id	sid	tid	token	lemma	pos
cet-3923	1	1	chemical	chemical	NOUN
cet-3923	1	2	engineering	engineering	NOUN
cet-3923	1	3	transactions	transaction	NOUN
cet-3923	1	4	vol	vol	NOUN
cet-3923	1	5	.	.	PROPN
cet-3923	2	1	51	51	NUM
cet-3923	2	2	,	,	PUNCT
cet-3923	2	3	2016	2016	NUM
cet-3923	2	4	a	a	DET
cet-3923	2	5	publication	publication	NOUN
cet-3923	2	6	of	of	ADP
cet-3923	2	7	the	the	DET
cet-3923	2	8	italian	italian	ADJ
cet-3923	2	9	association	association	NOUN
cet-3923	2	10	of	of	ADP
cet-3923	2	11	chemical	chemical	PROPN
cet-3923	2	12	engineering	engineering	NOUN
cet-3923	2	13	online	online	ADV
cet-3923	2	14	at	at	ADP
cet-3923	2	15	www.aidic.it/cet	www.aidic.it/cet	PROPN
cet-3923	2	16	guest	guest	NOUN
cet-3923	2	17	editors	editor	NOUN
cet-3923	2	18	:	:	PUNCT
cet-3923	2	19	tichun	tichun	PROPN
cet-3923	2	20	wang	wang	PROPN
cet-3923	2	21	,	,	PUNCT
cet-3923	2	22	hongyang	hongyang	PROPN
cet-3923	2	23	zhang	zhang	PROPN
cet-3923	2	24	,	,	PUNCT
cet-3923	2	25	lei	lei	PROPN
cet-3923	2	26	tian	tian	ADJ
cet-3923	2	27	copyright	copyright	NOUN
cet-3923	2	28	©	©	PROPN
cet-3923	2	29	2016	2016	NUM
cet-3923	2	30	,	,	PUNCT
cet-3923	2	31	aidic	aidic	ADJ
cet-3923	2	32	servizi	servizi	PROPN
cet-3923	2	33	s.r.l	s.r.l	NOUN
cet-3923	2	34	.	.	PUNCT
cet-3923	2	35	,	,	PUNCT
cet-3923	2	36	isbn	isbn	PROPN
cet-3923	2	37	978	978	NUM
cet-3923	2	38	-	-	SYM
cet-3923	2	39	88	88	NUM
cet-3923	2	40	-	-	PUNCT
cet-3923	2	41	95608	95608	NUM
cet-3923	2	42	-	-	PUNCT
cet-3923	2	43	43	43	NUM
cet-3923	2	44	-	-	SYM
cet-3923	2	45	3	3	NUM
cet-3923	2	46	;	;	PUNCT
cet-3923	2	47	issn	issn	PROPN
cet-3923	2	48	2283	2283	NUM
cet-3923	2	49	-	-	SYM
cet-3923	2	50	9216	9216	NUM
cet-3923	2	51	research	research	NOUN
cet-3923	2	52	on	on	ADP
cet-3923	2	53	the	the	DET
cet-3923	2	54	supply	supply	NOUN
cet-3923	2	55	chain	chain	NOUN
cet-3923	2	56	risk	risk	NOUN
cet-3923	2	57	prediction	prediction	NOUN
cet-3923	2	58	based	base	VERB
cet-3923	2	59	on	on	ADP
cet-3923	2	60	the	the	DET
cet-3923	2	61	improved	improve	VERB
cet-3923	2	62	intelligent	intelligent	ADJ
cet-3923	2	63	algorithm	algorithm	NOUN
cet-3923	2	64	jie	jie	PROPN
cet-3923	2	65	tao	tao	PROPN
cet-3923	2	66	entrepreneurship	entrepreneurship	PROPN
cet-3923	2	67	academy	academy	NOUN
cet-3923	2	68	,	,	PUNCT
cet-3923	2	69	yiwu	yiwu	PROPN
cet-3923	2	70	industrial	industrial	PROPN
cet-3923	2	71	&	&	CCONJ
cet-3923	2	72	commercial	commercial	PROPN
cet-3923	2	73	college	college	PROPN
cet-3923	2	74	,	,	PUNCT
cet-3923	2	75	yiwu	yiwu	PROPN
cet-3923	2	76	,	,	PUNCT
cet-3923	2	77	zhejiang	zhejiang	PROPN
cet-3923	2	78	322000	322000	NUM
cet-3923	2	79	,	,	PUNCT
cet-3923	2	80	china	china	PROPN
cet-3923	2	81	84302588@qq.com	84302588@qq.com	NUM
cet-3923	2	82	the	the	DET
cet-3923	2	83	uncertainty	uncertainty	NOUN
cet-3923	2	84	of	of	ADP
cet-3923	2	85	the	the	DET
cet-3923	2	86	supply	supply	NOUN
cet-3923	2	87	chain	chain	NOUN
cet-3923	2	88	restricts	restrict	VERB
cet-3923	2	89	improvement	improvement	NOUN
cet-3923	2	90	of	of	ADP
cet-3923	2	91	the	the	DET
cet-3923	2	92	overall	overall	ADJ
cet-3923	2	93	ability	ability	NOUN
cet-3923	2	94	of	of	ADP
cet-3923	2	95	the	the	DET
cet-3923	2	96	supply	supply	NOUN
cet-3923	2	97	chain	chain	NOUN
cet-3923	2	98	and	and	CCONJ
cet-3923	2	99	brings	bring	VERB
cet-3923	2	100	great	great	ADJ
cet-3923	2	101	risks	risk	NOUN
cet-3923	2	102	to	to	ADP
cet-3923	2	103	the	the	DET
cet-3923	2	104	supply	supply	NOUN
cet-3923	2	105	chain	chain	NOUN
cet-3923	2	106	.	.	PUNCT
cet-3923	3	1	the	the	DET
cet-3923	3	2	supply	supply	NOUN
cet-3923	3	3	chain	chain	NOUN
cet-3923	3	4	risk	risk	NOUN
cet-3923	3	5	has	have	VERB
cet-3923	3	6	the	the	DET
cet-3923	3	7	characteristic	characteristic	NOUN
cet-3923	3	8	of	of	ADP
cet-3923	3	9	the	the	DET
cet-3923	3	10	transmissibility	transmissibility	NOUN
cet-3923	3	11	.	.	PUNCT
cet-3923	4	1	once	once	ADV
cet-3923	4	2	a	a	DET
cet-3923	4	3	node	node	NOUN
cet-3923	4	4	in	in	ADP
cet-3923	4	5	the	the	DET
cet-3923	4	6	supply	supply	NOUN
cet-3923	4	7	chain	chain	NOUN
cet-3923	4	8	occurs	occur	VERB
cet-3923	4	9	the	the	DET
cet-3923	4	10	risk	risk	NOUN
cet-3923	4	11	,	,	PUNCT
cet-3923	4	12	the	the	DET
cet-3923	4	13	risk	risk	NOUN
cet-3923	4	14	will	will	AUX
cet-3923	4	15	spread	spread	VERB
cet-3923	4	16	to	to	ADP
cet-3923	4	17	the	the	DET
cet-3923	4	18	whole	whole	ADJ
cet-3923	4	19	supply	supply	NOUN
cet-3923	4	20	chain	chain	NOUN
cet-3923	4	21	and	and	CCONJ
cet-3923	4	22	brings	bring	VERB
cet-3923	4	23	great	great	ADJ
cet-3923	4	24	risks	risk	NOUN
cet-3923	4	25	to	to	ADP
cet-3923	4	26	the	the	DET
cet-3923	4	27	supply	supply	NOUN
cet-3923	4	28	chain	chain	NOUN
cet-3923	4	29	.	.	PUNCT
cet-3923	5	1	therefore	therefore	ADV
cet-3923	5	2	,	,	PUNCT
cet-3923	5	3	it	it	PRON
cet-3923	5	4	is	be	AUX
cet-3923	5	5	very	very	ADV
cet-3923	5	6	necessary	necessary	ADJ
cet-3923	5	7	to	to	PART
cet-3923	5	8	predict	predict	VERB
cet-3923	5	9	the	the	DET
cet-3923	5	10	supply	supply	NOUN
cet-3923	5	11	chain	chain	NOUN
cet-3923	5	12	risk	risk	NOUN
cet-3923	5	13	.	.	PUNCT
cet-3923	6	1	in	in	ADP
cet-3923	6	2	this	this	DET
cet-3923	6	3	paper	paper	NOUN
cet-3923	6	4	,	,	PUNCT
cet-3923	6	5	we	we	PRON
cet-3923	6	6	have	have	VERB
cet-3923	6	7	to	to	PART
cet-3923	6	8	improve	improve	VERB
cet-3923	6	9	the	the	DET
cet-3923	6	10	performance	performance	NOUN
cet-3923	6	11	of	of	ADP
cet-3923	6	12	the	the	DET
cet-3923	6	13	pso	pso	NOUN
cet-3923	6	14	algorithm	algorithm	NOUN
cet-3923	6	15	in	in	ADP
cet-3923	6	16	order	order	NOUN
cet-3923	6	17	to	to	PART
cet-3923	6	18	improve	improve	VERB
cet-3923	6	19	the	the	DET
cet-3923	6	20	algorithm	algorithm	NOUN
cet-3923	6	21	.	.	PUNCT
cet-3923	7	1	then	then	ADV
cet-3923	7	2	,	,	PUNCT
cet-3923	7	3	we	we	PRON
cet-3923	7	4	use	use	VERB
cet-3923	7	5	the	the	DET
cet-3923	7	6	algorithm	algorithm	NOUN
cet-3923	7	7	to	to	PART
cet-3923	7	8	study	study	VERB
cet-3923	7	9	the	the	DET
cet-3923	7	10	prediction	prediction	NOUN
cet-3923	7	11	of	of	ADP
cet-3923	7	12	the	the	DET
cet-3923	7	13	supply	supply	NOUN
cet-3923	7	14	chain	chain	NOUN
cet-3923	7	15	risk	risk	NOUN
cet-3923	7	16	.	.	PUNCT
cet-3923	8	1	finally	finally	ADV
cet-3923	8	2	,	,	PUNCT
cet-3923	8	3	the	the	DET
cet-3923	8	4	experimental	experimental	ADJ
cet-3923	8	5	results	result	NOUN
cet-3923	8	6	show	show	VERB
cet-3923	8	7	that	that	SCONJ
cet-3923	8	8	the	the	DET
cet-3923	8	9	algorithm	algorithm	NOUN
cet-3923	8	10	is	be	AUX
cet-3923	8	11	effective	effective	ADJ
cet-3923	8	12	and	and	CCONJ
cet-3923	8	13	reliable	reliable	ADJ
cet-3923	8	14	.	.	PUNCT
cet-3923	9	1	1	1	X
cet-3923	9	2	.	.	X
cet-3923	9	3	introduction	introduction	NOUN
cet-3923	9	4	with	with	ADP
cet-3923	9	5	the	the	DET
cet-3923	9	6	continuous	continuous	ADJ
cet-3923	9	7	development	development	NOUN
cet-3923	9	8	of	of	ADP
cet-3923	9	9	the	the	DET
cet-3923	9	10	modern	modern	ADJ
cet-3923	9	11	management	management	NOUN
cet-3923	9	12	,	,	PUNCT
cet-3923	9	13	the	the	DET
cet-3923	9	14	supply	supply	NOUN
cet-3923	9	15	chain	chain	NOUN
cet-3923	9	16	has	have	AUX
cet-3923	9	17	been	be	AUX
cet-3923	9	18	in	in	ADP
cet-3923	9	19	a	a	DET
cet-3923	9	20	constant	constant	ADJ
cet-3923	9	21	change	change	NOUN
cet-3923	9	22	(	(	PUNCT
cet-3923	9	23	choi	choi	NOUN
cet-3923	9	24	and	and	CCONJ
cet-3923	9	25	messinger	messinger	PROPN
cet-3923	9	26	,	,	PUNCT
cet-3923	9	27	2016	2016	NUM
cet-3923	9	28	)	)	PUNCT
cet-3923	9	29	.	.	PUNCT
cet-3923	10	1	compared	compare	VERB
cet-3923	10	2	with	with	ADP
cet-3923	10	3	the	the	DET
cet-3923	10	4	traditional	traditional	ADJ
cet-3923	10	5	enterprises	enterprise	NOUN
cet-3923	10	6	,	,	PUNCT
cet-3923	10	7	the	the	DET
cet-3923	10	8	supply	supply	NOUN
cet-3923	10	9	chain	chain	NOUN
cet-3923	10	10	is	be	AUX
cet-3923	10	11	the	the	DET
cet-3923	10	12	enterprise	enterprise	NOUN
cet-3923	10	13	structure	structure	NOUN
cet-3923	10	14	mode	mode	NOUN
cet-3923	10	15	which	which	PRON
cet-3923	10	16	has	have	VERB
cet-3923	10	17	a	a	DET
cet-3923	10	18	broader	broad	ADJ
cet-3923	10	19	,	,	PUNCT
cet-3923	10	20	more	more	ADV
cet-3923	10	21	complex	complex	ADJ
cet-3923	10	22	structure	structure	NOUN
cet-3923	10	23	.	.	PUNCT
cet-3923	11	1	it	it	PRON
cet-3923	11	2	contains	contain	VERB
cet-3923	11	3	all	all	DET
cet-3923	11	4	node	node	ADJ
cet-3923	11	5	enterprises	enterprise	NOUN
cet-3923	11	6	which	which	PRON
cet-3923	11	7	join	join	VERB
cet-3923	11	8	.	.	PUNCT
cet-3923	12	1	in	in	ADP
cet-3923	12	2	the	the	DET
cet-3923	12	3	modern	modern	ADJ
cet-3923	12	4	supply	supply	NOUN
cet-3923	12	5	chain	chain	NOUN
cet-3923	12	6	management	management	NOUN
cet-3923	12	7	,	,	PUNCT
cet-3923	12	8	the	the	DET
cet-3923	12	9	supply	supply	NOUN
cet-3923	12	10	chain	chain	NOUN
cet-3923	12	11	developed	develop	VERB
cet-3923	12	12	towards	towards	ADP
cet-3923	12	13	to	to	ADP
cet-3923	12	14	the	the	DET
cet-3923	12	15	trend	trend	NOUN
cet-3923	12	16	of	of	ADP
cet-3923	12	17	the	the	DET
cet-3923	12	18	agility	agility	NOUN
cet-3923	12	19	supply	supply	NOUN
cet-3923	12	20	chain	chain	NOUN
cet-3923	12	21	(	(	PUNCT
cet-3923	12	22	lin	lin	PROPN
cet-3923	12	23	and	and	CCONJ
cet-3923	12	24	wu	wu	PROPN
cet-3923	12	25	,	,	PUNCT
cet-3923	12	26	2016	2016	NUM
cet-3923	12	27	)	)	PUNCT
cet-3923	12	28	.	.	PUNCT
cet-3923	13	1	in	in	ADP
cet-3923	13	2	addition	addition	NOUN
cet-3923	13	3	,	,	PUNCT
cet-3923	13	4	the	the	DET
cet-3923	13	5	modern	modern	ADJ
cet-3923	13	6	supply	supply	NOUN
cet-3923	13	7	chain	chain	NOUN
cet-3923	13	8	logistics	logistic	NOUN
cet-3923	13	9	,	,	PUNCT
cet-3923	13	10	the	the	DET
cet-3923	13	11	information	information	NOUN
cet-3923	13	12	flow	flow	NOUN
cet-3923	13	13	and	and	CCONJ
cet-3923	13	14	the	the	DET
cet-3923	13	15	capital	capital	NOUN
cet-3923	13	16	flow	flow	NOUN
cet-3923	13	17	transferred	transfer	VERB
cet-3923	13	18	more	more	ADV
cet-3923	13	19	quickly	quickly	ADV
cet-3923	13	20	.	.	PUNCT
cet-3923	14	1	all	all	PRON
cet-3923	14	2	of	of	ADP
cet-3923	14	3	these	these	DET
cet-3923	14	4	reasons	reason	NOUN
cet-3923	14	5	not	not	PART
cet-3923	14	6	only	only	ADV
cet-3923	14	7	made	make	VERB
cet-3923	14	8	the	the	DET
cet-3923	14	9	supply	supply	NOUN
cet-3923	14	10	chain	chain	VERB
cet-3923	14	11	more	more	ADV
cet-3923	14	12	vulnerable	vulnerable	ADJ
cet-3923	14	13	,	,	PUNCT
cet-3923	14	14	but	but	CCONJ
cet-3923	14	15	also	also	ADV
cet-3923	14	16	made	make	VERB
cet-3923	14	17	the	the	DET
cet-3923	14	18	whole	whole	ADJ
cet-3923	14	19	supply	supply	NOUN
cet-3923	14	20	chain	chain	NOUN
cet-3923	14	21	be	be	AUX
cet-3923	14	22	faced	face	VERB
cet-3923	14	23	with	with	ADP
cet-3923	14	24	a	a	DET
cet-3923	14	25	huge	huge	ADJ
cet-3923	14	26	risk	risk	NOUN
cet-3923	14	27	(	(	PUNCT
cet-3923	14	28	marjorie	marjorie	NOUN
cet-3923	14	29	,	,	PUNCT
cet-3923	14	30	2016	2016	NUM
cet-3923	14	31	)	)	PUNCT
cet-3923	14	32	.	.	PUNCT
cet-3923	15	1	in	in	ADP
cet-3923	15	2	fact	fact	NOUN
cet-3923	15	3	,	,	PUNCT
cet-3923	15	4	the	the	DET
cet-3923	15	5	risk	risk	NOUN
cet-3923	15	6	has	have	AUX
cet-3923	15	7	been	be	AUX
cet-3923	15	8	lurking	lurk	VERB
cet-3923	15	9	in	in	ADP
cet-3923	15	10	the	the	DET
cet-3923	15	11	supply	supply	NOUN
cet-3923	15	12	chain	chain	NOUN
cet-3923	15	13	.	.	PUNCT
cet-3923	16	1	in	in	ADP
cet-3923	16	2	the	the	DET
cet-3923	16	3	past	past	NOUN
cet-3923	16	4	,	,	PUNCT
cet-3923	16	5	people	people	NOUN
cet-3923	16	6	had	have	AUX
cet-3923	16	7	been	be	AUX
cet-3923	16	8	keen	keen	ADJ
cet-3923	16	9	on	on	ADP
cet-3923	16	10	the	the	DET
cet-3923	16	11	pursuit	pursuit	NOUN
cet-3923	16	12	of	of	ADP
cet-3923	16	13	the	the	DET
cet-3923	16	14	efficiency	efficiency	NOUN
cet-3923	16	15	and	and	CCONJ
cet-3923	16	16	ignored	ignore	VERB
cet-3923	16	17	the	the	DET
cet-3923	16	18	risk	risk	NOUN
cet-3923	16	19	.	.	PUNCT
cet-3923	17	1	when	when	SCONJ
cet-3923	17	2	some	some	DET
cet-3923	17	3	unexpected	unexpected	ADJ
cet-3923	17	4	events	event	NOUN
cet-3923	17	5	occurred	occur	VERB
cet-3923	17	6	and	and	CCONJ
cet-3923	17	7	exposed	expose	VERB
cet-3923	17	8	these	these	DET
cet-3923	17	9	risks	risk	NOUN
cet-3923	17	10	,	,	PUNCT
cet-3923	17	11	the	the	DET
cet-3923	17	12	supply	supply	NOUN
cet-3923	17	13	chain	chain	NOUN
cet-3923	17	14	risk	risk	NOUN
cet-3923	17	15	has	have	AUX
cet-3923	17	16	been	be	AUX
cet-3923	17	17	caused	cause	VERB
cet-3923	17	18	by	by	ADP
cet-3923	17	19	people	people	NOUN
cet-3923	17	20	's	's	PART
cet-3923	17	21	attention	attention	NOUN
cet-3923	17	22	(	(	PUNCT
cet-3923	17	23	cardoso	cardoso	PROPN
cet-3923	17	24	et	et	PROPN
cet-3923	17	25	al	al	PROPN
cet-3923	17	26	.	.	PROPN
cet-3923	17	27	,	,	PUNCT
cet-3923	17	28	2016	2016	NUM
cet-3923	17	29	)	)	PUNCT
cet-3923	17	30	.	.	PUNCT
cet-3923	18	1	at	at	ADP
cet-3923	18	2	present	present	ADJ
cet-3923	18	3	,	,	PUNCT
cet-3923	18	4	the	the	DET
cet-3923	18	5	research	research	NOUN
cet-3923	18	6	on	on	ADP
cet-3923	18	7	supply	supply	NOUN
cet-3923	18	8	chain	chain	NOUN
cet-3923	18	9	risk	risk	NOUN
cet-3923	18	10	mainly	mainly	ADV
cet-3923	18	11	includes	include	VERB
cet-3923	18	12	two	two	NUM
cet-3923	18	13	aspects	aspect	NOUN
cet-3923	18	14	.	.	PUNCT
cet-3923	19	1	they	they	PRON
cet-3923	19	2	are	be	AUX
cet-3923	19	3	the	the	DET
cet-3923	19	4	qualitative	qualitative	ADJ
cet-3923	19	5	research	research	NOUN
cet-3923	19	6	and	and	CCONJ
cet-3923	19	7	the	the	DET
cet-3923	19	8	quantitative	quantitative	ADJ
cet-3923	19	9	research	research	NOUN
cet-3923	19	10	.	.	PUNCT
cet-3923	20	1	the	the	DET
cet-3923	20	2	current	current	ADJ
cet-3923	20	3	research	research	NOUN
cet-3923	20	4	focuses	focus	VERB
cet-3923	20	5	are	be	AUX
cet-3923	20	6	the	the	DET
cet-3923	20	7	sources	source	NOUN
cet-3923	20	8	of	of	ADP
cet-3923	20	9	the	the	DET
cet-3923	20	10	supply	supply	NOUN
cet-3923	20	11	chain	chain	NOUN
cet-3923	20	12	risk	risk	NOUN
cet-3923	20	13	and	and	CCONJ
cet-3923	20	14	the	the	DET
cet-3923	20	15	coping	cope	VERB
cet-3923	20	16	strategies	strategy	NOUN
cet-3923	20	17	(	(	PUNCT
cet-3923	20	18	frank	frank	ADV
cet-3923	20	19	wiengarten	wiengarten	PROPN
cet-3923	20	20	et	et	PROPN
cet-3923	20	21	al	al	PROPN
cet-3923	20	22	.	.	PROPN
cet-3923	20	23	,	,	PUNCT
cet-3923	20	24	2016	2016	NUM
cet-3923	20	25	)	)	PUNCT
cet-3923	20	26	and	and	CCONJ
cet-3923	20	27	the	the	DET
cet-3923	20	28	supply	supply	NOUN
cet-3923	20	29	chain	chain	NOUN
cet-3923	20	30	risk	risk	NOUN
cet-3923	20	31	management	management	NOUN
cet-3923	20	32	(	(	PUNCT
cet-3923	20	33	mangla	mangla	PROPN
cet-3923	20	34	et	et	PROPN
cet-3923	20	35	al	al	PROPN
cet-3923	20	36	.	.	PROPN
cet-3923	20	37	,	,	PUNCT
cet-3923	20	38	2015	2015	NUM
cet-3923	20	39	)	)	PUNCT
cet-3923	20	40	.	.	PUNCT
cet-3923	21	1	pso	pso	NOUN
cet-3923	21	2	is	be	AUX
cet-3923	21	3	an	an	DET
cet-3923	21	4	efficient	efficient	ADJ
cet-3923	21	5	parallel	parallel	ADJ
cet-3923	21	6	optimization	optimization	NOUN
cet-3923	21	7	algorithm	algorithm	NOUN
cet-3923	21	8	(	(	PUNCT
cet-3923	21	9	merkert	merkert	NOUN
cet-3923	21	10	and	and	CCONJ
cet-3923	21	11	o’fee	o’fee	PROPN
cet-3923	21	12	,	,	PUNCT
cet-3923	21	13	2016	2016	NUM
cet-3923	21	14	)	)	PUNCT
cet-3923	21	15	.	.	PUNCT
cet-3923	22	1	the	the	DET
cet-3923	22	2	algorithm	algorithm	NOUN
cet-3923	22	3	can	can	AUX
cet-3923	22	4	be	be	AUX
cet-3923	22	5	used	use	VERB
cet-3923	22	6	to	to	PART
cet-3923	22	7	solve	solve	VERB
cet-3923	22	8	a	a	DET
cet-3923	22	9	large	large	ADJ
cet-3923	22	10	number	number	NOUN
cet-3923	22	11	of	of	ADP
cet-3923	22	12	nonlinear	nonlinear	ADJ
cet-3923	22	13	,	,	PUNCT
cet-3923	22	14	non	non	ADJ
cet-3923	22	15	-	-	ADJ
cet-3923	22	16	differentiable	differentiable	ADJ
cet-3923	22	17	and	and	CCONJ
cet-3923	22	18	the	the	DET
cet-3923	22	19	multi	multi	ADJ
cet-3923	22	20	peak	peak	NOUN
cet-3923	22	21	complex	complex	ADJ
cet-3923	22	22	optimization	optimization	NOUN
cet-3923	22	23	proposition	proposition	NOUN
cet-3923	22	24	.	.	PUNCT
cet-3923	23	1	moreover	moreover	ADV
cet-3923	23	2	,	,	PUNCT
cet-3923	23	3	the	the	DET
cet-3923	23	4	algorithm	algorithm	NOUN
cet-3923	23	5	itself	itself	PRON
cet-3923	23	6	is	be	AUX
cet-3923	23	7	simple	simple	ADJ
cet-3923	23	8	and	and	CCONJ
cet-3923	23	9	there	there	PRON
cet-3923	23	10	is	be	VERB
cet-3923	23	11	little	little	ADJ
cet-3923	23	12	parameter	parameter	NOUN
cet-3923	23	13	to	to	PART
cet-3923	23	14	be	be	AUX
cet-3923	23	15	adjusted	adjust	VERB
cet-3923	23	16	(	(	PUNCT
cet-3923	23	17	pandit	pandit	PROPN
cet-3923	23	18	et	et	PROPN
cet-3923	23	19	al	al	PROPN
cet-3923	23	20	.	.	PROPN
cet-3923	23	21	,	,	PUNCT
cet-3923	23	22	2015	2015	NUM
cet-3923	23	23	)	)	PUNCT
cet-3923	23	24	.	.	PUNCT
cet-3923	24	1	therefore	therefore	ADV
cet-3923	24	2	,	,	PUNCT
cet-3923	24	3	the	the	DET
cet-3923	24	4	pso	pso	NOUN
cet-3923	24	5	algorithm	algorithm	NOUN
cet-3923	24	6	has	have	AUX
cet-3923	24	7	developed	develop	VERB
cet-3923	24	8	rapidly	rapidly	ADV
cet-3923	24	9	.	.	PUNCT
cet-3923	25	1	after	after	ADP
cet-3923	25	2	that	that	PRON
cet-3923	25	3	,	,	PUNCT
cet-3923	25	4	there	there	PRON
cet-3923	25	5	are	be	VERB
cet-3923	25	6	a	a	DET
cet-3923	25	7	large	large	ADJ
cet-3923	25	8	number	number	NOUN
cet-3923	25	9	of	of	ADP
cet-3923	25	10	the	the	DET
cet-3923	25	11	improved	improved	ADJ
cet-3923	25	12	algorithms	algorithm	NOUN
cet-3923	25	13	being	be	AUX
cet-3923	25	14	developed	develop	VERB
cet-3923	25	15	rapidly	rapidly	ADV
cet-3923	25	16	and	and	CCONJ
cet-3923	25	17	applying	apply	VERB
cet-3923	25	18	to	to	ADP
cet-3923	25	19	many	many	ADJ
cet-3923	25	20	fields	field	NOUN
cet-3923	25	21	of	of	ADP
cet-3923	25	22	science	science	NOUN
cet-3923	25	23	and	and	CCONJ
cet-3923	25	24	engineering	engineering	NOUN
cet-3923	25	25	.	.	PUNCT
cet-3923	26	1	in	in	ADP
cet-3923	26	2	this	this	DET
cet-3923	26	3	paper	paper	NOUN
cet-3923	26	4	,	,	PUNCT
cet-3923	26	5	firstly	firstly	ADV
cet-3923	26	6	,	,	PUNCT
cet-3923	26	7	we	we	PRON
cet-3923	26	8	classify	classify	VERB
cet-3923	26	9	the	the	DET
cet-3923	26	10	supply	supply	NOUN
cet-3923	26	11	chain	chain	NOUN
cet-3923	26	12	risk	risk	NOUN
cet-3923	26	13	.	.	PUNCT
cet-3923	27	1	in	in	ADP
cet-3923	27	2	order	order	NOUN
cet-3923	27	3	to	to	PART
cet-3923	27	4	obtain	obtain	VERB
cet-3923	27	5	the	the	DET
cet-3923	27	6	better	well	ADJ
cet-3923	27	7	prediction	prediction	NOUN
cet-3923	27	8	results	result	NOUN
cet-3923	27	9	,	,	PUNCT
cet-3923	27	10	we	we	PRON
cet-3923	27	11	propose	propose	VERB
cet-3923	27	12	an	an	DET
cet-3923	27	13	improved	improved	ADJ
cet-3923	27	14	pso	pso	NOUN
cet-3923	27	15	algorithm	algorithm	NOUN
cet-3923	27	16	.	.	PUNCT
cet-3923	28	1	after	after	ADP
cet-3923	28	2	that	that	PRON
cet-3923	28	3	,	,	PUNCT
cet-3923	28	4	we	we	PRON
cet-3923	28	5	use	use	VERB
cet-3923	28	6	the	the	DET
cet-3923	28	7	algorithm	algorithm	NOUN
cet-3923	28	8	to	to	PART
cet-3923	28	9	predict	predict	VERB
cet-3923	28	10	the	the	DET
cet-3923	28	11	supply	supply	NOUN
cet-3923	28	12	chain	chain	NOUN
cet-3923	28	13	risk	risk	NOUN
cet-3923	28	14	.	.	PUNCT
cet-3923	29	1	the	the	DET
cet-3923	29	2	prediction	prediction	NOUN
cet-3923	29	3	results	result	NOUN
cet-3923	29	4	show	show	VERB
cet-3923	29	5	that	that	SCONJ
cet-3923	29	6	the	the	DET
cet-3923	29	7	algorithm	algorithm	NOUN
cet-3923	29	8	is	be	AUX
cet-3923	29	9	reliable	reliable	ADJ
cet-3923	29	10	and	and	CCONJ
cet-3923	29	11	effective	effective	ADJ
cet-3923	29	12	.	.	PUNCT
cet-3923	30	1	2	2	X
cet-3923	30	2	.	.	X
cet-3923	30	3	supply	supply	NOUN
cet-3923	30	4	chain	chain	NOUN
cet-3923	30	5	risk	risk	NOUN
cet-3923	30	6	classification	classification	NOUN
cet-3923	30	7	in	in	ADP
cet-3923	30	8	order	order	NOUN
cet-3923	30	9	to	to	PART
cet-3923	30	10	predict	predict	VERB
cet-3923	30	11	the	the	DET
cet-3923	30	12	supply	supply	NOUN
cet-3923	30	13	chain	chain	NOUN
cet-3923	30	14	risk	risk	NOUN
cet-3923	30	15	,	,	PUNCT
cet-3923	30	16	we	we	PRON
cet-3923	30	17	first	first	ADV
cet-3923	30	18	classify	classify	VERB
cet-3923	30	19	the	the	DET
cet-3923	30	20	supply	supply	NOUN
cet-3923	30	21	chain	chain	NOUN
cet-3923	30	22	risk	risk	NOUN
cet-3923	30	23	.	.	PUNCT
cet-3923	31	1	we	we	PRON
cet-3923	31	2	divide	divide	VERB
cet-3923	31	3	the	the	DET
cet-3923	31	4	supply	supply	NOUN
cet-3923	31	5	chain	chain	NOUN
cet-3923	31	6	risk	risk	NOUN
cet-3923	31	7	into	into	ADP
cet-3923	31	8	6	6	NUM
cet-3923	31	9	second	second	ADJ
cet-3923	31	10	indexes	index	NOUN
cet-3923	31	11	and	and	CCONJ
cet-3923	31	12	20	20	NUM
cet-3923	31	13	third	third	ADJ
cet-3923	31	14	indexes	index	NOUN
cet-3923	31	15	.	.	PUNCT
cet-3923	32	1	the	the	DET
cet-3923	32	2	specific	specific	ADJ
cet-3923	32	3	categories	category	NOUN
cet-3923	32	4	are	be	AUX
cet-3923	32	5	shown	show	VERB
cet-3923	32	6	in	in	ADP
cet-3923	32	7	the	the	DET
cet-3923	32	8	following	follow	VERB
cet-3923	32	9	table	table	NOUN
cet-3923	32	10	.	.	PUNCT
cet-3923	33	1	doi	doi	NOUN
cet-3923	33	2	:	:	PUNCT
cet-3923	33	3	10.3303	10.3303	NUM
cet-3923	33	4	/	/	SYM
cet-3923	33	5	cet1651059	cet1651059	NOUN
cet-3923	33	6	please	please	INTJ
cet-3923	33	7	cite	cite	VERB
cet-3923	33	8	this	this	DET
cet-3923	33	9	article	article	NOUN
cet-3923	33	10	as	as	SCONJ
cet-3923	33	11	:	:	PUNCT
cet-3923	33	12	tao	tao	PROPN
cet-3923	33	13	j.	j.	PROPN
cet-3923	33	14	,	,	PUNCT
cet-3923	33	15	2016	2016	NUM
cet-3923	33	16	,	,	PUNCT
cet-3923	33	17	research	research	NOUN
cet-3923	33	18	on	on	ADP
cet-3923	33	19	the	the	DET
cet-3923	33	20	supply	supply	NOUN
cet-3923	33	21	chain	chain	NOUN
cet-3923	33	22	risk	risk	NOUN
cet-3923	33	23	prediction	prediction	NOUN
cet-3923	33	24	based	base	VERB
cet-3923	33	25	on	on	ADP
cet-3923	33	26	the	the	DET
cet-3923	33	27	improved	improve	VERB
cet-3923	33	28	intelligent	intelligent	ADJ
cet-3923	33	29	algorithm	algorithm	NOUN
cet-3923	33	30	,	,	PUNCT
cet-3923	33	31	chemical	chemical	NOUN
cet-3923	33	32	engineering	engineering	NOUN
cet-3923	33	33	transactions	transaction	NOUN
cet-3923	33	34	,	,	PUNCT
cet-3923	33	35	51	51	NUM
cet-3923	33	36	,	,	PUNCT
cet-3923	33	37	349	349	NUM
cet-3923	33	38	-	-	SYM
cet-3923	33	39	354	354	NUM
cet-3923	33	40	doi:10.3303	doi:10.3303	NOUN
cet-3923	33	41	/	/	SYM
cet-3923	33	42	cet1651059	cet1651059	NOUN
cet-3923	33	43	349	349	NUM
cet-3923	33	44	table	table	NOUN
cet-3923	33	45	1	1	NUM
cet-3923	33	46	:	:	PUNCT
cet-3923	33	47	supply	supply	NOUN
cet-3923	33	48	chain	chain	NOUN
cet-3923	33	49	risk	risk	NOUN
cet-3923	33	50	classification	classification	NOUN
cet-3923	33	51	the	the	DET
cet-3923	33	52	first	first	ADJ
cet-3923	33	53	level	level	NOUN
cet-3923	33	54	index	index	NOUN
cet-3923	33	55	the	the	DET
cet-3923	33	56	second	second	ADJ
cet-3923	33	57	level	level	NOUN
cet-3923	33	58	index	index	NOUN
cet-3923	33	59	the	the	DET
cet-3923	33	60	third	third	ADJ
cet-3923	33	61	level	level	NOUN
cet-3923	33	62	index	index	NOUN
cet-3923	33	63	supply	supply	NOUN
cet-3923	33	64	chain	chain	NOUN
cet-3923	33	65	risk	risk	NOUN
cet-3923	33	66	supply	supply	NOUN
cet-3923	33	67	chain	chain	NOUN
cet-3923	33	68	structure	structure	NOUN
cet-3923	33	69	risk	risk	NOUN
cet-3923	33	70	the	the	DET
cet-3923	33	71	number	number	NOUN
cet-3923	33	72	of	of	ADP
cet-3923	33	73	nodes	node	NOUN
cet-3923	33	74	in	in	ADP
cet-3923	33	75	supply	supply	NOUN
cet-3923	33	76	chain	chain	VERB
cet-3923	33	77	the	the	DET
cet-3923	33	78	structure	structure	NOUN
cet-3923	33	79	of	of	ADP
cet-3923	33	80	the	the	DET
cet-3923	33	81	supply	supply	NOUN
cet-3923	33	82	chain	chain	NOUN
cet-3923	33	83	supply	supply	NOUN
cet-3923	33	84	chain	chain	NOUN
cet-3923	33	85	quantity	quantity	NOUN
cet-3923	33	86	supply	supply	NOUN
cet-3923	33	87	chain	chain	NOUN
cet-3923	33	88	enterprises	enterprise	NOUN
cet-3923	33	89	information	information	NOUN
cet-3923	33	90	risk	risk	NOUN
cet-3923	33	91	information	information	NOUN
cet-3923	33	92	transfer	transfer	NOUN
cet-3923	33	93	risk	risk	NOUN
cet-3923	33	94	bullwhip	bullwhip	NOUN
cet-3923	33	95	effect	effect	NOUN
cet-3923	33	96	information	information	NOUN
cet-3923	33	97	security	security	NOUN
cet-3923	33	98	risk	risk	NOUN
cet-3923	33	99	information	information	NOUN
cet-3923	33	100	fluctuation	fluctuation	NOUN
cet-3923	33	101	risk	risk	NOUN
cet-3923	33	102	supply	supply	NOUN
cet-3923	33	103	chain	chain	NOUN
cet-3923	33	104	operation	operation	NOUN
cet-3923	33	105	risk	risk	NOUN
cet-3923	33	106	manufacturer	manufacturer	NOUN
cet-3923	33	107	operational	operational	ADJ
cet-3923	33	108	risk	risk	NOUN
cet-3923	33	109	supplier	supplier	NOUN
cet-3923	33	110	operational	operational	ADJ
cet-3923	33	111	risk	risk	NOUN
cet-3923	33	112	retailer	retailer	NOUN
cet-3923	33	113	operational	operational	ADJ
cet-3923	33	114	risk	risk	NOUN
cet-3923	33	115	cooperation	cooperation	NOUN
cet-3923	33	116	risk	risk	NOUN
cet-3923	33	117	partner	partner	NOUN
cet-3923	33	118	selection	selection	NOUN
cet-3923	33	119	risk	risk	NOUN
cet-3923	33	120	trust	trust	NOUN
cet-3923	33	121	risk	risk	NOUN
cet-3923	33	122	logistics	logistic	NOUN
cet-3923	33	123	risk	risk	NOUN
cet-3923	33	124	inventory	inventory	NOUN
cet-3923	33	125	risk	risk	VERB
cet-3923	33	126	the	the	DET
cet-3923	33	127	risk	risk	NOUN
cet-3923	33	128	of	of	ADP
cet-3923	33	129	transportation	transportation	NOUN
cet-3923	33	130	distribution	distribution	NOUN
cet-3923	33	131	of	of	ADP
cet-3923	33	132	risk	risk	NOUN
cet-3923	33	133	other	other	ADJ
cet-3923	33	134	risks	risk	NOUN
cet-3923	33	135	legal	legal	ADJ
cet-3923	33	136	risk	risk	NOUN
cet-3923	33	137	market	market	NOUN
cet-3923	33	138	risk	risk	NOUN
cet-3923	33	139	natural	natural	ADJ
cet-3923	33	140	factors	factor	NOUN
cet-3923	33	141	the	the	DET
cet-3923	33	142	development	development	NOUN
cet-3923	33	143	prospects	prospect	NOUN
cet-3923	33	144	of	of	ADP
cet-3923	33	145	the	the	DET
cet-3923	33	146	industry	industry	NOUN
cet-3923	33	147	risk	risk	NOUN
cet-3923	33	148	3	3	NUM
cet-3923	33	149	.	.	PUNCT
cet-3923	33	150	pso	pso	NOUN
cet-3923	33	151	algorithm	algorithm	NOUN
cet-3923	33	152	in	in	ADP
cet-3923	33	153	recent	recent	ADJ
cet-3923	33	154	years	year	NOUN
cet-3923	33	155	,	,	PUNCT
cet-3923	33	156	pso	pso	NOUN
cet-3923	33	157	algorithm	algorithm	NOUN
cet-3923	33	158	is	be	AUX
cet-3923	33	159	a	a	DET
cet-3923	33	160	hot	hot	ADJ
cet-3923	33	161	research	research	NOUN
cet-3923	33	162	topic	topic	NOUN
cet-3923	33	163	.	.	PUNCT
cet-3923	34	1	pso	pso	NOUN
cet-3923	34	2	algorithm	algorithm	PROPN
cet-3923	34	3	has	have	AUX
cet-3923	34	4	proposed	propose	VERB
cet-3923	34	5	by	by	ADP
cet-3923	34	6	kennedy	kennedy	PROPN
cet-3923	34	7	and	and	CCONJ
cet-3923	34	8	eberhart	eberhart	NOUN
cet-3923	34	9	in	in	ADP
cet-3923	34	10	1995	1995	NUM
cet-3923	34	11	.	.	PUNCT
cet-3923	35	1	the	the	DET
cet-3923	35	2	rules	rule	NOUN
cet-3923	35	3	of	of	ADP
cet-3923	35	4	the	the	DET
cet-3923	35	5	pso	pso	NOUN
cet-3923	35	6	algorithm	algorithm	NOUN
cet-3923	35	7	can	can	AUX
cet-3923	35	8	be	be	AUX
cet-3923	35	9	described	describe	VERB
cet-3923	35	10	as	as	ADP
cet-3923	35	11	follows	follow	VERB
cet-3923	35	12	.	.	PUNCT
cet-3923	36	1	when	when	SCONJ
cet-3923	36	2	the	the	DET
cet-3923	36	3	whole	whole	ADJ
cet-3923	36	4	groups	group	NOUN
cet-3923	36	5	are	be	AUX
cet-3923	36	6	searching	search	VERB
cet-3923	36	7	for	for	ADP
cet-3923	36	8	a	a	DET
cet-3923	36	9	target	target	NOUN
cet-3923	36	10	,	,	PUNCT
cet-3923	36	11	for	for	ADP
cet-3923	36	12	one	one	NUM
cet-3923	36	13	of	of	ADP
cet-3923	36	14	the	the	DET
cet-3923	36	15	individuals	individual	NOUN
cet-3923	36	16	,	,	PUNCT
cet-3923	36	17	it	it	PRON
cet-3923	36	18	adjusts	adjust	VERB
cet-3923	36	19	its	its	PRON
cet-3923	36	20	next	next	ADJ
cet-3923	36	21	search	search	NOUN
cet-3923	36	22	according	accord	VERB
cet-3923	36	23	to	to	ADP
cet-3923	36	24	the	the	DET
cet-3923	36	25	optimal	optimal	ADJ
cet-3923	36	26	individual	individual	NOUN
cet-3923	36	27	in	in	ADP
cet-3923	36	28	the	the	DET
cet-3923	36	29	group	group	NOUN
cet-3923	36	30	and	and	CCONJ
cet-3923	36	31	the	the	DET
cet-3923	36	32	optimal	optimal	ADJ
cet-3923	36	33	position	position	NOUN
cet-3923	36	34	that	that	SCONJ
cet-3923	36	35	it	it	PRON
cet-3923	36	36	achieves	achieve	VERB
cet-3923	36	37	.	.	PUNCT
cet-3923	37	1	in	in	ADP
cet-3923	37	2	pso	pso	NOUN
cet-3923	37	3	algorithm	algorithm	NOUN
cet-3923	37	4	,	,	PUNCT
cet-3923	37	5	each	each	DET
cet-3923	37	6	bird	bird	NOUN
cet-3923	37	7	is	be	AUX
cet-3923	37	8	as	as	ADP
cet-3923	37	9	an	an	DET
cet-3923	37	10	individual	individual	NOUN
cet-3923	37	11	in	in	ADP
cet-3923	37	12	a	a	DET
cet-3923	37	13	group	group	NOUN
cet-3923	37	14	.	.	PUNCT
cet-3923	38	1	it	it	PRON
cet-3923	38	2	is	be	AUX
cet-3923	38	3	abstracted	abstract	VERB
cet-3923	38	4	as	as	ADP
cet-3923	38	5	a	a	DET
cet-3923	38	6	particle	particle	NOUN
cet-3923	38	7	which	which	PRON
cet-3923	38	8	has	have	VERB
cet-3923	38	9	no	no	DET
cet-3923	38	10	the	the	DET
cet-3923	38	11	mass	mass	NOUN
cet-3923	38	12	and	and	CCONJ
cet-3923	38	13	volume	volume	NOUN
cet-3923	38	14	.	.	PUNCT
cet-3923	39	1	then	then	ADV
cet-3923	39	2	,	,	PUNCT
cet-3923	39	3	it	it	PRON
cet-3923	39	4	is	be	AUX
cet-3923	39	5	be	be	AUX
cet-3923	39	6	extended	extend	VERB
cet-3923	39	7	to	to	ADP
cet-3923	39	8	d	d	NOUN
cet-3923	39	9	dimension	dimension	NOUN
cet-3923	39	10	.	.	PUNCT
cet-3923	40	1	if	if	SCONJ
cet-3923	40	2	the	the	DET
cet-3923	40	3	number	number	NOUN
cet-3923	40	4	of	of	ADP
cet-3923	40	5	the	the	DET
cet-3923	40	6	groups	group	NOUN
cet-3923	40	7	are	be	AUX
cet-3923	40	8	n	n	PRON
cet-3923	40	9	,	,	PUNCT
cet-3923	40	10	1	1	NUM
cet-3923	40	11	2	2	NUM
cet-3923	40	12	(	(	PUNCT
cet-3923	40	13	,	,	PUNCT
cet-3923	40	14	,	,	PUNCT
cet-3923	40	15	,	,	PUNCT
cet-3923	40	16	)	)	PUNCT
cet-3923	41	1	i	i	PRON
cet-3923	41	2	i	i	PRON
cet-3923	42	1	i	i	PRON
cet-3923	42	2	idx	idx	VERB
cet-3923	42	3	x	x	X
cet-3923	42	4	x	x	X
cet-3923	42	5	x	x	PROPN
cet-3923	42	6	is	be	AUX
cet-3923	42	7	the	the	DET
cet-3923	42	8	current	current	ADJ
cet-3923	42	9	position	position	NOUN
cet-3923	42	10	for	for	ADP
cet-3923	42	11	the	the	DET
cet-3923	42	12	(	(	PUNCT
cet-3923	42	13	1,2	1,2	NUM
cet-3923	42	14	,	,	PUNCT
cet-3923	42	15	,	,	PUNCT
cet-3923	42	16	)	)	PUNCT
cet-3923	43	1	i	i	PRON
cet-3923	43	2	i	i	PRON
cet-3923	43	3	n	n	NOUN
cet-3923	43	4	particle	particle	NOUN
cet-3923	43	5	.	.	PROPN
cet-3923	43	6	1	1	NUM
cet-3923	43	7	2	2	NUM
cet-3923	43	8	(	(	PUNCT
cet-3923	43	9	,	,	PUNCT
cet-3923	43	10	,	,	PUNCT
cet-3923	43	11	,	,	PUNCT
cet-3923	43	12	)	)	PUNCT
cet-3923	44	1	i	i	PRON
cet-3923	44	2	i	i	PRON
cet-3923	45	1	i	i	PRON
cet-3923	45	2	idv	idv	VERB
cet-3923	45	3	v	v	ADP
cet-3923	45	4	v	v	NOUN
cet-3923	45	5	v	v	ADV
cet-3923	45	6	is	be	AUX
cet-3923	45	7	the	the	DET
cet-3923	45	8	speed	speed	NOUN
cet-3923	45	9	of	of	ADP
cet-3923	45	10	the	the	DET
cet-3923	45	11	(	(	PUNCT
cet-3923	45	12	1,2	1,2	NUM
cet-3923	45	13	,	,	PUNCT
cet-3923	45	14	,	,	PUNCT
cet-3923	45	15	)	)	PUNCT
cet-3923	46	1	i	i	PRON
cet-3923	46	2	i	i	PRON
cet-3923	46	3	n	n	NOUN
cet-3923	46	4	particle	particle	NOUN
cet-3923	46	5	.	.	PUNCT
cet-3923	47	1	the	the	DET
cet-3923	47	2	pso	pso	NOUN
cet-3923	47	3	algorithm	algorithm	NOUN
cet-3923	47	4	is	be	AUX
cet-3923	47	5	initialized	initialize	VERB
cet-3923	47	6	to	to	ADP
cet-3923	47	7	a	a	DET
cet-3923	47	8	random	random	ADJ
cet-3923	47	9	solution	solution	NOUN
cet-3923	47	10	.	.	PUNCT
cet-3923	48	1	then	then	ADV
cet-3923	48	2	,	,	PUNCT
cet-3923	48	3	it	it	PRON
cet-3923	48	4	begins	begin	VERB
cet-3923	48	5	to	to	PART
cet-3923	48	6	search	search	VERB
cet-3923	48	7	the	the	DET
cet-3923	48	8	optimal	optimal	ADJ
cet-3923	48	9	solution	solution	NOUN
cet-3923	48	10	according	accord	VERB
cet-3923	48	11	to	to	ADP
cet-3923	48	12	the	the	DET
cet-3923	48	13	iteration	iteration	NOUN
cet-3923	48	14	.	.	PUNCT
cet-3923	49	1	during	during	ADP
cet-3923	49	2	the	the	DET
cet-3923	49	3	process	process	NOUN
cet-3923	49	4	of	of	ADP
cet-3923	49	5	one	one	NUM
cet-3923	49	6	iteration	iteration	NOUN
cet-3923	49	7	,	,	PUNCT
cet-3923	49	8	each	each	DET
cet-3923	49	9	particle	particle	NOUN
cet-3923	49	10	will	will	AUX
cet-3923	49	11	update	update	VERB
cet-3923	49	12	itself	itself	PRON
cet-3923	49	13	according	accord	VERB
cet-3923	49	14	to	to	ADP
cet-3923	49	15	the	the	DET
cet-3923	49	16	local	local	ADJ
cet-3923	49	17	extremism	extremism	NOUN
cet-3923	49	18	and	and	CCONJ
cet-3923	49	19	global	global	ADJ
cet-3923	49	20	extremism	extremism	NOUN
cet-3923	49	21	.	.	PUNCT
cet-3923	50	1	after	after	ADP
cet-3923	50	2	finding	find	VERB
cet-3923	50	3	out	out	ADP
cet-3923	50	4	the	the	DET
cet-3923	50	5	two	two	NUM
cet-3923	50	6	optimal	optimal	ADJ
cet-3923	50	7	values	value	NOUN
cet-3923	50	8	,	,	PUNCT
cet-3923	50	9	the	the	DET
cet-3923	50	10	speed	speed	NOUN
cet-3923	50	11	and	and	CCONJ
cet-3923	50	12	the	the	DET
cet-3923	50	13	position	position	NOUN
cet-3923	50	14	of	of	ADP
cet-3923	50	15	the	the	DET
cet-3923	50	16	particle	particle	NOUN
cet-3923	50	17	updates	update	NOUN
cet-3923	50	18	by	by	ADP
cet-3923	50	19	the	the	DET
cet-3923	50	20	function(1)and	function(1)and	X
cet-3923	50	21	function	function	NOUN
cet-3923	50	22	(	(	PUNCT
cet-3923	50	23	2	2	NUM
cet-3923	50	24	)	)	PUNCT
cet-3923	50	25	.	.	PUNCT
cet-3923	51	1	1	1	NUM
cet-3923	51	2	1	1	NUM
cet-3923	51	3	2	2	NUM
cet-3923	51	4	2	2	NUM
cet-3923	51	5	(	(	PUNCT
cet-3923	51	6	1	1	NUM
cet-3923	51	7	)	)	PUNCT
cet-3923	51	8	(	(	PUNCT
cet-3923	51	9	)	)	PUNCT
cet-3923	51	10	(	(	PUNCT
cet-3923	51	11	)	)	PUNCT
cet-3923	51	12	(	(	PUNCT
cet-3923	51	13	(	(	PUNCT
cet-3923	51	14	)	)	PUNCT
cet-3923	51	15	(	(	PUNCT
cet-3923	51	16	)	)	PUNCT
cet-3923	51	17	)	)	PUNCT
cet-3923	51	18	(	(	PUNCT
cet-3923	51	19	)	)	PUNCT
cet-3923	51	20	(	(	PUNCT
cet-3923	51	21	(	(	PUNCT
cet-3923	51	22	)	)	PUNCT
cet-3923	51	23	(	(	PUNCT
cet-3923	51	24	)	)	PUNCT
cet-3923	51	25	)	)	PUNCT
cet-3923	52	1	i	i	PRON
cet-3923	52	2	i	i	PRON
cet-3923	53	1	i	i	PRON
cet-3923	54	1	i	i	PRON
cet-3923	55	1	i	i	VERB
cet-3923	55	2	iv	iv	VERB
cet-3923	55	3	t	t	PROPN
cet-3923	55	4	wv	wv	PROPN
cet-3923	56	1	t	t	PROPN
cet-3923	56	2	c	c	NOUN
cet-3923	56	3	r	r	NOUN
cet-3923	56	4	t	t	PROPN
cet-3923	56	5	pbest	pb	ADJ
cet-3923	56	6	t	t	X
cet-3923	57	1	x	x	X
cet-3923	57	2	t	t	NOUN
cet-3923	57	3	c	c	NOUN
cet-3923	57	4	r	r	NOUN
cet-3923	57	5	t	t	NOUN
cet-3923	57	6	gbest	gbest	VERB
cet-3923	57	7	t	t	NOUN
cet-3923	57	8	x	x	PUNCT
cet-3923	57	9	t	t	PROPN
cet-3923	57	10			PROPN
cet-3923	57	11			ADJ
cet-3923	57	12			PROPN
cet-3923	57	13			VERB
cet-3923	57	14			NOUN
cet-3923	57	15	(	(	PUNCT
cet-3923	57	16	1	1	NUM
cet-3923	57	17	)	)	PUNCT
cet-3923	57	18	(	(	PUNCT
cet-3923	57	19	1	1	X
cet-3923	57	20	)	)	PUNCT
cet-3923	57	21	(	(	PUNCT
cet-3923	57	22	)	)	PUNCT
cet-3923	57	23	(	(	PUNCT
cet-3923	57	24	1)i	1)i	NUM
cet-3923	57	25	i	i	PRON
cet-3923	57	26	ix	ix	PROPN
cet-3923	58	1	t	t	PROPN
cet-3923	58	2	x	x	SYM
cet-3923	58	3	t	t	PROPN
cet-3923	58	4	v	v	NUM
cet-3923	58	5	t	t	PROPN
cet-3923	58	6			PROPN
cet-3923	58	7			ADV
cet-3923	58	8			X
cet-3923	58	9	(	(	PUNCT
cet-3923	58	10	2	2	NUM
cet-3923	58	11	)	)	PUNCT
cet-3923	58	12	where	where	SCONJ
cet-3923	58	13	,	,	PUNCT
cet-3923	58	14	c1	c1	PROPN
cet-3923	58	15	is	be	AUX
cet-3923	58	16	cognitive	cognitive	ADJ
cet-3923	58	17	parameter	parameter	NOUN
cet-3923	58	18	.	.	PUNCT
cet-3923	59	1	c2	c2	PROPN
cet-3923	59	2	is	be	AUX
cet-3923	59	3	social	social	ADJ
cet-3923	59	4	parameter	parameter	NOUN
cet-3923	59	5	.	.	PUNCT
cet-3923	60	1	we	we	PRON
cet-3923	60	2	adjust	adjust	VERB
cet-3923	60	3	the	the	DET
cet-3923	60	4	effect	effect	NOUN
cet-3923	60	5	of	of	ADP
cet-3923	60	6	the	the	DET
cet-3923	60	7	own	own	ADJ
cet-3923	60	8	information	information	NOUN
cet-3923	60	9	and	and	CCONJ
cet-3923	60	10	global	global	ADJ
cet-3923	60	11	information	information	NOUN
cet-3923	60	12	of	of	ADP
cet-3923	60	13	the	the	DET
cet-3923	60	14	particle	particle	NOUN
cet-3923	60	15	during	during	ADP
cet-3923	60	16	the	the	DET
cet-3923	60	17	process	process	NOUN
cet-3923	60	18	of	of	ADP
cet-3923	60	19	the	the	DET
cet-3923	60	20	movement	movement	NOUN
cet-3923	60	21	according	accord	VERB
cet-3923	60	22	to	to	ADP
cet-3923	60	23	c1	c1	PROPN
cet-3923	60	24	and	and	CCONJ
cet-3923	60	25	c2	c2	PROPN
cet-3923	60	26	.	.	PUNCT
cet-3923	61	1	in	in	ADP
cet-3923	61	2	general	general	ADJ
cet-3923	61	3	,	,	PUNCT
cet-3923	61	4	we	we	PRON
cet-3923	61	5	give	give	VERB
cet-3923	61	6	,	,	PUNCT
cet-3923	61	7	1	1	NUM
cet-3923	61	8	2	2	NUM
cet-3923	61	9	2c	2c	NUM
cet-3923	61	10	c	c	NOUN
cet-3923	62	1			NOUN
cet-3923	62	2	(	(	PUNCT
cet-3923	62	3	3	3	NUM
cet-3923	62	4	)	)	PUNCT
cet-3923	62	5	r1	r1	NOUN
cet-3923	62	6	and	and	CCONJ
cet-3923	62	7	r1	r1	PROPN
cet-3923	62	8	give	give	VERB
cet-3923	62	9	u(0,1	u(0,1	ADV
cet-3923	62	10	)	)	PUNCT
cet-3923	62	11	.	.	PUNCT
cet-3923	63	1	where	where	SCONJ
cet-3923	63	2	,	,	PUNCT
cet-3923	63	3	u(0,1	u(0,1	NOUN
cet-3923	63	4	)	)	PUNCT
cet-3923	63	5	is	be	AUX
cet-3923	63	6	the	the	DET
cet-3923	63	7	random	random	ADJ
cet-3923	63	8	number	number	NOUN
cet-3923	63	9	in	in	ADP
cet-3923	63	10	[	[	X
cet-3923	63	11	0,1	0,1	NUM
cet-3923	63	12	]	]	PUNCT
cet-3923	63	13	.	.	PUNCT
cet-3923	64	1	according	accord	VERB
cet-3923	64	2	to	to	ADP
cet-3923	64	3	the	the	DET
cet-3923	64	4	fitness	fitness	NOUN
cet-3923	64	5	value	value	NOUN
cet-3923	64	6	of	of	ADP
cet-3923	64	7	the	the	DET
cet-3923	64	8	particle	particle	NOUN
cet-3923	64	9	,	,	PUNCT
cet-3923	64	10	we	we	PRON
cet-3923	64	11	update	update	VERB
cet-3923	64	12	the	the	DET
cet-3923	64	13	global	global	ADJ
cet-3923	64	14	extremism	extremism	NOUN
cet-3923	64	15	gbest	gb	ADJ
cet-3923	64	16	and	and	CCONJ
cet-3923	64	17	individual	individual	ADJ
cet-3923	64	18	extremism	extremism	NOUN
cet-3923	64	19	pbest	pbest	NOUN
cet-3923	64	20	.	.	PUNCT
cet-3923	65	1	the	the	DET
cet-3923	65	2	function	function	NOUN
cet-3923	65	3	is	be	AUX
cet-3923	65	4	as	as	SCONJ
cet-3923	65	5	follows	follow	VERB
cet-3923	65	6	.	.	PUNCT
cet-3923	66	1	(	(	PUNCT
cet-3923	66	2	1	1	NUM
cet-3923	66	3	)	)	PUNCT
cet-3923	66	4	,	,	PUNCT
cet-3923	66	5	(	(	PUNCT
cet-3923	66	6	1	1	X
cet-3923	66	7	)	)	PUNCT
cet-3923	66	8	(	(	PUNCT
cet-3923	66	9	)	)	PUNCT
cet-3923	66	10	(	(	PUNCT
cet-3923	66	11	1	1	X
cet-3923	66	12	)	)	PUNCT
cet-3923	66	13	(	(	PUNCT
cet-3923	66	14	)	)	PUNCT
cet-3923	66	15	(	(	PUNCT
cet-3923	66	16	1	1	X
cet-3923	66	17	)	)	PUNCT
cet-3923	66	18	(	(	PUNCT
cet-3923	66	19	)	)	PUNCT
cet-3923	67	1	i	i	PRON
cet-3923	67	2	i	i	PRON
cet-3923	68	1	i	i	PRON
cet-3923	68	2	i	i	PRON
cet-3923	69	1	i	i	PRON
cet-3923	69	2	i	i	PRON
cet-3923	70	1	i	i	VERB
cet-3923	70	2	x	x	VERB
cet-3923	70	3	t	t	NOUN
cet-3923	70	4	x	x	SYM
cet-3923	70	5	t	t	PROPN
cet-3923	70	6	pbest	pb	ADJ
cet-3923	70	7	t	t	PROPN
cet-3923	70	8	pbest	pb	ADJ
cet-3923	70	9	t	t	PROPN
cet-3923	70	10	pbest	pbest	ADV
cet-3923	70	11	t	t	PROPN
cet-3923	70	12	x	x	SYM
cet-3923	70	13	t	t	PROPN
cet-3923	70	14	pbest	pb	ADJ
cet-3923	70	15	t	t	PROPN
cet-3923	70	16			ADV
cet-3923	70	17			PUNCT
cet-3923	70	18			PROPN
cet-3923	70	19			ADV
cet-3923	70	20			PROPN
cet-3923	70	21			NUM
cet-3923	70	22			PUNCT
cet-3923	70	23			PROPN
cet-3923	70	24	(	(	PUNCT
cet-3923	70	25	4	4	NUM
cet-3923	70	26	)	)	PUNCT
cet-3923	70	27	350	350	NUM
cet-3923	70	28	in	in	ADP
cet-3923	70	29	addition	addition	NOUN
cet-3923	70	30	,	,	PUNCT
cet-3923	70	31	(	(	PUNCT
cet-3923	70	32	)	)	PUNCT
cet-3923	70	33	max	max	PROPN
cet-3923	71	1	(	(	PUNCT
cet-3923	71	2	+1)i	+1)i	ADP
cet-3923	71	3	igbest	igbest	VERB
cet-3923	71	4	t	t	NOUN
cet-3923	71	5	pbest	pb	ADJ
cet-3923	71	6	t	t	PROPN
cet-3923	71	7	（	（	PUNCT
cet-3923	71	8	）	）	PUNCT
cet-3923	72	1	(	(	PUNCT
cet-3923	72	2	5	5	X
cet-3923	72	3	)	)	PUNCT
cet-3923	72	4	we	we	PRON
cet-3923	72	5	assume	assume	VERB
cet-3923	72	6	that	that	SCONJ
cet-3923	72	7	the	the	DET
cet-3923	72	8	maximum	maximum	ADJ
cet-3923	72	9	speed	speed	NOUN
cet-3923	72	10	of	of	ADP
cet-3923	72	11	the	the	DET
cet-3923	72	12	algorithm	algorithm	NOUN
cet-3923	72	13	is	be	AUX
cet-3923	72	14	vmax	vmax	PROPN
cet-3923	72	15	.	.	PUNCT
cet-3923	73	1	that	that	PRON
cet-3923	73	2	is	be	AUX
cet-3923	73	3	,	,	PUNCT
cet-3923	73	4	the	the	DET
cet-3923	73	5	speed	speed	NOUN
cet-3923	73	6	of	of	ADP
cet-3923	73	7	the	the	DET
cet-3923	73	8	particle	particle	NOUN
cet-3923	73	9	is	be	AUX
cet-3923	73	10	less	less	ADJ
cet-3923	73	11	than	than	ADP
cet-3923	73	12	vmax	vmax	PROPN
cet-3923	73	13	.	.	PUNCT
cet-3923	74	1	if	if	SCONJ
cet-3923	74	2	max	max	PROPN
cet-3923	74	3	(	(	PUNCT
cet-3923	74	4	1)iv	1)iv	PROPN
cet-3923	74	5	t	t	NOUN
cet-3923	74	6	v	v	VERB
cet-3923	74	7			X
cet-3923	74	8	,	,	PUNCT
cet-3923	74	9	max	max	PROPN
cet-3923	74	10	(	(	PUNCT
cet-3923	74	11	1)iv	1)iv	PROPN
cet-3923	74	12	t	t	NOUN
cet-3923	74	13	v	v	VERB
cet-3923	74	14			NUM
cet-3923	74	15	.	.	PUNCT
cet-3923	75	1	(	(	PUNCT
cet-3923	75	2	6	6	NUM
cet-3923	75	3	)	)	PUNCT
cet-3923	75	4	if	if	SCONJ
cet-3923	75	5	max	max	PROPN
cet-3923	75	6	(	(	PUNCT
cet-3923	75	7	1)iv	1)iv	PROPN
cet-3923	75	8	t	t	NOUN
cet-3923	75	9	v	v	NOUN
cet-3923	75	10			PROPN
cet-3923	75	11			PROPN
cet-3923	75	12	,	,	PUNCT
cet-3923	75	13	max	max	PROPN
cet-3923	75	14	(	(	PUNCT
cet-3923	75	15	1)iv	1)iv	PROPN
cet-3923	75	16	t	t	NOUN
cet-3923	75	17	v	v	VERB
cet-3923	75	18			PROPN
cet-3923	75	19			NOUN
cet-3923	75	20	.	.	PUNCT
cet-3923	76	1	(	(	PUNCT
cet-3923	76	2	7	7	X
cet-3923	76	3	)	)	PUNCT
cet-3923	76	4	4	4	NUM
cet-3923	76	5	.	.	PUNCT
cet-3923	77	1	the	the	DET
cet-3923	77	2	improved	improve	VERB
cet-3923	77	3	pso	pso	NOUN
cet-3923	77	4	algorithm	algorithm	NOUN
cet-3923	77	5	in	in	ADP
cet-3923	77	6	order	order	NOUN
cet-3923	77	7	to	to	PART
cet-3923	77	8	improve	improve	VERB
cet-3923	77	9	the	the	DET
cet-3923	77	10	performance	performance	NOUN
cet-3923	77	11	of	of	ADP
cet-3923	77	12	the	the	DET
cet-3923	77	13	pso	pso	NOUN
cet-3923	77	14	algorithm	algorithm	NOUN
cet-3923	77	15	and	and	CCONJ
cet-3923	77	16	achieve	achieve	VERB
cet-3923	77	17	the	the	DET
cet-3923	77	18	good	good	ADJ
cet-3923	77	19	results	result	NOUN
cet-3923	77	20	of	of	ADP
cet-3923	77	21	the	the	DET
cet-3923	77	22	prediction	prediction	NOUN
cet-3923	77	23	of	of	ADP
cet-3923	77	24	the	the	DET
cet-3923	77	25	supply	supply	NOUN
cet-3923	77	26	chain	chain	NOUN
cet-3923	77	27	risk	risk	NOUN
cet-3923	77	28	,	,	PUNCT
cet-3923	77	29	we	we	PRON
cet-3923	77	30	improve	improve	VERB
cet-3923	77	31	the	the	DET
cet-3923	77	32	pso	pso	NOUN
cet-3923	77	33	algorithm	algorithm	NOUN
cet-3923	77	34	and	and	CCONJ
cet-3923	77	35	propose	propose	VERB
cet-3923	77	36	the	the	DET
cet-3923	77	37	improved	improved	ADJ
cet-3923	77	38	algorithm	algorithm	NOUN
cet-3923	77	39	.	.	PUNCT
cet-3923	78	1	in	in	ADP
cet-3923	78	2	this	this	DET
cet-3923	78	3	paper	paper	NOUN
cet-3923	78	4	,	,	PUNCT
cet-3923	78	5	we	we	PRON
cet-3923	78	6	combine	combine	VERB
cet-3923	78	7	the	the	DET
cet-3923	78	8	lssvm	lssvm	NOUN
cet-3923	78	9	algorithm	algorithm	NOUN
cet-3923	78	10	with	with	ADP
cet-3923	78	11	the	the	DET
cet-3923	78	12	pso	pso	NOUN
cet-3923	78	13	algorithm	algorithm	NOUN
cet-3923	78	14	.	.	PUNCT
cet-3923	79	1	then	then	ADV
cet-3923	79	2	,	,	PUNCT
cet-3923	79	3	we	we	PRON
cet-3923	79	4	improve	improve	VERB
cet-3923	79	5	the	the	DET
cet-3923	79	6	algorithm	algorithm	NOUN
cet-3923	79	7	and	and	CCONJ
cet-3923	79	8	get	get	VERB
cet-3923	79	9	the	the	DET
cet-3923	79	10	improved	improved	ADJ
cet-3923	79	11	pso	pso	NOUN
cet-3923	79	12	algorithm	algorithm	NOUN
cet-3923	79	13	.	.	PUNCT
cet-3923	80	1	lssvm	lssvm	PROPN
cet-3923	80	2	was	be	AUX
cet-3923	80	3	developed	develop	VERB
cet-3923	80	4	in	in	ADP
cet-3923	80	5	1990s	1990s	NUM
cet-3923	80	6	.	.	PUNCT
cet-3923	81	1	it	it	PRON
cet-3923	81	2	is	be	AUX
cet-3923	81	3	the	the	DET
cet-3923	81	4	data	data	NOUN
cet-3923	81	5	mining	mining	NOUN
cet-3923	81	6	tool	tool	NOUN
cet-3923	81	7	which	which	PRON
cet-3923	81	8	is	be	AUX
cet-3923	81	9	based	base	VERB
cet-3923	81	10	on	on	ADP
cet-3923	81	11	the	the	DET
cet-3923	81	12	statistical	statistical	ADJ
cet-3923	81	13	learning	learning	NOUN
cet-3923	81	14	theory	theory	NOUN
cet-3923	81	15	.	.	PUNCT
cet-3923	82	1	it	it	PRON
cet-3923	82	2	can	can	AUX
cet-3923	82	3	solve	solve	VERB
cet-3923	82	4	the	the	DET
cet-3923	82	5	nonlinear	nonlinear	ADJ
cet-3923	82	6	problem	problem	NOUN
cet-3923	82	7	in	in	ADP
cet-3923	82	8	order	order	NOUN
cet-3923	82	9	to	to	PART
cet-3923	82	10	obtain	obtain	VERB
cet-3923	82	11	the	the	DET
cet-3923	82	12	optimal	optimal	ADJ
cet-3923	82	13	global	global	ADJ
cet-3923	82	14	solution	solution	NOUN
cet-3923	82	15	and	and	CCONJ
cet-3923	82	16	have	have	VERB
cet-3923	82	17	s	s	NOUN
cet-3923	82	18	wide	wide	ADJ
cet-3923	82	19	application	application	NOUN
cet-3923	82	20	range	range	NOUN
cet-3923	82	21	.	.	PUNCT
cet-3923	83	1	the	the	DET
cet-3923	83	2	flow	flow	NOUN
cet-3923	83	3	chart	chart	NOUN
cet-3923	83	4	of	of	ADP
cet-3923	83	5	lssvm	lssvm	PROPN
cet-3923	83	6	is	be	AUX
cet-3923	83	7	shown	show	VERB
cet-3923	83	8	as	as	SCONJ
cet-3923	83	9	follows	follow	VERB
cet-3923	83	10	.	.	PUNCT
cet-3923	84	1	1x	1x	NUM
cet-3923	84	2	2x	2x	NUM
cet-3923	84	3	nx	nx	X
cet-3923	84	4	1	1	NUM
cet-3923	84	5	(	(	PUNCT
cet-3923	84	6	,	,	PUNCT
cet-3923	84	7	)	)	PUNCT
cet-3923	84	8	k	k	NOUN
cet-3923	85	1	x	x	PUNCT
cet-3923	85	2	x	x	X
cet-3923	85	3	2	2	NUM
cet-3923	85	4	(	(	PUNCT
cet-3923	85	5	,	,	PUNCT
cet-3923	85	6	)	)	PUNCT
cet-3923	85	7	k	k	NOUN
cet-3923	86	1	x	x	PUNCT
cet-3923	86	2	x	x	X
cet-3923	86	3	(	(	PUNCT
cet-3923	86	4	,	,	PUNCT
cet-3923	86	5	)	)	PUNCT
cet-3923	86	6	lk	lk	NOUN
cet-3923	86	7	x	x	PUNCT
cet-3923	86	8	x	x	PUNCT
cet-3923	86	9	*	*	PUNCT
cet-3923	86	10	*	*	PUNCT
cet-3923	86	11	1	1	NUM
cet-3923	86	12	(	(	PUNCT
cet-3923	86	13	)	)	PUNCT
cet-3923	86	14	(	(	PUNCT
cet-3923	86	15	)	)	PUNCT
cet-3923	86	16	(	(	PUNCT
cet-3923	86	17	,	,	PUNCT
cet-3923	86	18	)	)	PUNCT
cet-3923	87	1	l	l	NOUN
cet-3923	88	1	i	i	PRON
cet-3923	88	2	i	i	INTJ
cet-3923	89	1	i	i	VERB
cet-3923	89	2	l	l	NOUN
cet-3923	90	1	f	f	X
cet-3923	90	2	x	x	X
cet-3923	90	3	k	k	NOUN
cet-3923	90	4	x	x	PUNCT
cet-3923	90	5	x	x	PUNCT
cet-3923	90	6	b	b	NOUN
cet-3923	90	7			NUM
cet-3923	90	8			PROPN
cet-3923	90	9			NUM
cet-3923	90	10			NOUN
cet-3923	90	11			NOUN
cet-3923	90	12	*	*	PUNCT
cet-3923	90	13	1	1	NUM
cet-3923	90	14	1	1	NUM
cet-3923	90	15			PUNCT
cet-3923	91	1	*	*	PUNCT
cet-3923	91	2	l	l	X
cet-3923	91	3	l	l	X
cet-3923	91	4			SYM
cet-3923	91	5	*	*	PROPN
cet-3923	91	6	2	2	NUM
cet-3923	91	7	2	2	PROPN
cet-3923	91	8			X
cet-3923	91	9	(	(	PUNCT
cet-3923	91	10	)	)	PUNCT
cet-3923	91	11	f	f	NOUN
cet-3923	91	12	x	x	AUX
cet-3923	91	13	figure	figure	VERB
cet-3923	91	14	1	1	NUM
cet-3923	91	15	:	:	PUNCT
cet-3923	91	16	the	the	DET
cet-3923	91	17	flow	flow	NOUN
cet-3923	91	18	chart	chart	NOUN
cet-3923	91	19	of	of	ADP
cet-3923	91	20	lssvm	lssvm	PROPN
cet-3923	91	21	kernel	kernel	PROPN
cet-3923	91	22	function	function	PROPN
cet-3923	91	23	method	method	NOUN
cet-3923	91	24	(	(	PUNCT
cet-3923	91	25	kfm	kfm	PROPN
cet-3923	91	26	)	)	PUNCT
cet-3923	91	27	is	be	AUX
cet-3923	91	28	a	a	DET
cet-3923	91	29	new	new	ADJ
cet-3923	91	30	machine	machine	NOUN
cet-3923	91	31	learning	learn	VERB
cet-3923	91	32	algorithm	algorithm	NOUN
cet-3923	91	33	which	which	PRON
cet-3923	91	34	combines	combine	VERB
cet-3923	91	35	the	the	DET
cet-3923	91	36	statistical	statistical	ADJ
cet-3923	91	37	learning	learning	NOUN
cet-3923	91	38	theory	theory	NOUN
cet-3923	91	39	with	with	ADP
cet-3923	91	40	the	the	DET
cet-3923	91	41	support	support	NOUN
cet-3923	91	42	vector	vector	NOUN
cet-3923	91	43	.	.	PUNCT
cet-3923	92	1	with	with	ADP
cet-3923	92	2	the	the	DET
cet-3923	92	3	rapid	rapid	ADJ
cet-3923	92	4	development	development	NOUN
cet-3923	92	5	of	of	ADP
cet-3923	92	6	the	the	DET
cet-3923	92	7	science	science	NOUN
cet-3923	92	8	and	and	CCONJ
cet-3923	92	9	technology	technology	NOUN
cet-3923	92	10	,	,	PUNCT
cet-3923	92	11	the	the	DET
cet-3923	92	12	research	research	NOUN
cet-3923	92	13	object	object	NOUN
cet-3923	92	14	is	be	AUX
cet-3923	92	15	from	from	ADP
cet-3923	92	16	the	the	DET
cet-3923	92	17	low	low	ADJ
cet-3923	92	18	dimension	dimension	NOUN
cet-3923	92	19	to	to	ADP
cet-3923	92	20	high	high	ADJ
cet-3923	92	21	dimension	dimension	NOUN
cet-3923	92	22	.	.	PUNCT
cet-3923	93	1	the	the	DET
cet-3923	93	2	statistical	statistical	ADJ
cet-3923	93	3	analysis	analysis	NOUN
cet-3923	93	4	method	method	NOUN
cet-3923	93	5	is	be	AUX
cet-3923	93	6	more	more	ADV
cet-3923	93	7	and	and	CCONJ
cet-3923	93	8	more	more	ADV
cet-3923	93	9	important	important	ADJ
cet-3923	93	10	to	to	PART
cet-3923	93	11	solve	solve	VERB
cet-3923	93	12	the	the	DET
cet-3923	93	13	complex	complex	ADJ
cet-3923	93	14	high	high	ADJ
cet-3923	93	15	dimension	dimension	NOUN
cet-3923	93	16	object	object	NOUN
cet-3923	93	17	.	.	PUNCT
cet-3923	94	1	some	some	DET
cet-3923	94	2	methods	method	NOUN
cet-3923	94	3	can	can	AUX
cet-3923	94	4	successfully	successfully	ADV
cet-3923	94	5	solve	solve	VERB
cet-3923	94	6	the	the	DET
cet-3923	94	7	low	low	ADJ
cet-3923	94	8	dimensional	dimensional	ADJ
cet-3923	94	9	problems	problem	NOUN
cet-3923	94	10	.	.	PUNCT
cet-3923	95	1	however	however	ADV
cet-3923	95	2	,	,	PUNCT
cet-3923	95	3	it	it	PRON
cet-3923	95	4	has	have	VERB
cet-3923	95	5	a	a	DET
cet-3923	95	6	variety	variety	NOUN
cet-3923	95	7	of	of	ADP
cet-3923	95	8	problems	problem	NOUN
cet-3923	95	9	when	when	SCONJ
cet-3923	95	10	solving	solve	VERB
cet-3923	95	11	the	the	DET
cet-3923	95	12	high	high	ADJ
cet-3923	95	13	dimensional	dimensional	ADJ
cet-3923	95	14	data	datum	NOUN
cet-3923	95	15	objects	object	NOUN
cet-3923	95	16	.	.	PUNCT
cet-3923	96	1	therefore	therefore	ADV
cet-3923	96	2	,	,	PUNCT
cet-3923	96	3	for	for	ADP
cet-3923	96	4	the	the	DET
cet-3923	96	5	multivariate	multivariate	NOUN
cet-3923	96	6	statistical	statistical	ADJ
cet-3923	96	7	analysis	analysis	NOUN
cet-3923	96	8	problem	problem	NOUN
cet-3923	96	9	,	,	PUNCT
cet-3923	96	10	dimensionality	dimensionality	NOUN
cet-3923	96	11	reduction	reduction	NOUN
cet-3923	96	12	is	be	AUX
cet-3923	96	13	very	very	ADV
cet-3923	96	14	important	important	ADJ
cet-3923	96	15	and	and	CCONJ
cet-3923	96	16	the	the	DET
cet-3923	96	17	kfm	kfm	PROPN
cet-3923	96	18	appears	appear	VERB
cet-3923	96	19	.	.	PUNCT
cet-3923	97	1	kfm	kfm	PROPN
cet-3923	97	2	maps	map	VERB
cet-3923	97	3	the	the	DET
cet-3923	97	4	original	original	ADJ
cet-3923	97	5	sample	sample	NOUN
cet-3923	97	6	of	of	ADP
cet-3923	97	7	the	the	DET
cet-3923	97	8	nonlinear	nonlinear	NOUN
cet-3923	97	9	.	.	PUNCT
cet-3923	98	1	it	it	PRON
cet-3923	98	2	maps	map	VERB
cet-3923	98	3	from	from	ADP
cet-3923	98	4	the	the	DET
cet-3923	98	5	data	data	NOUN
cet-3923	98	6	space	space	NOUN
cet-3923	98	7	to	to	ADP
cet-3923	98	8	the	the	DET
cet-3923	98	9	feature	feature	NOUN
cet-3923	98	10	space	space	NOUN
cet-3923	98	11	.	.	PUNCT
cet-3923	99	1	then	then	ADV
cet-3923	99	2	,	,	PUNCT
cet-3923	99	3	it	it	PRON
cet-3923	99	4	can	can	AUX
cet-3923	99	5	make	make	VERB
cet-3923	99	6	the	the	DET
cet-3923	99	7	corresponding	corresponding	ADJ
cet-3923	99	8	linear	linear	ADJ
cet-3923	99	9	operation	operation	NOUN
cet-3923	99	10	in	in	ADP
cet-3923	99	11	the	the	DET
cet-3923	99	12	feature	feature	NOUN
cet-3923	99	13	space	space	NOUN
cet-3923	99	14	.	.	PUNCT
cet-3923	100	1	the	the	DET
cet-3923	100	2	application	application	NOUN
cet-3923	100	3	of	of	ADP
cet-3923	100	4	the	the	DET
cet-3923	100	5	kernel	kernel	PROPN
cet-3923	100	6	function	function	PROPN
cet-3923	100	7	method	method	NOUN
cet-3923	100	8	achieves	achieve	VERB
cet-3923	100	9	the	the	DET
cet-3923	100	10	nonlinear	nonlinear	ADJ
cet-3923	100	11	transformation	transformation	NOUN
cet-3923	100	12	between	between	ADP
cet-3923	100	13	the	the	DET
cet-3923	100	14	feature	feature	NOUN
cet-3923	100	15	space	space	NOUN
cet-3923	100	16	and	and	CCONJ
cet-3923	100	17	the	the	DET
cet-3923	100	18	data	data	NOUN
cet-3923	100	19	space	space	NOUN
cet-3923	100	20	.	.	PUNCT
cet-3923	101	1	we	we	PRON
cet-3923	101	2	assume	assume	VERB
cet-3923	101	3	that	that	SCONJ
cet-3923	101	4	ɸ	ɸ	NOUN
cet-3923	101	5	is	be	AUX
cet-3923	101	6	the	the	DET
cet-3923	101	7	nonlinear	nonlinear	ADJ
cet-3923	101	8	mapping	mapping	NOUN
cet-3923	101	9	function	function	NOUN
cet-3923	101	10	.	.	PUNCT
cet-3923	102	1	its	its	PRON
cet-3923	102	2	function	function	NOUN
cet-3923	102	3	is	be	AUX
cet-3923	102	4	to	to	PART
cet-3923	102	5	map	map	VERB
cet-3923	102	6	the	the	DET
cet-3923	102	7	sample	sample	NOUN
cet-3923	102	8	from	from	ADP
cet-3923	102	9	the	the	DET
cet-3923	102	10	data	data	NOUN
cet-3923	102	11	space	space	NOUN
cet-3923	102	12	to	to	ADP
cet-3923	102	13	the	the	DET
cet-3923	102	14	feature	feature	NOUN
cet-3923	102	15	space	space	NOUN
cet-3923	102	16	.	.	PUNCT
cet-3923	103	1	xi	xi	PROPN
cet-3923	103	2	and	and	CCONJ
cet-3923	103	3	xj	xj	PROPN
cet-3923	103	4	are	be	AUX
cet-3923	103	5	the	the	DET
cet-3923	103	6	original	original	ADJ
cet-3923	103	7	sample	sample	NOUN
cet-3923	103	8	data	datum	NOUN
cet-3923	103	9	.	.	PUNCT
cet-3923	104	1	the	the	DET
cet-3923	104	2	core	core	NOUN
cet-3923	104	3	of	of	ADP
cet-3923	104	4	the	the	DET
cet-3923	104	5	kfm	kfm	PROPN
cet-3923	104	6	is	be	AUX
cet-3923	104	7	to	to	PART
cet-3923	104	8	make	make	VERB
cet-3923	104	9	the	the	DET
cet-3923	104	10	inner	inner	ADJ
cet-3923	104	11	transform	transform	NOUN
cet-3923	104	12	for	for	ADP
cet-3923	104	13	the	the	DET
cet-3923	104	14	vectors	vector	NOUN
cet-3923	104	15	.	.	PUNCT
cet-3923	105	1	(	(	PUNCT
cet-3923	105	2	,	,	PUNCT
cet-3923	105	3	)	)	PUNCT
cet-3923	105	4	(	(	PUNCT
cet-3923	105	5	,	,	PUNCT
cet-3923	105	6	)	)	PUNCT
cet-3923	106	1	(	(	PUNCT
cet-3923	106	2	)	)	PUNCT
cet-3923	106	3	(	(	PUNCT
cet-3923	106	4	)	)	PUNCT
cet-3923	106	5	i	i	PRON
cet-3923	106	6	j	j	VERB
cet-3923	107	1	i	i	PRON
cet-3923	107	2	j	j	VERB
cet-3923	108	1	i	i	PRON
cet-3923	108	2	jx	jx	VERB
cet-3923	108	3	x	x	X
cet-3923	109	1	k	k	NOUN
cet-3923	109	2	x	x	PUNCT
cet-3923	109	3	x	x	PUNCT
cet-3923	109	4	x	x	PUNCT
cet-3923	109	5	x	x	X
cet-3923	109	6			PROPN
cet-3923	109	7	(	(	PUNCT
cet-3923	109	8	8)	8)	NUM
cet-3923	109	9	when	when	SCONJ
cet-3923	109	10	making	make	VERB
cet-3923	109	11	the	the	DET
cet-3923	109	12	inner	inner	ADJ
cet-3923	109	13	product	product	NOUN
cet-3923	109	14	transform	transform	NOUN
cet-3923	109	15	,	,	PUNCT
cet-3923	109	16	the	the	DET
cet-3923	109	17	kernel	kernel	NOUN
cet-3923	109	18	function	function	NOUN
cet-3923	109	19	must	must	AUX
cet-3923	109	20	satisfy	satisfy	VERB
cet-3923	109	21	the	the	DET
cet-3923	109	22	mercer	mercer	NOUN
cet-3923	109	23	condition	condition	NOUN
cet-3923	109	24	[	[	X
cet-3923	109	25	50	50	NUM
cet-3923	109	26	]	]	PUNCT
cet-3923	109	27	.	.	PUNCT
cet-3923	110	1	for	for	ADP
cet-3923	110	2	any	any	DET
cet-3923	110	3	arbitrary	arbitrary	ADJ
cet-3923	110	4	symmetric	symmetric	ADJ
cet-3923	110	5	function	function	NOUN
cet-3923	110	6	k(xi	k(xi	PROPN
cet-3923	110	7	,	,	PUNCT
cet-3923	110	8	xj	xj	NOUN
cet-3923	110	9	)	)	PUNCT
cet-3923	110	10	,	,	PUNCT
cet-3923	110	11	the	the	DET
cet-3923	110	12	necessary	necessary	ADJ
cet-3923	110	13	and	and	CCONJ
cet-3923	110	14	sufficient	sufficient	ADJ
cet-3923	110	15	conditions	condition	NOUN
cet-3923	110	16	of	of	ADP
cet-3923	110	17	the	the	DET
cet-3923	110	18	inner	inner	ADJ
cet-3923	110	19	product	product	NOUN
cet-3923	110	20	operation	operation	NOUN
cet-3923	110	21	in	in	ADP
cet-3923	110	22	a	a	DET
cet-3923	110	23	feature	feature	NOUN
cet-3923	110	24	space	space	NOUN
cet-3923	110	25	is	be	AUX
cet-3923	110	26	that	that	PRON
cet-3923	110	27	(	(	PUNCT
cet-3923	110	28	,	,	PUNCT
cet-3923	110	29	)	)	PUNCT
cet-3923	110	30	(	(	PUNCT
cet-3923	110	31	)	)	PUNCT
cet-3923	110	32	(	(	PUNCT
cet-3923	110	33	)	)	PUNCT
cet-3923	110	34	0k	0k	NOUN
cet-3923	110	35	x	x	PUNCT
cet-3923	110	36	x	x	PUNCT
cet-3923	110	37	g	g	NOUN
cet-3923	110	38	x	x	SYM
cet-3923	110	39	g	g	PROPN
cet-3923	110	40	y	y	PROPN
cet-3923	110	41	dxdy	dxdy	PROPN
cet-3923	111	1			PROPN
cet-3923	111	2	for	for	ADP
cet-3923	111	3	any	any	DET
cet-3923	111	4	(	(	PUNCT
cet-3923	111	5	)	)	PUNCT
cet-3923	111	6	g	g	NOUN
cet-3923	111	7	x	x	X
cet-3923	111	8	.	.	PUNCT
cet-3923	112	1	in	in	ADP
cet-3923	112	2	the	the	DET
cet-3923	112	3	application	application	NOUN
cet-3923	112	4	of	of	ADP
cet-3923	112	5	the	the	DET
cet-3923	112	6	kfm	kfm	NOUN
cet-3923	112	7	,	,	PUNCT
cet-3923	112	8	it	it	PRON
cet-3923	112	9	is	be	AUX
cet-3923	112	10	the	the	DET
cet-3923	112	11	key	key	NOUN
cet-3923	112	12	and	and	CCONJ
cet-3923	112	13	the	the	DET
cet-3923	112	14	difficult	difficult	ADJ
cet-3923	112	15	problems	problem	NOUN
cet-3923	112	16	to	to	PART
cet-3923	112	17	select	select	VERB
cet-3923	112	18	the	the	DET
cet-3923	112	19	kernel	kernel	PROPN
cet-3923	112	20	function	function	NOUN
cet-3923	112	21	and	and	CCONJ
cet-3923	112	22	determine	determine	VERB
cet-3923	112	23	the	the	DET
cet-3923	112	24	corresponding	correspond	VERB
cet-3923	112	25	parameters	parameter	NOUN
cet-3923	112	26	.	.	PUNCT
cet-3923	113	1	now	now	ADV
cet-3923	113	2	,	,	PUNCT
cet-3923	113	3	the	the	DET
cet-3923	113	4	several	several	ADJ
cet-3923	113	5	common	common	ADJ
cet-3923	113	6	used	use	VERB
cet-3923	113	7	kernel	kernel	NOUN
cet-3923	113	8	functions	function	NOUN
cet-3923	113	9	are	be	AUX
cet-3923	113	10	following	follow	VERB
cet-3923	113	11	.	.	PUNCT
cet-3923	114	1	(	(	PUNCT
cet-3923	114	2	1	1	X
cet-3923	114	3	)	)	PUNCT
cet-3923	114	4	radial	radial	ADJ
cet-3923	114	5	basis	basis	NOUN
cet-3923	114	6	function	function	NOUN
cet-3923	114	7	351	351	NUM
cet-3923	114	8	2	2	NUM
cet-3923	114	9	2	2	NUM
cet-3923	114	10	(	(	PUNCT
cet-3923	114	11	,	,	PUNCT
cet-3923	114	12	)	)	PUNCT
cet-3923	114	13	exp	exp	NOUN
cet-3923	114	14	(	(	PUNCT
cet-3923	114	15	)	)	PUNCT
cet-3923	114	16	2	2	NUM
cet-3923	115	1	i	i	PRON
cet-3923	115	2	j	j	VERB
cet-3923	116	1	i	i	PRON
cet-3923	116	2	j	j	VERB
cet-3923	117	1	x	x	PUNCT
cet-3923	117	2	x	x	X
cet-3923	117	3	k	k	NOUN
cet-3923	117	4	x	x	PUNCT
cet-3923	117	5	x	x	X
cet-3923	117	6			PROPN
cet-3923	117	7			NOUN
cet-3923	117	8			PROPN
cet-3923	117	9			NOUN
cet-3923	117	10	(	(	PUNCT
cet-3923	117	11	9	9	NUM
cet-3923	117	12	)	)	PUNCT
cet-3923	117	13	(	(	PUNCT
cet-3923	117	14	2	2	X
cet-3923	117	15	)	)	PUNCT
cet-3923	117	16	exponential	exponential	ADJ
cet-3923	117	17	radial	radial	ADJ
cet-3923	117	18	basis	basis	NOUN
cet-3923	117	19	function	function	NOUN
cet-3923	117	20	2	2	NUM
cet-3923	117	21	(	(	PUNCT
cet-3923	117	22	,	,	PUNCT
cet-3923	117	23	)	)	PUNCT
cet-3923	117	24	exp	exp	NOUN
cet-3923	117	25	(	(	PUNCT
cet-3923	117	26	)	)	PUNCT
cet-3923	117	27	2	2	NUM
cet-3923	118	1	i	i	PRON
cet-3923	118	2	j	j	VERB
cet-3923	119	1	i	i	PRON
cet-3923	119	2	j	j	VERB
cet-3923	120	1	x	x	PUNCT
cet-3923	120	2	x	x	X
cet-3923	120	3	k	k	NOUN
cet-3923	120	4	x	x	PUNCT
cet-3923	120	5	x	x	X
cet-3923	120	6			PROPN
cet-3923	120	7			PROPN
cet-3923	120	8			PROPN
cet-3923	120	9			NOUN
cet-3923	120	10	(	(	PUNCT
cet-3923	120	11	10	10	NUM
cet-3923	120	12	)	)	PUNCT
cet-3923	120	13	(	(	PUNCT
cet-3923	120	14	3	3	X
cet-3923	120	15	)	)	PUNCT
cet-3923	120	16	polynomial	polynomial	ADJ
cet-3923	120	17	kernel	kernel	NOUN
cet-3923	120	18	function	function	NOUN
cet-3923	120	19	(	(	PUNCT
cet-3923	120	20	,	,	PUNCT
cet-3923	120	21	)	)	PUNCT
cet-3923	120	22	(	(	PUNCT
cet-3923	120	23	)	)	PUNCT
cet-3923	121	1	d	d	NOUN
cet-3923	121	2	i	i	PRON
cet-3923	121	3	j	j	VERB
cet-3923	122	1	i	i	PRON
cet-3923	122	2	jk	jk	VERB
cet-3923	122	3	x	x	PUNCT
cet-3923	123	1	x	x	PUNCT
cet-3923	123	2	x	x	SYM
cet-3923	123	3	x	x	X
cet-3923	123	4	r	r	VERB
cet-3923	123	5			NUM
cet-3923	123	6			X
cet-3923	123	7	(	(	PUNCT
cet-3923	123	8	11	11	NUM
cet-3923	123	9	)	)	PUNCT
cet-3923	123	10	(	(	PUNCT
cet-3923	123	11	4	4	X
cet-3923	123	12	)	)	PUNCT
cet-3923	123	13	sigmoid	sigmoid	NOUN
cet-3923	123	14	kernel	kernel	PROPN
cet-3923	123	15	function	function	PROPN
cet-3923	123	16	(	(	PUNCT
cet-3923	123	17	,	,	PUNCT
cet-3923	123	18	)	)	PUNCT
cet-3923	123	19	tanh	tanh	NOUN
cet-3923	123	20	(	(	PUNCT
cet-3923	123	21	)	)	PUNCT
cet-3923	124	1	i	i	PRON
cet-3923	124	2	j	j	VERB
cet-3923	125	1	i	i	PRON
cet-3923	125	2	jk	jk	VERB
cet-3923	125	3	x	x	PUNCT
cet-3923	126	1	x	x	X
cet-3923	126	2	a	a	DET
cet-3923	126	3	x	x	X
cet-3923	126	4	x	x	X
cet-3923	126	5	r	r	NOUN
cet-3923	126	6			PROPN
cet-3923	126	7			PROPN
cet-3923	126	8			PUNCT
cet-3923	126	9	(	(	PUNCT
cet-3923	126	10	12	12	NUM
cet-3923	126	11	)	)	PUNCT
cet-3923	126	12	(	(	PUNCT
cet-3923	126	13	5	5	X
cet-3923	126	14	)	)	PUNCT
cet-3923	126	15	gaussian	gaussian	ADJ
cet-3923	126	16	kernel	kernel	NOUN
cet-3923	126	17	function	function	VERB
cet-3923	126	18	2	2	NUM
cet-3923	126	19	2	2	NUM
cet-3923	126	20	(	(	PUNCT
cet-3923	126	21	,	,	PUNCT
cet-3923	126	22	)	)	PUNCT
cet-3923	126	23	exp	exp	NOUN
cet-3923	126	24	(	(	PUNCT
cet-3923	126	25	)	)	PUNCT
cet-3923	127	1	i	i	PRON
cet-3923	127	2	j	j	VERB
cet-3923	128	1	i	i	PRON
cet-3923	128	2	j	j	VERB
cet-3923	129	1	x	x	PUNCT
cet-3923	129	2	x	x	X
cet-3923	129	3	k	k	NOUN
cet-3923	129	4	x	x	PUNCT
cet-3923	129	5	x	x	X
cet-3923	129	6			PROPN
cet-3923	129	7			PROPN
cet-3923	129	8			PROPN
cet-3923	129	9			NOUN
cet-3923	129	10	(	(	PUNCT
cet-3923	129	11	13	13	NUM
cet-3923	129	12	)	)	PUNCT
cet-3923	129	13	in	in	ADP
cet-3923	129	14	this	this	DET
cet-3923	129	15	paper	paper	NOUN
cet-3923	129	16	,	,	PUNCT
cet-3923	129	17	we	we	PRON
cet-3923	129	18	combine	combine	VERB
cet-3923	129	19	the	the	DET
cet-3923	129	20	rbf	rbf	PROPN
cet-3923	129	21	function	function	NOUN
cet-3923	129	22	with	with	ADP
cet-3923	129	23	the	the	DET
cet-3923	129	24	sigmoid	sigmoid	NOUN
cet-3923	129	25	kernel	kernel	NOUN
cet-3923	129	26	function	function	PROPN
cet-3923	129	27	and	and	CCONJ
cet-3923	129	28	propose	propose	VERB
cet-3923	129	29	the	the	DET
cet-3923	129	30	mixed	mixed	ADJ
cet-3923	129	31	kernel	kernel	NOUN
cet-3923	129	32	function	function	NOUN
cet-3923	129	33	.	.	PUNCT
cet-3923	130	1	(	(	PUNCT
cet-3923	130	2	,	,	PUNCT
cet-3923	130	3	)	)	PUNCT
cet-3923	130	4	(	(	PUNCT
cet-3923	130	5	)	)	PUNCT
cet-3923	130	6	(	(	PUNCT
cet-3923	130	7	1	1	X
cet-3923	130	8	)	)	PUNCT
cet-3923	130	9	tanh	tanh	NOUN
cet-3923	130	10	(	(	PUNCT
cet-3923	130	11	)	)	PUNCT
cet-3923	131	1	d	d	NOUN
cet-3923	131	2	i	i	PRON
cet-3923	132	1	j	j	VERB
cet-3923	133	1	i	i	PRON
cet-3923	133	2	j	j	VERB
cet-3923	134	1	i	i	PRON
cet-3923	134	2	jk	jk	VERB
cet-3923	134	3	x	x	PUNCT
cet-3923	135	1	x	x	PUNCT
cet-3923	135	2	x	x	PUNCT
cet-3923	135	3	x	x	PUNCT
cet-3923	135	4	r	r	NOUN
cet-3923	135	5	a	a	NOUN
cet-3923	135	6	x	x	SYM
cet-3923	135	7	x	x	SYM
cet-3923	135	8	r	r	NOUN
cet-3923	135	9			NOUN
cet-3923	135	10			PROPN
cet-3923	135	11			PUNCT
cet-3923	135	12			PUNCT
cet-3923	135	13			PROPN
cet-3923	135	14			PROPN
cet-3923	135	15			PROPN
cet-3923	135	16			PUNCT
cet-3923	135	17	(	(	PUNCT
cet-3923	135	18	14	14	NUM
cet-3923	135	19	)	)	PUNCT
cet-3923	135	20			NOUN
cet-3923	135	21	is	be	AUX
cet-3923	135	22	the	the	DET
cet-3923	135	23	mixed	mixed	ADJ
cet-3923	135	24	weight	weight	NOUN
cet-3923	135	25	coefficient	coefficient	NOUN
cet-3923	135	26	and	and	CCONJ
cet-3923	135	27			NOUN
cet-3923	135	28			NOUN
cet-3923	135	29	[	[	X
cet-3923	135	30	0,1	0,1	NUM
cet-3923	135	31	]	]	PUNCT
cet-3923	135	32	.	.	PUNCT
cet-3923	136	1	during	during	ADP
cet-3923	136	2	the	the	DET
cet-3923	136	3	evolution	evolution	NOUN
cet-3923	136	4	process	process	NOUN
cet-3923	136	5	,	,	PUNCT
cet-3923	136	6	the	the	DET
cet-3923	136	7	diversity	diversity	NOUN
cet-3923	136	8	of	of	ADP
cet-3923	136	9	the	the	DET
cet-3923	136	10	standard	standard	ADJ
cet-3923	136	11	pso	pso	NOUN
cet-3923	136	12	algorithm	algorithm	NOUN
cet-3923	136	13	can	can	AUX
cet-3923	136	14	not	not	PART
cet-3923	136	15	be	be	AUX
cet-3923	136	16	well	well	ADV
cet-3923	136	17	maintained	maintain	VERB
cet-3923	136	18	.	.	PUNCT
cet-3923	137	1	in	in	ADP
cet-3923	137	2	the	the	DET
cet-3923	137	3	initial	initial	ADJ
cet-3923	137	4	stage	stage	NOUN
cet-3923	137	5	of	of	ADP
cet-3923	137	6	the	the	DET
cet-3923	137	7	evolution	evolution	NOUN
cet-3923	137	8	,	,	PUNCT
cet-3923	137	9	the	the	DET
cet-3923	137	10	individual	individual	ADJ
cet-3923	137	11	particles	particle	NOUN
cet-3923	137	12	in	in	ADP
cet-3923	137	13	the	the	DET
cet-3923	137	14	particle	particle	NOUN
cet-3923	137	15	swarm	swarm	NOUN
cet-3923	137	16	are	be	AUX
cet-3923	137	17	relatively	relatively	ADV
cet-3923	137	18	dispersed	disperse	VERB
cet-3923	137	19	.	.	PUNCT
cet-3923	138	1	some	some	DET
cet-3923	138	2	particles	particle	NOUN
cet-3923	138	3	may	may	AUX
cet-3923	138	4	be	be	AUX
cet-3923	138	5	far	far	ADV
cet-3923	138	6	away	away	ADV
cet-3923	138	7	from	from	ADP
cet-3923	138	8	other	other	ADJ
cet-3923	138	9	particles	particle	NOUN
cet-3923	138	10	.	.	PUNCT
cet-3923	139	1	the	the	DET
cet-3923	139	2	high	high	ADJ
cet-3923	139	3	diversity	diversity	NOUN
cet-3923	139	4	leads	lead	VERB
cet-3923	139	5	to	to	ADP
cet-3923	139	6	the	the	DET
cet-3923	139	7	slow	slow	ADJ
cet-3923	139	8	process	process	NOUN
cet-3923	139	9	of	of	ADP
cet-3923	139	10	the	the	DET
cet-3923	139	11	initial	initial	ADJ
cet-3923	139	12	iterative	iterative	NOUN
cet-3923	139	13	process	process	NOUN
cet-3923	139	14	.	.	PUNCT
cet-3923	140	1	with	with	ADP
cet-3923	140	2	the	the	DET
cet-3923	140	3	process	process	NOUN
cet-3923	140	4	of	of	ADP
cet-3923	140	5	the	the	DET
cet-3923	140	6	iteration	iteration	NOUN
cet-3923	140	7	,	,	PUNCT
cet-3923	140	8	the	the	DET
cet-3923	140	9	particles	particle	NOUN
cet-3923	140	10	are	be	AUX
cet-3923	140	11	all	all	PRON
cet-3923	140	12	moving	move	VERB
cet-3923	140	13	to	to	ADP
cet-3923	140	14	the	the	DET
cet-3923	140	15	direction	direction	NOUN
cet-3923	140	16	of	of	ADP
cet-3923	140	17	the	the	DET
cet-3923	140	18	global	global	ADJ
cet-3923	140	19	extreme	extreme	ADJ
cet-3923	140	20	pbest	pb	ADJ
cet-3923	140	21	value	value	NOUN
cet-3923	140	22	and	and	CCONJ
cet-3923	140	23	the	the	DET
cet-3923	140	24	individual	individual	ADJ
cet-3923	140	25	extreme	extreme	ADJ
cet-3923	140	26	value	value	NOUN
cet-3923	140	27	pbest	pbest	NOUN
cet-3923	140	28	.	.	PUNCT
cet-3923	141	1	when	when	SCONJ
cet-3923	141	2	the	the	DET
cet-3923	141	3	diversity	diversity	NOUN
cet-3923	141	4	of	of	ADP
cet-3923	141	5	the	the	DET
cet-3923	141	6	population	population	NOUN
cet-3923	141	7	has	have	AUX
cet-3923	141	8	dropped	drop	VERB
cet-3923	141	9	to	to	ADP
cet-3923	141	10	a	a	DET
cet-3923	141	11	low	low	ADJ
cet-3923	141	12	level	level	NOUN
cet-3923	141	13	,	,	PUNCT
cet-3923	141	14	it	it	PRON
cet-3923	141	15	is	be	AUX
cet-3923	141	16	not	not	PART
cet-3923	141	17	conducive	conducive	ADJ
cet-3923	141	18	to	to	ADP
cet-3923	141	19	the	the	DET
cet-3923	141	20	search	search	NOUN
cet-3923	141	21	to	to	ADP
cet-3923	141	22	the	the	DET
cet-3923	141	23	global	global	ADJ
cet-3923	141	24	optimal	optimal	ADJ
cet-3923	141	25	solution	solution	NOUN
cet-3923	141	26	.	.	PUNCT
cet-3923	142	1	according	accord	VERB
cet-3923	142	2	to	to	ADP
cet-3923	142	3	the	the	DET
cet-3923	142	4	characteristics	characteristic	NOUN
cet-3923	142	5	and	and	CCONJ
cet-3923	142	6	the	the	DET
cet-3923	142	7	status	status	NOUN
cet-3923	142	8	,	,	PUNCT
cet-3923	142	9	we	we	PRON
cet-3923	142	10	improved	improve	VERB
cet-3923	142	11	the	the	DET
cet-3923	142	12	pso	pso	NOUN
cet-3923	142	13	algorithm	algorithm	NOUN
cet-3923	142	14	.	.	PUNCT
cet-3923	143	1	(	(	PUNCT
cet-3923	143	2	1	1	X
cet-3923	143	3	)	)	PUNCT
cet-3923	143	4	system	system	NOUN
cet-3923	143	5	initialization	initialization	NOUN
cet-3923	143	6	we	we	PRON
cet-3923	143	7	set	set	VERB
cet-3923	143	8	the	the	DET
cet-3923	143	9	particle	particle	NOUN
cet-3923	143	10	population	population	NOUN
cet-3923	143	11	and	and	CCONJ
cet-3923	143	12	produce	produce	VERB
cet-3923	143	13	a	a	DET
cet-3923	143	14	set	set	NOUN
cet-3923	143	15	of	of	ADP
cet-3923	143	16	(	(	PUNCT
cet-3923	143	17	,	,	PUNCT
cet-3923	143	18	,	,	PUNCT
cet-3923	143	19	,	,	PUNCT
cet-3923	143	20	)	)	PUNCT
cet-3923	143	21	c	c	NOUN
cet-3923	143	22	q	q	NOUN
cet-3923	143	23	a	a	NOUN
cet-3923	143	24	as	as	SCONJ
cet-3923	143	25	the	the	DET
cet-3923	143	26	initial	initial	ADJ
cet-3923	143	27	range	range	NOUN
cet-3923	143	28	of	of	ADP
cet-3923	143	29	the	the	DET
cet-3923	143	30	particle/	particle/	PROPN
cet-3923	143	31	(	(	PUNCT
cet-3923	143	32	2	2	NUM
cet-3923	143	33	)	)	PUNCT
cet-3923	143	34	determine	determine	VERB
cet-3923	143	35	the	the	DET
cet-3923	143	36	range	range	NOUN
cet-3923	143	37	of	of	ADP
cet-3923	143	38	parameters	parameter	NOUN
cet-3923	143	39	to	to	PART
cet-3923	143	40	be	be	AUX
cet-3923	143	41	optimized	optimize	VERB
cet-3923	143	42	and	and	CCONJ
cet-3923	143	43	set	set	VERB
cet-3923	143	44	the	the	DET
cet-3923	143	45	maximum	maximum	ADJ
cet-3923	143	46	speed	speed	NOUN
cet-3923	143	47	.	.	PUNCT
cet-3923	144	1	penalty	penalty	NOUN
cet-3923	144	2	factor	factor	NOUN
cet-3923	144	3	c	c	PROPN
cet-3923	144	4	reflects	reflect	VERB
cet-3923	144	5	the	the	DET
cet-3923	144	6	model	model	NOUN
cet-3923	144	7	complexity	complexity	NOUN
cet-3923	144	8	and	and	CCONJ
cet-3923	144	9	approximation	approximation	NOUN
cet-3923	144	10	error	error	NOUN
cet-3923	144	11	.	.	PUNCT
cet-3923	145	1	the	the	PRON
cet-3923	145	2	bigger	big	ADJ
cet-3923	145	3	the	the	DET
cet-3923	145	4	c	c	NOUN
cet-3923	145	5	is	be	AUX
cet-3923	145	6	,	,	PUNCT
cet-3923	145	7	the	the	PRON
cet-3923	145	8	higher	high	ADJ
cet-3923	145	9	the	the	DET
cet-3923	145	10	fitting	fitting	ADJ
cet-3923	145	11	degree	degree	NOUN
cet-3923	145	12	.	.	PUNCT
cet-3923	146	1	y	y	PROPN
cet-3923	146	2	reflects	reflect	VERB
cet-3923	146	3	the	the	DET
cet-3923	146	4	strength	strength	NOUN
cet-3923	146	5	of	of	ADP
cet-3923	146	6	the	the	DET
cet-3923	146	7	relationship	relationship	NOUN
cet-3923	146	8	among	among	ADP
cet-3923	146	9	the	the	DET
cet-3923	146	10	support	support	NOUN
cet-3923	146	11	vectors	vector	NOUN
cet-3923	146	12	.	.	PUNCT
cet-3923	147	1	(	(	PUNCT
cet-3923	147	2	3	3	X
cet-3923	147	3	)	)	PUNCT
cet-3923	147	4	calculate	calculate	NOUN
cet-3923	147	5	the	the	DET
cet-3923	147	6	fitness	fitness	NOUN
cet-3923	147	7	value	value	NOUN
cet-3923	147	8	(	(	PUNCT
cet-3923	147	9	)	)	PUNCT
cet-3923	147	10	if	if	SCONJ
cet-3923	147	11	x	x	PROPN
cet-3923	147	12	of	of	ADP
cet-3923	147	13	each	each	DET
cet-3923	147	14	particle	particle	NOUN
cet-3923	147	15	and	and	CCONJ
cet-3923	147	16	compare	compare	VERB
cet-3923	147	17	with	with	ADP
cet-3923	147	18	(	(	PUNCT
cet-3923	147	19	)	)	PUNCT
cet-3923	147	20	if	if	SCONJ
cet-3923	147	21	pbest	pb	ADJ
cet-3923	147	22	.	.	PUNCT
cet-3923	148	1	if	if	SCONJ
cet-3923	148	2	,	,	PUNCT
cet-3923	148	3	(	(	PUNCT
cet-3923	148	4	)	)	PUNCT
cet-3923	148	5	(	(	PUNCT
cet-3923	148	6	)	)	PUNCT
cet-3923	148	7	i	i	PRON
cet-3923	148	8	if	if	SCONJ
cet-3923	148	9	x	x	X
cet-3923	148	10	f	f	PROPN
cet-3923	148	11	pbest	pbest	PROPN
cet-3923	148	12	(	(	PUNCT
cet-3923	148	13	15	15	NUM
cet-3923	148	14	)	)	PUNCT
cet-3923	148	15	we	we	PRON
cet-3923	148	16	use	use	VERB
cet-3923	148	17	ix	ix	ADV
cet-3923	148	18	to	to	PART
cet-3923	148	19	instead	instead	ADV
cet-3923	148	20	of	of	ADP
cet-3923	148	21	ipbest	ipbest	VERB
cet-3923	148	22	.	.	PUNCT
cet-3923	149	1	the	the	DET
cet-3923	149	2	fitness	fitness	NOUN
cet-3923	149	3	value	value	NOUN
cet-3923	149	4	function	function	NOUN
cet-3923	149	5	is	be	AUX
cet-3923	149	6	as	as	SCONJ
cet-3923	149	7	follows	follow	VERB
cet-3923	149	8	.	.	PUNCT
cet-3923	150	1	1	1	NUM
cet-3923	150	2	1	1	NUM
cet-3923	150	3	(	(	PUNCT
cet-3923	150	4	)	)	PUNCT
cet-3923	150	5	m	m	VERB
cet-3923	150	6	i	i	INTJ
cet-3923	150	7	i	i	PRON
cet-3923	150	8	i	i	PRON
cet-3923	151	1	i	i	PRON
cet-3923	152	1	i	i	PRON
cet-3923	152	2	f	f	VERB
cet-3923	153	1	y	y	NOUN
cet-3923	153	2	f	f	PROPN
cet-3923	153	3	x	x	X
cet-3923	153	4	m	m	VERB
cet-3923	153	5	y	y	NOUN
cet-3923	153	6			NOUN
cet-3923	153	7			PRON
cet-3923	153	8			X
cet-3923	153	9	(	(	PUNCT
cet-3923	153	10	16	16	NUM
cet-3923	153	11	)	)	PUNCT
cet-3923	153	12	where	where	SCONJ
cet-3923	153	13	,	,	PUNCT
cet-3923	153	14	iy	iy	PROPN
cet-3923	153	15	is	be	AUX
cet-3923	153	16	the	the	DET
cet-3923	153	17	actual	actual	ADJ
cet-3923	153	18	value	value	NOUN
cet-3923	153	19	of	of	ADP
cet-3923	153	20	the	the	DET
cet-3923	153	21	i	i	PROPN
cet-3923	153	22	sample	sample	NOUN
cet-3923	153	23	.	.	PUNCT
cet-3923	154	1	if	if	SCONJ
cet-3923	154	2	is	be	AUX
cet-3923	154	3	the	the	DET
cet-3923	154	4	predicted	predict	VERB
cet-3923	154	5	value	value	NOUN
cet-3923	154	6	of	of	ADP
cet-3923	154	7	the	the	DET
cet-3923	154	8	i	i	PROPN
cet-3923	154	9	sample	sample	NOUN
cet-3923	154	10	.	.	PUNCT
cet-3923	155	1	(	(	PUNCT
cet-3923	155	2	4	4	X
cet-3923	155	3	)	)	PUNCT
cet-3923	155	4	compare	compare	VERB
cet-3923	155	5	the	the	DET
cet-3923	155	6	fitness	fitness	NOUN
cet-3923	155	7	value	value	NOUN
cet-3923	155	8	of	of	ADP
cet-3923	155	9	each	each	DET
cet-3923	155	10	particle	particle	NOUN
cet-3923	155	11	(	(	PUNCT
cet-3923	155	12	)	)	PUNCT
cet-3923	155	13	if	if	SCONJ
cet-3923	155	14	x	x	PRON
cet-3923	155	15	with	with	ADP
cet-3923	155	16	(	(	PUNCT
cet-3923	155	17	)	)	PUNCT
cet-3923	155	18	if	if	SCONJ
cet-3923	155	19	gbest	gbest	VERB
cet-3923	155	20	.	.	PUNCT
cet-3923	156	1	if	if	SCONJ
cet-3923	156	2	,	,	PUNCT
cet-3923	156	3	(	(	PUNCT
cet-3923	156	4	)	)	PUNCT
cet-3923	156	5	(	(	PUNCT
cet-3923	156	6	)	)	PUNCT
cet-3923	156	7	i	i	PRON
cet-3923	156	8	if	if	SCONJ
cet-3923	156	9	x	x	X
cet-3923	156	10	f	f	PROPN
cet-3923	156	11	gbest	gbest	PROPN
cet-3923	156	12	(	(	PUNCT
cet-3923	156	13	17	17	NUM
cet-3923	156	14	)	)	PUNCT
cet-3923	156	15	we	we	PRON
cet-3923	156	16	use	use	VERB
cet-3923	156	17	ix	ix	ADV
cet-3923	156	18	to	to	PART
cet-3923	156	19	instead	instead	ADV
cet-3923	156	20	of	of	ADP
cet-3923	156	21	ipbest	ipb	ADJ
cet-3923	156	22	.	.	PUNCT
cet-3923	157	1	(	(	PUNCT
cet-3923	157	2	5	5	X
cet-3923	157	3	)	)	PUNCT
cet-3923	157	4	judgment	judgment	NOUN
cet-3923	157	5	the	the	DET
cet-3923	157	6	stagnation	stagnation	NOUN
cet-3923	157	7	step	step	VERB
cet-3923	157	8	the	the	DET
cet-3923	157	9	individual	individual	ADJ
cet-3923	157	10	extremism	extremism	NOUN
cet-3923	157	11	evolution	evolution	NOUN
cet-3923	157	12	it	it	PRON
cet-3923	157	13	of	of	ADP
cet-3923	157	14	the	the	DET
cet-3923	157	15	i	i	PROPN
cet-3923	157	16	particle	particle	VERB
cet-3923	157	17	.	.	PUNCT
cet-3923	158	1	if	if	SCONJ
cet-3923	158	2	it	it	PRON
cet-3923	158	3	is	be	AUX
cet-3923	158	4	more	more	ADJ
cet-3923	158	5	than	than	ADP
cet-3923	158	6	the	the	DET
cet-3923	158	7	preset	preset	ADJ
cet-3923	158	8	value	value	NOUN
cet-3923	158	9	,	,	PUNCT
cet-3923	158	10	we	we	PRON
cet-3923	158	11	update	update	VERB
cet-3923	158	12	the	the	DET
cet-3923	158	13	speed	speed	NOUN
cet-3923	158	14	according	accord	VERB
cet-3923	158	15	to	to	ADP
cet-3923	158	16	the	the	DET
cet-3923	158	17	following	follow	VERB
cet-3923	158	18	function	function	NOUN
cet-3923	158	19	.	.	PUNCT
cet-3923	159	1	352	352	NUM
cet-3923	159	2	1	1	NUM
cet-3923	159	3	1	1	NUM
cet-3923	159	4	3	3	NUM
cet-3923	159	5	2	2	NUM
cet-3923	159	6	2	2	NUM
cet-3923	159	7	(	(	PUNCT
cet-3923	159	8	1	1	NUM
cet-3923	159	9	)	)	PUNCT
cet-3923	159	10	(	(	PUNCT
cet-3923	159	11	)	)	PUNCT
cet-3923	159	12	(	(	PUNCT
cet-3923	159	13	)	)	PUNCT
cet-3923	159	14	(	(	PUNCT
cet-3923	159	15	(	(	PUNCT
cet-3923	159	16	)	)	PUNCT
cet-3923	159	17	(	(	PUNCT
cet-3923	159	18	)	)	PUNCT
cet-3923	159	19	)	)	PUNCT
cet-3923	159	20	(	(	PUNCT
cet-3923	159	21	)	)	PUNCT
cet-3923	159	22	(	(	PUNCT
cet-3923	159	23	(	(	PUNCT
cet-3923	159	24	)	)	PUNCT
cet-3923	159	25	(	(	PUNCT
cet-3923	159	26	)	)	PUNCT
cet-3923	159	27	)	)	PUNCT
cet-3923	160	1	i	i	PRON
cet-3923	160	2	i	i	PRON
cet-3923	161	1	i	i	PRON
cet-3923	162	1	i	i	PRON
cet-3923	163	1	i	i	VERB
cet-3923	163	2	iv	iv	VERB
cet-3923	163	3	t	t	PROPN
cet-3923	163	4	wv	wv	PROPN
cet-3923	164	1	t	t	PROPN
cet-3923	164	2	c	c	NOUN
cet-3923	164	3	r	r	NOUN
cet-3923	164	4	t	t	NOUN
cet-3923	164	5	r	r	NOUN
cet-3923	164	6	pbest	pb	ADJ
cet-3923	164	7	t	t	NOUN
cet-3923	165	1	x	x	SYM
cet-3923	165	2	t	t	NOUN
cet-3923	165	3	c	c	NOUN
cet-3923	165	4	r	r	NOUN
cet-3923	165	5	t	t	NOUN
cet-3923	165	6	gbest	gbest	VERB
cet-3923	165	7	t	t	NOUN
cet-3923	165	8	x	x	PUNCT
cet-3923	165	9	t	t	PROPN
cet-3923	165	10			NUM
cet-3923	165	11			ADJ
cet-3923	165	12			PROPN
cet-3923	165	13			PROPN
cet-3923	165	14			VERB
cet-3923	165	15			NOUN
cet-3923	165	16	(	(	PUNCT
cet-3923	165	17	18	18	NUM
cet-3923	165	18	)	)	PUNCT
cet-3923	165	19	where	where	SCONJ
cet-3923	165	20	,	,	PUNCT
cet-3923	165	21	3r	3r	NOUN
cet-3923	165	22	is	be	AUX
cet-3923	165	23	the	the	DET
cet-3923	165	24	random	random	ADJ
cet-3923	165	25	number	number	NOUN
cet-3923	165	26	in	in	ADP
cet-3923	165	27	(	(	PUNCT
cet-3923	165	28	0,1	0,1	NUM
cet-3923	165	29	)	)	PUNCT
cet-3923	165	30	.	.	PUNCT
cet-3923	166	1	otherwise	otherwise	ADV
cet-3923	166	2	,	,	PUNCT
cet-3923	166	3	we	we	PRON
cet-3923	166	4	update	update	VERB
cet-3923	166	5	the	the	DET
cet-3923	166	6	speed	speed	NOUN
cet-3923	166	7	according	accord	VERB
cet-3923	166	8	to	to	ADP
cet-3923	166	9	the	the	DET
cet-3923	166	10	function	function	NOUN
cet-3923	166	11	(	(	PUNCT
cet-3923	166	12	1	1	NUM
cet-3923	166	13	)	)	PUNCT
cet-3923	166	14	.	.	PUNCT
cet-3923	167	1	(	(	PUNCT
cet-3923	167	2	6	6	X
cet-3923	167	3	)	)	PUNCT
cet-3923	167	4	judgment	judgment	NOUN
cet-3923	167	5	the	the	DET
cet-3923	167	6	stagnation	stagnation	NOUN
cet-3923	167	7	step	step	VERB
cet-3923	167	8	the	the	DET
cet-3923	167	9	global	global	ADJ
cet-3923	167	10	extreme	extreme	ADJ
cet-3923	167	11	evolution	evolution	NOUN
cet-3923	167	12	.	.	PUNCT
cet-3923	168	1	if	if	SCONJ
cet-3923	168	2	it	it	PRON
cet-3923	168	3	is	be	AUX
cet-3923	168	4	more	more	ADJ
cet-3923	168	5	than	than	ADP
cet-3923	168	6	the	the	DET
cet-3923	168	7	preset	preset	ADJ
cet-3923	168	8	value	value	NOUN
cet-3923	168	9	,	,	PUNCT
cet-3923	168	10	we	we	PRON
cet-3923	168	11	update	update	VERB
cet-3923	168	12	the	the	DET
cet-3923	168	13	speed	speed	NOUN
cet-3923	168	14	according	accord	VERB
cet-3923	168	15	to	to	ADP
cet-3923	168	16	the	the	DET
cet-3923	168	17	following	follow	VERB
cet-3923	168	18	function	function	NOUN
cet-3923	168	19	.	.	PUNCT
cet-3923	169	1	1	1	NUM
cet-3923	169	2	1	1	NUM
cet-3923	169	3	2	2	NUM
cet-3923	169	4	2	2	NUM
cet-3923	169	5	4	4	NUM
cet-3923	169	6	(	(	PUNCT
cet-3923	169	7	1	1	NUM
cet-3923	169	8	)	)	PUNCT
cet-3923	169	9	(	(	PUNCT
cet-3923	169	10	)	)	PUNCT
cet-3923	169	11	(	(	PUNCT
cet-3923	169	12	)	)	PUNCT
cet-3923	169	13	(	(	PUNCT
cet-3923	169	14	(	(	PUNCT
cet-3923	169	15	)	)	PUNCT
cet-3923	169	16	(	(	PUNCT
cet-3923	169	17	)	)	PUNCT
cet-3923	169	18	)	)	PUNCT
cet-3923	169	19	(	(	PUNCT
cet-3923	169	20	)	)	PUNCT
cet-3923	169	21	(	(	PUNCT
cet-3923	169	22	(	(	PUNCT
cet-3923	169	23	)	)	PUNCT
cet-3923	169	24	(	(	PUNCT
cet-3923	169	25	)	)	PUNCT
cet-3923	169	26	)	)	PUNCT
cet-3923	170	1	i	i	PRON
cet-3923	170	2	i	i	PRON
cet-3923	171	1	i	i	PRON
cet-3923	172	1	i	i	PRON
cet-3923	173	1	i	i	VERB
cet-3923	173	2	iv	iv	VERB
cet-3923	173	3	t	t	PROPN
cet-3923	173	4	wv	wv	PROPN
cet-3923	174	1	t	t	PROPN
cet-3923	174	2	c	c	NOUN
cet-3923	174	3	r	r	NOUN
cet-3923	174	4	t	t	PROPN
cet-3923	174	5	pbest	pb	ADJ
cet-3923	174	6	t	t	X
cet-3923	174	7	x	x	X
cet-3923	174	8	t	t	NOUN
cet-3923	174	9	c	c	NOUN
cet-3923	174	10	r	r	NOUN
cet-3923	174	11	t	t	NOUN
cet-3923	174	12	r	r	NOUN
cet-3923	174	13	gbest	gbest	NOUN
cet-3923	174	14	t	t	NOUN
cet-3923	174	15	x	x	PUNCT
cet-3923	174	16	t	t	PROPN
cet-3923	174	17			NUM
cet-3923	174	18			ADJ
cet-3923	174	19			PROPN
cet-3923	174	20			PROPN
cet-3923	174	21			VERB
cet-3923	174	22			NOUN
cet-3923	174	23	(	(	PUNCT
cet-3923	174	24	19	19	NUM
cet-3923	174	25	)	)	PUNCT
cet-3923	174	26	where	where	SCONJ
cet-3923	174	27	,	,	PUNCT
cet-3923	174	28	r4	r4	PROPN
cet-3923	174	29	is	be	AUX
cet-3923	174	30	the	the	DET
cet-3923	174	31	random	random	ADJ
cet-3923	174	32	number	number	NOUN
cet-3923	174	33	in	in	ADP
cet-3923	174	34	(	(	PUNCT
cet-3923	174	35	0,1	0,1	NUM
cet-3923	174	36	)	)	PUNCT
cet-3923	174	37	.	.	PUNCT
cet-3923	175	1	(	(	PUNCT
cet-3923	175	2	7	7	X
cet-3923	175	3	)	)	PUNCT
cet-3923	175	4	update	update	NOUN
cet-3923	175	5	the	the	DET
cet-3923	175	6	inertia	inertia	NOUN
cet-3923	175	7	weight	weight	NOUN
cet-3923	175	8	coefficient	coefficient	NOUN
cet-3923	175	9	w.	w.	PROPN
cet-3923	175	10	(	(	PUNCT
cet-3923	175	11	8)	8)	NUM
cet-3923	175	12	determine	determine	VERB
cet-3923	175	13	whether	whether	SCONJ
cet-3923	175	14	to	to	PART
cet-3923	175	15	meet	meet	VERB
cet-3923	175	16	the	the	DET
cet-3923	175	17	termination	termination	NOUN
cet-3923	175	18	conditions	condition	NOUN
cet-3923	175	19	,	,	PUNCT
cet-3923	175	20	if	if	SCONJ
cet-3923	175	21	satisfied	satisfied	ADJ
cet-3923	175	22	,	,	PUNCT
cet-3923	175	23	end	end	NOUN
cet-3923	175	24	.	.	PUNCT
cet-3923	176	1	5	5	X
cet-3923	176	2	.	.	X
cet-3923	176	3	experiment	experiment	NOUN
cet-3923	176	4	for	for	ADP
cet-3923	176	5	validate	validate	VERB
cet-3923	176	6	the	the	DET
cet-3923	176	7	reliability	reliability	NOUN
cet-3923	176	8	and	and	CCONJ
cet-3923	176	9	validity	validity	NOUN
cet-3923	176	10	of	of	ADP
cet-3923	176	11	the	the	DET
cet-3923	176	12	improved	improved	ADJ
cet-3923	176	13	pso	pso	NOUN
cet-3923	176	14	algorithm	algorithm	NOUN
cet-3923	176	15	,	,	PUNCT
cet-3923	176	16	we	we	PRON
cet-3923	176	17	use	use	VERB
cet-3923	176	18	this	this	DET
cet-3923	176	19	algorithm	algorithm	NOUN
cet-3923	176	20	to	to	PART
cet-3923	176	21	predict	predict	VERB
cet-3923	176	22	the	the	DET
cet-3923	176	23	supply	supply	NOUN
cet-3923	176	24	chain	chain	NOUN
cet-3923	176	25	risk	risk	NOUN
cet-3923	176	26	.	.	PUNCT
cet-3923	177	1	we	we	PRON
cet-3923	177	2	chose	choose	VERB
cet-3923	177	3	5	5	NUM
cet-3923	177	4	enterprises	enterprise	NOUN
cet-3923	177	5	for	for	ADP
cet-3923	177	6	20	20	NUM
cet-3923	177	7	years	year	NOUN
cet-3923	177	8	data	datum	NOUN
cet-3923	177	9	to	to	PART
cet-3923	177	10	study	study	VERB
cet-3923	177	11	on	on	ADP
cet-3923	177	12	.	.	PUNCT
cet-3923	178	1	the	the	DET
cet-3923	178	2	first	first	ADJ
cet-3923	178	3	15	15	NUM
cet-3923	178	4	years	year	NOUN
cet-3923	178	5	data	datum	NOUN
cet-3923	178	6	is	be	AUX
cet-3923	178	7	the	the	DET
cet-3923	178	8	training	training	NOUN
cet-3923	178	9	set	set	NOUN
cet-3923	178	10	and	and	CCONJ
cet-3923	178	11	the	the	DET
cet-3923	178	12	last	last	ADJ
cet-3923	178	13	5	5	NUM
cet-3923	178	14	years	year	NOUN
cet-3923	178	15	data	datum	NOUN
cet-3923	178	16	is	be	AUX
cet-3923	178	17	the	the	DET
cet-3923	178	18	test	test	NOUN
cet-3923	178	19	set	set	NOUN
cet-3923	178	20	.	.	PUNCT
cet-3923	179	1	then	then	ADV
cet-3923	179	2	,	,	PUNCT
cet-3923	179	3	we	we	PRON
cet-3923	179	4	use	use	VERB
cet-3923	179	5	the	the	DET
cet-3923	179	6	improved	improve	VERB
cet-3923	179	7	pso	pso	NOUN
cet-3923	179	8	algorithm	algorithm	NOUN
cet-3923	179	9	to	to	PART
cet-3923	179	10	predict	predict	VERB
cet-3923	179	11	the	the	DET
cet-3923	179	12	supply	supply	NOUN
cet-3923	179	13	chain	chain	NOUN
cet-3923	179	14	risk	risk	NOUN
cet-3923	179	15	of	of	ADP
cet-3923	179	16	these	these	DET
cet-3923	179	17	5	5	NUM
cet-3923	179	18	enterprises	enterprise	NOUN
cet-3923	179	19	.	.	PUNCT
cet-3923	180	1	we	we	PRON
cet-3923	180	2	divide	divide	VERB
cet-3923	180	3	the	the	DET
cet-3923	180	4	5	5	NUM
cet-3923	180	5	levels	level	NOUN
cet-3923	180	6	of	of	ADP
cet-3923	180	7	the	the	DET
cet-3923	180	8	output	output	NOUN
cet-3923	180	9	of	of	ADP
cet-3923	180	10	the	the	DET
cet-3923	180	11	supply	supply	NOUN
cet-3923	180	12	chain	chain	NOUN
cet-3923	180	13	risk	risk	NOUN
cet-3923	180	14	,	,	PUNCT
cet-3923	180	15	namely	namely	ADV
cet-3923	180	16	[	[	X
cet-3923	180	17	very	very	ADV
cet-3923	180	18	low	low	ADJ
cet-3923	180	19	,	,	PUNCT
cet-3923	180	20	low	low	ADJ
cet-3923	180	21	,	,	PUNCT
cet-3923	180	22	normal	normal	ADJ
cet-3923	180	23	,	,	PUNCT
cet-3923	180	24	high	high	ADJ
cet-3923	180	25	,	,	PUNCT
cet-3923	180	26	very	very	ADV
cet-3923	180	27	high	high	ADJ
cet-3923	180	28	]	]	PUNCT
cet-3923	180	29	.	.	PUNCT
cet-3923	181	1	the	the	DET
cet-3923	181	2	risk	risk	NOUN
cet-3923	181	3	interval	interval	NOUN
cet-3923	181	4	[	[	X
cet-3923	181	5	0,1	0,1	X
cet-3923	181	6	]	]	PUNCT
cet-3923	181	7	and	and	CCONJ
cet-3923	181	8	the	the	DET
cet-3923	181	9	risk	risk	NOUN
cet-3923	181	10	interval	interval	NOUN
cet-3923	181	11	that	that	PRON
cet-3923	181	12	the	the	DET
cet-3923	181	13	each	each	DET
cet-3923	181	14	level	level	NOUN
cet-3923	181	15	corresponds	correspond	VERB
cet-3923	181	16	to	to	ADP
cet-3923	181	17	is	be	AUX
cet-3923	181	18	(	(	PUNCT
cet-3923	181	19	0,0.2	0,0.2	NOUN
cet-3923	181	20	)	)	PUNCT
cet-3923	181	21	,	,	PUNCT
cet-3923	181	22	(	(	PUNCT
cet-3923	181	23	0.2,0.4	0.2,0.4	NUM
cet-3923	181	24	)	)	PUNCT
cet-3923	181	25	,	,	PUNCT
cet-3923	181	26	(	(	PUNCT
cet-3923	181	27	0.4,0.6	0.4,0.6	NOUN
cet-3923	181	28	)	)	PUNCT
cet-3923	181	29	,	,	PUNCT
cet-3923	181	30	(	(	PUNCT
cet-3923	181	31	0.6,0.8	0.6,0.8	NUM
cet-3923	181	32	)	)	PUNCT
cet-3923	181	33	,	,	PUNCT
cet-3923	181	34	(	(	PUNCT
cet-3923	181	35	0.8,1	0.8,1	NOUN
cet-3923	181	36	)	)	PUNCT
cet-3923	181	37	.	.	PUNCT
cet-3923	182	1	the	the	DET
cet-3923	182	2	experimental	experimental	ADJ
cet-3923	182	3	result	result	NOUN
cet-3923	182	4	is	be	AUX
cet-3923	182	5	shown	show	VERB
cet-3923	182	6	as	as	ADP
cet-3923	182	7	the	the	DET
cet-3923	182	8	table	table	NOUN
cet-3923	182	9	2	2	NUM
cet-3923	182	10	.	.	PUNCT
cet-3923	182	11	table	table	NOUN
cet-3923	182	12	2	2	NUM
cet-3923	182	13	:	:	PUNCT
cet-3923	182	14	the	the	DET
cet-3923	182	15	experimental	experimental	ADJ
cet-3923	182	16	result	result	NOUN
cet-3923	182	17	enterprise	enterprise	NOUN
cet-3923	182	18	actual	actual	ADJ
cet-3923	182	19	value	value	NOUN
cet-3923	182	20	grade	grade	NOUN
cet-3923	182	21	predicted	predict	VERB
cet-3923	182	22	value	value	NOUN
cet-3923	182	23	grade	grade	NOUN
cet-3923	182	24	16a	16a	NOUN
cet-3923	182	25	0.478	0.478	NUM
cet-3923	182	26	normal	normal	ADJ
cet-3923	182	27	0.485	0.485	NUM
cet-3923	182	28	normal	normal	ADJ
cet-3923	182	29	17a	17a	NOUN
cet-3923	182	30	0.451	0.451	NUM
cet-3923	182	31	normal	normal	ADJ
cet-3923	182	32	0.474	0.474	NUM
cet-3923	182	33	normal	normal	ADJ
cet-3923	182	34	18a	18a	NOUN
cet-3923	182	35	0.460	0.460	NUM
cet-3923	182	36	normal	normal	ADJ
cet-3923	182	37	0.451	0.451	NUM
cet-3923	182	38	normal	normal	ADJ
cet-3923	182	39	19a	19a	NOUN
cet-3923	182	40	0.491	0.491	NUM
cet-3923	182	41	normal	normal	ADJ
cet-3923	182	42	0.480	0.480	NUM
cet-3923	182	43	normal	normal	ADJ
cet-3923	182	44	20a	20a	NOUN
cet-3923	182	45	0.488	0.488	NUM
cet-3923	182	46	normal	normal	ADJ
cet-3923	182	47	0.502	0.502	NUM
cet-3923	182	48	normal	normal	ADJ
cet-3923	182	49	16b	16b	PROPN
cet-3923	182	50	0.521	0.521	NUM
cet-3923	182	51	normal	normal	ADJ
cet-3923	182	52	0.523	0.523	NUM
cet-3923	182	53	normal	normal	ADJ
cet-3923	182	54	17b	17b	NOUN
cet-3923	182	55	0.547	0.547	NUM
cet-3923	182	56	normal	normal	ADJ
cet-3923	182	57	0.551	0.551	NUM
cet-3923	182	58	normal	normal	ADJ
cet-3923	182	59	18b	18b	NUM
cet-3923	182	60	0.589	0.589	NUM
cet-3923	182	61	normal	normal	ADJ
cet-3923	182	62	0.593	0.593	NUM
cet-3923	182	63	normal	normal	ADJ
cet-3923	182	64	19b	19b	NOUN
cet-3923	182	65	0.591	0.591	NUM
cet-3923	182	66	normal	normal	ADJ
cet-3923	182	67	0.612	0.612	NUM
cet-3923	182	68	high	high	ADJ
cet-3923	182	69	20b	20b	NOUN
cet-3923	182	70	0.587	0.587	NUM
cet-3923	182	71	normal	normal	ADJ
cet-3923	182	72	0.601	0.601	NUM
cet-3923	182	73	high	high	ADJ
cet-3923	182	74	16c	16c	NOUN
cet-3923	182	75	0.603	0.603	NUM
cet-3923	182	76	high	high	ADJ
cet-3923	182	77	0.601	0.601	NUM
cet-3923	182	78	high	high	ADJ
cet-3923	182	79	17c	17c	NUM
cet-3923	182	80	0.611	0.611	NUM
cet-3923	182	81	high	high	ADJ
cet-3923	182	82	0.612	0.612	NUM
cet-3923	182	83	high	high	ADJ
cet-3923	182	84	18c	18c	NOUN
cet-3923	182	85	0.595	0.595	NUM
cet-3923	182	86	normal	normal	ADJ
cet-3923	182	87	0.587	0.587	NUM
cet-3923	182	88	normal	normal	ADJ
cet-3923	182	89	19c	19c	NUM
cet-3923	182	90	0.583	0.583	NUM
cet-3923	182	91	normal	normal	ADJ
cet-3923	182	92	0.586	0.586	NUM
cet-3923	182	93	normal	normal	ADJ
cet-3923	182	94	20c	20c	NOUN
cet-3923	182	95	0.582	0.582	NUM
cet-3923	182	96	normal	normal	ADJ
cet-3923	182	97	0.579	0.579	NUM
cet-3923	182	98	normal	normal	ADJ
cet-3923	182	99	17d	17d	NOUN
cet-3923	182	100	0.528	0.528	NUM
cet-3923	182	101	normal	normal	ADJ
cet-3923	182	102	0.527	0.527	NUM
cet-3923	182	103	normal	normal	ADJ
cet-3923	182	104	18d	18d	NOUN
cet-3923	182	105	0.511	0.511	NUM
cet-3923	182	106	normal	normal	ADJ
cet-3923	182	107	0.514	0.514	NUM
cet-3923	182	108	normal	normal	ADJ
cet-3923	182	109	19d	19d	NOUN
cet-3923	182	110	0.505	0.505	NUM
cet-3923	182	111	normal	normal	ADJ
cet-3923	182	112	0.501	0.501	NUM
cet-3923	182	113	normal	normal	ADJ
cet-3923	182	114	20d	20d	NOUN
cet-3923	182	115	0.508	0.508	NUM
cet-3923	182	116	normal	normal	ADJ
cet-3923	182	117	0.511	0.511	NUM
cet-3923	182	118	normal	normal	ADJ
cet-3923	182	119	16e	16e	NUM
cet-3923	182	120	0.623	0.623	NUM
cet-3923	182	121	high	high	ADJ
cet-3923	182	122	0.618	0.618	NUM
cet-3923	182	123	high	high	ADJ
cet-3923	182	124	17e	17e	NOUN
cet-3923	182	125	0.681	0.681	NUM
cet-3923	182	126	high	high	ADJ
cet-3923	182	127	0.674	0.674	NUM
cet-3923	182	128	high	high	ADJ
cet-3923	182	129	18e	18e	NOUN
cet-3923	182	130	0.652	0.652	NUM
cet-3923	182	131	high	high	ADJ
cet-3923	182	132	0.642	0.642	NUM
cet-3923	182	133	high	high	ADJ
cet-3923	182	134	19e	19e	NOUN
cet-3923	182	135	0.617	0.617	NUM
cet-3923	182	136	high	high	ADJ
cet-3923	182	137	0.596	0.596	NUM
cet-3923	182	138	normal	normal	ADJ
cet-3923	182	139	20e	20e	NOUN
cet-3923	182	140	0.594	0.594	NUM
cet-3923	182	141	normal	normal	ADJ
cet-3923	182	142	0.580	0.580	NUM
cet-3923	182	143	normal	normal	ADJ
cet-3923	182	144	353	353	NUM
cet-3923	182	145	from	from	ADP
cet-3923	182	146	the	the	DET
cet-3923	182	147	table	table	NOUN
cet-3923	182	148	1	1	NUM
cet-3923	182	149	,	,	PUNCT
cet-3923	182	150	we	we	PRON
cet-3923	182	151	can	can	AUX
cet-3923	182	152	see	see	VERB
cet-3923	182	153	that	that	SCONJ
cet-3923	182	154	the	the	DET
cet-3923	182	155	predicted	predict	VERB
cet-3923	182	156	values	value	NOUN
cet-3923	182	157	of	of	ADP
cet-3923	182	158	the	the	DET
cet-3923	182	159	supply	supply	NOUN
cet-3923	182	160	chain	chain	NOUN
cet-3923	182	161	risk	risk	NOUN
cet-3923	182	162	through	through	ADP
cet-3923	182	163	the	the	DET
cet-3923	182	164	improved	improve	VERB
cet-3923	182	165	pso	pso	NOUN
cet-3923	182	166	algorithm	algorithm	NOUN
cet-3923	182	167	are	be	AUX
cet-3923	182	168	similar	similar	ADJ
cet-3923	182	169	to	to	ADP
cet-3923	182	170	the	the	DET
cet-3923	182	171	actual	actual	ADJ
cet-3923	182	172	values	value	NOUN
cet-3923	182	173	.	.	PUNCT
cet-3923	183	1	this	this	PRON
cet-3923	183	2	demonstrates	demonstrate	VERB
cet-3923	183	3	that	that	SCONJ
cet-3923	183	4	the	the	DET
cet-3923	183	5	experimental	experimental	ADJ
cet-3923	183	6	results	result	NOUN
cet-3923	183	7	are	be	AUX
cet-3923	183	8	accurate	accurate	ADJ
cet-3923	183	9	.	.	PUNCT
cet-3923	184	1	from	from	ADP
cet-3923	184	2	this	this	DET
cet-3923	184	3	experiment	experiment	NOUN
cet-3923	184	4	,	,	PUNCT
cet-3923	184	5	we	we	PRON
cet-3923	184	6	can	can	AUX
cet-3923	184	7	get	get	VERB
cet-3923	184	8	the	the	DET
cet-3923	184	9	conclusion	conclusion	NOUN
cet-3923	184	10	that	that	SCONJ
cet-3923	184	11	it	it	PRON
cet-3923	184	12	is	be	AUX
cet-3923	184	13	feasible	feasible	ADJ
cet-3923	184	14	that	that	PRON
cet-3923	184	15	use	use	VERB
cet-3923	184	16	the	the	DET
cet-3923	184	17	improved	improve	VERB
cet-3923	184	18	pso	pso	NOUN
cet-3923	184	19	algorithm	algorithm	NOUN
cet-3923	184	20	to	to	PART
cet-3923	184	21	predict	predict	VERB
cet-3923	184	22	the	the	DET
cet-3923	184	23	supply	supply	NOUN
cet-3923	184	24	chain	chain	NOUN
cet-3923	184	25	risk	risk	NOUN
cet-3923	184	26	.	.	PUNCT
cet-3923	185	1	6	6	X
cet-3923	185	2	.	.	X
cet-3923	185	3	conclusion	conclusion	VERB
cet-3923	185	4	the	the	DET
cet-3923	185	5	occurrence	occurrence	NOUN
cet-3923	185	6	of	of	ADP
cet-3923	185	7	supply	supply	NOUN
cet-3923	185	8	chain	chain	NOUN
cet-3923	185	9	risk	risk	NOUN
cet-3923	185	10	always	always	ADV
cet-3923	185	11	brings	bring	VERB
cet-3923	185	12	a	a	DET
cet-3923	185	13	huge	huge	ADJ
cet-3923	185	14	loss	loss	NOUN
cet-3923	185	15	to	to	ADP
cet-3923	185	16	the	the	DET
cet-3923	185	17	whole	whole	ADJ
cet-3923	185	18	supply	supply	NOUN
cet-3923	185	19	chain	chain	NOUN
cet-3923	185	20	.	.	PUNCT
cet-3923	186	1	to	to	PART
cet-3923	186	2	predict	predict	VERB
cet-3923	186	3	the	the	DET
cet-3923	186	4	risk	risk	NOUN
cet-3923	186	5	of	of	ADP
cet-3923	186	6	the	the	DET
cet-3923	186	7	supply	supply	NOUN
cet-3923	186	8	chain	chain	NOUN
cet-3923	186	9	can	can	AUX
cet-3923	186	10	warm	warm	VERB
cet-3923	186	11	the	the	DET
cet-3923	186	12	supply	supply	NOUN
cet-3923	186	13	chain	chain	NOUN
cet-3923	186	14	risk	risk	NOUN
cet-3923	186	15	early	early	ADV
cet-3923	186	16	and	and	CCONJ
cet-3923	186	17	avoid	avoid	VERB
cet-3923	186	18	the	the	DET
cet-3923	186	19	occurrence	occurrence	NOUN
cet-3923	186	20	of	of	ADP
cet-3923	186	21	supply	supply	NOUN
cet-3923	186	22	chain	chain	NOUN
cet-3923	186	23	risk	risk	NOUN
cet-3923	186	24	.	.	PUNCT
cet-3923	187	1	in	in	ADP
cet-3923	187	2	this	this	DET
cet-3923	187	3	paper	paper	NOUN
cet-3923	187	4	,	,	PUNCT
cet-3923	187	5	we	we	PRON
cet-3923	187	6	propose	propose	VERB
cet-3923	187	7	the	the	DET
cet-3923	187	8	improved	improved	ADJ
cet-3923	187	9	pso	pso	NOUN
cet-3923	187	10	algorithm	algorithm	NOUN
cet-3923	187	11	to	to	PART
cet-3923	187	12	study	study	VERB
cet-3923	187	13	on	on	ADP
cet-3923	187	14	the	the	DET
cet-3923	187	15	prediction	prediction	NOUN
cet-3923	187	16	of	of	ADP
cet-3923	187	17	the	the	DET
cet-3923	187	18	supply	supply	NOUN
cet-3923	187	19	chain	chain	NOUN
cet-3923	187	20	risk	risk	NOUN
cet-3923	187	21	based	base	VERB
cet-3923	187	22	on	on	ADP
cet-3923	187	23	the	the	DET
cet-3923	187	24	classification	classification	NOUN
cet-3923	187	25	of	of	ADP
cet-3923	187	26	the	the	DET
cet-3923	187	27	supply	supply	NOUN
cet-3923	187	28	chain	chain	NOUN
cet-3923	187	29	risk	risk	NOUN
cet-3923	187	30	.	.	PUNCT
cet-3923	188	1	in	in	ADP
cet-3923	188	2	this	this	DET
cet-3923	188	3	paper	paper	NOUN
cet-3923	188	4	,	,	PUNCT
cet-3923	188	5	we	we	PRON
cet-3923	188	6	have	have	AUX
cet-3923	188	7	done	do	VERB
cet-3923	188	8	the	the	DET
cet-3923	188	9	following	follow	VERB
cet-3923	188	10	work	work	NOUN
cet-3923	188	11	.	.	PUNCT
cet-3923	189	1	(	(	PUNCT
cet-3923	189	2	1)we	1)we	NUM
cet-3923	189	3	introduce	introduce	VERB
cet-3923	189	4	the	the	DET
cet-3923	189	5	related	related	ADJ
cet-3923	189	6	background	background	NOUN
cet-3923	189	7	;	;	PUNCT
cet-3923	189	8	(	(	PUNCT
cet-3923	189	9	2)we	2)we	PRON
cet-3923	189	10	establish	establish	VERB
cet-3923	189	11	the	the	DET
cet-3923	189	12	classification	classification	NOUN
cet-3923	189	13	of	of	ADP
cet-3923	189	14	the	the	DET
cet-3923	189	15	supply	supply	NOUN
cet-3923	189	16	chain	chain	NOUN
cet-3923	189	17	risk	risk	NOUN
cet-3923	189	18	;	;	PUNCT
cet-3923	189	19	(	(	PUNCT
cet-3923	189	20	3)we	3)we	NUM
cet-3923	189	21	introduce	introduce	VERB
cet-3923	189	22	the	the	DET
cet-3923	189	23	pso	pso	NOUN
cet-3923	189	24	algorithm	algorithm	NOUN
cet-3923	189	25	;	;	PUNCT
cet-3923	189	26	(	(	PUNCT
cet-3923	189	27	4	4	X
cet-3923	189	28	)	)	PUNCT
cet-3923	189	29	we	we	PRON
cet-3923	189	30	propose	propose	VERB
cet-3923	189	31	the	the	DET
cet-3923	189	32	improved	improved	ADJ
cet-3923	189	33	pso	pso	NOUN
cet-3923	189	34	algorithm	algorithm	NOUN
cet-3923	189	35	and	and	CCONJ
cet-3923	189	36	use	use	VERB
cet-3923	189	37	this	this	DET
cet-3923	189	38	algorithm	algorithm	NOUN
cet-3923	189	39	to	to	PART
cet-3923	189	40	predict	predict	VERB
cet-3923	189	41	the	the	DET
cet-3923	189	42	risk	risk	NOUN
cet-3923	189	43	of	of	ADP
cet-3923	189	44	the	the	DET
cet-3923	189	45	supply	supply	NOUN
cet-3923	189	46	chain	chain	NOUN
cet-3923	189	47	.	.	PUNCT
cet-3923	190	1	references	reference	NOUN
cet-3923	190	2	cardoso	cardoso	PROPN
cet-3923	190	3	s.r	s.r	PROPN
cet-3923	190	4	.	.	PROPN
cet-3923	190	5	,	,	PUNCT
cet-3923	190	6	barbosa	barbosa	PROPN
cet-3923	190	7	-	-	PUNCT
cet-3923	190	8	póvoa	póvoa	PROPN
cet-3923	190	9	a.p	a.p	PROPN
cet-3923	190	10	.	.	PROPN
cet-3923	190	11	,	,	PUNCT
cet-3923	190	12	relvas	relvas	PROPN
cet-3923	190	13	s.	s.	PROPN
cet-3923	190	14	,	,	PUNCT
cet-3923	190	15	2016	2016	NUM
cet-3923	190	16	,	,	PUNCT
cet-3923	190	17	integrating	integrate	VERB
cet-3923	190	18	financial	financial	ADJ
cet-3923	190	19	risk	risk	NOUN
cet-3923	190	20	measures	measure	NOUN
cet-3923	190	21	into	into	ADP
cet-3923	190	22	the	the	DET
cet-3923	190	23	design	design	NOUN
cet-3923	190	24	and	and	CCONJ
cet-3923	190	25	planning	planning	NOUN
cet-3923	190	26	of	of	ADP
cet-3923	190	27	closed	closed	ADJ
cet-3923	190	28	-	-	PUNCT
cet-3923	190	29	loop	loop	NOUN
cet-3923	190	30	supply	supply	NOUN
cet-3923	190	31	chains	chain	NOUN
cet-3923	190	32	,	,	PUNCT
cet-3923	190	33	computers	computer	NOUN
cet-3923	190	34	&	&	CCONJ
cet-3923	190	35	chemical	chemical	PROPN
cet-3923	190	36	engineering	engineering	NOUN
cet-3923	190	37	,	,	PUNCT
cet-3923	190	38	85	85	NUM
cet-3923	190	39	:	:	SYM
cet-3923	190	40	105	105	NUM
cet-3923	190	41	-	-	SYM
cet-3923	190	42	123	123	NUM
cet-3923	190	43	,	,	PUNCT
cet-3923	190	44	doi	doi	NOUN
cet-3923	190	45	:	:	PUNCT
cet-3923	190	46	10.1016	10.1016	NUM
cet-3923	190	47	/	/	SYM
cet-3923	190	48	j.compchemeng.2015.10.012	j.compchemeng.2015.10.012	PROPN
cet-3923	190	49	choi	choi	PROPN
cet-3923	190	50	s.	s.	PROPN
cet-3923	190	51	,	,	PUNCT
cet-3923	190	52	messinger	messinger	PROPN
cet-3923	190	53	p.r	p.r	PROPN
cet-3923	190	54	.	.	PROPN
cet-3923	190	55	,	,	PUNCT
cet-3923	190	56	2016	2016	NUM
cet-3923	190	57	,	,	PUNCT
cet-3923	190	58	the	the	DET
cet-3923	190	59	role	role	NOUN
cet-3923	190	60	of	of	ADP
cet-3923	190	61	fairness	fairness	NOUN
cet-3923	190	62	in	in	ADP
cet-3923	190	63	competitive	competitive	ADJ
cet-3923	190	64	supply	supply	NOUN
cet-3923	190	65	chain	chain	NOUN
cet-3923	190	66	relationships	relationship	NOUN
cet-3923	190	67	:	:	PUNCT
cet-3923	190	68	an	an	DET
cet-3923	190	69	experimental	experimental	ADJ
cet-3923	190	70	study	study	NOUN
cet-3923	190	71	,	,	PUNCT
cet-3923	190	72	european	european	PROPN
cet-3923	190	73	journal	journal	PROPN
cet-3923	190	74	of	of	ADP
cet-3923	190	75	operational	operational	ADJ
cet-3923	190	76	research	research	NOUN
cet-3923	190	77	,	,	PUNCT
cet-3923	190	78	251	251	NUM
cet-3923	190	79	:	:	PUNCT
cet-3923	190	80	798	798	NUM
cet-3923	190	81	-	-	SYM
cet-3923	190	82	813	813	NUM
cet-3923	190	83	,	,	PUNCT
cet-3923	190	84	doi	doi	NOUN
cet-3923	190	85	:	:	PUNCT
cet-3923	190	86	10.1016	10.1016	NUM
cet-3923	190	87	/	/	SYM
cet-3923	190	88	j.ejor.2015.12.001	j.ejor.2015.12.001	PROPN
cet-3923	190	89	.	.	PUNCT
cet-3923	191	1	lin	lin	PROPN
cet-3923	191	2	d.y	d.y	PROPN
cet-3923	191	3	.	.	PROPN
cet-3923	191	4	,	,	PUNCT
cet-3923	192	1	wu	wu	PROPN
cet-3923	192	2	m.h	m.h	PROPN
cet-3923	192	3	.	.	PROPN
cet-3923	192	4	,	,	PUNCT
cet-3923	192	5	2016	2016	NUM
cet-3923	192	6	,	,	PUNCT
cet-3923	192	7	pricing	pricing	NOUN
cet-3923	192	8	and	and	CCONJ
cet-3923	192	9	inventory	inventory	NOUN
cet-3923	192	10	problem	problem	NOUN
cet-3923	192	11	in	in	ADP
cet-3923	192	12	shrimp	shrimp	NOUN
cet-3923	192	13	supply	supply	NOUN
cet-3923	192	14	chain	chain	NOUN
cet-3923	192	15	:	:	PUNCT
cet-3923	192	16	a	a	DET
cet-3923	192	17	case	case	NOUN
cet-3923	192	18	study	study	NOUN
cet-3923	192	19	of	of	ADP
cet-3923	192	20	taiwan	taiwan	PROPN
cet-3923	192	21	's	's	PART
cet-3923	192	22	white	white	PROPN
cet-3923	192	23	shrimp	shrimp	PROPN
cet-3923	192	24	industry	industry	NOUN
cet-3923	192	25	,	,	PUNCT
cet-3923	192	26	aquaculture	aquaculture	NOUN
cet-3923	192	27	,	,	PUNCT
cet-3923	192	28	451	451	NUM
cet-3923	192	29	:	:	PUNCT
cet-3923	192	30	24	24	NUM
cet-3923	192	31	-	-	SYM
cet-3923	192	32	35	35	NUM
cet-3923	192	33	,	,	PUNCT
cet-3923	192	34	doi	doi	NOUN
cet-3923	192	35	:	:	PUNCT
cet-3923	192	36	10.1016	10.1016	NUM
cet-3923	192	37	/	/	SYM
cet-3923	192	38	j.aquaculture.2016.01.021	j.aquaculture.2016.01.021	PROPN
cet-3923	192	39	merkert	merkert	PROPN
cet-3923	192	40	r.	r.	PROPN
cet-3923	192	41	,	,	PUNCT
cet-3923	192	42	o’fee	o’fee	PROPN
cet-3923	192	43	b.	b.	PROPN
cet-3923	192	44	,	,	PUNCT
cet-3923	192	45	2016	2016	NUM
cet-3923	192	46	,	,	PUNCT
cet-3923	192	47	managerial	managerial	ADJ
cet-3923	192	48	perceptions	perception	NOUN
cet-3923	192	49	of	of	ADP
cet-3923	192	50	incentives	incentive	NOUN
cet-3923	192	51	for	for	ADP
cet-3923	192	52	and	and	CCONJ
cet-3923	192	53	barriers	barrier	NOUN
cet-3923	192	54	to	to	ADP
cet-3923	192	55	competing	compete	VERB
cet-3923	192	56	for	for	ADP
cet-3923	192	57	regional	regional	ADJ
cet-3923	192	58	pso	pso	NOUN
cet-3923	192	59	air	air	NOUN
cet-3923	192	60	service	service	NOUN
cet-3923	192	61	contracts	contract	NOUN
cet-3923	192	62	,	,	PUNCT
cet-3923	192	63	transport	transport	NOUN
cet-3923	192	64	policy	policy	NOUN
cet-3923	192	65	,	,	PUNCT
cet-3923	192	66	47	47	NUM
cet-3923	192	67	:	:	SYM
cet-3923	192	68	22	22	NUM
cet-3923	192	69	-	-	SYM
cet-3923	192	70	33	33	NUM
cet-3923	192	71	,	,	PUNCT
cet-3923	192	72	doi	doi	NOUN
cet-3923	192	73	:	:	PUNCT
cet-3923	192	74	10.1016	10.1016	NUM
cet-3923	192	75	/	/	SYM
cet-3923	192	76	j.tranpol.2015.12.002	j.tranpol.2015.12.002	PROPN
cet-3923	192	77	mangla	mangla	PROPN
cet-3923	192	78	s.k	s.k	PROPN
cet-3923	192	79	.	.	PROPN
cet-3923	192	80	,	,	PUNCT
cet-3923	192	81	kumar	kumar	PROPN
cet-3923	192	82	p.	p.	PROPN
cet-3923	192	83	,	,	PUNCT
cet-3923	192	84	barua	barua	PROPN
cet-3923	192	85	m.k	m.k	PROPN
cet-3923	192	86	.	.	PROPN
cet-3923	192	87	,	,	PUNCT
cet-3923	192	88	2015	2015	NUM
cet-3923	192	89	,	,	PUNCT
cet-3923	192	90	prioritizing	prioritize	VERB
cet-3923	192	91	the	the	DET
cet-3923	192	92	responses	response	NOUN
cet-3923	192	93	to	to	PART
cet-3923	192	94	manage	manage	VERB
cet-3923	192	95	risks	risk	NOUN
cet-3923	192	96	in	in	ADP
cet-3923	192	97	green	green	ADJ
cet-3923	192	98	supply	supply	NOUN
cet-3923	192	99	chain	chain	NOUN
cet-3923	192	100	:	:	PUNCT
cet-3923	192	101	an	an	DET
cet-3923	192	102	indian	indian	ADJ
cet-3923	192	103	plastic	plastic	ADJ
cet-3923	192	104	manufacturer	manufacturer	NOUN
cet-3923	192	105	perspective	perspective	NOUN
cet-3923	192	106	,	,	PUNCT
cet-3923	192	107	sustainable	sustainable	ADJ
cet-3923	192	108	production	production	NOUN
cet-3923	192	109	and	and	CCONJ
cet-3923	192	110	consumption	consumption	NOUN
cet-3923	192	111	,	,	PUNCT
cet-3923	192	112	1:67	1:67	NUM
cet-3923	192	113	-	-	SYM
cet-3923	192	114	86	86	NUM
cet-3923	192	115	,	,	PUNCT
cet-3923	192	116	doi	doi	NOUN
cet-3923	192	117	:	:	PUNCT
cet-3923	192	118	pandit	pandit	PROPN
cet-3923	192	119	m	m	PROPN
cet-3923	192	120	,	,	PUNCT
cet-3923	192	121	chaudhary	chaudhary	PROPN
cet-3923	192	122	v.	v.	PROPN
cet-3923	192	123	,	,	PUNCT
cet-3923	192	124	dubey	dubey	PROPN
cet-3923	192	125	h.m	h.m	PROPN
cet-3923	192	126	.	.	PROPN
cet-3923	192	127	,	,	PUNCT
cet-3923	192	128	panigrahi	panigrahi	PROPN
cet-3923	192	129	b.k	b.k	PROPN
cet-3923	192	130	.	.	PROPN
cet-3923	192	131	,	,	PUNCT
cet-3923	192	132	2015	2015	NUM
cet-3923	192	133	,	,	PUNCT
cet-3923	192	134	multi	multi	ADJ
cet-3923	192	135	-	-	ADJ
cet-3923	192	136	period	period	NOUN
cet-3923	192	137	wind	wind	NOUN
cet-3923	192	138	integrated	integrate	VERB
cet-3923	192	139	optimal	optimal	ADJ
cet-3923	192	140	dispatch	dispatch	NOUN
cet-3923	192	141	using	use	VERB
cet-3923	192	142	series	series	PROPN
cet-3923	192	143	pso	pso	NOUN
cet-3923	192	144	-	-	PUNCT
cet-3923	192	145	de	de	X
cet-3923	192	146	with	with	ADP
cet-3923	192	147	time	time	NOUN
cet-3923	192	148	-	-	PUNCT
cet-3923	192	149	varying	vary	VERB
cet-3923	192	150	gaussian	gaussian	ADJ
cet-3923	192	151	membership	membership	NOUN
cet-3923	192	152	function	function	NOUN
cet-3923	192	153	based	base	VERB
cet-3923	192	154	fuzzy	fuzzy	ADJ
cet-3923	192	155	selection	selection	NOUN
cet-3923	192	156	,	,	PUNCT
cet-3923	192	157	international	international	ADJ
cet-3923	192	158	journal	journal	NOUN
cet-3923	192	159	of	of	ADP
cet-3923	192	160	electrical	electrical	ADJ
cet-3923	192	161	power	power	NOUN
cet-3923	192	162	&	&	CCONJ
cet-3923	192	163	energy	energy	NOUN
cet-3923	192	164	systems	system	NOUN
cet-3923	192	165	,	,	PUNCT
cet-3923	192	166	73	73	NUM
cet-3923	192	167	:	:	PUNCT
cet-3923	192	168	259	259	NUM
cet-3923	192	169	-	-	SYM
cet-3923	192	170	272	272	NUM
cet-3923	192	171	,	,	PUNCT
cet-3923	192	172	doi	doi	NOUN
cet-3923	192	173	:	:	PUNCT
cet-3923	192	174	10.1016	10.1016	NUM
cet-3923	192	175	/	/	SYM
cet-3923	192	176	j.ijepes.2015.05.017	j.ijepes.2015.05.017	AUX
cet-3923	192	177	wiengarten	wiengarten	PROPN
cet-3923	192	178	f.	f.	PROPN
cet-3923	192	179	,	,	PUNCT
cet-3923	192	180	humphreys	humphreys	PROPN
cet-3923	192	181	p.	p.	PROPN
cet-3923	192	182	,	,	PUNCT
cet-3923	192	183	gimenez	gimenez	PROPN
cet-3923	192	184	c.	c.	PROPN
cet-3923	192	185	,	,	PUNCT
cet-3923	192	186	mcivor	mcivor	PROPN
cet-3923	192	187	r.	r.	PROPN
cet-3923	192	188	,	,	PUNCT
cet-3923	192	189	2016	2016	NUM
cet-3923	192	190	,	,	PUNCT
cet-3923	192	191	risk	risk	NOUN
cet-3923	192	192	,	,	PUNCT
cet-3923	192	193	risk	risk	NOUN
cet-3923	192	194	management	management	NOUN
cet-3923	192	195	practices	practice	NOUN
cet-3923	192	196	,	,	PUNCT
cet-3923	192	197	and	and	CCONJ
cet-3923	192	198	the	the	DET
cet-3923	192	199	success	success	NOUN
cet-3923	192	200	of	of	ADP
cet-3923	192	201	supply	supply	NOUN
cet-3923	192	202	chain	chain	NOUN
cet-3923	192	203	integration	integration	NOUN
cet-3923	192	204	,	,	PUNCT
cet-3923	192	205	international	international	ADJ
cet-3923	192	206	journal	journal	NOUN
cet-3923	192	207	of	of	ADP
cet-3923	192	208	production	production	NOUN
cet-3923	192	209	economics	economic	NOUN
cet-3923	192	210	,	,	PUNCT
cet-3923	192	211	171:361	171:361	NOUN
cet-3923	192	212	-	-	SYM
cet-3923	192	213	370	370	NUM
cet-3923	192	214	,	,	PUNCT
cet-3923	192	215	doi	doi	NOUN
cet-3923	192	216	:	:	PUNCT
cet-3923	192	217	10.1016	10.1016	NUM
cet-3923	192	218	/	/	SYM
cet-3923	192	219	j.ijpe.2015.03.020	j.ijpe.2015.03.020	PROPN
cet-3923	192	220	windelberg	windelberg	PROPN
cet-3923	192	221	m.	m.	NOUN
cet-3923	192	222	,	,	PUNCT
cet-3923	192	223	2016	2016	NUM
cet-3923	192	224	,	,	PUNCT
cet-3923	192	225	objectives	objective	NOUN
cet-3923	192	226	for	for	ADP
cet-3923	192	227	managing	manage	VERB
cet-3923	192	228	cyber	cyber	NOUN
cet-3923	192	229	supply	supply	NOUN
cet-3923	192	230	chain	chain	NOUN
cet-3923	192	231	risk	risk	NOUN
cet-3923	192	232	,	,	PUNCT
cet-3923	192	233	international	international	ADJ
cet-3923	192	234	journal	journal	NOUN
cet-3923	192	235	of	of	ADP
cet-3923	192	236	critical	critical	ADJ
cet-3923	192	237	infrastructure	infrastructure	NOUN
cet-3923	192	238	protection	protection	NOUN
cet-3923	192	239	,	,	PUNCT
cet-3923	192	240	12	12	NUM
cet-3923	192	241	:	:	SYM
cet-3923	192	242	4	4	NUM
cet-3923	192	243	-	-	SYM
cet-3923	192	244	11	11	NUM
cet-3923	192	245	,	,	PUNCT
cet-3923	192	246	doi	doi	NOUN
cet-3923	192	247	:	:	PUNCT
cet-3923	192	248	10.1016	10.1016	NUM
cet-3923	192	249	/	/	SYM
cet-3923	192	250	j.ijcip.2015.11.003	j.ijcip.2015.11.003	NOUN
cet-3923	192	251	354	354	NUM