id	sid	tid	token	lemma	pos
fcis-23018	1	1	frontiers	frontier	NOUN
fcis-23018	1	2	in	in	ADP
fcis-23018	1	3	computing	computing	NOUN
fcis-23018	1	4	and	and	CCONJ
fcis-23018	1	5	intelligent	intelligent	ADJ
fcis-23018	1	6	systems	system	NOUN
fcis-23018	1	7	issn	issn	VERB
fcis-23018	1	8	:	:	PUNCT
fcis-23018	1	9	2832	2832	NUM
fcis-23018	1	10	-	-	SYM
fcis-23018	1	11	6024	6024	NUM
fcis-23018	1	12	|	|	NOUN
fcis-23018	1	13	vol	vol	NOUN
fcis-23018	1	14	.	.	PROPN
fcis-23018	2	1	8	8	NUM
fcis-23018	2	2	,	,	PUNCT
fcis-23018	2	3	no	no	INTJ
fcis-23018	2	4	.	.	NOUN
fcis-23018	2	5	3	3	NUM
fcis-23018	2	6	,	,	PUNCT
fcis-23018	2	7	2024	2024	NUM
fcis-23018	2	8	90	90	NUM
fcis-23018	2	9	simulation	simulation	NOUN
fcis-23018	2	10	application	application	NOUN
fcis-23018	2	11	of	of	ADP
fcis-23018	2	12	bpnn‐pid	bpnn‐pid	PROPN
fcis-23018	2	13	controller	controller	NOUN
fcis-23018	2	14	with	with	ADP
fcis-23018	2	15	improved	improved	ADJ
fcis-23018	2	16	ant	ant	ADJ
fcis-23018	2	17	colony	colony	NOUN
fcis-23018	2	18	algorithm	algorithm	NOUN
fcis-23018	2	19	in	in	ADP
fcis-23018	2	20	temperature	temperature	NOUN
fcis-23018	2	21	control	control	NOUN
fcis-23018	2	22	system	system	NOUN
fcis-23018	2	23	cong	cong	NOUN
fcis-23018	2	24	gao	gao	PROPN
fcis-23018	2	25	,	,	PUNCT
fcis-23018	2	26	mingge	mingge	NOUN
fcis-23018	2	27	sun	sun	PROPN
fcis-23018	2	28	,	,	PUNCT
fcis-23018	2	29	xiaolong	xiaolong	PROPN
fcis-23018	2	30	guo	guo	PROPN
fcis-23018	2	31	,	,	PUNCT
fcis-23018	2	32	yinggang	yinggang	PROPN
fcis-23018	2	33	li	li	PROPN
fcis-23018	2	34	,	,	PUNCT
fcis-23018	2	35	xingke	xingke	PROPN
fcis-23018	2	36	zhang	zhang	PROPN
fcis-23018	2	37	school	school	PROPN
fcis-23018	2	38	of	of	ADP
fcis-23018	2	39	information	information	NOUN
fcis-23018	2	40	and	and	CCONJ
fcis-23018	2	41	control	control	PROPN
fcis-23018	2	42	engineering	engineering	PROPN
fcis-23018	2	43	,	,	PUNCT
fcis-23018	2	44	jilin	jilin	PROPN
fcis-23018	2	45	institute	institute	PROPN
fcis-23018	2	46	of	of	ADP
fcis-23018	2	47	chemical	chemical	PROPN
fcis-23018	2	48	technology	technology	PROPN
fcis-23018	2	49	,	,	PUNCT
fcis-23018	2	50	jilin	jilin	PROPN
fcis-23018	2	51	city	city	PROPN
fcis-23018	2	52	,	,	PUNCT
fcis-23018	2	53	jilin	jilin	PROPN
fcis-23018	2	54	province	province	PROPN
fcis-23018	2	55	132022	132022	NUM
fcis-23018	2	56	,	,	PUNCT
fcis-23018	2	57	china	china	PROPN
fcis-23018	2	58	abstract	abstract	NOUN
fcis-23018	2	59	:	:	PUNCT
fcis-23018	2	60	aiming	aim	VERB
fcis-23018	2	61	at	at	ADP
fcis-23018	2	62	the	the	DET
fcis-23018	2	63	nonlinear	nonlinear	NOUN
fcis-23018	2	64	and	and	CCONJ
fcis-23018	2	65	hysteresis	hysteresis	NOUN
fcis-23018	2	66	of	of	ADP
fcis-23018	2	67	pid	pid	NOUN
fcis-23018	2	68	controller	controller	NOUN
fcis-23018	2	69	in	in	ADP
fcis-23018	2	70	temperature	temperature	NOUN
fcis-23018	2	71	control	control	NOUN
fcis-23018	2	72	,	,	PUNCT
fcis-23018	2	73	this	this	DET
fcis-23018	2	74	paper	paper	NOUN
fcis-23018	2	75	proposes	propose	VERB
fcis-23018	2	76	a	a	DET
fcis-23018	2	77	bpnn	bpnn	NOUN
fcis-23018	2	78	-	-	PUNCT
fcis-23018	2	79	pid	pid	NOUN
fcis-23018	2	80	control	control	NOUN
fcis-23018	2	81	scheme	scheme	NOUN
fcis-23018	2	82	with	with	ADP
fcis-23018	2	83	improved	improve	VERB
fcis-23018	2	84	ant	ant	ADJ
fcis-23018	2	85	colony	colony	NOUN
fcis-23018	2	86	algorithm	algorithm	NOUN
fcis-23018	2	87	,	,	PUNCT
fcis-23018	2	88	and	and	CCONJ
fcis-23018	2	89	uses	use	VERB
fcis-23018	2	90	matlab	matlab	PROPN
fcis-23018	2	91	to	to	PART
fcis-23018	2	92	simulate	simulate	VERB
fcis-23018	2	93	and	and	CCONJ
fcis-23018	2	94	compare	compare	VERB
fcis-23018	2	95	experiments	experiment	NOUN
fcis-23018	2	96	.	.	PUNCT
fcis-23018	3	1	the	the	DET
fcis-23018	3	2	results	result	NOUN
fcis-23018	3	3	show	show	VERB
fcis-23018	3	4	that	that	SCONJ
fcis-23018	3	5	compared	compare	VERB
fcis-23018	3	6	with	with	ADP
fcis-23018	3	7	the	the	DET
fcis-23018	3	8	traditional	traditional	ADJ
fcis-23018	3	9	ant	ant	ADJ
fcis-23018	3	10	colony	colony	NOUN
fcis-23018	3	11	algorithm	algorithm	NOUN
fcis-23018	3	12	control	control	NOUN
fcis-23018	3	13	and	and	CCONJ
fcis-23018	3	14	bpnn	bpnn	NOUN
fcis-23018	3	15	control	control	NOUN
fcis-23018	3	16	methods	method	NOUN
fcis-23018	3	17	,	,	PUNCT
fcis-23018	3	18	the	the	DET
fcis-23018	3	19	improved	improved	ADJ
fcis-23018	3	20	system	system	NOUN
fcis-23018	3	21	has	have	VERB
fcis-23018	3	22	higher	high	ADJ
fcis-23018	3	23	precision	precision	NOUN
fcis-23018	3	24	and	and	CCONJ
fcis-23018	3	25	better	well	ADJ
fcis-23018	3	26	anti	anti	ADJ
fcis-23018	3	27	-	-	ADJ
fcis-23018	3	28	interference	interference	ADJ
fcis-23018	3	29	ability	ability	NOUN
fcis-23018	3	30	in	in	ADP
fcis-23018	3	31	temperature	temperature	NOUN
fcis-23018	3	32	control	control	NOUN
fcis-23018	3	33	,	,	PUNCT
fcis-23018	3	34	and	and	CCONJ
fcis-23018	3	35	has	have	VERB
fcis-23018	3	36	higher	high	ADJ
fcis-23018	3	37	practical	practical	ADJ
fcis-23018	3	38	application	application	NOUN
fcis-23018	3	39	value	value	NOUN
fcis-23018	3	40	.	.	PUNCT
fcis-23018	4	1	keywords	keyword	NOUN
fcis-23018	4	2	:	:	PUNCT
fcis-23018	4	3	hysteresis	hysteresis	NOUN
fcis-23018	4	4	;	;	PUNCT
fcis-23018	4	5	ant	ant	ADJ
fcis-23018	4	6	colony	colony	NOUN
fcis-23018	4	7	algorithm	algorithm	NOUN
fcis-23018	4	8	;	;	PUNCT
fcis-23018	4	9	bpnn	bpnn	NOUN
fcis-23018	4	10	-	-	PUNCT
fcis-23018	4	11	pid	pid	NOUN
fcis-23018	4	12	control	control	NOUN
fcis-23018	4	13	;	;	PUNCT
fcis-23018	4	14	temperature	temperature	NOUN
fcis-23018	4	15	control	control	NOUN
fcis-23018	4	16	.	.	PUNCT
fcis-23018	5	1	1	1	X
fcis-23018	5	2	.	.	X
fcis-23018	5	3	introduction	introduction	NOUN
fcis-23018	5	4	electric	electric	ADJ
fcis-23018	5	5	heating	heating	NOUN
fcis-23018	5	6	furnaces	furnace	NOUN
fcis-23018	5	7	are	be	AUX
fcis-23018	5	8	widely	widely	ADV
fcis-23018	5	9	used	use	VERB
fcis-23018	5	10	as	as	ADP
fcis-23018	5	11	equipment	equipment	NOUN
fcis-23018	5	12	for	for	ADP
fcis-23018	5	13	industrial	industrial	ADJ
fcis-23018	5	14	heat	heat	NOUN
fcis-23018	5	15	treatment	treatment	NOUN
fcis-23018	5	16	.	.	PUNCT
fcis-23018	6	1	in	in	ADP
fcis-23018	6	2	order	order	NOUN
fcis-23018	6	3	to	to	PART
fcis-23018	6	4	achieve	achieve	VERB
fcis-23018	6	5	temperature	temperature	NOUN
fcis-23018	6	6	control	control	NOUN
fcis-23018	6	7	,	,	PUNCT
fcis-23018	6	8	the	the	DET
fcis-23018	6	9	traditional	traditional	ADJ
fcis-23018	6	10	principle	principle	NOUN
fcis-23018	6	11	of	of	ADP
fcis-23018	6	12	feedback	feedback	NOUN
fcis-23018	6	13	control	control	NOUN
fcis-23018	6	14	is	be	AUX
fcis-23018	6	15	used	use	VERB
fcis-23018	6	16	.	.	PUNCT
fcis-23018	7	1	the	the	DET
fcis-23018	7	2	temperature	temperature	NOUN
fcis-23018	7	3	sensor	sensor	NOUN
fcis-23018	7	4	is	be	AUX
fcis-23018	7	5	used	use	VERB
fcis-23018	7	6	to	to	PART
fcis-23018	7	7	obtain	obtain	VERB
fcis-23018	7	8	the	the	DET
fcis-23018	7	9	actual	actual	ADJ
fcis-23018	7	10	measurement	measurement	NOUN
fcis-23018	7	11	data	datum	NOUN
fcis-23018	7	12	,	,	PUNCT
fcis-23018	7	13	and	and	CCONJ
fcis-23018	7	14	after	after	ADP
fcis-23018	7	15	comparing	compare	VERB
fcis-23018	7	16	with	with	ADP
fcis-23018	7	17	the	the	DET
fcis-23018	7	18	predetermined	predetermined	ADJ
fcis-23018	7	19	temperature	temperature	NOUN
fcis-23018	7	20	,	,	PUNCT
fcis-23018	7	21	it	it	PRON
fcis-23018	7	22	is	be	AUX
fcis-23018	7	23	controlled	control	VERB
fcis-23018	7	24	by	by	ADP
fcis-23018	7	25	adjusting	adjust	VERB
fcis-23018	7	26	the	the	DET
fcis-23018	7	27	heating	heating	NOUN
fcis-23018	7	28	power	power	NOUN
fcis-23018	7	29	of	of	ADP
fcis-23018	7	30	the	the	DET
fcis-23018	7	31	controller	controller	NOUN
fcis-23018	7	32	to	to	PART
fcis-23018	7	33	keep	keep	VERB
fcis-23018	7	34	the	the	DET
fcis-23018	7	35	temperature	temperature	NOUN
fcis-23018	7	36	in	in	ADP
fcis-23018	7	37	the	the	DET
fcis-23018	7	38	furnace	furnace	NOUN
fcis-23018	7	39	near	near	ADP
fcis-23018	7	40	the	the	DET
fcis-23018	7	41	set	set	VERB
fcis-23018	7	42	value	value	NOUN
fcis-23018	7	43	during	during	ADP
fcis-23018	7	44	the	the	DET
fcis-23018	7	45	use	use	NOUN
fcis-23018	7	46	of	of	ADP
fcis-23018	7	47	pid	pid	NOUN
fcis-23018	7	48	.	.	PUNCT
fcis-23018	8	1	compared	compare	VERB
fcis-23018	8	2	with	with	ADP
fcis-23018	8	3	other	other	ADJ
fcis-23018	8	4	control	control	NOUN
fcis-23018	8	5	schemes	scheme	NOUN
fcis-23018	8	6	,	,	PUNCT
fcis-23018	8	7	the	the	DET
fcis-23018	8	8	traditional	traditional	ADJ
fcis-23018	8	9	pid	pid	NOUN
fcis-23018	8	10	control	control	NOUN
fcis-23018	8	11	scheme	scheme	NOUN
fcis-23018	8	12	is	be	AUX
fcis-23018	8	13	relatively	relatively	ADV
fcis-23018	8	14	simple	simple	ADJ
fcis-23018	8	15	and	and	CCONJ
fcis-23018	8	16	feasible	feasible	ADJ
fcis-23018	8	17	,	,	PUNCT
fcis-23018	8	18	and	and	CCONJ
fcis-23018	8	19	is	be	AUX
fcis-23018	8	20	often	often	ADV
fcis-23018	8	21	used	use	VERB
fcis-23018	8	22	in	in	ADP
fcis-23018	8	23	the	the	DET
fcis-23018	8	24	control	control	NOUN
fcis-23018	8	25	system	system	NOUN
fcis-23018	8	26	with	with	ADP
fcis-23018	8	27	low	low	ADJ
fcis-23018	8	28	precision	precision	NOUN
fcis-23018	8	29	.	.	PUNCT
fcis-23018	9	1	however	however	ADV
fcis-23018	9	2	,	,	PUNCT
fcis-23018	9	3	the	the	DET
fcis-23018	9	4	hysteresis	hysteresis	NOUN
fcis-23018	9	5	of	of	ADP
fcis-23018	9	6	temperature	temperature	NOUN
fcis-23018	9	7	regulation	regulation	NOUN
fcis-23018	9	8	and	and	CCONJ
fcis-23018	9	9	model	model	NOUN
fcis-23018	9	10	parameters	parameter	NOUN
fcis-23018	9	11	may	may	AUX
fcis-23018	9	12	be	be	AUX
fcis-23018	9	13	affected	affect	VERB
fcis-23018	9	14	by	by	ADP
fcis-23018	9	15	changes	change	NOUN
fcis-23018	9	16	in	in	ADP
fcis-23018	9	17	the	the	DET
fcis-23018	9	18	environment	environment	NOUN
fcis-23018	9	19	and	and	CCONJ
fcis-23018	9	20	temperature	temperature	NOUN
fcis-23018	9	21	in	in	ADP
fcis-23018	9	22	the	the	DET
fcis-23018	9	23	furnace	furnace	NOUN
fcis-23018	9	24	,	,	PUNCT
fcis-23018	9	25	making	make	VERB
fcis-23018	9	26	it	it	PRON
fcis-23018	9	27	impossible	impossible	ADJ
fcis-23018	9	28	for	for	SCONJ
fcis-23018	9	29	traditional	traditional	ADJ
fcis-23018	9	30	pid	pid	NOUN
fcis-23018	9	31	controllers	controller	NOUN
fcis-23018	9	32	to	to	PART
fcis-23018	9	33	achieve	achieve	VERB
fcis-23018	9	34	accurate	accurate	ADJ
fcis-23018	9	35	parameter	parameter	NOUN
fcis-23018	9	36	adjustment	adjustment	NOUN
fcis-23018	10	1	[	[	X
fcis-23018	10	2	1	1	NUM
fcis-23018	10	3	]	]	PUNCT
fcis-23018	10	4	.	.	PUNCT
fcis-23018	11	1	it	it	PRON
fcis-23018	11	2	may	may	AUX
fcis-23018	11	3	cause	cause	VERB
fcis-23018	11	4	overshoot	overshoot	NOUN
fcis-23018	11	5	or	or	CCONJ
fcis-23018	11	6	oscillation	oscillation	NOUN
fcis-23018	11	7	of	of	ADP
fcis-23018	11	8	the	the	DET
fcis-23018	11	9	system	system	NOUN
fcis-23018	11	10	,	,	PUNCT
fcis-23018	11	11	resulting	result	VERB
fcis-23018	11	12	in	in	ADP
fcis-23018	11	13	failure	failure	NOUN
fcis-23018	11	14	to	to	PART
fcis-23018	11	15	meet	meet	VERB
fcis-23018	11	16	the	the	DET
fcis-23018	11	17	requirements	requirement	NOUN
fcis-23018	11	18	of	of	ADP
fcis-23018	11	19	actual	actual	ADJ
fcis-23018	11	20	industrial	industrial	ADJ
fcis-23018	11	21	production	production	NOUN
fcis-23018	11	22	.	.	PUNCT
fcis-23018	12	1	in	in	ADP
fcis-23018	12	2	recent	recent	ADJ
fcis-23018	12	3	years	year	NOUN
fcis-23018	12	4	,	,	PUNCT
fcis-23018	12	5	in	in	ADP
fcis-23018	12	6	order	order	NOUN
fcis-23018	12	7	to	to	PART
fcis-23018	12	8	improve	improve	VERB
fcis-23018	12	9	the	the	DET
fcis-23018	12	10	performance	performance	NOUN
fcis-23018	12	11	of	of	ADP
fcis-23018	12	12	temperature	temperature	NOUN
fcis-23018	12	13	control	control	NOUN
fcis-23018	12	14	system	system	NOUN
fcis-23018	12	15	,	,	PUNCT
fcis-23018	12	16	many	many	ADJ
fcis-23018	12	17	experts	expert	NOUN
fcis-23018	12	18	and	and	CCONJ
fcis-23018	12	19	scholars	scholar	NOUN
fcis-23018	12	20	are	be	AUX
fcis-23018	12	21	committed	commit	VERB
fcis-23018	12	22	to	to	ADP
fcis-23018	12	23	applying	apply	VERB
fcis-23018	12	24	various	various	ADJ
fcis-23018	12	25	advanced	advanced	ADJ
fcis-23018	12	26	control	control	NOUN
fcis-23018	12	27	algorithms	algorithm	NOUN
fcis-23018	12	28	to	to	ADP
fcis-23018	12	29	temperature	temperature	NOUN
fcis-23018	12	30	control	control	NOUN
fcis-23018	12	31	.	.	PUNCT
fcis-23018	13	1	the	the	DET
fcis-23018	13	2	control	control	NOUN
fcis-23018	13	3	concept	concept	NOUN
fcis-23018	13	4	of	of	ADP
fcis-23018	13	5	literature	literature	NOUN
fcis-23018	13	6	[	[	X
fcis-23018	13	7	2	2	NUM
fcis-23018	13	8	]	]	PUNCT
fcis-23018	13	9	et	et	PROPN
fcis-23018	13	10	al	al	PROPN
fcis-23018	13	11	.	.	PROPN
fcis-23018	13	12	is	be	AUX
fcis-23018	13	13	to	to	PART
fcis-23018	13	14	optimize	optimize	VERB
fcis-23018	13	15	and	and	CCONJ
fcis-23018	13	16	adjust	adjust	VERB
fcis-23018	13	17	the	the	DET
fcis-23018	13	18	initial	initial	ADJ
fcis-23018	13	19	weight	weight	NOUN
fcis-23018	13	20	of	of	ADP
fcis-23018	13	21	bpnn	bpnn	NOUN
fcis-23018	13	22	by	by	ADP
fcis-23018	13	23	applying	apply	VERB
fcis-23018	13	24	ant	ant	ADJ
fcis-23018	13	25	colony	colony	NOUN
fcis-23018	13	26	algorithm	algorithm	NOUN
fcis-23018	13	27	,	,	PUNCT
fcis-23018	13	28	and	and	CCONJ
fcis-23018	13	29	then	then	ADV
fcis-23018	13	30	adjust	adjust	VERB
fcis-23018	13	31	the	the	DET
fcis-23018	13	32	pid	pid	NOUN
fcis-23018	13	33	parameters	parameter	NOUN
fcis-23018	13	34	by	by	ADP
fcis-23018	13	35	using	use	VERB
fcis-23018	13	36	the	the	DET
fcis-23018	13	37	optimized	optimize	VERB
fcis-23018	13	38	bpnn	bpnn	NOUN
fcis-23018	13	39	controller	controller	NOUN
fcis-23018	13	40	,	,	PUNCT
fcis-23018	13	41	and	and	CCONJ
fcis-23018	13	42	finally	finally	ADV
fcis-23018	13	43	precisely	precisely	ADV
fcis-23018	13	44	control	control	VERB
fcis-23018	13	45	the	the	DET
fcis-23018	13	46	temperature	temperature	NOUN
fcis-23018	13	47	of	of	ADP
fcis-23018	13	48	the	the	DET
fcis-23018	13	49	main	main	ADJ
fcis-23018	13	50	steam	steam	NOUN
fcis-23018	13	51	.	.	PUNCT
fcis-23018	14	1	in	in	ADP
fcis-23018	14	2	literature	literature	NOUN
fcis-23018	14	3	[	[	X
fcis-23018	14	4	3	3	NUM
fcis-23018	14	5	]	]	PUNCT
fcis-23018	14	6	,	,	PUNCT
fcis-23018	14	7	by	by	ADP
fcis-23018	14	8	combining	combine	VERB
fcis-23018	14	9	genetic	genetic	ADJ
fcis-23018	14	10	algorithm	algorithm	NOUN
fcis-23018	14	11	with	with	ADP
fcis-23018	14	12	bp	bp	PROPN
fcis-23018	14	13	neural	neural	ADJ
fcis-23018	14	14	network	network	NOUN
fcis-23018	14	15	,	,	PUNCT
fcis-23018	14	16	the	the	DET
fcis-23018	14	17	control	control	NOUN
fcis-23018	14	18	system	system	NOUN
fcis-23018	14	19	has	have	VERB
fcis-23018	14	20	faster	fast	ADJ
fcis-23018	14	21	response	response	NOUN
fcis-23018	14	22	characteristics	characteristic	NOUN
fcis-23018	14	23	and	and	CCONJ
fcis-23018	14	24	better	well	ADJ
fcis-23018	14	25	dynamic	dynamic	ADJ
fcis-23018	14	26	characteristics	characteristic	NOUN
fcis-23018	14	27	,	,	PUNCT
fcis-23018	14	28	which	which	PRON
fcis-23018	14	29	has	have	VERB
fcis-23018	14	30	certain	certain	ADJ
fcis-23018	14	31	popularization	popularization	NOUN
fcis-23018	14	32	value	value	NOUN
fcis-23018	14	33	for	for	ADP
fcis-23018	14	34	the	the	DET
fcis-23018	14	35	control	control	NOUN
fcis-23018	14	36	of	of	ADP
fcis-23018	14	37	industrial	industrial	ADJ
fcis-23018	14	38	furnaces	furnace	NOUN
fcis-23018	14	39	.	.	PUNCT
fcis-23018	15	1	literature	literature	NOUN
fcis-23018	15	2	[	[	X
fcis-23018	15	3	4	4	X
fcis-23018	15	4	]	]	PUNCT
fcis-23018	15	5	et	et	PROPN
fcis-23018	15	6	al	al	PROPN
fcis-23018	15	7	.	.	PROPN
fcis-23018	15	8	proposed	propose	VERB
fcis-23018	15	9	a	a	DET
fcis-23018	15	10	fermentation	fermentation	NOUN
fcis-23018	15	11	control	control	NOUN
fcis-23018	15	12	scheme	scheme	NOUN
fcis-23018	15	13	based	base	VERB
fcis-23018	15	14	on	on	ADP
fcis-23018	15	15	bpnn	bpnn	PROPN
fcis-23018	15	16	controller	controller	NOUN
fcis-23018	15	17	as	as	ADP
fcis-23018	15	18	the	the	DET
fcis-23018	15	19	main	main	ADJ
fcis-23018	15	20	body	body	NOUN
fcis-23018	15	21	,	,	PUNCT
fcis-23018	15	22	and	and	CCONJ
fcis-23018	15	23	bpnn	bpnn	NOUN
fcis-23018	15	24	was	be	AUX
fcis-23018	15	25	used	use	VERB
fcis-23018	15	26	to	to	PART
fcis-23018	15	27	adjust	adjust	VERB
fcis-23018	15	28	the	the	DET
fcis-23018	15	29	output	output	NOUN
fcis-23018	15	30	parameters	parameter	NOUN
fcis-23018	15	31	of	of	ADP
fcis-23018	15	32	pid	pid	NOUN
fcis-23018	15	33	controller	controller	NOUN
fcis-23018	15	34	,	,	PUNCT
fcis-23018	15	35	thus	thus	ADV
fcis-23018	15	36	improving	improve	VERB
fcis-23018	15	37	the	the	DET
fcis-23018	15	38	performance	performance	NOUN
fcis-23018	15	39	.	.	PUNCT
fcis-23018	16	1	in	in	ADP
fcis-23018	16	2	the	the	DET
fcis-23018	16	3	temperature	temperature	NOUN
fcis-23018	16	4	control	control	NOUN
fcis-23018	16	5	system	system	NOUN
fcis-23018	16	6	of	of	ADP
fcis-23018	16	7	electric	electric	ADJ
fcis-23018	16	8	heating	heating	NOUN
fcis-23018	16	9	furnace	furnace	NOUN
fcis-23018	16	10	,	,	PUNCT
fcis-23018	16	11	ant	ant	ADJ
fcis-23018	16	12	colony	colony	NOUN
fcis-23018	16	13	algorithm	algorithm	NOUN
fcis-23018	16	14	and	and	CCONJ
fcis-23018	16	15	bp	bp	PROPN
fcis-23018	16	16	neural	neural	ADJ
fcis-23018	16	17	network	network	NOUN
fcis-23018	16	18	algorithm	algorithm	NOUN
fcis-23018	16	19	are	be	AUX
fcis-23018	16	20	used	use	VERB
fcis-23018	16	21	to	to	PART
fcis-23018	16	22	realize	realize	VERB
fcis-23018	16	23	the	the	DET
fcis-23018	16	24	control	control	NOUN
fcis-23018	16	25	.	.	PUNCT
fcis-23018	17	1	during	during	ADP
fcis-23018	17	2	the	the	DET
fcis-23018	17	3	implementation	implementation	NOUN
fcis-23018	17	4	of	of	ADP
fcis-23018	17	5	the	the	DET
fcis-23018	17	6	control	control	NOUN
fcis-23018	17	7	system	system	NOUN
fcis-23018	17	8	,	,	PUNCT
fcis-23018	17	9	in	in	ADP
fcis-23018	17	10	order	order	NOUN
fcis-23018	17	11	to	to	PART
fcis-23018	17	12	increase	increase	VERB
fcis-23018	17	13	the	the	DET
fcis-23018	17	14	response	response	NOUN
fcis-23018	17	15	speed	speed	NOUN
fcis-23018	17	16	of	of	ADP
fcis-23018	17	17	the	the	DET
fcis-23018	17	18	system	system	NOUN
fcis-23018	17	19	,	,	PUNCT
fcis-23018	17	20	the	the	DET
fcis-23018	17	21	ant	ant	ADJ
fcis-23018	17	22	colony	colony	NOUN
fcis-23018	17	23	algorithm	algorithm	NOUN
fcis-23018	17	24	's	's	PART
fcis-23018	17	25	state	state	NOUN
fcis-23018	17	26	transition	transition	NOUN
fcis-23018	17	27	rules	rule	NOUN
fcis-23018	17	28	and	and	CCONJ
fcis-23018	17	29	pheromone	pheromone	NOUN
fcis-23018	17	30	update	update	NOUN
fcis-23018	17	31	rules	rule	NOUN
fcis-23018	17	32	are	be	AUX
fcis-23018	17	33	improved	improve	VERB
fcis-23018	17	34	,	,	PUNCT
fcis-23018	17	35	which	which	PRON
fcis-23018	17	36	helps	help	VERB
fcis-23018	17	37	to	to	PART
fcis-23018	17	38	improve	improve	VERB
fcis-23018	17	39	the	the	DET
fcis-23018	17	40	generalization	generalization	NOUN
fcis-23018	17	41	and	and	CCONJ
fcis-23018	17	42	approximation	approximation	NOUN
fcis-23018	17	43	characteristics	characteristic	NOUN
fcis-23018	17	44	of	of	ADP
fcis-23018	17	45	bp	bp	PROPN
fcis-23018	17	46	neural	neural	ADJ
fcis-23018	17	47	network	network	NOUN
fcis-23018	17	48	and	and	CCONJ
fcis-23018	17	49	dynamically	dynamically	ADV
fcis-23018	17	50	adjust	adjust	VERB
fcis-23018	17	51	the	the	DET
fcis-23018	17	52	pid	pid	NOUN
fcis-23018	17	53	parameters	parameter	NOUN
fcis-23018	17	54	.	.	PUNCT
fcis-23018	18	1	in	in	ADP
fcis-23018	18	2	the	the	DET
fcis-23018	18	3	actual	actual	ADJ
fcis-23018	18	4	operation	operation	NOUN
fcis-23018	18	5	process	process	NOUN
fcis-23018	18	6	,	,	PUNCT
fcis-23018	18	7	it	it	PRON
fcis-23018	18	8	is	be	AUX
fcis-23018	18	9	necessary	necessary	ADJ
fcis-23018	18	10	to	to	PART
fcis-23018	18	11	use	use	VERB
fcis-23018	18	12	the	the	DET
fcis-23018	18	13	experience	experience	NOUN
fcis-23018	18	14	of	of	ADP
fcis-23018	18	15	pid	pid	NOUN
fcis-23018	18	16	parameter	parameter	NOUN
fcis-23018	18	17	tuning	tune	VERB
fcis-23018	18	18	to	to	PART
fcis-23018	18	19	optimize	optimize	VERB
fcis-23018	18	20	some	some	DET
fcis-23018	18	21	conflicting	conflicting	ADJ
fcis-23018	18	22	data	datum	NOUN
fcis-23018	18	23	,	,	PUNCT
fcis-23018	18	24	so	so	SCONJ
fcis-23018	18	25	as	as	SCONJ
fcis-23018	18	26	to	to	PART
fcis-23018	18	27	improve	improve	VERB
fcis-23018	18	28	the	the	DET
fcis-23018	18	29	accuracy	accuracy	NOUN
fcis-23018	18	30	of	of	ADP
fcis-23018	18	31	temperature	temperature	NOUN
fcis-23018	18	32	control	control	NOUN
fcis-23018	18	33	.	.	PUNCT
fcis-23018	19	1	2	2	X
fcis-23018	19	2	.	.	X
fcis-23018	19	3	introduction	introduction	NOUN
fcis-23018	19	4	to	to	ADP
fcis-23018	19	5	electric	electric	ADJ
fcis-23018	19	6	heating	heating	NOUN
fcis-23018	19	7	furnace	furnace	NOUN
fcis-23018	19	8	control	control	NOUN
fcis-23018	19	9	system	system	NOUN
fcis-23018	19	10	the	the	DET
fcis-23018	19	11	box	box	NOUN
fcis-23018	19	12	-	-	PUNCT
fcis-23018	19	13	type	type	NOUN
fcis-23018	19	14	resistance	resistance	NOUN
fcis-23018	19	15	furnace	furnace	NOUN
fcis-23018	19	16	is	be	AUX
fcis-23018	19	17	taken	take	VERB
fcis-23018	19	18	as	as	ADP
fcis-23018	19	19	the	the	DET
fcis-23018	19	20	controlled	control	VERB
fcis-23018	19	21	object	object	NOUN
fcis-23018	19	22	,	,	PUNCT
fcis-23018	19	23	and	and	CCONJ
fcis-23018	19	24	the	the	DET
fcis-23018	19	25	system	system	NOUN
fcis-23018	19	26	structure	structure	NOUN
fcis-23018	19	27	is	be	AUX
fcis-23018	19	28	shown	show	VERB
fcis-23018	19	29	in	in	ADP
fcis-23018	19	30	figure	figure	NOUN
fcis-23018	19	31	1	1	NUM
fcis-23018	19	32	.	.	PUNCT
fcis-23018	19	33	to	to	PART
fcis-23018	19	34	set	set	VERB
fcis-23018	19	35	a	a	DET
fcis-23018	19	36	target	target	NOUN
fcis-23018	19	37	temperature	temperature	NOUN
fcis-23018	19	38	,	,	PUNCT
fcis-23018	19	39	the	the	DET
fcis-23018	19	40	real	real	ADJ
fcis-23018	19	41	-	-	PUNCT
fcis-23018	19	42	time	time	NOUN
fcis-23018	19	43	temperature	temperature	NOUN
fcis-23018	19	44	in	in	ADP
fcis-23018	19	45	the	the	DET
fcis-23018	19	46	electric	electric	ADJ
fcis-23018	19	47	heating	heating	NOUN
fcis-23018	19	48	furnace	furnace	NOUN
fcis-23018	19	49	is	be	AUX
fcis-23018	19	50	detected	detect	VERB
fcis-23018	19	51	by	by	ADP
fcis-23018	19	52	the	the	DET
fcis-23018	19	53	measuring	measure	VERB
fcis-23018	19	54	transmitter	transmitter	NOUN
fcis-23018	19	55	and	and	CCONJ
fcis-23018	19	56	transmitted	transmit	VERB
fcis-23018	19	57	to	to	ADP
fcis-23018	19	58	the	the	DET
fcis-23018	19	59	controller	controller	NOUN
fcis-23018	19	60	.	.	PUNCT
fcis-23018	20	1	by	by	ADP
fcis-23018	20	2	comparing	compare	VERB
fcis-23018	20	3	the	the	DET
fcis-23018	20	4	real	real	ADJ
fcis-23018	20	5	-	-	PUNCT
fcis-23018	20	6	time	time	NOUN
fcis-23018	20	7	temperature	temperature	NOUN
fcis-23018	20	8	with	with	ADP
fcis-23018	20	9	the	the	DET
fcis-23018	20	10	target	target	NOUN
fcis-23018	20	11	temperature	temperature	NOUN
fcis-23018	20	12	,	,	PUNCT
fcis-23018	20	13	the	the	DET
fcis-23018	20	14	deviation	deviation	NOUN
fcis-23018	20	15	generated	generate	VERB
fcis-23018	20	16	generates	generate	VERB
fcis-23018	20	17	a	a	DET
fcis-23018	20	18	control	control	NOUN
fcis-23018	20	19	signal	signal	NOUN
fcis-23018	20	20	,	,	PUNCT
fcis-23018	20	21	and	and	CCONJ
fcis-23018	20	22	then	then	ADV
fcis-23018	20	23	transmitted	transmit	VERB
fcis-23018	20	24	to	to	ADP
fcis-23018	20	25	the	the	DET
fcis-23018	20	26	voltage	voltage	NOUN
fcis-23018	20	27	regulator	regulator	NOUN
fcis-23018	20	28	module	module	NOUN
fcis-23018	20	29	for	for	ADP
fcis-23018	20	30	heating	heating	NOUN
fcis-23018	20	31	power	power	NOUN
fcis-23018	20	32	adjustment	adjustment	NOUN
fcis-23018	20	33	,	,	PUNCT
fcis-23018	20	34	so	so	SCONJ
fcis-23018	20	35	as	as	SCONJ
fcis-23018	20	36	to	to	PART
fcis-23018	20	37	achieve	achieve	VERB
fcis-23018	20	38	temperature	temperature	NOUN
fcis-23018	20	39	control	control	NOUN
fcis-23018	20	40	.	.	PUNCT
fcis-23018	21	1	调压模块	调压模块	PROPN
fcis-23018	21	2	电加热炉	电加热炉	PROPN
fcis-23018	21	3	(	(	PUNCT
fcis-23018	21	4	)	)	PUNCT
fcis-23018	21	5	y	y	PROPN
fcis-23018	21	6	t	t	PROPN
fcis-23018	21	7	e	e	NOUN
fcis-23018	21	8	voltage	voltage	NOUN
fcis-23018	21	9	regulator	regulator	NOUN
fcis-23018	21	10	module	module	NOUN
fcis-23018	21	11	electric	electric	ADJ
fcis-23018	21	12	heating	heating	NOUN
fcis-23018	21	13	furnace	furnace	NOUN
fcis-23018	21	14	measuring	measure	VERB
fcis-23018	21	15	transmitter	transmitter	NOUN
fcis-23018	21	16	controller	controller	NOUN
fcis-23018	21	17	(	(	PUNCT
fcis-23018	21	18	)	)	PUNCT
fcis-23018	21	19	r	r	NOUN
fcis-23018	21	20	t	t	NOUN
fcis-23018	21	21	(	(	PUNCT
fcis-23018	21	22	)	)	PUNCT
fcis-23018	21	23	y	y	PROPN
fcis-23018	21	24	t	t	PROPN
fcis-23018	21	25			PROPN
fcis-23018	21	26			SYM
fcis-23018	21	27	figure	figure	NOUN
fcis-23018	21	28	1	1	NUM
fcis-23018	21	29	.	.	PUNCT
fcis-23018	22	1	structure	structure	NOUN
fcis-23018	22	2	of	of	ADP
fcis-23018	22	3	electric	electric	ADJ
fcis-23018	22	4	heating	heating	NOUN
fcis-23018	22	5	furnace	furnace	NOUN
fcis-23018	22	6	system	system	NOUN
fcis-23018	22	7	in	in	ADP
fcis-23018	22	8	the	the	DET
fcis-23018	22	9	actual	actual	ADJ
fcis-23018	22	10	control	control	NOUN
fcis-23018	22	11	system	system	NOUN
fcis-23018	22	12	application	application	NOUN
fcis-23018	22	13	,	,	PUNCT
fcis-23018	22	14	siemens	siemens	PROPN
fcis-23018	22	15	s7	s7	PROPN
fcis-23018	22	16	-	-	PUNCT
fcis-23018	22	17	1500	1500	NUM
fcis-23018	22	18	is	be	AUX
fcis-23018	22	19	used	use	VERB
fcis-23018	22	20	as	as	ADP
fcis-23018	22	21	the	the	DET
fcis-23018	22	22	core	core	NOUN
fcis-23018	22	23	controller	controller	NOUN
fcis-23018	22	24	of	of	ADP
fcis-23018	22	25	the	the	DET
fcis-23018	22	26	system	system	NOUN
fcis-23018	22	27	,	,	PUNCT
fcis-23018	22	28	the	the	DET
fcis-23018	22	29	unidirectional	unidirectional	ADJ
fcis-23018	22	30	thyristor	thyristor	NOUN
fcis-23018	22	31	voltage	voltage	NOUN
fcis-23018	22	32	regulator	regulator	NOUN
fcis-23018	22	33	module	module	NOUN
fcis-23018	22	34	is	be	AUX
fcis-23018	22	35	used	use	VERB
fcis-23018	22	36	as	as	ADP
fcis-23018	22	37	the	the	DET
fcis-23018	22	38	actuator	actuator	NOUN
fcis-23018	22	39	,	,	PUNCT
fcis-23018	22	40	and	and	CCONJ
fcis-23018	22	41	the	the	DET
fcis-23018	22	42	k	k	ADJ
fcis-23018	22	43	-	-	PUNCT
fcis-23018	22	44	type	type	NOUN
fcis-23018	22	45	thermocouple	thermocouple	NOUN
fcis-23018	22	46	and	and	CCONJ
fcis-23018	22	47	intelligent	intelligent	ADJ
fcis-23018	22	48	temperature	temperature	NOUN
fcis-23018	22	49	91	91	NUM
fcis-23018	22	50	transmitter	transmitter	NOUN
fcis-23018	22	51	module	module	NOUN
fcis-23018	22	52	are	be	AUX
fcis-23018	22	53	used	use	VERB
fcis-23018	22	54	as	as	ADP
fcis-23018	22	55	the	the	DET
fcis-23018	22	56	measuring	measure	VERB
fcis-23018	22	57	transmitter	transmitter	NOUN
fcis-23018	22	58	to	to	PART
fcis-23018	22	59	control	control	VERB
fcis-23018	22	60	the	the	DET
fcis-23018	22	61	temperature	temperature	NOUN
fcis-23018	22	62	of	of	ADP
fcis-23018	22	63	the	the	DET
fcis-23018	22	64	electric	electric	ADJ
fcis-23018	22	65	heating	heating	NOUN
fcis-23018	22	66	furnace	furnace	NOUN
fcis-23018	22	67	by	by	ADP
fcis-23018	22	68	adjusting	adjust	VERB
fcis-23018	22	69	the	the	DET
fcis-23018	22	70	output	output	NOUN
fcis-23018	22	71	power	power	NOUN
fcis-23018	22	72	of	of	ADP
fcis-23018	22	73	the	the	DET
fcis-23018	22	74	electric	electric	ADJ
fcis-23018	22	75	heating	heating	NOUN
fcis-23018	22	76	element	element	NOUN
fcis-23018	22	77	.	.	PUNCT
fcis-23018	23	1	3	3	X
fcis-23018	23	2	.	.	X
fcis-23018	23	3	ant	ant	ADJ
fcis-23018	23	4	colony	colony	NOUN
fcis-23018	23	5	algorithm	algorithm	NOUN
fcis-23018	23	6	to	to	PART
fcis-23018	23	7	optimize	optimize	VERB
fcis-23018	23	8	bpnn	bpnn	NOUN
fcis-23018	23	9	-	-	PUNCT
fcis-23018	23	10	pid	pid	NOUN
fcis-23018	23	11	controller	controller	NOUN
fcis-23018	23	12	the	the	DET
fcis-23018	23	13	temperature	temperature	NOUN
fcis-23018	23	14	control	control	NOUN
fcis-23018	23	15	of	of	ADP
fcis-23018	23	16	electric	electric	ADJ
fcis-23018	23	17	heating	heating	NOUN
fcis-23018	23	18	furnace	furnace	NOUN
fcis-23018	23	19	mainly	mainly	ADV
fcis-23018	23	20	uses	use	VERB
fcis-23018	23	21	pid	pid	NOUN
fcis-23018	23	22	control	control	NOUN
fcis-23018	23	23	method	method	NOUN
fcis-23018	23	24	,	,	PUNCT
fcis-23018	23	25	which	which	PRON
fcis-23018	23	26	is	be	AUX
fcis-23018	23	27	simple	simple	ADJ
fcis-23018	23	28	and	and	CCONJ
fcis-23018	23	29	easy	easy	ADJ
fcis-23018	23	30	to	to	PART
fcis-23018	23	31	realize	realize	VERB
fcis-23018	23	32	,	,	PUNCT
fcis-23018	23	33	and	and	CCONJ
fcis-23018	23	34	can	can	AUX
fcis-23018	23	35	achieve	achieve	VERB
fcis-23018	23	36	high	high	ADJ
fcis-23018	23	37	control	control	NOUN
fcis-23018	23	38	precision	precision	NOUN
fcis-23018	23	39	for	for	ADP
fcis-23018	23	40	the	the	DET
fcis-23018	23	41	controlled	control	VERB
fcis-23018	23	42	object	object	NOUN
fcis-23018	23	43	of	of	ADP
fcis-23018	23	44	accurate	accurate	ADJ
fcis-23018	23	45	model	model	NOUN
fcis-23018	23	46	.	.	PUNCT
fcis-23018	24	1	however	however	ADV
fcis-23018	24	2	,	,	PUNCT
fcis-23018	24	3	the	the	DET
fcis-23018	24	4	temperature	temperature	NOUN
fcis-23018	24	5	characteristics	characteristic	NOUN
fcis-23018	24	6	of	of	ADP
fcis-23018	24	7	electric	electric	ADJ
fcis-23018	24	8	heating	heating	NOUN
fcis-23018	24	9	furnaces	furnace	NOUN
fcis-23018	24	10	are	be	AUX
fcis-23018	24	11	difficult	difficult	ADJ
fcis-23018	24	12	to	to	PART
fcis-23018	24	13	control	control	VERB
fcis-23018	24	14	because	because	SCONJ
fcis-23018	24	15	of	of	ADP
fcis-23018	24	16	their	their	PRON
fcis-23018	24	17	complexity	complexity	NOUN
fcis-23018	24	18	,	,	PUNCT
fcis-23018	24	19	such	such	ADJ
fcis-23018	24	20	as	as	ADP
fcis-23018	24	21	time	time	NOUN
fcis-23018	24	22	variability	variability	NOUN
fcis-23018	24	23	and	and	CCONJ
fcis-23018	24	24	hysteresis	hysteresis	NOUN
fcis-23018	24	25	.	.	PUNCT
fcis-23018	25	1	the	the	DET
fcis-23018	25	2	conventional	conventional	ADJ
fcis-23018	25	3	pid	pid	NOUN
fcis-23018	25	4	controller	controller	NOUN
fcis-23018	25	5	is	be	AUX
fcis-23018	25	6	difficult	difficult	ADJ
fcis-23018	25	7	to	to	PART
fcis-23018	25	8	satisfy	satisfy	VERB
fcis-23018	25	9	the	the	DET
fcis-23018	25	10	effect	effect	NOUN
fcis-23018	25	11	.	.	PUNCT
fcis-23018	26	1	in	in	ADP
fcis-23018	26	2	this	this	DET
fcis-23018	26	3	paper	paper	NOUN
fcis-23018	26	4	,	,	PUNCT
fcis-23018	26	5	bpnn	bpnn	NOUN
fcis-23018	26	6	-	-	PUNCT
fcis-23018	26	7	pid	pid	NOUN
fcis-23018	26	8	electric	electric	ADJ
fcis-23018	26	9	heating	heating	NOUN
fcis-23018	26	10	furnace	furnace	NOUN
fcis-23018	26	11	control	control	NOUN
fcis-23018	26	12	scheme	scheme	NOUN
fcis-23018	26	13	optimized	optimize	VERB
fcis-23018	26	14	by	by	ADP
fcis-23018	26	15	improved	improve	VERB
fcis-23018	26	16	ant	ant	ADJ
fcis-23018	26	17	colony	colony	NOUN
fcis-23018	26	18	algorithm	algorithm	NOUN
fcis-23018	26	19	is	be	AUX
fcis-23018	26	20	adopted	adopt	VERB
fcis-23018	26	21	.	.	PUNCT
fcis-23018	27	1	the	the	DET
fcis-23018	27	2	system	system	NOUN
fcis-23018	27	3	mainly	mainly	ADV
fcis-23018	27	4	consists	consist	VERB
fcis-23018	27	5	of	of	ADP
fcis-23018	27	6	three	three	NUM
fcis-23018	27	7	components	component	NOUN
fcis-23018	27	8	:	:	PUNCT
fcis-23018	27	9	at	at	ADP
fcis-23018	27	10	the	the	DET
fcis-23018	27	11	beginning	beginning	NOUN
fcis-23018	27	12	,	,	PUNCT
fcis-23018	27	13	ant	ant	ADJ
fcis-23018	27	14	colony	colony	NOUN
fcis-23018	27	15	algorithm	algorithm	NOUN
fcis-23018	27	16	is	be	AUX
fcis-23018	27	17	used	use	VERB
fcis-23018	27	18	to	to	PART
fcis-23018	27	19	optimize	optimize	VERB
fcis-23018	27	20	the	the	DET
fcis-23018	27	21	initial	initial	ADJ
fcis-23018	27	22	weight	weight	NOUN
fcis-23018	27	23	of	of	ADP
fcis-23018	27	24	bpnn	bpnn	NOUN
fcis-23018	27	25	controller	controller	NOUN
fcis-23018	27	26	;	;	PUNCT
fcis-23018	27	27	next	next	ADV
fcis-23018	27	28	,	,	PUNCT
fcis-23018	27	29	the	the	DET
fcis-23018	27	30	bpnn	bpnn	NOUN
fcis-23018	27	31	controller	controller	NOUN
fcis-23018	27	32	continuously	continuously	ADV
fcis-23018	27	33	adjusts	adjust	VERB
fcis-23018	27	34	its	its	PRON
fcis-23018	27	35	own	own	ADJ
fcis-23018	27	36	weight	weight	NOUN
fcis-23018	27	37	parameters	parameter	NOUN
fcis-23018	27	38	;	;	PUNCT
fcis-23018	27	39	finally	finally	ADV
fcis-23018	27	40	,	,	PUNCT
fcis-23018	27	41	the	the	DET
fcis-23018	27	42	parameters	parameter	NOUN
fcis-23018	27	43	of	of	ADP
fcis-23018	27	44	pid	pid	NOUN
fcis-23018	27	45	controller	controller	NOUN
fcis-23018	27	46	and	and	CCONJ
fcis-23018	27	47	sum	sum	NOUN
fcis-23018	27	48	are	be	AUX
fcis-23018	27	49	adjusted	adjust	VERB
fcis-23018	27	50	.	.	PUNCT
fcis-23018	28	1	3.1	3.1	NUM
fcis-23018	28	2	.	.	PUNCT
fcis-23018	28	3	bpnn	bpnn	PROPN
fcis-23018	28	4	controller	controller	NOUN
fcis-23018	28	5	adjusting	adjust	VERB
fcis-23018	28	6	the	the	DET
fcis-23018	28	7	parameters	parameter	NOUN
fcis-23018	28	8	of	of	ADP
fcis-23018	28	9	pid	pid	NOUN
fcis-23018	28	10	controller	controller	NOUN
fcis-23018	28	11	is	be	AUX
fcis-23018	28	12	an	an	DET
fcis-23018	28	13	important	important	ADJ
fcis-23018	28	14	step	step	NOUN
fcis-23018	28	15	to	to	PART
fcis-23018	28	16	achieve	achieve	VERB
fcis-23018	28	17	the	the	DET
fcis-23018	28	18	ideal	ideal	ADJ
fcis-23018	28	19	control	control	NOUN
fcis-23018	28	20	effect	effect	NOUN
fcis-23018	28	21	.	.	PUNCT
fcis-23018	29	1	however	however	ADV
fcis-23018	29	2	,	,	PUNCT
fcis-23018	29	3	the	the	DET
fcis-23018	29	4	traditional	traditional	ADJ
fcis-23018	29	5	pid	pid	NOUN
fcis-23018	29	6	controller	controller	NOUN
fcis-23018	29	7	can	can	AUX
fcis-23018	29	8	not	not	PART
fcis-23018	29	9	adapt	adapt	VERB
fcis-23018	29	10	itself	itself	PRON
fcis-23018	29	11	to	to	ADP
fcis-23018	29	12	the	the	DET
fcis-23018	29	13	change	change	NOUN
fcis-23018	29	14	of	of	ADP
fcis-23018	29	15	the	the	DET
fcis-23018	29	16	operating	operate	VERB
fcis-23018	29	17	condition	condition	NOUN
fcis-23018	29	18	of	of	ADP
fcis-23018	29	19	the	the	DET
fcis-23018	29	20	controlled	control	VERB
fcis-23018	29	21	system	system	NOUN
fcis-23018	29	22	[	[	X
fcis-23018	29	23	5	5	NUM
fcis-23018	29	24	]	]	PUNCT
fcis-23018	29	25	,	,	PUNCT
fcis-23018	29	26	which	which	PRON
fcis-23018	29	27	directly	directly	ADV
fcis-23018	29	28	affects	affect	VERB
fcis-23018	29	29	the	the	DET
fcis-23018	29	30	performance	performance	NOUN
fcis-23018	29	31	of	of	ADP
fcis-23018	29	32	the	the	DET
fcis-23018	29	33	control	control	NOUN
fcis-23018	29	34	system	system	NOUN
fcis-23018	29	35	.	.	PUNCT
fcis-23018	30	1	(	(	PUNCT
fcis-23018	30	2	)	)	PUNCT
fcis-23018	30	3	r	r	NOUN
fcis-23018	30	4	t	t	NOUN
fcis-23018	30	5			NOUN
fcis-23018	30	6	executive	executive	NOUN
fcis-23018	30	7	mechanism	mechanism	NOUN
fcis-23018	30	8	controlled	control	VERB
fcis-23018	30	9	object	object	NOUN
fcis-23018	30	10	measuring	measure	VERB
fcis-23018	30	11	transmitter	transmitter	NOUN
fcis-23018	30	12	e	e	PROPN
fcis-23018	30	13	u	u	NUM
fcis-23018	30	14	bpnn	bpnn	NOUN
fcis-23018	30	15	-	-	PUNCT
fcis-23018	30	16	pid	pid	NOUN
fcis-23018	30	17	controller	controller	NOUN
fcis-23018	30	18	(	(	PUNCT
fcis-23018	30	19	)	)	PUNCT
fcis-23018	30	20	y	y	PROPN
fcis-23018	30	21	t	t	PROPN
fcis-23018	30	22	figure	figure	NOUN
fcis-23018	30	23	2	2	NUM
fcis-23018	30	24	.	.	PUNCT
fcis-23018	30	25	bpnn	bpnn	NOUN
fcis-23018	30	26	-	-	PUNCT
fcis-23018	30	27	pid	pid	NOUN
fcis-23018	30	28	control	control	NOUN
fcis-23018	30	29	system	system	NOUN
fcis-23018	30	30	structure	structure	NOUN
fcis-23018	30	31	block	block	NOUN
fcis-23018	30	32	diagram	diagram	NOUN
fcis-23018	30	33	firstly	firstly	ADV
fcis-23018	30	34	,	,	PUNCT
fcis-23018	30	35	the	the	DET
fcis-23018	30	36	temperature	temperature	NOUN
fcis-23018	30	37	transmitter	transmitter	NOUN
fcis-23018	30	38	is	be	AUX
fcis-23018	30	39	used	use	VERB
fcis-23018	30	40	to	to	PART
fcis-23018	30	41	obtain	obtain	VERB
fcis-23018	30	42	the	the	DET
fcis-23018	30	43	deviation	deviation	NOUN
fcis-23018	30	44	e	e	NOUN
fcis-23018	30	45	after	after	ADP
fcis-23018	30	46	the	the	DET
fcis-23018	30	47	superposition	superposition	NOUN
fcis-23018	30	48	of	of	ADP
fcis-23018	30	49	the	the	DET
fcis-23018	30	50	preset	preset	ADJ
fcis-23018	30	51			NOUN
fcis-23018	30	52	r	r	DET
fcis-23018	30	53	t	t	NOUN
fcis-23018	30	54	and	and	CCONJ
fcis-23018	30	55	the	the	DET
fcis-23018	30	56	unit	unit	NOUN
fcis-23018	30	57	negative	negative	ADJ
fcis-23018	30	58	feedback	feedback	NOUN
fcis-23018	30	59			NOUN
fcis-23018	30	60	y	y	PROPN
fcis-23018	30	61	t	t	PROPN
fcis-23018	30	62	.	.	PUNCT
fcis-23018	31	1	as	as	ADP
fcis-23018	31	2	the	the	DET
fcis-23018	31	3	input	input	NOUN
fcis-23018	31	4	of	of	ADP
fcis-23018	31	5	the	the	DET
fcis-23018	31	6	bpnnpid	bpnnpid	ADJ
fcis-23018	31	7	controller	controller	NOUN
fcis-23018	31	8	,	,	PUNCT
fcis-23018	31	9	the	the	DET
fcis-23018	31	10	neural	neural	ADJ
fcis-23018	31	11	network	network	NOUN
fcis-23018	31	12	is	be	AUX
fcis-23018	31	13	used	use	VERB
fcis-23018	31	14	to	to	PART
fcis-23018	31	15	continuously	continuously	ADV
fcis-23018	31	16	adjust	adjust	VERB
fcis-23018	31	17	the	the	DET
fcis-23018	31	18	weight	weight	NOUN
fcis-23018	31	19	parameters	parameter	NOUN
fcis-23018	31	20	,	,	PUNCT
fcis-23018	31	21	optimize	optimize	VERB
fcis-23018	31	22	and	and	CCONJ
fcis-23018	31	23	adjust	adjust	VERB
fcis-23018	31	24	the	the	DET
fcis-23018	31	25	three	three	NUM
fcis-23018	31	26	parameters	parameter	NOUN
fcis-23018	31	27	of	of	ADP
fcis-23018	31	28	the	the	DET
fcis-23018	31	29	pid	pid	NOUN
fcis-23018	31	30	output	output	NOUN
fcis-23018	31	31	in	in	ADP
fcis-23018	31	32	real	real	ADJ
fcis-23018	31	33	time	time	NOUN
fcis-23018	31	34	,	,	PUNCT
fcis-23018	31	35	and	and	CCONJ
fcis-23018	31	36	apply	apply	VERB
fcis-23018	31	37	the	the	DET
fcis-23018	31	38	optimized	optimize	VERB
fcis-23018	31	39	parameters	parameter	NOUN
fcis-23018	31	40	to	to	ADP
fcis-23018	31	41	the	the	DET
fcis-23018	31	42	electric	electric	ADJ
fcis-23018	31	43	heating	heating	NOUN
fcis-23018	31	44	furnace	furnace	NOUN
fcis-23018	31	45	to	to	PART
fcis-23018	31	46	meet	meet	VERB
fcis-23018	31	47	the	the	DET
fcis-23018	31	48	expected	expect	VERB
fcis-23018	31	49	requirements	requirement	NOUN
fcis-23018	31	50	.	.	PUNCT
fcis-23018	32	1	3.1.1	3.1.1	X
fcis-23018	32	2	.	.	PUNCT
fcis-23018	33	1	introduction	introduction	NOUN
fcis-23018	33	2	to	to	ADP
fcis-23018	33	3	bpnn	bpnn	NOUN
fcis-23018	33	4	controller	controller	VERB
fcis-23018	33	5	the	the	DET
fcis-23018	33	6	bpnn	bpnn	NOUN
fcis-23018	33	7	controller	controller	NOUN
fcis-23018	33	8	structure	structure	NOUN
fcis-23018	33	9	used	use	VERB
fcis-23018	33	10	in	in	ADP
fcis-23018	33	11	this	this	DET
fcis-23018	33	12	study	study	NOUN
fcis-23018	33	13	is	be	AUX
fcis-23018	33	14	a	a	DET
fcis-23018	33	15	3	3	NUM
fcis-23018	33	16	-	-	SYM
fcis-23018	33	17	5	5	NUM
fcis-23018	33	18	-	-	SYM
fcis-23018	33	19	3	3	NUM
fcis-23018	33	20	network	network	NOUN
fcis-23018	33	21	with	with	ADP
fcis-23018	33	22	three	three	NUM
fcis-23018	33	23	input	input	NOUN
fcis-23018	33	24	nodes	node	NOUN
fcis-23018	33	25	[	[	X
fcis-23018	33	26	6	6	NUM
fcis-23018	33	27	]	]	PUNCT
fcis-23018	33	28	corresponding	correspond	VERB
fcis-23018	33	29	to	to	PART
fcis-23018	33	30	set	set	VERB
fcis-23018	33	31	value	value	NOUN
fcis-23018	33	32			NOUN
fcis-23018	33	33	r	r	PRON
fcis-23018	33	34	t	t	NOUN
fcis-23018	33	35	,	,	PUNCT
fcis-23018	33	36	process	process	NOUN
fcis-23018	33	37	value	value	NOUN
fcis-23018	33	38			PROPN
fcis-23018	33	39	y	y	PROPN
fcis-23018	33	40	t	t	NOUN
fcis-23018	33	41	,	,	PUNCT
fcis-23018	33	42	and	and	CCONJ
fcis-23018	33	43	deviation	deviation	NOUN
fcis-23018	33	44	(	(	PUNCT
fcis-23018	33	45	)	)	PUNCT
fcis-23018	33	46	e	e	X
fcis-23018	33	47	k	k	PROPN
fcis-23018	33	48	.	.	PUNCT
fcis-23018	34	1	at	at	ADP
fcis-23018	34	2	the	the	DET
fcis-23018	34	3	same	same	ADJ
fcis-23018	34	4	time	time	NOUN
fcis-23018	34	5	,	,	PUNCT
fcis-23018	34	6	it	it	PRON
fcis-23018	34	7	also	also	ADV
fcis-23018	34	8	includes	include	VERB
fcis-23018	34	9	three	three	NUM
fcis-23018	34	10	output	output	NOUN
fcis-23018	34	11	nodes	node	NOUN
fcis-23018	34	12	,	,	PUNCT
fcis-23018	34	13	which	which	PRON
fcis-23018	34	14	are	be	AUX
fcis-23018	34	15	suitable	suitable	ADJ
fcis-23018	34	16	for	for	ADP
fcis-23018	34	17	the	the	DET
fcis-23018	34	18	proportional	proportional	ADJ
fcis-23018	34	19	coefficient	coefficient	NOUN
fcis-23018	34	20	pk	pk	NOUN
fcis-23018	34	21	,	,	PUNCT
fcis-23018	34	22	the	the	DET
fcis-23018	34	23	integration	integration	NOUN
fcis-23018	34	24	time	time	NOUN
fcis-23018	34	25	ik	ik	PROPN
fcis-23018	34	26	,	,	PUNCT
fcis-23018	34	27	and	and	CCONJ
fcis-23018	34	28	the	the	DET
fcis-23018	34	29	differential	differential	ADJ
fcis-23018	34	30	time	time	NOUN
fcis-23018	34	31	dk	dk	PROPN
fcis-23018	34	32	of	of	ADP
fcis-23018	34	33	the	the	DET
fcis-23018	34	34	pid	pid	NOUN
fcis-23018	34	35	controller	controller	NOUN
fcis-23018	34	36	.	.	PUNCT
fcis-23018	35	1	the	the	DET
fcis-23018	35	2	detailed	detailed	ADJ
fcis-23018	35	3	structure	structure	NOUN
fcis-23018	35	4	is	be	AUX
fcis-23018	35	5	shown	show	VERB
fcis-23018	35	6	in	in	ADP
fcis-23018	35	7	figure	figure	NOUN
fcis-23018	35	8	3	3	NUM
fcis-23018	35	9	.	.	PUNCT
fcis-23018	35	10	with	with	ADP
fcis-23018	35	11	this	this	DET
fcis-23018	35	12	network	network	NOUN
fcis-23018	35	13	,	,	PUNCT
fcis-23018	35	14	the	the	DET
fcis-23018	35	15	parameters	parameter	NOUN
fcis-23018	35	16	of	of	ADP
fcis-23018	35	17	pid	pid	NOUN
fcis-23018	35	18	controller	controller	NOUN
fcis-23018	35	19	can	can	AUX
fcis-23018	35	20	be	be	AUX
fcis-23018	35	21	adjusted	adjust	VERB
fcis-23018	35	22	adaptively	adaptively	ADV
fcis-23018	35	23	.	.	PUNCT
fcis-23018	36	1	figure	figure	VERB
fcis-23018	36	2	3	3	NUM
fcis-23018	36	3	.	.	PUNCT
fcis-23018	36	4	bpnn	bpnn	PROPN
fcis-23018	36	5	structure	structure	PROPN
fcis-23018	36	6	diagram	diagram	PROPN
fcis-23018	36	7	3.1.2	3.1.2	NUM
fcis-23018	36	8	.	.	PUNCT
fcis-23018	36	9	bpnn	bpnn	NOUN
fcis-23018	36	10	-	-	PUNCT
fcis-23018	36	11	pid	pid	NOUN
fcis-23018	36	12	control	control	NOUN
fcis-23018	36	13	algorithm	algorithm	PROPN
fcis-23018	36	14	the	the	DET
fcis-23018	36	15	traditional	traditional	ADJ
fcis-23018	36	16	pid	pid	NOUN
fcis-23018	36	17	controller	controller	NOUN
fcis-23018	36	18	works	work	VERB
fcis-23018	36	19	by	by	ADP
fcis-23018	36	20	adjusting	adjust	VERB
fcis-23018	36	21	the	the	DET
fcis-23018	36	22	parameters	parameter	NOUN
fcis-23018	36	23	of	of	ADP
fcis-23018	36	24	pk	pk	PROPN
fcis-23018	36	25	,	,	PUNCT
fcis-23018	36	26	ik	ik	PROPN
fcis-23018	36	27	and	and	CCONJ
fcis-23018	36	28	dk	dk	PROPN
fcis-23018	36	29	.	.	PUNCT
fcis-23018	37	1	to	to	PART
fcis-23018	37	2	make	make	VERB
fcis-23018	37	3	the	the	DET
fcis-23018	37	4	temperature	temperature	NOUN
fcis-23018	37	5	system	system	NOUN
fcis-23018	37	6	have	have	VERB
fcis-23018	37	7	a	a	DET
fcis-23018	37	8	good	good	ADJ
fcis-23018	37	9	closed	closed	ADJ
fcis-23018	37	10	-	-	PUNCT
fcis-23018	37	11	loop	loop	NOUN
fcis-23018	37	12	control	control	NOUN
fcis-23018	37	13	performance	performance	NOUN
fcis-23018	38	1	[	[	X
fcis-23018	38	2	7	7	NUM
fcis-23018	38	3	]	]	PUNCT
fcis-23018	38	4	,	,	PUNCT
fcis-23018	38	5	pid	pid	NOUN
fcis-23018	38	6	control	control	NOUN
fcis-23018	38	7	algorithm	algorithm	PROPN
fcis-23018	38	8	adjusts	adjust	VERB
fcis-23018	38	9	the	the	DET
fcis-23018	38	10	output	output	NOUN
fcis-23018	38	11	of	of	ADP
fcis-23018	38	12	the	the	DET
fcis-23018	38	13	controller	controller	NOUN
fcis-23018	38	14	according	accord	VERB
fcis-23018	38	15	to	to	ADP
fcis-23018	38	16	the	the	DET
fcis-23018	38	17	difference	difference	NOUN
fcis-23018	38	18	between	between	ADP
fcis-23018	38	19	the	the	DET
fcis-23018	38	20	output	output	NOUN
fcis-23018	38	21	of	of	ADP
fcis-23018	38	22	the	the	DET
fcis-23018	38	23	execution	execution	NOUN
fcis-23018	38	24	object	object	NOUN
fcis-23018	38	25	and	and	CCONJ
fcis-23018	38	26	the	the	DET
fcis-23018	38	27	expected	expect	VERB
fcis-23018	38	28	value	value	NOUN
fcis-23018	38	29	.	.	PUNCT
fcis-23018	39	1	bpnn	bpnn	PROPN
fcis-23018	39	2	controller	controller	NOUN
fcis-23018	39	3	is	be	AUX
fcis-23018	39	4	mainly	mainly	ADV
fcis-23018	39	5	divided	divide	VERB
fcis-23018	39	6	into	into	ADP
fcis-23018	39	7	forward	forward	ADJ
fcis-23018	39	8	propagation	propagation	NOUN
fcis-23018	39	9	type	type	NOUN
fcis-23018	39	10	and	and	CCONJ
fcis-23018	39	11	back	back	NOUN
fcis-23018	39	12	propagation	propagation	NOUN
fcis-23018	39	13	type	type	NOUN
fcis-23018	39	14	of	of	ADP
fcis-23018	39	15	error	error	NOUN
fcis-23018	39	16	neural	neural	ADJ
fcis-23018	39	17	network	network	NOUN
fcis-23018	39	18	.	.	PUNCT
fcis-23018	40	1	forward	forward	ADJ
fcis-23018	40	2	propagation	propagation	NOUN
fcis-23018	40	3	is	be	AUX
fcis-23018	40	4	used	use	VERB
fcis-23018	40	5	to	to	PART
fcis-23018	40	6	deal	deal	VERB
fcis-23018	40	7	with	with	ADP
fcis-23018	40	8	classification	classification	NOUN
fcis-23018	40	9	and	and	CCONJ
fcis-23018	40	10	regression	regression	NOUN
fcis-23018	40	11	problems	problem	NOUN
fcis-23018	40	12	.	.	PUNCT
fcis-23018	41	1	back	back	ADJ
fcis-23018	41	2	propagation	propagation	NOUN
fcis-23018	41	3	is	be	AUX
fcis-23018	41	4	a	a	DET
fcis-23018	41	5	method	method	NOUN
fcis-23018	41	6	to	to	PART
fcis-23018	41	7	adjust	adjust	VERB
fcis-23018	41	8	bpnn	bpnn	NOUN
fcis-23018	41	9	controller	controller	NOUN
fcis-23018	41	10	by	by	ADP
fcis-23018	41	11	calculating	calculate	VERB
fcis-23018	41	12	gradient	gradient	NOUN
fcis-23018	41	13	[	[	X
fcis-23018	41	14	8	8	NUM
fcis-23018	41	15	]	]	PUNCT
fcis-23018	41	16	,	,	PUNCT
fcis-23018	41	17	and	and	CCONJ
fcis-23018	41	18	transfer	transfer	VERB
fcis-23018	41	19	errors	error	NOUN
fcis-23018	41	20	from	from	ADP
fcis-23018	41	21	output	output	NOUN
fcis-23018	41	22	layer	layer	NOUN
fcis-23018	41	23	to	to	ADP
fcis-23018	41	24	hidden	hide	VERB
fcis-23018	41	25	layer	layer	NOUN
fcis-23018	41	26	and	and	CCONJ
fcis-23018	41	27	input	input	NOUN
fcis-23018	41	28	layer	layer	NOUN
fcis-23018	41	29	to	to	PART
fcis-23018	41	30	update	update	VERB
fcis-23018	41	31	network	network	NOUN
fcis-23018	41	32	weights	weight	NOUN
fcis-23018	41	33	and	and	CCONJ
fcis-23018	41	34	thresholds	threshold	NOUN
fcis-23018	41	35	.	.	PUNCT
fcis-23018	42	1	forward	forward	ADJ
fcis-23018	42	2	propagation	propagation	NOUN
fcis-23018	42	3	is	be	AUX
fcis-23018	42	4	used	use	VERB
fcis-23018	42	5	to	to	PART
fcis-23018	42	6	calculate	calculate	VERB
fcis-23018	42	7	the	the	DET
fcis-23018	42	8	output	output	NOUN
fcis-23018	42	9	of	of	ADP
fcis-23018	42	10	the	the	DET
fcis-23018	42	11	network	network	NOUN
fcis-23018	42	12	,	,	PUNCT
fcis-23018	42	13	while	while	SCONJ
fcis-23018	42	14	back	back	ADJ
fcis-23018	42	15	propagation	propagation	NOUN
fcis-23018	42	16	is	be	AUX
fcis-23018	42	17	used	use	VERB
fcis-23018	42	18	to	to	PART
fcis-23018	42	19	adjust	adjust	VERB
fcis-23018	42	20	the	the	DET
fcis-23018	42	21	parameter	parameter	NOUN
fcis-23018	42	22	deviation	deviation	NOUN
fcis-23018	42	23	so	so	SCONJ
fcis-23018	42	24	that	that	SCONJ
fcis-23018	42	25	the	the	DET
fcis-23018	42	26	network	network	NOUN
fcis-23018	42	27	can	can	AUX
fcis-23018	42	28	better	well	ADV
fcis-23018	42	29	optimize	optimize	VERB
fcis-23018	42	30	the	the	DET
fcis-23018	42	31	output	output	NOUN
fcis-23018	42	32	effect	effect	NOUN
fcis-23018	42	33	.	.	PUNCT
fcis-23018	43	1	1	1	X
fcis-23018	43	2	.	.	X
fcis-23018	43	3	forward	forward	ADJ
fcis-23018	43	4	propagation	propagation	NOUN
fcis-23018	43	5	network	network	NOUN
fcis-23018	43	6	bpnn	bpnn	NOUN
fcis-23018	43	7	input	input	NOUN
fcis-23018	43	8	layer	layer	NOUN
fcis-23018	43	9	function	function	NOUN
fcis-23018	43	10	:	:	PUNCT
fcis-23018	43	11	(	(	PUNCT
fcis-23018	43	12	1	1	X
fcis-23018	43	13	)	)	PUNCT
fcis-23018	43	14	(	(	PUNCT
fcis-23018	43	15	)	)	PUNCT
fcis-23018	43	16	jo	jo	PROPN
fcis-23018	43	17	x	x	PUNCT
fcis-23018	43	18	j	j	PROPN
fcis-23018	43	19	(	(	PUNCT
fcis-23018	43	20	1,2,3)j	1,2,3)j	NUM
fcis-23018	43	21			NOUN
fcis-23018	43	22	(	(	PUNCT
fcis-23018	43	23	1	1	NUM
fcis-23018	43	24	)	)	PUNCT
fcis-23018	43	25	in	in	ADP
fcis-23018	43	26	the	the	DET
fcis-23018	43	27	formula	formula	NOUN
fcis-23018	43	28	,	,	PUNCT
fcis-23018	43	29	x	x	X
fcis-23018	43	30	is	be	AUX
fcis-23018	43	31	the	the	DET
fcis-23018	43	32	input	input	NOUN
fcis-23018	43	33	layer	layer	NOUN
fcis-23018	43	34	neuron	neuron	PROPN
fcis-23018	43	35	.	.	PUNCT
fcis-23018	44	1	bpnn	bpnn	PROPN
fcis-23018	44	2	hidden	hide	VERB
fcis-23018	44	3	layer	layer	NOUN
fcis-23018	44	4	input	input	NOUN
fcis-23018	44	5	function	function	NOUN
fcis-23018	44	6	:	:	PUNCT
fcis-23018	44	7	3	3	NUM
fcis-23018	44	8	(	(	PUNCT
fcis-23018	44	9	2	2	NUM
fcis-23018	44	10	)	)	PUNCT
fcis-23018	44	11	(	(	PUNCT
fcis-23018	44	12	2	2	NUM
fcis-23018	44	13	)	)	PUNCT
fcis-23018	44	14	(	(	PUNCT
fcis-23018	44	15	1	1	X
fcis-23018	44	16	)	)	PUNCT
fcis-23018	44	17	1	1	NUM
fcis-23018	44	18	(	(	PUNCT
fcis-23018	44	19	)	)	PUNCT
fcis-23018	44	20	*	*	PUNCT
fcis-23018	45	1	(	(	PUNCT
fcis-23018	45	2	)	)	PUNCT
fcis-23018	45	3	i	i	PRON
fcis-23018	45	4	ij	ij	VERB
fcis-23018	45	5	j	j	PROPN
fcis-23018	46	1	i	i	PRON
fcis-23018	46	2	net	net	PROPN
fcis-23018	47	1	k	k	PROPN
fcis-23018	47	2	w	w	PROPN
fcis-23018	47	3	o	o	X
fcis-23018	48	1	k	k	NOUN
fcis-23018	49	1			NUM
fcis-23018	49	2			PROPN
fcis-23018	49	3	(	(	PUNCT
fcis-23018	49	4	2	2	NUM
fcis-23018	49	5	)	)	PUNCT
fcis-23018	49	6	bpnn	bpnn	NOUN
fcis-23018	49	7	hidden	hide	VERB
fcis-23018	49	8	layer	layer	NOUN
fcis-23018	49	9	output	output	NOUN
fcis-23018	49	10	function	function	NOUN
fcis-23018	49	11	:	:	PUNCT
fcis-23018	49	12	(	(	PUNCT
fcis-23018	49	13	2	2	X
fcis-23018	49	14	)	)	PUNCT
fcis-23018	49	15	2	2	NUM
fcis-23018	49	16	(	(	PUNCT
fcis-23018	49	17	)	)	PUNCT
fcis-23018	49	18	[	[	PUNCT
fcis-23018	49	19	]	]	X
fcis-23018	49	20	i	i	NOUN
fcis-23018	49	21	io	io	PROPN
fcis-23018	49	22	k	k	PROPN
fcis-23018	49	23	f	f	PROPN
fcis-23018	49	24	net	net	PROPN
fcis-23018	49	25	k	k	PROPN
fcis-23018	49	26	（	（	PUNCT
fcis-23018	50	1	）	）	PUNCT
fcis-23018	50	2	（	（	PUNCT
fcis-23018	50	3	）	）	PUNCT
fcis-23018	51	1	(	(	PUNCT
fcis-23018	51	2	1,2	1,2	NUM
fcis-23018	51	3	5)i	5)i	NUM
fcis-23018	51	4			NUM
fcis-23018	51	5			NOUN
fcis-23018	51	6	(	(	PUNCT
fcis-23018	51	7	3	3	NUM
fcis-23018	51	8	)	)	PUNCT
fcis-23018	51	9	the	the	DET
fcis-23018	51	10	hidden	hide	VERB
fcis-23018	51	11	layer	layer	NOUN
fcis-23018	51	12	weight	weight	NOUN
fcis-23018	51	13	coefficient	coefficient	NOUN
fcis-23018	51	14	of	of	ADP
fcis-23018	51	15	bpnn	bpnn	NOUN
fcis-23018	51	16	can	can	AUX
fcis-23018	51	17	be	be	AUX
fcis-23018	51	18	expressed	express	VERB
fcis-23018	51	19	as	as	ADP
fcis-23018	51	20	(	(	PUNCT
fcis-23018	51	21	2	2	NUM
fcis-23018	51	22	)	)	PUNCT
fcis-23018	51	23	ijw	ijw	NOUN
fcis-23018	51	24	,	,	PUNCT
fcis-23018	51	25	and	and	CCONJ
fcis-23018	51	26	the	the	DET
fcis-23018	51	27	upper	upper	ADJ
fcis-23018	51	28	corner	corner	NOUN
fcis-23018	51	29	marks	mark	NOUN
fcis-23018	51	30	(	(	PUNCT
fcis-23018	51	31	1	1	NUM
fcis-23018	51	32	)	)	PUNCT
fcis-23018	51	33	,	,	PUNCT
fcis-23018	51	34	(	(	PUNCT
fcis-23018	51	35	2	2	X
fcis-23018	51	36	)	)	PUNCT
fcis-23018	51	37	and	and	CCONJ
fcis-23018	51	38	(	(	PUNCT
fcis-23018	51	39	3	3	X
fcis-23018	51	40	)	)	PUNCT
fcis-23018	51	41	respectively	respectively	ADV
fcis-23018	51	42	represent	represent	VERB
fcis-23018	51	43	the	the	DET
fcis-23018	51	44	input	input	NOUN
fcis-23018	51	45	layer	layer	NOUN
fcis-23018	51	46	,	,	PUNCT
fcis-23018	51	47	hidden	hide	VERB
fcis-23018	51	48	layer	layer	NOUN
fcis-23018	51	49	and	and	CCONJ
fcis-23018	51	50	output	output	NOUN
fcis-23018	51	51	layer	layer	NOUN
fcis-23018	51	52	of	of	ADP
fcis-23018	51	53	the	the	DET
fcis-23018	51	54	neural	neural	ADJ
fcis-23018	51	55	network	network	NOUN
fcis-23018	51	56	.	.	PUNCT
fcis-23018	52	1	the	the	DET
fcis-23018	52	2	sigmoid	sigmoid	NOUN
fcis-23018	52	3	function	function	NOUN
fcis-23018	52	4	is	be	AUX
fcis-23018	52	5	usually	usually	ADV
fcis-23018	52	6	chosen	choose	VERB
fcis-23018	52	7	as	as	SCONJ
fcis-23018	52	8	the	the	DET
fcis-23018	52	9	activation	activation	NOUN
fcis-23018	52	10	function	function	VERB
fcis-23018	52	11	to	to	PART
fcis-23018	52	12	activate	activate	VERB
fcis-23018	52	13	the	the	DET
fcis-23018	52	14	output	output	NOUN
fcis-23018	52	15	of	of	ADP
fcis-23018	52	16	the	the	DET
fcis-23018	52	17	hidden	hide	VERB
fcis-23018	52	18	layer	layer	NOUN
fcis-23018	52	19	neurons	neuron	NOUN
fcis-23018	52	20	:	:	PUNCT
fcis-23018	52	21	(	(	PUNCT
fcis-23018	52	22	)	)	PUNCT
fcis-23018	52	23	tanh	tanh	NOUN
fcis-23018	52	24	(	(	PUNCT
fcis-23018	52	25	)	)	PUNCT
fcis-23018	52	26	(	(	PUNCT
fcis-23018	52	27	)	)	PUNCT
fcis-23018	52	28	/	/	SYM
fcis-23018	52	29	(	(	PUNCT
fcis-23018	52	30	)	)	PUNCT
fcis-23018	52	31	x	x	SYM
fcis-23018	52	32	x	x	PUNCT
fcis-23018	52	33	x	x	PUNCT
fcis-23018	52	34	xf	xf	NOUN
fcis-23018	52	35	x	x	PUNCT
fcis-23018	52	36	x	x	PUNCT
fcis-23018	52	37	e	e	X
fcis-23018	52	38	e	e	X
fcis-23018	52	39	e	e	VERB
fcis-23018	52	40	e	e	NOUN
fcis-23018	52	41			ADJ
fcis-23018	52	42			PROPN
fcis-23018	52	43			PROPN
fcis-23018	52	44			X
fcis-23018	52	45	(	(	PUNCT
fcis-23018	52	46	4	4	X
fcis-23018	52	47	)	)	PUNCT
fcis-23018	52	48	92	92	NUM
fcis-23018	52	49	bpnn	bpnn	NOUN
fcis-23018	52	50	output	output	NOUN
fcis-23018	52	51	layer	layer	NOUN
fcis-23018	52	52	input	input	NOUN
fcis-23018	52	53	function	function	NOUN
fcis-23018	52	54	:	:	PUNCT
fcis-23018	52	55	5	5	NUM
fcis-23018	52	56	(	(	PUNCT
fcis-23018	52	57	3	3	NUM
fcis-23018	52	58	)	)	PUNCT
fcis-23018	52	59	(	(	PUNCT
fcis-23018	52	60	3	3	X
fcis-23018	52	61	)	)	PUNCT
fcis-23018	52	62	(	(	PUNCT
fcis-23018	52	63	2	2	X
fcis-23018	52	64	)	)	PUNCT
fcis-23018	52	65	1	1	NUM
fcis-23018	52	66	(	(	PUNCT
fcis-23018	52	67	)	)	PUNCT
fcis-23018	52	68	*	*	PUNCT
fcis-23018	53	1	(	(	PUNCT
fcis-23018	53	2	)	)	PUNCT
fcis-23018	53	3	l	l	NOUN
fcis-23018	53	4	li	li	PROPN
fcis-23018	54	1	i	i	PRON
fcis-23018	54	2	i	i	PRON
fcis-23018	54	3	net	net	NOUN
fcis-23018	55	1	k	k	PROPN
fcis-23018	55	2	w	w	PROPN
fcis-23018	55	3	o	o	X
fcis-23018	56	1	k	k	NOUN
fcis-23018	57	1			NUM
fcis-23018	57	2			PROPN
fcis-23018	57	3	(	(	PUNCT
fcis-23018	57	4	1,2,3)l	1,2,3)l	NUM
fcis-23018	57	5			NOUN
fcis-23018	57	6	(	(	PUNCT
fcis-23018	57	7	5	5	NUM
fcis-23018	57	8	)	)	PUNCT
fcis-23018	57	9	in	in	ADP
fcis-23018	57	10	the	the	DET
fcis-23018	57	11	formula	formula	NOUN
fcis-23018	57	12	:	:	PUNCT
fcis-23018	57	13	(	(	PUNCT
fcis-23018	57	14	3	3	X
fcis-23018	57	15	)	)	PUNCT
fcis-23018	57	16	liw	liw	PROPN
fcis-23018	58	1	the	the	DET
fcis-23018	58	2	coefficient	coefficient	NOUN
fcis-23018	58	3	represents	represent	VERB
fcis-23018	58	4	the	the	DET
fcis-23018	58	5	weight	weight	NOUN
fcis-23018	58	6	of	of	ADP
fcis-23018	58	7	the	the	DET
fcis-23018	58	8	output	output	NOUN
fcis-23018	58	9	layer	layer	NOUN
fcis-23018	58	10	of	of	ADP
fcis-23018	58	11	bpnn	bpnn	NOUN
fcis-23018	58	12	,	,	PUNCT
fcis-23018	58	13	and	and	CCONJ
fcis-23018	58	14	the	the	DET
fcis-23018	58	15	activation	activation	NOUN
fcis-23018	58	16	function	function	NOUN
fcis-23018	58	17	of	of	ADP
fcis-23018	58	18	the	the	DET
fcis-23018	58	19	output	output	NOUN
fcis-23018	58	20	layer	layer	NOUN
fcis-23018	58	21	selects	select	VERB
fcis-23018	58	22	the	the	DET
fcis-23018	58	23	non	non	ADJ
fcis-23018	58	24	-	-	ADJ
fcis-23018	58	25	negative	negative	ADJ
fcis-23018	58	26	sigmoid	sigmoid	NOUN
fcis-23018	58	27	function	function	NOUN
fcis-23018	58	28	:	:	PUNCT
fcis-23018	58	29	(	(	PUNCT
fcis-23018	58	30	)	)	PUNCT
fcis-23018	58	31	1/	1/	NUM
fcis-23018	58	32	2(1	2(1	NUM
fcis-23018	58	33	tanh	tanh	NOUN
fcis-23018	58	34	(	(	PUNCT
fcis-23018	58	35	)	)	PUNCT
fcis-23018	58	36	)	)	PUNCT
fcis-23018	58	37	/x	/x	PUNCT
fcis-23018	59	1	x	x	PUNCT
fcis-23018	59	2	xg	xg	NOUN
fcis-23018	59	3	x	x	PUNCT
fcis-23018	59	4	x	x	PUNCT
fcis-23018	59	5	e	e	X
fcis-23018	59	6	e	e	ADP
fcis-23018	59	7	e	e	PROPN
fcis-23018	59	8			ADV
fcis-23018	59	9			NUM
fcis-23018	59	10			NOUN
fcis-23018	59	11	(	(	PUNCT
fcis-23018	59	12	6	6	NUM
fcis-23018	59	13	)	)	PUNCT
fcis-23018	59	14	bpnn	bpnn	NOUN
fcis-23018	59	15	output	output	NOUN
fcis-23018	59	16	layer	layer	NOUN
fcis-23018	59	17	output	output	NOUN
fcis-23018	59	18	function	function	NOUN
fcis-23018	59	19	:	:	PUNCT
fcis-23018	59	20	(	(	PUNCT
fcis-23018	59	21	3	3	X
fcis-23018	59	22	)	)	PUNCT
fcis-23018	59	23	(	(	PUNCT
fcis-23018	59	24	3	3	NUM
fcis-23018	59	25	)	)	PUNCT
fcis-23018	59	26	(	(	PUNCT
fcis-23018	59	27	)	)	PUNCT
fcis-23018	59	28	[	[	PUNCT
fcis-23018	59	29	(	(	PUNCT
fcis-23018	59	30	)	)	PUNCT
fcis-23018	59	31	]	]	PUNCT
fcis-23018	59	32	l	l	X
fcis-23018	60	1	lo	lo	NOUN
fcis-23018	60	2	k	k	PROPN
fcis-23018	60	3	g	g	PROPN
fcis-23018	60	4	net	net	PROPN
fcis-23018	60	5	k	k	PROPN
fcis-23018	60	6	(	(	PUNCT
fcis-23018	60	7	1,2,3)l	1,2,3)l	NUM
fcis-23018	60	8			NOUN
fcis-23018	60	9	(	(	PUNCT
fcis-23018	60	10	7	7	NUM
fcis-23018	60	11	)	)	PUNCT
fcis-23018	60	12	in	in	ADP
fcis-23018	60	13	formula	formula	NOUN
fcis-23018	60	14	(	(	PUNCT
fcis-23018	60	15	7	7	NUM
fcis-23018	60	16	):	):	PUNCT
fcis-23018	60	17	(	(	PUNCT
fcis-23018	60	18	3	3	X
fcis-23018	60	19	)	)	PUNCT
fcis-23018	60	20	1	1	NUM
fcis-23018	60	21	(	(	PUNCT
fcis-23018	60	22	)	)	PUNCT
fcis-23018	60	23	po	po	PROPN
fcis-23018	61	1	k	k	PROPN
fcis-23018	61	2	k	k	PROPN
fcis-23018	61	3	,	,	PUNCT
fcis-23018	61	4	(	(	PUNCT
fcis-23018	61	5	3	3	X
fcis-23018	61	6	)	)	SYM
fcis-23018	61	7	2	2	NUM
fcis-23018	61	8	(	(	PUNCT
fcis-23018	61	9	)	)	PUNCT
fcis-23018	61	10	io	io	PROPN
fcis-23018	62	1	k	k	PROPN
fcis-23018	62	2	k	k	PROPN
fcis-23018	62	3	,	,	PUNCT
fcis-23018	62	4	(	(	PUNCT
fcis-23018	62	5	3	3	X
fcis-23018	62	6	)	)	PUNCT
fcis-23018	62	7	3	3	NUM
fcis-23018	62	8	(	(	PUNCT
fcis-23018	62	9	)	)	PUNCT
fcis-23018	62	10	do	do	AUX
fcis-23018	62	11	k	k	PROPN
fcis-23018	62	12	k	k	PROPN
fcis-23018	62	13	.	.	PUNCT
fcis-23018	63	1	2	2	X
fcis-23018	63	2	.	.	X
fcis-23018	63	3	error	error	NOUN
fcis-23018	63	4	backpropagation	backpropagation	NOUN
fcis-23018	63	5	network	network	NOUN
fcis-23018	63	6	expected	expect	VERB
fcis-23018	63	7	error	error	NOUN
fcis-23018	63	8	performance	performance	NOUN
fcis-23018	63	9	index	index	NOUN
fcis-23018	63	10	criterion	criterion	NOUN
fcis-23018	63	11	:	:	PUNCT
fcis-23018	63	12	2	2	NUM
fcis-23018	63	13	(	(	PUNCT
fcis-23018	63	14	)	)	PUNCT
fcis-23018	63	15	(	(	PUNCT
fcis-23018	63	16	(	(	PUNCT
fcis-23018	63	17	)	)	PUNCT
fcis-23018	63	18	(	(	PUNCT
fcis-23018	63	19	)	)	PUNCT
fcis-23018	63	20	)	)	PUNCT
fcis-23018	63	21	/	/	SYM
fcis-23018	64	1	2e	2e	NOUN
fcis-23018	64	2	k	k	NOUN
fcis-23018	64	3	r	r	X
fcis-23018	64	4	k	k	PROPN
fcis-23018	64	5	y	y	PROPN
fcis-23018	64	6	k	k	PROPN
fcis-23018	64	7			PROPN
fcis-23018	64	8	(	(	PUNCT
fcis-23018	64	9	8)	8)	NUM
fcis-23018	64	10	by	by	ADP
fcis-23018	64	11	using	use	VERB
fcis-23018	64	12	the	the	DET
fcis-23018	64	13	method	method	NOUN
fcis-23018	64	14	of	of	ADP
fcis-23018	64	15	gradient	gradient	ADJ
fcis-23018	64	16	descent	descent	NOUN
fcis-23018	64	17	,	,	PUNCT
fcis-23018	64	18	the	the	DET
fcis-23018	64	19	expected	expect	VERB
fcis-23018	64	20	error	error	NOUN
fcis-23018	64	21	can	can	AUX
fcis-23018	64	22	be	be	AUX
fcis-23018	64	23	minimized	minimize	VERB
fcis-23018	64	24	.	.	PUNCT
fcis-23018	65	1	bpnn	bpnn	NOUN
fcis-23018	65	2	output	output	NOUN
fcis-23018	65	3	layer	layer	NOUN
fcis-23018	65	4	weight	weight	NOUN
fcis-23018	65	5	learning	learning	NOUN
fcis-23018	65	6	:	:	PUNCT
fcis-23018	65	7	(	(	PUNCT
fcis-23018	65	8	3	3	X
fcis-23018	65	9	)	)	PUNCT
fcis-23018	65	10	(	(	PUNCT
fcis-23018	65	11	3	3	X
fcis-23018	65	12	)	)	PUNCT
fcis-23018	65	13	(	(	PUNCT
fcis-23018	65	14	2	2	NUM
fcis-23018	65	15	)	)	PUNCT
fcis-23018	65	16	(	(	PUNCT
fcis-23018	65	17	3	3	NUM
fcis-23018	65	18	)	)	PUNCT
fcis-23018	65	19	(	(	PUNCT
fcis-23018	65	20	)	)	PUNCT
fcis-23018	65	21	(	(	PUNCT
fcis-23018	65	22	)	)	PUNCT
fcis-23018	65	23	(	(	PUNCT
fcis-23018	65	24	1)li	1)li	NUM
fcis-23018	65	25	i	i	PRON
fcis-23018	66	1	i	i	PRON
fcis-23018	66	2	liw	liw	PROPN
fcis-23018	66	3	k	k	PROPN
fcis-23018	67	1	o	o	X
fcis-23018	67	2	k	k	PROPN
fcis-23018	67	3	w	w	PROPN
fcis-23018	67	4	k	k	PROPN
fcis-23018	67	5			PROPN
fcis-23018	68	1			PROPN
fcis-23018	68	2			PROPN
fcis-23018	68	3			PUNCT
fcis-23018	68	4			PUNCT
fcis-23018	68	5			X
fcis-23018	68	6	(	(	PUNCT
fcis-23018	68	7	9	9	NUM
fcis-23018	68	8	)	)	PUNCT
fcis-23018	68	9	in	in	ADP
fcis-23018	68	10	the	the	DET
fcis-23018	68	11	formula	formula	NOUN
fcis-23018	68	12	:	:	PUNCT
fcis-23018	68	13			NUM
fcis-23018	68	14	is	be	AUX
fcis-23018	68	15	the	the	DET
fcis-23018	68	16	learning	learning	NOUN
fcis-23018	68	17	efficiency	efficiency	NOUN
fcis-23018	68	18	,	,	PUNCT
fcis-23018	68	19			PRON
fcis-23018	68	20	makes	make	VERB
fcis-23018	68	21	the	the	DET
fcis-23018	68	22	inertia	inertia	NOUN
fcis-23018	68	23	coefficient	coefficient	NOUN
fcis-23018	68	24	,	,	PUNCT
fcis-23018	68	25	and	and	CCONJ
fcis-23018	68	26	(	(	PUNCT
fcis-23018	68	27	3	3	X
fcis-23018	68	28	)	)	PUNCT
fcis-23018	68	29	i	i	ADV
fcis-23018	68	30	is	be	AUX
fcis-23018	68	31	to	to	PART
fcis-23018	68	32	reduce	reduce	VERB
fcis-23018	68	33	the	the	DET
fcis-23018	68	34	error	error	NOUN
fcis-23018	68	35	signal	signal	NOUN
fcis-23018	68	36	of	of	ADP
fcis-23018	68	37	the	the	DET
fcis-23018	68	38	weight	weight	NOUN
fcis-23018	68	39	of	of	ADP
fcis-23018	68	40	the	the	DET
fcis-23018	68	41	output	output	NOUN
fcis-23018	68	42	layer	layer	NOUN
fcis-23018	68	43	in	in	ADP
fcis-23018	68	44	the	the	DET
fcis-23018	68	45	process	process	NOUN
fcis-23018	68	46	of	of	ADP
fcis-23018	68	47	backpropagation	backpropagation	NOUN
fcis-23018	68	48	:	:	PUNCT
fcis-23018	68	49	(	(	PUNCT
fcis-23018	68	50	3	3	X
fcis-23018	68	51	)	)	PUNCT
fcis-23018	68	52	(	(	PUNCT
fcis-23018	68	53	3	3	NUM
fcis-23018	68	54	)	)	PUNCT
fcis-23018	68	55	(	(	PUNCT
fcis-23018	68	56	)	)	PUNCT
fcis-23018	68	57	(	(	PUNCT
fcis-23018	68	58	)	)	PUNCT
fcis-23018	68	59	sgn	sgn	NOUN
fcis-23018	68	60	[	[	PUNCT
fcis-23018	68	61	(	(	PUNCT
fcis-23018	68	62	)	)	PUNCT
fcis-23018	68	63	(	(	PUNCT
fcis-23018	68	64	1	1	NUM
fcis-23018	68	65	)	)	PUNCT
fcis-23018	68	66	]	]	PUNCT
fcis-23018	69	1	'	'	PUNCT
fcis-23018	69	2	(	(	PUNCT
fcis-23018	69	3	(	(	PUNCT
fcis-23018	69	4	)	)	PUNCT
fcis-23018	69	5	)	)	PUNCT
fcis-23018	69	6	(	(	PUNCT
fcis-23018	69	7	)	)	PUNCT
fcis-23018	69	8	i	i	PRON
fcis-23018	69	9	l	l	NOUN
fcis-23018	70	1	y	y	PROPN
fcis-23018	70	2	k	k	PROPN
fcis-23018	70	3	e	e	PROPN
fcis-23018	70	4	k	k	PROPN
fcis-23018	70	5	e	e	PROPN
fcis-23018	70	6	k	k	PROPN
fcis-23018	70	7	e	e	PROPN
fcis-23018	70	8	k	k	PROPN
fcis-23018	70	9	g	g	PROPN
fcis-23018	70	10	net	net	NOUN
fcis-23018	70	11	k	k	PROPN
fcis-23018	70	12	u	u	X
fcis-23018	70	13	k	k	PROPN
fcis-23018	70	14			NUM
fcis-23018	70	15			ADJ
fcis-23018	70	16			PROPN
fcis-23018	70	17			PROPN
fcis-23018	70	18			PROPN
fcis-23018	70	19			NUM
fcis-23018	70	20	(	(	PUNCT
fcis-23018	70	21	10	10	NUM
fcis-23018	70	22	)	)	PUNCT
fcis-23018	70	23	bpnn	bpnn	NOUN
fcis-23018	70	24	implicit	implicit	ADJ
fcis-23018	70	25	layer	layer	NOUN
fcis-23018	70	26	weight	weight	NOUN
fcis-23018	70	27	learning	learning	NOUN
fcis-23018	70	28	:	:	PUNCT
fcis-23018	70	29	(	(	PUNCT
fcis-23018	70	30	2	2	X
fcis-23018	70	31	)	)	PUNCT
fcis-23018	70	32	(	(	PUNCT
fcis-23018	70	33	2	2	NUM
fcis-23018	70	34	)	)	PUNCT
fcis-23018	70	35	(	(	PUNCT
fcis-23018	70	36	1	1	X
fcis-23018	70	37	)	)	PUNCT
fcis-23018	70	38	(	(	PUNCT
fcis-23018	70	39	2	2	NUM
fcis-23018	70	40	)	)	PUNCT
fcis-23018	70	41	(	(	PUNCT
fcis-23018	70	42	)	)	PUNCT
fcis-23018	70	43	(	(	PUNCT
fcis-23018	70	44	)	)	PUNCT
fcis-23018	70	45	(	(	PUNCT
fcis-23018	70	46	1)i	1)i	NUM
fcis-23018	70	47	j	j	NOUN
fcis-23018	71	1	i	i	PRON
fcis-23018	71	2	j	j	VERB
fcis-23018	72	1	i	i	INTJ
fcis-23018	72	2	jw	jw	PROPN
fcis-23018	73	1	k	k	PROPN
fcis-23018	73	2	o	o	X
fcis-23018	74	1	k	k	PROPN
fcis-23018	74	2	w	w	PROPN
fcis-23018	74	3	k	k	PROPN
fcis-23018	74	4			PROPN
fcis-23018	75	1			PROPN
fcis-23018	75	2			PROPN
fcis-23018	75	3			PUNCT
fcis-23018	75	4			PUNCT
fcis-23018	75	5			X
fcis-23018	75	6	(	(	PUNCT
fcis-23018	75	7	11	11	NUM
fcis-23018	75	8	)	)	PUNCT
fcis-23018	75	9	(	(	PUNCT
fcis-23018	75	10	2	2	X
fcis-23018	75	11	)	)	PUNCT
fcis-23018	75	12	i	i	ADV
fcis-23018	75	13	is	be	AUX
fcis-23018	75	14	to	to	PART
fcis-23018	75	15	reduce	reduce	VERB
fcis-23018	75	16	the	the	DET
fcis-23018	75	17	backpropagation	backpropagation	NOUN
fcis-23018	75	18	error	error	NOUN
fcis-23018	75	19	signal	signal	NOUN
fcis-23018	75	20	of	of	ADP
fcis-23018	75	21	the	the	DET
fcis-23018	75	22	hidden	hide	VERB
fcis-23018	75	23	layer	layer	NOUN
fcis-23018	75	24	weight	weight	NOUN
fcis-23018	75	25	:	:	PUNCT
fcis-23018	75	26	3	3	NUM
fcis-23018	75	27	(	(	PUNCT
fcis-23018	75	28	2	2	NUM
fcis-23018	75	29	)	)	PUNCT
fcis-23018	75	30	(	(	PUNCT
fcis-23018	75	31	2	2	NUM
fcis-23018	75	32	)	)	PUNCT
fcis-23018	75	33	(	(	PUNCT
fcis-23018	75	34	3	3	X
fcis-23018	75	35	)	)	PUNCT
fcis-23018	75	36	(	(	PUNCT
fcis-23018	75	37	2	2	NUM
fcis-23018	75	38	)	)	SYM
fcis-23018	75	39	1	1	NUM
fcis-23018	75	40	'	'	NUM
fcis-23018	75	41	{	{	PUNCT
fcis-23018	75	42	(	(	PUNCT
fcis-23018	75	43	)	)	PUNCT
fcis-23018	75	44	}	}	PUNCT
fcis-23018	75	45	(	(	PUNCT
fcis-23018	75	46	)	)	PUNCT
fcis-23018	76	1	i	i	PRON
fcis-23018	77	1	i	i	VERB
fcis-23018	78	1	l	l	VERB
fcis-23018	79	1	i	i	PRON
fcis-23018	79	2	f	f	PROPN
fcis-23018	79	3	net	net	PROPN
fcis-23018	79	4	k	k	PROPN
fcis-23018	79	5	wli	wli	PROPN
fcis-23018	79	6	k	k	PROPN
fcis-23018	79	7			PROPN
fcis-23018	79	8			PROPN
fcis-23018	79	9			NOUN
fcis-23018	79	10			X
fcis-23018	79	11	(	(	PUNCT
fcis-23018	79	12	1,2	1,2	NUM
fcis-23018	79	13	5)i	5)i	NUM
fcis-23018	79	14			NUM
fcis-23018	79	15			NOUN
fcis-23018	79	16	(	(	PUNCT
fcis-23018	79	17	12	12	NUM
fcis-23018	79	18	)	)	PUNCT
fcis-23018	79	19	3.2	3.2	NUM
fcis-23018	79	20	.	.	PUNCT
fcis-23018	80	1	ant	ant	ADJ
fcis-23018	80	2	colony	colony	NOUN
fcis-23018	80	3	algorithm	algorithm	NOUN
fcis-23018	80	4	controller	controller	NOUN
fcis-23018	80	5	ant	ant	ADJ
fcis-23018	80	6	colony	colony	NOUN
fcis-23018	80	7	algorithm	algorithm	NOUN
fcis-23018	80	8	mimics	mimic	VERB
fcis-23018	80	9	ant	ant	ADJ
fcis-23018	80	10	foraging	forage	VERB
fcis-23018	80	11	behavior	behavior	NOUN
fcis-23018	80	12	and	and	CCONJ
fcis-23018	80	13	is	be	AUX
fcis-23018	80	14	an	an	DET
fcis-23018	80	15	intelligent	intelligent	ADJ
fcis-23018	80	16	optimization	optimization	NOUN
fcis-23018	80	17	method	method	NOUN
fcis-23018	80	18	.	.	PUNCT
fcis-23018	81	1	in	in	ADP
fcis-23018	81	2	the	the	DET
fcis-23018	81	3	process	process	NOUN
fcis-23018	81	4	of	of	ADP
fcis-23018	81	5	searching	search	VERB
fcis-23018	81	6	for	for	ADP
fcis-23018	81	7	food	food	NOUN
fcis-23018	81	8	,	,	PUNCT
fcis-23018	81	9	the	the	DET
fcis-23018	81	10	algorithm	algorithm	NOUN
fcis-23018	81	11	will	will	AUX
fcis-23018	81	12	make	make	VERB
fcis-23018	81	13	positive	positive	ADJ
fcis-23018	81	14	feedback	feedback	NOUN
fcis-23018	81	15	adjustment	adjustment	NOUN
fcis-23018	81	16	according	accord	VERB
fcis-23018	81	17	to	to	ADP
fcis-23018	81	18	the	the	DET
fcis-23018	81	19	concentration	concentration	NOUN
fcis-23018	81	20	of	of	ADP
fcis-23018	81	21	pheromone	pheromone	NOUN
fcis-23018	81	22	[	[	X
fcis-23018	81	23	9	9	NUM
fcis-23018	81	24	]	]	PUNCT
fcis-23018	81	25	,	,	PUNCT
fcis-23018	81	26	that	that	ADV
fcis-23018	81	27	is	is	ADV
fcis-23018	81	28	,	,	PUNCT
fcis-23018	81	29	ants	ant	NOUN
fcis-23018	81	30	will	will	AUX
fcis-23018	81	31	tend	tend	VERB
fcis-23018	81	32	to	to	PART
fcis-23018	81	33	choose	choose	VERB
fcis-23018	81	34	the	the	DET
fcis-23018	81	35	path	path	NOUN
fcis-23018	81	36	with	with	ADP
fcis-23018	81	37	higher	high	ADJ
fcis-23018	81	38	pheromone	pheromone	NOUN
fcis-23018	81	39	concentration	concentration	NOUN
fcis-23018	81	40	,	,	PUNCT
fcis-23018	81	41	and	and	CCONJ
fcis-23018	81	42	ants	ant	NOUN
fcis-23018	81	43	will	will	AUX
fcis-23018	81	44	constantly	constantly	ADV
fcis-23018	81	45	release	release	VERB
fcis-23018	81	46	pheromone	pheromone	NOUN
fcis-23018	81	47	on	on	ADP
fcis-23018	81	48	the	the	DET
fcis-23018	81	49	road	road	NOUN
fcis-23018	81	50	through	through	ADP
fcis-23018	81	51	the	the	DET
fcis-23018	81	52	state	state	NOUN
fcis-23018	81	53	transfer	transfer	NOUN
fcis-23018	81	54	rule	rule	NOUN
fcis-23018	81	55	.	.	PUNCT
fcis-23018	82	1	this	this	DET
fcis-23018	82	2	regulatory	regulatory	ADJ
fcis-23018	82	3	mechanism	mechanism	NOUN
fcis-23018	82	4	increases	increase	VERB
fcis-23018	82	5	the	the	DET
fcis-23018	82	6	pheromone	pheromone	NOUN
fcis-23018	82	7	concentration	concentration	NOUN
fcis-23018	82	8	on	on	ADP
fcis-23018	82	9	the	the	DET
fcis-23018	82	10	better	well	ADJ
fcis-23018	82	11	path	path	NOUN
fcis-23018	82	12	and	and	CCONJ
fcis-23018	82	13	decreases	decrease	VERB
fcis-23018	82	14	the	the	DET
fcis-23018	82	15	pheromone	pheromone	NOUN
fcis-23018	82	16	concentration	concentration	NOUN
fcis-23018	82	17	on	on	ADP
fcis-23018	82	18	the	the	DET
fcis-23018	82	19	worse	bad	ADJ
fcis-23018	82	20	path	path	NOUN
fcis-23018	82	21	,	,	PUNCT
fcis-23018	82	22	so	so	SCONJ
fcis-23018	82	23	that	that	SCONJ
fcis-23018	82	24	the	the	DET
fcis-23018	82	25	ants	ant	NOUN
fcis-23018	82	26	eventually	eventually	ADV
fcis-23018	82	27	choose	choose	VERB
fcis-23018	82	28	the	the	DET
fcis-23018	82	29	higher	high	ADJ
fcis-23018	82	30	concentration	concentration	NOUN
fcis-23018	82	31	path	path	NOUN
fcis-23018	82	32	for	for	ADP
fcis-23018	82	33	food	food	NOUN
fcis-23018	82	34	.	.	PUNCT
fcis-23018	83	1	this	this	DET
fcis-23018	83	2	algorithm	algorithm	NOUN
fcis-23018	83	3	draws	draw	VERB
fcis-23018	83	4	on	on	ADP
fcis-23018	83	5	the	the	DET
fcis-23018	83	6	regulation	regulation	NOUN
fcis-23018	83	7	mechanism	mechanism	NOUN
fcis-23018	83	8	of	of	ADP
fcis-23018	83	9	pheromone	pheromone	NOUN
fcis-23018	83	10	during	during	ADP
fcis-23018	83	11	ant	ant	ADJ
fcis-23018	83	12	foraging	foraging	NOUN
fcis-23018	83	13	and	and	CCONJ
fcis-23018	83	14	is	be	AUX
fcis-23018	83	15	used	use	VERB
fcis-23018	83	16	to	to	PART
fcis-23018	83	17	solve	solve	VERB
fcis-23018	83	18	optimization	optimization	NOUN
fcis-23018	83	19	problems	problem	NOUN
fcis-23018	83	20	such	such	ADJ
fcis-23018	83	21	as	as	ADP
fcis-23018	83	22	path	path	NOUN
fcis-23018	83	23	planning	planning	NOUN
fcis-23018	83	24	and	and	CCONJ
fcis-23018	83	25	task	task	NOUN
fcis-23018	83	26	scheduling	scheduling	NOUN
fcis-23018	83	27	.	.	PUNCT
fcis-23018	84	1	by	by	ADP
fcis-23018	84	2	simulating	simulate	VERB
fcis-23018	84	3	ant	ant	ADJ
fcis-23018	84	4	behavior	behavior	NOUN
fcis-23018	84	5	,	,	PUNCT
fcis-23018	84	6	ant	ant	ADJ
fcis-23018	84	7	colony	colony	NOUN
fcis-23018	84	8	algorithms	algorithm	NOUN
fcis-23018	84	9	can	can	AUX
fcis-23018	84	10	find	find	VERB
fcis-23018	84	11	global	global	ADJ
fcis-23018	84	12	optimal	optimal	ADJ
fcis-23018	84	13	solutions	solution	NOUN
fcis-23018	84	14	or	or	CCONJ
fcis-23018	84	15	nearoptimal	nearoptimal	ADJ
fcis-23018	84	16	solutions	solution	NOUN
fcis-23018	84	17	.	.	PUNCT
fcis-23018	85	1	3.2.1	3.2.1	X
fcis-23018	85	2	.	.	PUNCT
fcis-23018	85	3	state	state	NOUN
fcis-23018	85	4	transition	transition	NOUN
fcis-23018	85	5	rule	rule	NOUN
fcis-23018	85	6	when	when	SCONJ
fcis-23018	85	7	selecting	select	VERB
fcis-23018	85	8	the	the	DET
fcis-23018	85	9	next	next	ADJ
fcis-23018	85	10	node	node	NOUN
fcis-23018	85	11	to	to	PART
fcis-23018	85	12	reach	reach	VERB
fcis-23018	85	13	,	,	PUNCT
fcis-23018	85	14	ants	ant	NOUN
fcis-23018	85	15	will	will	AUX
fcis-23018	85	16	take	take	VERB
fcis-23018	85	17	into	into	ADP
fcis-23018	85	18	account	account	NOUN
fcis-23018	85	19	the	the	DET
fcis-23018	85	20	length	length	NOUN
fcis-23018	85	21	of	of	ADP
fcis-23018	85	22	the	the	DET
fcis-23018	85	23	path	path	NOUN
fcis-23018	85	24	and	and	CCONJ
fcis-23018	85	25	the	the	DET
fcis-23018	85	26	concentration	concentration	NOUN
fcis-23018	85	27	of	of	ADP
fcis-23018	85	28	pheromone	pheromone	NOUN
fcis-23018	85	29	,	,	PUNCT
fcis-23018	85	30	and	and	CCONJ
fcis-23018	85	31	the	the	DET
fcis-23018	85	32	corresponding	correspond	VERB
fcis-23018	85	33	formula	formula	NOUN
fcis-23018	85	34	of	of	ADP
fcis-23018	85	35	state	state	NOUN
fcis-23018	85	36	transition	transition	NOUN
fcis-23018	85	37	rule	rule	NOUN
fcis-23018	85	38	is	be	AUX
fcis-23018	85	39	as	as	SCONJ
fcis-23018	85	40	follows	follow	VERB
fcis-23018	85	41	:	:	PUNCT
fcis-23018	85	42	[	[	PUNCT
fcis-23018	85	43	(	(	PUNCT
fcis-23018	85	44	)	)	PUNCT
fcis-23018	85	45	]	]	PUNCT
fcis-23018	86	1	[	[	PUNCT
fcis-23018	86	2	(	(	PUNCT
fcis-23018	86	3	)	)	PUNCT
fcis-23018	86	4	]	]	PUNCT
fcis-23018	86	5	[	[	PUNCT
fcis-23018	86	6	(	(	PUNCT
fcis-23018	86	7	)	)	PUNCT
fcis-23018	86	8	]	]	PUNCT
fcis-23018	86	9	[	[	PUNCT
fcis-23018	86	10	(	(	PUNCT
fcis-23018	86	11	)	)	PUNCT
fcis-23018	86	12	]	]	X
fcis-23018	86	13	0	0	NUM
fcis-23018	86	14	(	(	PUNCT
fcis-23018	86	15	)	)	PUNCT
fcis-23018	86	16	{	{	PUNCT
fcis-23018	86	17	,	,	PUNCT
fcis-23018	86	18	i	i	PRON
fcis-23018	86	19	j	j	PROPN
fcis-23018	86	20	j	j	PROPN
fcis-23018	86	21	is	be	AUX
fcis-23018	86	22	s	s	PROPN
fcis-23018	87	1	t	t	PROPN
fcis-23018	87	2	t	t	PROPN
fcis-23018	87	3	t	t	PROPN
fcis-23018	87	4	tk	tk	PROPN
fcis-23018	88	1	ij	ij	INTJ
fcis-23018	88	2	kp	kp	PROPN
fcis-23018	88	3	t	t	PROPN
fcis-23018	88	4	j	j	PROPN
fcis-23018	88	5	allowed	allow	VERB
fcis-23018	88	6			X
fcis-23018	88	7			PROPN
fcis-23018	88	8			NOUN
fcis-23018	88	9			PROPN
fcis-23018	88	10			NOUN
fcis-23018	88	11			AUX
fcis-23018	88	12			NOUN
fcis-23018	88	13			NUM
fcis-23018	88	14			PROPN
fcis-23018	88	15			PROPN
fcis-23018	88	16			NOUN
fcis-23018	88	17	(	(	PUNCT
fcis-23018	88	18	13	13	NUM
fcis-23018	88	19	)	)	PUNCT
fcis-23018	88	20			NOUN
fcis-23018	88	21	is	be	AUX
fcis-23018	88	22	the	the	DET
fcis-23018	88	23	pheromone	pheromone	NOUN
fcis-23018	88	24	heuristic	heuristic	ADJ
fcis-23018	88	25	factor	factor	NOUN
fcis-23018	88	26	;	;	PUNCT
fcis-23018	88	27			NOUN
fcis-23018	88	28	expectation	expectation	NOUN
fcis-23018	88	29	heuristic	heuristic	ADJ
fcis-23018	88	30	factors	factor	NOUN
fcis-23018	88	31	;	;	PUNCT
fcis-23018	88	32	(	(	PUNCT
fcis-23018	88	33	)	)	PUNCT
fcis-23018	88	34	i	i	PRON
fcis-23018	88	35	j	j	PROPN
fcis-23018	88	36	t	t	NOUN
fcis-23018	88	37	represents	represent	VERB
fcis-23018	88	38	the	the	DET
fcis-23018	88	39	information	information	NOUN
fcis-23018	88	40	volume	volume	NOUN
fcis-23018	88	41	between	between	ADP
fcis-23018	88	42	nodes	node	NOUN
fcis-23018	88	43	i	i	PRON
fcis-23018	88	44	and	and	CCONJ
fcis-23018	88	45	j	j	PROPN
fcis-23018	88	46	.	.	PUNCT
fcis-23018	89	1	(	(	PUNCT
fcis-23018	89	2	)	)	PUNCT
fcis-23018	89	3	j	j	PROPN
fcis-23018	89	4	t	t	PRON
fcis-23018	89	5	represents	represent	VERB
fcis-23018	89	6	the	the	DET
fcis-23018	89	7	heuristic	heuristic	ADJ
fcis-23018	89	8	function	function	NOUN
fcis-23018	89	9	;	;	PUNCT
fcis-23018	89	10	kallowed	kallowe	VERB
fcis-23018	89	11	is	be	AUX
fcis-23018	89	12	the	the	DET
fcis-23018	89	13	node	node	NOUN
fcis-23018	89	14	that	that	PRON
fcis-23018	89	15	goes	go	VERB
fcis-23018	89	16	to	to	ADP
fcis-23018	89	17	the	the	DET
fcis-23018	89	18	next	next	ADJ
fcis-23018	89	19	place	place	NOUN
fcis-23018	89	20	.	.	PUNCT
fcis-23018	90	1	3.2.2	3.2.2	X
fcis-23018	90	2	.	.	PUNCT
fcis-23018	90	3	pheromone	pheromone	NOUN
fcis-23018	90	4	update	update	NOUN
fcis-23018	90	5	rules	rule	NOUN
fcis-23018	90	6	after	after	SCONJ
fcis-23018	90	7	all	all	DET
fcis-23018	90	8	ants	ant	NOUN
fcis-23018	90	9	walk	walk	VERB
fcis-23018	90	10	a	a	DET
fcis-23018	90	11	path	path	NOUN
fcis-23018	90	12	,	,	PUNCT
fcis-23018	90	13	they	they	PRON
fcis-23018	90	14	will	will	AUX
fcis-23018	90	15	iteratively	iteratively	ADV
fcis-23018	90	16	process	process	VERB
fcis-23018	90	17	the	the	DET
fcis-23018	90	18	remaining	remain	VERB
fcis-23018	90	19	pheromones	pheromone	NOUN
fcis-23018	90	20	on	on	ADP
fcis-23018	90	21	the	the	DET
fcis-23018	90	22	path	path	NOUN
fcis-23018	90	23	and	and	CCONJ
fcis-23018	90	24	update	update	VERB
fcis-23018	90	25	them	they	PRON
fcis-23018	90	26	according	accord	VERB
fcis-23018	90	27	to	to	ADP
fcis-23018	90	28	formula	formula	NOUN
fcis-23018	90	29	(	(	PUNCT
fcis-23018	90	30	14	14	NUM
fcis-23018	90	31	)	)	PUNCT
fcis-23018	90	32	:	:	PUNCT
fcis-23018	90	33	1	1	NUM
fcis-23018	90	34	(	(	PUNCT
fcis-23018	90	35	)	)	PUNCT
fcis-23018	90	36	(	(	PUNCT
fcis-23018	90	37	1	1	X
fcis-23018	90	38	)	)	PUNCT
fcis-23018	90	39	(	(	PUNCT
fcis-23018	90	40	)	)	PUNCT
fcis-23018	90	41	(	(	PUNCT
fcis-23018	90	42	)	)	PUNCT
fcis-23018	90	43	(	(	PUNCT
fcis-23018	90	44	)	)	PUNCT
fcis-23018	90	45	(	(	PUNCT
fcis-23018	90	46	)	)	PUNCT
fcis-23018	90	47	{	{	PUNCT
fcis-23018	91	1	i	i	PRON
fcis-23018	91	2	j	j	VERB
fcis-23018	92	1	i	i	PRON
fcis-23018	92	2	j	j	PROPN
fcis-23018	93	1	ij	ij	INTJ
fcis-23018	93	2	m	m	PROPN
fcis-23018	93	3	k	k	X
fcis-23018	94	1	ij	ij	INTJ
fcis-23018	94	2	ij	ij	INTJ
fcis-23018	94	3	k	k	PROPN
fcis-23018	94	4	t	t	PROPN
fcis-23018	94	5	n	n	PROPN
fcis-23018	94	6	t	t	PROPN
fcis-23018	94	7	t	t	PROPN
fcis-23018	94	8	t	t	PROPN
fcis-23018	94	9	t	t	PROPN
fcis-23018	94	10			PROPN
fcis-23018	94	11			ADP
fcis-23018	95	1			NOUN
fcis-23018	95	2			NOUN
fcis-23018	95	3			NOUN
fcis-23018	95	4			NOUN
fcis-23018	95	5			PROPN
fcis-23018	95	6			PUNCT
fcis-23018	95	7			NUM
fcis-23018	95	8			PROPN
fcis-23018	95	9			PROPN
fcis-23018	95	10			PROPN
fcis-23018	95	11			NOUN
fcis-23018	95	12			X
fcis-23018	95	13	(	(	PUNCT
fcis-23018	95	14	14	14	NUM
fcis-23018	95	15	)	)	PUNCT
fcis-23018	95	16			NOUN
fcis-23018	95	17	is	be	AUX
fcis-23018	95	18	the	the	DET
fcis-23018	95	19	pheromone	pheromone	NOUN
fcis-23018	95	20	volatilization	volatilization	NOUN
fcis-23018	95	21	coefficient	coefficient	NOUN
fcis-23018	95	22	and	and	CCONJ
fcis-23018	95	23	(	(	PUNCT
fcis-23018	95	24	)	)	PUNCT
fcis-23018	95	25	k	k	NOUN
fcis-23018	95	26	ij	ij	PROPN
fcis-23018	95	27	t	t	PROPN
fcis-23018	95	28	is	be	AUX
fcis-23018	95	29	the	the	DET
fcis-23018	95	30	pheromone	pheromone	NOUN
fcis-23018	95	31	increment	increment	NOUN
fcis-23018	95	32	during	during	ADP
fcis-23018	95	33	the	the	DET
fcis-23018	95	34	cycle	cycle	NOUN
fcis-23018	95	35	.	.	PUNCT
fcis-23018	96	1	3.2.3	3.2.3	X
fcis-23018	96	2	.	.	X
fcis-23018	96	3	improvement	improvement	NOUN
fcis-23018	96	4	of	of	ADP
fcis-23018	96	5	ant	ant	ADJ
fcis-23018	96	6	colony	colony	NOUN
fcis-23018	96	7	algorithm	algorithm	NOUN
fcis-23018	96	8	the	the	DET
fcis-23018	96	9	core	core	NOUN
fcis-23018	96	10	of	of	ADP
fcis-23018	96	11	ant	ant	ADJ
fcis-23018	96	12	colony	colony	NOUN
fcis-23018	96	13	algorithm	algorithm	NOUN
fcis-23018	96	14	mainly	mainly	ADV
fcis-23018	96	15	includes	include	VERB
fcis-23018	96	16	two	two	NUM
fcis-23018	96	17	elements	element	NOUN
fcis-23018	96	18	:	:	PUNCT
fcis-23018	96	19	state	state	NOUN
fcis-23018	96	20	transition	transition	NOUN
fcis-23018	96	21	rule	rule	NOUN
fcis-23018	96	22	and	and	CCONJ
fcis-23018	96	23	pheromone	pheromone	NOUN
fcis-23018	96	24	update	update	NOUN
fcis-23018	96	25	rule	rule	NOUN
fcis-23018	96	26	[	[	X
fcis-23018	96	27	10	10	NUM
fcis-23018	96	28	]	]	PUNCT
fcis-23018	96	29	.	.	PUNCT
fcis-23018	97	1	in	in	ADP
fcis-23018	97	2	order	order	NOUN
fcis-23018	97	3	to	to	PART
fcis-23018	97	4	improve	improve	VERB
fcis-23018	97	5	the	the	DET
fcis-23018	97	6	effect	effect	NOUN
fcis-23018	97	7	of	of	ADP
fcis-23018	97	8	the	the	DET
fcis-23018	97	9	algorithm	algorithm	NOUN
fcis-23018	97	10	,	,	PUNCT
fcis-23018	97	11	these	these	DET
fcis-23018	97	12	two	two	NUM
fcis-23018	97	13	elements	element	NOUN
fcis-23018	97	14	need	need	VERB
fcis-23018	97	15	to	to	PART
fcis-23018	97	16	be	be	AUX
fcis-23018	97	17	optimized	optimize	VERB
fcis-23018	97	18	.	.	PUNCT
fcis-23018	98	1	in	in	ADP
fcis-23018	98	2	the	the	DET
fcis-23018	98	3	traditional	traditional	ADJ
fcis-23018	98	4	state	state	NOUN
fcis-23018	98	5	transition	transition	NOUN
fcis-23018	98	6	rule	rule	NOUN
fcis-23018	98	7	,	,	PUNCT
fcis-23018	98	8	the	the	DET
fcis-23018	98	9	idea	idea	NOUN
fcis-23018	98	10	of	of	ADP
fcis-23018	98	11	"	"	PUNCT
fcis-23018	98	12	search	search	VERB
fcis-23018	98	13	hot	hot	ADJ
fcis-23018	98	14	zone	zone	NOUN
fcis-23018	98	15	"	"	PUNCT
fcis-23018	98	16	is	be	AUX
fcis-23018	98	17	introduced	introduce	VERB
fcis-23018	98	18	[	[	PUNCT
fcis-23018	98	19	11	11	NUM
fcis-23018	98	20	]	]	PUNCT
fcis-23018	98	21	,	,	PUNCT
fcis-23018	98	22	which	which	PRON
fcis-23018	98	23	sets	set	VERB
fcis-23018	98	24	the	the	DET
fcis-23018	98	25	ant	ant	ADJ
fcis-23018	98	26	nest	nest	NOUN
fcis-23018	98	27	and	and	CCONJ
fcis-23018	98	28	food	food	NOUN
fcis-23018	98	29	as	as	ADP
fcis-23018	98	30	two	two	NUM
fcis-23018	98	31	rectangular	rectangular	ADJ
fcis-23018	98	32	vertices	vertex	NOUN
fcis-23018	98	33	,	,	PUNCT
fcis-23018	98	34	thus	thus	ADV
fcis-23018	98	35	delineating	delineate	VERB
fcis-23018	98	36	a	a	DET
fcis-23018	98	37	special	special	ADJ
fcis-23018	98	38	search	search	NOUN
fcis-23018	98	39	area	area	NOUN
fcis-23018	98	40	.	.	PUNCT
fcis-23018	99	1	the	the	DET
fcis-23018	99	2	part	part	NOUN
fcis-23018	99	3	of	of	ADP
fcis-23018	99	4	the	the	DET
fcis-23018	99	5	ant	ant	NOUN
fcis-23018	99	6	that	that	PRON
fcis-23018	99	7	connects	connect	VERB
fcis-23018	99	8	the	the	DET
fcis-23018	99	9	nest	nest	NOUN
fcis-23018	99	10	to	to	ADP
fcis-23018	99	11	the	the	DET
fcis-23018	99	12	food	food	NOUN
fcis-23018	99	13	,	,	PUNCT
fcis-23018	99	14	called	call	VERB
fcis-23018	99	15	the	the	DET
fcis-23018	99	16	hot	hot	ADJ
fcis-23018	99	17	zone	zone	NOUN
fcis-23018	99	18	,	,	PUNCT
fcis-23018	99	19	was	be	AUX
fcis-23018	99	20	significantly	significantly	ADV
fcis-23018	99	21	more	more	ADV
fcis-23018	99	22	likely	likely	ADJ
fcis-23018	99	23	to	to	PART
fcis-23018	99	24	be	be	AUX
fcis-23018	99	25	successful	successful	ADJ
fcis-23018	99	26	than	than	ADP
fcis-23018	99	27	the	the	DET
fcis-23018	99	28	ants	ant	NOUN
fcis-23018	99	29	outside	outside	ADP
fcis-23018	99	30	it	it	PRON
fcis-23018	99	31	.	.	PUNCT
fcis-23018	100	1	the	the	DET
fcis-23018	100	2	state	state	NOUN
fcis-23018	100	3	transition	transition	NOUN
fcis-23018	100	4	rule	rule	NOUN
fcis-23018	100	5	also	also	ADV
fcis-23018	100	6	introduces	introduce	VERB
fcis-23018	100	7	the	the	DET
fcis-23018	100	8	importance	importance	NOUN
fcis-23018	100	9	of	of	ADP
fcis-23018	100	10	search	search	NOUN
fcis-23018	100	11	as	as	ADP
fcis-23018	100	12	a	a	DET
fcis-23018	100	13	weight	weight	NOUN
fcis-23018	100	14	,	,	PUNCT
fcis-23018	100	15	so	so	CCONJ
fcis-23018	100	16	the	the	DET
fcis-23018	100	17	probability	probability	NOUN
fcis-23018	100	18	of	of	ADP
fcis-23018	100	19	the	the	DET
fcis-23018	100	20	ant	ant	NOUN
fcis-23018	100	21	moving	move	VERB
fcis-23018	100	22	to	to	ADP
fcis-23018	100	23	the	the	DET
fcis-23018	100	24	next	next	ADJ
fcis-23018	100	25	node	node	NOUN
fcis-23018	100	26	is	be	AUX
fcis-23018	100	27	:	:	PUNCT
fcis-23018	100	28	(	(	PUNCT
fcis-23018	100	29	15	15	NUM
fcis-23018	100	30	)	)	PUNCT
fcis-23018	100	31	in	in	ADP
fcis-23018	100	32	terms	term	NOUN
fcis-23018	100	33	of	of	ADP
fcis-23018	100	34	pheromones	pheromone	NOUN
fcis-23018	100	35	,	,	PUNCT
fcis-23018	100	36	specific	specific	ADJ
fcis-23018	100	37	analysis	analysis	NOUN
fcis-23018	100	38	should	should	AUX
fcis-23018	100	39	be	be	AUX
fcis-23018	100	40	made	make	VERB
fcis-23018	100	41	according	accord	VERB
fcis-23018	100	42	to	to	ADP
fcis-23018	100	43	the	the	DET
fcis-23018	100	44	distribution	distribution	NOUN
fcis-23018	100	45	characteristics	characteristic	NOUN
fcis-23018	100	46	of	of	ADP
fcis-23018	100	47	pheromones	pheromone	NOUN
fcis-23018	100	48	[	[	X
fcis-23018	100	49	12	12	NUM
fcis-23018	100	50	]	]	PUNCT
fcis-23018	100	51	.	.	PUNCT
fcis-23018	101	1	the	the	DET
fcis-23018	101	2	improved	improved	ADJ
fcis-23018	101	3	pheromone	pheromone	NOUN
fcis-23018	101	4	update	update	NOUN
fcis-23018	101	5	rules	rule	NOUN
fcis-23018	101	6	of	of	ADP
fcis-23018	101	7	the	the	DET
fcis-23018	101	8	traditional	traditional	ADJ
fcis-23018	101	9	ant	ant	ADJ
fcis-23018	101	10	colony	colony	NOUN
fcis-23018	101	11	algorithm	algorithm	NOUN
fcis-23018	101	12	can	can	AUX
fcis-23018	101	13	not	not	PART
fcis-23018	101	14	meet	meet	VERB
fcis-23018	101	15	the	the	DET
fcis-23018	101	16	control	control	NOUN
fcis-23018	101	17	requirements	requirement	NOUN
fcis-23018	101	18	,	,	PUNCT
fcis-23018	101	19	so	so	CCONJ
fcis-23018	101	20	the	the	DET
fcis-23018	101	21	traditional	traditional	ADJ
fcis-23018	101	22	pheromone	pheromone	NOUN
fcis-23018	101	23	rules	rule	NOUN
fcis-23018	101	24	can	can	AUX
fcis-23018	101	25	be	be	AUX
fcis-23018	101	26	modified	modify	VERB
fcis-23018	101	27	to	to	PART
fcis-23018	101	28	achieve	achieve	VERB
fcis-23018	101	29	dynamic	dynamic	ADJ
fcis-23018	101	30	adjustment	adjustment	NOUN
fcis-23018	101	31	,	,	PUNCT
fcis-23018	101	32	and	and	CCONJ
fcis-23018	101	33	can	can	AUX
fcis-23018	101	34	be	be	AUX
fcis-23018	101	35	updated	update	VERB
fcis-23018	101	36	according	accord	VERB
fcis-23018	101	37	to	to	ADP
fcis-23018	101	38	the	the	DET
fcis-23018	101	39	convergence	convergence	NOUN
fcis-23018	101	40	of	of	ADP
fcis-23018	101	41	the	the	DET
fcis-23018	101	42	algorithm	algorithm	NOUN
fcis-23018	101	43	at	at	ADP
fcis-23018	101	44	different	different	ADJ
fcis-23018	101	45	time	time	NOUN
fcis-23018	101	46	points	point	NOUN
fcis-23018	101	47	.	.	PUNCT
fcis-23018	102	1	the	the	DET
fcis-23018	102	2	global	global	ADJ
fcis-23018	102	3	pheromone	pheromone	NOUN
fcis-23018	102	4	rules	rule	NOUN
fcis-23018	102	5	are	be	AUX
fcis-23018	102	6	updated	update	VERB
fcis-23018	102	7	as	as	SCONJ
fcis-23018	102	8	follows	follow	VERB
fcis-23018	102	9	:	:	PUNCT
fcis-23018	102	10	(	(	PUNCT
fcis-23018	102	11	)	)	PUNCT
fcis-23018	102	12	2	2	NUM
fcis-23018	102	13	/	/	SYM
fcis-23018	102	14	(	(	PUNCT
fcis-23018	102	15	1	1	NUM
fcis-23018	102	16	)	)	PUNCT
fcis-23018	102	17	(	(	PUNCT
fcis-23018	102	18	)	)	PUNCT
fcis-23018	102	19	(	(	PUNCT
fcis-23018	102	20	,	,	PUNCT
fcis-23018	102	21	)	)	PUNCT
fcis-23018	102	22	,	,	PUNCT
fcis-23018	102	23	(	(	PUNCT
fcis-23018	102	24	,	,	PUNCT
fcis-23018	102	25	)	)	PUNCT
fcis-23018	102	26	bs	bs	NOUN
fcis-23018	103	1	ij	ij	INTJ
fcis-23018	103	2	ij	ij	INTJ
fcis-23018	103	3	ij	ij	INTJ
fcis-23018	103	4	bst	bst	PROPN
fcis-23018	103	5	n	n	PROPN
fcis-23018	103	6	t	t	PROPN
fcis-23018	103	7	t	t	PROPN
fcis-23018	103	8	t	t	PROPN
fcis-23018	104	1	n	n	INTJ
fcis-23018	104	2	i	i	PRON
fcis-23018	104	3	j	j	PROPN
fcis-23018	105	1	t	t	PROPN
fcis-23018	105	2			PROPN
fcis-23018	105	3			ADP
fcis-23018	105	4			PROPN
fcis-23018	105	5			PROPN
fcis-23018	105	6			PROPN
fcis-23018	105	7			PUNCT
fcis-23018	105	8			PROPN
fcis-23018	105	9			PROPN
fcis-23018	105	10			PUNCT
fcis-23018	105	11			PUNCT
fcis-23018	105	12			VERB
fcis-23018	105	13			PROPN
fcis-23018	105	14	(	(	PUNCT
fcis-23018	105	15	16	16	NUM
fcis-23018	105	16	)	)	PUNCT
fcis-23018	105	17	local	local	ADJ
fcis-23018	105	18	pheromone	pheromone	NOUN
fcis-23018	105	19	update	update	NOUN
fcis-23018	105	20	rules	rule	NOUN
fcis-23018	105	21	:	:	PUNCT
fcis-23018	105	22	(	(	PUNCT
fcis-23018	105	23	1	1	X
fcis-23018	105	24	)	)	PUNCT
fcis-23018	105	25	(	(	PUNCT
fcis-23018	105	26	1	1	X
fcis-23018	105	27	)	)	PUNCT
fcis-23018	105	28	(	(	PUNCT
fcis-23018	105	29	)	)	PUNCT
fcis-23018	105	30	ij	ij	NOUN
fcis-23018	105	31	ijt	ijt	VERB
fcis-23018	105	32	t	t	PROPN
fcis-23018	105	33			PROPN
fcis-23018	105	34			PROPN
fcis-23018	105	35			PROPN
fcis-23018	105	36			NOUN
fcis-23018	105	37	(	(	PUNCT
fcis-23018	105	38	17	17	NUM
fcis-23018	105	39	)	)	PUNCT
fcis-23018	105	40	in	in	ADP
fcis-23018	105	41	the	the	DET
fcis-23018	105	42	formula	formula	NOUN
fcis-23018	105	43	,	,	PUNCT
fcis-23018	105	44	bst	bst	PROPN
fcis-23018	105	45	is	be	AUX
fcis-23018	105	46	the	the	DET
fcis-23018	105	47	optimal	optimal	ADJ
fcis-23018	105	48	path	path	NOUN
fcis-23018	105	49	of	of	ADP
fcis-23018	105	50	ant	ant	ADJ
fcis-23018	105	51	colony	colony	NOUN
fcis-23018	105	52	in	in	ADP
fcis-23018	105	53	the	the	DET
fcis-23018	105	54	search	search	NOUN
fcis-23018	105	55	process	process	NOUN
fcis-23018	105	56	,	,	PUNCT
fcis-23018	105	57	and	and	CCONJ
fcis-23018	105	58			NUM
fcis-23018	105	59	is	be	AUX
fcis-23018	105	60	the	the	DET
fcis-23018	105	61	adaptive	adaptive	ADJ
fcis-23018	105	62	variable	variable	NOUN
fcis-23018	105	63	.	.	PUNCT
fcis-23018	106	1	when	when	SCONJ
fcis-23018	106	2	1	1	NUM
fcis-23018	106	3			PROPN
fcis-23018	106	4	,	,	PUNCT
fcis-23018	106	5	the	the	DET
fcis-23018	106	6	effect	effect	NOUN
fcis-23018	106	7	of	of	ADP
fcis-23018	106	8	formula	formula	NOUN
fcis-23018	106	9	(	(	PUNCT
fcis-23018	106	10	16	16	NUM
fcis-23018	106	11	)	)	PUNCT
fcis-23018	106	12	is	be	AUX
fcis-23018	106	13	strengthened	strengthen	VERB
fcis-23018	106	14	,	,	PUNCT
fcis-23018	106	15	the	the	DET
fcis-23018	106	16	effect	effect	NOUN
fcis-23018	106	17	of	of	ADP
fcis-23018	106	18	formula	formula	NOUN
fcis-23018	106	19	(	(	PUNCT
fcis-23018	106	20	17	17	NUM
fcis-23018	106	21	)	)	PUNCT
fcis-23018	106	22	is	be	AUX
fcis-23018	106	23	weakened	weaken	VERB
fcis-23018	106	24	,	,	PUNCT
fcis-23018	106	25	and	and	CCONJ
fcis-23018	106	26	the	the	DET
fcis-23018	106	27	effect	effect	NOUN
fcis-23018	106	28	is	be	AUX
fcis-23018	106	29	opposite	opposite	ADJ
fcis-23018	106	30	when	when	SCONJ
fcis-23018	106	31	1	1	NUM
fcis-23018	106	32			NOUN
fcis-23018	106	33	.	.	PUNCT
fcis-23018	107	1	93	93	NUM
fcis-23018	107	2	3.2.4	3.2.4	NUM
fcis-23018	107	3	.	.	PUNCT
fcis-23018	107	4	improved	improve	VERB
fcis-23018	107	5	ant	ant	ADJ
fcis-23018	107	6	colony	colony	NOUN
fcis-23018	107	7	algorithm	algorithm	NOUN
fcis-23018	107	8	bpnn	bpnn	NOUN
fcis-23018	107	9	-	-	PUNCT
fcis-23018	107	10	pid	pid	NOUN
fcis-23018	107	11	controller	controller	NOUN
fcis-23018	107	12	the	the	DET
fcis-23018	107	13	structure	structure	NOUN
fcis-23018	107	14	block	block	NOUN
fcis-23018	107	15	diagram	diagram	NOUN
fcis-23018	107	16	of	of	ADP
fcis-23018	107	17	bpnn	bpnn	NOUN
fcis-23018	107	18	-	-	PUNCT
fcis-23018	107	19	pid	pid	NOUN
fcis-23018	107	20	control	control	NOUN
fcis-23018	107	21	system	system	NOUN
fcis-23018	107	22	optimized	optimize	VERB
fcis-23018	107	23	by	by	ADP
fcis-23018	107	24	improved	improve	VERB
fcis-23018	107	25	ant	ant	ADJ
fcis-23018	107	26	colony	colony	NOUN
fcis-23018	107	27	algorithm	algorithm	NOUN
fcis-23018	107	28	is	be	AUX
fcis-23018	107	29	shown	show	VERB
fcis-23018	107	30	in	in	ADP
fcis-23018	107	31	figure	figure	NOUN
fcis-23018	107	32	(	(	PUNCT
fcis-23018	107	33	4	4	NUM
fcis-23018	107	34	)	)	PUNCT
fcis-23018	107	35	.	.	PUNCT
fcis-23018	108	1	aco	aco	PROPN
fcis-23018	108	2	pid	pid	PROPN
fcis-23018	108	3	controller	controller	NOUN
fcis-23018	108	4	(	(	PUNCT
fcis-23018	108	5	)	)	PUNCT
fcis-23018	108	6	r	r	NOUN
fcis-23018	108	7	t	t	NOUN
fcis-23018	108	8	(	(	PUNCT
fcis-23018	108	9	)	)	PUNCT
fcis-23018	108	10	y	y	NOUN
fcis-23018	108	11	tikpk	tikpk	NOUN
fcis-23018	109	1	dk	dk	PROPN
fcis-23018	109	2	bpnn	bpnn	PROPN
fcis-23018	109	3	controller	controller	NOUN
fcis-23018	109	4	improved	improve	VERB
fcis-23018	109	5	pheromone	pheromone	NOUN
fcis-23018	109	6	update	update	NOUN
fcis-23018	109	7	rulesimproved	rulesimprove	VERB
fcis-23018	109	8	state	state	NOUN
fcis-23018	109	9	transition	transition	NOUN
fcis-23018	109	10	rules	rule	VERB
fcis-23018	109	11			NOUN
fcis-23018	109	12	executive	executive	ADJ
fcis-23018	109	13	mechanism	mechanism	NOUN
fcis-23018	109	14	e	e	NOUN
fcis-23018	109	15	controlled	control	VERB
fcis-23018	109	16	object	object	NOUN
fcis-23018	109	17	u	u	PRON
fcis-23018	109	18	figure	figure	NOUN
fcis-23018	109	19	4	4	NUM
fcis-23018	109	20	.	.	PUNCT
fcis-23018	109	21	structure	structure	NOUN
fcis-23018	109	22	block	block	NOUN
fcis-23018	109	23	diagram	diagram	NOUN
fcis-23018	109	24	of	of	ADP
fcis-23018	109	25	bpnn	bpnn	NOUN
fcis-23018	109	26	-	-	PUNCT
fcis-23018	109	27	pid	pid	NOUN
fcis-23018	109	28	control	control	NOUN
fcis-23018	109	29	system	system	NOUN
fcis-23018	109	30	optimized	optimize	VERB
fcis-23018	109	31	by	by	ADP
fcis-23018	109	32	improved	improve	VERB
fcis-23018	109	33	ant	ant	ADJ
fcis-23018	109	34	colony	colony	NOUN
fcis-23018	109	35	algorithm	algorithm	NOUN
fcis-23018	109	36	in	in	ADP
fcis-23018	109	37	figure	figure	NOUN
fcis-23018	109	38	4	4	NUM
fcis-23018	109	39	,	,	PUNCT
fcis-23018	109	40	(	(	PUNCT
fcis-23018	109	41	)	)	PUNCT
fcis-23018	109	42	r	r	NOUN
fcis-23018	109	43	t	t	PROPN
fcis-23018	109	44	represents	represent	VERB
fcis-23018	109	45	the	the	DET
fcis-23018	109	46	preset	preset	ADJ
fcis-23018	109	47	value	value	NOUN
fcis-23018	109	48	and	and	CCONJ
fcis-23018	109	49	(	(	PUNCT
fcis-23018	109	50	)	)	PUNCT
fcis-23018	109	51	y	y	PROPN
fcis-23018	109	52	t	t	PROPN
fcis-23018	109	53	is	be	AUX
fcis-23018	109	54	the	the	DET
fcis-23018	109	55	real	real	ADJ
fcis-23018	109	56	-	-	PUNCT
fcis-23018	109	57	time	time	NOUN
fcis-23018	109	58	temperature	temperature	NOUN
fcis-23018	109	59	of	of	ADP
fcis-23018	109	60	the	the	DET
fcis-23018	109	61	electric	electric	ADJ
fcis-23018	109	62	heating	heating	NOUN
fcis-23018	109	63	furnace	furnace	NOUN
fcis-23018	109	64	.	.	PUNCT
fcis-23018	110	1	by	by	ADP
fcis-23018	110	2	applying	apply	VERB
fcis-23018	110	3	the	the	DET
fcis-23018	110	4	improved	improve	VERB
fcis-23018	110	5	ant	ant	ADJ
fcis-23018	110	6	colony	colony	NOUN
fcis-23018	110	7	algorithm	algorithm	NOUN
fcis-23018	110	8	to	to	PART
fcis-23018	110	9	adjust	adjust	VERB
fcis-23018	110	10	the	the	DET
fcis-23018	110	11	weight	weight	NOUN
fcis-23018	110	12	of	of	ADP
fcis-23018	110	13	bp	bp	PROPN
fcis-23018	110	14	neural	neural	ADJ
fcis-23018	110	15	network	network	NOUN
fcis-23018	110	16	,	,	PUNCT
fcis-23018	110	17	a	a	DET
fcis-23018	110	18	new	new	ADJ
fcis-23018	110	19	controller	controller	NOUN
fcis-23018	110	20	is	be	AUX
fcis-23018	110	21	formed	form	VERB
fcis-23018	110	22	.	.	PUNCT
fcis-23018	111	1	compared	compare	VERB
fcis-23018	111	2	with	with	ADP
fcis-23018	111	3	the	the	DET
fcis-23018	111	4	traditional	traditional	ADJ
fcis-23018	111	5	ant	ant	ADJ
fcis-23018	111	6	colony	colony	NOUN
fcis-23018	111	7	algorithm	algorithm	NOUN
fcis-23018	111	8	,	,	PUNCT
fcis-23018	111	9	the	the	DET
fcis-23018	111	10	state	state	NOUN
fcis-23018	111	11	transition	transition	NOUN
fcis-23018	111	12	rule	rule	NOUN
fcis-23018	111	13	and	and	CCONJ
fcis-23018	111	14	pheromone	pheromone	NOUN
fcis-23018	111	15	update	update	NOUN
fcis-23018	111	16	rule	rule	NOUN
fcis-23018	111	17	are	be	AUX
fcis-23018	111	18	strengthened	strengthen	VERB
fcis-23018	111	19	.	.	PUNCT
fcis-23018	112	1	by	by	ADP
fcis-23018	112	2	performing	perform	VERB
fcis-23018	112	3	optimization	optimization	NOUN
fcis-23018	112	4	operations	operation	NOUN
fcis-23018	112	5	in	in	ADP
fcis-23018	112	6	the	the	DET
fcis-23018	112	7	weights	weight	NOUN
fcis-23018	112	8	of	of	ADP
fcis-23018	112	9	bp	bp	PROPN
fcis-23018	112	10	neural	neural	ADJ
fcis-23018	112	11	network	network	NOUN
fcis-23018	112	12	,	,	PUNCT
fcis-23018	112	13	the	the	DET
fcis-23018	112	14	optimal	optimal	ADJ
fcis-23018	112	15	weights	weight	NOUN
fcis-23018	112	16	can	can	AUX
fcis-23018	112	17	be	be	AUX
fcis-23018	112	18	found	find	VERB
fcis-23018	112	19	to	to	PART
fcis-23018	112	20	minimize	minimize	VERB
fcis-23018	112	21	the	the	DET
fcis-23018	112	22	system	system	NOUN
fcis-23018	112	23	error	error	NOUN
fcis-23018	112	24	.	.	PUNCT
fcis-23018	113	1	this	this	DET
fcis-23018	113	2	control	control	NOUN
fcis-23018	113	3	process	process	NOUN
fcis-23018	113	4	mainly	mainly	ADV
fcis-23018	113	5	consists	consist	VERB
fcis-23018	113	6	of	of	ADP
fcis-23018	113	7	two	two	NUM
fcis-23018	113	8	parts	part	NOUN
fcis-23018	113	9	:	:	PUNCT
fcis-23018	113	10	one	one	NUM
fcis-23018	113	11	is	be	AUX
fcis-23018	113	12	to	to	PART
fcis-23018	113	13	use	use	VERB
fcis-23018	113	14	the	the	DET
fcis-23018	113	15	traditional	traditional	ADJ
fcis-23018	113	16	pid	pid	NOUN
fcis-23018	113	17	controller	controller	NOUN
fcis-23018	113	18	for	for	ADP
fcis-23018	113	19	closedloop	closedloop	NOUN
fcis-23018	113	20	control	control	NOUN
fcis-23018	113	21	and	and	CCONJ
fcis-23018	113	22	parameter	parameter	NOUN
fcis-23018	113	23	correction	correction	NOUN
fcis-23018	113	24	of	of	ADP
fcis-23018	113	25	the	the	DET
fcis-23018	113	26	control	control	NOUN
fcis-23018	113	27	object	object	NOUN
fcis-23018	113	28	;	;	PUNCT
fcis-23018	113	29	the	the	DET
fcis-23018	113	30	other	other	ADJ
fcis-23018	113	31	is	be	AUX
fcis-23018	113	32	to	to	PART
fcis-23018	113	33	use	use	VERB
fcis-23018	113	34	the	the	DET
fcis-23018	113	35	neural	neural	ADJ
fcis-23018	113	36	network	network	NOUN
fcis-23018	113	37	to	to	PART
fcis-23018	113	38	adjust	adjust	VERB
fcis-23018	113	39	the	the	DET
fcis-23018	113	40	pid	pid	NOUN
fcis-23018	113	41	parameters	parameter	NOUN
fcis-23018	113	42	online	online	ADV
fcis-23018	113	43	according	accord	VERB
fcis-23018	113	44	to	to	ADP
fcis-23018	113	45	the	the	DET
fcis-23018	113	46	current	current	ADJ
fcis-23018	113	47	operating	operate	VERB
fcis-23018	113	48	state	state	NOUN
fcis-23018	113	49	of	of	ADP
fcis-23018	113	50	the	the	DET
fcis-23018	113	51	control	control	NOUN
fcis-23018	113	52	object	object	NOUN
fcis-23018	113	53	,	,	PUNCT
fcis-23018	113	54	so	so	SCONJ
fcis-23018	113	55	as	as	SCONJ
fcis-23018	113	56	to	to	PART
fcis-23018	113	57	maintain	maintain	VERB
fcis-23018	113	58	the	the	DET
fcis-23018	113	59	optimal	optimal	ADJ
fcis-23018	113	60	operating	operating	NOUN
fcis-23018	113	61	state	state	NOUN
fcis-23018	113	62	of	of	ADP
fcis-23018	113	63	the	the	DET
fcis-23018	113	64	control	control	NOUN
fcis-23018	113	65	system	system	NOUN
fcis-23018	113	66	.	.	PUNCT
fcis-23018	114	1	the	the	DET
fcis-23018	114	2	parameters	parameter	NOUN
fcis-23018	114	3	in	in	ADP
fcis-23018	114	4	the	the	DET
fcis-23018	114	5	pid	pid	NOUN
fcis-23018	114	6	controller	controller	NOUN
fcis-23018	114	7	correspond	correspond	VERB
fcis-23018	114	8	to	to	ADP
fcis-23018	114	9	the	the	DET
fcis-23018	114	10	output	output	NOUN
fcis-23018	114	11	value	value	NOUN
fcis-23018	114	12	of	of	ADP
fcis-23018	114	13	the	the	DET
fcis-23018	114	14	bp	bp	PROPN
fcis-23018	114	15	neural	neural	ADJ
fcis-23018	114	16	network	network	NOUN
fcis-23018	114	17	,	,	PUNCT
fcis-23018	114	18	and	and	CCONJ
fcis-23018	114	19	the	the	DET
fcis-23018	114	20	weight	weight	NOUN
fcis-23018	114	21	is	be	AUX
fcis-23018	114	22	adjusted	adjust	VERB
fcis-23018	114	23	by	by	ADP
fcis-23018	114	24	the	the	DET
fcis-23018	114	25	self	self	NOUN
fcis-23018	114	26	-	-	PUNCT
fcis-23018	114	27	learning	learn	VERB
fcis-23018	114	28	ability	ability	NOUN
fcis-23018	114	29	of	of	ADP
fcis-23018	114	30	the	the	DET
fcis-23018	114	31	neural	neural	ADJ
fcis-23018	114	32	network	network	NOUN
fcis-23018	114	33	and	and	CCONJ
fcis-23018	114	34	the	the	DET
fcis-23018	114	35	improved	improved	ADJ
fcis-23018	114	36	ant	ant	ADJ
fcis-23018	114	37	colony	colony	NOUN
fcis-23018	114	38	algorithm	algorithm	NOUN
fcis-23018	114	39	to	to	PART
fcis-23018	114	40	make	make	VERB
fcis-23018	114	41	the	the	DET
fcis-23018	114	42	control	control	NOUN
fcis-23018	114	43	system	system	NOUN
fcis-23018	114	44	reach	reach	VERB
fcis-23018	114	45	a	a	DET
fcis-23018	114	46	stable	stable	ADJ
fcis-23018	114	47	state	state	NOUN
fcis-23018	114	48	.	.	PUNCT
fcis-23018	115	1	4	4	X
fcis-23018	115	2	.	.	X
fcis-23018	115	3	simulation	simulation	NOUN
fcis-23018	115	4	results	result	NOUN
fcis-23018	115	5	and	and	CCONJ
fcis-23018	115	6	analysis	analysis	NOUN
fcis-23018	115	7	4.1	4.1	NUM
fcis-23018	115	8	.	.	PUNCT
fcis-23018	116	1	build	build	VERB
fcis-23018	116	2	model	model	NOUN
fcis-23018	116	3	in	in	ADP
fcis-23018	116	4	order	order	NOUN
fcis-23018	116	5	to	to	PART
fcis-23018	116	6	deal	deal	VERB
fcis-23018	116	7	with	with	ADP
fcis-23018	116	8	the	the	DET
fcis-23018	116	9	characteristics	characteristic	NOUN
fcis-23018	116	10	of	of	ADP
fcis-23018	116	11	nonlinearity	nonlinearity	NOUN
fcis-23018	116	12	and	and	CCONJ
fcis-23018	116	13	lag	lag	NOUN
fcis-23018	116	14	,	,	PUNCT
fcis-23018	116	15	a	a	DET
fcis-23018	116	16	hybrid	hybrid	ADJ
fcis-23018	116	17	modeling	modeling	NOUN
fcis-23018	116	18	method	method	NOUN
fcis-23018	116	19	combining	combine	VERB
fcis-23018	116	20	mechanism	mechanism	NOUN
fcis-23018	116	21	analysis	analysis	NOUN
fcis-23018	116	22	and	and	CCONJ
fcis-23018	116	23	experimental	experimental	ADJ
fcis-23018	116	24	identification	identification	NOUN
fcis-23018	116	25	is	be	AUX
fcis-23018	116	26	adopted	adopt	VERB
fcis-23018	116	27	to	to	PART
fcis-23018	116	28	analyze	analyze	VERB
fcis-23018	116	29	the	the	DET
fcis-23018	116	30	control	control	NOUN
fcis-23018	116	31	system	system	NOUN
fcis-23018	116	32	principle	principle	NOUN
fcis-23018	116	33	of	of	ADP
fcis-23018	116	34	the	the	DET
fcis-23018	116	35	box	box	NOUN
fcis-23018	116	36	-	-	PUNCT
fcis-23018	116	37	type	type	NOUN
fcis-23018	116	38	resistance	resistance	NOUN
fcis-23018	116	39	furnace	furnace	NOUN
fcis-23018	116	40	.	.	PUNCT
fcis-23018	117	1	firstly	firstly	ADV
fcis-23018	117	2	,	,	PUNCT
fcis-23018	117	3	the	the	DET
fcis-23018	117	4	electric	electric	ADJ
fcis-23018	117	5	heating	heating	NOUN
fcis-23018	117	6	mechanism	mechanism	NOUN
fcis-23018	117	7	is	be	AUX
fcis-23018	117	8	analyzed	analyze	VERB
fcis-23018	117	9	and	and	CCONJ
fcis-23018	117	10	the	the	DET
fcis-23018	117	11	model	model	NOUN
fcis-23018	117	12	is	be	AUX
fcis-23018	117	13	established	establish	VERB
fcis-23018	117	14	based	base	VERB
fcis-23018	117	15	on	on	ADP
fcis-23018	117	16	the	the	DET
fcis-23018	117	17	law	law	NOUN
fcis-23018	117	18	of	of	ADP
fcis-23018	117	19	conservation	conservation	NOUN
fcis-23018	117	20	of	of	ADP
fcis-23018	117	21	energy	energy	NOUN
fcis-23018	117	22	.	.	PUNCT
fcis-23018	118	1	then	then	ADV
fcis-23018	118	2	the	the	DET
fcis-23018	118	3	parameters	parameter	NOUN
fcis-23018	118	4	of	of	ADP
fcis-23018	118	5	the	the	DET
fcis-23018	118	6	model	model	NOUN
fcis-23018	118	7	are	be	AUX
fcis-23018	118	8	identified	identify	VERB
fcis-23018	118	9	by	by	ADP
fcis-23018	118	10	analyzing	analyze	VERB
fcis-23018	118	11	the	the	DET
fcis-23018	118	12	open	open	ADJ
fcis-23018	118	13	-	-	PUNCT
fcis-23018	118	14	loop	loop	NOUN
fcis-23018	118	15	step	step	NOUN
fcis-23018	118	16	response	response	NOUN
fcis-23018	118	17	characteristics	characteristic	NOUN
fcis-23018	118	18	,	,	PUNCT
fcis-23018	118	19	and	and	CCONJ
fcis-23018	118	20	the	the	DET
fcis-23018	118	21	mathematical	mathematical	ADJ
fcis-23018	118	22	model	model	NOUN
fcis-23018	118	23	is	be	AUX
fcis-23018	118	24	represented	represent	VERB
fcis-23018	118	25	by	by	ADP
fcis-23018	118	26	the	the	DET
fcis-23018	118	27	combination	combination	NOUN
fcis-23018	118	28	of	of	ADP
fcis-23018	118	29	first	first	ADJ
fcis-23018	118	30	-	-	PUNCT
fcis-23018	118	31	order	order	NOUN
fcis-23018	118	32	inertia	inertia	NOUN
fcis-23018	118	33	and	and	CCONJ
fcis-23018	118	34	pure	pure	ADJ
fcis-23018	118	35	hysteresis	hysteresis	NOUN
fcis-23018	118	36	.	.	PUNCT
fcis-23018	119	1	the	the	DET
fcis-23018	119	2	transfer	transfer	NOUN
fcis-23018	119	3	function	function	NOUN
fcis-23018	119	4	is	be	AUX
fcis-23018	119	5	shown	show	VERB
fcis-23018	119	6	in	in	ADP
fcis-23018	119	7	formula	formula	NOUN
fcis-23018	119	8	(	(	PUNCT
fcis-23018	119	9	18	18	NUM
fcis-23018	119	10	)	)	PUNCT
fcis-23018	119	11	:	:	PUNCT
fcis-23018	119	12	(	(	PUNCT
fcis-23018	119	13	)	)	PUNCT
fcis-23018	119	14	1	1	NUM
fcis-23018	119	15	sk	sk	ADP
fcis-23018	119	16	g	g	PROPN
fcis-23018	119	17	s	s	ADP
fcis-23018	119	18	e	e	NOUN
fcis-23018	119	19	ts	ts	ADP
fcis-23018	119	20			NUM
fcis-23018	119	21			X
fcis-23018	119	22	(	(	PUNCT
fcis-23018	119	23	18	18	NUM
fcis-23018	119	24	)	)	PUNCT
fcis-23018	119	25	the	the	DET
fcis-23018	119	26	time	time	NOUN
fcis-23018	119	27	constant	constant	ADJ
fcis-23018	119	28	of	of	ADP
fcis-23018	119	29	the	the	DET
fcis-23018	119	30	inertia	inertia	NOUN
fcis-23018	119	31	link	link	NOUN
fcis-23018	119	32	is	be	AUX
fcis-23018	119	33	expressed	express	VERB
fcis-23018	119	34	by	by	ADP
fcis-23018	119	35	t	t	PROPN
fcis-23018	119	36	,	,	PUNCT
fcis-23018	119	37	the	the	DET
fcis-23018	119	38	amplification	amplification	NOUN
fcis-23018	119	39	factor	factor	NOUN
fcis-23018	119	40	isk	isk	NOUN
fcis-23018	119	41	,	,	PUNCT
fcis-23018	119	42	and	and	CCONJ
fcis-23018	119	43	the	the	DET
fcis-23018	119	44	delay	delay	NOUN
fcis-23018	119	45	time	time	NOUN
fcis-23018	119	46	of	of	ADP
fcis-23018	119	47	the	the	DET
fcis-23018	119	48	lag	lag	NOUN
fcis-23018	119	49	link	link	NOUN
fcis-23018	119	50	is	be	AUX
fcis-23018	119	51	expressed	express	VERB
fcis-23018	119	52	by	by	ADP
fcis-23018	119	53			PROPN
fcis-23018	119	54	,	,	PUNCT
fcis-23018	119	55	wheret	wheret	VERB
fcis-23018	119	56	=	=	PROPN
fcis-23018	119	57	2744，k	2744，k	PROPN
fcis-23018	119	58	=	=	SYM
fcis-23018	119	59	12.5，	12.5，	NUM
fcis-23018	119	60	=	=	SYM
fcis-23018	119	61	30	30	NUM
fcis-23018	119	62	.	.	PUNCT
fcis-23018	120	1	4.2	4.2	NUM
fcis-23018	120	2	.	.	PUNCT
fcis-23018	121	1	step	step	NOUN
fcis-23018	121	2	response	response	NOUN
fcis-23018	121	3	characteristic	characteristic	ADJ
fcis-23018	121	4	analysis	analysis	NOUN
fcis-23018	121	5	in	in	ADP
fcis-23018	121	6	order	order	NOUN
fcis-23018	121	7	to	to	PART
fcis-23018	121	8	verify	verify	VERB
fcis-23018	121	9	the	the	DET
fcis-23018	121	10	effect	effect	NOUN
fcis-23018	121	11	of	of	ADP
fcis-23018	121	12	the	the	DET
fcis-23018	121	13	control	control	NOUN
fcis-23018	121	14	algorithm	algorithm	PROPN
fcis-23018	121	15	,	,	PUNCT
fcis-23018	121	16	pid	pid	NOUN
fcis-23018	121	17	,	,	PUNCT
fcis-23018	121	18	bpnn	bpnn	NOUN
fcis-23018	121	19	-	-	PUNCT
fcis-23018	121	20	pid	pid	NOUN
fcis-23018	121	21	,	,	PUNCT
fcis-23018	121	22	aco	aco	PROPN
fcis-23018	121	23	-	-	PUNCT
fcis-23018	121	24	pid	pid	PROPN
fcis-23018	121	25	and	and	CCONJ
fcis-23018	121	26	improved	improve	VERB
fcis-23018	121	27	aco	aco	PROPN
fcis-23018	121	28	-	-	PUNCT
fcis-23018	121	29	bpnn	bpnn	NOUN
fcis-23018	121	30	-	-	PUNCT
fcis-23018	121	31	pid	pid	NOUN
fcis-23018	121	32	controllers	controller	NOUN
fcis-23018	121	33	are	be	AUX
fcis-23018	121	34	simulated	simulate	VERB
fcis-23018	121	35	respectively	respectively	ADV
fcis-23018	121	36	to	to	PART
fcis-23018	121	37	observe	observe	VERB
fcis-23018	121	38	the	the	DET
fcis-23018	121	39	dynamic	dynamic	ADJ
fcis-23018	121	40	response	response	NOUN
fcis-23018	121	41	characteristics	characteristic	NOUN
fcis-23018	121	42	,	,	PUNCT
fcis-23018	121	43	and	and	CCONJ
fcis-23018	121	44	pulse	pulse	NOUN
fcis-23018	121	45	interference	interference	NOUN
fcis-23018	121	46	is	be	AUX
fcis-23018	121	47	added	add	VERB
fcis-23018	121	48	at	at	ADP
fcis-23018	121	49	appropriate	appropriate	ADJ
fcis-23018	121	50	positions	position	NOUN
fcis-23018	121	51	to	to	PART
fcis-23018	121	52	simulate	simulate	VERB
fcis-23018	121	53	the	the	DET
fcis-23018	121	54	disturbance	disturbance	NOUN
fcis-23018	121	55	of	of	ADP
fcis-23018	121	56	the	the	DET
fcis-23018	121	57	heating	heating	NOUN
fcis-23018	121	58	furnace	furnace	NOUN
fcis-23018	121	59	under	under	ADP
fcis-23018	121	60	external	external	ADJ
fcis-23018	121	61	action	action	NOUN
fcis-23018	121	62	in	in	ADP
fcis-23018	121	63	actual	actual	ADJ
fcis-23018	121	64	conditions	condition	NOUN
fcis-23018	121	65	.	.	PUNCT
fcis-23018	122	1	the	the	DET
fcis-23018	122	2	anti	anti	ADJ
fcis-23018	122	3	-	-	ADJ
fcis-23018	122	4	interference	interference	ADJ
fcis-23018	122	5	ability	ability	NOUN
fcis-23018	122	6	of	of	ADP
fcis-23018	122	7	various	various	ADJ
fcis-23018	122	8	control	control	NOUN
fcis-23018	122	9	algorithms	algorithm	NOUN
fcis-23018	122	10	[	[	X
fcis-23018	122	11	13	13	NUM
fcis-23018	122	12	]	]	PUNCT
fcis-23018	122	13	is	be	AUX
fcis-23018	122	14	tested	test	VERB
fcis-23018	122	15	,	,	PUNCT
fcis-23018	122	16	and	and	CCONJ
fcis-23018	122	17	the	the	DET
fcis-23018	122	18	results	result	NOUN
fcis-23018	122	19	are	be	AUX
fcis-23018	122	20	presented	present	VERB
fcis-23018	122	21	in	in	ADP
fcis-23018	122	22	the	the	DET
fcis-23018	122	23	form	form	NOUN
fcis-23018	122	24	of	of	ADP
fcis-23018	122	25	response	response	NOUN
fcis-23018	122	26	curve	curve	NOUN
fcis-23018	122	27	in	in	ADP
fcis-23018	122	28	figure	figure	NOUN
fcis-23018	122	29	5	5	NUM
fcis-23018	122	30	.	.	PUNCT
fcis-23018	123	1	figure	figure	NOUN
fcis-23018	123	2	5	5	NUM
fcis-23018	123	3	.	.	NOUN
fcis-23018	123	4	step	step	NOUN
fcis-23018	123	5	response	response	NOUN
fcis-23018	123	6	curve	curve	NOUN
fcis-23018	123	7	of	of	ADP
fcis-23018	123	8	the	the	DET
fcis-23018	123	9	system	system	NOUN
fcis-23018	123	10	94	94	NUM
fcis-23018	123	11	in	in	ADP
fcis-23018	123	12	the	the	DET
fcis-23018	123	13	simulation	simulation	NOUN
fcis-23018	123	14	results	result	NOUN
fcis-23018	123	15	shown	show	VERB
fcis-23018	123	16	in	in	ADP
fcis-23018	123	17	fig	fig	NOUN
fcis-23018	123	18	.	.	PUNCT
fcis-23018	124	1	5	5	NUM
fcis-23018	124	2	,	,	PUNCT
fcis-23018	124	3	after	after	SCONJ
fcis-23018	124	4	the	the	DET
fcis-23018	124	5	system	system	NOUN
fcis-23018	124	6	responds	respond	VERB
fcis-23018	124	7	,	,	PUNCT
fcis-23018	124	8	the	the	DET
fcis-23018	124	9	overmodulation	overmodulation	NOUN
fcis-23018	124	10	of	of	ADP
fcis-23018	124	11	pid	pid	NOUN
fcis-23018	124	12	controller	controller	NOUN
fcis-23018	124	13	is	be	AUX
fcis-23018	124	14	about	about	ADV
fcis-23018	124	15	23	23	NUM
fcis-23018	124	16	%	%	NOUN
fcis-23018	124	17	,	,	PUNCT
fcis-23018	124	18	that	that	PRON
fcis-23018	124	19	of	of	ADP
fcis-23018	124	20	bpnn	bpnn	NOUN
fcis-23018	124	21	-	-	PUNCT
fcis-23018	124	22	pid	pid	NOUN
fcis-23018	124	23	controller	controller	NOUN
fcis-23018	124	24	is	be	AUX
fcis-23018	124	25	about	about	ADV
fcis-23018	124	26	10	10	NUM
fcis-23018	124	27	%	%	NOUN
fcis-23018	124	28	,	,	PUNCT
fcis-23018	124	29	and	and	CCONJ
fcis-23018	124	30	that	that	PRON
fcis-23018	124	31	of	of	ADP
fcis-23018	124	32	ant	ant	ADJ
fcis-23018	124	33	colony	colony	NOUN
fcis-23018	124	34	algorithm	algorithm	NOUN
fcis-23018	124	35	controller	controller	NOUN
fcis-23018	124	36	is	be	AUX
fcis-23018	124	37	about	about	ADV
fcis-23018	124	38	2	2	NUM
fcis-23018	124	39	%	%	NOUN
fcis-23018	124	40	.	.	PUNCT
fcis-23018	125	1	the	the	DET
fcis-23018	125	2	three	three	NUM
fcis-23018	125	3	control	control	NOUN
fcis-23018	125	4	schemes	scheme	NOUN
fcis-23018	125	5	approach	approach	VERB
fcis-23018	125	6	the	the	DET
fcis-23018	125	7	equilibrium	equilibrium	NOUN
fcis-23018	125	8	in	in	ADP
fcis-23018	125	9	the	the	DET
fcis-23018	125	10	2500s	2500s	NUM
fcis-23018	125	11	,	,	PUNCT
fcis-23018	125	12	and	and	CCONJ
fcis-23018	125	13	the	the	DET
fcis-23018	125	14	improved	improved	ADJ
fcis-23018	125	15	ant	ant	ADJ
fcis-23018	125	16	colony	colony	NOUN
fcis-23018	125	17	algorithm	algorithm	NOUN
fcis-23018	125	18	significantly	significantly	ADV
fcis-23018	125	19	reduces	reduce	VERB
fcis-23018	125	20	the	the	DET
fcis-23018	125	21	adjustment	adjustment	NOUN
fcis-23018	125	22	time	time	NOUN
fcis-23018	125	23	of	of	ADP
fcis-23018	125	24	bpnn	bpnn	NOUN
fcis-23018	125	25	-	-	PUNCT
fcis-23018	125	26	pid	pid	NOUN
fcis-23018	125	27	controller	controller	NOUN
fcis-23018	125	28	with	with	ADP
fcis-23018	125	29	fast	fast	ADJ
fcis-23018	125	30	response	response	NOUN
fcis-23018	125	31	.	.	PUNCT
fcis-23018	126	1	the	the	DET
fcis-23018	126	2	speed	speed	NOUN
fcis-23018	126	3	was	be	AUX
fcis-23018	126	4	increased	increase	VERB
fcis-23018	126	5	.	.	PUNCT
fcis-23018	127	1	in	in	ADP
fcis-23018	127	2	order	order	NOUN
fcis-23018	127	3	to	to	PART
fcis-23018	127	4	test	test	VERB
fcis-23018	127	5	the	the	DET
fcis-23018	127	6	response	response	NOUN
fcis-23018	127	7	characteristics	characteristic	NOUN
fcis-23018	127	8	of	of	ADP
fcis-23018	127	9	the	the	DET
fcis-23018	127	10	controller	controller	NOUN
fcis-23018	127	11	,	,	PUNCT
fcis-23018	127	12	a	a	DET
fcis-23018	127	13	step	step	NOUN
fcis-23018	127	14	disturbance	disturbance	NOUN
fcis-23018	127	15	with	with	ADP
fcis-23018	127	16	an	an	DET
fcis-23018	127	17	amplitude	amplitude	NOUN
fcis-23018	127	18	of	of	ADP
fcis-23018	127	19	-0.1	-0.1	PROPN
fcis-23018	127	20	is	be	AUX
fcis-23018	127	21	set	set	VERB
fcis-23018	127	22	at	at	ADP
fcis-23018	127	23	the	the	DET
fcis-23018	127	24	time	time	NOUN
fcis-23018	127	25	point	point	NOUN
fcis-23018	127	26	of	of	ADP
fcis-23018	127	27	4000s	4000s	NUM
fcis-23018	127	28	to	to	PART
fcis-23018	127	29	compare	compare	VERB
fcis-23018	127	30	the	the	DET
fcis-23018	127	31	resistance	resistance	NOUN
fcis-23018	127	32	to	to	PART
fcis-23018	127	33	interference	interference	VERB
fcis-23018	127	34	under	under	ADP
fcis-23018	127	35	various	various	ADJ
fcis-23018	127	36	control	control	NOUN
fcis-23018	127	37	methods	method	NOUN
fcis-23018	127	38	.	.	PUNCT
fcis-23018	128	1	the	the	DET
fcis-23018	128	2	specific	specific	ADJ
fcis-23018	128	3	data	datum	NOUN
fcis-23018	128	4	comparison	comparison	NOUN
fcis-23018	128	5	is	be	AUX
fcis-23018	128	6	shown	show	VERB
fcis-23018	128	7	in	in	ADP
fcis-23018	128	8	table	table	NOUN
fcis-23018	128	9	1	1	NUM
fcis-23018	128	10	and	and	CCONJ
fcis-23018	128	11	table	table	NOUN
fcis-23018	128	12	2	2	NUM
fcis-23018	128	13	.	.	PUNCT
fcis-23018	128	14	table	table	NOUN
fcis-23018	128	15	1	1	NUM
fcis-23018	128	16	.	.	PUNCT
fcis-23018	128	17	comparison	comparison	NOUN
fcis-23018	128	18	of	of	ADP
fcis-23018	128	19	step	step	NOUN
fcis-23018	128	20	response	response	NOUN
fcis-23018	128	21	characteristic	characteristic	ADJ
fcis-23018	128	22	data	datum	NOUN
fcis-23018	128	23	control	control	PROPN
fcis-23018	128	24	mode	mode	PROPN
fcis-23018	128	25	pid	pid	NOUN
fcis-23018	128	26	bpnn	bpnn	PROPN
fcis-23018	128	27	-	-	PUNCT
fcis-23018	128	28	pid	pid	NOUN
fcis-23018	128	29	aco	aco	PROPN
fcis-23018	128	30	-	-	PUNCT
fcis-23018	128	31	pid	pid	PROPN
fcis-23018	129	1	improved	improve	VERB
fcis-23018	129	2	aco	aco	PROPN
fcis-23018	129	3	-	-	PUNCT
fcis-23018	129	4	bpnn	bpnn	NOUN
fcis-23018	129	5	-	-	PUNCT
fcis-23018	129	6	pid	pid	NOUN
fcis-23018	129	7	overshoot/	overshoot/	NUM
fcis-23018	129	8	%	%	NOUN
fcis-23018	129	9	22.8	22.8	NUM
fcis-23018	129	10	10.3	10.3	NUM
fcis-23018	129	11	2.1	2.1	NUM
fcis-23018	129	12	0.1	0.1	NUM
fcis-23018	129	13	adjust	adjust	NOUN
fcis-23018	129	14	time	time	NOUN
fcis-23018	129	15	/s	/s	SYM
fcis-23018	129	16	2363	2363	NUM
fcis-23018	129	17	996	996	NUM
fcis-23018	129	18	715	715	NUM
fcis-23018	129	19	678	678	NUM
fcis-23018	129	20	rise	rise	NOUN
fcis-23018	129	21	time	time	NOUN
fcis-23018	129	22	/s	/s	NOUN
fcis-23018	129	23	308	308	NUM
fcis-23018	129	24	252	252	NUM
fcis-23018	129	25	479	479	NUM
fcis-23018	129	26	308	308	NUM
fcis-23018	129	27	table	table	NOUN
fcis-23018	129	28	2	2	NUM
fcis-23018	129	29	.	.	PUNCT
fcis-23018	129	30	comparison	comparison	NOUN
fcis-23018	129	31	of	of	ADP
fcis-23018	129	32	characteristic	characteristic	ADJ
fcis-23018	129	33	data	datum	NOUN
fcis-23018	129	34	of	of	ADP
fcis-23018	129	35	interference	interference	NOUN
fcis-23018	129	36	action	action	NOUN
fcis-23018	129	37	control	control	NOUN
fcis-23018	129	38	mode	mode	PROPN
fcis-23018	129	39	pid	pid	NOUN
fcis-23018	129	40	bpnn	bpnn	PROPN
fcis-23018	129	41	-	-	PUNCT
fcis-23018	129	42	pid	pid	NOUN
fcis-23018	129	43	aco	aco	PROPN
fcis-23018	129	44	-	-	PUNCT
fcis-23018	129	45	pid	pid	PROPN
fcis-23018	129	46	improved	improve	VERB
fcis-23018	129	47	aco	aco	PROPN
fcis-23018	129	48	-	-	PUNCT
fcis-23018	129	49	bpnn	bpnn	NOUN
fcis-23018	129	50	-	-	PUNCT
fcis-23018	129	51	pid	pid	NOUN
fcis-23018	129	52	overshoot	overshoot	NOUN
fcis-23018	129	53	/%	/%	PROPN
fcis-23018	129	54	11.7	11.7	NUM
fcis-23018	129	55	6.3	6.3	NUM
fcis-23018	129	56	7.8	7.8	NUM
fcis-23018	129	57	3.3	3.3	NUM
fcis-23018	129	58	adjust	adjust	NOUN
fcis-23018	129	59	time	time	NOUN
fcis-23018	129	60	/s	/s	PUNCT
fcis-23018	129	61	1026	1026	NUM
fcis-23018	129	62	940	940	NUM
fcis-23018	129	63	1024	1024	NUM
fcis-23018	129	64	905	905	NUM
fcis-23018	129	65	pid	pid	NOUN
fcis-23018	129	66	controller	controller	NOUN
fcis-23018	129	67	produces	produce	VERB
fcis-23018	129	68	a	a	DET
fcis-23018	129	69	large	large	ADJ
fcis-23018	129	70	overshoot	overshoot	NOUN
fcis-23018	129	71	and	and	CCONJ
fcis-23018	129	72	takes	take	VERB
fcis-23018	129	73	a	a	DET
fcis-23018	129	74	long	long	ADJ
fcis-23018	129	75	time	time	NOUN
fcis-23018	129	76	to	to	PART
fcis-23018	129	77	reach	reach	VERB
fcis-23018	129	78	stability	stability	NOUN
fcis-23018	129	79	,	,	PUNCT
fcis-23018	129	80	bpnn	bpnn	NOUN
fcis-23018	129	81	-	-	PUNCT
fcis-23018	129	82	pid	pid	NOUN
fcis-23018	129	83	and	and	CCONJ
fcis-23018	129	84	aco	aco	PROPN
fcis-23018	129	85	-	-	PUNCT
fcis-23018	129	86	pid	pid	NOUN
fcis-23018	129	87	produce	produce	VERB
fcis-23018	129	88	relatively	relatively	ADV
fcis-23018	129	89	less	less	ADJ
fcis-23018	129	90	overshoot	overshoot	NOUN
fcis-23018	129	91	,	,	PUNCT
fcis-23018	129	92	and	and	CCONJ
fcis-23018	129	93	the	the	DET
fcis-23018	129	94	recovery	recovery	NOUN
fcis-23018	129	95	time	time	NOUN
fcis-23018	129	96	is	be	AUX
fcis-23018	129	97	shorter	short	ADJ
fcis-23018	129	98	than	than	ADP
fcis-23018	129	99	pid	pid	NOUN
fcis-23018	129	100	controller	controller	NOUN
fcis-23018	129	101	.	.	PUNCT
fcis-23018	130	1	compared	compare	VERB
fcis-23018	130	2	with	with	ADP
fcis-23018	130	3	traditional	traditional	ADJ
fcis-23018	130	4	control	control	NOUN
fcis-23018	130	5	controller	controller	NOUN
fcis-23018	130	6	schemes	scheme	NOUN
fcis-23018	130	7	,	,	PUNCT
fcis-23018	130	8	the	the	DET
fcis-23018	130	9	improved	improve	VERB
fcis-23018	130	10	aco	aco	PROPN
fcis-23018	130	11	-	-	PUNCT
fcis-23018	130	12	bpnn	bpnn	NOUN
fcis-23018	130	13	-	-	PUNCT
fcis-23018	130	14	pid	pid	NOUN
fcis-23018	130	15	controller	controller	NOUN
fcis-23018	130	16	has	have	VERB
fcis-23018	130	17	better	well	ADJ
fcis-23018	130	18	performance	performance	NOUN
fcis-23018	130	19	and	and	CCONJ
fcis-23018	130	20	stronger	strong	ADJ
fcis-23018	130	21	anti	anti	ADJ
fcis-23018	130	22	-	-	ADJ
fcis-23018	130	23	interference	interference	ADJ
fcis-23018	130	24	ability	ability	NOUN
fcis-23018	130	25	.	.	PUNCT
fcis-23018	131	1	the	the	DET
fcis-23018	131	2	recovery	recovery	NOUN
fcis-23018	131	3	time	time	NOUN
fcis-23018	131	4	is	be	AUX
fcis-23018	131	5	fast	fast	ADJ
fcis-23018	131	6	.	.	PUNCT
fcis-23018	132	1	5	5	X
fcis-23018	132	2	.	.	X
fcis-23018	132	3	conclusion	conclusion	NOUN
fcis-23018	132	4	in	in	ADP
fcis-23018	132	5	the	the	DET
fcis-23018	132	6	working	working	NOUN
fcis-23018	132	7	process	process	NOUN
fcis-23018	132	8	of	of	ADP
fcis-23018	132	9	electric	electric	ADJ
fcis-23018	132	10	heating	heating	NOUN
fcis-23018	132	11	furnace	furnace	NOUN
fcis-23018	132	12	,	,	PUNCT
fcis-23018	132	13	the	the	DET
fcis-23018	132	14	temperature	temperature	NOUN
fcis-23018	132	15	variation	variation	NOUN
fcis-23018	132	16	trend	trend	NOUN
fcis-23018	132	17	will	will	AUX
fcis-23018	132	18	show	show	VERB
fcis-23018	132	19	some	some	DET
fcis-23018	132	20	changes	change	NOUN
fcis-23018	132	21	such	such	ADJ
fcis-23018	132	22	as	as	ADP
fcis-23018	132	23	nonlinear	nonlinear	ADJ
fcis-23018	132	24	and	and	CCONJ
fcis-23018	132	25	hysteresis	hysteresis	NOUN
fcis-23018	132	26	.	.	PUNCT
fcis-23018	133	1	based	base	VERB
fcis-23018	133	2	on	on	ADP
fcis-23018	133	3	the	the	DET
fcis-23018	133	4	traditional	traditional	ADJ
fcis-23018	133	5	control	control	NOUN
fcis-23018	133	6	scheme	scheme	NOUN
fcis-23018	133	7	,	,	PUNCT
fcis-23018	133	8	an	an	DET
fcis-23018	133	9	intelligent	intelligent	ADJ
fcis-23018	133	10	algorithm	algorithm	NOUN
fcis-23018	133	11	is	be	AUX
fcis-23018	133	12	proposed	propose	VERB
fcis-23018	133	13	to	to	PART
fcis-23018	133	14	optimize	optimize	VERB
fcis-23018	133	15	the	the	DET
fcis-23018	133	16	bpnn	bpnn	NOUN
fcis-23018	133	17	-	-	PUNCT
fcis-23018	133	18	pid	pid	NOUN
fcis-23018	133	19	controller	controller	NOUN
fcis-23018	133	20	by	by	ADP
fcis-23018	133	21	improving	improve	VERB
fcis-23018	133	22	the	the	DET
fcis-23018	133	23	ant	ant	ADJ
fcis-23018	133	24	colony	colony	NOUN
fcis-23018	133	25	algorithm	algorithm	NOUN
fcis-23018	133	26	.	.	PUNCT
fcis-23018	134	1	simulation	simulation	NOUN
fcis-23018	134	2	software	software	NOUN
fcis-23018	134	3	is	be	AUX
fcis-23018	134	4	used	use	VERB
fcis-23018	134	5	to	to	PART
fcis-23018	134	6	simulate	simulate	VERB
fcis-23018	134	7	each	each	DET
fcis-23018	134	8	control	control	NOUN
fcis-23018	134	9	scheme	scheme	NOUN
fcis-23018	134	10	,	,	PUNCT
fcis-23018	134	11	observe	observe	VERB
fcis-23018	134	12	the	the	DET
fcis-23018	134	13	characteristic	characteristic	ADJ
fcis-23018	134	14	response	response	NOUN
fcis-23018	134	15	curve	curve	NOUN
fcis-23018	134	16	of	of	ADP
fcis-23018	134	17	each	each	DET
fcis-23018	134	18	control	control	NOUN
fcis-23018	134	19	scheme	scheme	NOUN
fcis-23018	134	20	,	,	PUNCT
fcis-23018	134	21	and	and	CCONJ
fcis-23018	134	22	conduct	conduct	VERB
fcis-23018	134	23	comparative	comparative	ADJ
fcis-23018	134	24	experiments	experiment	NOUN
fcis-23018	134	25	.	.	PUNCT
fcis-23018	135	1	the	the	DET
fcis-23018	135	2	simulation	simulation	NOUN
fcis-23018	135	3	results	result	NOUN
fcis-23018	135	4	show	show	VERB
fcis-23018	135	5	that	that	SCONJ
fcis-23018	135	6	,	,	PUNCT
fcis-23018	135	7	the	the	DET
fcis-23018	135	8	improved	improved	ADJ
fcis-23018	135	9	ant	ant	ADJ
fcis-23018	135	10	colony	colony	NOUN
fcis-23018	135	11	algorithm	algorithm	NOUN
fcis-23018	135	12	optimized	optimize	VERB
fcis-23018	135	13	bpnn	bpnn	NOUN
fcis-23018	135	14	-	-	PUNCT
fcis-23018	135	15	pid	pid	NOUN
fcis-23018	135	16	controller	controller	NOUN
fcis-23018	135	17	scheme	scheme	NOUN
fcis-23018	135	18	has	have	VERB
fcis-23018	135	19	obvious	obvious	ADJ
fcis-23018	135	20	improvement	improvement	NOUN
fcis-23018	135	21	in	in	ADP
fcis-23018	135	22	anti	anti	ADJ
fcis-23018	135	23	-	-	ADJ
fcis-23018	135	24	interference	interference	NOUN
fcis-23018	135	25	and	and	CCONJ
fcis-23018	135	26	can	can	AUX
fcis-23018	135	27	meet	meet	VERB
fcis-23018	135	28	the	the	DET
fcis-23018	135	29	practical	practical	ADJ
fcis-23018	135	30	engineering	engineering	NOUN
fcis-23018	135	31	needs	need	NOUN
fcis-23018	135	32	.	.	PUNCT
fcis-23018	136	1	references	reference	NOUN
fcis-23018	136	2	[	[	X
fcis-23018	136	3	1	1	NUM
fcis-23018	136	4	]	]	X
fcis-23018	136	5	zhou	zhou	PROPN
fcis-23018	136	6	xin	xin	PROPN
fcis-23018	136	7	,	,	PUNCT
fcis-23018	136	8	zhou	zhou	PROPN
fcis-23018	136	9	qi	qi	PROPN
fcis-23018	136	10	-	-	PUNCT
fcis-23018	136	11	xiang	xiang	PROPN
fcis-23018	136	12	,	,	PUNCT
fcis-23018	136	13	yang	yang	PROPN
fcis-23018	136	14	xu	xu	PROPN
fcis-23018	136	15	,	,	PUNCT
fcis-23018	136	16	et	et	PROPN
fcis-23018	136	17	al	al	PROPN
fcis-23018	136	18	.	.	PROPN
fcis-23018	136	19	design	design	NOUN
fcis-23018	136	20	and	and	CCONJ
fcis-23018	136	21	application	application	NOUN
fcis-23018	136	22	of	of	ADP
fcis-23018	136	23	temperature	temperature	NOUN
fcis-23018	136	24	servo	servo	NOUN
fcis-23018	136	25	control	control	NOUN
fcis-23018	136	26	system	system	NOUN
fcis-23018	136	27	for	for	ADP
fcis-23018	136	28	resistance	resistance	NOUN
fcis-23018	136	29	furnace	furnace	NOUN
fcis-23018	137	1	[	[	X
fcis-23018	137	2	j	j	X
fcis-23018	137	3	]	]	X
fcis-23018	137	4	.	.	PUNCT
fcis-23018	138	1	journal	journal	PROPN
fcis-23018	138	2	of	of	ADP
fcis-23018	138	3	jilin	jilin	PROPN
fcis-23018	138	4	university	university	PROPN
fcis-23018	138	5	of	of	ADP
fcis-23018	138	6	chemical	chemical	PROPN
fcis-23018	138	7	technology,20,37(7):45	technology,20,37(7):45	PROPN
fcis-23018	138	8	-	-	PUNCT
fcis-23018	138	9	48	48	NUM
fcis-23018	138	10	.	.	PUNCT
fcis-23018	139	1	[	[	X
fcis-23018	139	2	2	2	X
fcis-23018	139	3	]	]	X
fcis-23018	139	4	wang	wang	PROPN
fcis-23018	139	5	qiuping	qiuping	PROPN
fcis-23018	139	6	,	,	PUNCT
fcis-23018	139	7	ma	ma	PROPN
fcis-23018	139	8	chunlin	chunlin	PROPN
fcis-23018	139	9	,	,	PUNCT
fcis-23018	139	10	xiao	xiao	PROPN
fcis-23018	139	11	lingling	lingling	PROPN
fcis-23018	139	12	,	,	PUNCT
fcis-23018	139	13	et	et	PROPN
fcis-23018	139	14	al	al	PROPN
fcis-23018	139	15	.	.	PUNCT
fcis-23018	139	16	application	application	NOUN
fcis-23018	139	17	of	of	ADP
fcis-23018	139	18	ant	ant	ADJ
fcis-23018	139	19	colony	colony	NOUN
fcis-23018	139	20	algorithm	algorithm	NOUN
fcis-23018	139	21	to	to	PART
fcis-23018	139	22	optimize	optimize	VERB
fcis-23018	139	23	bp	bp	PROPN
fcis-23018	139	24	neural	neural	ADJ
fcis-23018	139	25	network	network	NOUN
fcis-23018	139	26	in	in	ADP
fcis-23018	139	27	main	main	ADJ
fcis-23018	139	28	steam	steam	NOUN
fcis-23018	139	29	temperature	temperature	NOUN
fcis-23018	139	30	control	control	NOUN
fcis-23018	140	1	[	[	X
fcis-23018	140	2	j	j	X
fcis-23018	140	3	]	]	X
fcis-23018	140	4	.	.	PUNCT
fcis-23018	141	1	chemical	chemical	ADJ
fcis-23018	141	2	automation	automation	NOUN
fcis-23018	141	3	and	and	CCONJ
fcis-23018	141	4	instrumentation,2013,40(7):834	instrumentation,2013,40(7):834	NOUN
fcis-23018	141	5	-	-	SYM
fcis-23018	141	6	837	837	NUM
fcis-23018	141	7	.	.	PUNCT
fcis-23018	142	1	[	[	X
fcis-23018	142	2	3	3	NUM
fcis-23018	142	3	]	]	PUNCT
fcis-23018	142	4	qiong	qiong	PROPN
fcis-23018	142	5	wang	wang	PROPN
fcis-23018	142	6	,	,	PUNCT
fcis-23018	142	7	xiaokan	xiaokan	PROPN
fcis-23018	142	8	wang	wang	PROPN
fcis-23018	142	9	.	.	PUNCT
fcis-23018	143	1	parameters	parameter	NOUN
fcis-23018	143	2	optimization	optimization	NOUN
fcis-23018	143	3	of	of	ADP
fcis-23018	143	4	the	the	DET
fcis-23018	143	5	heating	heating	NOUN
fcis-23018	143	6	furnace	furnace	NOUN
fcis-23018	143	7	control	control	NOUN
fcis-23018	143	8	systems	system	NOUN
fcis-23018	143	9	based	base	VERB
fcis-23018	143	10	on	on	ADP
fcis-23018	143	11	bp	bp	PROPN
fcis-23018	143	12	neural	neural	ADJ
fcis-23018	143	13	network	network	NOUN
fcis-23018	143	14	improved	improve	VERB
fcis-23018	143	15	by	by	ADP
fcis-23018	143	16	genetic	genetic	ADJ
fcis-23018	143	17	algorithm[j	algorithm[j	PROPN
fcis-23018	143	18	]	]	PUNCT
fcis-23018	143	19	.	.	PUNCT
fcis-23018	144	1	journal	journal	PROPN
fcis-23018	144	2	on	on	ADP
fcis-23018	144	3	internet	internet	NOUN
fcis-23018	144	4	of	of	ADP
fcis-23018	144	5	things	thing	NOUN
fcis-23018	144	6	,	,	PUNCT
fcis-23018	144	7	2019,2(2):75	2019,2(2):75	PROPN
fcis-23018	144	8	-	-	PUNCT
fcis-23018	144	9	80	80	NUM
fcis-23018	144	10	.	.	PUNCT
fcis-23018	145	1	[	[	X
fcis-23018	145	2	4	4	X
fcis-23018	145	3	]	]	X
fcis-23018	145	4	jiang	jiang	PROPN
fcis-23018	145	5	meixian	meixian	PROPN
fcis-23018	145	6	,	,	PUNCT
fcis-23018	145	7	wang	wang	PROPN
fcis-23018	145	8	zhenshui	zhenshui	PROPN
fcis-23018	145	9	,	,	PUNCT
fcis-23018	145	10	wu	wu	PROPN
fcis-23018	145	11	guoxing	guoxing	NOUN
fcis-23018	145	12	,	,	PUNCT
fcis-23018	145	13	et	et	PROPN
fcis-23018	146	1	al	al	PROPN
fcis-23018	146	2	.	.	PROPN
fcis-23018	146	3	control	control	PROPN
fcis-23018	146	4	model	model	NOUN
fcis-23018	146	5	and	and	CCONJ
fcis-23018	146	6	simulation	simulation	NOUN
fcis-23018	146	7	of	of	ADP
fcis-23018	146	8	rice	rice	NOUN
fcis-23018	146	9	wine	wine	NOUN
fcis-23018	146	10	pre	pre	ADJ
fcis-23018	146	11	-	-	ADJ
fcis-23018	146	12	fermentation	fermentation	ADJ
fcis-23018	146	13	temperature	temperature	NOUN
fcis-23018	146	14	based	base	VERB
fcis-23018	146	15	on	on	ADP
fcis-23018	146	16	bpnn	bpnn	PROPN
fcis-23018	147	1	[	[	X
fcis-23018	147	2	j	j	X
fcis-23018	147	3	]	]	X
fcis-23018	147	4	.	.	PUNCT
fcis-23018	148	1	journal	journal	PROPN
fcis-23018	148	2	of	of	ADP
fcis-23018	148	3	zhejiang	zhejiang	PROPN
fcis-23018	148	4	university	university	PROPN
fcis-23018	148	5	of	of	ADP
fcis-23018	148	6	technology,20,48(6):620	technology,20,48(6):620	PROPN
fcis-23018	148	7	-	-	PUNCT
fcis-23018	148	8	626	626	NUM
fcis-23018	148	9	.	.	PUNCT
fcis-23018	149	1	[	[	X
fcis-23018	149	2	5	5	NUM
fcis-23018	149	3	]	]	PUNCT
fcis-23018	149	4	su	su	PROPN
fcis-23018	149	5	gang	gang	PROPN
fcis-23018	149	6	,	,	PUNCT
fcis-23018	149	7	liu	liu	PROPN
fcis-23018	149	8	hao	hao	PROPN
fcis-23018	149	9	,	,	PUNCT
fcis-23018	149	10	qiao	qiao	PROPN
fcis-23018	149	11	junfeng	junfeng	PROPN
fcis-23018	149	12	,	,	PUNCT
fcis-23018	149	13	et	et	PROPN
fcis-23018	149	14	al	al	PROPN
fcis-23018	149	15	.	.	PROPN
fcis-23018	149	16	predictive	predictive	ADJ
fcis-23018	149	17	adaptive	adaptive	ADJ
fcis-23018	149	18	pid	pid	NOUN
fcis-23018	149	19	control	control	NOUN
fcis-23018	149	20	method	method	NOUN
fcis-23018	149	21	for	for	ADP
fcis-23018	149	22	temperature	temperature	NOUN
fcis-23018	149	23	system	system	NOUN
fcis-23018	150	1	[	[	X
fcis-23018	150	2	j	j	X
fcis-23018	150	3	]	]	X
fcis-23018	150	4	.	.	PUNCT
fcis-23018	151	1	journal	journal	PROPN
fcis-23018	151	2	of	of	ADP
fcis-23018	151	3	jilin	jilin	PROPN
fcis-23018	151	4	university	university	PROPN
fcis-23018	151	5	(	(	PUNCT
fcis-23018	151	6	information	information	NOUN
fcis-23018	151	7	science	science	NOUN
fcis-23018	151	8	edition),2022,40(1):1	edition),2022,40(1):1	PROPN
fcis-23018	151	9	-	-	PUNCT
fcis-23018	151	10	6	6	NUM
fcis-23018	151	11	.	.	PUNCT
fcis-23018	152	1	[	[	X
fcis-23018	152	2	6	6	NUM
fcis-23018	152	3	]	]	X
fcis-23018	152	4	wang	wang	PROPN
fcis-23018	152	5	xiaoyu	xiaoyu	PROPN
fcis-23018	152	6	,	,	PUNCT
fcis-23018	152	7	yan	yan	PROPN
fcis-23018	152	8	yuwei	yuwei	PROPN
fcis-23018	152	9	.	.	PUNCT
fcis-23018	153	1	plc	plc	PROPN
fcis-23018	153	2	design	design	NOUN
fcis-23018	153	3	and	and	CCONJ
fcis-23018	153	4	implementation	implementation	NOUN
fcis-23018	153	5	of	of	ADP
fcis-23018	153	6	bp	bp	PROPN
fcis-23018	153	7	neural	neural	PROPN
fcis-23018	153	8	network	network	PROPN
fcis-23018	153	9	electric	electric	ADJ
fcis-23018	153	10	heating	heating	NOUN
fcis-23018	153	11	temperature	temperature	NOUN
fcis-23018	153	12	control	control	NOUN
fcis-23018	153	13	system	system	NOUN
fcis-23018	154	1	[	[	X
fcis-23018	154	2	j	j	X
fcis-23018	154	3	]	]	X
fcis-23018	154	4	.	.	PUNCT
fcis-23018	154	5	automation	automation	NOUN
fcis-23018	154	6	&	&	CCONJ
fcis-23018	154	7	instrumentation	instrumentation	NOUN
fcis-23018	154	8	,	,	PUNCT
fcis-23018	154	9	201,36(12):24	201,36(12):24	PROPN
fcis-23018	154	10	-	-	SYM
fcis-23018	154	11	28	28	NUM
fcis-23018	154	12	.	.	PUNCT
fcis-23018	155	1	[	[	X
fcis-23018	155	2	7	7	X
fcis-23018	155	3	]	]	X
fcis-23018	155	4	xiong	xiong	PROPN
fcis-23018	155	5	chang	chang	PROPN
fcis-23018	155	6	-	-	PUNCT
fcis-23018	155	7	jiong	jiong	PROPN
fcis-23018	155	8	,	,	PUNCT
fcis-23018	155	9	wang	wang	PROPN
fcis-23018	155	10	chun	chun	PROPN
fcis-23018	155	11	-	-	PUNCT
fcis-23018	155	12	rong	rong	PROPN
fcis-23018	155	13	,	,	PUNCT
fcis-23018	155	14	xia	xia	PROPN
fcis-23018	155	15	erdong	erdong	PROPN
fcis-23018	155	16	.	.	PUNCT
fcis-23018	156	1	research	research	NOUN
fcis-23018	156	2	on	on	ADP
fcis-23018	156	3	temperature	temperature	NOUN
fcis-23018	156	4	control	control	NOUN
fcis-23018	156	5	of	of	ADP
fcis-23018	156	6	heating	heating	NOUN
fcis-23018	156	7	furnace	furnace	NOUN
fcis-23018	156	8	based	base	VERB
fcis-23018	156	9	on	on	ADP
fcis-23018	156	10	improved	improved	ADJ
fcis-23018	156	11	pid	pid	NOUN
fcis-23018	156	12	algorithm	algorithm	NOUN
fcis-23018	157	1	[	[	X
fcis-23018	157	2	j	j	X
fcis-23018	157	3	]	]	X
fcis-23018	157	4	.	.	PUNCT
fcis-23018	158	1	china	china	PROPN
fcis-23018	158	2	equipment	equipment	PROPN
fcis-23018	158	3	engineering	engineering	NOUN
fcis-23018	158	4	,	,	PUNCT
fcis-23018	158	5	2022	2022	NUM
fcis-23018	158	6	(	(	PUNCT
fcis-23018	158	7	12	12	NUM
fcis-23018	158	8	):	):	PUNCT
fcis-23018	158	9	101	101	NUM
fcis-23018	158	10	-	-	SYM
fcis-23018	158	11	102	102	NUM
fcis-23018	158	12	.	.	PUNCT
fcis-23018	159	1	[	[	X
fcis-23018	159	2	8	8	NUM
fcis-23018	159	3	]	]	X
fcis-23018	159	4	liang	liang	PROPN
fcis-23018	159	5	hai	hai	PROPN
fcis-23018	159	6	-	-	PUNCT
fcis-23018	159	7	tao	tao	PROPN
fcis-23018	159	8	,	,	PUNCT
fcis-23018	159	9	zhang	zhang	PROPN
fcis-23018	159	10	chun	chun	PROPN
fcis-23018	159	11	-	-	PUNCT
fcis-23018	159	12	yu	yu	PROPN
fcis-23018	159	13	,	,	PUNCT
fcis-23018	159	14	chen	chen	PROPN
fcis-23018	159	15	wei	wei	PROPN
fcis-23018	159	16	.	.	PUNCT
fcis-23018	159	17	research	research	NOUN
fcis-23018	159	18	on	on	ADP
fcis-23018	159	19	temperature	temperature	NOUN
fcis-23018	159	20	control	control	NOUN
fcis-23018	159	21	of	of	ADP
fcis-23018	159	22	tea	tea	NOUN
fcis-23018	159	23	strip	strip	NOUN
fcis-23018	159	24	machine	machine	NOUN
fcis-23018	159	25	based	base	VERB
fcis-23018	159	26	on	on	ADP
fcis-23018	159	27	bp	bp	PROPN
fcis-23018	159	28	neural	neural	ADJ
fcis-23018	159	29	network	network	NOUN
fcis-23018	159	30	pid	pid	NOUN
fcis-23018	159	31	control	control	NOUN
fcis-23018	160	1	[	[	X
fcis-23018	160	2	j	j	X
fcis-23018	160	3	]	]	X
fcis-23018	160	4	.	.	PUNCT
fcis-23018	161	1	journal	journal	PROPN
fcis-23018	161	2	of	of	ADP
fcis-23018	161	3	xinyang	xinyang	PROPN
fcis-23018	161	4	agriculture	agriculture	PROPN
fcis-23018	161	5	and	and	CCONJ
fcis-23018	161	6	forestry	forestry	NOUN
fcis-23018	161	7	college,2021,31(2	college,2021,31(2	PROPN
fcis-23018	161	8	):	):	PUNCT
fcis-23018	161	9	107	107	NUM
fcis-23018	161	10	-	-	SYM
fcis-23018	161	11	112	112	NUM
fcis-23018	161	12	.	.	PUNCT
fcis-23018	162	1	[	[	X
fcis-23018	162	2	9	9	NUM
fcis-23018	162	3	]	]	SYM
fcis-23018	162	4	fu	fu	PROPN
fcis-23018	162	5	xin	xin	PROPN
fcis-23018	162	6	,	,	PUNCT
fcis-23018	162	7	li	li	PROPN
fcis-23018	162	8	jing	jing	PROPN
fcis-23018	162	9	.	.	PUNCT
fcis-23018	163	1	ant	ant	ADJ
fcis-23018	163	2	colony	colony	NOUN
fcis-23018	163	3	algorithm	algorithm	NOUN
fcis-23018	164	1	[	[	X
fcis-23018	164	2	j	j	X
fcis-23018	164	3	]	]	X
fcis-23018	164	4	.	.	PUNCT
fcis-23018	165	1	silicon	silicon	PROPN
fcis-23018	165	2	valley	valley	PROPN
fcis-23018	165	3	,	,	PUNCT
fcis-23018	165	4	2012	2012	NUM
fcis-23018	165	5	(	(	PUNCT
fcis-23018	165	6	3):183	3):183	NUM
fcis-23018	165	7	-	-	NOUN
fcis-23018	165	8	183	183	NUM
fcis-23018	165	9	.	.	PUNCT
fcis-23018	166	1	[	[	X
fcis-23018	166	2	10	10	NUM
fcis-23018	166	3	]	]	X
fcis-23018	166	4	sun	sun	PROPN
fcis-23018	166	5	y	y	PROPN
fcis-23018	166	6	,	,	PUNCT
fcis-23018	166	7	dong	dong	PROPN
fcis-23018	166	8	w	w	PROPN
fcis-23018	166	9	,	,	PUNCT
fcis-23018	167	1	chen	chen	PROPN
fcis-23018	167	2	y	y	PROPN
fcis-23018	167	3	.an	.an	PROPN
fcis-23018	167	4	improved	improve	VERB
fcis-23018	167	5	routing	routing	NOUN
fcis-23018	167	6	algorithm	algorithm	NOUN
fcis-23018	167	7	based	base	VERB
fcis-23018	167	8	on	on	ADP
fcis-23018	167	9	ant	ant	ADJ
fcis-23018	167	10	colony	colony	NOUN
fcis-23018	167	11	optimization	optimization	NOUN
fcis-23018	167	12	in	in	ADP
fcis-23018	167	13	wireless	wireless	ADJ
fcis-23018	167	14	sensor	sensor	NOUN
fcis-23018	167	15	networks[j].ieee	networks[j].ieee	NOUN
fcis-23018	167	16	communications	communication	NOUN
fcis-23018	167	17	letters,2017:1	letters,2017:1	ADV
fcis-23018	167	18	-	-	SYM
fcis-23018	167	19	1	1	NUM
fcis-23018	168	1	[	[	X
fcis-23018	168	2	11	11	NUM
fcis-23018	168	3	]	]	X
fcis-23018	168	4	zhou	zhou	PROPN
fcis-23018	168	5	jianxin	jianxin	PROPN
fcis-23018	168	6	,	,	PUNCT
fcis-23018	168	7	huang	huang	PROPN
fcis-23018	168	8	jianxiong	jianxiong	PROPN
fcis-23018	168	9	.	.	PUNCT
fcis-23018	169	1	temperature	temperature	NOUN
fcis-23018	169	2	control	control	NOUN
fcis-23018	169	3	of	of	ADP
fcis-23018	169	4	pidnn	pidnn	ADJ
fcis-23018	169	5	heating	heating	NOUN
fcis-23018	169	6	furnace	furnace	NOUN
fcis-23018	169	7	based	base	VERB
fcis-23018	169	8	on	on	ADP
fcis-23018	169	9	improved	improve	VERB
fcis-23018	169	10	ant	ant	ADJ
fcis-23018	169	11	colony	colony	NOUN
fcis-23018	169	12	immune	immune	ADJ
fcis-23018	169	13	algorithm	algorithm	NOUN
fcis-23018	170	1	[	[	X
fcis-23018	170	2	j	j	X
fcis-23018	170	3	]	]	X
fcis-23018	170	4	.	.	PUNCT
fcis-23018	171	1	sichuan	sichuan	PROPN
fcis-23018	171	2	metallurgy,20,42(3):22	metallurgy,20,42(3):22	PROPN
fcis-23018	171	3	-	-	PUNCT
fcis-23018	171	4	26	26	NUM
fcis-23018	171	5	.	.	PUNCT
fcis-23018	172	1	[	[	X
fcis-23018	172	2	12	12	NUM
fcis-23018	172	3	]	]	X
fcis-23018	172	4	yu	yu	PROPN
fcis-23018	172	5	menghan	menghan	PROPN
fcis-23018	172	6	.	.	PUNCT
fcis-23018	172	7	research	research	NOUN
fcis-23018	172	8	on	on	ADP
fcis-23018	172	9	optimal	optimal	ADJ
fcis-23018	172	10	combustion	combustion	NOUN
fcis-23018	172	11	control	control	NOUN
fcis-23018	172	12	strategy	strategy	NOUN
fcis-23018	172	13	of	of	ADP
fcis-23018	172	14	continuous	continuous	ADJ
fcis-23018	172	15	steel	steel	NOUN
fcis-23018	172	16	rolling	rolling	ADJ
fcis-23018	172	17	heating	heating	NOUN
fcis-23018	172	18	furnace	furnace	NOUN
fcis-23018	173	1	[	[	X
fcis-23018	173	2	d	d	X
fcis-23018	173	3	]	]	X
fcis-23018	173	4	.	.	PUNCT
fcis-23018	174	1	north	north	PROPN
fcis-23018	174	2	china	china	PROPN
fcis-23018	174	3	university	university	PROPN
fcis-23018	174	4	of	of	ADP
fcis-23018	174	5	science	science	NOUN
fcis-23018	174	6	and	and	CCONJ
fcis-23018	174	7	technology,2022	technology,2022	NOUN
fcis-23018	174	8	.	.	PUNCT
fcis-23018	175	1	[	[	X
fcis-23018	175	2	13	13	NUM
fcis-23018	175	3	]	]	X
fcis-23018	175	4	yang	yang	PROPN
fcis-23018	175	5	yi	yi	PROPN
fcis-23018	175	6	,	,	PUNCT
fcis-23018	175	7	tiger	tiger	NOUN
fcis-23018	175	8	grace	grace	NOUN
fcis-23018	175	9	.	.	PUNCT
fcis-23018	176	1	bp	bp	PROPN
fcis-23018	176	2	neural	neural	ADJ
fcis-23018	176	3	network	network	NOUN
fcis-23018	176	4	pid	pid	NOUN
fcis-23018	176	5	controller	controller	NOUN
fcis-23018	176	6	based	base	VERB
fcis-23018	176	7	on	on	ADP
fcis-23018	176	8	s	s	PART
fcis-23018	176	9	function	function	NOUN
fcis-23018	176	10	and	and	CCONJ
fcis-23018	176	11	simulink	simulink	PROPN
fcis-23018	176	12	simulation	simulation	NOUN
fcis-23018	177	1	[	[	X
fcis-23018	177	2	j	j	X
fcis-23018	177	3	]	]	X
fcis-23018	177	4	.	.	PUNCT
fcis-23018	178	1	electronic	electronic	ADJ
fcis-23018	178	2	design	design	PROPN
fcis-23018	178	3	engineering,2014,22(4):29	engineering,2014,22(4):29	NOUN
fcis-23018	178	4	-	-	PUNCT
fcis-23018	178	5	31,35	31,35	NUM
fcis-23018	178	6	.	.	PUNCT
