	-	-	PUNCT
fbem-22279	163	19	th	th	X
fbem-22279	163	20	node	node	NOUN
fbem-22279	163	21	to	to	ADP
fbem-22279	163	22	the	the	DET
fbem-22279	163	23	j	j	PROPN
fbem-22279	163	24	-	-	PUNCT
fbem-22279	163	25	th	th	X
fbem-22279	163	26	node	node	NOUN
fbem-22279	163	27	,	,	PUNCT
fbem-22279	163	28	and	and	CCONJ
fbem-22279	163	29	aij	aij	PROPN
fbem-22279	163	30	=	=	SYM
fbem-22279	163	31	0	0	NUM
fbem-22279	163	32	means	mean	VERB
fbem-22279	163	33	the	the	DET
fbem-22279	163	34	i	i	PROPN
fbem-22279	163	35	-	-	PUNCT
fbem-22279	163	36	th	th	X
fbem-22279	163	37	node	node	NOUN
fbem-22279	163	38	is	be	AUX
fbem-22279	163	39	unconnected	unconnected	ADJ
fbem-22279	163	40	to	to	ADP
fbem-22279	163	41	the	the	DET
fbem-22279	163	42	j	j	PROPN
fbem-22279	163	43	-	-	PUNCT
fbem-22279	163	44	th	th	VERB
fbem-22279	163	45	node	node	NOUN
fbem-22279	163	46	.	.	PUNCT
fbem-22279	164	1	the	the	DET
fbem-22279	164	2	matrix	matrix	NOUN
fbem-22279	164	3	a	a	DET
fbem-22279	164	4	satisfies	satisfie	NOUN
fbem-22279	164	5	1	1	NUM
fbem-22279	164	6	1	1	NUM
fbem-22279	164	7	=	=	SYM
fbem-22279	164	8	n	n	NOUN
fbem-22279	164	9	n	n	ADV
fbem-22279	165	1	ij	ij	INTJ
fbem-22279	166	1	i	i	INTJ
fbem-22279	166	2	j	j	PROPN
fbem-22279	166	3	m	m	VERB
fbem-22279	166	4	a	a	DET
fbem-22279	166	5			NOUN
fbem-22279	167	1			ADJ
fbem-22279	167	2			NOUN
fbem-22279	167	3	.	.	PUNCT
fbem-22279	168	1	(	(	PUNCT
fbem-22279	168	2	2	2	X
fbem-22279	168	3	)	)	PUNCT
fbem-22279	168	4	first	first	ADV
fbem-22279	168	5	generate	generate	VERB
fbem-22279	168	6	the	the	DET
fbem-22279	168	7	maximum	maximum	ADJ
fbem-22279	168	8	capacity	capacity	NOUN
fbem-22279	168	9	vector	vector	NOUN
fbem-22279	168	10	w=(w1	w=(w1	NOUN
fbem-22279	168	11	,	,	PUNCT
fbem-22279	168	12	w2	w2	NOUN
fbem-22279	168	13	,	,	PUNCT
fbem-22279	168	14	…	…	NUM
fbem-22279	168	15	,	,	PUNCT
fbem-22279	168	16	wm	wm	PROPN
fbem-22279	168	17	)	)	PUNCT
fbem-22279	168	18	randomly	randomly	ADV
fbem-22279	168	19	,	,	PUNCT
fbem-22279	168	20	let	let	VERB
fbem-22279	168	21	v	v	NOUN
fbem-22279	168	22	=	=	SYM
fbem-22279	168	23	max(w1	max(w1	NOUN
fbem-22279	168	24	,	,	PUNCT
fbem-22279	168	25	w2	w2	NOUN
fbem-22279	168	26	,	,	PUNCT
fbem-22279	168	27	…	…	PUNCT
fbem-22279	168	28	,	,	PUNCT
fbem-22279	168	29	wm)+1	wm)+1	NOUN
fbem-22279	168	30	,	,	PUNCT
fbem-22279	168	31	and	and	CCONJ
fbem-22279	168	32	then	then	ADV
fbem-22279	168	33	generate	generate	VERB
fbem-22279	168	34	the	the	DET
fbem-22279	168	35	probability	probability	NOUN
fbem-22279	168	36	distribution	distribution	NOUN
fbem-22279	168	37	matrix	matrix	NOUN
fbem-22279	168	38	p	p	NOUN
fbem-22279	168	39	of	of	ADP
fbem-22279	168	40	m	m	PROPN
fbem-22279	168	41	×	×	NOUN
fbem-22279	168	42	v.	v.	ADP
fbem-22279	168	43	p	p	NOUN
fbem-22279	169	1	=	=	NOUN
fbem-22279	169	2	11	11	NUM
fbem-22279	169	3	1	1	NUM
fbem-22279	169	4	1	1	NUM
fbem-22279	169	5	v	v	NUM
fbem-22279	169	6	m	m	NOUN
fbem-22279	169	7	mv	mv	NOUN
fbem-22279	169	8	p	p	NOUN
fbem-22279	169	9	p	p	X
fbem-22279	169	10	p	p	PROPN
fbem-22279	169	11	p	p	PROPN
fbem-22279	169	12			NOUN
fbem-22279	169	13			PROPN
fbem-22279	170	1			PROPN
fbem-22279	171	1			PROPN
fbem-22279	172	1			PROPN
fbem-22279	173	1			INTJ
fbem-22279	174	1			PROPN
fbem-22279	174	2			PROPN
fbem-22279	175	1			ADJ
fbem-22279	175	2			NOUN
fbem-22279	175	3	where	where	SCONJ
fbem-22279	175	4	pij	pij	VERB
fbem-22279	175	5	=	=	NOUN
fbem-22279	175	6	0	0	NUM
fbem-22279	175	7	when	when	SCONJ
fbem-22279	175	8	wi+1	wi+1	X
fbem-22279	175	9	<	<	X
fbem-22279	175	10	j	j	PROPN
fbem-22279	175	11	≤	≤	PROPN
fbem-22279	175	12	v.	v.	CCONJ
fbem-22279	175	13	(	(	PUNCT
fbem-22279	175	14	3	3	X
fbem-22279	175	15	)	)	PUNCT
fbem-22279	175	16	generate	generate	VERB
fbem-22279	175	17	the	the	DET
fbem-22279	175	18	demand	demand	NOUN
fbem-22279	175	19	as	as	ADP
fbem-22279	175	20	d	d	NOUN
fbem-22279	175	21	,	,	PUNCT
fbem-22279	175	22	calculate	calculate	NOUN
fbem-22279	175	23	rd	rd	PROPN
fbem-22279	175	24	with	with	ADP
fbem-22279	175	25	algorithm	algorithm	NOUN
fbem-22279	175	26	1	1	NUM
fbem-22279	175	27	.	.	PUNCT
fbem-22279	176	1	(	(	PUNCT
fbem-22279	176	2	4	4	X
fbem-22279	176	3	)	)	PUNCT
fbem-22279	176	4	expand	expand	VERB
fbem-22279	176	5	the	the	DET
fbem-22279	176	6	above	above	ADJ
fbem-22279	176	7	information	information	NOUN
fbem-22279	176	8	into	into	ADP
fbem-22279	176	9	a	a	DET
fbem-22279	176	10	one	one	NUM
fbem-22279	176	11	-	-	PUNCT
fbem-22279	176	12	dimensional	dimensional	ADJ
fbem-22279	176	13	array	array	NOUN
fbem-22279	176	14	:	:	PUNCT
fbem-22279	176	15	ωa	ωa	PROPN
fbem-22279	176	16	=	=	SYM
fbem-22279	177	1	[	[	X
fbem-22279	177	2	a11	a11	PROPN
fbem-22279	177	3	,	,	PUNCT
fbem-22279	177	4	a12	a12	PROPN
fbem-22279	177	5	,	,	PUNCT
fbem-22279	177	6	…	…	PUNCT
fbem-22279	177	7	,	,	PUNCT
fbem-22279	177	8	a1n	a1n	ADP
fbem-22279	177	9	,	,	PUNCT
fbem-22279	177	10	…	…	NUM
fbem-22279	177	11	,	,	PUNCT
fbem-22279	177	12	an1	an1	PROPN
fbem-22279	177	13	,	,	PUNCT
fbem-22279	177	14	an2	an2	PROPN
fbem-22279	177	15	,	,	PUNCT
fbem-22279	177	16	…	…	PUNCT
fbem-22279	177	17	,	,	PUNCT
fbem-22279	177	18	ann	ann	PROPN
fbem-22279	177	19	]	]	X
fbem-22279	178	1	w	w	PROPN
fbem-22279	178	2	=	=	PUNCT
fbem-22279	179	1	[	[	X
fbem-22279	179	2	w1	w1	NOUN
fbem-22279	179	3	,	,	PUNCT
fbem-22279	179	4	w2	w2	NOUN
fbem-22279	179	5	,	,	PUNCT
fbem-22279	179	6	…	…	PUNCT
fbem-22279	179	7	,	,	PUNCT
fbem-22279	179	8	wm	wm	X
fbem-22279	179	9	]	]	X
fbem-22279	179	10	ωp	ωp	NOUN
fbem-22279	179	11	=	=	PUNCT
fbem-22279	180	1	[	[	X
fbem-22279	180	2	p11	p11	NOUN
fbem-22279	180	3	,	,	PUNCT
fbem-22279	180	4	p12	p12	NOUN
fbem-22279	180	5	,	,	PUNCT
fbem-22279	180	6	…	…	PUNCT
fbem-22279	180	7	,	,	PUNCT
fbem-22279	180	8	p1v	p1v	X
fbem-22279	180	9	,	,	PUNCT
fbem-22279	180	10	…	…	NUM
fbem-22279	180	11	,	,	PUNCT
fbem-22279	180	12	pm1	pm1	PROPN
fbem-22279	180	13	,	,	PUNCT
fbem-22279	180	14	pm2	pm2	PROPN
fbem-22279	180	15	,	,	PUNCT
fbem-22279	180	16	…	…	PUNCT
fbem-22279	180	17	pmv	pmv	X
fbem-22279	180	18	]	]	X
fbem-22279	180	19	(	(	PUNCT
fbem-22279	180	20	5	5	X
fbem-22279	180	21	)	)	PUNCT
fbem-22279	180	22	combine	combine	VERB
fbem-22279	180	23	all	all	DET
fbem-22279	180	24	information	information	NOUN
fbem-22279	180	25	into	into	ADP
fbem-22279	180	26	one	one	NUM
fbem-22279	180	27	data	datum	NOUN
fbem-22279	180	28	sample	sample	NOUN
fbem-22279	180	29	:	:	PUNCT
fbem-22279	180	30	ωμ=[ωa	ωμ=[ωa	NOUN
fbem-22279	180	31	,	,	PUNCT
fbem-22279	180	32	w	w	PROPN
fbem-22279	180	33	,	,	PUNCT
fbem-22279	180	34	ωp	ωp	PROPN
fbem-22279	180	35	,	,	PUNCT
fbem-22279	180	36	d	d	PROPN
fbem-22279	180	37	,	,	PUNCT
fbem-22279	180	38	rd	rd	NOUN
fbem-22279	180	39	]	]	PUNCT
fbem-22279	180	40	.	.	PUNCT
fbem-22279	181	1	the	the	DET
fbem-22279	181	2	above	above	ADJ
fbem-22279	181	3	steps	step	NOUN
fbem-22279	181	4	(	(	PUNCT
fbem-22279	181	5	1)-(5	1)-(5	NUM
fbem-22279	181	6	)	)	PUNCT
fbem-22279	181	7	are	be	AUX
fbem-22279	181	8	repeated	repeat	VERB
fbem-22279	181	9	until	until	SCONJ
fbem-22279	181	10	a	a	DET
fbem-22279	181	11	sufficient	sufficient	ADJ
fbem-22279	181	12	number	number	NOUN
fbem-22279	181	13	of	of	ADP
fbem-22279	181	14	datasets	dataset	NOUN
fbem-22279	181	15	are	be	AUX
fbem-22279	181	16	generated	generate	VERB
fbem-22279	181	17	.	.	PUNCT
fbem-22279	182	1	in	in	ADP
fbem-22279	182	2	the	the	DET
fbem-22279	182	3	process	process	NOUN
fbem-22279	182	4	of	of	ADP
fbem-22279	182	5	generating	generate	VERB
fbem-22279	182	6	the	the	DET
fbem-22279	182	7	dataset	dataset	NOUN
fbem-22279	182	8	,	,	PUNCT
fbem-22279	182	9	the	the	DET
fbem-22279	182	10	correlation	correlation	NOUN
fbem-22279	182	11	matrix	matrix	NOUN
fbem-22279	182	12	describing	describe	VERB
fbem-22279	182	13	the	the	DET
fbem-22279	182	14	topology	topology	NOUN
fbem-22279	182	15	and	and	CCONJ
fbem-22279	182	16	the	the	DET
fbem-22279	182	17	dimensionality	dimensionality	NOUN
fbem-22279	182	18	of	of	ADP
fbem-22279	182	19	the	the	DET
fbem-22279	182	20	state	state	NOUN
fbem-22279	182	21	distribution	distribution	NOUN
fbem-22279	182	22	probability	probability	NOUN
fbem-22279	182	23	matrix	matrix	NOUN
fbem-22279	182	24	will	will	AUX
fbem-22279	182	25	be	be	AUX
fbem-22279	182	26	inconsistent	inconsistent	ADJ
fbem-22279	182	27	before	before	ADV
fbem-22279	182	28	and	and	CCONJ
fbem-22279	182	29	after	after	ADP
fbem-22279	182	30	the	the	DET
fbem-22279	182	31	change	change	NOUN
fbem-22279	182	32	of	of	ADP
fbem-22279	182	33	the	the	DET
fbem-22279	182	34	network	network	NOUN
fbem-22279	182	35	,	,	PUNCT
fbem-22279	182	36	therefore	therefore	ADV
fbem-22279	182	37	,	,	PUNCT
fbem-22279	182	38	the	the	DET
fbem-22279	182	39	operation	operation	NOUN
fbem-22279	182	40	of	of	ADP
fbem-22279	182	41	filling	fill	VERB
fbem-22279	182	42	in	in	ADP
fbem-22279	182	43	the	the	DET
fbem-22279	182	44	zeros	zero	NOUN
fbem-22279	182	45	is	be	AUX
fbem-22279	182	46	applied	apply	VERB
fbem-22279	182	47	to	to	PART
fbem-22279	182	48	make	make	VERB
fbem-22279	182	49	the	the	DET
fbem-22279	182	50	dimensionality	dimensionality	NOUN
fbem-22279	182	51	consistent	consistent	ADJ
fbem-22279	182	52	.	.	PUNCT
fbem-22279	183	1	take	take	VERB
fbem-22279	183	2	the	the	DET
fbem-22279	183	3	two	two	NUM
fbem-22279	183	4	network	network	NOUN
fbem-22279	183	5	structures	structure	NOUN
fbem-22279	183	6	in	in	ADP
fbem-22279	183	7	the	the	DET
fbem-22279	183	8	above	above	ADJ
fbem-22279	183	9	table	table	NOUN
fbem-22279	183	10	as	as	ADP
fbem-22279	183	11	an	an	DET
fbem-22279	183	12	example	example	NOUN
fbem-22279	183	13	.	.	PUNCT
fbem-22279	184	1	the	the	DET
fbem-22279	184	2	two	two	NUM
fbem-22279	184	3	network	network	NOUN
fbem-22279	184	4	structures	structure	NOUN
fbem-22279	184	5	in	in	ADP
fbem-22279	184	6	table	table	NOUN
fbem-22279	184	7	1	1	NUM
fbem-22279	184	8	above	above	ADV
fbem-22279	184	9	are	be	AUX
fbem-22279	184	10	used	use	VERB
fbem-22279	184	11	as	as	ADP
fbem-22279	184	12	examples	example	NOUN
fbem-22279	184	13	to	to	PART
fbem-22279	184	14	illustrate	illustrate	VERB
fbem-22279	184	15	.	.	PUNCT
fbem-22279	185	1	in	in	ADP
fbem-22279	185	2	figure	figure	NOUN
fbem-22279	185	3	3	3	NUM
fbem-22279	185	4	:	:	PUNCT
fbem-22279	185	5	ωa1	ωa1	NOUN
fbem-22279	185	6	=	=	PUNCT
fbem-22279	186	1	[	[	X
fbem-22279	186	2	0	0	NUM
fbem-22279	186	3	1	1	NUM
fbem-22279	186	4	1	1	NUM
fbem-22279	186	5	0	0	NUM
fbem-22279	186	6	0	0	NUM
fbem-22279	186	7	0	0	NUM
fbem-22279	186	8	1	1	NUM
fbem-22279	186	9	1	1	NUM
fbem-22279	186	10	0	0	NUM
fbem-22279	186	11	0	0	NUM
fbem-22279	186	12	0	0	NUM
fbem-22279	186	13	1	1	NUM
fbem-22279	186	14	0	0	NUM
fbem-22279	186	15	0	0	NUM
fbem-22279	186	16	0	0	NUM
fbem-22279	186	17	0	0	NUM
fbem-22279	186	18	]	]	PUNCT
fbem-22279	186	19	w1=	w1=	PROPN
fbem-22279	186	20	[	[	PUNCT
fbem-22279	186	21	4	4	NUM
fbem-22279	186	22	3	3	NUM
fbem-22279	186	23	2	2	NUM
fbem-22279	186	24	3	3	NUM
fbem-22279	186	25	2	2	NUM
fbem-22279	186	26	]	]	PUNCT
fbem-22279	186	27	ωp1	ωp1	NOUN
fbem-22279	186	28	=	=	PUNCT
fbem-22279	187	1	[	[	X
fbem-22279	187	2	0.1	0.1	NUM
fbem-22279	187	3	0.2	0.2	NUM
fbem-22279	187	4	0.2	0.2	NUM
fbem-22279	187	5	0.2	0.2	NUM
fbem-22279	187	6	0.3	0.3	NUM
fbem-22279	187	7	0.1	0.1	NUM
fbem-22279	187	8	0.2	0.2	NUM
fbem-22279	187	9	0.3	0.3	NUM
fbem-22279	187	10	0.4	0.4	NUM
fbem-22279	187	11	0	0	NUM
fbem-22279	187	12	0.1	0.1	NUM
fbem-22279	187	13	0.4	0.4	NUM
fbem-22279	187	14	0.5	0.5	NUM
fbem-22279	187	15	0	0	NUM
fbem-22279	187	16	0	0	NUM
fbem-22279	187	17	0.1	0.1	NUM
fbem-22279	187	18	0.2	0.2	NUM
fbem-22279	187	19	0.3	0.3	NUM
fbem-22279	187	20	0.4	0.4	NUM
fbem-22279	187	21	0	0	NUM
fbem-22279	187	22	0.2	0.2	NUM
fbem-22279	187	23	0.4	0.4	NUM
fbem-22279	187	24	0.4	0.4	NUM
fbem-22279	187	25	0	0	NUM
fbem-22279	187	26	0	0	NUM
fbem-22279	187	27	]	]	X
fbem-22279	187	28	the	the	DET
fbem-22279	187	29	above	above	ADJ
fbem-22279	187	30	ωa1	ωa1	NOUN
fbem-22279	187	31	with	with	ADP
fbem-22279	187	32	16	16	NUM
fbem-22279	187	33	elements	element	NOUN
fbem-22279	187	34	,	,	PUNCT
fbem-22279	187	35	w1	w1	NOUN
fbem-22279	187	36	with	with	ADP
fbem-22279	187	37	5	5	NUM
fbem-22279	187	38	elements	element	NOUN
fbem-22279	187	39	,	,	PUNCT
fbem-22279	187	40	and	and	CCONJ
fbem-22279	187	41	ωp1	ωp1	ADV
fbem-22279	187	42	with	with	ADP
fbem-22279	187	43	25	25	NUM
fbem-22279	187	44	elements	element	NOUN
fbem-22279	187	45	;	;	PUNCT
fbem-22279	187	46	but	but	CCONJ
fbem-22279	187	47	ωa2	ωa2	NOUN
fbem-22279	187	48	with	with	ADP
fbem-22279	187	49	25	25	NUM
fbem-22279	187	50	elements	element	NOUN
fbem-22279	187	51	,	,	PUNCT
fbem-22279	187	52	w2	w2	NOUN
fbem-22279	187	53	with	with	ADP
fbem-22279	187	54	7	7	NUM
fbem-22279	187	55	elements	element	NOUN
fbem-22279	187	56	,	,	PUNCT
fbem-22279	187	57	and	and	CCONJ
fbem-22279	187	58	ωp2	ωp2	NOUN
fbem-22279	187	59	with	with	ADP
fbem-22279	187	60	35	35	NUM
fbem-22279	187	61	elements	element	NOUN
fbem-22279	187	62	.	.	PUNCT
fbem-22279	188	1	therefore	therefore	ADV
fbem-22279	188	2	,	,	PUNCT
fbem-22279	188	3	9	9	NUM
fbem-22279	188	4	(	(	PUNCT
fbem-22279	188	5	25	25	NUM
fbem-22279	188	6	-	-	SYM
fbem-22279	188	7	16	16	NUM
fbem-22279	188	8	)	)	PUNCT
fbem-22279	188	9	zeros	zero	NOUN
fbem-22279	188	10	need	need	VERB
fbem-22279	188	11	to	to	PART
fbem-22279	188	12	be	be	AUX
fbem-22279	188	13	added	add	VERB
fbem-22279	188	14	after	after	ADP
fbem-22279	188	15	ωa1	ωa1	NOUN
fbem-22279	188	16	,	,	PUNCT
fbem-22279	188	17	2	2	NUM
fbem-22279	188	18	(	(	PUNCT
fbem-22279	188	19	7	7	NUM
fbem-22279	188	20	-	-	SYM
fbem-22279	188	21	5	5	NUM
fbem-22279	188	22	)	)	PUNCT
fbem-22279	188	23	zeros	zero	NOUN
fbem-22279	188	24	after	after	ADP
fbem-22279	188	25	w1	w1	NOUN
fbem-22279	188	26	,	,	PUNCT
fbem-22279	188	27	and	and	CCONJ
fbem-22279	188	28	10	10	NUM
fbem-22279	188	29	(	(	PUNCT
fbem-22279	188	30	35	35	NUM
fbem-22279	188	31	-	-	SYM
fbem-22279	188	32	25	25	NUM
fbem-22279	188	33	)	)	PUNCT
fbem-22279	188	34	zeros	zero	NOUN
fbem-22279	188	35	after	after	ADP
fbem-22279	188	36	ωp1	ωp1	ADV
fbem-22279	188	37	in	in	ADP
fbem-22279	188	38	such	such	DET
fbem-22279	188	39	a	a	DET
fbem-22279	188	40	way	way	NOUN
fbem-22279	188	41	that	that	PRON
fbem-22279	188	42	the	the	DET
fbem-22279	188	43	two	two	NUM
fbem-22279	188	44	different	different	ADJ
fbem-22279	188	45	structured	structured	ADJ
fbem-22279	188	46	networks	network	NOUN
fbem-22279	188	47	correspond	correspond	VERB
fbem-22279	188	48	to	to	ADP
fbem-22279	188	49	the	the	DET
fbem-22279	188	50	same	same	ADJ
fbem-22279	188	51	dimensionality	dimensionality	NOUN
fbem-22279	188	52	of	of	ADP
fbem-22279	188	53	the	the	DET
fbem-22279	188	54	data	datum	NOUN
fbem-22279	188	55	set	set	VERB
fbem-22279	188	56	ωμ	ωμ	NOUN
fbem-22279	188	57	.	.	PUNCT
fbem-22279	189	1	therefore	therefore	ADV
fbem-22279	189	2	,	,	PUNCT
fbem-22279	189	3	ωμ1=[ωa1,0,0,0,0,0	ωμ1=[ωa1,0,0,0,0,0	NOUN
fbem-22279	189	4	,	,	PUNCT
fbem-22279	189	5	0	0	NUM
fbem-22279	189	6	,	,	PUNCT
fbem-22279	189	7	0	0	NUM
fbem-22279	189	8	,	,	PUNCT
fbem-22279	189	9	0	0	NUM
fbem-22279	189	10	,	,	PUNCT
fbem-22279	189	11	0	0	NUM
fbem-22279	189	12	,	,	PUNCT
fbem-22279	189	13	w1,0	w1,0	PROPN
fbem-22279	189	14	,	,	PUNCT
fbem-22279	189	15	0	0	NUM
fbem-22279	189	16	,	,	PUNCT
fbem-22279	189	17	ωp1,0	ωp1,0	NOUN
fbem-22279	189	18	,	,	PUNCT
fbem-22279	189	19	0	0	NUM
fbem-22279	189	20	,	,	PUNCT
fbem-22279	189	21	0	0	NUM
fbem-22279	189	22	,	,	PUNCT
fbem-22279	189	23	0,0,0,0,0,0,0,d1,rd1	0,0,0,0,0,0,0,d1,rd1	PROPN
fbem-22279	189	24	]	]	PUNCT
fbem-22279	189	25	.	.	PUNCT
fbem-22279	190	1	with	with	SCONJ
fbem-22279	190	2	each	each	DET
fbem-22279	190	3	new	new	ADJ
fbem-22279	190	4	dataset	dataset	NOUN
fbem-22279	190	5	generated	generate	VERB
fbem-22279	190	6	,	,	PUNCT
fbem-22279	190	7	the	the	DET
fbem-22279	190	8	dimensionality	dimensionality	NOUN
fbem-22279	190	9	is	be	AUX
fbem-22279	190	10	compared	compare	VERB
fbem-22279	190	11	with	with	ADP
fbem-22279	190	12	all	all	DET
fbem-22279	190	13	the	the	DET
fbem-22279	190	14	datasets	dataset	NOUN
fbem-22279	190	15	already	already	ADV
fbem-22279	190	16	generated	generate	VERB
fbem-22279	190	17	before	before	ADV
fbem-22279	190	18	,	,	PUNCT
fbem-22279	190	19	and	and	CCONJ
fbem-22279	190	20	the	the	DET
fbem-22279	190	21	datasets	dataset	NOUN
fbem-22279	190	22	with	with	ADP
fbem-22279	190	23	smaller	small	ADJ
fbem-22279	190	24	dimensionality	dimensionality	NOUN
fbem-22279	190	25	are	be	AUX
fbem-22279	190	26	subjected	subject	VERB
fbem-22279	190	27	to	to	ADP
fbem-22279	190	28	a	a	DET
fbem-22279	190	29	zero	zero	NUM
fbem-22279	190	30	-	-	PUNCT
fbem-22279	190	31	fill	fill	NOUN
fbem-22279	190	32	operation	operation	NOUN
fbem-22279	190	33	according	accord	VERB
fbem-22279	190	34	to	to	ADP
fbem-22279	190	35	the	the	DET
fbem-22279	190	36	above	above	ADJ
fbem-22279	190	37	rules	rule	NOUN
fbem-22279	190	38	.	.	PUNCT
fbem-22279	191	1	all	all	DET
fbem-22279	191	2	the	the	DET
fbem-22279	191	3	generated	generate	VERB
fbem-22279	191	4	data	datum	NOUN
fbem-22279	191	5	are	be	AUX
fbem-22279	191	6	divided	divide	VERB
fbem-22279	191	7	into	into	ADP
fbem-22279	191	8	a	a	DET
fbem-22279	191	9	training	training	NOUN
fbem-22279	191	10	set	set	NOUN
fbem-22279	191	11	and	and	CCONJ
fbem-22279	191	12	a	a	DET
fbem-22279	191	13	test	test	NOUN
fbem-22279	191	14	set	set	NOUN
fbem-22279	191	15	.	.	PUNCT
fbem-22279	192	1	the	the	DET
fbem-22279	192	2	training	training	NOUN
fbem-22279	192	3	set	set	NOUN
fbem-22279	192	4	is	be	AUX
fbem-22279	192	5	fed	feed	VERB
fbem-22279	192	6	into	into	ADP
fbem-22279	192	7	the	the	DET
fbem-22279	192	8	dnn	dnn	PROPN
fbem-22279	192	9	model	model	NOUN
fbem-22279	192	10	for	for	ADP
fbem-22279	192	11	training	training	NOUN
fbem-22279	192	12	,	,	PUNCT
fbem-22279	192	13	and	and	CCONJ
fbem-22279	192	14	the	the	DET
fbem-22279	192	15	test	test	NOUN
fbem-22279	192	16	set	set	NOUN
fbem-22279	192	17	is	be	AUX
fbem-22279	192	18	used	use	VERB
fbem-22279	192	19	as	as	ADP
fbem-22279	192	20	a	a	DET
fbem-22279	192	21	validation	validation	NOUN
fbem-22279	192	22	to	to	PART
fbem-22279	192	23	evaluate	evaluate	VERB
fbem-22279	192	24	the	the	DET
fbem-22279	192	25	performance	performance	NOUN
fbem-22279	192	26	of	of	ADP
fbem-22279	192	27	the	the	DET
fbem-22279	192	28	dnn	dnn	PROPN
fbem-22279	192	29	model	model	NOUN
fbem-22279	192	30	.	.	PUNCT
fbem-22279	193	1	3.3	3.3	NUM
fbem-22279	193	2	.	.	PUNCT
fbem-22279	194	1	network	network	NOUN
fbem-22279	194	2	structure	structure	NOUN
fbem-22279	194	3	and	and	CCONJ
fbem-22279	194	4	parameters	parameter	NOUN
fbem-22279	194	5	of	of	ADP
fbem-22279	194	6	dnn	dnn	PROPN
fbem-22279	194	7	(	(	PUNCT
fbem-22279	194	8	1	1	NUM
fbem-22279	194	9	)	)	PUNCT
fbem-22279	194	10	network	network	NOUN
fbem-22279	194	11	structure	structure	NOUN
fbem-22279	194	12	in	in	ADP
fbem-22279	194	13	general	general	ADJ
fbem-22279	194	14	,	,	PUNCT
fbem-22279	194	15	the	the	PRON
fbem-22279	194	16	more	more	ADV
fbem-22279	194	17	the	the	DET
fbem-22279	194	18	number	number	NOUN
fbem-22279	194	19	of	of	ADP
fbem-22279	194	20	hidden	hidden	ADJ
fbem-22279	194	21	layers	layer	NOUN
fbem-22279	194	22	,	,	PUNCT
fbem-22279	194	23	the	the	PRON
fbem-22279	194	24	better	well	ADJ
fbem-22279	194	25	the	the	DET
fbem-22279	194	26	learning	learn	VERB
fbem-22279	194	27	ability	ability	NOUN
fbem-22279	194	28	of	of	ADP
fbem-22279	194	29	the	the	DET
fbem-22279	194	30	model	model	NOUN
fbem-22279	194	31	will	will	AUX
fbem-22279	194	32	be	be	AUX
fbem-22279	194	33	,	,	PUNCT
fbem-22279	194	34	but	but	CCONJ
fbem-22279	194	35	excessive	excessive	ADJ
fbem-22279	194	36	hidden	hidden	ADJ
fbem-22279	194	37	layers	layer	NOUN
fbem-22279	194	38	can	can	AUX
fbem-22279	194	39	cause	cause	VERB
fbem-22279	194	40	problems	problem	NOUN
fbem-22279	194	41	such	such	ADJ
fbem-22279	194	42	as	as	ADP
fbem-22279	194	43	training	training	NOUN
fbem-22279	194	44	difficulties	difficulty	NOUN
fbem-22279	194	45	and	and	CCONJ
fbem-22279	194	46	gradient	gradient	ADJ
fbem-22279	194	47	disappearance	disappearance	NOUN
fbem-22279	194	48	.	.	PUNCT
fbem-22279	195	1	(	(	PUNCT
fbem-22279	195	2	2	2	X
fbem-22279	195	3	)	)	PUNCT
fbem-22279	195	4	learning	learn	VERB
fbem-22279	195	5	rate	rate	NOUN
fbem-22279	195	6	the	the	PRON
fbem-22279	195	7	smaller	small	ADJ
fbem-22279	195	8	the	the	DET
fbem-22279	195	9	learning	learning	NOUN
fbem-22279	195	10	rate	rate	NOUN
fbem-22279	195	11	,	,	PUNCT
fbem-22279	195	12	the	the	PRON
fbem-22279	195	13	slower	slow	ADJ
fbem-22279	195	14	the	the	DET
fbem-22279	195	15	change	change	NOUN
fbem-22279	195	16	rate	rate	NOUN
fbem-22279	195	17	of	of	ADP
fbem-22279	195	18	the	the	DET
fbem-22279	195	19	loss	loss	NOUN
fbem-22279	195	20	function	function	NOUN
fbem-22279	195	21	,	,	PUNCT
fbem-22279	195	22	leading	lead	VERB
fbem-22279	195	23	to	to	ADP
fbem-22279	195	24	overfitting	overfitte	VERB
fbem-22279	195	25	.	.	PUNCT
fbem-22279	196	1	however	however	ADV
fbem-22279	196	2	,	,	PUNCT
fbem-22279	196	3	a	a	DET
fbem-22279	196	4	large	large	ADJ
fbem-22279	196	5	learning	learning	NOUN
fbem-22279	196	6	rate	rate	NOUN
fbem-22279	196	7	leads	lead	VERB
fbem-22279	196	8	to	to	ADP
fbem-22279	196	9	gradient	gradient	NOUN
fbem-22279	196	10	explosion	explosion	NOUN
fbem-22279	196	11	,	,	PUNCT
fbem-22279	196	12	making	make	VERB
fbem-22279	196	13	it	it	PRON
fbem-22279	196	14	difficult	difficult	ADJ
fbem-22279	196	15	to	to	PART
fbem-22279	196	16	converge	converge	VERB
fbem-22279	196	17	the	the	DET
fbem-22279	196	18	model	model	NOUN
fbem-22279	196	19	.	.	PUNCT
fbem-22279	197	1	(	(	PUNCT
fbem-22279	197	2	3	3	X
fbem-22279	197	3	)	)	PUNCT
fbem-22279	197	4	epoch	epoch	NOUN
fbem-22279	197	5	and	and	CCONJ
fbem-22279	197	6	batch	batch	VERB
fbem-22279	197	7	size	size	NOUN
fbem-22279	197	8	in	in	ADP
fbem-22279	197	9	the	the	DET
fbem-22279	197	10	process	process	NOUN
fbem-22279	197	11	of	of	ADP
fbem-22279	197	12	model	model	NOUN
fbem-22279	197	13	training	training	NOUN
fbem-22279	197	14	,	,	PUNCT
fbem-22279	197	15	the	the	DET
fbem-22279	197	16	complete	complete	ADJ
fbem-22279	197	17	process	process	NOUN
fbem-22279	197	18	of	of	ADP
fbem-22279	197	19	running	run	VERB
fbem-22279	197	20	the	the	DET
fbem-22279	197	21	model	model	NOUN
fbem-22279	197	22	to	to	PART
fbem-22279	197	23	complete	complete	VERB
fbem-22279	197	24	a	a	DET
fbem-22279	197	25	forward	forward	ADJ
fbem-22279	197	26	and	and	CCONJ
fbem-22279	197	27	backward	backward	ADJ
fbem-22279	197	28	propagation	propagation	NOUN
fbem-22279	197	29	of	of	ADP
fbem-22279	197	30	all	all	DET
fbem-22279	197	31	the	the	DET
fbem-22279	197	32	data	data	NOUN
fbem-22279	197	33	is	be	AUX
fbem-22279	197	34	called	call	VERB
fbem-22279	197	35	an	an	DET
fbem-22279	197	36	epoch	epoch	NOUN
fbem-22279	197	37	.	.	PUNCT
fbem-22279	198	1	in	in	ADP
fbem-22279	198	2	the	the	DET
fbem-22279	198	3	process	process	NOUN
fbem-22279	198	4	of	of	ADP
fbem-22279	198	5	gradient	gradient	ADJ
fbem-22279	198	6	descent	descent	NOUN
fbem-22279	198	7	model	model	NOUN
fbem-22279	198	8	training	training	NOUN
fbem-22279	198	9	,	,	PUNCT
fbem-22279	198	10	the	the	DET
fbem-22279	198	11	neural	neural	ADJ
fbem-22279	198	12	network	network	NOUN
fbem-22279	198	13	gradually	gradually	ADV
fbem-22279	198	14	moves	move	VERB
fbem-22279	198	15	from	from	ADP
fbem-22279	198	16	an	an	DET
fbem-22279	198	17	unfitted	unfitted	ADJ
fbem-22279	198	18	state	state	NOUN
fbem-22279	198	19	to	to	ADP
fbem-22279	198	20	an	an	DET
fbem-22279	198	21	optimally	optimally	ADV
fbem-22279	198	22	fitted	fit	VERB
fbem-22279	198	23	state	state	NOUN
fbem-22279	198	24	,	,	PUNCT
fbem-22279	198	25	and	and	CCONJ
fbem-22279	198	26	then	then	ADV
fbem-22279	198	27	enters	enter	VERB
fbem-22279	198	28	an	an	DET
fbem-22279	198	29	overfitted	overfitted	ADJ
fbem-22279	198	30	state	state	NOUN
fbem-22279	198	31	after	after	ADP
fbem-22279	198	32	reaching	reach	VERB
fbem-22279	198	33	the	the	DET
fbem-22279	198	34	optimal	optimal	ADJ
fbem-22279	198	35	state	state	NOUN
fbem-22279	198	36	.	.	PUNCT
fbem-22279	199	1	therefore	therefore	ADV
fbem-22279	199	2	,	,	PUNCT
fbem-22279	199	3	the	the	DET
fbem-22279	199	4	epoch	epoch	NOUN
fbem-22279	199	5	is	be	AUX
fbem-22279	199	6	not	not	PART
fbem-22279	199	7	as	as	ADV
fbem-22279	199	8	large	large	ADJ
fbem-22279	199	9	as	as	ADP
fbem-22279	199	10	possible	possible	ADJ
fbem-22279	199	11	,	,	PUNCT
fbem-22279	199	12	but	but	CCONJ
fbem-22279	199	13	generally	generally	ADV
fbem-22279	199	14	between	between	ADP
fbem-22279	199	15	50	50	NUM
fbem-22279	199	16	and	and	CCONJ
fbem-22279	199	17	200	200	NUM
fbem-22279	199	18	.	.	PUNCT
fbem-22279	200	1	the	the	PRON
fbem-22279	200	2	more	more	ADV
fbem-22279	200	3	diverse	diverse	ADJ
fbem-22279	200	4	the	the	DET
fbem-22279	200	5	data	datum	NOUN
fbem-22279	200	6	,	,	PUNCT
fbem-22279	200	7	the	the	PRON
fbem-22279	200	8	larger	large	ADJ
fbem-22279	200	9	the	the	DET
fbem-22279	200	10	epoch	epoch	NOUN
fbem-22279	200	11	.	.	PUNCT
fbem-22279	201	1	when	when	SCONJ
fbem-22279	201	2	we	we	PRON
fbem-22279	201	3	deal	deal	VERB
fbem-22279	201	4	with	with	ADP
fbem-22279	201	5	larger	large	ADJ
fbem-22279	201	6	data	datum	NOUN
fbem-22279	201	7	sets	set	NOUN
fbem-22279	201	8	,	,	PUNCT
fbem-22279	201	9	feeding	feed	VERB
fbem-22279	201	10	the	the	DET
fbem-22279	201	11	network	network	NOUN
fbem-22279	201	12	with	with	ADP
fbem-22279	201	13	all	all	DET
fbem-22279	201	14	the	the	DET
fbem-22279	201	15	data	datum	NOUN
fbem-22279	201	16	at	at	ADP
fbem-22279	201	17	once	once	ADV
fbem-22279	201	18	does	do	AUX
fbem-22279	201	19	not	not	PART
fbem-22279	201	20	give	give	VERB
fbem-22279	201	21	good	good	ADJ
fbem-22279	201	22	training	training	NOUN
fbem-22279	201	23	results	result	NOUN
fbem-22279	201	24	.	.	PUNCT
fbem-22279	202	1	the	the	DET
fbem-22279	202	2	number	number	NOUN
fbem-22279	202	3	of	of	ADP
fbem-22279	202	4	samples	sample	NOUN
fbem-22279	202	5	in	in	ADP
fbem-22279	202	6	each	each	DET
fbem-22279	202	7	batch	batch	NOUN
fbem-22279	202	8	is	be	AUX
fbem-22279	202	9	called	call	VERB
fbem-22279	202	10	the	the	DET
fbem-22279	202	11	sample	sample	NOUN
fbem-22279	202	12	size	size	NOUN
fbem-22279	202	13	batchsize	batchsize	VERB
fbem-22279	202	14	.	.	PUNCT
fbem-22279	203	1	batchsize	batchsize	NOUN
fbem-22279	203	2	is	be	AUX
fbem-22279	203	3	one	one	NUM
fbem-22279	203	4	of	of	ADP
fbem-22279	203	5	the	the	DET
fbem-22279	203	6	important	important	ADJ
fbem-22279	203	7	neural	neural	ADJ
fbem-22279	203	8	network	network	NOUN
fbem-22279	203	9	hyperparameters	hyperparameter	NOUN
fbem-22279	203	10	and	and	CCONJ
fbem-22279	203	11	is	be	AUX
fbem-22279	203	12	generally	generally	ADV
fbem-22279	203	13	set	set	VERB
fbem-22279	203	14	at	at	ADP
fbem-22279	203	15	around	around	ADP
fbem-22279	203	16	50	50	NUM
fbem-22279	203	17	-	-	SYM
fbem-22279	203	18	400	400	NUM
fbem-22279	203	19	.	.	PUNCT
fbem-22279	204	1	(	(	PUNCT
fbem-22279	204	2	4	4	X
fbem-22279	204	3	)	)	PUNCT
fbem-22279	204	4	forward	forward	ADJ
fbem-22279	204	5	propagation	propagation	NOUN
fbem-22279	204	6	algorithm	algorithm	NOUN
fbem-22279	204	7	the	the	DET
fbem-22279	204	8	forward	forward	ADJ
fbem-22279	204	9	propagation	propagation	NOUN
fbem-22279	204	10	algorithm	algorithm	NOUN
fbem-22279	204	11	uses	use	VERB
fbem-22279	204	12	a	a	DET
fbem-22279	204	13	number	number	NOUN
fbem-22279	204	14	of	of	ADP
fbem-22279	204	15	weight	weight	NOUN
fbem-22279	204	16	coefficients	coefficient	NOUN
fbem-22279	204	17	matrix	matrix	NOUN
fbem-22279	204	18	w	w	NOUN
fbem-22279	204	19	,	,	PUNCT
fbem-22279	204	20	bias	bias	NOUN
fbem-22279	204	21	vector	vector	NOUN
fbem-22279	204	22	b	b	PROPN
fbem-22279	204	23	to	to	PART
fbem-22279	204	24	perform	perform	VERB
fbem-22279	204	25	a	a	DET
fbem-22279	204	26	series	series	NOUN
fbem-22279	204	27	of	of	ADP
fbem-22279	204	28	linear	linear	PROPN
fbem-22279	204	29	operations	operation	NOUN
fbem-22279	204	30	and	and	CCONJ
fbem-22279	204	31	activation	activation	NOUN
fbem-22279	204	32	operations	operation	NOUN
fbem-22279	204	33	with	with	ADP
fbem-22279	204	34	the	the	DET
fbem-22279	204	35	input	input	NOUN
fbem-22279	204	36	value	value	NOUN
fbem-22279	204	37	vector	vector	NOUN
fbem-22279	204	38	x.	x.	NOUN
fbem-22279	204	39	starting	start	VERB
fbem-22279	204	40	from	from	ADP
fbem-22279	204	41	the	the	DET
fbem-22279	204	42	input	input	NOUN
fbem-22279	204	43	layer	layer	NOUN
fbem-22279	204	44	,	,	PUNCT
fbem-22279	204	45	the	the	DET
fbem-22279	204	46	algorithm	algorithm	NOUN
fbem-22279	204	47	computes	compute	VERB
fbem-22279	204	48	backward	backward	ADJ
fbem-22279	204	49	layer	layer	NOUN
fbem-22279	204	50	by	by	ADP
fbem-22279	204	51	layer	layer	NOUN
fbem-22279	204	52	until	until	SCONJ
fbem-22279	204	53	it	it	PRON
fbem-22279	204	54	reaches	reach	VERB
fbem-22279	204	55	the	the	DET
fbem-22279	204	56	output	output	NOUN
fbem-22279	204	57	layer	layer	NOUN
fbem-22279	204	58	and	and	CCONJ
fbem-22279	204	59	obtains	obtain	VERB
fbem-22279	204	60	the	the	DET
fbem-22279	204	61	output	output	NOUN
fbem-22279	204	62	result	result	NOUN
fbem-22279	204	63	.	.	PUNCT
fbem-22279	205	1	(	(	PUNCT
fbem-22279	205	2	5	5	X
fbem-22279	205	3	)	)	PUNCT
fbem-22279	205	4	backward	backward	ADJ
fbem-22279	205	5	propagation	propagation	NOUN
fbem-22279	205	6	algorithm	algorithm	NOUN
fbem-22279	205	7	the	the	DET
fbem-22279	205	8	dnn	dnn	PROPN
fbem-22279	205	9	model	model	NOUN
fbem-22279	205	10	needs	need	VERB
fbem-22279	205	11	to	to	PART
fbem-22279	205	12	find	find	VERB
fbem-22279	205	13	the	the	DET
fbem-22279	205	14	appropriate	appropriate	ADJ
fbem-22279	205	15	linear	linear	ADJ
fbem-22279	205	16	coefficient	coefficient	NOUN
fbem-22279	205	17	matrix	matrix	NOUN
fbem-22279	205	18	w	w	NOUN
fbem-22279	205	19	and	and	CCONJ
fbem-22279	205	20	bias	bias	VERB
fbem-22279	205	21	vector	vector	NOUN
fbem-22279	205	22	b	b	PROPN
fbem-22279	205	23	for	for	ADP
fbem-22279	205	24	all	all	DET
fbem-22279	205	25	the	the	DET
fbem-22279	205	26	hidden	hidden	ADJ
fbem-22279	205	27	layers	layer	NOUN
fbem-22279	205	28	and	and	CCONJ
fbem-22279	205	29	output	output	NOUN
fbem-22279	205	30	layers	layer	NOUN
fbem-22279	205	31	,	,	PUNCT
fbem-22279	205	32	such	such	ADJ
fbem-22279	205	33	that	that	SCONJ
fbem-22279	205	34	the	the	DET
fbem-22279	205	35	output	output	NOUN
fbem-22279	205	36	computed	compute	VERB
fbem-22279	205	37	from	from	ADP
fbem-22279	205	38	all	all	DET
fbem-22279	205	39	the	the	DET
fbem-22279	205	40	input	input	NOUN
fbem-22279	205	41	test	test	NOUN
fbem-22279	205	42	data	datum	NOUN
fbem-22279	205	43	is	be	AUX
fbem-22279	205	44	as	as	ADV
fbem-22279	205	45	similar	similar	ADJ
fbem-22279	205	46	as	as	ADP
fbem-22279	205	47	possible	possible	ADJ
fbem-22279	205	48	to	to	ADP
fbem-22279	205	49	the	the	DET
fbem-22279	205	50	real	real	ADJ
fbem-22279	205	51	output	output	NOUN
fbem-22279	205	52	value	value	NOUN
fbem-22279	205	53	.	.	PUNCT
fbem-22279	206	1	(	(	PUNCT
fbem-22279	206	2	6	6	NUM
fbem-22279	206	3	)	)	PUNCT
fbem-22279	206	4	loss	loss	NOUN
fbem-22279	206	5	function	function	VERB
fbem-22279	206	6	the	the	DET
fbem-22279	206	7	process	process	NOUN
fbem-22279	206	8	of	of	ADP
fbem-22279	206	9	optimizing	optimize	VERB
fbem-22279	206	10	the	the	DET
fbem-22279	206	11	loss	loss	NOUN
fbem-22279	206	12	function	function	NOUN
fbem-22279	206	13	for	for	ADP
fbem-22279	206	14	extreme	extreme	ADJ
fbem-22279	206	15	value	value	NOUN
fbem-22279	206	16	solving	solving	NOUN
fbem-22279	206	17	is	be	AUX
fbem-22279	206	18	most	most	ADV
fbem-22279	206	19	commonly	commonly	ADV
fbem-22279	206	20	done	do	VERB
fbem-22279	206	21	iteratively	iteratively	ADV
fbem-22279	206	22	by	by	ADP
fbem-22279	206	23	gradient	gradient	ADJ
fbem-22279	206	24	203	203	NUM
fbem-22279	206	25	descent	descent	NOUN
fbem-22279	206	26	,	,	PUNCT
fbem-22279	206	27	but	but	CCONJ
fbem-22279	206	28	it	it	PRON
fbem-22279	206	29	can	can	AUX
fbem-22279	206	30	also	also	ADV
fbem-22279	206	31	be	be	AUX
fbem-22279	206	32	done	do	VERB
fbem-22279	206	33	by	by	ADP
fbem-22279	206	34	other	other	ADJ
fbem-22279	206	35	iterative	iterative	NOUN
fbem-22279	206	36	methods	method	NOUN
fbem-22279	206	37	such	such	ADJ
fbem-22279	206	38	as	as	ADP
fbem-22279	206	39	newton	newton	PROPN
fbem-22279	206	40	's	's	PART
fbem-22279	206	41	method	method	NOUN
fbem-22279	206	42	and	and	CCONJ
fbem-22279	206	43	newton	newton	PROPN
fbem-22279	206	44	-	-	PUNCT
fbem-22279	206	45	like	like	ADJ
fbem-22279	206	46	method	method	NOUN
fbem-22279	206	47	.	.	PUNCT
fbem-22279	207	1	before	before	ADP
fbem-22279	207	2	performing	perform	VERB
fbem-22279	207	3	the	the	DET
fbem-22279	207	4	dnn	dnn	PROPN
fbem-22279	207	5	backpropagation	backpropagation	NOUN
fbem-22279	207	6	algorithm	algorithm	PROPN
fbem-22279	207	7	,	,	PUNCT
fbem-22279	207	8	we	we	PRON
fbem-22279	207	9	need	need	VERB
fbem-22279	207	10	to	to	PART
fbem-22279	207	11	choose	choose	VERB
fbem-22279	207	12	a	a	DET
fbem-22279	207	13	loss	loss	NOUN
fbem-22279	207	14	function	function	NOUN
fbem-22279	207	15	to	to	PART
fbem-22279	207	16	measure	measure	VERB
fbem-22279	207	17	the	the	DET
fbem-22279	207	18	loss	loss	NOUN
fbem-22279	207	19	between	between	ADP
fbem-22279	207	20	the	the	DET
fbem-22279	207	21	output	output	NOUN
fbem-22279	207	22	calculated	calculate	VERB
fbem-22279	207	23	from	from	ADP
fbem-22279	207	24	the	the	DET
fbem-22279	207	25	training	training	NOUN
fbem-22279	207	26	samples	sample	NOUN
fbem-22279	207	27	and	and	CCONJ
fbem-22279	207	28	the	the	DET
fbem-22279	207	29	real	real	ADJ
fbem-22279	207	30	training	training	NOUN
fbem-22279	207	31	sample	sample	NOUN
fbem-22279	207	32	output	output	NOUN
fbem-22279	207	33	.	.	PUNCT
fbem-22279	208	1	then	then	ADV
fbem-22279	208	2	this	this	DET
fbem-22279	208	3	loss	loss	NOUN
fbem-22279	208	4	function	function	NOUN
fbem-22279	208	5	is	be	AUX
fbem-22279	208	6	optimized	optimize	VERB
fbem-22279	208	7	to	to	PART
fbem-22279	208	8	minimize	minimize	VERB
fbem-22279	208	9	the	the	DET
fbem-22279	208	10	extreme	extreme	ADJ
fbem-22279	208	11	value	value	NOUN
fbem-22279	208	12	process	process	NOUN
fbem-22279	208	13	,	,	PUNCT
fbem-22279	208	14	and	and	CCONJ
fbem-22279	208	15	the	the	DET
fbem-22279	208	16	backpropagation	backpropagation	NOUN
fbem-22279	208	17	is	be	AUX
fbem-22279	208	18	continuously	continuously	ADV
fbem-22279	208	19	updated	update	VERB
fbem-22279	208	20	for	for	ADP
fbem-22279	208	21	a	a	DET
fbem-22279	208	22	series	series	NOUN
fbem-22279	208	23	of	of	ADP
fbem-22279	208	24	linear	linear	PROPN
fbem-22279	208	25	coefficient	coefficient	NOUN
fbem-22279	208	26	matrices	matrice	VERB
fbem-22279	208	27	w	w	PROPN
fbem-22279	208	28	,	,	PUNCT
fbem-22279	208	29	bias	bias	NOUN
fbem-22279	208	30	vector	vector	PROPN
fbem-22279	208	31	b.	b.	PROPN
fbem-22279	209	1	the	the	DET
fbem-22279	209	2	training	training	NOUN
fbem-22279	209	3	set	set	NOUN
fbem-22279	209	4	is	be	AUX
fbem-22279	209	5	fed	feed	VERB
fbem-22279	209	6	into	into	ADP
fbem-22279	209	7	the	the	DET
fbem-22279	209	8	dnn	dnn	PROPN
fbem-22279	209	9	model	model	NOUN
fbem-22279	209	10	for	for	ADP
fbem-22279	209	11	training	training	NOUN
fbem-22279	209	12	,	,	PUNCT
fbem-22279	209	13	and	and	CCONJ
fbem-22279	209	14	then	then	ADV
fbem-22279	209	15	the	the	DET
fbem-22279	209	16	test	test	NOUN
fbem-22279	209	17	set	set	NOUN
fbem-22279	209	18	is	be	AUX
fbem-22279	209	19	used	use	VERB
fbem-22279	209	20	for	for	ADP
fbem-22279	209	21	validation	validation	NOUN
fbem-22279	209	22	.	.	PUNCT
fbem-22279	210	1	the	the	DET
fbem-22279	210	2	predicted	predict	VERB
fbem-22279	210	3	values	value	NOUN
fbem-22279	210	4	are	be	AUX
fbem-22279	210	5	compared	compare	VERB
fbem-22279	210	6	with	with	ADP
fbem-22279	210	7	the	the	DET
fbem-22279	210	8	true	true	ADJ
fbem-22279	210	9	values	value	NOUN
fbem-22279	210	10	to	to	PART
fbem-22279	210	11	calculate	calculate	VERB
fbem-22279	210	12	the	the	DET
fbem-22279	210	13	validation	validation	NOUN
fbem-22279	210	14	metrics	metric	NOUN
fbem-22279	210	15	.	.	PUNCT
fbem-22279	211	1	the	the	DET
fbem-22279	211	2	commonly	commonly	ADV
fbem-22279	211	3	used	use	VERB
fbem-22279	211	4	validation	validation	NOUN
fbem-22279	211	5	metrics	metric	NOUN
fbem-22279	211	6	are	be	AUX
fbem-22279	211	7	root	root	NOUN
fbem-22279	211	8	mean	mean	ADJ
fbem-22279	211	9	square	square	ADJ
fbem-22279	211	10	error	error	NOUN
fbem-22279	211	11	(	(	PUNCT
fbem-22279	211	12	rmse	rmse	NOUN
fbem-22279	211	13	)	)	PUNCT
fbem-22279	211	14	,	,	PUNCT
fbem-22279	211	15	mean	mean	VERB
fbem-22279	211	16	absolute	absolute	ADJ
fbem-22279	211	17	error	error	NOUN
fbem-22279	211	18	(	(	PUNCT
fbem-22279	211	19	mae	mae	PROPN
fbem-22279	211	20	)	)	PUNCT
fbem-22279	211	21	,	,	PUNCT
fbem-22279	211	22	mean	mean	VERB
fbem-22279	211	23	absolute	absolute	ADJ
fbem-22279	211	24	percentage	percentage	NOUN
fbem-22279	211	25	error	error	NOUN
fbem-22279	211	26	(	(	PUNCT
fbem-22279	211	27	mape	mape	NOUN
fbem-22279	211	28	)	)	PUNCT
fbem-22279	211	29	,	,	PUNCT
fbem-22279	211	30	and	and	CCONJ
fbem-22279	211	31	in	in	ADP
fbem-22279	211	32	this	this	DET
fbem-22279	211	33	paper	paper	NOUN
fbem-22279	211	34	,	,	PUNCT
fbem-22279	211	35	rmse	rmse	PROPN
fbem-22279	211	36	is	be	AUX
fbem-22279	211	37	used	use	VERB
fbem-22279	211	38	as	as	ADP
fbem-22279	211	39	the	the	DET
fbem-22279	211	40	validation	validation	NOUN
fbem-22279	211	41	index	index	NOUN
fbem-22279	211	42	,	,	PUNCT
fbem-22279	211	43	and	and	CCONJ
fbem-22279	211	44	the	the	DET
fbem-22279	211	45	calculation	calculation	NOUN
fbem-22279	211	46	formula	formula	NOUN
fbem-22279	211	47	is	be	AUX
fbem-22279	211	48	2	2	NUM
fbem-22279	211	49	1	1	NUM
fbem-22279	211	50	1	1	NUM
fbem-22279	211	51	(	(	PUNCT
fbem-22279	211	52	)	)	PUNCT
fbem-22279	212	1	k	k	PROPN
fbem-22279	213	1	i	i	PRON
fbem-22279	214	1	i	i	INTJ
fbem-22279	215	1	i	i	VERB
fbem-22279	215	2	e	e	VERB
fbem-22279	215	3	r	r	NOUN
fbem-22279	215	4	r	r	NOUN
fbem-22279	215	5	k	k	X
fbem-22279	216	1			PROPN
fbem-22279	216	2			NUM
fbem-22279	216	3			NUM
fbem-22279	217	1			X
fbem-22279	217	2	(	(	PUNCT
fbem-22279	217	3	8)	8)	NUM
fbem-22279	217	4	where	where	SCONJ
fbem-22279	217	5	k	k	PROPN
fbem-22279	217	6	is	be	AUX
fbem-22279	217	7	the	the	DET
fbem-22279	217	8	number	number	NOUN
fbem-22279	217	9	of	of	ADP
fbem-22279	217	10	test	test	NOUN
fbem-22279	217	11	set	set	VERB
fbem-22279	217	12	data	datum	NOUN
fbem-22279	217	13	,	,	PUNCT
fbem-22279	217	14	ir	ir	PROPN
fbem-22279	217	15	is	be	AUX
fbem-22279	217	16	the	the	DET
fbem-22279	217	17	predicted	predict	VERB
fbem-22279	217	18	value	value	NOUN
fbem-22279	217	19	,	,	PUNCT
fbem-22279	217	20	and	and	CCONJ
fbem-22279	217	21	ir	ir	PROPN
fbem-22279	217	22			PROPN
fbem-22279	217	23	is	be	AUX
fbem-22279	217	24	the	the	DET
fbem-22279	217	25	true	true	ADJ
fbem-22279	217	26	value	value	NOUN
fbem-22279	217	27	.	.	PUNCT
fbem-22279	218	1	the	the	DET
fbem-22279	218	2	process	process	NOUN
fbem-22279	218	3	of	of	ADP
fbem-22279	218	4	prediction	prediction	NOUN
fbem-22279	218	5	with	with	ADP
fbem-22279	218	6	a	a	DET
fbem-22279	218	7	dnn	dnn	PROPN
fbem-22279	218	8	is	be	AUX
fbem-22279	218	9	shown	show	VERB
fbem-22279	218	10	in	in	ADP
fbem-22279	218	11	figure	figure	NOUN
fbem-22279	218	12	5	5	NUM
fbem-22279	218	13	:	:	PUNCT
fbem-22279	218	14	input	input	NOUN
fbem-22279	218	15	data	datum	NOUN
fbem-22279	218	16	(	(	PUNCT
fbem-22279	218	17	training	training	NOUN
fbem-22279	218	18	set	set	NOUN
fbem-22279	218	19	and	and	CCONJ
fbem-22279	218	20	test	test	NOUN
fbem-22279	218	21	set	set	NOUN
fbem-22279	218	22	)	)	PUNCT
fbem-22279	218	23	data	datum	NOUN
fbem-22279	218	24	pre	pre	ADJ
fbem-22279	218	25	-	-	ADJ
fbem-22279	218	26	processing	processing	ADJ
fbem-22279	218	27	setting	set	VERB
fbem-22279	218	28	the	the	DET
fbem-22279	218	29	structure	structure	NOUN
fbem-22279	218	30	of	of	ADP
fbem-22279	218	31	dnn	dnn	PROPN
fbem-22279	218	32	initialize	initialize	VERB
fbem-22279	218	33	the	the	DET
fbem-22279	218	34	parameters	parameter	NOUN
fbem-22279	218	35	of	of	ADP
fbem-22279	218	36	dnn	dnn	PROPN
fbem-22279	218	37	obtain	obtain	VERB
fbem-22279	218	38	optimal	optimal	ADJ
fbem-22279	218	39	parameter	parameter	NOUN
fbem-22279	218	40	values	value	NOUN
fbem-22279	218	41	calculate	calculate	VERB
fbem-22279	218	42	the	the	DET
fbem-22279	218	43	error	error	NOUN
fbem-22279	218	44	parameter	parameter	NOUN
fbem-22279	218	45	value	value	NOUN
fbem-22279	218	46	update	update	NOUN
fbem-22279	218	47	satisfy	satisfy	VERB
fbem-22279	218	48	the	the	DET
fbem-22279	218	49	termination	termination	NOUN
fbem-22279	218	50	condition	condition	NOUN
fbem-22279	218	51	predict	predict	VERB
fbem-22279	218	52	and	and	CCONJ
fbem-22279	218	53	validate	validate	VERB
fbem-22279	218	54	results	result	NOUN
fbem-22279	218	55	n	n	CCONJ
fbem-22279	218	56	y	y	NOUN
fbem-22279	218	57	training	training	NOUN
fbem-22279	218	58	with	with	ADP
fbem-22279	218	59	training	training	NOUN
fbem-22279	218	60	dataset	dataset	NOUN
fbem-22279	218	61	figure	figure	NOUN
fbem-22279	218	62	4	4	NUM
fbem-22279	218	63	.	.	PUNCT
fbem-22279	218	64	process	process	NOUN
fbem-22279	218	65	of	of	ADP
fbem-22279	218	66	prediction	prediction	NOUN
fbem-22279	218	67	.	.	PUNCT
fbem-22279	219	1	4	4	X
fbem-22279	219	2	.	.	X
fbem-22279	219	3	a	a	DET
fbem-22279	219	4	numerical	numerical	ADJ
fbem-22279	219	5	example	example	NOUN
fbem-22279	219	6	4.1	4.1	NUM
fbem-22279	219	7	.	.	PUNCT
fbem-22279	220	1	description	description	NOUN
fbem-22279	220	2	of	of	ADP
fbem-22279	220	3	mdisn	mdisn	NOUN
fbem-22279	220	4	to	to	PART
fbem-22279	220	5	illustrate	illustrate	VERB
fbem-22279	220	6	the	the	DET
fbem-22279	220	7	proposed	propose	VERB
fbem-22279	220	8	reliability	reliability	NOUN
fbem-22279	220	9	prediction	prediction	NOUN
fbem-22279	220	10	method	method	NOUN
fbem-22279	220	11	,	,	PUNCT
fbem-22279	220	12	a	a	DET
fbem-22279	220	13	dynamic	dynamic	ADJ
fbem-22279	220	14	information	information	NOUN
fbem-22279	220	15	storage	storage	NOUN
fbem-22279	220	16	network	network	NOUN
fbem-22279	220	17	(	(	PUNCT
fbem-22279	220	18	mdisn	mdisn	PROPN
fbem-22279	220	19	)	)	PUNCT
fbem-22279	220	20	is	be	AUX
fbem-22279	220	21	used	use	VERB
fbem-22279	220	22	as	as	ADP
fbem-22279	220	23	an	an	DET
fbem-22279	220	24	example	example	NOUN
fbem-22279	220	25	.	.	PUNCT
fbem-22279	221	1	in	in	ADP
fbem-22279	221	2	an	an	DET
fbem-22279	221	3	mdisn	mdisn	ADJ
fbem-22279	221	4	network	network	NOUN
fbem-22279	221	5	,	,	PUNCT
fbem-22279	221	6	all	all	DET
fbem-22279	221	7	nodes	node	NOUN
fbem-22279	221	8	(	(	PUNCT
fbem-22279	221	9	except	except	SCONJ
fbem-22279	221	10	the	the	DET
fbem-22279	221	11	source	source	NOUN
fbem-22279	221	12	and	and	CCONJ
fbem-22279	221	13	sink	sink	NOUN
fbem-22279	221	14	nodes	node	NOUN
fbem-22279	221	15	)	)	PUNCT
fbem-22279	221	16	have	have	VERB
fbem-22279	221	17	two	two	NUM
fbem-22279	221	18	states	state	NOUN
fbem-22279	221	19	:	:	PUNCT
fbem-22279	221	20	busy	busy	ADJ
fbem-22279	221	21	or	or	CCONJ
fbem-22279	221	22	idle	idle	ADJ
fbem-22279	221	23	.	.	PUNCT
fbem-22279	222	1	when	when	SCONJ
fbem-22279	222	2	a	a	DET
fbem-22279	222	3	node	node	NOUN
fbem-22279	222	4	is	be	AUX
fbem-22279	222	5	busy	busy	ADJ
fbem-22279	222	6	,	,	PUNCT
fbem-22279	222	7	it	it	PRON
fbem-22279	222	8	does	do	AUX
fbem-22279	222	9	not	not	PART
fbem-22279	222	10	participate	participate	VERB
fbem-22279	222	11	in	in	ADP
fbem-22279	222	12	information	information	NOUN
fbem-22279	222	13	transmission	transmission	NOUN
fbem-22279	222	14	,	,	PUNCT
fbem-22279	222	15	while	while	SCONJ
fbem-22279	222	16	an	an	DET
fbem-22279	222	17	idle	idle	ADJ
fbem-22279	222	18	node	node	NOUN
fbem-22279	222	19	participates	participate	VERB
fbem-22279	222	20	in	in	ADP
fbem-22279	222	21	information	information	NOUN
fbem-22279	222	22	transmission	transmission	NOUN
fbem-22279	222	23	.	.	PUNCT
fbem-22279	223	1	the	the	DET
fbem-22279	223	2	source	source	NOUN
fbem-22279	223	3	node	node	NOUN
fbem-22279	223	4	in	in	ADP
fbem-22279	223	5	the	the	DET
fbem-22279	223	6	network	network	NOUN
fbem-22279	223	7	represents	represent	VERB
fbem-22279	223	8	the	the	DET
fbem-22279	223	9	information	information	NOUN
fbem-22279	223	10	server	server	NOUN
fbem-22279	223	11	,	,	PUNCT
fbem-22279	223	12	which	which	PRON
fbem-22279	223	13	receives	receive	VERB
fbem-22279	223	14	information	information	NOUN
fbem-22279	223	15	and	and	CCONJ
fbem-22279	223	16	identifies	identify	VERB
fbem-22279	223	17	the	the	DET
fbem-22279	223	18	destination	destination	NOUN
fbem-22279	223	19	of	of	ADP
fbem-22279	223	20	the	the	DET
fbem-22279	223	21	transmission	transmission	NOUN
fbem-22279	223	22	.	.	PUNCT
fbem-22279	224	1	all	all	DET
fbem-22279	224	2	intermediate	intermediate	ADJ
fbem-22279	224	3	nodes	node	NOUN
fbem-22279	224	4	can	can	AUX
fbem-22279	224	5	serve	serve	VERB
fbem-22279	224	6	as	as	ADP
fbem-22279	224	7	storage	storage	NOUN
fbem-22279	224	8	or	or	CCONJ
fbem-22279	224	9	forwarding	forwarding	NOUN
fbem-22279	224	10	nodes	node	NOUN
fbem-22279	224	11	.	.	PUNCT
fbem-22279	225	1	during	during	ADP
fbem-22279	225	2	each	each	DET
fbem-22279	225	3	information	information	NOUN
fbem-22279	225	4	transmission	transmission	NOUN
fbem-22279	225	5	service	service	NOUN
fbem-22279	225	6	,	,	PUNCT
fbem-22279	225	7	any	any	DET
fbem-22279	225	8	two	two	NUM
fbem-22279	225	9	adjacent	adjacent	ADJ
fbem-22279	225	10	idle	idle	ADJ
fbem-22279	225	11	nodes	node	NOUN
fbem-22279	225	12	form	form	VERB
fbem-22279	225	13	a	a	DET
fbem-22279	225	14	transmission	transmission	NOUN
fbem-22279	225	15	arc	arc	NOUN
fbem-22279	225	16	,	,	PUNCT
fbem-22279	225	17	with	with	ADP
fbem-22279	225	18	the	the	DET
fbem-22279	225	19	capacity	capacity	NOUN
fbem-22279	225	20	and	and	CCONJ
fbem-22279	225	21	distribution	distribution	NOUN
fbem-22279	225	22	being	be	AUX
fbem-22279	225	23	random	random	ADJ
fbem-22279	225	24	and	and	CCONJ
fbem-22279	225	25	independent	independent	ADJ
fbem-22279	225	26	.	.	PUNCT
fbem-22279	226	1	assuming	assume	VERB
fbem-22279	226	2	that	that	SCONJ
fbem-22279	226	3	the	the	DET
fbem-22279	226	4	interval	interval	NOUN
fbem-22279	226	5	between	between	ADP
fbem-22279	226	6	each	each	DET
fbem-22279	226	7	transmission	transmission	NOUN
fbem-22279	226	8	of	of	ADP
fbem-22279	226	9	the	the	DET
fbem-22279	226	10	information	information	NOUN
fbem-22279	226	11	server	server	NOUN
fbem-22279	226	12	(	(	PUNCT
fbem-22279	226	13	source	source	NOUN
fbem-22279	226	14	)	)	PUNCT
fbem-22279	226	15	is	be	AUX
fbem-22279	226	16	△	△	NOUN
fbem-22279	226	17	t	t	NOUN
fbem-22279	226	18	and	and	CCONJ
fbem-22279	226	19	the	the	DET
fbem-22279	226	20	whole	whole	ADJ
fbem-22279	226	21	transmission	transmission	NOUN
fbem-22279	226	22	process	process	NOUN
fbem-22279	226	23	is	be	AUX
fbem-22279	226	24	divided	divide	VERB
fbem-22279	226	25	into	into	ADP
fbem-22279	226	26	g	g	PROPN
fbem-22279	226	27	intervals	interval	NOUN
fbem-22279	226	28	and	and	CCONJ
fbem-22279	226	29	the	the	DET
fbem-22279	226	30	whole	whole	ADJ
fbem-22279	226	31	transmission	transmission	NOUN
fbem-22279	226	32	process	process	NOUN
fbem-22279	226	33	is	be	AUX
fbem-22279	226	34	divided	divide	VERB
fbem-22279	226	35	into	into	ADP
fbem-22279	226	36	g	g	PROPN
fbem-22279	226	37	intervals	interval	NOUN
fbem-22279	226	38	,	,	PUNCT
fbem-22279	226	39	the	the	DET
fbem-22279	226	40	topological	topological	ADJ
fbem-22279	226	41	dynamics	dynamic	NOUN
fbem-22279	226	42	of	of	ADP
fbem-22279	226	43	an	an	DET
fbem-22279	226	44	mdisn	mdisn	NOUN
fbem-22279	226	45	evolves	evolve	NOUN
fbem-22279	226	46	as	as	ADP
fbem-22279	226	47	table	table	NOUN
fbem-22279	226	48	2	2	NUM
fbem-22279	226	49	:	:	PUNCT
fbem-22279	226	50	table	table	NOUN
fbem-22279	226	51	2	2	NUM
fbem-22279	226	52	.	.	PUNCT
fbem-22279	226	53	evolution	evolution	NOUN
fbem-22279	226	54	of	of	ADP
fbem-22279	226	55	dynamic	dynamic	ADJ
fbem-22279	226	56	networks	network	NOUN
fbem-22279	226	57	in	in	ADP
fbem-22279	226	58	terms	term	NOUN
fbem-22279	226	59	of	of	ADP
fbem-22279	226	60	time	time	NOUN
fbem-22279	226	61	s	s	X
fbem-22279	226	62	s	s	X
fbem-22279	226	63	(	(	PUNCT
fbem-22279	226	64	1	1	NUM
fbem-22279	226	65	)	)	PUNCT
fbem-22279	226	66	network	network	NOUN
fbem-22279	226	67	topology	topology	NOUN
fbem-22279	226	68	state	state	NOUN
fbem-22279	226	69	at	at	ADP
fbem-22279	226	70	0	0	NUM
fbem-22279	226	71	—	—	PUNCT
fbem-22279	226	72	△	△	PROPN
fbem-22279	226	73	t	t	NOUN
fbem-22279	226	74	(	(	PUNCT
fbem-22279	226	75	2	2	NUM
fbem-22279	226	76	)	)	PUNCT
fbem-22279	226	77	network	network	NOUN
fbem-22279	226	78	topology	topology	NOUN
fbem-22279	226	79	state	state	NOUN
fbem-22279	226	80	at	at	ADP
fbem-22279	226	81	△	△	PROPN
fbem-22279	226	82	t	t	NOUN
fbem-22279	226	83	—	—	PUNCT
fbem-22279	226	84	2	2	NUM
fbem-22279	226	85	△	△	X
fbem-22279	226	86	t	t	NOUN
fbem-22279	226	87	s	s	X
fbem-22279	226	88	s	s	X
fbem-22279	226	89	(	(	PUNCT
fbem-22279	226	90	3	3	NUM
fbem-22279	226	91	)	)	PUNCT
fbem-22279	226	92	network	network	NOUN
fbem-22279	226	93	topology	topology	NOUN
fbem-22279	226	94	state	state	NOUN
fbem-22279	226	95	at	at	ADP
fbem-22279	226	96	h	h	PROPN
fbem-22279	226	97	△	△	PROPN
fbem-22279	226	98	t	t	NOUN
fbem-22279	226	99	—	—	PUNCT
fbem-22279	226	100	(	(	PUNCT
fbem-22279	226	101	h+1)	h+1)	NOUN
fbem-22279	226	102	△	△	X
fbem-22279	226	103	t	t	NOUN
fbem-22279	226	104	(	(	PUNCT
fbem-22279	226	105	4	4	NUM
fbem-22279	226	106	)	)	PUNCT
fbem-22279	226	107	network	network	NOUN
fbem-22279	226	108	topology	topology	NOUN
fbem-22279	226	109	state	state	NOUN
fbem-22279	226	110	at	at	ADP
fbem-22279	226	111	(	(	PUNCT
fbem-22279	226	112	g-1)	g-1)	X
fbem-22279	226	113	△	△	X
fbem-22279	226	114	t	t	NOUN
fbem-22279	226	115	—	—	PUNCT
fbem-22279	226	116	g	g	NOUN
fbem-22279	226	117	△	△	PROPN
fbem-22279	226	118	t	t	NOUN
fbem-22279	226	119	where	where	SCONJ
fbem-22279	226	120	the	the	DET
fbem-22279	226	121			NOUN
fbem-22279	226	122	indicates	indicate	VERB
fbem-22279	226	123	that	that	SCONJ
fbem-22279	226	124	the	the	DET
fbem-22279	226	125	state	state	NOUN
fbem-22279	226	126	of	of	ADP
fbem-22279	226	127	the	the	DET
fbem-22279	226	128	node	node	NOUN
fbem-22279	226	129	is	be	AUX
fbem-22279	226	130	1	1	NUM
fbem-22279	226	131	(	(	PUNCT
fbem-22279	226	132	idle	idle	ADJ
fbem-22279	226	133	state	state	NOUN
fbem-22279	226	134	)	)	PUNCT
fbem-22279	226	135	and	and	CCONJ
fbem-22279	226	136	the	the	PRON
fbem-22279	226	137	indicates	indicate	VERB
fbem-22279	226	138	that	that	SCONJ
fbem-22279	226	139	the	the	DET
fbem-22279	226	140	state	state	NOUN
fbem-22279	226	141	of	of	ADP
fbem-22279	226	142	the	the	DET
fbem-22279	226	143	node	node	NOUN
fbem-22279	226	144	is	be	AUX
fbem-22279	226	145	0	0	NUM
fbem-22279	226	146	(	(	PUNCT
fbem-22279	226	147	busy	busy	ADJ
fbem-22279	226	148	state	state	NOUN
fbem-22279	226	149	)	)	PUNCT
fbem-22279	226	150	,	,	PUNCT
fbem-22279	226	151	the	the	DET
fbem-22279	226	152	information	information	NOUN
fbem-22279	226	153	reception	reception	NOUN
fbem-22279	226	154	point	point	NOUN
fbem-22279	226	155	is	be	AUX
fbem-22279	226	156	random	random	ADJ
fbem-22279	226	157	and	and	CCONJ
fbem-22279	226	158	is	be	AUX
fbem-22279	226	159	determined	determine	VERB
fbem-22279	226	160	by	by	ADP
fbem-22279	226	161	the	the	DET
fbem-22279	226	162	demand	demand	NOUN
fbem-22279	226	163	place	place	NOUN
fbem-22279	226	164	information	information	NOUN
fbem-22279	226	165	segment	segment	NOUN
fbem-22279	226	166	with	with	ADP
fbem-22279	226	167	in	in	ADP
fbem-22279	226	168	the	the	DET
fbem-22279	226	169	information	information	NOUN
fbem-22279	226	170	.	.	PUNCT
fbem-22279	227	1	the	the	DET
fbem-22279	227	2	above	above	ADJ
fbem-22279	227	3	changes	change	NOUN
fbem-22279	227	4	represent	represent	VERB
fbem-22279	227	5	the	the	DET
fbem-22279	227	6	random	random	ADJ
fbem-22279	227	7	change	change	NOUN
fbem-22279	227	8	process	process	NOUN
fbem-22279	227	9	of	of	ADP
fbem-22279	227	10	a	a	DET
fbem-22279	227	11	dynamic	dynamic	ADJ
fbem-22279	227	12	information	information	NOUN
fbem-22279	227	13	storage	storage	NOUN
fbem-22279	227	14	network	network	NOUN
fbem-22279	227	15	,	,	PUNCT
fbem-22279	227	16	and	and	CCONJ
fbem-22279	227	17	the	the	DET
fbem-22279	227	18	topology	topology	NOUN
fbem-22279	227	19	of	of	ADP
fbem-22279	227	20	the	the	DET
fbem-22279	227	21	network	network	NOUN
fbem-22279	227	22	before	before	ADP
fbem-22279	227	23	and	and	CCONJ
fbem-22279	227	24	after	after	ADP
fbem-22279	227	25	the	the	DET
fbem-22279	227	26	change	change	NOUN
fbem-22279	227	27	does	do	AUX
fbem-22279	227	28	not	not	PART
fbem-22279	227	29	affect	affect	VERB
fbem-22279	227	30	each	each	DET
fbem-22279	227	31	other	other	ADJ
fbem-22279	227	32	.	.	PUNCT
fbem-22279	228	1	4.2	4.2	NUM
fbem-22279	228	2	.	.	PUNCT
fbem-22279	228	3	parameter	parameter	NOUN
fbem-22279	228	4	setting	set	VERB
fbem-22279	228	5	in	in	ADP
fbem-22279	228	6	this	this	DET
fbem-22279	228	7	research	research	NOUN
fbem-22279	228	8	,	,	PUNCT
fbem-22279	228	9	the	the	DET
fbem-22279	228	10	dnn	dnn	PROPN
fbem-22279	228	11	structure	structure	NOUN
fbem-22279	228	12	is	be	AUX
fbem-22279	228	13	set	set	VERB
fbem-22279	228	14	up	up	ADP
fbem-22279	228	15	with	with	ADP
fbem-22279	228	16	one	one	NUM
fbem-22279	228	17	input	input	NOUN
fbem-22279	228	18	layer	layer	NOUN
fbem-22279	228	19	one	one	NUM
fbem-22279	228	20	output	output	NOUN
fbem-22279	228	21	layer	layer	NOUN
fbem-22279	228	22	and	and	CCONJ
fbem-22279	228	23	two	two	NUM
fbem-22279	228	24	hidden	hidden	ADJ
fbem-22279	228	25	layers	layer	NOUN
fbem-22279	228	26	with	with	ADP
fbem-22279	228	27	246	246	NUM
fbem-22279	228	28	neurons	neuron	NOUN
fbem-22279	228	29	in	in	ADP
fbem-22279	228	30	the	the	DET
fbem-22279	228	31	input	input	NOUN
fbem-22279	228	32	layer	layer	NOUN
fbem-22279	228	33	,	,	PUNCT
fbem-22279	228	34	one	one	NUM
fbem-22279	228	35	neuron	neuron	NOUN
fbem-22279	228	36	in	in	ADP
fbem-22279	228	37	the	the	DET
fbem-22279	228	38	output	output	NOUN
fbem-22279	228	39	layer	layer	NOUN
fbem-22279	228	40	and	and	CCONJ
fbem-22279	228	41	8	8	NUM
fbem-22279	228	42	neurons	neuron	NOUN
fbem-22279	228	43	in	in	ADP
fbem-22279	228	44	both	both	DET
fbem-22279	228	45	hidden	hidden	ADJ
fbem-22279	228	46	layers	layer	NOUN
fbem-22279	228	47	.	.	PUNCT
fbem-22279	229	1	4.3	4.3	NUM
fbem-22279	229	2	.	.	PUNCT
fbem-22279	229	3	training	training	NOUN
fbem-22279	229	4	and	and	CCONJ
fbem-22279	229	5	prediction	prediction	NOUN
fbem-22279	229	6	to	to	PART
fbem-22279	229	7	ensure	ensure	VERB
fbem-22279	229	8	the	the	DET
fbem-22279	229	9	speed	speed	NOUN
fbem-22279	229	10	and	and	CCONJ
fbem-22279	229	11	accuracy	accuracy	NOUN
fbem-22279	229	12	of	of	ADP
fbem-22279	229	13	the	the	DET
fbem-22279	229	14	prediction	prediction	NOUN
fbem-22279	229	15	,	,	PUNCT
fbem-22279	229	16	3000	3000	NUM
fbem-22279	229	17	training	training	NOUN
fbem-22279	229	18	data	datum	NOUN
fbem-22279	229	19	were	be	AUX
fbem-22279	229	20	generated	generate	VERB
fbem-22279	229	21	in	in	ADP
fbem-22279	229	22	this	this	DET
fbem-22279	229	23	study	study	NOUN
fbem-22279	229	24	.	.	PUNCT
fbem-22279	230	1	thirty	thirty	NUM
fbem-22279	230	2	data	datum	NOUN
fbem-22279	230	3	were	be	AUX
fbem-22279	230	4	selected	select	VERB
fbem-22279	230	5	as	as	ADP
fbem-22279	230	6	the	the	DET
fbem-22279	230	7	test	test	NOUN
fbem-22279	230	8	set	set	VERB
fbem-22279	230	9	for	for	ADP
fbem-22279	230	10	reliability	reliability	NOUN
fbem-22279	230	11	prediction	prediction	NOUN
fbem-22279	230	12	and	and	CCONJ
fbem-22279	230	13	error	error	NOUN
fbem-22279	230	14	verification	verification	NOUN
fbem-22279	230	15	.	.	PUNCT
fbem-22279	231	1	the	the	DET
fbem-22279	231	2	results	result	NOUN
fbem-22279	231	3	obtained	obtain	VERB
fbem-22279	231	4	by	by	ADP
fbem-22279	231	5	using	use	VERB
fbem-22279	231	6	dnns	dnn	NOUN
fbem-22279	231	7	for	for	ADP
fbem-22279	231	8	reliability	reliability	NOUN
fbem-22279	231	9	prediction	prediction	NOUN
fbem-22279	231	10	are	be	AUX
fbem-22279	231	11	shown	show	VERB
fbem-22279	231	12	in	in	ADP
fbem-22279	231	13	table	table	NOUN
fbem-22279	231	14	3	3	NUM
fbem-22279	231	15	:	:	SYM
fbem-22279	231	16	204	204	NUM
fbem-22279	231	17	table	table	NOUN
fbem-22279	231	18	3	3	NUM
fbem-22279	231	19	.	.	PUNCT
fbem-22279	232	1	the	the	DET
fbem-22279	232	2	prediction	prediction	NOUN
fbem-22279	232	3	results	result	VERB
fbem-22279	232	4	#	#	NOUN
fbem-22279	232	5	*	*	PUNCT
fbem-22279	232	6	*	*	PUNCT
fbem-22279	233	1	#	#	X
fbem-22279	233	2	*	*	PUNCT
fbem-22279	233	3	*	*	PUNCT
fbem-22279	233	4	1	1	NUM
fbem-22279	234	1	0.39388	0.39388	NUM
fbem-22279	234	2	0.396555	0.396555	NUM
fbem-22279	234	3	16	16	NUM
fbem-22279	234	4	0.597544	0.597544	NUM
fbem-22279	234	5	0.562538	0.562538	NUM
fbem-22279	234	6	2	2	NUM
fbem-22279	234	7	0.489242	0.489242	NUM
fbem-22279	234	8	0.499341	0.499341	NUM
fbem-22279	234	9	17	17	NUM
fbem-22279	234	10	0.722112	0.722112	NUM
fbem-22279	234	11	0.688588	0.688588	NUM
fbem-22279	234	12	3	3	NUM
fbem-22279	234	13	0.719897	0.719897	NUM
fbem-22279	234	14	0.700775	0.700775	NUM
fbem-22279	234	15	18	18	NUM
fbem-22279	234	16	0.799615	0.799615	NUM
fbem-22279	234	17	0.849029	0.849029	NUM
fbem-22279	234	18	4	4	NUM
fbem-22279	234	19	0.904888	0.904888	NUM
fbem-22279	234	20	0.914287	0.914287	NUM
fbem-22279	234	21	19	19	NUM
fbem-22279	234	22	0.59636	0.59636	NUM
fbem-22279	234	23	0.536434	0.536434	NUM
fbem-22279	234	24	5	5	NUM
fbem-22279	234	25	0.836764	0.836764	NUM
fbem-22279	234	26	0.850825	0.850825	NUM
fbem-22279	234	27	20	20	NUM
fbem-22279	234	28	0.930725	0.930725	NUM
fbem-22279	234	29	0.920649	0.920649	NUM
fbem-22279	234	30	6	6	NUM
fbem-22279	234	31	0.915486	0.915486	NUM
fbem-22279	234	32	0.907676	0.907676	NUM
fbem-22279	234	33	21	21	NUM
fbem-22279	234	34	0.891704	0.891704	NUM
fbem-22279	234	35	0.881599	0.881599	NUM
fbem-22279	234	36	7	7	NUM
fbem-22279	234	37	0.633266	0.633266	NUM
fbem-22279	234	38	0.670436	0.670436	NUM
fbem-22279	234	39	22	22	NUM
fbem-22279	234	40	0.598828	0.598828	NUM
fbem-22279	234	41	0.607837	0.607837	NUM
fbem-22279	234	42	8	8	NUM
fbem-22279	234	43	0.869711	0.869711	NUM
fbem-22279	234	44	0.859501	0.859501	NUM
fbem-22279	234	45	23	23	NUM
fbem-22279	234	46	0.787892	0.787892	NUM
fbem-22279	234	47	0.795234	0.795234	NUM
fbem-22279	234	48	9	9	NUM
fbem-22279	234	49	0.479199	0.479199	NUM
fbem-22279	234	50	0.438547	0.438547	NUM
fbem-22279	234	51	24	24	NUM
fbem-22279	234	52	0.626878	0.626878	NUM
fbem-22279	234	53	0.626939	0.626939	NUM
fbem-22279	234	54	10	10	NUM
fbem-22279	234	55	0.597251	0.597251	NUM
fbem-22279	234	56	0.615595	0.615595	NUM
fbem-22279	234	57	25	25	NUM
fbem-22279	234	58	0.88529	0.88529	NUM
fbem-22279	234	59	0.913345	0.913345	NUM
fbem-22279	234	60	11	11	NUM
fbem-22279	234	61	0.446727	0.446727	NUM
fbem-22279	234	62	0.435551	0.435551	NUM
fbem-22279	234	63	26	26	NUM
fbem-22279	234	64	0.550347	0.550347	NUM
fbem-22279	234	65	0.55157	0.55157	NUM
fbem-22279	234	66	12	12	NUM
fbem-22279	234	67	0.470692	0.470692	NUM
fbem-22279	234	68	0.504608	0.504608	NUM
fbem-22279	234	69	27	27	NUM
fbem-22279	234	70	0.601518	0.601518	NUM
fbem-22279	234	71	0.597296	0.597296	NUM
fbem-22279	234	72	13	13	NUM
fbem-22279	234	73	0.809594	0.809594	NUM
fbem-22279	234	74	0.777553	0.777553	NUM
fbem-22279	234	75	28	28	NUM
fbem-22279	234	76	0.803686	0.803686	NUM
fbem-22279	234	77	0.817463	0.817463	NUM
fbem-22279	234	78	14	14	NUM
fbem-22279	234	79	0.771331	0.771331	NUM
fbem-22279	234	80	0.765723	0.765723	NUM
fbem-22279	234	81	29	29	NUM
fbem-22279	234	82	0.47761	0.47761	NUM
fbem-22279	234	83	0.476347	0.476347	NUM
fbem-22279	234	84	15	15	NUM
fbem-22279	234	85	0.412146	0.412146	NUM
fbem-22279	234	86	0.352877	0.352877	NUM
fbem-22279	234	87	30	30	NUM
fbem-22279	234	88	0.498263	0.498263	NUM
fbem-22279	234	89	0.511465	0.511465	NUM
fbem-22279	234	90	rmse	rmse	NOUN
fbem-22279	234	91	0.0255843	0.0255843	NUM
fbem-22279	234	92	note	note	NOUN
fbem-22279	234	93	:	:	PUNCT
fbem-22279	234	94	#	#	NOUN
fbem-22279	234	95	is	be	AUX
fbem-22279	234	96	the	the	DET
fbem-22279	234	97	actual	actual	ADJ
fbem-22279	234	98	values	value	NOUN
fbem-22279	234	99	of	of	ADP
fbem-22279	234	100	reliability	reliability	NOUN
fbem-22279	234	101	,	,	PUNCT
fbem-22279	234	102	and	and	CCONJ
fbem-22279	234	103	*	*	PUNCT
fbem-22279	234	104	*	*	PUNCT
fbem-22279	234	105	is	be	AUX
fbem-22279	234	106	the	the	DET
fbem-22279	234	107	values	value	NOUN
fbem-22279	234	108	of	of	ADP
fbem-22279	234	109	reliability	reliability	NOUN
fbem-22279	234	110	predicted	predict	VERB
fbem-22279	234	111	by	by	ADP
fbem-22279	234	112	the	the	DET
fbem-22279	234	113	dnn	dnn	PROPN
fbem-22279	234	114	model	model	NOUN
fbem-22279	234	115	.	.	PUNCT
fbem-22279	235	1	5	5	X
fbem-22279	235	2	.	.	X
fbem-22279	235	3	conclusion	conclusion	VERB
fbem-22279	235	4	the	the	DET
fbem-22279	235	5	reliability	reliability	NOUN
fbem-22279	235	6	of	of	ADP
fbem-22279	235	7	a	a	DET
fbem-22279	235	8	network	network	NOUN
fbem-22279	235	9	is	be	AUX
fbem-22279	235	10	an	an	DET
fbem-22279	235	11	important	important	ADJ
fbem-22279	235	12	metric	metric	NOUN
fbem-22279	235	13	needed	need	VERB
fbem-22279	235	14	to	to	PART
fbem-22279	235	15	measure	measure	VERB
fbem-22279	235	16	the	the	DET
fbem-22279	235	17	efficiency	efficiency	NOUN
fbem-22279	235	18	of	of	ADP
fbem-22279	235	19	the	the	DET
fbem-22279	235	20	network	network	NOUN
fbem-22279	235	21	and	and	CCONJ
fbem-22279	235	22	the	the	DET
fbem-22279	235	23	decisions	decision	NOUN
fbem-22279	235	24	of	of	ADP
fbem-22279	235	25	managers	manager	NOUN
fbem-22279	235	26	.	.	PUNCT
fbem-22279	236	1	the	the	DET
fbem-22279	236	2	assessment	assessment	NOUN
fbem-22279	236	3	of	of	ADP
fbem-22279	236	4	the	the	DET
fbem-22279	236	5	reliability	reliability	NOUN
fbem-22279	236	6	of	of	ADP
fbem-22279	236	7	a	a	DET
fbem-22279	236	8	dynamic	dynamic	ADJ
fbem-22279	236	9	information	information	NOUN
fbem-22279	236	10	storage	storage	NOUN
fbem-22279	236	11	network	network	NOUN
fbem-22279	236	12	,	,	PUNCT
fbem-22279	236	13	whose	whose	DET
fbem-22279	236	14	topology	topology	NOUN
fbem-22279	236	15	and	and	CCONJ
fbem-22279	236	16	capacity	capacity	NOUN
fbem-22279	236	17	state	state	NOUN
fbem-22279	236	18	change	change	NOUN
fbem-22279	236	19	rapidly	rapidly	ADV
fbem-22279	236	20	over	over	ADP
fbem-22279	236	21	time	time	NOUN
fbem-22279	236	22	,	,	PUNCT
fbem-22279	236	23	can	can	AUX
fbem-22279	236	24	be	be	AUX
fbem-22279	236	25	solved	solve	VERB
fbem-22279	236	26	using	use	VERB
fbem-22279	236	27	existing	exist	VERB
fbem-22279	236	28	algorithms	algorithm	NOUN
fbem-22279	236	29	,	,	PUNCT
fbem-22279	236	30	but	but	CCONJ
fbem-22279	236	31	when	when	SCONJ
fbem-22279	236	32	the	the	DET
fbem-22279	236	33	network	network	NOUN
fbem-22279	236	34	structure	structure	NOUN
fbem-22279	236	35	changes	change	NOUN
fbem-22279	236	36	,	,	PUNCT
fbem-22279	236	37	the	the	DET
fbem-22279	236	38	algorithm	algorithm	NOUN
fbem-22279	236	39	needs	need	VERB
fbem-22279	236	40	to	to	PART
fbem-22279	236	41	be	be	AUX
fbem-22279	236	42	reused	reuse	VERB
fbem-22279	236	43	for	for	ADP
fbem-22279	236	44	calculation	calculation	NOUN
fbem-22279	236	45	,	,	PUNCT
fbem-22279	236	46	which	which	PRON
fbem-22279	236	47	leads	lead	VERB
fbem-22279	236	48	to	to	ADP
fbem-22279	236	49	low	low	ADJ
fbem-22279	236	50	efficiency	efficiency	NOUN
fbem-22279	236	51	in	in	ADP
fbem-22279	236	52	calculating	calculate	VERB
fbem-22279	236	53	the	the	DET
fbem-22279	236	54	reliability	reliability	NOUN
fbem-22279	236	55	.	.	PUNCT
fbem-22279	237	1	in	in	ADP
fbem-22279	237	2	order	order	NOUN
fbem-22279	237	3	to	to	PART
fbem-22279	237	4	quickly	quickly	ADV
fbem-22279	237	5	obtain	obtain	VERB
fbem-22279	237	6	the	the	DET
fbem-22279	237	7	reliability	reliability	NOUN
fbem-22279	237	8	of	of	ADP
fbem-22279	237	9	dynamic	dynamic	ADJ
fbem-22279	237	10	information	information	NOUN
fbem-22279	237	11	storage	storage	NOUN
fbem-22279	237	12	networks	network	NOUN
fbem-22279	237	13	within	within	ADP
fbem-22279	237	14	a	a	DET
fbem-22279	237	15	time	time	NOUN
fbem-22279	237	16	period	period	NOUN
fbem-22279	237	17	and	and	CCONJ
fbem-22279	237	18	facilitate	facilitate	VERB
fbem-22279	237	19	rapid	rapid	ADJ
fbem-22279	237	20	decision	decision	NOUN
fbem-22279	237	21	making	making	NOUN
fbem-22279	237	22	by	by	ADP
fbem-22279	237	23	managers	manager	NOUN
fbem-22279	237	24	,	,	PUNCT
fbem-22279	237	25	a	a	DET
fbem-22279	237	26	reliability	reliability	NOUN
fbem-22279	237	27	prediction	prediction	NOUN
fbem-22279	237	28	model	model	NOUN
fbem-22279	237	29	based	base	VERB
fbem-22279	237	30	on	on	ADP
fbem-22279	237	31	the	the	DET
fbem-22279	237	32	dnn	dnn	PROPN
fbem-22279	237	33	model	model	NOUN
fbem-22279	237	34	is	be	AUX
fbem-22279	237	35	proposed	propose	VERB
fbem-22279	237	36	to	to	PART
fbem-22279	237	37	achieve	achieve	VERB
fbem-22279	237	38	efficient	efficient	ADJ
fbem-22279	237	39	prediction	prediction	NOUN
fbem-22279	237	40	of	of	ADP
fbem-22279	237	41	reliability	reliability	NOUN
fbem-22279	237	42	when	when	SCONJ
fbem-22279	237	43	dynamic	dynamic	ADJ
fbem-22279	237	44	information	information	NOUN
fbem-22279	237	45	storage	storage	NOUN
fbem-22279	237	46	networks	network	NOUN
fbem-22279	237	47	change	change	VERB
fbem-22279	237	48	.	.	PUNCT
fbem-22279	238	1	first	first	ADV
fbem-22279	238	2	,	,	PUNCT
fbem-22279	238	3	10,000	10,000	NUM
fbem-22279	238	4	pieces	piece	NOUN
fbem-22279	238	5	of	of	ADP
fbem-22279	238	6	data	datum	NOUN
fbem-22279	238	7	are	be	AUX
fbem-22279	238	8	generated	generate	VERB
fbem-22279	238	9	through	through	ADP
fbem-22279	238	10	the	the	DET
fbem-22279	238	11	steps	step	NOUN
fbem-22279	238	12	in	in	ADP
fbem-22279	238	13	section	section	NOUN
fbem-22279	238	14	3	3	NUM
fbem-22279	238	15	,	,	PUNCT
fbem-22279	238	16	each	each	DET
fbem-22279	238	17	piece	piece	NOUN
fbem-22279	238	18	of	of	ADP
fbem-22279	238	19	data	datum	NOUN
fbem-22279	238	20	containing	contain	VERB
fbem-22279	238	21	the	the	DET
fbem-22279	238	22	necessary	necessary	ADJ
fbem-22279	238	23	information	information	NOUN
fbem-22279	238	24	such	such	ADJ
fbem-22279	238	25	as	as	ADP
fbem-22279	238	26	the	the	DET
fbem-22279	238	27	topology	topology	NOUN
fbem-22279	238	28	of	of	ADP
fbem-22279	238	29	the	the	DET
fbem-22279	238	30	network	network	NOUN
fbem-22279	238	31	,	,	PUNCT
fbem-22279	238	32	the	the	DET
fbem-22279	238	33	capacity	capacity	NOUN
fbem-22279	238	34	state	state	NOUN
fbem-22279	238	35	and	and	CCONJ
fbem-22279	238	36	probability	probability	NOUN
fbem-22279	238	37	distribution	distribution	NOUN
fbem-22279	238	38	,	,	PUNCT
fbem-22279	238	39	the	the	DET
fbem-22279	238	40	demand	demand	NOUN
fbem-22279	238	41	,	,	PUNCT
fbem-22279	238	42	and	and	CCONJ
fbem-22279	238	43	the	the	DET
fbem-22279	238	44	actual	actual	ADJ
fbem-22279	238	45	reliability	reliability	NOUN
fbem-22279	238	46	values	value	NOUN
fbem-22279	238	47	.	.	PUNCT
fbem-22279	239	1	next	next	ADV
fbem-22279	239	2	,	,	PUNCT
fbem-22279	239	3	a	a	DET
fbem-22279	239	4	deep	deep	ADJ
fbem-22279	239	5	neural	neural	ADJ
fbem-22279	239	6	network	network	NOUN
fbem-22279	239	7	was	be	AUX
fbem-22279	239	8	built	build	VERB
fbem-22279	239	9	,	,	PUNCT
fbem-22279	239	10	with	with	ADP
fbem-22279	239	11	the	the	DET
fbem-22279	239	12	actual	actual	ADJ
fbem-22279	239	13	reliability	reliability	NOUN
fbem-22279	239	14	value	value	NOUN
fbem-22279	239	15	of	of	ADP
fbem-22279	239	16	each	each	DET
fbem-22279	239	17	data	datum	NOUN
fbem-22279	239	18	item	item	NOUN
fbem-22279	239	19	as	as	ADP
fbem-22279	239	20	the	the	DET
fbem-22279	239	21	output	output	NOUN
fbem-22279	239	22	and	and	CCONJ
fbem-22279	239	23	the	the	DET
fbem-22279	239	24	rest	rest	NOUN
fbem-22279	239	25	of	of	ADP
fbem-22279	239	26	the	the	DET
fbem-22279	239	27	information	information	NOUN
fbem-22279	239	28	as	as	ADP
fbem-22279	239	29	the	the	DET
fbem-22279	239	30	input	input	NOUN
fbem-22279	239	31	,	,	PUNCT
fbem-22279	239	32	using	use	VERB
fbem-22279	239	33	sigmoid	sigmoid	NOUN
fbem-22279	239	34	as	as	ADP
fbem-22279	239	35	the	the	DET
fbem-22279	239	36	activation	activation	NOUN
fbem-22279	239	37	function	function	NOUN
fbem-22279	239	38	and	and	CCONJ
fbem-22279	239	39	rmse	rmse	NOUN
fbem-22279	239	40	as	as	SCONJ
fbem-22279	239	41	the	the	DET
fbem-22279	239	42	loss	loss	NOUN
fbem-22279	239	43	function	function	NOUN
fbem-22279	239	44	to	to	PART
fbem-22279	239	45	train	train	VERB
fbem-22279	239	46	the	the	DET
fbem-22279	239	47	deep	deep	ADJ
fbem-22279	239	48	neural	neural	ADJ
fbem-22279	239	49	network	network	NOUN
fbem-22279	239	50	.	.	PUNCT
fbem-22279	240	1	finally	finally	ADV
fbem-22279	240	2	,	,	PUNCT
fbem-22279	240	3	30	30	NUM
fbem-22279	240	4	pieces	piece	NOUN
fbem-22279	240	5	of	of	ADP
fbem-22279	240	6	data	datum	NOUN
fbem-22279	240	7	were	be	AUX
fbem-22279	240	8	selected	select	VERB
fbem-22279	240	9	as	as	ADP
fbem-22279	240	10	the	the	DET
fbem-22279	240	11	test	test	NOUN
fbem-22279	240	12	set	set	VERB
fbem-22279	240	13	and	and	CCONJ
fbem-22279	240	14	input	input	NOUN
fbem-22279	240	15	to	to	ADP
fbem-22279	240	16	the	the	DET
fbem-22279	240	17	trained	train	VERB
fbem-22279	240	18	network	network	NOUN
fbem-22279	240	19	for	for	ADP
fbem-22279	240	20	prediction	prediction	NOUN
fbem-22279	240	21	,	,	PUNCT
fbem-22279	240	22	and	and	CCONJ
fbem-22279	240	23	the	the	DET
fbem-22279	240	24	error	error	NOUN
fbem-22279	240	25	between	between	ADP
fbem-22279	240	26	the	the	DET
fbem-22279	240	27	actual	actual	ADJ
fbem-22279	240	28	reliability	reliability	NOUN
fbem-22279	240	29	value	value	NOUN
fbem-22279	240	30	and	and	CCONJ
fbem-22279	240	31	the	the	DET
fbem-22279	240	32	predicted	predict	VERB
fbem-22279	240	33	value	value	NOUN
fbem-22279	240	34	was	be	AUX
fbem-22279	240	35	compared	compare	VERB
fbem-22279	240	36	.	.	PUNCT
fbem-22279	241	1	the	the	DET
fbem-22279	241	2	prediction	prediction	NOUN
fbem-22279	241	3	result	result	NOUN
fbem-22279	241	4	showed	show	VERB
fbem-22279	241	5	that	that	SCONJ
fbem-22279	241	6	the	the	DET
fbem-22279	241	7	rmse	rmse	NOUN
fbem-22279	241	8	between	between	ADP
fbem-22279	241	9	the	the	DET
fbem-22279	241	10	actual	actual	ADJ
fbem-22279	241	11	value	value	NOUN
fbem-22279	241	12	and	and	CCONJ
fbem-22279	241	13	the	the	DET
fbem-22279	241	14	predicted	predict	VERB
fbem-22279	241	15	value	value	NOUN
fbem-22279	241	16	was	be	AUX
fbem-22279	241	17	0.0255843	0.0255843	NUM
fbem-22279	241	18	.	.	PUNCT
fbem-22279	242	1	overall	overall	ADJ
fbem-22279	242	2	,	,	PUNCT
fbem-22279	242	3	the	the	DET
fbem-22279	242	4	contribution	contribution	NOUN
fbem-22279	242	5	of	of	ADP
fbem-22279	242	6	this	this	DET
fbem-22279	242	7	paper	paper	NOUN
fbem-22279	242	8	is	be	AUX
fbem-22279	242	9	based	base	VERB
fbem-22279	242	10	on	on	ADP
fbem-22279	242	11	a	a	DET
fbem-22279	242	12	deep	deep	ADJ
fbem-22279	242	13	neural	neural	ADJ
fbem-22279	242	14	network	network	NOUN
fbem-22279	242	15	that	that	PRON
fbem-22279	242	16	inscribes	inscribe	VERB
fbem-22279	242	17	the	the	DET
fbem-22279	242	18	topology	topology	NOUN
fbem-22279	242	19	of	of	ADP
fbem-22279	242	20	a	a	DET
fbem-22279	242	21	multistate	multistate	NOUN
fbem-22279	242	22	stochastic	stochastic	ADJ
fbem-22279	242	23	network	network	NOUN
fbem-22279	242	24	through	through	ADP
fbem-22279	242	25	an	an	DET
fbem-22279	242	26	association	association	NOUN
fbem-22279	242	27	matrix	matrix	NOUN
fbem-22279	242	28	to	to	PART
fbem-22279	242	29	quickly	quickly	ADV
fbem-22279	242	30	predicting	predict	VERB
fbem-22279	242	31	the	the	DET
fbem-22279	242	32	network	network	NOUN
fbem-22279	242	33	reliability	reliability	NOUN
fbem-22279	242	34	in	in	ADP
fbem-22279	242	35	each	each	DET
fbem-22279	242	36	temporal	temporal	ADJ
fbem-22279	242	37	state	state	NOUN
fbem-22279	242	38	.	.	PUNCT
fbem-22279	243	1	references	reference	NOUN
fbem-22279	243	2	[	[	X
fbem-22279	243	3	1	1	X
fbem-22279	243	4	]	]	X
fbem-22279	243	5	y.k	y.k	PROPN
fbem-22279	243	6	.	.	PROPN
fbem-22279	243	7	lin	lin	PROPN
fbem-22279	243	8	,	,	PUNCT
fbem-22279	243	9	f.	f.	PROPN
fbem-22279	243	10	lance	lance	PROPN
fbem-22279	243	11	,	,	PUNCT
fbem-22279	243	12	and	and	CCONJ
fbem-22279	243	13	p.c	p.c	PROPN
fbem-22279	243	14	.	.	PROPN
fbem-22279	243	15	chang	chang	PROPN
fbem-22279	243	16	,	,	PUNCT
fbem-22279	243	17	"	"	PUNCT
fbem-22279	243	18	quantifying	quantify	VERB
fbem-22279	243	19	the	the	DET
fbem-22279	243	20	impact	impact	NOUN
fbem-22279	243	21	of	of	ADP
fbem-22279	243	22	correlated	correlate	VERB
fbem-22279	243	23	failures	failure	NOUN
fbem-22279	243	24	on	on	ADP
fbem-22279	243	25	system	system	NOUN
fbem-22279	243	26	reliability	reliability	NOUN
fbem-22279	243	27	by	by	ADP
fbem-22279	243	28	a	a	DET
fbem-22279	243	29	simulation	simulation	NOUN
fbem-22279	243	30	approach	approach	NOUN
fbem-22279	243	31	,	,	PUNCT
fbem-22279	243	32	"	"	PUNCT
fbem-22279	243	33	reliability	reliability	NOUN
fbem-22279	243	34	engineering	engineering	NOUN
fbem-22279	243	35	&	&	CCONJ
fbem-22279	243	36	system	system	NOUN
fbem-22279	243	37	safety	safety	NOUN
fbem-22279	243	38	,	,	PUNCT
fbem-22279	243	39	vol.109	vol.109	ADJ
fbem-22279	243	40	,	,	PUNCT
fbem-22279	243	41	no.1	no.1	NUM
fbem-22279	243	42	,	,	PUNCT
fbem-22279	243	43	pp.32–41	pp.32–41	NOUN
fbem-22279	243	44	,	,	PUNCT
fbem-22279	243	45	2013	2013	NUM
fbem-22279	243	46	.	.	PUNCT
fbem-22279	244	1	[	[	X
fbem-22279	244	2	2	2	NUM
fbem-22279	244	3	]	]	X
fbem-22279	244	4	y.k	y.k	PROPN
fbem-22279	244	5	.	.	PROPN
fbem-22279	244	6	lin	lin	PROPN
fbem-22279	244	7	,	,	PUNCT
fbem-22279	244	8	p.c	p.c	PROPN
fbem-22279	244	9	.	.	PROPN
fbem-22279	244	10	chang	chang	PROPN
fbem-22279	244	11	,	,	PUNCT
fbem-22279	244	12	and	and	CCONJ
fbem-22279	244	13	f.	f.	PROPN
fbem-22279	244	14	lance	lance	PROPN
fbem-22279	244	15	,	,	PUNCT
fbem-22279	244	16	"	"	PUNCT
fbem-22279	244	17	quantifying	quantify	VERB
fbem-22279	244	18	the	the	DET
fbem-22279	244	19	impact	impact	NOUN
fbem-22279	244	20	of	of	ADP
fbem-22279	244	21	correlated	correlate	VERB
fbem-22279	244	22	failures	failure	NOUN
fbem-22279	244	23	on	on	ADP
fbem-22279	244	24	stochastic	stochastic	ADJ
fbem-22279	244	25	flow	flow	NOUN
fbem-22279	244	26	network	network	NOUN
fbem-22279	244	27	reliability	reliability	NOUN
fbem-22279	244	28	,	,	PUNCT
fbem-22279	244	29	"	"	PUNCT
fbem-22279	244	30	ieee	ieee	NOUN
fbem-22279	244	31	transaction	transaction	NOUN
fbem-22279	244	32	on	on	ADP
fbem-22279	244	33	reliability	reliability	NOUN
fbem-22279	244	34	,	,	PUNCT
fbem-22279	244	35	vol.61	vol.61	NOUN
fbem-22279	244	36	,	,	PUNCT
fbem-22279	244	37	no.3	no.3	NOUN
fbem-22279	244	38	,	,	PUNCT
fbem-22279	244	39	pp.692	pp.692	NOUN
fbem-22279	244	40	-	-	PUNCT
fbem-22279	244	41	701	701	NUM
fbem-22279	244	42	,	,	PUNCT
fbem-22279	244	43	2015	2015	NUM
fbem-22279	244	44	.	.	PUNCT
fbem-22279	245	1	[	[	X
fbem-22279	245	2	3	3	X
fbem-22279	245	3	]	]	X
fbem-22279	245	4	c.f	c.f	PROPN
fbem-22279	245	5	.	.	PROPN
fbem-22279	245	6	huang	huang	PROPN
fbem-22279	245	7	,	,	PUNCT
fbem-22279	245	8	d.h	d.h	PROPN
fbem-22279	245	9	.	.	PROPN
fbem-22279	245	10	huang	huang	PROPN
fbem-22279	245	11	,	,	PUNCT
fbem-22279	245	12	and	and	CCONJ
fbem-22279	245	13	y.k	y.k	PROPN
fbem-22279	245	14	.	.	PROPN
fbem-22279	245	15	lin	lin	PROPN
fbem-22279	245	16	,	,	PUNCT
fbem-22279	245	17	"	"	PUNCT
fbem-22279	245	18	network	network	NOUN
fbem-22279	245	19	reliability	reliability	NOUN
fbem-22279	245	20	evaluation	evaluation	NOUN
fbem-22279	245	21	for	for	ADP
fbem-22279	245	22	a	a	DET
fbem-22279	245	23	distributed	distribute	VERB
fbem-22279	245	24	network	network	NOUN
fbem-22279	245	25	with	with	ADP
fbem-22279	245	26	edge	edge	NOUN
fbem-22279	245	27	computing,"computers	computing,"computers	PROPN
fbem-22279	245	28	&	&	CCONJ
fbem-22279	245	29	industrial	industrial	ADJ
fbem-22279	245	30	engineering	engineering	PROPN
fbem-22279	245	31	,	,	PUNCT
fbem-22279	245	32	vol.147	vol.147	NOUN
fbem-22279	245	33	,	,	PUNCT
fbem-22279	245	34	106429	106429	NUM
fbem-22279	245	35	,	,	PUNCT
fbem-22279	245	36	2020	2020	NUM
fbem-22279	245	37	.	.	PUNCT
fbem-22279	246	1	[	[	X
fbem-22279	246	2	4	4	NUM
fbem-22279	246	3	]	]	X
fbem-22279	246	4	w.w	w.w	PROPN
fbem-22279	246	5	.	.	PROPN
fbem-22279	246	6	wu	wu	PROPN
fbem-22279	246	7	,	,	PUNCT
fbem-22279	246	8	a.	a.	NOUN
fbem-22279	246	9	ning	ning	PROPN
fbem-22279	246	10	,	,	PUNCT
fbem-22279	246	11	and	and	CCONJ
fbem-22279	246	12	x.x	x.x	PROPN
fbem-22279	246	13	.	.	PROPN
fbem-22279	246	14	ning	ning	PROPN
fbem-22279	246	15	,	,	PUNCT
fbem-22279	246	16	"	"	PUNCT
fbem-22279	246	17	evaluation	evaluation	NOUN
fbem-22279	246	18	of	of	ADP
fbem-22279	246	19	the	the	DET
fbem-22279	246	20	reliability	reliability	NOUN
fbem-22279	246	21	of	of	ADP
fbem-22279	246	22	transport	transport	NOUN
fbem-22279	246	23	networks	network	NOUN
fbem-22279	246	24	based	base	VERB
fbem-22279	246	25	on	on	ADP
fbem-22279	246	26	the	the	DET
fbem-22279	246	27	stochastic	stochastic	ADJ
fbem-22279	246	28	flow	flow	NOUN
fbem-22279	246	29	of	of	ADP
fbem-22279	246	30	moving	move	VERB
fbem-22279	246	31	objects	object	NOUN
fbem-22279	246	32	,	,	PUNCT
fbem-22279	246	33	"	"	PUNCT
fbem-22279	246	34	reliability	reliability	NOUN
fbem-22279	246	35	engineering	engineering	NOUN
fbem-22279	246	36	&	&	CCONJ
fbem-22279	246	37	system	system	NOUN
fbem-22279	246	38	safety	safety	NOUN
fbem-22279	246	39	,	,	PUNCT
fbem-22279	246	40	vol.93	vol.93	NOUN
fbem-22279	246	41	,	,	PUNCT
fbem-22279	246	42	no.6	no.6	PROPN
fbem-22279	246	43	,	,	PUNCT
fbem-22279	246	44	pp.838–844	pp.838–844	NOUN
fbem-22279	246	45	,	,	PUNCT
fbem-22279	246	46	2008	2008	NUM
fbem-22279	246	47	.	.	PUNCT
fbem-22279	247	1	[	[	X
fbem-22279	247	2	5	5	NUM
fbem-22279	247	3	]	]	X
fbem-22279	247	4	c.t	c.t	PROPN
fbem-22279	247	5	.	.	PROPN
fbem-22279	247	6	yeh	yeh	PROPN
fbem-22279	247	7	,	,	PUNCT
fbem-22279	247	8	y.k	y.k	PROPN
fbem-22279	247	9	.	.	PROPN
fbem-22279	247	10	lin	lin	PROPN
fbem-22279	247	11	,	,	PUNCT
fbem-22279	247	12	l.c.l	l.c.l	NOUN
fbem-22279	247	13	.	.	PUNCT
fbem-22279	248	1	yeng	yeng	PROPN
fbem-22279	248	2	,	,	PUNCT
fbem-22279	248	3	and	and	CCONJ
fbem-22279	248	4	p.t	p.t	PROPN
fbem-22279	248	5	.	.	PROPN
fbem-22279	248	6	huang	huang	PROPN
fbem-22279	248	7	,	,	PUNCT
fbem-22279	248	8	"	"	PUNCT
fbem-22279	248	9	reliability	reliability	NOUN
fbem-22279	248	10	evaluation	evaluation	NOUN
fbem-22279	248	11	of	of	ADP
fbem-22279	248	12	a	a	DET
fbem-22279	248	13	multistate	multistate	NOUN
fbem-22279	248	14	railway	railway	NOUN
fbem-22279	248	15	transportation	transportation	NOUN
fbem-22279	248	16	network	network	NOUN
fbem-22279	248	17	fromthe	fromthe	PROPN
fbem-22279	248	18	perspective	perspective	NOUN
fbem-22279	248	19	of	of	ADP
fbem-22279	248	20	a	a	DET
fbem-22279	248	21	travel	travel	NOUN
fbem-22279	248	22	agent	agent	NOUN
fbem-22279	248	23	,	,	PUNCT
fbem-22279	248	24	"	"	PUNCT
fbem-22279	248	25	reliability	reliability	NOUN
fbem-22279	248	26	engineering	engineering	NOUN
fbem-22279	248	27	&	&	CCONJ
fbem-22279	248	28	system	system	NOUN
fbem-22279	248	29	safety	safety	NOUN
fbem-22279	248	30	,	,	PUNCT
fbem-22279	248	31	vol.214	vol.214	ADJ
fbem-22279	248	32	,	,	PUNCT
fbem-22279	248	33	107757	107757	NUM
fbem-22279	248	34	,	,	PUNCT
fbem-22279	248	35	2021	2021	NUM
fbem-22279	248	36	.	.	PUNCT
fbem-22279	249	1	[	[	X
fbem-22279	249	2	6	6	NUM
fbem-22279	249	3	]	]	X
fbem-22279	249	4	h.p	h.p	PROPN
fbem-22279	249	5	.	.	PROPN
fbem-22279	249	6	jia	jia	PROPN
fbem-22279	249	7	,	,	PUNCT
fbem-22279	249	8	d.n	d.n	PROPN
fbem-22279	249	9	.	.	PROPN
fbem-22279	249	10	liu	liu	PROPN
fbem-22279	249	11	,	,	PUNCT
fbem-22279	249	12	y.b	y.b	PROPN
fbem-22279	249	13	.	.	PROPN
fbem-22279	249	14	li	li	PROPN
fbem-22279	249	15	,	,	PUNCT
fbem-22279	249	16	y.	y.	PROPN
fbem-22279	249	17	ding	ding	PROPN
fbem-22279	249	18	,	,	PUNCT
fbem-22279	249	19	m.g	m.g	PROPN
fbem-22279	249	20	.	.	PROPN
fbem-22279	249	21	liu	liu	PROPN
fbem-22279	249	22	,	,	PUNCT
fbem-22279	249	23	and	and	CCONJ
fbem-22279	249	24	r.	r.	PROPN
fbem-22279	249	25	peng	peng	PROPN
fbem-22279	249	26	,	,	PUNCT
fbem-22279	249	27	"	"	PUNCT
fbem-22279	249	28	reliability	reliability	NOUN
fbem-22279	249	29	evaluation	evaluation	NOUN
fbem-22279	249	30	of	of	ADP
fbem-22279	249	31	power	power	NOUN
fbem-22279	249	32	systems	system	NOUN
fbem-22279	249	33	with	with	ADP
fbem-22279	249	34	multi	multi	ADJ
fbem-22279	249	35	-	-	ADJ
fbem-22279	249	36	state	state	ADJ
fbem-22279	249	37	warm	warm	ADJ
fbem-22279	249	38	standby	standby	NOUN
fbem-22279	249	39	and	and	CCONJ
fbem-22279	249	40	multi	multi	ADJ
fbem-22279	249	41	-	-	ADJ
fbem-22279	249	42	state	state	ADJ
fbem-22279	249	43	performance	performance	NOUN
fbem-22279	249	44	sharing	sharing	NOUN
fbem-22279	249	45	mechanism	mechanism	NOUN
fbem-22279	249	46	,	,	PUNCT
fbem-22279	249	47	"	"	PUNCT
fbem-22279	249	48	reliability	reliability	NOUN
fbem-22279	249	49	engineering	engineering	NOUN
fbem-22279	249	50	&	&	CCONJ
fbem-22279	249	51	system	system	NOUN
fbem-22279	249	52	safety	safety	NOUN
fbem-22279	249	53	,	,	PUNCT
fbem-22279	249	54	vol.204	vol.204	NOUN
fbem-22279	249	55	,	,	PUNCT
fbem-22279	249	56	107139	107139	NUM
fbem-22279	249	57	,	,	PUNCT
fbem-22279	249	58	2020	2020	NUM
fbem-22279	249	59	.	.	PUNCT
fbem-22279	250	1	[	[	X
fbem-22279	250	2	7	7	X
fbem-22279	250	3	]	]	X
fbem-22279	250	4	y.k	y.k	PROPN
fbem-22279	250	5	.	.	PROPN
fbem-22279	250	6	lin	lin	PROPN
fbem-22279	250	7	,	,	PUNCT
fbem-22279	250	8	c.t	c.t	PROPN
fbem-22279	250	9	.	.	PROPN
fbem-22279	250	10	yeh	yeh	PROPN
fbem-22279	250	11	,	,	PUNCT
fbem-22279	250	12	"	"	PUNCT
fbem-22279	250	13	maximal	maximal	ADJ
fbem-22279	250	14	network	network	NOUN
fbem-22279	250	15	reliability	reliability	NOUN
fbem-22279	250	16	for	for	ADP
fbem-22279	250	17	a	a	DET
fbem-22279	250	18	stochastic	stochastic	ADJ
fbem-22279	250	19	power	power	NOUN
fbem-22279	250	20	transmission	transmission	NOUN
fbem-22279	250	21	network	network	NOUN
fbem-22279	250	22	,	,	PUNCT
fbem-22279	250	23	"	"	PUNCT
fbem-22279	250	24	reliability	reliability	NOUN
fbem-22279	250	25	engineering	engineering	NOUN
fbem-22279	250	26	&	&	CCONJ
fbem-22279	250	27	system	system	NOUN
fbem-22279	250	28	safety	safety	NOUN
fbem-22279	250	29	,	,	PUNCT
fbem-22279	250	30	vol.96	vol.96	ADJ
fbem-22279	250	31	,	,	PUNCT
fbem-22279	250	32	no.10	no.10	PROPN
fbem-22279	250	33	,	,	PUNCT
fbem-22279	250	34	pp.1332	pp.1332	PROPN
fbem-22279	250	35	-	-	PUNCT
fbem-22279	250	36	1339	1339	NUM
fbem-22279	250	37	,	,	PUNCT
fbem-22279	250	38	2011	2011	NUM
fbem-22279	250	39	.	.	PUNCT
fbem-22279	251	1	[	[	X
fbem-22279	251	2	8	8	NUM
fbem-22279	251	3	]	]	PUNCT
fbem-22279	251	4	a.	a.	NOUN
fbem-22279	251	5	lisnianski	lisnianski	PROPN
fbem-22279	251	6	,	,	PUNCT
fbem-22279	251	7	g.	g.	PROPN
fbem-22279	251	8	levitin	levitin	PROPN
fbem-22279	251	9	,	,	PUNCT
fbem-22279	251	10	"	"	PUNCT
fbem-22279	251	11	multi	multi	ADJ
fbem-22279	251	12	-	-	ADJ
fbem-22279	251	13	state	state	ADJ
fbem-22279	251	14	system	system	NOUN
fbem-22279	251	15	reliability	reliability	NOUN
fbem-22279	251	16	:	:	PUNCT
fbem-22279	251	17	assessment	assessment	NOUN
fbem-22279	251	18	,	,	PUNCT
fbem-22279	251	19	optimization	optimization	NOUN
fbem-22279	251	20	and	and	CCONJ
fbem-22279	251	21	applications	application	NOUN
fbem-22279	251	22	,	,	PUNCT
fbem-22279	251	23	"	"	PUNCT
fbem-22279	251	24	singapore	singapore	NOUN
fbem-22279	251	25	:	:	PUNCT
fbem-22279	251	26	world	world	NOUN
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fbem-22279	251	28	,	,	PUNCT
fbem-22279	251	29	2003	2003	NUM
fbem-22279	251	30	.	.	PUNCT
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fbem-22279	252	5	zio	zio	PROPN
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fbem-22279	252	7	"	"	PUNCT
fbem-22279	252	8	reliability	reliability	NOUN
fbem-22279	252	9	engineering	engineering	NOUN
fbem-22279	252	10	:	:	PUNCT
fbem-22279	252	11	old	old	ADJ
fbem-22279	252	12	problems	problem	NOUN
fbem-22279	252	13	and	and	CCONJ
fbem-22279	252	14	new	new	ADJ
fbem-22279	252	15	challenges	challenge	NOUN
fbem-22279	252	16	,	,	PUNCT
fbem-22279	252	17	"	"	PUNCT
fbem-22279	252	18	reliability	reliability	NOUN
fbem-22279	252	19	engineering	engineering	NOUN
fbem-22279	252	20	&	&	CCONJ
fbem-22279	252	21	system	system	NOUN
fbem-22279	252	22	safety	safety	NOUN
fbem-22279	252	23	,	,	PUNCT
fbem-22279	252	24	vol	vol	NOUN
fbem-22279	252	25	.	.	PROPN
fbem-22279	252	26	94	94	NUM
fbem-22279	252	27	,	,	PUNCT
fbem-22279	252	28	pp.125	pp.125	NOUN
fbem-22279	252	29	-	-	PUNCT
fbem-22279	252	30	141	141	NUM
fbem-22279	252	31	,	,	PUNCT
fbem-22279	252	32	2009	2009	NUM
fbem-22279	252	33	.	.	PUNCT
fbem-22279	253	1	[	[	X
fbem-22279	253	2	10	10	NUM
fbem-22279	253	3	]	]	PUNCT
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fbem-22279	253	5	aven	aven	NOUN
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fbem-22279	253	7	"	"	PUNCT
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fbem-22279	253	10	science	science	NOUN
fbem-22279	253	11	:	:	PUNCT
fbem-22279	253	12	its	its	PRON
fbem-22279	253	13	foundation	foundation	NOUN
fbem-22279	253	14	and	and	CCONJ
fbem-22279	253	15	link	link	VERB
fbem-22279	253	16	to	to	PART
fbem-22279	253	17	risk	risk	VERB
fbem-22279	253	18	science	science	NOUN
fbem-22279	253	19	and	and	CCONJ
fbem-22279	253	20	other	other	ADJ
fbem-22279	253	21	sciences	science	NOUN
fbem-22279	253	22	,	,	PUNCT
fbem-22279	253	23	"	"	PUNCT
fbem-22279	253	24	reliability	reliability	NOUN
fbem-22279	253	25	engineering	engineering	NOUN
fbem-22279	253	26	&	&	CCONJ
fbem-22279	253	27	system	system	NOUN
fbem-22279	253	28	safety	safety	NOUN
fbem-22279	253	29	,	,	PUNCT
fbem-22279	253	30	vol.215	vol.215	ADJ
fbem-22279	253	31	,	,	PUNCT
fbem-22279	253	32	107863	107863	NUM
fbem-22279	253	33	,	,	PUNCT
fbem-22279	253	34	2021	2021	NUM
fbem-22279	253	35	.	.	PUNCT
fbem-22279	254	1	[	[	X
fbem-22279	254	2	11	11	NUM
fbem-22279	254	3	]	]	X
fbem-22279	254	4	y.k	y.k	PROPN
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fbem-22279	254	8	"	"	PUNCT
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fbem-22279	254	11	algorithm	algorithm	NOUN
fbem-22279	254	12	for	for	ADP
fbem-22279	254	13	reliability	reliability	NOUN
fbem-22279	254	14	evaluation	evaluation	NOUN
fbem-22279	254	15	of	of	ADP
fbem-22279	254	16	a	a	DET
fbem-22279	254	17	stochastic	stochastic	NOUN
fbem-22279	254	18	-	-	PUNCT
fbem-22279	254	19	flow	flow	NOUN
fbem-22279	254	20	network	network	NOUN
fbem-22279	254	21	with	with	ADP
fbem-22279	254	22	node	node	ADJ
fbem-22279	254	23	failure	failure	NOUN
fbem-22279	254	24	,	,	PUNCT
fbem-22279	254	25	"	"	PUNCT
fbem-22279	254	26	computers	computer	NOUN
fbem-22279	254	27	&	&	CCONJ
fbem-22279	254	28	operations	operation	NOUN
fbem-22279	254	29	research	research	NOUN
fbem-22279	254	30	,	,	PUNCT
fbem-22279	254	31	vol.28	vol.28	NOUN
fbem-22279	254	32	,	,	PUNCT
fbem-22279	254	33	pp.1277	pp.1277	PROPN
fbem-22279	254	34	-	-	PUNCT
fbem-22279	254	35	1285	1285	NUM
fbem-22279	254	36	,	,	PUNCT
fbem-22279	254	37	2001	2001	NUM
fbem-22279	254	38	.	.	PUNCT
fbem-22279	255	1	[	[	X
fbem-22279	255	2	12	12	NUM
fbem-22279	255	3	]	]	X
fbem-22279	255	4	y.k	y.k	PROPN
fbem-22279	255	5	.	.	PROPN
fbem-22279	255	6	lin	lin	PROPN
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fbem-22279	255	8	"	"	PUNCT
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fbem-22279	255	10	minimal	minimal	ADJ
fbem-22279	255	11	cuts	cut	NOUN
fbem-22279	255	12	to	to	PART
fbem-22279	255	13	evaluate	evaluate	VERB
fbem-22279	255	14	the	the	DET
fbem-22279	255	15	system	system	NOUN
fbem-22279	255	16	reliability	reliability	NOUN
fbem-22279	255	17	of	of	ADP
fbem-22279	255	18	a	a	DET
fbem-22279	255	19	stochastic	stochastic	NOUN
fbem-22279	255	20	-	-	PUNCT
fbem-22279	255	21	flow	flow	NOUN
fbem-22279	255	22	network	network	NOUN
fbem-22279	255	23	with	with	ADP
fbem-22279	255	24	failures	failure	NOUN
fbem-22279	255	25	at	at	ADP
fbem-22279	255	26	nodes	node	NOUN
fbem-22279	255	27	and	and	CCONJ
fbem-22279	255	28	arcs	arc	NOUN
fbem-22279	255	29	,	,	PUNCT
fbem-22279	255	30	"	"	PUNCT
fbem-22279	255	31	reliability	reliability	NOUN
fbem-22279	255	32	engineering	engineering	NOUN
fbem-22279	255	33	&	&	CCONJ
fbem-22279	255	34	system	system	NOUN
fbem-22279	255	35	safety	safety	NOUN
fbem-22279	255	36	,	,	PUNCT
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fbem-22279	255	38	,	,	PUNCT
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fbem-22279	256	1	[	[	X
fbem-22279	256	2	13	13	NUM
fbem-22279	256	3	]	]	SYM
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fbem-22279	256	8	"	"	PUNCT
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fbem-22279	256	12	for	for	ADP
fbem-22279	256	13	the	the	DET
fbem-22279	256	14	network	network	NOUN
fbem-22279	256	15	reliability	reliability	NOUN
fbem-22279	256	16	in	in	ADP
fbem-22279	256	17	terms	term	NOUN
fbem-22279	256	18	of	of	ADP
fbem-22279	256	19	capacitated	capacitate	VERB
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fbem-22279	256	21	-	-	PUNCT
fbem-22279	256	22	paths	path	NOUN
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fbem-22279	256	24	knowing	know	VERB
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fbem-22279	256	26	in	in	ADP
fbem-22279	256	27	advance	advance	NOUN
fbem-22279	256	28	,	,	PUNCT
fbem-22279	256	29	"	"	PUNCT
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fbem-22279	256	34	research	research	NOUN
fbem-22279	256	35	society	society	NOUN
fbem-22279	256	36	,	,	PUNCT
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fbem-22279	256	38	,	,	PUNCT
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fbem-22279	256	41	1240	1240	NUM
fbem-22279	256	42	,	,	PUNCT
fbem-22279	256	43	2005	2005	NUM
fbem-22279	256	44	.	.	PUNCT
fbem-22279	257	1	[	[	X
fbem-22279	257	2	14	14	NUM
fbem-22279	257	3	]	]	X
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fbem-22279	257	8	"	"	PUNCT
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fbem-22279	257	12	for	for	ADP
fbem-22279	257	13	searching	search	VERB
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fbem-22279	257	16	-	-	ADJ
fbem-22279	257	17	state	state	ADJ
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fbem-22279	257	26	,	,	PUNCT
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fbem-22279	258	8	"	"	PUNCT
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fbem-22279	258	22	-	-	PUNCT
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fbem-22279	258	30	"	"	PUNCT
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fbem-22279	260	32	networks	network	NOUN
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fbem-22279	261	33	engineering	engineering	NOUN
fbem-22279	261	34	&	&	CCONJ
fbem-22279	261	35	system	system	NOUN
fbem-22279	261	36	safety	safety	NOUN
fbem-22279	261	37	,	,	PUNCT
fbem-22279	261	38	vol.226	vol.226	NOUN
fbem-22279	261	39	,	,	PUNCT
fbem-22279	261	40	108663	108663	NUM
fbem-22279	261	41	,	,	PUNCT
fbem-22279	261	42	2022	2022	NUM
fbem-22279	261	43	.	.	PUNCT
fbem-22279	262	1	205	205	NUM
fbem-22279	263	1	[	[	X
fbem-22279	263	2	19	19	NUM
fbem-22279	263	3	]	]	PUNCT
fbem-22279	263	4	t.	t.	PROPN
fbem-22279	263	5	liu	liu	PROPN
fbem-22279	263	6	,	,	PUNCT
fbem-22279	263	7	g.h	g.h	PROPN
fbem-22279	263	8	.	.	PROPN
fbem-22279	263	9	bai	bai	PROPN
fbem-22279	263	10	,	,	PUNCT
fbem-22279	263	11	j.y	j.y	PROPN
fbem-22279	263	12	.	.	PROPN
fbem-22279	263	13	tao	tao	PROPN
fbem-22279	263	14	,	,	PUNCT
fbem-22279	263	15	y.a	y.a	PROPN
fbem-22279	263	16	.	.	PROPN
fbem-22279	263	17	zhang	zhang	PROPN
fbem-22279	263	18	,	,	PUNCT
fbem-22279	263	19	and	and	CCONJ
fbem-22279	263	20	y.n	y.n	PROPN
fbem-22279	263	21	.	.	PROPN
fbem-22279	263	22	fang	fang	PROPN
fbem-22279	263	23	,	,	PUNCT
fbem-22279	263	24	"	"	PUNCT
fbem-22279	263	25	an	an	DET
fbem-22279	263	26	improved	improved	ADJ
fbem-22279	263	27	bounding	bounding	NOUN
fbem-22279	263	28	algorithm	algorithm	NOUN
fbem-22279	263	29	for	for	ADP
fbem-22279	263	30	approximating	approximate	VERB
fbem-22279	263	31	multistate	multistate	NOUN
fbem-22279	263	32	network	network	NOUN
fbem-22279	263	33	reliability	reliability	NOUN
fbem-22279	263	34	based	base	VERB
fbem-22279	263	35	on	on	ADP
fbem-22279	263	36	state	state	NOUN
fbem-22279	263	37	-	-	PUNCT
fbem-22279	263	38	space	space	NOUN
fbem-22279	263	39	decomposition	decomposition	NOUN
fbem-22279	263	40	method	method	NOUN
fbem-22279	263	41	,	,	PUNCT
fbem-22279	263	42	"	"	PUNCT
fbem-22279	263	43	reliability	reliability	NOUN
fbem-22279	263	44	engineering	engineering	NOUN
fbem-22279	263	45	&	&	CCONJ
fbem-22279	263	46	system	system	NOUN
fbem-22279	263	47	safety	safety	NOUN
fbem-22279	263	48	,	,	PUNCT
fbem-22279	263	49	vol.210	vol.210	NOUN
fbem-22279	263	50	,	,	PUNCT
fbem-22279	263	51	107500	107500	NUM
fbem-22279	263	52	,	,	PUNCT
fbem-22279	263	53	2021	2021	NUM
fbem-22279	263	54	.	.	PUNCT
fbem-22279	264	1	[	[	X
fbem-22279	264	2	20	20	NUM
fbem-22279	264	3	]	]	PUNCT
fbem-22279	264	4	m.	m.	NOUN
fbem-22279	264	5	forghani	forghani	PROPN
fbem-22279	264	6	-	-	PUNCT
fbem-22279	264	7	elahabad	elahabad	NOUN
fbem-22279	264	8	,	,	PUNCT
fbem-22279	264	9	and	and	CCONJ
fbem-22279	264	10	l.h	l.h	PROPN
fbem-22279	264	11	.	.	PROPN
fbem-22279	264	12	bonani	bonani	PROPN
fbem-22279	264	13	,	,	PUNCT
fbem-22279	264	14	"	"	PUNCT
fbem-22279	264	15	finding	find	VERB
fbem-22279	264	16	all	all	DET
fbem-22279	264	17	the	the	DET
fbem-22279	264	18	lower	low	ADJ
fbem-22279	264	19	boundary	boundary	ADJ
fbem-22279	264	20	points	point	NOUN
fbem-22279	264	21	in	in	ADP
fbem-22279	264	22	a	a	DET
fbem-22279	264	23	multistate	multistate	NOUN
fbem-22279	264	24	two	two	NUM
fbem-22279	264	25	-	-	PUNCT
fbem-22279	264	26	terminal	terminal	NOUN
fbem-22279	264	27	network	network	NOUN
fbem-22279	264	28	,	,	PUNCT
fbem-22279	264	29	"	"	PUNCT
fbem-22279	264	30	ieee	ieee	NOUN
fbem-22279	264	31	transactions	transaction	NOUN
fbem-22279	264	32	on	on	ADP
fbem-22279	264	33	reliability	reliability	NOUN
fbem-22279	264	34	,	,	PUNCT
fbem-22279	264	35	vol.66	vol.66	NOUN
fbem-22279	264	36	,	,	PUNCT
fbem-22279	264	37	no.3	no.3	NOUN
fbem-22279	264	38	,	,	PUNCT
fbem-22279	264	39	pp.677688	pp.677688	PROPN
fbem-22279	264	40	,	,	PUNCT
fbem-22279	264	41	2017	2017	NUM
fbem-22279	264	42	.	.	PUNCT
fbem-22279	265	1	[	[	X
fbem-22279	265	2	21	21	NUM
fbem-22279	265	3	]	]	PUNCT
fbem-22279	265	4	m.	m.	NOUN
fbem-22279	265	5	forghani	forghani	PROPN
fbem-22279	265	6	-	-	PUNCT
fbem-22279	265	7	elahabad	elahabad	PROPN
fbem-22279	265	8	,	,	PUNCT
fbem-22279	265	9	n.	n.	PROPN
fbem-22279	265	10	kagan	kagan	PROPN
fbem-22279	265	11	,	,	PUNCT
fbem-22279	265	12	and	and	CCONJ
fbem-22279	265	13	n.	n.	NOUN
fbem-22279	265	14	mahdavi	mahdavi	PROPN
fbem-22279	265	15	-	-	PUNCT
fbem-22279	265	16	amiri	amiri	PROPN
fbem-22279	265	17	,	,	PUNCT
fbem-22279	265	18	"	"	PUNCT
fbem-22279	265	19	an	an	DET
fbem-22279	265	20	mp	mp	NOUN
fbem-22279	265	21	-	-	PUNCT
fbem-22279	265	22	based	base	VERB
fbem-22279	265	23	approximation	approximation	NOUN
fbem-22279	265	24	algorithm	algorithm	NOUN
fbem-22279	265	25	on	on	ADP
fbem-22279	265	26	reliability	reliability	NOUN
fbem-22279	265	27	evaluation	evaluation	NOUN
fbem-22279	265	28	of	of	ADP
fbem-22279	265	29	multistate	multistate	NOUN
fbem-22279	265	30	flow	flow	NOUN
fbem-22279	265	31	networks	network	NOUN
fbem-22279	265	32	,	,	PUNCT
fbem-22279	265	33	"	"	PUNCT
fbem-22279	265	34	reliability	reliability	NOUN
fbem-22279	265	35	engineering	engineering	NOUN
fbem-22279	265	36	&	&	CCONJ
fbem-22279	265	37	system	system	NOUN
fbem-22279	265	38	safety	safety	NOUN
fbem-22279	265	39	,	,	PUNCT
fbem-22279	265	40	vol.191	vol.191	NOUN
fbem-22279	265	41	,	,	PUNCT
fbem-22279	265	42	106566	106566	NUM
fbem-22279	265	43	,	,	PUNCT
fbem-22279	265	44	2019	2019	NUM
fbem-22279	265	45	.	.	PUNCT
fbem-22279	266	1	[	[	X
fbem-22279	266	2	22	22	NUM
fbem-22279	266	3	]	]	X
fbem-22279	266	4	z.y	z.y	PROPN
fbem-22279	266	5	.	.	PROPN
fbem-22279	266	6	zhang	zhang	PROPN
fbem-22279	266	7	,	,	PUNCT
fbem-22279	266	8	and	and	CCONJ
fbem-22279	266	9	f.m	f.m	PROPN
fbem-22279	266	10	.	.	PROPN
fbem-22279	266	11	shao	shao	PROPN
fbem-22279	266	12	.	.	PUNCT
fbem-22279	267	1	"	"	PUNCT
fbem-22279	267	2	a	a	DET
fbem-22279	267	3	diameter	diameter	NOUN
fbem-22279	267	4	-	-	PUNCT
fbem-22279	267	5	constrained	constrain	VERB
fbem-22279	267	6	approximation	approximation	NOUN
fbem-22279	267	7	algorithm	algorithm	NOUN
fbem-22279	267	8	of	of	ADP
fbem-22279	267	9	multistate	multistate	NOUN
fbem-22279	267	10	two	two	NUM
fbem-22279	267	11	-	-	PUNCT
fbem-22279	267	12	terminal	terminal	NOUN
fbem-22279	267	13	reliability	reliability	NOUN
fbem-22279	267	14	,	,	PUNCT
fbem-22279	267	15	"	"	PUNCT
fbem-22279	267	16	ieee	ieee	NOUN
fbem-22279	267	17	transactions	transaction	NOUN
fbem-22279	267	18	on	on	ADP
fbem-22279	267	19	reliability	reliability	NOUN
fbem-22279	267	20	,	,	PUNCT
fbem-22279	267	21	vol.67	vol.67	NOUN
fbem-22279	267	22	,	,	PUNCT
fbem-22279	267	23	no.3	no.3	NOUN
fbem-22279	267	24	,	,	PUNCT
fbem-22279	267	25	pp.1249	pp.1249	PROPN
fbem-22279	267	26	-	-	PUNCT
fbem-22279	267	27	1260	1260	NUM
fbem-22279	267	28	,	,	PUNCT
fbem-22279	267	29	2018	2018	NUM
fbem-22279	267	30	.	.	PUNCT
fbem-22279	268	1	[	[	X
fbem-22279	268	2	23	23	NUM
fbem-22279	268	3	]	]	X
fbem-22279	268	4	y.f	y.f	PROPN
fbem-22279	268	5	.	.	PUNCT
fbem-22279	268	6	niu	niu	PROPN
fbem-22279	268	7	,	,	PUNCT
fbem-22279	268	8	and	and	CCONJ
fbem-22279	268	9	x.z	x.z	PROPN
fbem-22279	268	10	.	.	PROPN
fbem-22279	268	11	xu	xu	PROPN
fbem-22279	268	12	,	,	PUNCT
fbem-22279	268	13	"	"	PUNCT
fbem-22279	268	14	a	a	DET
fbem-22279	268	15	new	new	ADJ
fbem-22279	268	16	solution	solution	NOUN
fbem-22279	268	17	algorithm	algorithm	NOUN
fbem-22279	268	18	for	for	ADP
fbem-22279	268	19	the	the	DET
fbem-22279	268	20	multi	multi	ADJ
fbem-22279	268	21	-	-	ADJ
fbem-22279	268	22	state	state	ADJ
fbem-22279	268	23	minimal	minimal	ADJ
fbem-22279	268	24	cut	cut	NOUN
fbem-22279	268	25	problem	problem	NOUN
fbem-22279	268	26	,	,	PUNCT
fbem-22279	268	27	"	"	PUNCT
fbem-22279	268	28	ieee	ieee	NOUN
fbem-22279	268	29	transactions	transaction	NOUN
fbem-22279	268	30	on	on	ADP
fbem-22279	268	31	reliability	reliability	NOUN
fbem-22279	268	32	,	,	PUNCT
fbem-22279	268	33	vol.69	vol.69	NOUN
fbem-22279	268	34	,	,	PUNCT
fbem-22279	268	35	no.3	no.3	VERB
fbem-22279	268	36	,	,	PUNCT
fbem-22279	268	37	pp.1064	pp.1064	PROPN
fbem-22279	268	38	-	-	SYM
fbem-22279	268	39	1076	1076	NUM
fbem-22279	268	40	,	,	PUNCT
fbem-22279	268	41	2020	2020	NUM
fbem-22279	268	42	.	.	PUNCT
fbem-22279	269	1	[	[	X
fbem-22279	269	2	24	24	NUM
fbem-22279	269	3	]	]	X
fbem-22279	269	4	y.f	y.f	PROPN
fbem-22279	269	5	.	.	PUNCT
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fbem-22279	269	7	,	,	PUNCT
fbem-22279	269	8	z.y	z.y	PROPN
fbem-22279	269	9	.	.	PROPN
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fbem-22279	269	12	w.h.k	w.h.k	PROPN
fbem-22279	269	13	.	.	PUNCT
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fbem-22279	270	2	,	,	PUNCT
fbem-22279	270	3	"	"	PUNCT
fbem-22279	270	4	a	a	DET
fbem-22279	270	5	new	new	ADJ
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fbem-22279	270	7	algorithm	algorithm	NOUN
fbem-22279	270	8	for	for	ADP
fbem-22279	270	9	finding	find	VERB
fbem-22279	270	10	d	d	VERB
fbem-22279	270	11	-	-	ADJ
fbem-22279	270	12	minimal	minimal	ADJ
fbem-22279	270	13	cuts	cut	NOUN
fbem-22279	270	14	in	in	ADP
fbem-22279	270	15	multi	multi	ADJ
fbem-22279	270	16	-	-	ADJ
fbem-22279	270	17	state	state	ADJ
fbem-22279	270	18	networks	network	NOUN
fbem-22279	270	19	,	,	PUNCT
fbem-22279	270	20	"	"	PUNCT
fbem-22279	270	21	reliability	reliability	NOUN
fbem-22279	270	22	engineering	engineering	NOUN
fbem-22279	270	23	&	&	CCONJ
fbem-22279	270	24	system	system	NOUN
fbem-22279	270	25	safety	safety	NOUN
fbem-22279	270	26	,	,	PUNCT
fbem-22279	270	27	vol.66	vol.66	NOUN
fbem-22279	270	28	,	,	PUNCT
fbem-22279	270	29	pp.151	pp.151	NOUN
fbem-22279	270	30	-	-	PUNCT
fbem-22279	270	31	163	163	NUM
fbem-22279	270	32	,	,	PUNCT
fbem-22279	270	33	2017	2017	NUM
fbem-22279	270	34	.	.	PUNCT
fbem-22279	271	1	[	[	X
fbem-22279	271	2	25	25	NUM
fbem-22279	271	3	]	]	X
fbem-22279	271	4	y.f	y.f	PROPN
fbem-22279	271	5	.	.	PUNCT
fbem-22279	271	6	niu	niu	PROPN
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fbem-22279	271	8	x.y	x.y	PROPN
fbem-22279	271	9	.	.	PROPN
fbem-22279	271	10	wan	wan	PROPN
fbem-22279	271	11	,	,	PUNCT
fbem-22279	271	12	x.z	x.z	PROPN
fbem-22279	271	13	.	.	PROPN
fbem-22279	271	14	xu	xu	PROPN
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fbem-22279	271	16	and	and	CCONJ
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fbem-22279	271	19	,	,	PUNCT
fbem-22279	271	20	"	"	PUNCT
fbem-22279	271	21	finding	find	VERB
fbem-22279	271	22	all	all	PRON
fbem-22279	271	23	multistate	multistate	VERB
fbem-22279	271	24	minimal	minimal	ADJ
fbem-22279	271	25	paths	path	NOUN
fbem-22279	271	26	of	of	ADP
fbem-22279	271	27	a	a	DET
fbem-22279	271	28	multi	multi	ADJ
fbem-22279	271	29	-	-	ADJ
fbem-22279	271	30	state	state	ADJ
fbem-22279	271	31	flow	flow	NOUN
fbem-22279	271	32	network	network	NOUN
fbem-22279	271	33	via	via	ADP
fbem-22279	271	34	feasible	feasible	ADJ
fbem-22279	271	35	circulations	circulation	NOUN
fbem-22279	271	36	,	,	PUNCT
fbem-22279	271	37	"	"	PUNCT
fbem-22279	271	38	reliability	reliability	NOUN
fbem-22279	271	39	engineering	engineering	NOUN
fbem-22279	271	40	&	&	CCONJ
fbem-22279	271	41	system	system	NOUN
fbem-22279	271	42	safety	safety	NOUN
fbem-22279	271	43	,	,	PUNCT
fbem-22279	271	44	vol.204	vol.204	NOUN
fbem-22279	271	45	,	,	PUNCT
fbem-22279	271	46	107188	107188	NUM
fbem-22279	271	47	,	,	PUNCT
fbem-22279	271	48	2020	2020	NUM
fbem-22279	271	49	.	.	PUNCT
fbem-22279	272	1	[	[	X
fbem-22279	272	2	26	26	NUM
fbem-22279	272	3	]	]	X
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fbem-22279	272	5	levitin,"a	levitin,"a	PROPN
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fbem-22279	272	8	function	function	NOUN
fbem-22279	272	9	approach	approach	NOUN
fbem-22279	272	10	for	for	ADP
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fbem-22279	272	13	of	of	ADP
fbem-22279	272	14	multi	multi	ADJ
fbem-22279	272	15	-	-	ADJ
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fbem-22279	272	17	systems	system	NOUN
fbem-22279	272	18	with	with	ADP
fbem-22279	272	19	dependent	dependent	ADJ
fbem-22279	272	20	elements	element	NOUN
fbem-22279	272	21	,	,	PUNCT
fbem-22279	272	22	"	"	PUNCT
fbem-22279	272	23	reliability	reliability	NOUN
fbem-22279	272	24	engineering	engineering	NOUN
fbem-22279	272	25	&	&	CCONJ
fbem-22279	272	26	system	system	NOUN
fbem-22279	272	27	safety	safety	NOUN
fbem-22279	272	28	,	,	PUNCT
fbem-22279	272	29	vol.84	vol.84	PROPN
fbem-22279	272	30	,	,	PUNCT
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fbem-22279	272	32	,	,	PUNCT
fbem-22279	272	33	pp.285292	pp.285292	PROPN
fbem-22279	272	34	,	,	PUNCT
fbem-22279	272	35	2004	2004	NUM
fbem-22279	272	36	.	.	PUNCT
fbem-22279	273	1	[	[	X
fbem-22279	273	2	27	27	NUM
fbem-22279	273	3	]	]	X
fbem-22279	273	4	g.	g.	PROPN
fbem-22279	273	5	levitin	levitin	PROPN
fbem-22279	273	6	,	,	PUNCT
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fbem-22279	273	10	function	function	NOUN
fbem-22279	273	11	in	in	ADP
fbem-22279	273	12	reliability	reliability	NOUN
fbem-22279	273	13	analysis	analysis	NOUN
fbem-22279	273	14	and	and	CCONJ
fbem-22279	273	15	optimization	optimization	NOUN
fbem-22279	273	16	.	.	PUNCT
fbem-22279	274	1	london	london	PROPN
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fbem-22279	274	6	;	;	PUNCT
fbem-22279	274	7	2005	2005	NUM
fbem-22279	274	8	.	.	PUNCT
fbem-22279	275	1	[	[	X
fbem-22279	275	2	28	28	NUM
fbem-22279	275	3	]	]	X
fbem-22279	275	4	j.e	j.e	PROPN
fbem-22279	275	5	.	.	PROPN
fbem-22279	275	6	ramirez	ramirez	PROPN
fbem-22279	275	7	-	-	PUNCT
fbem-22279	275	8	marquez	marquez	PROPN
fbem-22279	275	9	,	,	PUNCT
fbem-22279	275	10	d.w	d.w	PROPN
fbem-22279	275	11	.	.	PROPN
fbem-22279	275	12	coit	coit	PROPN
fbem-22279	275	13	,	,	PUNCT
fbem-22279	275	14	"	"	PUNCT
fbem-22279	275	15	a	a	DET
fbem-22279	275	16	monte	monte	PROPN
fbem-22279	275	17	-	-	PUNCT
fbem-22279	275	18	carlo	carlo	PROPN
fbem-22279	275	19	simulation	simulation	NOUN
fbem-22279	275	20	approach	approach	NOUN
fbem-22279	275	21	for	for	ADP
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fbem-22279	275	23	multi	multi	ADJ
fbem-22279	275	24	-	-	ADJ
fbem-22279	275	25	state	state	ADJ
fbem-22279	275	26	two	two	NUM
fbem-22279	275	27	-	-	PUNCT
fbem-22279	275	28	terminal	terminal	NOUN
fbem-22279	275	29	reliability	reliability	NOUN
fbem-22279	275	30	,	,	PUNCT
fbem-22279	275	31	"	"	PUNCT
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fbem-22279	275	33	engineering	engineering	NOUN
fbem-22279	275	34	&	&	CCONJ
fbem-22279	275	35	system	system	NOUN
fbem-22279	275	36	safety	safety	NOUN
fbem-22279	275	37	,	,	PUNCT
fbem-22279	275	38	vol.87	vol.87	PROPN
fbem-22279	275	39	,	,	PUNCT
fbem-22279	275	40	no.2	no.2	PROPN
fbem-22279	275	41	,	,	PUNCT
fbem-22279	275	42	pp	pp	PROPN
fbem-22279	275	43	.	.	PUNCT
fbem-22279	275	44	253	253	NUM
fbem-22279	275	45	-	-	SYM
fbem-22279	275	46	264	264	NUM
fbem-22279	275	47	,	,	PUNCT
fbem-22279	275	48	2005	2005	NUM
fbem-22279	275	49	.	.	PUNCT
fbem-22279	276	1	[	[	X
fbem-22279	276	2	29	29	NUM
fbem-22279	276	3	]	]	X
fbem-22279	276	4	george	george	PROPN
fbem-22279	276	5	-	-	PUNCT
fbem-22279	276	6	williams	williams	PROPN
fbem-22279	276	7	,	,	PUNCT
fbem-22279	276	8	h.	h.	PROPN
fbem-22279	276	9	,	,	PUNCT
fbem-22279	276	10	patelli	patelli	PROPN
fbem-22279	276	11	,	,	PUNCT
fbem-22279	276	12	e.	e.	PROPN
fbem-22279	276	13	,	,	PUNCT
fbem-22279	276	14	"	"	PUNCT
fbem-22279	276	15	a	a	DET
fbem-22279	276	16	hybrid	hybrid	ADJ
fbem-22279	276	17	load	load	NOUN
fbem-22279	276	18	flow	flow	NOUN
fbem-22279	276	19	and	and	CCONJ
fbem-22279	276	20	event	event	NOUN
fbem-22279	276	21	driven	drive	VERB
fbem-22279	276	22	simulation	simulation	NOUN
fbem-22279	276	23	approach	approach	NOUN
fbem-22279	276	24	to	to	ADP
fbem-22279	276	25	multi	multi	ADJ
fbem-22279	276	26	-	-	ADJ
fbem-22279	276	27	state	state	ADJ
fbem-22279	276	28	system	system	NOUN
fbem-22279	276	29	reliability	reliability	NOUN
fbem-22279	276	30	evaluation	evaluation	NOUN
fbem-22279	276	31	,	,	PUNCT
fbem-22279	276	32	"	"	PUNCT
fbem-22279	276	33	reliability	reliability	NOUN
fbem-22279	276	34	engineering	engineering	NOUN
fbem-22279	276	35	&	&	CCONJ
fbem-22279	276	36	system	system	NOUN
fbem-22279	276	37	safety	safety	NOUN
fbem-22279	276	38	,	,	PUNCT
fbem-22279	276	39	vol	vol	NOUN
fbem-22279	276	40	.	.	PROPN
fbem-22279	276	41	152	152	NUM
fbem-22279	276	42	,	,	PUNCT
fbem-22279	276	43	pp.351	pp.351	NOUN
fbem-22279	276	44	-	-	PUNCT
fbem-22279	276	45	367	367	NUM
fbem-22279	276	46	,	,	PUNCT
fbem-22279	276	47	2016	2016	NUM
fbem-22279	276	48	.	.	PUNCT
fbem-22279	277	1	[	[	X
fbem-22279	277	2	30	30	NUM
fbem-22279	277	3	]	]	X
fbem-22279	277	4	huang	huang	PROPN
fbem-22279	277	5	,	,	PUNCT
fbem-22279	277	6	dh	dh	PROPN
fbem-22279	277	7	.	.	PROPN
fbem-22279	277	8	,	,	PUNCT
fbem-22279	277	9	huang	huang	PROPN
fbem-22279	277	10	,	,	PUNCT
fbem-22279	277	11	cf	cf	PROPN
fbem-22279	277	12	.	.	PUNCT
fbem-22279	277	13	&	&	CCONJ
fbem-22279	277	14	lin	lin	PROPN
fbem-22279	277	15	,	,	PUNCT
fbem-22279	277	16	yk	yk	PROPN
fbem-22279	277	17	.	.	PUNCT
fbem-22279	278	1	a	a	DET
fbem-22279	278	2	reliability	reliability	NOUN
fbem-22279	278	3	prediction	prediction	NOUN
fbem-22279	278	4	model	model	NOUN
fbem-22279	278	5	for	for	ADP
fbem-22279	278	6	a	a	DET
fbem-22279	278	7	multistate	multistate	NOUN
fbem-22279	278	8	cloud	cloud	ADJ
fbem-22279	278	9	/	/	SYM
fbem-22279	278	10	edge	edge	NOUN
fbem-22279	278	11	-	-	PUNCT
fbem-22279	278	12	based	base	VERB
fbem-22279	278	13	network	network	NOUN
fbem-22279	278	14	based	base	VERB
fbem-22279	278	15	on	on	ADP
fbem-22279	278	16	a	a	DET
fbem-22279	278	17	deep	deep	ADJ
fbem-22279	278	18	neural	neural	ADJ
fbem-22279	278	19	network	network	NOUN
fbem-22279	278	20	.	.	PUNCT
fbem-22279	279	1	ann	ann	PROPN
fbem-22279	279	2	oper	oper	PROPN
fbem-22279	279	3	res	re	NOUN
fbem-22279	279	4	(	(	PUNCT
fbem-22279	279	5	2022	2022	NUM
fbem-22279	279	6	)	)	PUNCT
fbem-22279	279	7	.	.	PUNCT
fbem-22279	280	1	[	[	X
fbem-22279	280	2	31	31	NUM
fbem-22279	280	3	]	]	X
fbem-22279	280	4	huang	huang	PROPN
fbem-22279	280	5	,	,	PUNCT
fbem-22279	280	6	cf	cf	PROPN
fbem-22279	280	7	.	.	PROPN
fbem-22279	280	8	,	,	PUNCT
fbem-22279	280	9	huang	huang	PROPN
fbem-22279	280	10	,	,	PUNCT
fbem-22279	280	11	dh	dh	PROPN
fbem-22279	280	12	.	.	PROPN
fbem-22279	280	13	,	,	PUNCT
fbem-22279	280	14	lin	lin	PROPN
fbem-22279	280	15	,	,	PUNCT
fbem-22279	280	16	yk	yk	PROPN
fbem-22279	280	17	.	.	PUNCT
fbem-22279	280	18	et	et	PROPN
fbem-22279	281	1	al	al	PROPN
fbem-22279	281	2	.	.	PROPN
fbem-22279	282	1	network	network	NOUN
fbem-22279	282	2	reliability	reliability	NOUN
fbem-22279	282	3	evaluation	evaluation	NOUN
fbem-22279	282	4	of	of	ADP
fbem-22279	282	5	manufacturing	manufacturing	NOUN
fbem-22279	282	6	systems	system	NOUN
fbem-22279	282	7	by	by	ADP
fbem-22279	282	8	using	use	VERB
fbem-22279	282	9	a	a	DET
fbem-22279	282	10	deep	deep	ADJ
fbem-22279	282	11	learning	learning	NOUN
fbem-22279	282	12	approach	approach	NOUN
fbem-22279	282	13	.	.	PUNCT
fbem-22279	283	1	ann	ann	PROPN
fbem-22279	283	2	oper	oper	PROPN
fbem-22279	283	3	res	re	NOUN
fbem-22279	283	4	(	(	PUNCT
fbem-22279	283	5	2022	2022	NUM
fbem-22279	283	6	)	)	PUNCT
fbem-22279	283	7	.	.	PUNCT
fbem-22279	284	1	[	[	X
fbem-22279	284	2	32	32	NUM
fbem-22279	284	3	]	]	X
fbem-22279	284	4	huang	huang	PROPN
fbem-22279	284	5	,	,	PUNCT
fbem-22279	284	6	cf	cf	PROPN
fbem-22279	284	7	.	.	PROPN
fbem-22279	284	8	,	,	PUNCT
fbem-22279	284	9	huang	huang	PROPN
fbem-22279	284	10	,	,	PUNCT
fbem-22279	284	11	dh	dh	PROPN
fbem-22279	284	12	.	.	PROPN
fbem-22279	284	13	,	,	PUNCT
fbem-22279	284	14	lin	lin	PROPN
fbem-22279	284	15	,	,	PUNCT
fbem-22279	284	16	yk	yk	PROPN
fbem-22279	284	17	.	.	PUNCT
fbem-22279	284	18	network	network	NOUN
fbem-22279	284	19	reliability	reliability	NOUN
fbem-22279	284	20	prediction	prediction	NOUN
fbem-22279	284	21	for	for	ADP
fbem-22279	284	22	random	random	ADJ
fbem-22279	284	23	capacitated	capacitate	VERB
fbem-22279	284	24	-	-	PUNCT
fbem-22279	284	25	flow	flow	NOUN
fbem-22279	284	26	networks	network	NOUN
fbem-22279	284	27	via	via	ADP
fbem-22279	284	28	an	an	DET
fbem-22279	284	29	artificial	artificial	ADJ
fbem-22279	284	30	neural	neural	ADJ
fbem-22279	284	31	network	network	NOUN
fbem-22279	284	32	,	,	PUNCT
fbem-22279	284	33	reliability	reliability	NOUN
fbem-22279	284	34	engineering	engineering	NOUN
fbem-22279	284	35	&	&	CCONJ
fbem-22279	284	36	system	system	NOUN
fbem-22279	284	37	safety	safety	NOUN
fbem-22279	284	38	,	,	PUNCT
fbem-22279	284	39	vol.237,109378,2023	vol.237,109378,2023	VERB
fbem-22279	284	40	.	.	PUNCT
fbem-22279	285	1	[	[	X
fbem-22279	285	2	33	33	NUM
fbem-22279	285	3	]	]	X
fbem-22279	285	4	gui	gui	NOUN
fbem-22279	285	5	,	,	PUNCT
fbem-22279	285	6	y.	y.	PROPN
fbem-22279	285	7	,	,	PUNCT
fbem-22279	285	8	zeng	zeng	PROPN
fbem-22279	285	9	,	,	PUNCT
fbem-22279	285	10	g.	g.	PROPN
fbem-22279	285	11	joint	joint	PROPN
fbem-22279	285	12	learning	learning	PROPN
fbem-22279	285	13	of	of	ADP
fbem-22279	285	14	visual	visual	ADJ
fbem-22279	285	15	and	and	CCONJ
fbem-22279	285	16	spatial	spatial	ADJ
fbem-22279	285	17	features	feature	NOUN
fbem-22279	285	18	for	for	ADP
fbem-22279	285	19	edit	edit	NOUN
fbem-22279	285	20	propagation	propagation	NOUN
fbem-22279	285	21	from	from	ADP
fbem-22279	285	22	a	a	DET
fbem-22279	285	23	single	single	ADJ
fbem-22279	285	24	image	image	NOUN
fbem-22279	285	25	.	.	PUNCT
fbem-22279	286	1	vis	vis	X
fbem-22279	286	2	comput	comput	NOUN
fbem-22279	286	3	36	36	NUM
fbem-22279	286	4	,	,	PUNCT
fbem-22279	286	5	469	469	NUM
fbem-22279	286	6	–	–	PUNCT
fbem-22279	286	7	482	482	NUM
fbem-22279	286	8	(	(	PUNCT
fbem-22279	286	9	2020	2020	NUM
fbem-22279	286	10	)	)	PUNCT
fbem-22279	286	11	.	.	PUNCT
fbem-22279	287	1	[	[	X
fbem-22279	287	2	34	34	NUM
fbem-22279	287	3	]	]	SYM
fbem-22279	287	4	ye	ye	PROPN
fbem-22279	287	5	,	,	PUNCT
fbem-22279	287	6	z.	z.	PROPN
fbem-22279	287	7	,	,	PUNCT
fbem-22279	287	8	george	george	PROPN
fbem-22279	287	9	,	,	PUNCT
fbem-22279	287	10	a.	a.	PROPN
fbem-22279	287	11	,	,	PUNCT
fbem-22279	287	12	wu	wu	PROPN
fbem-22279	287	13	,	,	PUNCT
fbem-22279	287	14	a.t	a.t	PROPN
fbem-22279	287	15	.	.	PROPN
fbem-22279	287	16	,	,	PUNCT
fbem-22279	287	17	niu	niu	PROPN
fbem-22279	287	18	,	,	PUNCT
fbem-22279	287	19	x.	x.	PROPN
fbem-22279	287	20	,	,	PUNCT
fbem-22279	287	21	lin	lin	PROPN
fbem-22279	287	22	,	,	PUNCT
fbem-22279	287	23	j.	j.	PROPN
fbem-22279	287	24	,	,	PUNCT
fbem-22279	287	25	adusumilli	adusumilli	PROPN
fbem-22279	287	26	,	,	PUNCT
fbem-22279	287	27	g.	g.	PROPN
fbem-22279	287	28	,	,	PUNCT
fbem-22279	287	29	naismith	naismith	PROPN
fbem-22279	287	30	,	,	PUNCT
fbem-22279	287	31	r.t	r.t	PROPN
fbem-22279	287	32	.	.	PROPN
fbem-22279	287	33	,	,	PUNCT
fbem-22279	287	34	cross	cross	PROPN
fbem-22279	287	35	,	,	PUNCT
fbem-22279	287	36	a.h	a.h	PROPN
fbem-22279	287	37	.	.	PROPN
fbem-22279	287	38	,	,	PUNCT
fbem-22279	287	39	sun	sun	NOUN
fbem-22279	287	40	,	,	PUNCT
fbem-22279	287	41	p.	p.	NOUN
fbem-22279	287	42	and	and	CCONJ
fbem-22279	287	43	song	song	NOUN
fbem-22279	287	44	,	,	PUNCT
fbem-22279	287	45	s.-k	s.-k	PROPN
fbem-22279	287	46	.	.	PUNCT
fbem-22279	288	1	(	(	PUNCT
fbem-22279	288	2	2020	2020	NUM
fbem-22279	288	3	)	)	PUNCT
fbem-22279	288	4	,	,	PUNCT
fbem-22279	288	5	deep	deep	ADJ
fbem-22279	288	6	learning	learning	NOUN
fbem-22279	288	7	with	with	ADP
fbem-22279	288	8	diffusion	diffusion	NOUN
fbem-22279	288	9	basis	basis	NOUN
fbem-22279	288	10	spectrum	spectrum	NOUN
fbem-22279	288	11	imaging	imaging	NOUN
fbem-22279	288	12	for	for	ADP
fbem-22279	288	13	classification	classification	NOUN
fbem-22279	288	14	of	of	ADP
fbem-22279	288	15	multiple	multiple	ADJ
fbem-22279	288	16	sclerosis	sclerosis	NOUN
fbem-22279	288	17	lesions	lesion	NOUN
fbem-22279	288	18	.	.	PUNCT
fbem-22279	289	1	ann	ann	PROPN
fbem-22279	289	2	clin	clin	PROPN
fbem-22279	289	3	transl	transl	PROPN
fbem-22279	289	4	neurol	neurol	PROPN
fbem-22279	289	5	,	,	PUNCT
fbem-22279	289	6	7	7	NUM
fbem-22279	289	7	:	:	SYM
fbem-22279	289	8	695	695	NUM
fbem-22279	289	9	-	-	SYM
fbem-22279	289	10	706	706	NUM
fbem-22279	289	11	.	.	PUNCT
fbem-22279	290	1	[	[	X
fbem-22279	290	2	35	35	NUM
fbem-22279	290	3	]	]	SYM
fbem-22279	290	4	phapatanaburi	phapatanaburi	PROPN
fbem-22279	290	5	,	,	PUNCT
fbem-22279	290	6	k.	k.	PROPN
fbem-22279	290	7	,	,	PUNCT
fbem-22279	290	8	wang	wang	PROPN
fbem-22279	290	9	,	,	PUNCT
fbem-22279	290	10	l.	l.	PROPN
fbem-22279	290	11	,	,	PUNCT
fbem-22279	290	12	sakagami	sakagami	PROPN
fbem-22279	290	13	,	,	PUNCT
fbem-22279	290	14	r.	r.	PROPN
fbem-22279	290	15	et	et	PROPN
fbem-22279	290	16	al	al	PROPN
fbem-22279	290	17	.	.	PUNCT
fbem-22279	291	1	distanttalking	distanttalke	VERB
fbem-22279	291	2	accent	accent	ADJ
fbem-22279	291	3	recognition	recognition	NOUN
fbem-22279	291	4	by	by	ADP
fbem-22279	291	5	combining	combine	VERB
fbem-22279	291	6	gmm	gmm	PROPN
fbem-22279	291	7	and	and	CCONJ
fbem-22279	291	8	dnn	dnn	PROPN
fbem-22279	291	9	.	.	PROPN
fbem-22279	291	10	multimed	multime	VERB
fbem-22279	291	11	tools	tool	NOUN
fbem-22279	291	12	appl	appl	NOUN
fbem-22279	291	13	75	75	NUM
fbem-22279	291	14	,	,	PUNCT
fbem-22279	291	15	5109–5124	5109–5124	NUM
fbem-22279	291	16	(	(	PUNCT
fbem-22279	291	17	2016	2016	NUM
fbem-22279	291	18	)	)	PUNCT
fbem-22279	291	19	.	.	PUNCT
fbem-22279	292	1	[	[	X
fbem-22279	292	2	36	36	NUM
fbem-22279	292	3	]	]	SYM
fbem-22279	292	4	zoughi	zoughi	PROPN
fbem-22279	292	5	,	,	PUNCT
fbem-22279	292	6	t.	t.	PROPN
fbem-22279	292	7	,	,	PUNCT
fbem-22279	292	8	homayounpour	homayounpour	NOUN
fbem-22279	292	9	,	,	PUNCT
fbem-22279	292	10	m.m	m.m	PROPN
fbem-22279	292	11	.	.	PROPN
fbem-22279	292	12	a	a	DET
fbem-22279	292	13	gender	gender	NOUN
fbem-22279	292	14	-	-	PUNCT
fbem-22279	292	15	aware	aware	ADJ
fbem-22279	292	16	deep	deep	ADJ
fbem-22279	292	17	neural	neural	ADJ
fbem-22279	292	18	network	network	NOUN
fbem-22279	292	19	structure	structure	NOUN
fbem-22279	292	20	for	for	ADP
fbem-22279	292	21	speech	speech	NOUN
fbem-22279	292	22	recognition	recognition	NOUN
fbem-22279	292	23	.	.	PUNCT
fbem-22279	293	1	iran	iran	PROPN
fbem-22279	294	1	j	j	PROPN
fbem-22279	294	2	sci	sci	PROPN
fbem-22279	294	3	technol	technol	PROPN
fbem-22279	294	4	trans	trans	PROPN
fbem-22279	294	5	electr	electr	PROPN
fbem-22279	294	6	eng	eng	PROPN
fbem-22279	294	7	43	43	NUM
fbem-22279	294	8	,	,	PUNCT
fbem-22279	294	9	635–644	635–644	NUM
fbem-22279	294	10	(	(	PUNCT
fbem-22279	294	11	2019	2019	NUM
fbem-22279	294	12	)	)	PUNCT
fbem-22279	294	13	.	.	PUNCT
fbem-22279	295	1	[	[	X
fbem-22279	295	2	37	37	NUM
fbem-22279	295	3	]	]	PUNCT
fbem-22279	295	4	s.	s.	PROPN
fbem-22279	295	5	guo	guo	PROPN
fbem-22279	295	6	,	,	PUNCT
fbem-22279	295	7	j.	j.	PROPN
fbem-22279	295	8	liu	liu	PROPN
fbem-22279	295	9	,	,	PUNCT
fbem-22279	295	10	z.	z.	PROPN
fbem-22279	295	11	yang	yang	PROPN
fbem-22279	295	12	,	,	PUNCT
fbem-22279	295	13	w.	w.	PROPN
fbem-22279	295	14	you	you	PROPN
fbem-22279	295	15	and	and	CCONJ
fbem-22279	295	16	r.	r.	PROPN
fbem-22279	295	17	zhang	zhang	PROPN
fbem-22279	295	18	,	,	PUNCT
fbem-22279	295	19	"	"	PUNCT
fbem-22279	295	20	linguistic	linguistic	ADJ
fbem-22279	295	21	steganalysis	steganalysis	NOUN
fbem-22279	295	22	merging	merge	VERB
fbem-22279	295	23	semantic	semantic	ADJ
fbem-22279	295	24	and	and	CCONJ
fbem-22279	295	25	statistical	statistical	ADJ
fbem-22279	295	26	features	feature	NOUN
fbem-22279	295	27	,	,	PUNCT
fbem-22279	295	28	"	"	PUNCT
fbem-22279	295	29	in	in	ADP
fbem-22279	295	30	ieee	ieee	NOUN
fbem-22279	295	31	signal	signal	NOUN
fbem-22279	295	32	processing	processing	NOUN
fbem-22279	295	33	letters	letter	NOUN
fbem-22279	295	34	,	,	PUNCT
fbem-22279	295	35	vol	vol	NOUN
fbem-22279	295	36	.	.	PROPN
fbem-22279	295	37	29	29	NUM
fbem-22279	295	38	,	,	PUNCT
fbem-22279	295	39	pp	pp	ADJ
fbem-22279	295	40	.	.	PUNCT
fbem-22279	296	1	2128	2128	NUM
fbem-22279	296	2	-	-	SYM
fbem-22279	296	3	2132	2132	NUM
fbem-22279	296	4	,	,	PUNCT
fbem-22279	296	5	2022	2022	NUM
fbem-22279	296	6	.	.	PUNCT
fbem-22279	297	1	[	[	X
fbem-22279	297	2	38	38	NUM
fbem-22279	297	3	]	]	SYM
fbem-22279	297	4	su	su	PROPN
fbem-22279	297	5	,	,	PUNCT
fbem-22279	297	6	y	y	PROPN
fbem-22279	297	7	,	,	PUNCT
fbem-22279	297	8	wang	wang	PROPN
fbem-22279	297	9	,	,	PUNCT
fbem-22279	297	10	z	z	PROPN
fbem-22279	297	11	,	,	PUNCT
fbem-22279	297	12	jin	jin	NOUN
fbem-22279	297	13	,	,	PUNCT
fbem-22279	297	14	s	s	PROPN
fbem-22279	297	15	,	,	PUNCT
fbem-22279	297	16	shen	shen	NOUN
fbem-22279	297	17	,	,	PUNCT
fbem-22279	297	18	w	w	PROPN
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fbem-22279	297	21	,	,	PUNCT
fbem-22279	297	22	j	j	PROPN
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fbem-22279	297	25	,	,	PUNCT
fbem-22279	297	26	mr	mr	PROPN
fbem-22279	297	27	.	.	PROPN
fbem-22279	297	28	an	an	DET
fbem-22279	297	29	architecture	architecture	NOUN
fbem-22279	297	30	of	of	ADP
fbem-22279	297	31	deep	deep	ADJ
fbem-22279	297	32	learning	learning	NOUN
fbem-22279	297	33	in	in	ADP
fbem-22279	297	34	qspr	qspr	NOUN
fbem-22279	297	35	modeling	modeling	NOUN
fbem-22279	297	36	for	for	ADP
fbem-22279	297	37	the	the	DET
fbem-22279	297	38	prediction	prediction	NOUN
fbem-22279	297	39	of	of	ADP
fbem-22279	297	40	critical	critical	ADJ
fbem-22279	297	41	properties	property	NOUN
fbem-22279	297	42	using	use	VERB
fbem-22279	297	43	molecular	molecular	ADJ
fbem-22279	297	44	signatures	signature	NOUN
fbem-22279	297	45	.	.	PUNCT
fbem-22279	298	1	aiche	aiche	PROPN
fbem-22279	298	2	j.	j.	PROPN
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fbem-22279	298	4	;	;	PUNCT
fbem-22279	298	5	65	65	NUM
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fbem-22279	298	7	e16678	e16678	PROPN
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fbem-22279	299	1	[	[	X
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fbem-22279	299	3	]	]	PUNCT
fbem-22279	299	4	w.c	w.c	PROPN
fbem-22279	299	5	.	.	PROPN
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fbem-22279	299	7	,	,	PUNCT
fbem-22279	299	8	"	"	PUNCT
fbem-22279	299	9	a	a	DET
fbem-22279	299	10	new	new	ADJ
fbem-22279	299	11	approach	approach	NOUN
fbem-22279	299	12	to	to	PART
fbem-22279	299	13	evaluate	evaluate	VERB
fbem-22279	299	14	reliability	reliability	NOUN
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fbem-22279	299	16	multistate	multistate	NOUN
fbem-22279	299	17	networks	network	NOUN
fbem-22279	299	18	under	under	ADP
fbem-22279	299	19	the	the	DET
fbem-22279	299	20	cost	cost	NOUN
fbem-22279	299	21	constraint	constraint	NOUN
fbem-22279	299	22	,	,	PUNCT
fbem-22279	299	23	"	"	PUNCT
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fbem-22279	299	28	no.3	no.3	VERB
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fbem-22279	299	30	pp	pp	X
fbem-22279	299	31	.	.	PUNCT
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fbem-22279	299	33	-	-	SYM
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fbem-22279	299	37	.	.	PUNCT
fbem-22279	300	1	[	[	X
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fbem-22279	300	3	]	]	PUNCT
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fbem-22279	300	8	"	"	PUNCT
fbem-22279	300	9	multistate	multistate	NOUN
fbem-22279	300	10	network	network	NOUN
fbem-22279	300	11	reliability	reliability	NOUN
fbem-22279	300	12	evaluation	evaluation	NOUN
fbem-22279	300	13	under	under	ADP
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fbem-22279	300	18	.	.	PUNCT
fbem-22279	301	1	international	international	ADJ
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fbem-22279	301	3	of	of	ADP
fbem-22279	301	4	production	production	NOUN
fbem-22279	301	5	economics	economic	NOUN
fbem-22279	301	6	,	,	PUNCT
fbem-22279	301	7	"	"	PUNCT
fbem-22279	301	8	vol.88	vol.88	NOUN
fbem-22279	301	9	,	,	PUNCT
fbem-22279	301	10	pp.73	pp.73	NOUN
fbem-22279	301	11	-	-	PUNCT
fbem-22279	301	12	83	83	NUM
fbem-22279	301	13	,	,	PUNCT
fbem-22279	301	14	2004	2004	NUM
fbem-22279	301	15	.	.	PUNCT
fbem-22279	302	1	[	[	X
fbem-22279	302	2	41	41	NUM
fbem-22279	302	3	]	]	X
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fbem-22279	302	5	.	.	PROPN
fbem-22279	302	6	lin	lin	PROPN
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fbem-22279	302	9	p.c	p.c	PROPN
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fbem-22279	302	16	system	system	NOUN
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fbem-22279	302	18	for	for	ADP
fbem-22279	302	19	a	a	DET
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fbem-22279	302	21	stochastic	stochastic	NOUN
fbem-22279	302	22	-	-	PUNCT
fbem-22279	302	23	flow	flow	NOUN
fbem-22279	302	24	network	network	NOUN
fbem-22279	302	25	,	,	PUNCT
fbem-22279	302	26	"	"	PUNCT
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fbem-22279	302	28	transactions	transaction	NOUN
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fbem-22279	302	30	reliability	reliability	NOUN
fbem-22279	302	31	,	,	PUNCT
fbem-22279	302	32	vol.61	vol.61	NOUN
fbem-22279	302	33	,	,	PUNCT
fbem-22279	302	34	no.2	no.2	PROPN
fbem-22279	302	35	,	,	PUNCT
fbem-22279	302	36	pp.398	pp.398	PROPN
fbem-22279	302	37	-	-	PUNCT
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fbem-22279	303	1	[	[	X
fbem-22279	303	2	42	42	NUM
fbem-22279	303	3	]	]	X
fbem-22279	303	4	c.f	c.f	PROPN
fbem-22279	303	5	.	.	PROPN
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fbem-22279	303	8	y.k	y.k	PROPN
fbem-22279	303	9	.	.	PROPN
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fbem-22279	303	14	"	"	PUNCT
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fbem-22279	303	18	a	a	DET
fbem-22279	303	19	multi	multi	ADJ
fbem-22279	303	20	-	-	ADJ
fbem-22279	303	21	state	state	ADJ
fbem-22279	303	22	computer	computer	NOUN
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fbem-22279	303	33	"	"	PUNCT
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fbem-22279	303	36	,	,	PUNCT
fbem-22279	303	37	vol.340	vol.340	ADJ
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fbem-22279	304	1	[	[	X
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fbem-22279	304	9	.	.	PROPN
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fbem-22279	304	12	c.f	c.f	PROPN
fbem-22279	304	13	.	.	PROPN
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fbem-22279	304	37	systems	system	NOUN
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fbem-22279	304	39	,	,	PUNCT
fbem-22279	304	40	vol.48	vol.48	PROPN
fbem-22279	304	41	,	,	PUNCT
fbem-22279	304	42	no.1	no.1	NUM
fbem-22279	304	43	,	,	PUNCT
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fbem-22279	304	45	-	-	PUNCT
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fbem-22279	305	1	[	[	X
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fbem-22279	305	8	c.t	c.t	PROPN
fbem-22279	305	9	.	.	PROPN
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fbem-22279	305	12	c.f	c.f	PROPN
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fbem-22279	305	20	a	a	DET
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fbem-22279	305	22	-	-	PUNCT
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fbem-22279	305	35	,	,	PUNCT
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fbem-22279	305	37	,	,	PUNCT
fbem-22279	305	38	no.2	no.2	PROPN
fbem-22279	305	39	,	,	PUNCT
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fbem-22279	305	41	-	-	PUNCT
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fbem-22279	306	29	path	path	NOUN
fbem-22279	306	30	vectors	vector	NOUN
fbem-22279	306	31	,	,	PUNCT
fbem-22279	306	32	"	"	PUNCT
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fbem-22279	306	35	,	,	PUNCT
fbem-22279	306	36	vol.39	vol.39	NOUN
fbem-22279	306	37	,	,	PUNCT
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fbem-22279	306	39	,	,	PUNCT
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