id	sid	tid	token	lemma	pos
ap-1149	1	1	ap10_1.vp	ap10_1.vp	NOUN
ap-1149	1	2	1	1	NUM
ap-1149	1	3	introduction	introduction	NOUN
ap-1149	1	4	a	a	DET
ap-1149	1	5	manual	manual	ADJ
ap-1149	1	6	automotive	automotive	ADJ
ap-1149	1	7	gearbox	gearbox	NOUN
ap-1149	1	8	comprises	comprise	VERB
ap-1149	1	9	gearwheels	gearwheel	NOUN
ap-1149	1	10	,	,	PUNCT
ap-1149	1	11	synchronizer	synchronizer	NOUN
ap-1149	1	12	pack	pack	NOUN
ap-1149	1	13	components	component	NOUN
ap-1149	1	14	,	,	PUNCT
ap-1149	1	15	bearings	bearing	NOUN
ap-1149	1	16	and	and	CCONJ
ap-1149	1	17	shafts	shaft	NOUN
ap-1149	1	18	.	.	PUNCT
ap-1149	2	1	each	each	PRON
ap-1149	2	2	of	of	ADP
ap-1149	2	3	these	these	DET
ap-1149	2	4	parts	part	NOUN
ap-1149	2	5	is	be	AUX
ap-1149	2	6	quality	quality	NOUN
ap-1149	2	7	checked	check	VERB
ap-1149	2	8	before	before	ADP
ap-1149	2	9	assembly	assembly	NOUN
ap-1149	2	10	.	.	PUNCT
ap-1149	3	1	parts	part	NOUN
ap-1149	3	2	that	that	PRON
ap-1149	3	3	work	work	VERB
ap-1149	3	4	together	together	ADV
ap-1149	3	5	are	be	AUX
ap-1149	3	6	not	not	PART
ap-1149	3	7	paired	pair	VERB
ap-1149	3	8	,	,	PUNCT
ap-1149	3	9	because	because	SCONJ
ap-1149	3	10	high	high	ADJ
ap-1149	3	11	production	production	NOUN
ap-1149	3	12	capacity	capacity	NOUN
ap-1149	3	13	lowers	lower	VERB
ap-1149	3	14	the	the	DET
ap-1149	3	15	production	production	NOUN
ap-1149	3	16	time	time	NOUN
ap-1149	3	17	.	.	PUNCT
ap-1149	4	1	the	the	DET
ap-1149	4	2	demand	demand	NOUN
ap-1149	4	3	for	for	ADP
ap-1149	4	4	high	high	ADJ
ap-1149	4	5	-	-	PUNCT
ap-1149	4	6	quality	quality	NOUN
ap-1149	4	7	completed	complete	VERB
ap-1149	4	8	gearboxes	gearbox	NOUN
ap-1149	4	9	requires	require	VERB
ap-1149	4	10	the	the	DET
ap-1149	4	11	inclusion	inclusion	NOUN
ap-1149	4	12	of	of	ADP
ap-1149	4	13	an	an	DET
ap-1149	4	14	inspection	inspection	NOUN
ap-1149	4	15	process	process	NOUN
ap-1149	4	16	in	in	ADP
ap-1149	4	17	the	the	DET
ap-1149	4	18	gearbox	gearbox	NOUN
ap-1149	4	19	production	production	NOUN
ap-1149	4	20	line	line	NOUN
ap-1149	4	21	.	.	PUNCT
ap-1149	5	1	the	the	DET
ap-1149	5	2	inspection	inspection	NOUN
ap-1149	5	3	process	process	NOUN
ap-1149	5	4	for	for	ADP
ap-1149	5	5	gearbox	gearbox	NOUN
ap-1149	5	6	diagnostics	diagnostic	NOUN
ap-1149	5	7	can	can	AUX
ap-1149	5	8	be	be	AUX
ap-1149	5	9	divided	divide	VERB
ap-1149	5	10	into	into	ADP
ap-1149	5	11	four	four	NUM
ap-1149	5	12	main	main	ADJ
ap-1149	5	13	parts	part	NOUN
ap-1149	5	14	–	–	PUNCT
ap-1149	5	15	signal	signal	NOUN
ap-1149	5	16	acquisition	acquisition	NOUN
ap-1149	5	17	,	,	PUNCT
ap-1149	5	18	data	datum	NOUN
ap-1149	5	19	pre	pre	ADJ
ap-1149	5	20	-	-	ADJ
ap-1149	5	21	processing	processing	ADJ
ap-1149	5	22	,	,	PUNCT
ap-1149	5	23	condition	condition	NOUN
ap-1149	5	24	indicator	indicator	NOUN
ap-1149	5	25	computation	computation	NOUN
ap-1149	5	26	and	and	CCONJ
ap-1149	5	27	signal	signal	VERB
ap-1149	5	28	classification	classification	NOUN
ap-1149	5	29	,	,	PUNCT
ap-1149	5	30	as	as	SCONJ
ap-1149	5	31	shown	show	VERB
ap-1149	5	32	in	in	ADP
ap-1149	5	33	fig	fig	NOUN
ap-1149	5	34	.	.	PUNCT
ap-1149	6	1	1	1	X
ap-1149	6	2	.	.	X
ap-1149	6	3	inspection	inspection	NOUN
ap-1149	6	4	processes	process	NOUN
ap-1149	6	5	are	be	AUX
ap-1149	6	6	usually	usually	ADV
ap-1149	6	7	based	base	VERB
ap-1149	6	8	on	on	ADP
ap-1149	6	9	vibration	vibration	NOUN
ap-1149	6	10	diagnostics	diagnostic	NOUN
ap-1149	6	11	,	,	PUNCT
ap-1149	6	12	because	because	SCONJ
ap-1149	6	13	the	the	DET
ap-1149	6	14	vibration	vibration	NOUN
ap-1149	6	15	of	of	ADP
ap-1149	6	16	the	the	DET
ap-1149	6	17	gearbox	gearbox	NOUN
ap-1149	6	18	housing	housing	NOUN
ap-1149	6	19	during	during	ADP
ap-1149	6	20	gearbox	gearbox	PROPN
ap-1149	6	21	operation	operation	NOUN
ap-1149	6	22	clearly	clearly	ADV
ap-1149	6	23	indicates	indicate	VERB
ap-1149	6	24	the	the	DET
ap-1149	6	25	technical	technical	ADJ
ap-1149	6	26	condition	condition	NOUN
ap-1149	6	27	of	of	ADP
ap-1149	6	28	the	the	DET
ap-1149	6	29	tested	test	VERB
ap-1149	6	30	gearbox	gearbox	NOUN
ap-1149	6	31	.	.	PUNCT
ap-1149	7	1	an	an	DET
ap-1149	7	2	important	important	ADJ
ap-1149	7	3	part	part	NOUN
ap-1149	7	4	of	of	ADP
ap-1149	7	5	such	such	DET
ap-1149	7	6	a	a	DET
ap-1149	7	7	diagnostic	diagnostic	ADJ
ap-1149	7	8	chain	chain	NOUN
ap-1149	7	9	is	be	AUX
ap-1149	7	10	the	the	DET
ap-1149	7	11	classification	classification	NOUN
ap-1149	7	12	unit	unit	NOUN
ap-1149	7	13	that	that	PRON
ap-1149	7	14	makes	make	VERB
ap-1149	7	15	the	the	DET
ap-1149	7	16	final	final	ADJ
ap-1149	7	17	decision	decision	NOUN
ap-1149	7	18	on	on	ADP
ap-1149	7	19	the	the	DET
ap-1149	7	20	technical	technical	ADJ
ap-1149	7	21	condition	condition	NOUN
ap-1149	7	22	of	of	ADP
ap-1149	7	23	the	the	DET
ap-1149	7	24	tested	test	VERB
ap-1149	7	25	object	object	NOUN
ap-1149	7	26	.	.	PUNCT
ap-1149	8	1	however	however	ADV
ap-1149	8	2	,	,	PUNCT
ap-1149	8	3	in	in	ADP
ap-1149	8	4	some	some	DET
ap-1149	8	5	cases	case	NOUN
ap-1149	8	6	a	a	DET
ap-1149	8	7	classifier	classifier	NOUN
ap-1149	8	8	can	can	AUX
ap-1149	8	9	be	be	AUX
ap-1149	8	10	seen	see	VERB
ap-1149	8	11	as	as	ADP
ap-1149	8	12	a	a	DET
ap-1149	8	13	further	further	ADJ
ap-1149	8	14	part	part	NOUN
ap-1149	8	15	of	of	ADP
ap-1149	8	16	the	the	DET
ap-1149	8	17	signal	signal	NOUN
ap-1149	8	18	processing	processing	NOUN
ap-1149	8	19	chain	chain	NOUN
ap-1149	8	20	which	which	PRON
ap-1149	8	21	only	only	ADV
ap-1149	8	22	simplifies	simplify	VERB
ap-1149	8	23	the	the	DET
ap-1149	8	24	results	result	NOUN
ap-1149	8	25	from	from	ADP
ap-1149	8	26	condition	condition	NOUN
ap-1149	8	27	computing	compute	VERB
ap-1149	8	28	to	to	ADP
ap-1149	8	29	a	a	DET
ap-1149	8	30	form	form	NOUN
ap-1149	8	31	that	that	PRON
ap-1149	8	32	is	be	AUX
ap-1149	8	33	easier	easy	ADJ
ap-1149	8	34	for	for	SCONJ
ap-1149	8	35	the	the	DET
ap-1149	8	36	user	user	NOUN
ap-1149	8	37	to	to	PART
ap-1149	8	38	read	read	VERB
ap-1149	8	39	.	.	PUNCT
ap-1149	9	1	an	an	DET
ap-1149	9	2	example	example	NOUN
ap-1149	9	3	of	of	ADP
ap-1149	9	4	this	this	PRON
ap-1149	9	5	is	be	AUX
ap-1149	9	6	mapping	map	VERB
ap-1149	9	7	the	the	DET
ap-1149	9	8	test	test	NOUN
ap-1149	9	9	object	object	NOUN
ap-1149	9	10	to	to	PART
ap-1149	9	11	easily	easily	ADV
ap-1149	9	12	depicted	depict	VERB
ap-1149	9	13	surfaces	surface	NOUN
ap-1149	9	14	.	.	PUNCT
ap-1149	10	1	neural	neural	ADJ
ap-1149	10	2	networks	network	NOUN
ap-1149	10	3	belong	belong	VERB
ap-1149	10	4	to	to	ADP
ap-1149	10	5	the	the	DET
ap-1149	10	6	group	group	NOUN
ap-1149	10	7	of	of	ADP
ap-1149	10	8	classifiers	classifier	NOUN
ap-1149	10	9	successfully	successfully	ADV
ap-1149	10	10	applied	apply	VERB
ap-1149	10	11	to	to	ADP
ap-1149	10	12	diagnostics	diagnostic	NOUN
ap-1149	10	13	.	.	PUNCT
ap-1149	11	1	neural	neural	ADJ
ap-1149	11	2	networks	network	NOUN
ap-1149	11	3	successfully	successfully	ADV
ap-1149	11	4	substitute	substitute	VERB
ap-1149	11	5	for	for	ADP
ap-1149	11	6	human	human	ADJ
ap-1149	11	7	power	power	NOUN
ap-1149	11	8	in	in	ADP
ap-1149	11	9	tasks	task	NOUN
ap-1149	11	10	where	where	SCONJ
ap-1149	11	11	the	the	DET
ap-1149	11	12	decision	decision	NOUN
ap-1149	11	13	is	be	AUX
ap-1149	11	14	made	make	VERB
ap-1149	11	15	on	on	ADP
ap-1149	11	16	the	the	DET
ap-1149	11	17	basis	basis	NOUN
ap-1149	11	18	of	of	ADP
ap-1149	11	19	many	many	ADJ
ap-1149	11	20	input	input	NOUN
ap-1149	11	21	features	feature	NOUN
ap-1149	11	22	,	,	PUNCT
ap-1149	11	23	or	or	CCONJ
ap-1149	11	24	when	when	SCONJ
ap-1149	11	25	we	we	PRON
ap-1149	11	26	need	need	VERB
ap-1149	11	27	to	to	PART
ap-1149	11	28	automate	automate	VERB
ap-1149	11	29	the	the	DET
ap-1149	11	30	inspection	inspection	NOUN
ap-1149	11	31	process	process	NOUN
ap-1149	11	32	.	.	PUNCT
ap-1149	12	1	signal	signal	ADJ
ap-1149	12	2	conditioning	conditioning	NOUN
ap-1149	12	3	methods	method	NOUN
ap-1149	12	4	often	often	ADV
ap-1149	12	5	need	need	VERB
ap-1149	12	6	a	a	DET
ap-1149	12	7	trained	train	VERB
ap-1149	12	8	technician	technician	NOUN
ap-1149	12	9	to	to	PART
ap-1149	12	10	interpret	interpret	VERB
ap-1149	12	11	the	the	DET
ap-1149	12	12	results	result	NOUN
ap-1149	12	13	.	.	PUNCT
ap-1149	13	1	this	this	PRON
ap-1149	13	2	is	be	AUX
ap-1149	13	3	a	a	DET
ap-1149	13	4	crucial	crucial	ADJ
ap-1149	13	5	constraint	constraint	NOUN
ap-1149	13	6	in	in	ADP
ap-1149	13	7	present	present	ADJ
ap-1149	13	8	-	-	PUNCT
ap-1149	13	9	day	day	NOUN
ap-1149	13	10	industry	industry	NOUN
ap-1149	13	11	.	.	PUNCT
ap-1149	14	1	the	the	DET
ap-1149	14	2	study	study	NOUN
ap-1149	14	3	of	of	ADP
ap-1149	14	4	neural	neural	ADJ
ap-1149	14	5	networks	network	NOUN
ap-1149	14	6	began	begin	VERB
ap-1149	14	7	in	in	ADP
ap-1149	14	8	the	the	DET
ap-1149	14	9	19th	19th	ADJ
ap-1149	14	10	century	century	NOUN
ap-1149	14	11	,	,	PUNCT
ap-1149	14	12	when	when	SCONJ
ap-1149	14	13	brain	brain	NOUN
ap-1149	14	14	cells	cell	NOUN
ap-1149	14	15	were	be	AUX
ap-1149	14	16	analyzed	analyze	VERB
ap-1149	14	17	[	[	X
ap-1149	14	18	4	4	NUM
ap-1149	14	19	]	]	PUNCT
ap-1149	14	20	.	.	PUNCT
ap-1149	15	1	the	the	DET
ap-1149	15	2	history	history	NOUN
ap-1149	15	3	of	of	ADP
ap-1149	15	4	artificial	artificial	ADJ
ap-1149	15	5	neural	neural	ADJ
ap-1149	15	6	networks	network	NOUN
ap-1149	15	7	goes	go	VERB
ap-1149	15	8	back	back	ADV
ap-1149	15	9	to	to	ADP
ap-1149	15	10	1943	1943	NUM
ap-1149	15	11	,	,	PUNCT
ap-1149	15	12	when	when	SCONJ
ap-1149	15	13	warren	warren	PROPN
ap-1149	15	14	mcculloch	mcculloch	PROPN
ap-1149	15	15	and	and	CCONJ
ap-1149	15	16	walter	walter	PROPN
ap-1149	15	17	pitts	pitts	PROPN
ap-1149	15	18	described	describe	VERB
ap-1149	15	19	how	how	SCONJ
ap-1149	15	20	they	they	PRON
ap-1149	15	21	worked	work	VERB
ap-1149	15	22	and	and	CCONJ
ap-1149	15	23	designed	design	VERB
ap-1149	15	24	the	the	DET
ap-1149	15	25	first	first	ADJ
ap-1149	15	26	simple	simple	ADJ
ap-1149	15	27	neural	neural	ADJ
ap-1149	15	28	network	network	NOUN
ap-1149	15	29	with	with	ADP
ap-1149	15	30	electrical	electrical	ADJ
ap-1149	15	31	circuits	circuit	NOUN
ap-1149	15	32	[	[	X
ap-1149	15	33	17	17	NUM
ap-1149	15	34	]	]	PUNCT
ap-1149	15	35	.	.	PUNCT
ap-1149	16	1	the	the	DET
ap-1149	16	2	fundamental	fundamental	ADJ
ap-1149	16	3	concept	concept	NOUN
ap-1149	16	4	of	of	ADP
ap-1149	16	5	how	how	SCONJ
ap-1149	16	6	neural	neural	ADJ
ap-1149	16	7	nets	net	NOUN
ap-1149	16	8	are	be	AUX
ap-1149	16	9	learned	learn	VERB
ap-1149	16	10	was	be	AUX
ap-1149	16	11	introduced	introduce	VERB
ap-1149	16	12	in	in	ADP
ap-1149	16	13	1949	1949	NUM
ap-1149	16	14	by	by	ADP
ap-1149	16	15	donald	donald	PROPN
ap-1149	16	16	hebb	hebb	PROPN
ap-1149	16	17	[	[	X
ap-1149	16	18	6	6	NUM
ap-1149	16	19	]	]	PUNCT
ap-1149	16	20	.	.	PUNCT
ap-1149	17	1	in	in	ADP
ap-1149	17	2	1950	1950	NUM
ap-1149	17	3	,	,	PUNCT
ap-1149	17	4	nathanial	nathanial	ADJ
ap-1149	17	5	rochester	rochester	PROPN
ap-1149	17	6	simulated	simulate	VERB
ap-1149	17	7	a	a	DET
ap-1149	17	8	neural	neural	ADJ
ap-1149	17	9	network	network	NOUN
ap-1149	17	10	on	on	ADP
ap-1149	17	11	ibm	ibm	PROPN
ap-1149	17	12	electronic	electronic	ADJ
ap-1149	17	13	calculators	calculator	NOUN
ap-1149	17	14	[	[	X
ap-1149	17	15	13	13	NUM
ap-1149	17	16	]	]	PUNCT
ap-1149	17	17	,	,	PUNCT
ap-1149	17	18	which	which	PRON
ap-1149	17	19	had	have	VERB
ap-1149	17	20	cells	cell	NOUN
ap-1149	17	21	organized	organize	VERB
ap-1149	17	22	into	into	ADP
ap-1149	17	23	a	a	DET
ap-1149	17	24	single	single	ADJ
ap-1149	17	25	layer	layer	NOUN
ap-1149	17	26	,	,	PUNCT
ap-1149	17	27	and	and	CCONJ
ap-1149	17	28	the	the	DET
ap-1149	17	29	outputs	output	NOUN
ap-1149	17	30	from	from	ADP
ap-1149	17	31	these	these	DET
ap-1149	17	32	cells	cell	NOUN
ap-1149	17	33	were	be	AUX
ap-1149	17	34	connected	connect	VERB
ap-1149	17	35	to	to	ADP
ap-1149	17	36	the	the	DET
ap-1149	17	37	inputs	input	NOUN
ap-1149	17	38	of	of	ADP
ap-1149	17	39	other	other	ADJ
ap-1149	17	40	cells	cell	NOUN
ap-1149	17	41	.	.	PUNCT
ap-1149	18	1	this	this	DET
ap-1149	18	2	net	net	NOUN
ap-1149	18	3	was	be	AUX
ap-1149	18	4	able	able	ADJ
ap-1149	18	5	to	to	PART
ap-1149	18	6	meet	meet	VERB
ap-1149	18	7	hebb	hebb	PROPN
ap-1149	18	8	’s	’s	PART
ap-1149	18	9	learning	learning	NOUN
ap-1149	18	10	rule	rule	NOUN
ap-1149	18	11	.	.	PUNCT
ap-1149	19	1	in	in	ADP
ap-1149	19	2	1958	1958	NUM
ap-1149	19	3	,	,	PUNCT
ap-1149	19	4	frank	frank	PROPN
ap-1149	19	5	rosenblatt	rosenblatt	PROPN
ap-1149	19	6	created	create	VERB
ap-1149	19	7	the	the	DET
ap-1149	19	8	first	first	ADJ
ap-1149	19	9	perceptron	perceptron	PROPN
ap-1149	19	10	model	model	NOUN
ap-1149	20	1	[	[	X
ap-1149	20	2	7	7	NUM
ap-1149	20	3	]	]	PUNCT
ap-1149	20	4	.	.	PUNCT
ap-1149	21	1	his	his	PRON
ap-1149	21	2	net	net	NOUN
ap-1149	21	3	learned	learn	VERB
ap-1149	21	4	patterns	pattern	NOUN
ap-1149	21	5	which	which	PRON
ap-1149	21	6	occurred	occur	VERB
ap-1149	21	7	regularly	regularly	ADV
ap-1149	21	8	and	and	CCONJ
ap-1149	21	9	consistently	consistently	ADV
ap-1149	21	10	.	.	PUNCT
ap-1149	22	1	the	the	DET
ap-1149	22	2	first	first	ADJ
ap-1149	22	3	work	work	NOUN
ap-1149	22	4	on	on	ADP
ap-1149	22	5	neural	neural	ADJ
ap-1149	22	6	network	network	NOUN
ap-1149	22	7	classification	classification	NOUN
ap-1149	22	8	came	come	VERB
ap-1149	22	9	from	from	ADP
ap-1149	22	10	bernard	bernard	PROPN
ap-1149	22	11	widrow	widrow	PROPN
ap-1149	22	12	and	and	CCONJ
ap-1149	22	13	marcian	marcian	PROPN
ap-1149	22	14	hoff	hoff	PROPN
ap-1149	22	15	,	,	PUNCT
ap-1149	22	16	who	who	PRON
ap-1149	22	17	presented	present	VERB
ap-1149	22	18	the	the	DET
ap-1149	22	19	adaptive	adaptive	ADJ
ap-1149	22	20	linear	linear	PROPN
ap-1149	22	21	element	element	NOUN
ap-1149	22	22	(	(	PUNCT
ap-1149	22	23	adeline	adeline	PROPN
ap-1149	22	24	)	)	PUNCT
ap-1149	23	1	[	[	X
ap-1149	23	2	2	2	NUM
ap-1149	23	3	]	]	PUNCT
ap-1149	23	4	.	.	PUNCT
ap-1149	24	1	adeline	adeline	PROPN
ap-1149	24	2	was	be	AUX
ap-1149	24	3	able	able	ADJ
ap-1149	24	4	to	to	PART
ap-1149	24	5	recognize	recognize	VERB
ap-1149	24	6	a	a	DET
ap-1149	24	7	linear	linear	ADJ
ap-1149	24	8	pattern	pattern	NOUN
ap-1149	24	9	.	.	PUNCT
ap-1149	25	1	in	in	ADP
ap-1149	25	2	1962	1962	NUM
ap-1149	25	3	,	,	PUNCT
ap-1149	25	4	rosenblatt	rosenblatt	PROPN
ap-1149	25	5	combined	combine	VERB
ap-1149	25	6	his	his	PRON
ap-1149	25	7	first	first	ADJ
ap-1149	25	8	perceptron	perceptron	PROPN
ap-1149	25	9	model	model	NOUN
ap-1149	25	10	and	and	CCONJ
ap-1149	25	11	adeline	adeline	PROPN
ap-1149	25	12	to	to	PART
ap-1149	25	13	create	create	VERB
ap-1149	25	14	a	a	DET
ap-1149	25	15	new	new	ADJ
ap-1149	25	16	perceptron	perceptron	PROPN
ap-1149	25	17	model	model	NOUN
ap-1149	26	1	[	[	X
ap-1149	26	2	8	8	NUM
ap-1149	26	3	]	]	PUNCT
ap-1149	26	4	.	.	PUNCT
ap-1149	27	1	further	further	ADJ
ap-1149	27	2	progress	progress	NOUN
ap-1149	27	3	in	in	ADP
ap-1149	27	4	neural	neural	ADJ
ap-1149	27	5	classification	classification	NOUN
ap-1149	27	6	came	come	VERB
ap-1149	27	7	about	about	ADV
ap-1149	27	8	in	in	ADP
ap-1149	27	9	1972	1972	NUM
ap-1149	27	10	.	.	PUNCT
ap-1149	28	1	two	two	NUM
ap-1149	28	2	researchers	researcher	NOUN
ap-1149	28	3	independently	independently	ADV
ap-1149	28	4	came	come	VERB
ap-1149	28	5	up	up	ADP
ap-1149	28	6	with	with	ADP
ap-1149	28	7	the	the	DET
ap-1149	28	8	idea	idea	NOUN
ap-1149	28	9	of	of	ADP
ap-1149	28	10	association	association	NOUN
ap-1149	28	11	networks	network	NOUN
ap-1149	28	12	[	[	X
ap-1149	28	13	3	3	NUM
ap-1149	28	14	]	]	PUNCT
ap-1149	28	15	.	.	PUNCT
ap-1149	29	1	the	the	DET
ap-1149	29	2	first	first	ADJ
ap-1149	29	3	multilayered	multilayere	VERB
ap-1149	29	4	network	network	NOUN
ap-1149	29	5	[	[	X
ap-1149	29	6	10	10	NUM
ap-1149	29	7	]	]	PUNCT
ap-1149	29	8	appeared	appear	VERB
ap-1149	29	9	in	in	ADP
ap-1149	29	10	1975	1975	NUM
ap-1149	29	11	.	.	PUNCT
ap-1149	30	1	then	then	ADV
ap-1149	30	2	,	,	PUNCT
ap-1149	30	3	in	in	ADP
ap-1149	30	4	1986	1986	NUM
ap-1149	30	5	,	,	PUNCT
ap-1149	30	6	the	the	DET
ap-1149	30	7	idea	idea	NOUN
ap-1149	30	8	of	of	ADP
ap-1149	30	9	a	a	DET
ap-1149	30	10	multilayer	multilayer	ADJ
ap-1149	30	11	backpropagation	backpropagation	NOUN
ap-1149	30	12	network	network	NOUN
ap-1149	30	13	arose	arise	VERB
ap-1149	30	14	[	[	X
ap-1149	30	15	5	5	NUM
ap-1149	30	16	]	]	PUNCT
ap-1149	30	17	.	.	PUNCT
ap-1149	31	1	a	a	DET
ap-1149	31	2	disadvantage	disadvantage	NOUN
ap-1149	31	3	of	of	ADP
ap-1149	31	4	neural	neural	ADJ
ap-1149	31	5	networks	network	NOUN
ap-1149	31	6	is	be	AUX
ap-1149	31	7	that	that	SCONJ
ap-1149	31	8	a	a	DET
ap-1149	31	9	trained	train	VERB
ap-1149	31	10	net	net	NOUN
ap-1149	31	11	can	can	AUX
ap-1149	31	12	not	not	PART
ap-1149	31	13	be	be	AUX
ap-1149	31	14	easily	easily	ADV
ap-1149	31	15	visualized	visualize	VERB
ap-1149	31	16	.	.	PUNCT
ap-1149	32	1	this	this	DET
ap-1149	32	2	disadvantage	disadvantage	NOUN
ap-1149	32	3	can	can	AUX
ap-1149	32	4	be	be	AUX
ap-1149	32	5	overcome	overcome	VERB
ap-1149	32	6	by	by	ADP
ap-1149	32	7	the	the	DET
ap-1149	32	8	self	self	NOUN
ap-1149	32	9	-	-	PUNCT
ap-1149	32	10	adjusted	adjust	VERB
ap-1149	32	11	fuzzy	fuzzy	ADJ
ap-1149	32	12	interface	interface	NOUN
ap-1149	32	13	system	system	NOUN
ap-1149	32	14	known	know	VERB
ap-1149	32	15	as	as	ADP
ap-1149	32	16	the	the	DET
ap-1149	32	17	adaptive	adaptive	ADJ
ap-1149	32	18	-	-	PUNCT
ap-1149	32	19	network	network	NOUN
ap-1149	32	20	-	-	PUNCT
ap-1149	32	21	based	base	VERB
ap-1149	32	22	fuzzy	fuzzy	ADJ
ap-1149	32	23	interface	interface	NOUN
ap-1149	32	24	system	system	NOUN
ap-1149	32	25	(	(	PUNCT
ap-1149	32	26	anfis	anfis	PROPN
ap-1149	32	27	)	)	PUNCT
ap-1149	32	28	.	.	PUNCT
ap-1149	33	1	anfis	anfis	PROPN
ap-1149	33	2	was	be	AUX
ap-1149	33	3	introduced	introduce	VERB
ap-1149	33	4	by	by	ADP
ap-1149	33	5	jung	jung	NOUN
ap-1149	33	6	[	[	X
ap-1149	33	7	9	9	NUM
ap-1149	33	8	]	]	PUNCT
ap-1149	33	9	in	in	ADP
ap-1149	33	10	1992	1992	NUM
ap-1149	33	11	.	.	PUNCT
ap-1149	34	1	this	this	DET
ap-1149	34	2	paper	paper	NOUN
ap-1149	34	3	deals	deal	NOUN
ap-1149	34	4	with	with	ADP
ap-1149	34	5	suitable	suitable	ADJ
ap-1149	34	6	applications	application	NOUN
ap-1149	34	7	of	of	ADP
ap-1149	34	8	classifiers	classifier	NOUN
ap-1149	34	9	,	,	PUNCT
ap-1149	34	10	based	base	VERB
ap-1149	34	11	on	on	ADP
ap-1149	34	12	two	two	NUM
ap-1149	34	13	different	different	ADJ
ap-1149	34	14	types	type	NOUN
ap-1149	34	15	of	of	ADP
ap-1149	34	16	approach	approach	NOUN
ap-1149	34	17	(	(	PUNCT
ap-1149	34	18	som	som	NOUN
ap-1149	34	19	and	and	CCONJ
ap-1149	34	20	anfis	anfi	VERB
ap-1149	34	21	)	)	PUNCT
ap-1149	34	22	in	in	ADP
ap-1149	34	23	gearbox	gearbox	NOUN
ap-1149	34	24	quality	quality	NOUN
ap-1149	34	25	assessment	assessment	NOUN
ap-1149	34	26	process	process	NOUN
ap-1149	34	27	.	.	PUNCT
ap-1149	35	1	the	the	DET
ap-1149	35	2	first	first	ADJ
ap-1149	35	3	part	part	NOUN
ap-1149	35	4	of	of	ADP
ap-1149	35	5	the	the	DET
ap-1149	35	6	paper	paper	NOUN
ap-1149	35	7	summarizes	summarize	VERB
ap-1149	35	8	the	the	DET
ap-1149	35	9	theory	theory	NOUN
ap-1149	35	10	of	of	ADP
ap-1149	35	11	the	the	DET
ap-1149	35	12	two	two	NUM
ap-1149	35	13	networks	network	NOUN
ap-1149	35	14	,	,	PUNCT
ap-1149	35	15	while	while	SCONJ
ap-1149	35	16	the	the	DET
ap-1149	35	17	second	second	ADJ
ap-1149	35	18	part	part	NOUN
ap-1149	35	19	describes	describe	VERB
ap-1149	35	20	experimental	experimental	ADJ
ap-1149	35	21	results	result	NOUN
ap-1149	35	22	and	and	CCONJ
ap-1149	35	23	the	the	DET
ap-1149	35	24	third	third	ADJ
ap-1149	35	25	part	part	NOUN
ap-1149	35	26	summarizes	summarize	VERB
ap-1149	35	27	the	the	DET
ap-1149	35	28	results	result	NOUN
ap-1149	35	29	and	and	CCONJ
ap-1149	35	30	their	their	PRON
ap-1149	35	31	consequences	consequence	NOUN
ap-1149	35	32	.	.	PUNCT
ap-1149	36	1	2	2	NUM
ap-1149	36	2	kohonen	kohonen	PROPN
ap-1149	36	3	neural	neural	ADJ
ap-1149	36	4	network	network	NOUN
ap-1149	36	5	(	(	PUNCT
ap-1149	36	6	self	self	NOUN
ap-1149	36	7	-	-	PUNCT
ap-1149	36	8	organizing	organize	VERB
ap-1149	36	9	maps	map	NOUN
ap-1149	36	10	)	)	PUNCT
ap-1149	36	11	the	the	DET
ap-1149	36	12	kohonen	kohonen	PROPN
ap-1149	36	13	neural	neural	PROPN
ap-1149	36	14	network	network	NOUN
ap-1149	36	15	[	[	X
ap-1149	36	16	16	16	NUM
ap-1149	36	17	]	]	PUNCT
ap-1149	36	18	(	(	PUNCT
ap-1149	36	19	also	also	ADV
ap-1149	36	20	called	call	VERB
ap-1149	36	21	the	the	DET
ap-1149	36	22	self	self	NOUN
ap-1149	36	23	-	-	PUNCT
ap-1149	36	24	organizing	organize	VERB
ap-1149	36	25	map	map	NOUN
ap-1149	36	26	(	(	PUNCT
ap-1149	36	27	som	som	NOUN
ap-1149	36	28	)	)	PUNCT
ap-1149	36	29	)	)	PUNCT
ap-1149	36	30	was	be	AUX
ap-1149	36	31	presented	present	VERB
ap-1149	36	32	by	by	ADP
ap-1149	36	33	t.	t.	PROPN
ap-1149	36	34	kohonen	kohonen	PROPN
ap-1149	36	35	in	in	ADP
ap-1149	36	36	1984	1984	NUM
ap-1149	36	37	.	.	PUNCT
ap-1149	37	1	a	a	DET
ap-1149	37	2	neuron	neuron	NOUN
ap-1149	37	3	in	in	ADP
ap-1149	37	4	som	som	PROPN
ap-1149	37	5	is	be	AUX
ap-1149	37	6	characterized	characterize	VERB
ap-1149	37	7	by	by	ADP
ap-1149	37	8	excitation	excitation	NOUN
ap-1149	37	9	[	[	X
ap-1149	37	10	12	12	NUM
ap-1149	37	11	]	]	PUNCT
ap-1149	37	12	.	.	PUNCT
ap-1149	38	1	excita	excita	PROPN
ap-1149	38	2	©	©	PROPN
ap-1149	38	3	czech	czech	PROPN
ap-1149	38	4	technical	technical	PROPN
ap-1149	38	5	university	university	PROPN
ap-1149	38	6	publishing	publishing	NOUN
ap-1149	38	7	house	house	NOUN
ap-1149	38	8	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-1149	38	9	23	23	NUM
ap-1149	38	10	acta	acta	PROPN
ap-1149	38	11	polytechnica	polytechnica	PROPN
ap-1149	38	12	vol	vol	NOUN
ap-1149	38	13	.	.	PROPN
ap-1149	39	1	50	50	NUM
ap-1149	39	2	no	no	NOUN
ap-1149	39	3	.	.	PUNCT
ap-1149	40	1	1/2010	1/2010	NUM
ap-1149	40	2	gearbox	gearbox	NOUN
ap-1149	40	3	condition	condition	NOUN
ap-1149	40	4	monitoring	monitoring	NOUN
ap-1149	40	5	using	use	VERB
ap-1149	40	6	advanced	advanced	ADJ
ap-1149	40	7	classifiers	classifier	NOUN
ap-1149	40	8	p.	p.	NOUN
ap-1149	40	9	večeř	večeř	NOUN
ap-1149	40	10	,	,	PUNCT
ap-1149	40	11	m.	m.	NOUN
ap-1149	40	12	kreidl	kreidl	PROPN
ap-1149	40	13	,	,	PUNCT
ap-1149	40	14	r.	r.	PROPN
ap-1149	40	15	šmíd	šmíd	PROPN
ap-1149	40	16	new	new	ADJ
ap-1149	40	17	efficient	efficient	ADJ
ap-1149	40	18	and	and	CCONJ
ap-1149	40	19	reliable	reliable	ADJ
ap-1149	40	20	methods	method	NOUN
ap-1149	40	21	for	for	ADP
ap-1149	40	22	gearbox	gearbox	NOUN
ap-1149	40	23	diagnostics	diagnostic	NOUN
ap-1149	40	24	are	be	AUX
ap-1149	40	25	needed	need	VERB
ap-1149	40	26	in	in	ADP
ap-1149	40	27	automotive	automotive	ADJ
ap-1149	40	28	industry	industry	NOUN
ap-1149	40	29	because	because	SCONJ
ap-1149	40	30	of	of	ADP
ap-1149	40	31	growing	grow	VERB
ap-1149	40	32	demand	demand	NOUN
ap-1149	40	33	for	for	ADP
ap-1149	40	34	production	production	NOUN
ap-1149	40	35	quality	quality	NOUN
ap-1149	40	36	.	.	PUNCT
ap-1149	41	1	this	this	DET
ap-1149	41	2	paper	paper	NOUN
ap-1149	41	3	presents	present	VERB
ap-1149	41	4	the	the	DET
ap-1149	41	5	application	application	NOUN
ap-1149	41	6	of	of	ADP
ap-1149	41	7	two	two	NUM
ap-1149	41	8	different	different	ADJ
ap-1149	41	9	classifiers	classifier	NOUN
ap-1149	41	10	for	for	ADP
ap-1149	41	11	gearbox	gearbox	NOUN
ap-1149	41	12	diagnostics	diagnostic	NOUN
ap-1149	41	13	–	–	PUNCT
ap-1149	41	14	kohonen	kohonen	PROPN
ap-1149	41	15	neural	neural	ADJ
ap-1149	41	16	networks	network	NOUN
ap-1149	41	17	and	and	CCONJ
ap-1149	41	18	the	the	DET
ap-1149	41	19	adaptive	adaptive	ADJ
ap-1149	41	20	-	-	PUNCT
ap-1149	41	21	network	network	NOUN
ap-1149	41	22	-	-	PUNCT
ap-1149	41	23	based	base	VERB
ap-1149	41	24	fuzzy	fuzzy	ADJ
ap-1149	41	25	interface	interface	NOUN
ap-1149	41	26	system	system	NOUN
ap-1149	41	27	(	(	PUNCT
ap-1149	41	28	anfis	anfis	PROPN
ap-1149	41	29	)	)	PUNCT
ap-1149	41	30	.	.	PUNCT
ap-1149	42	1	two	two	NUM
ap-1149	42	2	different	different	ADJ
ap-1149	42	3	practical	practical	ADJ
ap-1149	42	4	applications	application	NOUN
ap-1149	42	5	are	be	AUX
ap-1149	42	6	presented	present	VERB
ap-1149	42	7	.	.	PUNCT
ap-1149	43	1	in	in	ADP
ap-1149	43	2	the	the	DET
ap-1149	43	3	first	first	ADJ
ap-1149	43	4	application	application	NOUN
ap-1149	43	5	,	,	PUNCT
ap-1149	43	6	the	the	DET
ap-1149	43	7	tested	test	VERB
ap-1149	43	8	gearboxes	gearbox	NOUN
ap-1149	43	9	are	be	AUX
ap-1149	43	10	separated	separate	VERB
ap-1149	43	11	into	into	ADP
ap-1149	43	12	two	two	NUM
ap-1149	43	13	classes	class	NOUN
ap-1149	43	14	according	accord	VERB
ap-1149	43	15	to	to	ADP
ap-1149	43	16	their	their	PRON
ap-1149	43	17	condition	condition	NOUN
ap-1149	43	18	indicators	indicator	NOUN
ap-1149	43	19	.	.	PUNCT
ap-1149	44	1	in	in	ADP
ap-1149	44	2	the	the	DET
ap-1149	44	3	second	second	ADJ
ap-1149	44	4	example	example	NOUN
ap-1149	44	5	,	,	PUNCT
ap-1149	44	6	anfis	anfis	PROPN
ap-1149	44	7	is	be	AUX
ap-1149	44	8	applied	apply	VERB
ap-1149	44	9	to	to	PART
ap-1149	44	10	label	label	VERB
ap-1149	44	11	the	the	DET
ap-1149	44	12	tested	test	VERB
ap-1149	44	13	gearboxes	gearbox	NOUN
ap-1149	44	14	with	with	ADP
ap-1149	44	15	a	a	DET
ap-1149	44	16	quality	quality	NOUN
ap-1149	44	17	index	index	NOUN
ap-1149	44	18	according	accord	VERB
ap-1149	44	19	to	to	ADP
ap-1149	44	20	the	the	DET
ap-1149	44	21	condition	condition	NOUN
ap-1149	44	22	indicators	indicator	NOUN
ap-1149	44	23	.	.	PUNCT
ap-1149	45	1	in	in	ADP
ap-1149	45	2	both	both	DET
ap-1149	45	3	applications	application	NOUN
ap-1149	45	4	,	,	PUNCT
ap-1149	45	5	the	the	DET
ap-1149	45	6	condition	condition	NOUN
ap-1149	45	7	indicators	indicator	NOUN
ap-1149	45	8	were	be	AUX
ap-1149	45	9	computed	compute	VERB
ap-1149	45	10	from	from	ADP
ap-1149	45	11	the	the	DET
ap-1149	45	12	vibration	vibration	NOUN
ap-1149	45	13	of	of	ADP
ap-1149	45	14	the	the	DET
ap-1149	45	15	gearbox	gearbox	NOUN
ap-1149	45	16	housing	housing	NOUN
ap-1149	45	17	.	.	PUNCT
ap-1149	46	1	keywords	keyword	NOUN
ap-1149	46	2	:	:	PUNCT
ap-1149	46	3	diagnostics	diagnostic	NOUN
ap-1149	46	4	,	,	PUNCT
ap-1149	46	5	automotive	automotive	ADJ
ap-1149	46	6	gearbox	gearbox	NOUN
ap-1149	46	7	,	,	PUNCT
ap-1149	46	8	kohonen	kohonen	PROPN
ap-1149	46	9	neural	neural	ADJ
ap-1149	46	10	network	network	NOUN
ap-1149	46	11	,	,	PUNCT
ap-1149	46	12	self	self	NOUN
ap-1149	46	13	-	-	PUNCT
ap-1149	46	14	organizing	organize	VERB
ap-1149	46	15	map	map	NOUN
ap-1149	46	16	,	,	PUNCT
ap-1149	46	17	anfis	anfis	ADJ
ap-1149	46	18	,	,	PUNCT
ap-1149	46	19	classification	classification	NOUN
ap-1149	46	20	system	system	NOUN
ap-1149	46	21	,	,	PUNCT
ap-1149	46	22	data	datum	NOUN
ap-1149	46	23	pre	pre	ADJ
ap-1149	46	24	-	-	ADJ
ap-1149	46	25	processing	processing	ADJ
ap-1149	46	26	.	.	PUNCT
ap-1149	47	1	data	datum	NOUN
ap-1149	47	2	acquisition	acquisition	NOUN
ap-1149	47	3	data	datum	NOUN
ap-1149	47	4	pre	pre	ADJ
ap-1149	47	5	-	-	ADJ
ap-1149	47	6	processing	processing	ADJ
ap-1149	47	7	computation	computation	NOUN
ap-1149	47	8	of	of	ADP
ap-1149	47	9	condition	condition	NOUN
ap-1149	47	10	indicators	indicator	NOUN
ap-1149	47	11	classification	classification	NOUN
ap-1149	47	12	by	by	ADP
ap-1149	47	13	condition	condition	NOUN
ap-1149	47	14	indicators	indicator	NOUN
ap-1149	47	15	fig	fig	NOUN
ap-1149	47	16	.	.	PUNCT
ap-1149	48	1	1	1	NUM
ap-1149	48	2	:	:	PUNCT
ap-1149	48	3	the	the	DET
ap-1149	48	4	inspection	inspection	NOUN
ap-1149	48	5	process	process	NOUN
ap-1149	48	6	of	of	ADP
ap-1149	48	7	gearbox	gearbox	NOUN
ap-1149	48	8	diagnostics	diagnostic	NOUN
ap-1149	48	9	tion	tion	NOUN
ap-1149	48	10	is	be	AUX
ap-1149	48	11	usually	usually	ADV
ap-1149	48	12	computed	compute	VERB
ap-1149	48	13	from	from	ADP
ap-1149	48	14	the	the	DET
ap-1149	48	15	euclidian	euclidian	ADJ
ap-1149	48	16	distance	distance	NOUN
ap-1149	48	17	between	between	ADP
ap-1149	48	18	the	the	DET
ap-1149	48	19	weight	weight	NOUN
ap-1149	48	20	vector	vector	NOUN
ap-1149	48	21	and	and	CCONJ
ap-1149	48	22	the	the	DET
ap-1149	48	23	input	input	NOUN
ap-1149	48	24	vector	vector	NOUN
ap-1149	48	25	.	.	PUNCT
ap-1149	49	1	with	with	ADP
ap-1149	49	2	som	som	NOUN
ap-1149	49	3	,	,	PUNCT
ap-1149	49	4	a	a	DET
ap-1149	49	5	mapping	mapping	NOUN
ap-1149	49	6	from	from	ADP
ap-1149	49	7	n	n	ADV
ap-1149	49	8	-	-	PUNCT
ap-1149	49	9	dimensional	dimensional	ADJ
ap-1149	49	10	input	input	NOUN
ap-1149	49	11	space	space	NOUN
ap-1149	49	12	into	into	ADP
ap-1149	49	13	two	two	NUM
ap-1149	49	14	-	-	PUNCT
ap-1149	49	15	dimensional	dimensional	ADJ
ap-1149	49	16	output	output	NOUN
ap-1149	49	17	space	space	NOUN
ap-1149	49	18	can	can	AUX
ap-1149	49	19	be	be	AUX
ap-1149	49	20	found	find	VERB
ap-1149	49	21	.	.	PUNCT
ap-1149	50	1	the	the	DET
ap-1149	50	2	mapping	mapping	NOUN
ap-1149	50	3	procedure	procedure	NOUN
ap-1149	50	4	takes	take	VERB
ap-1149	50	5	each	each	DET
ap-1149	50	6	input	input	NOUN
ap-1149	50	7	vector	vector	NOUN
ap-1149	50	8	and	and	CCONJ
ap-1149	50	9	compares	compare	VERB
ap-1149	50	10	it	it	PRON
ap-1149	50	11	with	with	ADP
ap-1149	50	12	the	the	DET
ap-1149	50	13	weight	weight	NOUN
ap-1149	50	14	of	of	ADP
ap-1149	50	15	each	each	DET
ap-1149	50	16	neuron	neuron	NOUN
ap-1149	50	17	.	.	PUNCT
ap-1149	51	1	the	the	DET
ap-1149	51	2	neuron	neuron	NOUN
ap-1149	51	3	with	with	ADP
ap-1149	51	4	the	the	DET
ap-1149	51	5	greatest	great	ADJ
ap-1149	51	6	excitation	excitation	NOUN
ap-1149	51	7	represents	represent	VERB
ap-1149	51	8	a	a	DET
ap-1149	51	9	response	response	NOUN
ap-1149	51	10	,	,	PUNCT
ap-1149	51	11	and	and	CCONJ
ap-1149	51	12	the	the	DET
ap-1149	51	13	appropriate	appropriate	ADJ
ap-1149	51	14	input	input	NOUN
ap-1149	51	15	vector	vector	NOUN
ap-1149	51	16	is	be	AUX
ap-1149	51	17	mapped	map	VERB
ap-1149	51	18	into	into	ADP
ap-1149	51	19	this	this	DET
ap-1149	51	20	location	location	NOUN
ap-1149	51	21	.	.	PUNCT
ap-1149	52	1	2.1	2.1	NUM
ap-1149	52	2	topology	topology	NOUN
ap-1149	52	3	a	a	DET
ap-1149	52	4	som	som	NOUN
ap-1149	52	5	usually	usually	ADV
ap-1149	52	6	contains	contain	VERB
ap-1149	52	7	only	only	ADV
ap-1149	52	8	two	two	NUM
ap-1149	52	9	layers	layer	NOUN
ap-1149	52	10	–	–	PUNCT
ap-1149	52	11	an	an	DET
ap-1149	52	12	input	input	NOUN
ap-1149	52	13	layer	layer	NOUN
ap-1149	52	14	and	and	CCONJ
ap-1149	52	15	a	a	DET
ap-1149	52	16	kohonen	kohonen	PROPN
ap-1149	52	17	layer	layer	NOUN
ap-1149	52	18	.	.	PUNCT
ap-1149	53	1	the	the	DET
ap-1149	53	2	input	input	NOUN
ap-1149	53	3	layer	layer	NOUN
ap-1149	53	4	just	just	ADV
ap-1149	53	5	provides	provide	VERB
ap-1149	53	6	the	the	DET
ap-1149	53	7	distribution	distribution	NOUN
ap-1149	53	8	of	of	ADP
ap-1149	53	9	the	the	DET
ap-1149	53	10	input	input	NOUN
ap-1149	53	11	vectors	vector	NOUN
ap-1149	53	12	to	to	ADP
ap-1149	53	13	all	all	DET
ap-1149	53	14	neurons	neuron	NOUN
ap-1149	53	15	in	in	ADP
ap-1149	53	16	the	the	DET
ap-1149	53	17	kohonen	kohonen	PROPN
ap-1149	53	18	layer	layer	NOUN
ap-1149	53	19	.	.	PUNCT
ap-1149	54	1	the	the	DET
ap-1149	54	2	desired	desire	VERB
ap-1149	54	3	mapping	mapping	NOUN
ap-1149	54	4	from	from	ADP
ap-1149	54	5	n	n	ADV
ap-1149	54	6	-	-	PUNCT
ap-1149	54	7	dimensional	dimensional	ADJ
ap-1149	54	8	input	input	NOUN
ap-1149	54	9	space	space	NOUN
ap-1149	54	10	into	into	ADP
ap-1149	54	11	two	two	NUM
ap-1149	54	12	-	-	PUNCT
ap-1149	54	13	dimensional	dimensional	ADJ
ap-1149	54	14	space	space	NOUN
ap-1149	54	15	is	be	AUX
ap-1149	54	16	defined	define	VERB
ap-1149	54	17	by	by	ADP
ap-1149	54	18	the	the	DET
ap-1149	54	19	kohonen	kohonen	PROPN
ap-1149	54	20	layer	layer	NOUN
ap-1149	54	21	.	.	PUNCT
ap-1149	55	1	the	the	DET
ap-1149	55	2	neurons	neuron	NOUN
ap-1149	55	3	in	in	ADP
ap-1149	55	4	the	the	DET
ap-1149	55	5	kohonen	kohonen	PROPN
ap-1149	55	6	layer	layer	NOUN
ap-1149	55	7	are	be	AUX
ap-1149	55	8	oriented	orient	VERB
ap-1149	55	9	into	into	ADP
ap-1149	55	10	a	a	DET
ap-1149	55	11	rectangular	rectangular	ADJ
ap-1149	55	12	or	or	CCONJ
ap-1149	55	13	hexagonal	hexagonal	ADJ
ap-1149	55	14	lattice	lattice	NOUN
ap-1149	55	15	.	.	PUNCT
ap-1149	56	1	2.2	2.2	NUM
ap-1149	56	2	using	use	VERB
ap-1149	56	3	som	som	NOUN
ap-1149	56	4	in	in	ADP
ap-1149	56	5	the	the	DET
ap-1149	56	6	first	first	ADJ
ap-1149	56	7	stage	stage	NOUN
ap-1149	56	8	,	,	PUNCT
ap-1149	56	9	called	call	VERB
ap-1149	56	10	initialization	initialization	NOUN
ap-1149	56	11	,	,	PUNCT
ap-1149	56	12	the	the	DET
ap-1149	56	13	weights	weight	NOUN
ap-1149	56	14	of	of	ADP
ap-1149	56	15	all	all	DET
ap-1149	56	16	neurons	neuron	NOUN
ap-1149	56	17	in	in	ADP
ap-1149	56	18	the	the	DET
ap-1149	56	19	som	som	NOUN
ap-1149	56	20	have	have	VERB
ap-1149	56	21	to	to	PART
ap-1149	56	22	be	be	AUX
ap-1149	56	23	set	set	VERB
ap-1149	56	24	.	.	PUNCT
ap-1149	57	1	these	these	DET
ap-1149	57	2	weights	weight	NOUN
ap-1149	57	3	can	can	AUX
ap-1149	57	4	be	be	AUX
ap-1149	57	5	set	set	VERB
ap-1149	57	6	randomly	randomly	ADV
ap-1149	57	7	or	or	CCONJ
ap-1149	57	8	can	can	AUX
ap-1149	57	9	take	take	VERB
ap-1149	57	10	into	into	ADP
ap-1149	57	11	account	account	NOUN
ap-1149	57	12	the	the	DET
ap-1149	57	13	structure	structure	NOUN
ap-1149	57	14	of	of	ADP
ap-1149	57	15	the	the	DET
ap-1149	57	16	input	input	NOUN
ap-1149	57	17	data	datum	NOUN
ap-1149	57	18	.	.	PUNCT
ap-1149	58	1	after	after	ADP
ap-1149	58	2	initialization	initialization	NOUN
ap-1149	58	3	,	,	PUNCT
ap-1149	58	4	a	a	DET
ap-1149	58	5	new	new	ADJ
ap-1149	58	6	input	input	NOUN
ap-1149	58	7	vector	vector	NOUN
ap-1149	58	8	is	be	AUX
ap-1149	58	9	put	put	VERB
ap-1149	58	10	into	into	ADP
ap-1149	58	11	the	the	DET
ap-1149	58	12	input	input	NOUN
ap-1149	58	13	layer	layer	NOUN
ap-1149	58	14	.	.	PUNCT
ap-1149	59	1	the	the	DET
ap-1149	59	2	distances	distance	NOUN
ap-1149	59	3	dj	dj	NOUN
ap-1149	59	4	between	between	ADP
ap-1149	59	5	the	the	DET
ap-1149	59	6	input	input	NOUN
ap-1149	59	7	vector	vector	NOUN
ap-1149	59	8	and	and	CCONJ
ap-1149	59	9	j	j	PROPN
ap-1149	59	10	-	-	PUNCT
ap-1149	59	11	th	th	VERB
ap-1149	59	12	output	output	NOUN
ap-1149	59	13	neuron	neuron	NOUN
ap-1149	59	14	are	be	AUX
ap-1149	59	15	computed	compute	VERB
ap-1149	59	16	by	by	ADP
ap-1149	59	17	equation	equation	NOUN
ap-1149	59	18	[	[	X
ap-1149	59	19	12	12	NUM
ap-1149	59	20	]	]	X
ap-1149	59	21	:	:	PUNCT
ap-1149	59	22	�	�	PROPN
ap-1149	59	23	�	�	PROPN
ap-1149	59	24	d	d	PROPN
ap-1149	59	25	x	x	PROPN
ap-1149	59	26	t	t	PROPN
ap-1149	59	27	w	w	NOUN
ap-1149	59	28	tj	tj	NOUN
ap-1149	60	1	i	i	PRON
ap-1149	61	1	ij	ij	INTJ
ap-1149	61	2	i	i	PRON
ap-1149	61	3	n	n	PROPN
ap-1149	61	4	�	�	PROPN
ap-1149	61	5	�	�	PROPN
ap-1149	61	6	�	�	PROPN
ap-1149	61	7	�	�	PROPN
ap-1149	61	8	�	�	PROPN
ap-1149	61	9	(	(	PUNCT
ap-1149	61	10	)	)	PUNCT
ap-1149	61	11	(	(	PUNCT
ap-1149	61	12	)	)	PUNCT
ap-1149	61	13	2	2	NUM
ap-1149	61	14	0	0	NUM
ap-1149	61	15	1	1	NUM
ap-1149	61	16	,	,	PUNCT
ap-1149	61	17	(	(	PUNCT
ap-1149	61	18	1	1	X
ap-1149	61	19	)	)	PUNCT
ap-1149	61	20	where	where	SCONJ
ap-1149	61	21	xi	xi	PROPN
ap-1149	61	22	is	be	AUX
ap-1149	61	23	the	the	DET
ap-1149	61	24	i	i	PROPN
ap-1149	61	25	-	-	PUNCT
ap-1149	61	26	th	th	X
ap-1149	61	27	element	element	NOUN
ap-1149	61	28	of	of	ADP
ap-1149	61	29	input	input	NOUN
ap-1149	61	30	vector	vector	NOUN
ap-1149	61	31	x	x	PUNCT
ap-1149	61	32	in	in	ADP
ap-1149	61	33	time	time	NOUN
ap-1149	61	34	t	t	PROPN
ap-1149	61	35	,	,	PUNCT
ap-1149	61	36	wij	wij	PROPN
ap-1149	61	37	is	be	AUX
ap-1149	61	38	the	the	DET
ap-1149	61	39	i	i	PROPN
ap-1149	61	40	-	-	PUNCT
ap-1149	61	41	th	th	VERB
ap-1149	61	42	value	value	NOUN
ap-1149	61	43	of	of	ADP
ap-1149	61	44	the	the	DET
ap-1149	61	45	weight	weight	NOUN
ap-1149	61	46	vector	vector	NOUN
ap-1149	61	47	for	for	ADP
ap-1149	61	48	the	the	DET
ap-1149	61	49	j	j	PROPN
ap-1149	61	50	-	-	PUNCT
ap-1149	61	51	th	th	VERB
ap-1149	61	52	output	output	NOUN
ap-1149	61	53	neuron	neuron	NOUN
ap-1149	61	54	in	in	ADP
ap-1149	61	55	time	time	NOUN
ap-1149	61	56	t.	t.	PROPN
ap-1149	61	57	the	the	DET
ap-1149	61	58	distance	distance	NOUN
ap-1149	61	59	is	be	AUX
ap-1149	61	60	computed	compute	VERB
ap-1149	61	61	for	for	ADP
ap-1149	61	62	each	each	DET
ap-1149	61	63	output	output	NOUN
ap-1149	61	64	neuron	neuron	NOUN
ap-1149	61	65	.	.	PUNCT
ap-1149	62	1	then	then	ADV
ap-1149	62	2	we	we	PRON
ap-1149	62	3	select	select	VERB
ap-1149	62	4	the	the	DET
ap-1149	62	5	neuron	neuron	NOUN
ap-1149	62	6	with	with	ADP
ap-1149	62	7	the	the	DET
ap-1149	62	8	shortest	short	ADJ
ap-1149	62	9	distance	distance	NOUN
ap-1149	62	10	dw	dw	NOUN
ap-1149	62	11	,	,	PUNCT
ap-1149	62	12	using	use	VERB
ap-1149	62	13	the	the	DET
ap-1149	62	14	equation	equation	NOUN
ap-1149	62	15	:	:	PUNCT
ap-1149	62	16	d	d	X
ap-1149	62	17	dw	dw	PROPN
ap-1149	62	18	j	j	PROPN
ap-1149	62	19	j	j	PROPN
ap-1149	62	20	�	�	PROPN
ap-1149	62	21	min	min	PROPN
ap-1149	62	22	(	(	PUNCT
ap-1149	62	23	)	)	PUNCT
ap-1149	62	24	,	,	PUNCT
ap-1149	62	25	(	(	PUNCT
ap-1149	62	26	2	2	X
ap-1149	62	27	)	)	PUNCT
ap-1149	62	28	where	where	SCONJ
ap-1149	62	29	j	j	PROPN
ap-1149	62	30	m	m	PROPN
ap-1149	62	31	�	�	PROPN
ap-1149	62	32	1	1	NUM
ap-1149	62	33	,	,	PUNCT
ap-1149	62	34	,	,	PUNCT
ap-1149	62	35	�	�	PROPN
ap-1149	62	36	,	,	PUNCT
ap-1149	62	37	m	m	VERB
ap-1149	62	38	is	be	AUX
ap-1149	62	39	the	the	DET
ap-1149	62	40	total	total	ADJ
ap-1149	62	41	number	number	NOUN
ap-1149	62	42	of	of	ADP
ap-1149	62	43	neurons	neuron	NOUN
ap-1149	62	44	in	in	ADP
ap-1149	62	45	the	the	DET
ap-1149	62	46	net	net	NOUN
ap-1149	62	47	.	.	PUNCT
ap-1149	63	1	finally	finally	ADV
ap-1149	63	2	,	,	PUNCT
ap-1149	63	3	the	the	DET
ap-1149	63	4	weight	weight	NOUN
ap-1149	63	5	vector	vector	NOUN
ap-1149	63	6	of	of	ADP
ap-1149	63	7	the	the	DET
ap-1149	63	8	”	"	PUNCT
ap-1149	63	9	winning	win	VERB
ap-1149	63	10	”	"	PUNCT
ap-1149	63	11	neuron	neuron	NOUN
ap-1149	63	12	(	(	PUNCT
ap-1149	63	13	the	the	DET
ap-1149	63	14	neuron	neuron	NOUN
ap-1149	63	15	with	with	ADP
ap-1149	63	16	distance	distance	NOUN
ap-1149	63	17	dw	dw	PROPN
ap-1149	63	18	)	)	PUNCT
ap-1149	63	19	and	and	CCONJ
ap-1149	63	20	the	the	DET
ap-1149	63	21	weight	weight	NOUN
ap-1149	63	22	of	of	ADP
ap-1149	63	23	its	its	PRON
ap-1149	63	24	neighborhood	neighborhood	NOUN
ap-1149	63	25	are	be	AUX
ap-1149	63	26	adjusted	adjust	VERB
ap-1149	63	27	.	.	PUNCT
ap-1149	64	1	�	�	PROPN
ap-1149	64	2	�	�	PROPN
ap-1149	64	3	w	w	PROPN
ap-1149	64	4	t	t	PROPN
ap-1149	64	5	w	w	PROPN
ap-1149	64	6	t	t	PROPN
ap-1149	64	7	t	t	PROPN
ap-1149	65	1	x	x	SYM
ap-1149	65	2	t	t	PROPN
ap-1149	65	3	w	w	PROPN
ap-1149	65	4	tij	tij	PROPN
ap-1149	65	5	ij	ij	INTJ
ap-1149	66	1	i	i	PRON
ap-1149	66	2	ij	ij	INTJ
ap-1149	66	3	(	(	PUNCT
ap-1149	66	4	)	)	PUNCT
ap-1149	66	5	(	(	PUNCT
ap-1149	66	6	)	)	PUNCT
ap-1149	66	7	(	(	PUNCT
ap-1149	66	8	)	)	PUNCT
ap-1149	66	9	(	(	PUNCT
ap-1149	66	10	)	)	PUNCT
ap-1149	66	11	(	(	PUNCT
ap-1149	66	12	)	)	PUNCT
ap-1149	66	13	�	�	PROPN
ap-1149	66	14	�	�	PROPN
ap-1149	66	15	�	�	PROPN
ap-1149	66	16	�	�	PROPN
ap-1149	66	17	�	�	PROPN
ap-1149	66	18	1	1	NUM
ap-1149	66	19	�	�	PROPN
ap-1149	66	20	,	,	PUNCT
ap-1149	66	21	(	(	PUNCT
ap-1149	66	22	3	3	X
ap-1149	66	23	)	)	PUNCT
ap-1149	66	24	where	where	SCONJ
ap-1149	66	25	�	�	PROPN
ap-1149	66	26	is	be	AUX
ap-1149	66	27	an	an	DET
ap-1149	66	28	auxiliary	auxiliary	ADJ
ap-1149	66	29	function	function	NOUN
ap-1149	66	30	.	.	PUNCT
ap-1149	67	1	if	if	SCONJ
ap-1149	67	2	not	not	PART
ap-1149	67	3	all	all	DET
ap-1149	67	4	input	input	NOUN
ap-1149	67	5	vectors	vector	NOUN
ap-1149	67	6	are	be	AUX
ap-1149	67	7	put	put	VERB
ap-1149	67	8	into	into	ADP
ap-1149	67	9	the	the	DET
ap-1149	67	10	input	input	NOUN
ap-1149	67	11	layer	layer	NOUN
ap-1149	67	12	,	,	PUNCT
ap-1149	67	13	or	or	CCONJ
ap-1149	67	14	if	if	SCONJ
ap-1149	67	15	the	the	DET
ap-1149	67	16	desired	desire	VERB
ap-1149	67	17	number	number	NOUN
ap-1149	67	18	of	of	ADP
ap-1149	67	19	learning	learn	VERB
ap-1149	67	20	steps	step	NOUN
ap-1149	67	21	is	be	AUX
ap-1149	67	22	not	not	PART
ap-1149	67	23	achieved	achieve	VERB
ap-1149	67	24	,	,	PUNCT
ap-1149	67	25	this	this	DET
ap-1149	67	26	learning	learning	NOUN
ap-1149	67	27	process	process	NOUN
ap-1149	67	28	(	(	PUNCT
ap-1149	67	29	without	without	ADP
ap-1149	67	30	initialization	initialization	NOUN
ap-1149	67	31	)	)	PUNCT
ap-1149	67	32	has	have	VERB
ap-1149	67	33	to	to	PART
ap-1149	67	34	be	be	AUX
ap-1149	67	35	repeated	repeat	VERB
ap-1149	67	36	.	.	PUNCT
ap-1149	68	1	in	in	ADP
ap-1149	68	2	the	the	DET
ap-1149	68	3	opposite	opposite	ADJ
ap-1149	68	4	case	case	NOUN
ap-1149	68	5	,	,	PUNCT
ap-1149	68	6	the	the	DET
ap-1149	68	7	som	som	NOUN
ap-1149	68	8	is	be	AUX
ap-1149	68	9	ready	ready	ADJ
ap-1149	68	10	to	to	PART
ap-1149	68	11	use	use	VERB
ap-1149	68	12	.	.	PUNCT
ap-1149	69	1	2.3	2.3	NUM
ap-1149	69	2	application	application	NOUN
ap-1149	69	3	of	of	ADP
ap-1149	69	4	som	som	NOUN
ap-1149	69	5	to	to	PART
ap-1149	69	6	gearbox	gearbox	VERB
ap-1149	69	7	diagnostics	diagnostic	NOUN
ap-1149	69	8	organizing	organize	VERB
ap-1149	69	9	the	the	DET
ap-1149	69	10	input	input	NOUN
ap-1149	69	11	data	datum	NOUN
ap-1149	69	12	into	into	ADP
ap-1149	69	13	meaningful	meaningful	ADJ
ap-1149	69	14	structures	structure	NOUN
ap-1149	69	15	is	be	AUX
ap-1149	69	16	a	a	DET
ap-1149	69	17	crucial	crucial	ADJ
ap-1149	69	18	application	application	NOUN
ap-1149	69	19	of	of	ADP
ap-1149	69	20	som	som	NOUN
ap-1149	69	21	.	.	PUNCT
ap-1149	70	1	if	if	SCONJ
ap-1149	70	2	the	the	DET
ap-1149	70	3	data	datum	NOUN
ap-1149	70	4	computed	compute	VERB
ap-1149	70	5	from	from	ADP
ap-1149	70	6	different	different	ADJ
ap-1149	70	7	gearboxes	gearbox	NOUN
ap-1149	70	8	is	be	AUX
ap-1149	70	9	in	in	ADP
ap-1149	70	10	the	the	DET
ap-1149	70	11	same	same	ADJ
ap-1149	70	12	cluster	cluster	NOUN
ap-1149	70	13	,	,	PUNCT
ap-1149	70	14	we	we	PRON
ap-1149	70	15	can	can	AUX
ap-1149	70	16	assume	assume	VERB
ap-1149	70	17	that	that	SCONJ
ap-1149	70	18	these	these	DET
ap-1149	70	19	gearboxes	gearbox	NOUN
ap-1149	70	20	are	be	AUX
ap-1149	70	21	in	in	ADP
ap-1149	70	22	similar	similar	ADJ
ap-1149	70	23	technical	technical	ADJ
ap-1149	70	24	condition	condition	NOUN
ap-1149	70	25	.	.	PUNCT
ap-1149	71	1	unsupervised	unsupervised	ADJ
ap-1149	71	2	learning	learning	NOUN
ap-1149	71	3	,	,	PUNCT
ap-1149	71	4	another	another	DET
ap-1149	71	5	important	important	ADJ
ap-1149	71	6	feature	feature	NOUN
ap-1149	71	7	of	of	ADP
ap-1149	71	8	som	som	NOUN
ap-1149	71	9	,	,	PUNCT
ap-1149	71	10	allows	allow	VERB
ap-1149	71	11	gearbox	gearbox	NOUN
ap-1149	71	12	damage	damage	NOUN
ap-1149	71	13	to	to	PART
ap-1149	71	14	be	be	AUX
ap-1149	71	15	identified	identify	VERB
ap-1149	71	16	without	without	ADP
ap-1149	71	17	the	the	DET
ap-1149	71	18	corresponding	corresponding	ADJ
ap-1149	71	19	benchmark	benchmark	NOUN
ap-1149	71	20	vectors	vector	NOUN
ap-1149	71	21	.	.	PUNCT
ap-1149	72	1	3	3	NUM
ap-1149	72	2	anfis	anfi	VERB
ap-1149	72	3	fuzzy	fuzzy	ADJ
ap-1149	72	4	expert	expert	NOUN
ap-1149	72	5	systems	system	NOUN
ap-1149	72	6	are	be	AUX
ap-1149	72	7	usually	usually	ADV
ap-1149	72	8	based	base	VERB
ap-1149	72	9	on	on	ADP
ap-1149	72	10	a	a	DET
ap-1149	72	11	fuzzy	fuzzy	ADJ
ap-1149	72	12	inference	inference	NOUN
ap-1149	72	13	system	system	NOUN
ap-1149	72	14	(	(	PUNCT
ap-1149	72	15	fis	fis	PROPN
ap-1149	72	16	)	)	PUNCT
ap-1149	72	17	.	.	PUNCT
ap-1149	73	1	an	an	DET
ap-1149	73	2	important	important	ADJ
ap-1149	73	3	property	property	NOUN
ap-1149	73	4	of	of	ADP
ap-1149	73	5	fuzzy	fuzzy	ADJ
ap-1149	73	6	systems	system	NOUN
ap-1149	73	7	is	be	AUX
ap-1149	73	8	that	that	SCONJ
ap-1149	73	9	they	they	PRON
ap-1149	73	10	transform	transform	VERB
ap-1149	73	11	human	human	ADJ
ap-1149	73	12	knowledge	knowledge	NOUN
ap-1149	73	13	into	into	ADP
ap-1149	73	14	the	the	DET
ap-1149	73	15	form	form	NOUN
ap-1149	73	16	of	of	ADP
ap-1149	73	17	fuzzy	fuzzy	ADJ
ap-1149	73	18	if	if	SCONJ
ap-1149	73	19	-	-	PUNCT
ap-1149	73	20	then	then	ADV
ap-1149	73	21	rules	rule	VERB
ap-1149	73	22	[	[	X
ap-1149	73	23	1	1	NUM
ap-1149	73	24	]	]	PUNCT
ap-1149	73	25	.	.	PUNCT
ap-1149	74	1	an	an	DET
ap-1149	74	2	fis	fis	PROPN
ap-1149	74	3	is	be	AUX
ap-1149	74	4	usually	usually	ADV
ap-1149	74	5	composed	compose	VERB
ap-1149	74	6	of	of	ADP
ap-1149	74	7	four	four	NUM
ap-1149	74	8	functional	functional	ADJ
ap-1149	74	9	units	unit	NOUN
ap-1149	74	10	.	.	PUNCT
ap-1149	75	1	the	the	DET
ap-1149	75	2	basic	basic	ADJ
ap-1149	75	3	configuration	configuration	NOUN
ap-1149	75	4	of	of	ADP
ap-1149	75	5	fis	fis	PROPN
ap-1149	75	6	is	be	AUX
ap-1149	75	7	depicted	depict	VERB
ap-1149	75	8	in	in	ADP
ap-1149	75	9	fig	fig	NOUN
ap-1149	75	10	.	.	PUNCT
ap-1149	76	1	2	2	NUM
ap-1149	76	2	.	.	X
ap-1149	76	3	first	first	ADV
ap-1149	76	4	,	,	PUNCT
ap-1149	76	5	the	the	DET
ap-1149	76	6	crisp	crisp	ADJ
ap-1149	76	7	input	input	NOUN
ap-1149	76	8	data	datum	NOUN
ap-1149	76	9	is	be	AUX
ap-1149	76	10	fuzzyfied	fuzzyfied	ADJ
ap-1149	76	11	.	.	PUNCT
ap-1149	77	1	then	then	ADV
ap-1149	77	2	fuzzy	fuzzy	ADJ
ap-1149	77	3	if	if	SCONJ
ap-1149	77	4	-	-	PUNCT
ap-1149	77	5	then	then	ADV
ap-1149	77	6	rules	rule	NOUN
ap-1149	77	7	are	be	AUX
ap-1149	77	8	applied	apply	VERB
ap-1149	77	9	.	.	PUNCT
ap-1149	78	1	a	a	DET
ap-1149	78	2	final	final	ADJ
ap-1149	78	3	decision	decision	NOUN
ap-1149	78	4	is	be	AUX
ap-1149	78	5	obtained	obtain	VERB
ap-1149	78	6	from	from	ADP
ap-1149	78	7	the	the	DET
ap-1149	78	8	aggregation	aggregation	NOUN
ap-1149	78	9	process	process	NOUN
ap-1149	78	10	in	in	ADP
ap-1149	78	11	which	which	PRON
ap-1149	78	12	all	all	DET
ap-1149	78	13	rules	rule	NOUN
ap-1149	78	14	are	be	AUX
ap-1149	78	15	evaluated	evaluate	VERB
ap-1149	78	16	.	.	PUNCT
ap-1149	79	1	finally	finally	ADV
ap-1149	79	2	,	,	PUNCT
ap-1149	79	3	the	the	DET
ap-1149	79	4	defuzzification	defuzzification	NOUN
ap-1149	79	5	process	process	NOUN
ap-1149	79	6	is	be	AUX
ap-1149	79	7	applied	apply	VERB
ap-1149	79	8	.	.	PUNCT
ap-1149	80	1	fuzzy	fuzzy	ADJ
ap-1149	80	2	inference	inference	NOUN
ap-1149	80	3	systems	system	NOUN
ap-1149	80	4	can	can	AUX
ap-1149	80	5	be	be	AUX
ap-1149	80	6	divided	divide	VERB
ap-1149	80	7	into	into	ADP
ap-1149	80	8	three	three	NUM
ap-1149	80	9	types	type	NOUN
ap-1149	80	10	[	[	X
ap-1149	80	11	9	9	NUM
ap-1149	80	12	]	]	PUNCT
ap-1149	80	13	.	.	PUNCT
ap-1149	81	1	for	for	ADP
ap-1149	81	2	our	our	PRON
ap-1149	81	3	purposes	purpose	NOUN
ap-1149	81	4	we	we	PRON
ap-1149	81	5	will	will	AUX
ap-1149	81	6	be	be	AUX
ap-1149	81	7	oriented	orient	VERB
ap-1149	81	8	to	to	PART
ap-1149	81	9	type	type	VERB
ap-1149	81	10	3	3	NUM
ap-1149	81	11	,	,	PUNCT
ap-1149	81	12	where	where	SCONJ
ap-1149	81	13	takagi	takagi	NOUN
ap-1149	81	14	and	and	CCONJ
ap-1149	81	15	sugeno	sugeno	NOUN
ap-1149	81	16	’s	’s	PART
ap-1149	81	17	fuzzy	fuzzy	ADJ
ap-1149	81	18	if	if	SCONJ
ap-1149	81	19	-	-	PUNCT
ap-1149	81	20	then	then	ADV
ap-1149	81	21	rules	rule	NOUN
ap-1149	81	22	are	be	AUX
ap-1149	81	23	used	use	VERB
ap-1149	81	24	.	.	PUNCT
ap-1149	82	1	to	to	PART
ap-1149	82	2	design	design	VERB
ap-1149	82	3	this	this	DET
ap-1149	82	4	fuzzy	fuzzy	ADJ
ap-1149	82	5	interface	interface	NOUN
ap-1149	82	6	system	system	NOUN
ap-1149	82	7	,	,	PUNCT
ap-1149	82	8	the	the	DET
ap-1149	82	9	parameters	parameter	NOUN
ap-1149	82	10	of	of	ADP
ap-1149	82	11	the	the	DET
ap-1149	82	12	membership	membership	NOUN
ap-1149	82	13	functions	function	NOUN
ap-1149	82	14	and	and	CCONJ
ap-1149	82	15	fuzzy	fuzzy	ADJ
ap-1149	82	16	if	if	SCONJ
ap-1149	82	17	-	-	PUNCT
ap-1149	82	18	then	then	ADV
ap-1149	82	19	rules	rule	NOUN
ap-1149	82	20	must	must	AUX
ap-1149	82	21	be	be	AUX
ap-1149	82	22	known	know	VERB
ap-1149	82	23	.	.	PUNCT
ap-1149	83	1	however	however	ADV
ap-1149	83	2	,	,	PUNCT
ap-1149	83	3	this	this	PRON
ap-1149	83	4	is	be	AUX
ap-1149	83	5	one	one	NUM
ap-1149	83	6	way	way	NOUN
ap-1149	83	7	to	to	PART
ap-1149	83	8	design	design	VERB
ap-1149	83	9	a	a	DET
ap-1149	83	10	fuzzy	fuzzy	ADJ
ap-1149	83	11	system	system	NOUN
ap-1149	83	12	without	without	ADP
ap-1149	83	13	a	a	DET
ap-1149	83	14	priori	priori	ADJ
ap-1149	83	15	knowledge	knowledge	NOUN
ap-1149	83	16	about	about	ADP
ap-1149	83	17	membership	membership	NOUN
ap-1149	83	18	values	value	NOUN
ap-1149	83	19	and	and	CCONJ
ap-1149	83	20	rules	rule	NOUN
ap-1149	83	21	.	.	PUNCT
ap-1149	84	1	adaptive	adaptive	ADJ
ap-1149	84	2	network	network	NOUN
ap-1149	84	3	-	-	PUNCT
ap-1149	84	4	based	base	VERB
ap-1149	84	5	fis	fis	PROPN
ap-1149	84	6	obtains	obtain	VERB
ap-1149	84	7	the	the	DET
ap-1149	84	8	needed	need	VERB
ap-1149	84	9	information	information	NOUN
ap-1149	84	10	directly	directly	ADV
ap-1149	84	11	from	from	ADP
ap-1149	84	12	an	an	DET
ap-1149	84	13	input	input	NOUN
ap-1149	84	14	-	-	PUNCT
ap-1149	84	15	output	output	NOUN
ap-1149	84	16	data	datum	NOUN
ap-1149	84	17	set	set	VERB
ap-1149	84	18	[	[	PUNCT
ap-1149	84	19	9	9	NUM
ap-1149	84	20	]	]	SYM
ap-1149	84	21	.	.	PUNCT
ap-1149	85	1	3.1	3.1	NUM
ap-1149	85	2	anfis	anfis	ADJ
ap-1149	85	3	architecture	architecture	NOUN
ap-1149	85	4	the	the	DET
ap-1149	85	5	architecture	architecture	NOUN
ap-1149	85	6	of	of	ADP
ap-1149	85	7	anfis	anfis	PROPN
ap-1149	85	8	is	be	AUX
ap-1149	85	9	based	base	VERB
ap-1149	85	10	on	on	ADP
ap-1149	85	11	adaptive	adaptive	ADJ
ap-1149	85	12	networks	network	NOUN
ap-1149	85	13	.	.	PUNCT
ap-1149	86	1	adaptive	adaptive	ADJ
ap-1149	86	2	networks	network	NOUN
ap-1149	86	3	are	be	AUX
ap-1149	86	4	feed	feed	NOUN
ap-1149	86	5	-	-	PUNCT
ap-1149	86	6	forward	forward	NOUN
ap-1149	86	7	networks	network	NOUN
ap-1149	86	8	in	in	ADP
ap-1149	86	9	which	which	PRON
ap-1149	86	10	the	the	DET
ap-1149	86	11	node	node	ADJ
ap-1149	86	12	parameters	parameter	NOUN
ap-1149	86	13	are	be	AUX
ap-1149	86	14	tuned	tune	VERB
ap-1149	86	15	by	by	ADP
ap-1149	86	16	a	a	DET
ap-1149	86	17	learning	learn	VERB
ap-1149	86	18	algorithm	algorithm	NOUN
ap-1149	86	19	to	to	PART
ap-1149	86	20	minimize	minimize	VERB
ap-1149	86	21	the	the	DET
ap-1149	86	22	prescribed	prescribed	ADJ
ap-1149	86	23	error	error	NOUN
ap-1149	86	24	measure	measure	NOUN
ap-1149	86	25	.	.	PUNCT
ap-1149	87	1	the	the	DET
ap-1149	87	2	anfis	anfis	ADJ
ap-1149	87	3	structure	structure	NOUN
ap-1149	87	4	for	for	ADP
ap-1149	87	5	type	type	NOUN
ap-1149	87	6	3	3	NUM
ap-1149	87	7	fuzzy	fuzzy	ADJ
ap-1149	87	8	reasoning	reasoning	NOUN
ap-1149	87	9	will	will	AUX
ap-1149	87	10	be	be	AUX
ap-1149	87	11	examined	examine	VERB
ap-1149	87	12	in	in	ADP
ap-1149	87	13	a	a	DET
ap-1149	87	14	simple	simple	ADJ
ap-1149	87	15	example	example	NOUN
ap-1149	88	1	[	[	X
ap-1149	88	2	9	9	NUM
ap-1149	88	3	]	]	PUNCT
ap-1149	88	4	.	.	PUNCT
ap-1149	88	5	suppose	suppose	VERB
ap-1149	88	6	that	that	SCONJ
ap-1149	88	7	the	the	DET
ap-1149	88	8	knowledge	knowledge	NOUN
ap-1149	88	9	base	base	NOUN
ap-1149	88	10	contains	contain	VERB
ap-1149	88	11	two	two	NUM
ap-1149	88	12	fuzzy	fuzzy	ADJ
ap-1149	88	13	if	if	SCONJ
ap-1149	88	14	-	-	PUNCT
ap-1149	88	15	then	then	ADV
ap-1149	88	16	rules	rule	NOUN
ap-1149	88	17	(	(	PUNCT
ap-1149	88	18	takagi	takagi	NOUN
ap-1149	88	19	and	and	CCONJ
ap-1149	88	20	sugeno	sugeno	PROPN
ap-1149	88	21	’s	’s	PART
ap-1149	88	22	type	type	NOUN
ap-1149	88	23	):	):	PUNCT
ap-1149	88	24	rule	rule	NOUN
ap-1149	88	25	1	1	NUM
ap-1149	88	26	:	:	PUNCT
ap-1149	88	27	if	if	SCONJ
ap-1149	88	28	x	x	PRON
ap-1149	88	29	is	be	AUX
ap-1149	88	30	a1	a1	NOUN
ap-1149	88	31	and	and	CCONJ
ap-1149	88	32	y	y	PROPN
ap-1149	88	33	is	be	AUX
ap-1149	88	34	b1	b1	PROPN
ap-1149	88	35	,	,	PUNCT
ap-1149	88	36	then	then	ADV
ap-1149	88	37	f	f	PROPN
ap-1149	88	38	l	l	PROPN
ap-1149	88	39	�	�	PROPN
ap-1149	88	40	�	�	PROPN
ap-1149	88	41	�	�	PROPN
ap-1149	88	42	p	p	NOUN
ap-1149	88	43	x	x	X
ap-1149	88	44	q	q	X
ap-1149	88	45	y	y	PROPN
ap-1149	88	46	r1	r1	PROPN
ap-1149	88	47	1	1	NUM
ap-1149	88	48	1	1	NUM
ap-1149	88	49	rule	rule	NOUN
ap-1149	88	50	2	2	NUM
ap-1149	88	51	:	:	PUNCT
ap-1149	88	52	if	if	SCONJ
ap-1149	88	53	x	x	PRON
ap-1149	88	54	is	be	AUX
ap-1149	88	55	a2	a2	PROPN
ap-1149	88	56	and	and	CCONJ
ap-1149	88	57	y	y	PROPN
ap-1149	88	58	is	be	AUX
ap-1149	88	59	b2	b2	NOUN
ap-1149	88	60	,	,	PUNCT
ap-1149	88	61	then	then	ADV
ap-1149	88	62	f	f	PROPN
ap-1149	88	63	l	l	PROPN
ap-1149	88	64	�	�	PROPN
ap-1149	88	65	�	�	PROPN
ap-1149	88	66	�	�	PROPN
ap-1149	88	67	p	p	NOUN
ap-1149	88	68	x	x	X
ap-1149	88	69	q	q	PROPN
ap-1149	88	70	y	y	PROPN
ap-1149	88	71	r2	r2	PROPN
ap-1149	88	72	2	2	NUM
ap-1149	88	73	2	2	NUM
ap-1149	88	74	the	the	DET
ap-1149	88	75	corresponding	corresponding	ADJ
ap-1149	88	76	architecture	architecture	NOUN
ap-1149	88	77	of	of	ADP
ap-1149	88	78	anfis	anfis	PROPN
ap-1149	88	79	is	be	AUX
ap-1149	88	80	illustrated	illustrate	VERB
ap-1149	88	81	in	in	ADP
ap-1149	88	82	fig	fig	NOUN
ap-1149	88	83	.	.	PUNCT
ap-1149	89	1	3	3	X
ap-1149	89	2	.	.	X
ap-1149	89	3	each	each	DET
ap-1149	89	4	layer	layer	NOUN
ap-1149	89	5	is	be	AUX
ap-1149	89	6	described	describe	VERB
ap-1149	89	7	below	below	ADP
ap-1149	89	8	:	:	PUNCT
ap-1149	89	9	layer	layer	NOUN
ap-1149	89	10	1	1	NUM
ap-1149	89	11	:	:	PUNCT
ap-1149	89	12	the	the	DET
ap-1149	89	13	function	function	NOUN
ap-1149	89	14	of	of	ADP
ap-1149	89	15	this	this	DET
ap-1149	89	16	layer	layer	NOUN
ap-1149	89	17	is	be	AUX
ap-1149	89	18	to	to	PART
ap-1149	89	19	fuzzify	fuzzify	VERB
ap-1149	89	20	the	the	DET
ap-1149	89	21	inputs	input	NOUN
ap-1149	89	22	.	.	PUNCT
ap-1149	90	1	a	a	DET
ap-1149	90	2	node	node	NOUN
ap-1149	90	3	function	function	NOUN
ap-1149	90	4	can	can	AUX
ap-1149	90	5	be	be	AUX
ap-1149	90	6	expressed	express	VERB
ap-1149	90	7	by	by	ADP
ap-1149	90	8	the	the	DET
ap-1149	90	9	equation	equation	NOUN
ap-1149	90	10	:	:	PUNCT
ap-1149	91	1	o	o	NOUN
ap-1149	91	2	xi	xi	X
ap-1149	91	3	i	i	PRON
ap-1149	91	4	�	�	PROPN
ap-1149	91	5	�	�	PROPN
ap-1149	91	6	a	a	PRON
ap-1149	91	7	(	(	PUNCT
ap-1149	91	8	)	)	PUNCT
ap-1149	91	9	,	,	PUNCT
ap-1149	91	10	(	(	PUNCT
ap-1149	91	11	4	4	X
ap-1149	91	12	)	)	PUNCT
ap-1149	91	13	where	where	SCONJ
ap-1149	91	14	�	�	NOUN
ap-1149	91	15	a	a	PRON
ap-1149	91	16	is	be	AUX
ap-1149	91	17	the	the	DET
ap-1149	91	18	membership	membership	NOUN
ap-1149	91	19	function	function	NOUN
ap-1149	91	20	for	for	ADP
ap-1149	91	21	linguistic	linguistic	ADJ
ap-1149	91	22	value	value	NOUN
ap-1149	91	23	ai	ai	VERB
ap-1149	91	24	,	,	PUNCT
ap-1149	91	25	x	x	VERB
ap-1149	91	26	is	be	AUX
ap-1149	91	27	input	input	NOUN
ap-1149	91	28	value	value	NOUN
ap-1149	91	29	.	.	PUNCT
ap-1149	92	1	layer	layer	NOUN
ap-1149	92	2	2	2	NUM
ap-1149	92	3	:	:	PUNCT
ap-1149	92	4	this	this	DET
ap-1149	92	5	layer	layer	NOUN
ap-1149	92	6	simply	simply	ADV
ap-1149	92	7	multiplies	multiply	VERB
ap-1149	92	8	the	the	DET
ap-1149	92	9	incoming	incoming	ADJ
ap-1149	92	10	membership	membership	NOUN
ap-1149	92	11	values	value	NOUN
ap-1149	92	12	according	accord	VERB
ap-1149	92	13	to	to	ADP
ap-1149	92	14	a	a	DET
ap-1149	92	15	node	node	ADJ
ap-1149	92	16	function	function	NOUN
ap-1149	92	17	:	:	PUNCT
ap-1149	92	18	�	�	PROPN
ap-1149	92	19	�	�	PROPN
ap-1149	92	20	�	�	PROPN
ap-1149	92	21	i	i	PROPN
ap-1149	92	22	x	x	SYM
ap-1149	92	23	y	y	VERB
ap-1149	92	24	�	�	PROPN
ap-1149	92	25	a	a	DET
ap-1149	92	26	b	b	PROPN
ap-1149	92	27	(	(	PUNCT
ap-1149	92	28	)	)	PUNCT
ap-1149	92	29	(	(	PUNCT
ap-1149	92	30	)	)	PUNCT
ap-1149	92	31	,	,	PUNCT
ap-1149	92	32	(	(	PUNCT
ap-1149	92	33	5	5	X
ap-1149	92	34	)	)	PUNCT
ap-1149	92	35	where	where	SCONJ
ap-1149	92	36	�	�	PROPN
ap-1149	92	37	a	a	PRON
ap-1149	92	38	represents	represent	VERB
ap-1149	92	39	the	the	DET
ap-1149	92	40	degree	degree	NOUN
ap-1149	92	41	to	to	PART
ap-1149	92	42	which	which	PRON
ap-1149	92	43	given	give	VERB
ap-1149	92	44	x	x	PART
ap-1149	92	45	satisfies	satisfie	NOUN
ap-1149	92	46	the	the	DET
ap-1149	92	47	quantifier	quantifier	NOUN
ap-1149	92	48	ai	ai	VERB
ap-1149	92	49	,	,	PUNCT
ap-1149	92	50	24	24	NUM
ap-1149	92	51	©	©	PROPN
ap-1149	92	52	czech	czech	PROPN
ap-1149	92	53	technical	technical	PROPN
ap-1149	92	54	university	university	PROPN
ap-1149	92	55	publishing	publishing	NOUN
ap-1149	92	56	house	house	NOUN
ap-1149	92	57	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-1149	92	58	acta	acta	PROPN
ap-1149	92	59	polytechnica	polytechnica	PROPN
ap-1149	92	60	vol	vol	NOUN
ap-1149	92	61	.	.	PROPN
ap-1149	93	1	50	50	NUM
ap-1149	93	2	no	no	NOUN
ap-1149	93	3	.	.	PUNCT
ap-1149	94	1	1/2010	1/2010	NUM
ap-1149	94	2	knowledge	knowledge	NOUN
ap-1149	94	3	-	-	PUNCT
ap-1149	94	4	rule	rule	NOUN
ap-1149	94	5	fuzzifier	fuzzifier	NOUN
ap-1149	94	6	defuzzifier	defuzzifier	PROPN
ap-1149	94	7	fuzzy	fuzzy	ADJ
ap-1149	94	8	inference	inference	PROPN
ap-1149	94	9	engineinput	engineinput	ADJ
ap-1149	94	10	output	output	NOUN
ap-1149	94	11	(	(	PUNCT
ap-1149	94	12	crisp)(crisp	crisp)(crisp	INTJ
ap-1149	94	13	)	)	PUNCT
ap-1149	94	14	fig	fig	NOUN
ap-1149	94	15	.	.	PUNCT
ap-1149	95	1	2	2	NUM
ap-1149	95	2	:	:	PUNCT
ap-1149	95	3	basic	basic	ADJ
ap-1149	95	4	fis	fis	PROPN
ap-1149	95	5	configuration	configuration	NOUN
ap-1149	95	6	�	�	PROPN
ap-1149	95	7	b	b	PROPN
ap-1149	95	8	represents	represent	VERB
ap-1149	95	9	the	the	DET
ap-1149	95	10	degree	degree	NOUN
ap-1149	95	11	to	to	PART
ap-1149	95	12	which	which	PRON
ap-1149	95	13	given	give	VERB
ap-1149	95	14	y	y	PROPN
ap-1149	95	15	satisfies	satisfie	NOUN
ap-1149	95	16	the	the	DET
ap-1149	95	17	quantifier	quantifi	ADJ
ap-1149	95	18	bi	bi	NOUN
ap-1149	95	19	.	.	PROPN
ap-1149	95	20	layer	layer	NOUN
ap-1149	95	21	3	3	NUM
ap-1149	95	22	:	:	PUNCT
ap-1149	95	23	the	the	DET
ap-1149	95	24	nodes	node	NOUN
ap-1149	95	25	in	in	ADP
ap-1149	95	26	this	this	DET
ap-1149	95	27	layer	layer	NOUN
ap-1149	95	28	calculate	calculate	VERB
ap-1149	95	29	the	the	DET
ap-1149	95	30	normalized	normalized	ADJ
ap-1149	95	31	firing	firing	NOUN
ap-1149	95	32	strength	strength	NOUN
ap-1149	95	33	:	:	PUNCT
ap-1149	95	34	�	�	PROPN
ap-1149	95	35	�	�	PROPN
ap-1149	95	36	�	�	PROPN
ap-1149	95	37	�	�	PROPN
ap-1149	96	1	i	i	PRON
ap-1149	96	2	i	i	PROPN
ap-1149	96	3	�	�	PROPN
ap-1149	96	4	�	�	PROPN
ap-1149	96	5	1	1	NUM
ap-1149	96	6	2	2	NUM
ap-1149	96	7	,	,	PUNCT
ap-1149	96	8	i	i	PRON
ap-1149	96	9	�	�	VERB
ap-1149	96	10	1	1	NUM
ap-1149	96	11	2	2	NUM
ap-1149	96	12	,	,	PUNCT
ap-1149	96	13	.	.	PUNCT
ap-1149	97	1	(	(	PUNCT
ap-1149	97	2	6	6	X
ap-1149	97	3	)	)	PUNCT
ap-1149	97	4	layer	layer	NOUN
ap-1149	97	5	4	4	NUM
ap-1149	97	6	:	:	PUNCT
ap-1149	97	7	the	the	DET
ap-1149	97	8	nodes	node	NOUN
ap-1149	97	9	in	in	ADP
ap-1149	97	10	this	this	DET
ap-1149	97	11	layer	layer	NOUN
ap-1149	97	12	compute	compute	NOUN
ap-1149	97	13	consequent	consequent	ADJ
ap-1149	97	14	parts	part	NOUN
ap-1149	97	15	of	of	ADP
ap-1149	97	16	the	the	DET
ap-1149	97	17	fuzzy	fuzzy	ADJ
ap-1149	97	18	if	if	SCONJ
ap-1149	97	19	-	-	PUNCT
ap-1149	97	20	then	then	ADV
ap-1149	97	21	rules	rule	NOUN
ap-1149	97	22	(	(	PUNCT
ap-1149	97	23	takagi	takagi	NOUN
ap-1149	97	24	and	and	CCONJ
ap-1149	97	25	sugeno	sugeno	PROPN
ap-1149	97	26	’s	’s	PART
ap-1149	97	27	type	type	NOUN
ap-1149	97	28	):	):	PUNCT
ap-1149	98	1	o	o	PROPN
ap-1149	98	2	f	f	X
ap-1149	99	1	p	p	X
ap-1149	99	2	x	x	X
ap-1149	99	3	q	q	VERB
ap-1149	99	4	y	y	PROPN
ap-1149	99	5	ri	ri	INTJ
ap-1149	100	1	i	i	PRON
ap-1149	100	2	i	i	PRON
ap-1149	101	1	i	i	PRON
ap-1149	102	1	i	i	PRON
ap-1149	103	1	i	i	PRON
ap-1149	104	1	i	i	PROPN
ap-1149	104	2	�	�	PROPN
ap-1149	104	3	�	�	PROPN
ap-1149	104	4	�	�	PROPN
ap-1149	104	5	�	�	PROPN
ap-1149	104	6	�	�	PROPN
ap-1149	104	7	�	�	PROPN
ap-1149	104	8	�	�	PROPN
ap-1149	104	9	�	�	PROPN
ap-1149	104	10	(	(	PUNCT
ap-1149	104	11	)	)	PUNCT
ap-1149	104	12	.	.	PUNCT
ap-1149	105	1	(	(	PUNCT
ap-1149	105	2	7	7	X
ap-1149	105	3	)	)	PUNCT
ap-1149	105	4	layer	layer	NOUN
ap-1149	105	5	5	5	NUM
ap-1149	105	6	:	:	PUNCT
ap-1149	105	7	in	in	ADP
ap-1149	105	8	this	this	DET
ap-1149	105	9	layer	layer	NOUN
ap-1149	105	10	the	the	DET
ap-1149	105	11	defuzzification	defuzzification	NOUN
ap-1149	105	12	process	process	NOUN
ap-1149	105	13	occurs	occur	VERB
ap-1149	105	14	.	.	PUNCT
ap-1149	106	1	o	o	X
ap-1149	107	1	f	f	X
ap-1149	107	2	f	f	PROPN
ap-1149	108	1	i	i	NOUN
ap-1149	108	2	ii	ii	VERB
ap-1149	109	1	i	i	PRON
ap-1149	109	2	ii	ii	PROPN
ap-1149	109	3	ii	ii	PROPN
ap-1149	109	4	�	�	PROPN
ap-1149	109	5	�	�	PROPN
ap-1149	109	6	�	�	PROPN
ap-1149	109	7	�	�	PROPN
ap-1149	109	8	�	�	PROPN
ap-1149	109	9	�	�	PROPN
ap-1149	109	10	�	�	PROPN
ap-1149	109	11	�	�	PROPN
ap-1149	109	12	�	�	PROPN
ap-1149	109	13	�	�	PROPN
ap-1149	109	14	.	.	PUNCT
ap-1149	110	1	(	(	PUNCT
ap-1149	110	2	8)	8)	NUM
ap-1149	110	3	3.2	3.2	NUM
ap-1149	110	4	learning	learn	VERB
ap-1149	110	5	algorithm	algorithm	NOUN
ap-1149	110	6	the	the	DET
ap-1149	110	7	learning	learning	NOUN
ap-1149	110	8	algorithm	algorithm	NOUN
ap-1149	110	9	is	be	AUX
ap-1149	110	10	based	base	VERB
ap-1149	110	11	on	on	ADP
ap-1149	110	12	backpropagation	backpropagation	NOUN
ap-1149	110	13	and	and	CCONJ
ap-1149	110	14	the	the	DET
ap-1149	110	15	lms	lm	NOUN
ap-1149	110	16	algorithm	algorithm	NOUN
ap-1149	110	17	[	[	X
ap-1149	110	18	9	9	NUM
ap-1149	110	19	]	]	PUNCT
ap-1149	110	20	.	.	PUNCT
ap-1149	111	1	the	the	DET
ap-1149	111	2	parameters	parameter	NOUN
ap-1149	111	3	of	of	ADP
ap-1149	111	4	the	the	DET
ap-1149	111	5	premise	premise	NOUN
ap-1149	111	6	membership	membership	NOUN
ap-1149	111	7	function	function	NOUN
ap-1149	111	8	are	be	AUX
ap-1149	111	9	set	set	VERB
ap-1149	111	10	according	accord	VERB
ap-1149	111	11	to	to	ADP
ap-1149	111	12	backpropagation	backpropagation	NOUN
ap-1149	111	13	.	.	PUNCT
ap-1149	112	1	the	the	DET
ap-1149	112	2	optimization	optimization	NOUN
ap-1149	112	3	of	of	ADP
ap-1149	112	4	the	the	DET
ap-1149	112	5	consequent	consequent	ADJ
ap-1149	112	6	equations	equation	NOUN
ap-1149	112	7	is	be	AUX
ap-1149	112	8	provided	provide	VERB
ap-1149	112	9	via	via	ADP
ap-1149	112	10	linear	linear	PROPN
ap-1149	112	11	least	least	ADV
ap-1149	112	12	mean	mean	ADJ
ap-1149	112	13	squares	square	NOUN
ap-1149	112	14	estimation	estimation	NOUN
ap-1149	112	15	.	.	PUNCT
ap-1149	113	1	3.3	3.3	NUM
ap-1149	113	2	application	application	NOUN
ap-1149	113	3	of	of	ADP
ap-1149	113	4	anfis	anfis	PROPN
ap-1149	113	5	to	to	PART
ap-1149	113	6	gearbox	gearbox	VERB
ap-1149	113	7	diagnostics	diagnostic	NOUN
ap-1149	113	8	anfis	anfi	VERB
ap-1149	113	9	can	can	AUX
ap-1149	113	10	be	be	AUX
ap-1149	113	11	used	use	VERB
ap-1149	113	12	in	in	ADP
ap-1149	113	13	the	the	DET
ap-1149	113	14	same	same	ADJ
ap-1149	113	15	manner	manner	NOUN
ap-1149	113	16	as	as	ADP
ap-1149	113	17	feed	feed	NOUN
ap-1149	113	18	-	-	PUNCT
ap-1149	113	19	forward	forward	NOUN
ap-1149	113	20	neuron	neuron	NOUN
ap-1149	113	21	networks	network	NOUN
ap-1149	113	22	.	.	PUNCT
ap-1149	114	1	the	the	DET
ap-1149	114	2	net	net	NOUN
ap-1149	114	3	can	can	AUX
ap-1149	114	4	classify	classify	AUX
ap-1149	114	5	tested	test	VERB
ap-1149	114	6	gearboxes	gearbox	NOUN
ap-1149	114	7	into	into	ADP
ap-1149	114	8	classes	class	NOUN
ap-1149	114	9	defined	define	VERB
ap-1149	114	10	in	in	ADP
ap-1149	114	11	advance	advance	NOUN
ap-1149	114	12	.	.	PUNCT
ap-1149	115	1	in	in	ADP
ap-1149	115	2	addition	addition	NOUN
ap-1149	115	3	to	to	ADP
ap-1149	115	4	the	the	DET
ap-1149	115	5	fact	fact	NOUN
ap-1149	115	6	anfis	anfi	VERB
ap-1149	115	7	is	be	AUX
ap-1149	115	8	in	in	ADP
ap-1149	115	9	many	many	ADJ
ap-1149	115	10	cases	case	NOUN
ap-1149	115	11	faster	fast	ADV
ap-1149	115	12	in	in	ADP
ap-1149	115	13	evaluation	evaluation	NOUN
ap-1149	115	14	and	and	CCONJ
ap-1149	115	15	learning	learning	NOUN
ap-1149	115	16	,	,	PUNCT
ap-1149	115	17	the	the	DET
ap-1149	115	18	main	main	ADJ
ap-1149	115	19	advantage	advantage	NOUN
ap-1149	115	20	is	be	AUX
ap-1149	115	21	that	that	SCONJ
ap-1149	115	22	we	we	PRON
ap-1149	115	23	can	can	AUX
ap-1149	115	24	view	view	VERB
ap-1149	115	25	decision	decision	NOUN
ap-1149	115	26	surfaces	surface	NOUN
ap-1149	115	27	of	of	ADP
ap-1149	115	28	the	the	DET
ap-1149	115	29	trained	train	VERB
ap-1149	115	30	net	net	NOUN
ap-1149	115	31	in	in	ADP
ap-1149	115	32	contrast	contrast	NOUN
ap-1149	115	33	with	with	ADP
ap-1149	115	34	the	the	DET
ap-1149	115	35	feed	feed	NOUN
ap-1149	115	36	forward	forward	ADV
ap-1149	115	37	neuron	neuron	PROPN
ap-1149	115	38	network	network	NOUN
ap-1149	115	39	[	[	X
ap-1149	115	40	15	15	NUM
ap-1149	115	41	]	]	PUNCT
ap-1149	115	42	.	.	PUNCT
ap-1149	116	1	in	in	ADP
ap-1149	116	2	contrast	contrast	NOUN
ap-1149	116	3	to	to	ADP
ap-1149	116	4	som	som	NOUN
ap-1149	116	5	,	,	PUNCT
ap-1149	116	6	we	we	PRON
ap-1149	116	7	need	need	VERB
ap-1149	116	8	to	to	PART
ap-1149	116	9	know	know	VERB
ap-1149	116	10	the	the	DET
ap-1149	116	11	benchmark	benchmark	ADJ
ap-1149	116	12	vectors	vector	NOUN
ap-1149	116	13	for	for	ADP
ap-1149	116	14	all	all	DET
ap-1149	116	15	classes	class	NOUN
ap-1149	116	16	.	.	PUNCT
ap-1149	117	1	4	4	NUM
ap-1149	117	2	experimental	experimental	ADJ
ap-1149	117	3	results	result	NOUN
ap-1149	117	4	to	to	PART
ap-1149	117	5	demonstrate	demonstrate	VERB
ap-1149	117	6	a	a	DET
ap-1149	117	7	promising	promising	ADJ
ap-1149	117	8	method	method	NOUN
ap-1149	117	9	for	for	ADP
ap-1149	117	10	gearbox	gearbox	ADJ
ap-1149	117	11	fault	fault	NOUN
ap-1149	117	12	classifier	classifier	NOUN
ap-1149	117	13	,	,	PUNCT
ap-1149	117	14	two	two	NUM
ap-1149	117	15	experiments	experiment	NOUN
ap-1149	117	16	are	be	AUX
ap-1149	117	17	proposed	propose	VERB
ap-1149	117	18	–	–	PUNCT
ap-1149	117	19	one	one	NUM
ap-1149	117	20	based	base	VERB
ap-1149	117	21	on	on	ADP
ap-1149	117	22	a	a	DET
ap-1149	117	23	classifier	classifier	NOUN
ap-1149	117	24	with	with	ADP
ap-1149	117	25	unsupervised	unsupervised	ADJ
ap-1149	117	26	learning	learning	NOUN
ap-1149	117	27	–	–	PUNCT
ap-1149	117	28	section	section	NOUN
ap-1149	117	29	4.1	4.1	NUM
ap-1149	117	30	and	and	CCONJ
ap-1149	117	31	the	the	DET
ap-1149	117	32	other	other	ADJ
ap-1149	117	33	with	with	ADP
ap-1149	117	34	a	a	DET
ap-1149	117	35	classifier	classifier	NOUN
ap-1149	117	36	that	that	PRON
ap-1149	117	37	sets	set	VERB
ap-1149	117	38	its	its	PRON
ap-1149	117	39	parameter	parameter	NOUN
ap-1149	117	40	according	accord	VERB
ap-1149	117	41	to	to	ADP
ap-1149	117	42	supervised	supervised	ADJ
ap-1149	117	43	learning	learning	NOUN
ap-1149	117	44	–	–	PUNCT
ap-1149	117	45	section	section	NOUN
ap-1149	117	46	4.2	4.2	NUM
ap-1149	117	47	.	.	PUNCT
ap-1149	118	1	the	the	DET
ap-1149	118	2	experimental	experimental	ADJ
ap-1149	118	3	results	result	NOUN
ap-1149	118	4	show	show	VERB
ap-1149	118	5	only	only	ADV
ap-1149	118	6	a	a	DET
ap-1149	118	7	possible	possible	ADJ
ap-1149	118	8	solution	solution	NOUN
ap-1149	118	9	of	of	ADP
ap-1149	118	10	this	this	DET
ap-1149	118	11	task	task	NOUN
ap-1149	118	12	.	.	PUNCT
ap-1149	119	1	for	for	ADP
ap-1149	119	2	an	an	DET
ap-1149	119	3	adequate	adequate	ADJ
ap-1149	119	4	evaluation	evaluation	NOUN
ap-1149	119	5	of	of	ADP
ap-1149	119	6	the	the	DET
ap-1149	119	7	features	feature	NOUN
ap-1149	119	8	of	of	ADP
ap-1149	119	9	each	each	DET
ap-1149	119	10	classifier	classifier	NOUN
ap-1149	119	11	,	,	PUNCT
ap-1149	119	12	a	a	DET
ap-1149	119	13	training	training	NOUN
ap-1149	119	14	dataset	dataset	VERB
ap-1149	119	15	with	with	ADP
ap-1149	119	16	a	a	DET
ap-1149	119	17	significantly	significantly	ADV
ap-1149	119	18	higher	high	ADJ
ap-1149	119	19	number	number	NOUN
ap-1149	119	20	of	of	ADP
ap-1149	119	21	tested	test	VERB
ap-1149	119	22	gearboxes	gearbox	NOUN
ap-1149	119	23	will	will	AUX
ap-1149	119	24	be	be	AUX
ap-1149	119	25	needed	need	VERB
ap-1149	119	26	.	.	PUNCT
ap-1149	120	1	4.1	4.1	NUM
ap-1149	120	2	classification	classification	NOUN
ap-1149	120	3	with	with	ADP
ap-1149	120	4	a	a	DET
ap-1149	120	5	self	self	NOUN
ap-1149	120	6	-	-	PUNCT
ap-1149	120	7	organizing	organize	VERB
ap-1149	120	8	map	map	NOUN
ap-1149	120	9	the	the	DET
ap-1149	120	10	following	follow	VERB
ap-1149	120	11	experiment	experiment	NOUN
ap-1149	120	12	was	be	AUX
ap-1149	120	13	designed	design	VERB
ap-1149	120	14	to	to	PART
ap-1149	120	15	check	check	VERB
ap-1149	120	16	the	the	DET
ap-1149	120	17	performance	performance	NOUN
ap-1149	120	18	of	of	ADP
ap-1149	120	19	the	the	DET
ap-1149	120	20	classification	classification	NOUN
ap-1149	120	21	system	system	NOUN
ap-1149	120	22	[	[	X
ap-1149	120	23	14	14	NUM
ap-1149	120	24	]	]	PUNCT
ap-1149	120	25	.	.	PUNCT
ap-1149	121	1	the	the	DET
ap-1149	121	2	vibration	vibration	NOUN
ap-1149	121	3	data	datum	NOUN
ap-1149	121	4	from	from	ADP
ap-1149	121	5	five	five	NUM
ap-1149	121	6	gearboxes	gearbox	NOUN
ap-1149	121	7	was	be	AUX
ap-1149	121	8	classified	classify	VERB
ap-1149	121	9	by	by	ADP
ap-1149	121	10	the	the	DET
ap-1149	121	11	designed	design	VERB
ap-1149	121	12	inspection	inspection	NOUN
ap-1149	121	13	system	system	NOUN
ap-1149	121	14	.	.	PUNCT
ap-1149	122	1	som	som	NOUN
ap-1149	122	2	provides	provide	VERB
ap-1149	122	3	a	a	DET
ap-1149	122	4	cluster	cluster	NOUN
ap-1149	122	5	analysis	analysis	NOUN
ap-1149	122	6	of	of	ADP
ap-1149	122	7	the	the	DET
ap-1149	122	8	input	input	NOUN
ap-1149	122	9	data	datum	NOUN
ap-1149	122	10	.	.	PUNCT
ap-1149	123	1	according	accord	VERB
ap-1149	123	2	the	the	DET
ap-1149	123	3	technical	technical	ADJ
ap-1149	123	4	condition	condition	NOUN
ap-1149	123	5	of	of	ADP
ap-1149	123	6	the	the	DET
ap-1149	123	7	tested	test	VERB
ap-1149	123	8	gearbox	gearbox	NOUN
ap-1149	123	9	,	,	PUNCT
ap-1149	123	10	they	they	PRON
ap-1149	123	11	will	will	AUX
ap-1149	123	12	be	be	AUX
ap-1149	123	13	classified	classify	VERB
ap-1149	123	14	into	into	ADP
ap-1149	123	15	two	two	NUM
ap-1149	123	16	main	main	ADJ
ap-1149	123	17	clusters	cluster	NOUN
ap-1149	123	18	(	(	PUNCT
ap-1149	123	19	g	g	NOUN
ap-1149	123	20	and	and	CCONJ
ap-1149	123	21	ng	ng	PROPN
ap-1149	123	22	)	)	PUNCT
ap-1149	123	23	.	.	PUNCT
ap-1149	124	1	we	we	PRON
ap-1149	124	2	assume	assume	VERB
ap-1149	124	3	that	that	SCONJ
ap-1149	124	4	gearboxes	gearbox	NOUN
ap-1149	124	5	mapped	map	VERB
ap-1149	124	6	to	to	ADP
ap-1149	124	7	the	the	DET
ap-1149	124	8	same	same	ADJ
ap-1149	124	9	cluster	cluster	NOUN
ap-1149	124	10	have	have	VERB
ap-1149	124	11	the	the	DET
ap-1149	124	12	same	same	ADJ
ap-1149	124	13	technical	technical	ADJ
ap-1149	124	14	condition	condition	NOUN
ap-1149	124	15	.	.	PUNCT
ap-1149	125	1	the	the	DET
ap-1149	125	2	advantage	advantage	NOUN
ap-1149	125	3	of	of	ADP
ap-1149	125	4	this	this	DET
ap-1149	125	5	classification	classification	NOUN
ap-1149	125	6	is	be	AUX
ap-1149	125	7	that	that	SCONJ
ap-1149	125	8	we	we	PRON
ap-1149	125	9	do	do	AUX
ap-1149	125	10	not	not	PART
ap-1149	125	11	need	need	VERB
ap-1149	125	12	to	to	PART
ap-1149	125	13	know	know	VERB
ap-1149	125	14	the	the	DET
ap-1149	125	15	technical	technical	ADJ
ap-1149	125	16	state	state	NOUN
ap-1149	125	17	of	of	ADP
ap-1149	125	18	each	each	DET
ap-1149	125	19	benchmark	benchmark	NOUN
ap-1149	125	20	vector	vector	NOUN
ap-1149	125	21	during	during	ADP
ap-1149	125	22	the	the	DET
ap-1149	125	23	learning	learning	NOUN
ap-1149	125	24	phase	phase	NOUN
ap-1149	125	25	.	.	PUNCT
ap-1149	126	1	4.1.1	4.1.1	NUM
ap-1149	126	2	measured	measure	VERB
ap-1149	126	3	gearboxes	gearbox	NOUN
ap-1149	126	4	five	five	NUM
ap-1149	126	5	gearboxes	gearbox	NOUN
ap-1149	126	6	were	be	AUX
ap-1149	126	7	chosen	choose	VERB
ap-1149	126	8	for	for	ADP
ap-1149	126	9	this	this	DET
ap-1149	126	10	experiment	experiment	NOUN
ap-1149	126	11	.	.	PUNCT
ap-1149	127	1	brief	brief	ADJ
ap-1149	127	2	descriptions	description	NOUN
ap-1149	127	3	of	of	ADP
ap-1149	127	4	the	the	DET
ap-1149	127	5	measured	measure	VERB
ap-1149	127	6	gearboxes	gearbox	NOUN
ap-1149	127	7	are	be	AUX
ap-1149	127	8	given	give	VERB
ap-1149	127	9	in	in	ADP
ap-1149	127	10	table	table	NOUN
ap-1149	127	11	1	1	NUM
ap-1149	127	12	.	.	X
ap-1149	127	13	4.1.2	4.1.2	NUM
ap-1149	127	14	data	datum	NOUN
ap-1149	127	15	acquisition	acquisition	NOUN
ap-1149	127	16	the	the	DET
ap-1149	127	17	vibrations	vibration	NOUN
ap-1149	127	18	of	of	ADP
ap-1149	127	19	the	the	DET
ap-1149	127	20	gearbox	gearbox	NOUN
ap-1149	127	21	housing	housing	NOUN
ap-1149	127	22	were	be	AUX
ap-1149	127	23	measured	measure	VERB
ap-1149	127	24	during	during	ADP
ap-1149	127	25	a	a	DET
ap-1149	127	26	simulated	simulated	ADJ
ap-1149	127	27	test	test	NOUN
ap-1149	127	28	drive	drive	NOUN
ap-1149	127	29	on	on	ADP
ap-1149	127	30	the	the	DET
ap-1149	127	31	test	test	NOUN
ap-1149	127	32	bench	bench	NOUN
ap-1149	127	33	.	.	PUNCT
ap-1149	128	1	two	two	NUM
ap-1149	128	2	piezoelectric	piezoelectric	ADJ
ap-1149	128	3	accelerometers	accelerometer	NOUN
ap-1149	128	4	were	be	AUX
ap-1149	128	5	used	use	VERB
ap-1149	128	6	for	for	ADP
ap-1149	128	7	vibration	vibration	NOUN
ap-1149	128	8	signal	signal	NOUN
ap-1149	128	9	acquisition	acquisition	NOUN
ap-1149	128	10	.	.	PUNCT
ap-1149	129	1	the	the	DET
ap-1149	129	2	first	first	ADJ
ap-1149	129	3	transducer	transducer	NOUN
ap-1149	129	4	was	be	AUX
ap-1149	129	5	placed	place	VERB
ap-1149	129	6	near	near	ADP
ap-1149	129	7	the	the	DET
ap-1149	129	8	differential	differential	ADJ
ap-1149	129	9	gearing	gearing	NOUN
ap-1149	129	10	.	.	PUNCT
ap-1149	130	1	the	the	DET
ap-1149	130	2	second	second	ADJ
ap-1149	130	3	transducer	transducer	NOUN
ap-1149	130	4	was	be	AUX
ap-1149	130	5	located	locate	VERB
ap-1149	130	6	near	near	ADP
ap-1149	130	7	the	the	DET
ap-1149	130	8	five	five	NUM
ap-1149	130	9	-	-	PUNCT
ap-1149	130	10	gear	gear	NOUN
ap-1149	130	11	gearing	gearing	NOUN
ap-1149	130	12	.	.	PUNCT
ap-1149	131	1	these	these	DET
ap-1149	131	2	sensor	sensor	NOUN
ap-1149	131	3	placements	placement	NOUN
ap-1149	131	4	ensured	ensure	VERB
ap-1149	131	5	fault	fault	NOUN
ap-1149	131	6	signal	signal	NOUN
ap-1149	131	7	detection	detection	NOUN
ap-1149	131	8	from	from	ADP
ap-1149	131	9	all	all	DET
ap-1149	131	10	gearings	gearing	NOUN
ap-1149	131	11	.	.	PUNCT
ap-1149	132	1	the	the	DET
ap-1149	132	2	data	datum	NOUN
ap-1149	132	3	from	from	ADP
ap-1149	132	4	the	the	DET
ap-1149	132	5	accelerometers	accelerometer	NOUN
ap-1149	132	6	was	be	AUX
ap-1149	132	7	recorded	record	VERB
ap-1149	132	8	directly	directly	ADV
ap-1149	132	9	onto	onto	ADP
ap-1149	132	10	the	the	DET
ap-1149	132	11	pc	pc	NOUN
ap-1149	132	12	hard	hard	ADJ
ap-1149	132	13	disk	disk	NOUN
ap-1149	132	14	for	for	ADP
ap-1149	132	15	©	©	PROPN
ap-1149	132	16	czech	czech	PROPN
ap-1149	132	17	technical	technical	PROPN
ap-1149	132	18	university	university	PROPN
ap-1149	132	19	publishing	publishing	NOUN
ap-1149	132	20	house	house	NOUN
ap-1149	132	21	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-1149	132	22	25	25	NUM
ap-1149	132	23	acta	acta	PROPN
ap-1149	132	24	polytechnica	polytechnica	PROPN
ap-1149	132	25	vol	vol	NOUN
ap-1149	132	26	.	.	PROPN
ap-1149	133	1	50	50	NUM
ap-1149	133	2	no	no	NOUN
ap-1149	133	3	.	.	PUNCT
ap-1149	134	1	1/2010	1/2010	NUM
ap-1149	134	2	b2	b2	NOUN
ap-1149	134	3	b1	b1	NOUN
ap-1149	134	4	a2	a2	PROPN
ap-1149	134	5	a1a1	a1a1	PUNCT
ap-1149	134	6	x	x	SYM
ap-1149	134	7	y	y	PROPN
ap-1149	134	8	layer	layer	NOUN
ap-1149	134	9	1	1	NUM
ap-1149	134	10	w1	w1	NOUN
ap-1149	134	11	w2	w2	NOUN
ap-1149	134	12	layer	layer	NOUN
ap-1149	134	13	2	2	NUM
ap-1149	134	14	layer	layer	NOUN
ap-1149	134	15	3	3	NUM
ap-1149	134	16	w	w	NOUN
ap-1149	134	17	.f1	.f1	NOUN
ap-1149	134	18	1	1	NUM
ap-1149	134	19	w	w	NOUN
ap-1149	134	20	.f2	.f2	NOUN
ap-1149	134	21	2	2	NUM
ap-1149	134	22	f	f	NOUN
ap-1149	134	23	layer	layer	NOUN
ap-1149	134	24	4	4	NUM
ap-1149	134	25	layer	layer	NOUN
ap-1149	134	26	5	5	NUM
ap-1149	134	27	fig	fig	NOUN
ap-1149	134	28	.	.	PUNCT
ap-1149	135	1	3	3	NUM
ap-1149	135	2	:	:	PUNCT
ap-1149	135	3	anfis	anfi	VERB
ap-1149	135	4	structure	structure	NOUN
ap-1149	135	5	class	class	NOUN
ap-1149	135	6	representative	representative	NOUN
ap-1149	135	7	technical	technical	ADJ
ap-1149	135	8	condition	condition	NOUN
ap-1149	135	9	a	a	DET
ap-1149	135	10	class	class	NOUN
ap-1149	135	11	g	g	NOUN
ap-1149	135	12	(	(	PUNCT
ap-1149	135	13	for	for	ADP
ap-1149	135	14	1st	1st	ADJ
ap-1149	135	15	and	and	CCONJ
ap-1149	135	16	5th	5th	ADJ
ap-1149	135	17	gear	gear	NOUN
ap-1149	135	18	)	)	PUNCT
ap-1149	135	19	working	work	VERB
ap-1149	135	20	well	well	ADV
ap-1149	135	21	during	during	ADP
ap-1149	135	22	all	all	DET
ap-1149	135	23	the	the	DET
ap-1149	135	24	tests	test	NOUN
ap-1149	135	25	b	b	PROPN
ap-1149	135	26	class	class	NOUN
ap-1149	135	27	ng	ng	PROPN
ap-1149	135	28	for	for	ADP
ap-1149	135	29	1st	1st	ADJ
ap-1149	135	30	gear	gear	NOUN
ap-1149	135	31	,	,	PUNCT
ap-1149	135	32	class	class	NOUN
ap-1149	135	33	g	g	NOUN
ap-1149	135	34	for	for	ADP
ap-1149	135	35	5th	5th	ADJ
ap-1149	135	36	gear	gear	NOUN
ap-1149	135	37	noisy	noisy	ADJ
ap-1149	135	38	during	during	ADP
ap-1149	135	39	the	the	DET
ap-1149	135	40	test	test	NOUN
ap-1149	135	41	in	in	ADP
ap-1149	135	42	first	first	ADJ
ap-1149	135	43	gear	gear	NOUN
ap-1149	135	44	.	.	PUNCT
ap-1149	136	1	out	out	ADP
ap-1149	136	2	of	of	ADP
ap-1149	136	3	tolerance	tolerance	NOUN
ap-1149	136	4	for	for	ADP
ap-1149	136	5	dimension	dimension	NOUN
ap-1149	136	6	on	on	ADP
ap-1149	136	7	first	first	ADJ
ap-1149	136	8	gear	gear	NOUN
ap-1149	136	9	toothing	toothe	VERB
ap-1149	136	10	c	c	PROPN
ap-1149	136	11	class	class	NOUN
ap-1149	136	12	g	g	NOUN
ap-1149	136	13	for	for	ADP
ap-1149	136	14	1st	1st	ADJ
ap-1149	136	15	gear	gear	NOUN
ap-1149	136	16	,	,	PUNCT
ap-1149	136	17	class	class	PROPN
ap-1149	136	18	ng	ng	PROPN
ap-1149	136	19	for	for	ADP
ap-1149	136	20	5th	5th	ADJ
ap-1149	136	21	gear	gear	NOUN
ap-1149	136	22	differential	differential	NOUN
ap-1149	136	23	out	out	ADP
ap-1149	136	24	of	of	ADP
ap-1149	136	25	tolerance	tolerance	NOUN
ap-1149	136	26	because	because	SCONJ
ap-1149	136	27	of	of	ADP
ap-1149	136	28	toothing	toothe	VERB
ap-1149	136	29	dimension	dimension	NOUN
ap-1149	136	30	d	d	NOUN
ap-1149	136	31	class	class	NOUN
ap-1149	136	32	g	g	NOUN
ap-1149	136	33	(	(	PUNCT
ap-1149	136	34	for	for	ADP
ap-1149	136	35	1st	1st	ADJ
ap-1149	136	36	and	and	CCONJ
ap-1149	136	37	5th	5th	ADJ
ap-1149	136	38	gear	gear	NOUN
ap-1149	136	39	)	)	PUNCT
ap-1149	136	40	bearing	bear	VERB
ap-1149	136	41	on	on	ADP
ap-1149	136	42	the	the	DET
ap-1149	136	43	drive	drive	ADJ
ap-1149	136	44	shaft	shaft	NOUN
ap-1149	136	45	on	on	ADP
ap-1149	136	46	the	the	DET
ap-1149	136	47	tolerance	tolerance	NOUN
ap-1149	136	48	limit	limit	NOUN
ap-1149	136	49	table	table	NOUN
ap-1149	136	50	1	1	NUM
ap-1149	136	51	:	:	PUNCT
ap-1149	136	52	measured	measure	VERB
ap-1149	136	53	gearboxes	gearbox	NOUN
ap-1149	136	54	for	for	ADP
ap-1149	136	55	2	2	NUM
ap-1149	136	56	-	-	PUNCT
ap-1149	136	57	class	class	NOUN
ap-1149	136	58	separation	separation	NOUN
ap-1149	136	59	using	use	VERB
ap-1149	136	60	som	som	NOUN
ap-1149	136	61	off	off	ADP
ap-1149	136	62	-	-	PUNCT
ap-1149	136	63	line	line	NOUN
ap-1149	136	64	analysis	analysis	NOUN
ap-1149	136	65	by	by	ADP
ap-1149	136	66	the	the	DET
ap-1149	136	67	b&k	b&k	PROPN
ap-1149	136	68	multi	multi	ADJ
ap-1149	136	69	-	-	ADJ
ap-1149	136	70	analyzer	analyzer	ADJ
ap-1149	136	71	system	system	NOUN
ap-1149	136	72	type	type	NOUN
ap-1149	136	73	3560	3560	NUM
ap-1149	136	74	.	.	PUNCT
ap-1149	137	1	the	the	DET
ap-1149	137	2	b&k	b&k	PROPN
ap-1149	137	3	mm0024	mm0024	NOUN
ap-1149	137	4	photoelectric	photoelectric	ADJ
ap-1149	137	5	tachometer	tachometer	NOUN
ap-1149	137	6	probe	probe	NOUN
ap-1149	137	7	captured	capture	VERB
ap-1149	137	8	the	the	DET
ap-1149	137	9	rotation	rotation	NOUN
ap-1149	137	10	speed	speed	NOUN
ap-1149	137	11	of	of	ADP
ap-1149	137	12	the	the	DET
ap-1149	137	13	drive	drive	ADJ
ap-1149	137	14	shaft	shaft	NOUN
ap-1149	137	15	during	during	ADP
ap-1149	137	16	the	the	DET
ap-1149	137	17	test	test	NOUN
ap-1149	137	18	procedure	procedure	NOUN
ap-1149	137	19	.	.	PUNCT
ap-1149	138	1	4.1.3	4.1.3	NUM
ap-1149	138	2	data	datum	NOUN
ap-1149	138	3	pre	pre	ADJ
ap-1149	138	4	-	-	ADJ
ap-1149	138	5	processing	process	VERB
ap-1149	138	6	and	and	CCONJ
ap-1149	138	7	classification	classification	NOUN
ap-1149	138	8	the	the	DET
ap-1149	138	9	raw	raw	ADJ
ap-1149	138	10	signal	signal	NOUN
ap-1149	138	11	was	be	AUX
ap-1149	138	12	synchronously	synchronously	ADV
ap-1149	138	13	averaged	average	VERB
ap-1149	138	14	and	and	CCONJ
ap-1149	138	15	three	three	NUM
ap-1149	138	16	amplitude	amplitude	NOUN
ap-1149	138	17	features	feature	NOUN
ap-1149	138	18	(	(	PUNCT
ap-1149	138	19	rms	rm	NOUN
ap-1149	138	20	,	,	PUNCT
ap-1149	138	21	skewness	skewness	NOUN
ap-1149	138	22	,	,	PUNCT
ap-1149	138	23	and	and	CCONJ
ap-1149	138	24	kurtosis	kurtosis	NOUN
ap-1149	138	25	)	)	PUNCT
ap-1149	138	26	were	be	AUX
ap-1149	138	27	computed	compute	VERB
ap-1149	138	28	.	.	PUNCT
ap-1149	139	1	the	the	DET
ap-1149	139	2	computed	compute	VERB
ap-1149	139	3	amplitude	amplitude	NOUN
ap-1149	139	4	features	feature	VERB
ap-1149	139	5	from	from	ADP
ap-1149	139	6	the	the	DET
ap-1149	139	7	first	first	ADJ
ap-1149	139	8	and	and	CCONJ
ap-1149	139	9	second	second	ADJ
ap-1149	139	10	transducers	transducer	NOUN
ap-1149	139	11	were	be	AUX
ap-1149	139	12	reordered	reorder	VERB
ap-1149	139	13	into	into	ADP
ap-1149	139	14	input	input	NOUN
ap-1149	139	15	vectors	vector	NOUN
ap-1149	139	16	.	.	PUNCT
ap-1149	140	1	for	for	ADP
ap-1149	140	2	each	each	DET
ap-1149	140	3	gearbox	gearbox	NOUN
ap-1149	140	4	five	five	NUM
ap-1149	140	5	input	input	NOUN
ap-1149	140	6	vectors	vector	NOUN
ap-1149	140	7	were	be	AUX
ap-1149	140	8	computed	compute	VERB
ap-1149	140	9	.	.	PUNCT
ap-1149	141	1	an	an	DET
ap-1149	141	2	example	example	NOUN
ap-1149	141	3	of	of	ADP
ap-1149	141	4	an	an	DET
ap-1149	141	5	input	input	NOUN
ap-1149	141	6	vector	vector	NOUN
ap-1149	141	7	is	be	AUX
ap-1149	141	8	shown	show	VERB
ap-1149	141	9	in	in	ADP
ap-1149	141	10	table	table	NOUN
ap-1149	141	11	2	2	NUM
ap-1149	141	12	.	.	PUNCT
ap-1149	142	1	the	the	DET
ap-1149	142	2	som	som	NOUN
ap-1149	142	3	size	size	NOUN
ap-1149	142	4	of	of	ADP
ap-1149	142	5	4	4	NUM
ap-1149	142	6	x	x	SYM
ap-1149	142	7	3	3	NUM
ap-1149	142	8	neurons	neuron	NOUN
ap-1149	142	9	was	be	AUX
ap-1149	142	10	chosen	choose	VERB
ap-1149	142	11	and	and	CCONJ
ap-1149	142	12	the	the	DET
ap-1149	142	13	weights	weight	NOUN
ap-1149	142	14	were	be	AUX
ap-1149	142	15	initialized	initialize	VERB
ap-1149	142	16	,	,	PUNCT
ap-1149	142	17	using	use	VERB
ap-1149	142	18	random	random	ADJ
ap-1149	142	19	numbers	number	NOUN
ap-1149	142	20	.	.	PUNCT
ap-1149	143	1	a	a	DET
ap-1149	143	2	hexagonal	hexagonal	ADJ
ap-1149	143	3	lattice	lattice	NOUN
ap-1149	143	4	type	type	NOUN
ap-1149	143	5	and	and	CCONJ
ap-1149	143	6	a	a	DET
ap-1149	143	7	gaussian	gaussian	ADJ
ap-1149	143	8	neighborhood	neighborhood	NOUN
ap-1149	143	9	type	type	NOUN
ap-1149	143	10	were	be	AUX
ap-1149	143	11	selected	select	VERB
ap-1149	143	12	.	.	PUNCT
ap-1149	144	1	after	after	ADP
ap-1149	144	2	this	this	PRON
ap-1149	144	3	,	,	PUNCT
ap-1149	144	4	the	the	DET
ap-1149	144	5	map	map	NOUN
ap-1149	144	6	was	be	AUX
ap-1149	144	7	trained	train	VERB
ap-1149	144	8	.	.	PUNCT
ap-1149	145	1	the	the	DET
ap-1149	145	2	training	training	NOUN
ap-1149	145	3	was	be	AUX
ap-1149	145	4	done	do	VERB
ap-1149	145	5	in	in	ADP
ap-1149	145	6	two	two	NUM
ap-1149	145	7	phases	phase	NOUN
ap-1149	145	8	.	.	PUNCT
ap-1149	146	1	in	in	ADP
ap-1149	146	2	the	the	DET
ap-1149	146	3	first	first	ADJ
ap-1149	146	4	phase	phase	NOUN
ap-1149	146	5	,	,	PUNCT
ap-1149	146	6	ten	ten	NUM
ap-1149	146	7	thousand	thousand	NUM
ap-1149	146	8	steps	step	NOUN
ap-1149	146	9	were	be	AUX
ap-1149	146	10	set	set	VERB
ap-1149	146	11	for	for	ADP
ap-1149	146	12	training	training	NOUN
ap-1149	146	13	.	.	PUNCT
ap-1149	147	1	during	during	ADP
ap-1149	147	2	the	the	DET
ap-1149	147	3	first	first	ADJ
ap-1149	147	4	step	step	NOUN
ap-1149	147	5	the	the	DET
ap-1149	147	6	reference	reference	NOUN
ap-1149	147	7	vectors	vector	NOUN
ap-1149	147	8	of	of	ADP
ap-1149	147	9	the	the	DET
ap-1149	147	10	map	map	NOUN
ap-1149	147	11	were	be	AUX
ap-1149	147	12	roughly	roughly	ADV
ap-1149	147	13	computed	compute	VERB
ap-1149	147	14	.	.	PUNCT
ap-1149	148	1	in	in	ADP
ap-1149	148	2	the	the	DET
ap-1149	148	3	second	second	ADJ
ap-1149	148	4	learning	learning	NOUN
ap-1149	148	5	phase	phase	NOUN
ap-1149	148	6	the	the	DET
ap-1149	148	7	reference	reference	NOUN
ap-1149	148	8	vectors	vector	NOUN
ap-1149	148	9	were	be	AUX
ap-1149	148	10	fine	fine	ADV
ap-1149	148	11	-	-	PUNCT
ap-1149	148	12	tuned	tune	VERB
ap-1149	148	13	.	.	PUNCT
ap-1149	149	1	in	in	ADP
ap-1149	149	2	this	this	DET
ap-1149	149	3	step	step	NOUN
ap-1149	149	4	of	of	ADP
ap-1149	149	5	the	the	DET
ap-1149	149	6	procedure	procedure	NOUN
ap-1149	149	7	the	the	DET
ap-1149	149	8	map	map	NOUN
ap-1149	149	9	is	be	AUX
ap-1149	149	10	learned	learn	VERB
ap-1149	149	11	and	and	CCONJ
ap-1149	149	12	can	can	AUX
ap-1149	149	13	be	be	AUX
ap-1149	149	14	used	use	VERB
ap-1149	149	15	for	for	ADP
ap-1149	149	16	visualizing	visualize	VERB
ap-1149	149	17	input	input	NOUN
ap-1149	149	18	vectors	vector	NOUN
ap-1149	149	19	.	.	PUNCT
ap-1149	150	1	sammon	sammon	PROPN
ap-1149	150	2	’s	’s	PART
ap-1149	150	3	mapping	mapping	NOUN
ap-1149	150	4	is	be	AUX
ap-1149	150	5	a	a	DET
ap-1149	150	6	nonlinear	nonlinear	ADJ
ap-1149	150	7	projection	projection	NOUN
ap-1149	150	8	of	of	ADP
ap-1149	150	9	the	the	DET
ap-1149	150	10	multidimensional	multidimensional	ADJ
ap-1149	150	11	input	input	NOUN
ap-1149	150	12	vector	vector	NOUN
ap-1149	150	13	to	to	ADP
ap-1149	150	14	a	a	DET
ap-1149	150	15	two	two	NUM
ap-1149	150	16	-	-	PUNCT
ap-1149	150	17	dimensional	dimensional	ADJ
ap-1149	150	18	point	point	NOUN
ap-1149	150	19	on	on	ADP
ap-1149	150	20	a	a	DET
ap-1149	150	21	plane	plane	NOUN
ap-1149	150	22	,	,	PUNCT
ap-1149	150	23	whereby	whereby	SCONJ
ap-1149	150	24	the	the	DET
ap-1149	150	25	distances	distance	NOUN
ap-1149	150	26	between	between	ADP
ap-1149	150	27	the	the	DET
ap-1149	150	28	image	image	NOUN
ap-1149	150	29	vectors	vector	NOUN
ap-1149	150	30	tend	tend	VERB
ap-1149	150	31	to	to	PART
ap-1149	150	32	approximate	approximate	VERB
ap-1149	150	33	the	the	DET
ap-1149	150	34	euclidean	euclidean	ADJ
ap-1149	150	35	distances	distance	NOUN
ap-1149	150	36	of	of	ADP
ap-1149	150	37	the	the	DET
ap-1149	150	38	input	input	NOUN
ap-1149	150	39	vector	vector	NOUN
ap-1149	150	40	[	[	X
ap-1149	150	41	12	12	NUM
ap-1149	150	42	]	]	PUNCT
ap-1149	150	43	.	.	PUNCT
ap-1149	151	1	the	the	DET
ap-1149	151	2	final	final	ADJ
ap-1149	151	3	visualization	visualization	NOUN
ap-1149	151	4	of	of	ADP
ap-1149	151	5	the	the	DET
ap-1149	151	6	sammon	sammon	PROPN
ap-1149	151	7	’s	’s	PART
ap-1149	151	8	mapping	mapping	NOUN
ap-1149	151	9	after	after	SCONJ
ap-1149	151	10	the	the	DET
ap-1149	151	11	second	second	ADJ
ap-1149	151	12	learning	learning	NOUN
ap-1149	151	13	phase	phase	NOUN
ap-1149	151	14	is	be	AUX
ap-1149	151	15	shown	show	VERB
ap-1149	151	16	in	in	ADP
ap-1149	151	17	fig	fig	NOUN
ap-1149	151	18	.	.	PUNCT
ap-1149	152	1	4	4	X
ap-1149	152	2	.	.	X
ap-1149	152	3	the	the	DET
ap-1149	152	4	som	som	NOUN
ap-1149	152	5	is	be	AUX
ap-1149	152	6	properly	properly	ADV
ap-1149	152	7	learned	learn	VERB
ap-1149	152	8	.	.	PUNCT
ap-1149	153	1	the	the	DET
ap-1149	153	2	distances	distance	NOUN
ap-1149	153	3	between	between	ADP
ap-1149	153	4	the	the	DET
ap-1149	153	5	reference	reference	NOUN
ap-1149	153	6	vector	vector	NOUN
ap-1149	153	7	neighboring	neighboring	NOUN
ap-1149	153	8	units	unit	NOUN
ap-1149	153	9	and	and	CCONJ
ap-1149	153	10	input	input	NOUN
ap-1149	153	11	vector	vector	NOUN
ap-1149	153	12	mapping	mapping	NOUN
ap-1149	153	13	are	be	AUX
ap-1149	153	14	visualized	visualize	VERB
ap-1149	153	15	in	in	ADP
ap-1149	153	16	fig	fig	NOUN
ap-1149	153	17	.	.	PUNCT
ap-1149	154	1	5	5	X
ap-1149	154	2	.	.	PUNCT
ap-1149	155	1	the	the	DET
ap-1149	155	2	distances	distance	NOUN
ap-1149	155	3	between	between	ADP
ap-1149	155	4	neurons	neuron	NOUN
ap-1149	155	5	are	be	AUX
ap-1149	155	6	depicted	depict	VERB
ap-1149	155	7	using	use	VERB
ap-1149	155	8	grey	grey	ADJ
ap-1149	155	9	scale	scale	NOUN
ap-1149	155	10	.	.	PUNCT
ap-1149	156	1	dark	dark	ADJ
ap-1149	156	2	grey	grey	PROPN
ap-1149	156	3	mean	mean	VERB
ap-1149	156	4	longer	long	ADJ
ap-1149	156	5	distance	distance	NOUN
ap-1149	156	6	,	,	PUNCT
ap-1149	156	7	light	light	ADJ
ap-1149	156	8	color	color	NOUN
ap-1149	156	9	means	mean	VERB
ap-1149	156	10	a	a	DET
ap-1149	156	11	shorter	short	ADJ
ap-1149	156	12	distance	distance	NOUN
ap-1149	156	13	.	.	PUNCT
ap-1149	157	1	the	the	DET
ap-1149	157	2	gearboxes	gearbox	NOUN
ap-1149	157	3	in	in	ADP
ap-1149	157	4	good	good	ADJ
ap-1149	157	5	technical	technical	ADJ
ap-1149	157	6	condition	condition	NOUN
ap-1149	157	7	are	be	AUX
ap-1149	157	8	concentrated	concentrate	VERB
ap-1149	157	9	on	on	ADP
ap-1149	157	10	one	one	NUM
ap-1149	157	11	side	side	NOUN
ap-1149	157	12	.	.	PUNCT
ap-1149	158	1	the	the	DET
ap-1149	158	2	faulty	faulty	ADJ
ap-1149	158	3	gearbox	gearbox	NOUN
ap-1149	158	4	is	be	AUX
ap-1149	158	5	mapped	map	VERB
ap-1149	158	6	on	on	ADP
ap-1149	158	7	the	the	DET
ap-1149	158	8	right	right	ADJ
ap-1149	158	9	side	side	NOUN
ap-1149	158	10	of	of	ADP
ap-1149	158	11	the	the	DET
ap-1149	158	12	map	map	NOUN
ap-1149	158	13	.	.	PUNCT
ap-1149	159	1	these	these	DET
ap-1149	159	2	two	two	NUM
ap-1149	159	3	sides	side	NOUN
ap-1149	159	4	of	of	ADP
ap-1149	159	5	the	the	DET
ap-1149	159	6	map	map	NOUN
ap-1149	159	7	are	be	AUX
ap-1149	159	8	divided	divide	VERB
ap-1149	159	9	by	by	ADP
ap-1149	159	10	a	a	DET
ap-1149	159	11	sharp	sharp	ADJ
ap-1149	159	12	border	border	NOUN
ap-1149	159	13	.	.	PUNCT
ap-1149	160	1	thus	thus	ADV
ap-1149	160	2	,	,	PUNCT
ap-1149	160	3	som	som	NOUN
ap-1149	160	4	divided	divide	VERB
ap-1149	160	5	the	the	DET
ap-1149	160	6	tested	test	VERB
ap-1149	160	7	gearboxes	gearbox	NOUN
ap-1149	160	8	into	into	ADP
ap-1149	160	9	the	the	DET
ap-1149	160	10	two	two	NUM
ap-1149	160	11	parts	part	NOUN
ap-1149	160	12	of	of	ADP
ap-1149	160	13	the	the	DET
ap-1149	160	14	map	map	NOUN
ap-1149	160	15	:	:	PUNCT
ap-1149	160	16	gearboxes	gearbox	NOUN
ap-1149	160	17	in	in	ADP
ap-1149	160	18	good	good	ADJ
ap-1149	160	19	technical	technical	ADJ
ap-1149	160	20	condition	condition	NOUN
ap-1149	160	21	are	be	AUX
ap-1149	160	22	on	on	ADP
ap-1149	160	23	one	one	NUM
ap-1149	160	24	side	side	NOUN
ap-1149	160	25	,	,	PUNCT
ap-1149	160	26	and	and	CCONJ
ap-1149	160	27	the	the	DET
ap-1149	160	28	faulty	faulty	ADJ
ap-1149	160	29	gearbox	gearbox	NOUN
ap-1149	160	30	is	be	AUX
ap-1149	160	31	on	on	ADP
ap-1149	160	32	the	the	DET
ap-1149	160	33	other	other	ADJ
ap-1149	160	34	side	side	NOUN
ap-1149	160	35	.	.	PUNCT
ap-1149	161	1	the	the	DET
ap-1149	161	2	same	same	ADJ
ap-1149	161	3	test	test	NOUN
ap-1149	161	4	was	be	AUX
ap-1149	161	5	performed	perform	VERB
ap-1149	161	6	for	for	ADP
ap-1149	161	7	the	the	DET
ap-1149	161	8	vibration	vibration	NOUN
ap-1149	161	9	data	datum	NOUN
ap-1149	161	10	retrieved	retrieve	VERB
ap-1149	161	11	from	from	ADP
ap-1149	161	12	the	the	DET
ap-1149	161	13	second	second	ADJ
ap-1149	161	14	test	test	NOUN
ap-1149	161	15	(	(	PUNCT
ap-1149	161	16	five	five	NUM
ap-1149	161	17	-	-	PUNCT
ap-1149	161	18	gears	gear	NOUN
ap-1149	161	19	gearing	gear	VERB
ap-1149	161	20	test	test	NOUN
ap-1149	161	21	)	)	PUNCT
ap-1149	161	22	.	.	PUNCT
ap-1149	162	1	the	the	DET
ap-1149	162	2	26	26	NUM
ap-1149	162	3	©	©	PROPN
ap-1149	162	4	czech	czech	PROPN
ap-1149	162	5	technical	technical	PROPN
ap-1149	162	6	university	university	PROPN
ap-1149	162	7	publishing	publishing	NOUN
ap-1149	162	8	house	house	NOUN
ap-1149	162	9	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-1149	162	10	acta	acta	PROPN
ap-1149	162	11	polytechnica	polytechnica	PROPN
ap-1149	162	12	vol	vol	NOUN
ap-1149	162	13	.	.	PROPN
ap-1149	163	1	50	50	NUM
ap-1149	163	2	no	no	NOUN
ap-1149	163	3	.	.	PUNCT
ap-1149	164	1	1/2010	1/2010	NUM
ap-1149	164	2	a	a	DET
ap-1149	164	3	b	b	PROPN
ap-1149	164	4	c	c	NOUN
ap-1149	164	5	d	d	X
ap-1149	164	6	rms1	rms1	PROPN
ap-1149	164	7	(	(	PUNCT
ap-1149	164	8	m	m	NOUN
ap-1149	164	9	/	/	SYM
ap-1149	164	10	s2	s2	PROPN
ap-1149	164	11	)	)	PUNCT
ap-1149	164	12	4.74	4.74	NUM
ap-1149	164	13	5.80	5.80	NUM
ap-1149	164	14	1.32	1.32	NUM
ap-1149	164	15	2.43	2.43	NUM
ap-1149	164	16	rms2	rms2	NOUN
ap-1149	164	17	(	(	PUNCT
ap-1149	164	18	m	m	NOUN
ap-1149	164	19	/	/	SYM
ap-1149	164	20	s2	s2	PROPN
ap-1149	164	21	)	)	PUNCT
ap-1149	164	22	2.77	2.77	NUM
ap-1149	164	23	8.74	8.74	NUM
ap-1149	164	24	2.35	2.35	NUM
ap-1149	164	25	3.13	3.13	NUM
ap-1149	164	26	skew1	skew1	X
ap-1149	164	27	(	(	PUNCT
ap-1149	164	28	-	-	SYM
ap-1149	164	29	)	)	PUNCT
ap-1149	164	30	0.35	0.35	NUM
ap-1149	164	31	0.31	0.31	NUM
ap-1149	164	32	�	�	PROPN
ap-1149	164	33	0.09	0.09	NUM
ap-1149	164	34	�	�	PROPN
ap-1149	164	35	0.17	0.17	NUM
ap-1149	164	36	skew2	skew2	ADJ
ap-1149	164	37	(	(	PUNCT
ap-1149	164	38	-	-	SYM
ap-1149	164	39	)	)	PUNCT
ap-1149	164	40	0.39	0.39	NUM
ap-1149	164	41	0.43	0.43	NUM
ap-1149	164	42	0.24	0.24	NUM
ap-1149	164	43	�	�	PROPN
ap-1149	164	44	0.63	0.63	NUM
ap-1149	164	45	kur1	kur1	PROPN
ap-1149	164	46	(	(	PUNCT
ap-1149	164	47	-	-	SYM
ap-1149	164	48	)	)	PUNCT
ap-1149	164	49	3.02	3.02	NUM
ap-1149	164	50	2.80	2.80	NUM
ap-1149	164	51	2.95	2.95	NUM
ap-1149	164	52	2.74	2.74	NUM
ap-1149	164	53	kur2	kur2	PROPN
ap-1149	164	54	(	(	PUNCT
ap-1149	164	55	-	-	SYM
ap-1149	164	56	)	)	PUNCT
ap-1149	164	57	2.16	2.16	NUM
ap-1149	164	58	2.19	2.19	NUM
ap-1149	164	59	2.56	2.56	NUM
ap-1149	164	60	2.99	2.99	NUM
ap-1149	164	61	table	table	NOUN
ap-1149	164	62	2	2	NUM
ap-1149	164	63	:	:	PUNCT
ap-1149	164	64	typical	typical	ADJ
ap-1149	164	65	values	value	NOUN
ap-1149	164	66	of	of	ADP
ap-1149	164	67	input	input	NOUN
ap-1149	164	68	vectors	vector	NOUN
ap-1149	164	69	for	for	ADP
ap-1149	164	70	the	the	DET
ap-1149	164	71	1st	1st	ADJ
ap-1149	164	72	gear	gear	NOUN
ap-1149	164	73	fig	fig	NOUN
ap-1149	164	74	.	.	PUNCT
ap-1149	165	1	4	4	NUM
ap-1149	165	2	:	:	PUNCT
ap-1149	165	3	sammon	sammon	PROPN
ap-1149	165	4	’s	’s	PART
ap-1149	165	5	visualization	visualization	NOUN
ap-1149	165	6	of	of	ADP
ap-1149	165	7	the	the	DET
ap-1149	165	8	learned	learn	VERB
ap-1149	165	9	map	map	NOUN
ap-1149	165	10	after	after	ADP
ap-1149	165	11	the	the	DET
ap-1149	165	12	second	second	ADJ
ap-1149	165	13	phase	phase	NOUN
ap-1149	165	14	c	c	VERB
ap-1149	165	15	a	a	DET
ap-1149	165	16	d	d	X
ap-1149	165	17	b	b	PROPN
ap-1149	165	18	0.4	0.4	NUM
ap-1149	165	19	0.6	0.6	NUM
ap-1149	165	20	0.8	0.8	NUM
ap-1149	165	21	1	1	NUM
ap-1149	165	22	1.2	1.2	NUM
ap-1149	165	23	1.4	1.4	NUM
ap-1149	165	24	1.6	1.6	NUM
ap-1149	165	25	1.8	1.8	NUM
ap-1149	165	26	2	2	NUM
ap-1149	165	27	2.2	2.2	NUM
ap-1149	165	28	2.4	2.4	NUM
ap-1149	165	29	fig	fig	NOUN
ap-1149	165	30	.	.	PUNCT
ap-1149	166	1	5	5	NUM
ap-1149	166	2	:	:	PUNCT
ap-1149	166	3	distance	distance	NOUN
ap-1149	166	4	between	between	ADP
ap-1149	166	5	reference	reference	NOUN
ap-1149	166	6	vectors	vector	NOUN
ap-1149	166	7	neighboring	neighboring	NOUN
ap-1149	166	8	neurons	neuron	NOUN
ap-1149	166	9	and	and	CCONJ
ap-1149	166	10	the	the	DET
ap-1149	166	11	input	input	NOUN
ap-1149	166	12	vector	vector	NOUN
ap-1149	166	13	for	for	ADP
ap-1149	166	14	first	first	ADJ
ap-1149	166	15	-	-	PUNCT
ap-1149	166	16	gear	gear	NOUN
ap-1149	166	17	test	test	NOUN
ap-1149	166	18	mapping	mapping	NOUN
ap-1149	166	19	(	(	PUNCT
ap-1149	166	20	lighter	light	ADJ
ap-1149	166	21	gray	gray	ADJ
ap-1149	166	22	–	–	PUNCT
ap-1149	166	23	shorter	short	ADJ
ap-1149	166	24	distance	distance	NOUN
ap-1149	166	25	,	,	PUNCT
ap-1149	166	26	darker	dark	ADJ
ap-1149	166	27	gray	gray	ADJ
ap-1149	166	28	–	–	PUNCT
ap-1149	166	29	longer	long	ADJ
ap-1149	166	30	distance	distance	NOUN
ap-1149	166	31	)	)	PUNCT
ap-1149	166	32	distance	distance	NOUN
ap-1149	166	33	between	between	ADP
ap-1149	166	34	the	the	DET
ap-1149	166	35	reference	reference	NOUN
ap-1149	166	36	vector	vector	NOUN
ap-1149	166	37	neighboring	neighboring	NOUN
ap-1149	166	38	units	unit	NOUN
ap-1149	166	39	and	and	CCONJ
ap-1149	166	40	input	input	NOUN
ap-1149	166	41	vector	vector	NOUN
ap-1149	166	42	mapping	mapping	NOUN
ap-1149	166	43	is	be	AUX
ap-1149	166	44	visualized	visualize	VERB
ap-1149	166	45	in	in	ADP
ap-1149	166	46	fig	fig	NOUN
ap-1149	166	47	.	.	PUNCT
ap-1149	167	1	6	6	NUM
ap-1149	167	2	.	.	X
ap-1149	167	3	the	the	DET
ap-1149	167	4	gearbox	gearbox	NOUN
ap-1149	167	5	with	with	ADP
ap-1149	167	6	faulty	faulty	ADJ
ap-1149	167	7	differential	differential	NOUN
ap-1149	167	8	gearing	gearing	NOUN
ap-1149	167	9	(	(	PUNCT
ap-1149	167	10	gearbox	gearbox	NOUN
ap-1149	167	11	c	c	NOUN
ap-1149	167	12	)	)	PUNCT
ap-1149	167	13	is	be	AUX
ap-1149	167	14	mapped	map	VERB
ap-1149	167	15	on	on	ADP
ap-1149	167	16	the	the	DET
ap-1149	167	17	opposite	opposite	ADJ
ap-1149	167	18	side	side	NOUN
ap-1149	167	19	of	of	ADP
ap-1149	167	20	the	the	DET
ap-1149	167	21	map	map	NOUN
ap-1149	167	22	,	,	PUNCT
ap-1149	167	23	distinct	distinct	ADJ
ap-1149	167	24	from	from	ADP
ap-1149	167	25	the	the	DET
ap-1149	167	26	others	other	NOUN
ap-1149	167	27	.	.	PUNCT
ap-1149	168	1	a	a	DET
ap-1149	168	2	comparison	comparison	NOUN
ap-1149	168	3	of	of	ADP
ap-1149	168	4	the	the	DET
ap-1149	168	5	corresponding	corresponding	ADJ
ap-1149	168	6	values	value	NOUN
ap-1149	168	7	in	in	ADP
ap-1149	168	8	table	table	NOUN
ap-1149	168	9	2	2	NUM
ap-1149	168	10	shows	show	VERB
ap-1149	168	11	that	that	SCONJ
ap-1149	168	12	the	the	DET
ap-1149	168	13	rms	rm	NOUN
ap-1149	168	14	value	value	NOUN
ap-1149	168	15	computed	compute	VERB
ap-1149	168	16	from	from	ADP
ap-1149	168	17	the	the	DET
ap-1149	168	18	vibration	vibration	NOUN
ap-1149	168	19	signal	signal	NOUN
ap-1149	168	20	(	(	PUNCT
ap-1149	168	21	rms	rm	NOUN
ap-1149	168	22	2	2	NUM
ap-1149	168	23	–	–	PUNCT
ap-1149	168	24	second	second	ADJ
ap-1149	168	25	transducer	transducer	NOUN
ap-1149	168	26	)	)	PUNCT
ap-1149	168	27	has	have	VERB
ap-1149	168	28	a	a	DET
ap-1149	168	29	major	major	ADJ
ap-1149	168	30	influence	influence	NOUN
ap-1149	168	31	on	on	ADP
ap-1149	168	32	the	the	DET
ap-1149	168	33	vector	vector	NOUN
ap-1149	168	34	mapping	mapping	NOUN
ap-1149	168	35	.	.	PUNCT
ap-1149	169	1	the	the	DET
ap-1149	169	2	other	other	ADJ
ap-1149	169	3	items	item	NOUN
ap-1149	169	4	have	have	VERB
ap-1149	169	5	no	no	DET
ap-1149	169	6	major	major	ADJ
ap-1149	169	7	effect	effect	NOUN
ap-1149	169	8	on	on	ADP
ap-1149	169	9	the	the	DET
ap-1149	169	10	vector	vector	NOUN
ap-1149	169	11	mapping	mapping	NOUN
ap-1149	169	12	.	.	PUNCT
ap-1149	170	1	a	a	DET
ap-1149	170	2	similar	similar	ADJ
ap-1149	170	3	effect	effect	NOUN
ap-1149	170	4	was	be	AUX
ap-1149	170	5	found	find	VERB
ap-1149	170	6	in	in	ADP
ap-1149	170	7	the	the	DET
ap-1149	170	8	second	second	ADJ
ap-1149	170	9	test	test	NOUN
ap-1149	170	10	.	.	PUNCT
ap-1149	171	1	4.2	4.2	NUM
ap-1149	171	2	classification	classification	NOUN
ap-1149	171	3	with	with	ADP
ap-1149	171	4	anfis	anfi	VERB
ap-1149	171	5	the	the	DET
ap-1149	171	6	following	follow	VERB
ap-1149	171	7	experiment	experiment	NOUN
ap-1149	171	8	was	be	AUX
ap-1149	171	9	designed	design	VERB
ap-1149	171	10	to	to	PART
ap-1149	171	11	check	check	VERB
ap-1149	171	12	useful	useful	ADJ
ap-1149	171	13	features	feature	NOUN
ap-1149	171	14	of	of	ADP
ap-1149	171	15	anfis	anfis	PROPN
ap-1149	171	16	for	for	ADP
ap-1149	171	17	gearbox	gearbox	NOUN
ap-1149	171	18	diagnostics	diagnostic	NOUN
ap-1149	171	19	.	.	PUNCT
ap-1149	172	1	the	the	DET
ap-1149	172	2	classifier	classifier	NOUN
ap-1149	172	3	was	be	AUX
ap-1149	172	4	taught	teach	VERB
ap-1149	172	5	to	to	PART
ap-1149	172	6	choose	choose	VERB
ap-1149	172	7	the	the	DET
ap-1149	172	8	tested	test	VERB
ap-1149	172	9	gearboxes	gearbox	NOUN
ap-1149	172	10	with	with	ADP
ap-1149	172	11	the	the	DET
ap-1149	172	12	quality	quality	NOUN
ap-1149	172	13	index	index	NOUN
ap-1149	172	14	for	for	ADP
ap-1149	172	15	each	each	DET
ap-1149	172	16	tested	test	VERB
ap-1149	172	17	gearbox	gearbox	NOUN
ap-1149	172	18	according	accord	VERB
ap-1149	172	19	to	to	ADP
ap-1149	172	20	a	a	DET
ap-1149	172	21	subjective	subjective	ADJ
ap-1149	172	22	evaluation	evaluation	NOUN
ap-1149	172	23	made	make	VERB
ap-1149	172	24	by	by	ADP
ap-1149	172	25	a	a	DET
ap-1149	172	26	car	car	NOUN
ap-1149	172	27	tester	tester	NOUN
ap-1149	172	28	.	.	PUNCT
ap-1149	173	1	as	as	ADP
ap-1149	173	2	in	in	ADP
ap-1149	173	3	the	the	DET
ap-1149	173	4	previous	previous	ADJ
ap-1149	173	5	experiment	experiment	NOUN
ap-1149	173	6	with	with	ADP
ap-1149	173	7	som	som	NOUN
ap-1149	173	8	,	,	PUNCT
ap-1149	173	9	the	the	DET
ap-1149	173	10	input	input	NOUN
ap-1149	173	11	data	datum	NOUN
ap-1149	173	12	constituted	constitute	VERB
ap-1149	173	13	vibration	vibration	NOUN
ap-1149	173	14	measured	measure	VERB
ap-1149	173	15	on	on	ADP
ap-1149	173	16	gearbox	gearbox	NOUN
ap-1149	173	17	housings	housing	NOUN
ap-1149	173	18	.	.	PUNCT
ap-1149	174	1	the	the	DET
ap-1149	174	2	data	datum	NOUN
ap-1149	174	3	was	be	AUX
ap-1149	174	4	acquired	acquire	VERB
ap-1149	174	5	during	during	ADP
ap-1149	174	6	a	a	DET
ap-1149	174	7	test	test	NOUN
ap-1149	174	8	drive	drive	NOUN
ap-1149	174	9	.	.	PUNCT
ap-1149	175	1	the	the	DET
ap-1149	175	2	quality	quality	NOUN
ap-1149	175	3	index	index	NOUN
ap-1149	175	4	classiffied	classiffie	VERB
ap-1149	175	5	the	the	DET
ap-1149	175	6	tested	test	VERB
ap-1149	175	7	gearboxes	gearbox	NOUN
ap-1149	175	8	into	into	ADP
ap-1149	175	9	10	10	NUM
ap-1149	175	10	classes	class	NOUN
ap-1149	175	11	(	(	PUNCT
ap-1149	175	12	10	10	NUM
ap-1149	175	13	–	–	PUNCT
ap-1149	175	14	no	no	DET
ap-1149	175	15	noticeable	noticeable	ADJ
ap-1149	175	16	noise	noise	NOUN
ap-1149	175	17	from	from	ADP
ap-1149	175	18	gearbox	gearbox	NOUN
ap-1149	175	19	,	,	PUNCT
ap-1149	175	20	0	0	NUM
ap-1149	175	21	–	–	PUNCT
ap-1149	175	22	unacceptable	unacceptable	ADJ
ap-1149	175	23	noise	noise	NOUN
ap-1149	175	24	from	from	ADP
ap-1149	175	25	gearbox	gearbox	NOUN
ap-1149	175	26	)	)	PUNCT
ap-1149	175	27	.	.	PUNCT
ap-1149	176	1	in	in	ADP
ap-1149	176	2	accordance	accordance	NOUN
ap-1149	176	3	with	with	ADP
ap-1149	176	4	the	the	DET
ap-1149	176	5	previous	previous	ADJ
ap-1149	176	6	example	example	NOUN
ap-1149	176	7	with	with	ADP
ap-1149	176	8	som	som	NOUN
ap-1149	176	9	,	,	PUNCT
ap-1149	176	10	we	we	PRON
ap-1149	176	11	need	need	VERB
ap-1149	176	12	to	to	PART
ap-1149	176	13	have	have	VERB
ap-1149	176	14	training	training	NOUN
ap-1149	176	15	vectors	vector	NOUN
ap-1149	176	16	from	from	ADP
ap-1149	176	17	the	the	DET
ap-1149	176	18	complete	complete	ADJ
ap-1149	176	19	quality	quality	NOUN
ap-1149	176	20	index	index	NOUN
ap-1149	176	21	scale	scale	NOUN
ap-1149	176	22	,	,	PUNCT
ap-1149	176	23	if	if	SCONJ
ap-1149	176	24	possible	possible	ADJ
ap-1149	176	25	.	.	PUNCT
ap-1149	177	1	according	accord	VERB
ap-1149	177	2	to	to	ADP
ap-1149	177	3	the	the	DET
ap-1149	177	4	decision	decision	NOUN
ap-1149	177	5	surfaces	surface	NOUN
ap-1149	177	6	of	of	ADP
ap-1149	177	7	trained	train	VERB
ap-1149	177	8	anfis	anfis	PROPN
ap-1149	177	9	,	,	PUNCT
ap-1149	177	10	we	we	PRON
ap-1149	177	11	can	can	AUX
ap-1149	177	12	decide	decide	VERB
ap-1149	177	13	on	on	ADP
ap-1149	177	14	the	the	DET
ap-1149	177	15	quality	quality	NOUN
ap-1149	177	16	of	of	ADP
ap-1149	177	17	the	the	DET
ap-1149	177	18	training	training	NOUN
ap-1149	177	19	data	datum	NOUN
ap-1149	177	20	.	.	PUNCT
ap-1149	178	1	4.2.1	4.2.1	NUM
ap-1149	178	2	measured	measure	VERB
ap-1149	178	3	gearboxes	gearbox	NOUN
ap-1149	178	4	the	the	DET
ap-1149	178	5	subjective	subjective	ADJ
ap-1149	178	6	quality	quality	NOUN
ap-1149	178	7	index	index	NOUN
ap-1149	178	8	for	for	ADP
ap-1149	178	9	the	the	DET
ap-1149	178	10	3rd	3rd	ADJ
ap-1149	178	11	gear	gear	NOUN
ap-1149	178	12	,	,	PUNCT
ap-1149	178	13	deceleration	deceleration	NOUN
ap-1149	178	14	,	,	PUNCT
ap-1149	178	15	rated	rate	VERB
ap-1149	178	16	by	by	ADP
ap-1149	178	17	the	the	DET
ap-1149	178	18	test	test	NOUN
ap-1149	178	19	driver	driver	NOUN
ap-1149	178	20	,	,	PUNCT
ap-1149	178	21	is	be	AUX
ap-1149	178	22	given	give	VERB
ap-1149	178	23	in	in	ADP
ap-1149	178	24	table	table	NOUN
ap-1149	178	25	3	3	NUM
ap-1149	178	26	.	.	X
ap-1149	179	1	4.2.2	4.2.2	NUM
ap-1149	179	2	data	datum	NOUN
ap-1149	179	3	acquisition	acquisition	NOUN
ap-1149	179	4	the	the	DET
ap-1149	179	5	vibrations	vibration	NOUN
ap-1149	179	6	of	of	ADP
ap-1149	179	7	the	the	DET
ap-1149	179	8	gearbox	gearbox	NOUN
ap-1149	179	9	housing	housing	NOUN
ap-1149	179	10	were	be	AUX
ap-1149	179	11	measured	measure	VERB
ap-1149	179	12	during	during	ADP
ap-1149	179	13	a	a	DET
ap-1149	179	14	test	test	NOUN
ap-1149	179	15	drive	drive	NOUN
ap-1149	179	16	.	.	PUNCT
ap-1149	180	1	the	the	DET
ap-1149	180	2	test	test	NOUN
ap-1149	180	3	regime	regime	NOUN
ap-1149	180	4	was	be	AUX
ap-1149	180	5	deceleration	deceleration	NOUN
ap-1149	180	6	in	in	ADP
ap-1149	180	7	3rd	3rd	ADJ
ap-1149	180	8	gear	gear	NOUN
ap-1149	180	9	.	.	PUNCT
ap-1149	181	1	a	a	DET
ap-1149	181	2	piezoelectric	piezoelectric	NOUN
ap-1149	181	3	accelerometer	accelerometer	NOUN
ap-1149	181	4	was	be	AUX
ap-1149	181	5	used	use	VERB
ap-1149	181	6	for	for	ADP
ap-1149	181	7	vibration	vibration	NOUN
ap-1149	181	8	signal	signal	NOUN
ap-1149	181	9	acquisition	acquisition	NOUN
ap-1149	181	10	.	.	PUNCT
ap-1149	182	1	the	the	DET
ap-1149	182	2	vibration	vibration	NOUN
ap-1149	182	3	transducer	transducer	NOUN
ap-1149	182	4	was	be	AUX
ap-1149	182	5	placed	place	VERB
ap-1149	182	6	on	on	ADP
ap-1149	182	7	the	the	DET
ap-1149	182	8	front	front	ADJ
ap-1149	182	9	side	side	NOUN
ap-1149	182	10	of	of	ADP
ap-1149	182	11	the	the	DET
ap-1149	182	12	gearbox	gearbox	NOUN
ap-1149	182	13	near	near	ADP
ap-1149	182	14	the	the	DET
ap-1149	182	15	switch	switch	NOUN
ap-1149	182	16	for	for	ADP
ap-1149	182	17	the	the	DET
ap-1149	182	18	reverse	reverse	ADJ
ap-1149	182	19	speed	speed	NOUN
ap-1149	182	20	.	.	PUNCT
ap-1149	183	1	the	the	DET
ap-1149	183	2	data	datum	NOUN
ap-1149	183	3	from	from	ADP
ap-1149	183	4	the	the	DET
ap-1149	183	5	accelerometer	accelerometer	NOUN
ap-1149	183	6	was	be	AUX
ap-1149	183	7	recorded	record	VERB
ap-1149	183	8	directly	directly	ADV
ap-1149	183	9	onto	onto	ADP
ap-1149	183	10	the	the	DET
ap-1149	183	11	pc	pc	NOUN
ap-1149	183	12	hard	hard	ADJ
ap-1149	183	13	disk	disk	NOUN
ap-1149	183	14	for	for	ADP
ap-1149	183	15	off	off	ADP
ap-1149	183	16	-	-	PUNCT
ap-1149	183	17	line	line	NOUN
ap-1149	183	18	analysis	analysis	NOUN
ap-1149	183	19	by	by	ADP
ap-1149	183	20	the	the	DET
ap-1149	183	21	b&k	b&k	PROPN
ap-1149	183	22	multi	multi	ADJ
ap-1149	183	23	-	-	ADJ
ap-1149	183	24	analyzer	analyzer	ADJ
ap-1149	183	25	system	system	NOUN
ap-1149	183	26	type	type	NOUN
ap-1149	183	27	3560	3560	NUM
ap-1149	183	28	.	.	PUNCT
ap-1149	184	1	information	information	NOUN
ap-1149	184	2	on	on	ADP
ap-1149	184	3	the	the	DET
ap-1149	184	4	rotation	rotation	NOUN
ap-1149	184	5	speed	speed	NOUN
ap-1149	184	6	of	of	ADP
ap-1149	184	7	the	the	DET
ap-1149	184	8	gearbox	gearbox	NOUN
ap-1149	184	9	input	input	NOUN
ap-1149	184	10	shaft	shaft	NOUN
ap-1149	184	11	was	be	AUX
ap-1149	184	12	acquired	acquire	VERB
ap-1149	184	13	from	from	ADP
ap-1149	184	14	a	a	DET
ap-1149	184	15	can	can	AUX
ap-1149	184	16	message	message	NOUN
ap-1149	184	17	send	send	VERB
ap-1149	184	18	by	by	ADP
ap-1149	184	19	the	the	DET
ap-1149	184	20	engine	engine	NOUN
ap-1149	184	21	control	control	NOUN
ap-1149	184	22	unit	unit	NOUN
ap-1149	184	23	.	.	PUNCT
ap-1149	185	1	the	the	DET
ap-1149	185	2	transducer	transducer	NOUN
ap-1149	185	3	converts	convert	VERB
ap-1149	185	4	a	a	DET
ap-1149	185	5	can	can	AUX
ap-1149	185	6	message	message	NOUN
ap-1149	185	7	into	into	ADP
ap-1149	185	8	an	an	DET
ap-1149	185	9	analog	analog	ADJ
ap-1149	185	10	impulse	impulse	ADJ
ap-1149	185	11	signal	signal	NOUN
ap-1149	185	12	.	.	PUNCT
ap-1149	186	1	an	an	DET
ap-1149	186	2	impulse	impulse	ADJ
ap-1149	186	3	corresponds	correspond	NOUN
ap-1149	186	4	to	to	ADP
ap-1149	186	5	one	one	NUM
ap-1149	186	6	rotation	rotation	NOUN
ap-1149	186	7	of	of	ADP
ap-1149	186	8	the	the	DET
ap-1149	186	9	input	input	NOUN
ap-1149	186	10	shaft	shaft	NOUN
ap-1149	186	11	.	.	PUNCT
ap-1149	187	1	this	this	DET
ap-1149	187	2	signal	signal	NOUN
ap-1149	187	3	was	be	AUX
ap-1149	187	4	connected	connect	VERB
ap-1149	187	5	to	to	ADP
ap-1149	187	6	the	the	DET
ap-1149	187	7	b&k	b&k	NOUN
ap-1149	187	8	multi	multi	NOUN
ap-1149	187	9	-	-	NOUN
ap-1149	187	10	analyzer	analyzer	NOUN
ap-1149	187	11	.	.	PUNCT
ap-1149	188	1	4.2.3	4.2.3	NUM
ap-1149	188	2	data	datum	NOUN
ap-1149	188	3	pre	pre	ADJ
ap-1149	188	4	-	-	ADJ
ap-1149	188	5	processing	processing	ADJ
ap-1149	188	6	and	and	CCONJ
ap-1149	188	7	classification	classification	NOUN
ap-1149	188	8	amplitude	amplitude	NOUN
ap-1149	188	9	features	feature	NOUN
ap-1149	188	10	(	(	PUNCT
ap-1149	188	11	rms	rm	NOUN
ap-1149	188	12	,	,	PUNCT
ap-1149	188	13	peak	peak	NOUN
ap-1149	188	14	,	,	PUNCT
ap-1149	188	15	crest	crest	NOUN
ap-1149	188	16	factor	factor	NOUN
ap-1149	188	17	and	and	CCONJ
ap-1149	188	18	kurtosis	kurtosis	NOUN
ap-1149	188	19	)	)	PUNCT
ap-1149	188	20	were	be	AUX
ap-1149	188	21	computed	compute	VERB
ap-1149	188	22	from	from	ADP
ap-1149	188	23	the	the	DET
ap-1149	188	24	raw	raw	ADJ
ap-1149	188	25	vibration	vibration	NOUN
ap-1149	188	26	signal	signal	NOUN
ap-1149	188	27	.	.	PUNCT
ap-1149	189	1	these	these	DET
ap-1149	189	2	features	feature	NOUN
ap-1149	189	3	were	be	AUX
ap-1149	189	4	reordered	reorder	VERB
ap-1149	189	5	to	to	ADP
ap-1149	189	6	the	the	DET
ap-1149	189	7	input	input	NOUN
ap-1149	189	8	vector	vector	NOUN
ap-1149	189	9	and	and	CCONJ
ap-1149	189	10	,	,	PUNCT
ap-1149	189	11	together	together	ADV
ap-1149	189	12	with	with	SCONJ
ap-1149	189	13	the	the	DET
ap-1149	189	14	quality	quality	NOUN
ap-1149	189	15	index	index	NOUN
ap-1149	189	16	subjectively	subjectively	ADV
ap-1149	189	17	evaluated	evaluate	VERB
ap-1149	189	18	by	by	ADP
ap-1149	189	19	the	the	DET
ap-1149	189	20	car	car	NOUN
ap-1149	190	1	tester;	tester;	NOUN
ap-1149	190	2	they	they	PRON
ap-1149	190	3	©	©	PROPN
ap-1149	190	4	czech	czech	PROPN
ap-1149	190	5	technical	technical	PROPN
ap-1149	190	6	university	university	PROPN
ap-1149	190	7	publishing	publishing	NOUN
ap-1149	190	8	house	house	NOUN
ap-1149	190	9	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-1149	190	10	27	27	NUM
ap-1149	190	11	acta	acta	PROPN
ap-1149	190	12	polytechnica	polytechnica	PROPN
ap-1149	190	13	vol	vol	NOUN
ap-1149	190	14	.	.	PROPN
ap-1149	191	1	50	50	NUM
ap-1149	191	2	no	no	NOUN
ap-1149	191	3	.	.	PUNCT
ap-1149	192	1	1/2010	1/2010	NUM
ap-1149	192	2	c	c	NOUN
ap-1149	192	3	a	a	DET
ap-1149	192	4	a	a	PROPN
ap-1149	192	5	d	d	X
ap-1149	192	6	b	b	PROPN
ap-1149	192	7	0.2	0.2	NUM
ap-1149	192	8	0.4	0.4	NUM
ap-1149	192	9	0.6	0.6	NUM
ap-1149	192	10	0.8	0.8	NUM
ap-1149	192	11	1	1	NUM
ap-1149	192	12	1.2	1.2	NUM
ap-1149	192	13	1.4	1.4	NUM
ap-1149	192	14	1.6	1.6	NUM
ap-1149	192	15	1.8	1.8	NUM
ap-1149	192	16	fig	fig	NOUN
ap-1149	192	17	.	.	PUNCT
ap-1149	193	1	6	6	NUM
ap-1149	193	2	:	:	PUNCT
ap-1149	193	3	distance	distance	NOUN
ap-1149	193	4	between	between	ADP
ap-1149	193	5	reference	reference	NOUN
ap-1149	193	6	vectors	vector	NOUN
ap-1149	193	7	neighboring	neighboring	NOUN
ap-1149	193	8	neurons	neuron	NOUN
ap-1149	193	9	and	and	CCONJ
ap-1149	193	10	the	the	DET
ap-1149	193	11	input	input	NOUN
ap-1149	193	12	vector	vector	NOUN
ap-1149	193	13	for	for	ADP
ap-1149	193	14	five	five	NUM
ap-1149	193	15	-	-	PUNCT
ap-1149	193	16	gear	gear	NOUN
ap-1149	193	17	gearing	gear	VERB
ap-1149	193	18	mapping	mapping	NOUN
ap-1149	193	19	(	(	PUNCT
ap-1149	193	20	lighter	light	ADJ
ap-1149	193	21	gray	gray	ADJ
ap-1149	193	22	–	–	PUNCT
ap-1149	193	23	shorter	short	ADJ
ap-1149	193	24	distance	distance	NOUN
ap-1149	193	25	,	,	PUNCT
ap-1149	193	26	darker	dark	ADJ
ap-1149	193	27	gray	gray	ADJ
ap-1149	193	28	–	–	PUNCT
ap-1149	193	29	longer	long	ADJ
ap-1149	193	30	distance	distance	NOUN
ap-1149	193	31	)	)	PUNCT
ap-1149	193	32	gearbox	gearbox	NOUN
ap-1149	193	33	label	label	NOUN
ap-1149	194	1	e	e	X
ap-1149	194	2	f	f	PROPN
ap-1149	194	3	g	g	PROPN
ap-1149	195	1	h	h	NOUN
ap-1149	196	1	i	i	PRON
ap-1149	196	2	j	j	PROPN
ap-1149	196	3	quality	quality	PROPN
ap-1149	196	4	index	index	NOUN
ap-1149	196	5	8	8	NUM
ap-1149	196	6	6	6	NUM
ap-1149	196	7	7	7	NUM
ap-1149	196	8	6–5	6–5	NUM
ap-1149	196	9	5	5	NUM
ap-1149	196	10	8	8	NUM
ap-1149	196	11	table	table	NOUN
ap-1149	196	12	3	3	NUM
ap-1149	196	13	:	:	PUNCT
ap-1149	196	14	measured	measure	VERB
ap-1149	196	15	gearboxes	gearbox	NOUN
ap-1149	196	16	for	for	ADP
ap-1149	196	17	classification	classification	NOUN
ap-1149	196	18	with	with	ADP
ap-1149	196	19	anfis	anfis	PROPN
ap-1149	196	20	tested	test	VERB
ap-1149	196	21	gearbox	gearbox	NOUN
ap-1149	196	22	rms	rm	NOUN
ap-1149	196	23	(	(	PUNCT
ap-1149	196	24	m	m	NOUN
ap-1149	196	25	/	/	SYM
ap-1149	196	26	s2	s2	PROPN
ap-1149	196	27	)	)	PUNCT
ap-1149	196	28	peak	peak	NOUN
ap-1149	196	29	(	(	PUNCT
ap-1149	196	30	m	m	NOUN
ap-1149	196	31	/	/	SYM
ap-1149	196	32	s2	s2	PROPN
ap-1149	196	33	)	)	PUNCT
ap-1149	196	34	crest	crest	NOUN
ap-1149	196	35	factor	factor	NOUN
ap-1149	196	36	(	(	PUNCT
ap-1149	196	37	-	-	PUNCT
ap-1149	196	38	)	)	PUNCT
ap-1149	196	39	kurtosis	kurtosis	NOUN
ap-1149	196	40	(	(	PUNCT
ap-1149	196	41	-	-	SYM
ap-1149	196	42	)	)	PUNCT
ap-1149	196	43	e	e	NOUN
ap-1149	196	44	45.62	45.62	NUM
ap-1149	196	45	515.05	515.05	NUM
ap-1149	196	46	11.29	11.29	NUM
ap-1149	196	47	6.78	6.78	NUM
ap-1149	196	48	f	f	PROPN
ap-1149	196	49	55.67	55.67	NUM
ap-1149	196	50	504.09	504.09	NUM
ap-1149	196	51	9.05	9.05	NUM
ap-1149	196	52	5.76	5.76	NUM
ap-1149	196	53	g	g	PROPN
ap-1149	196	54	72	72	NUM
ap-1149	196	55	.	.	PUNCT
ap-1149	197	1	57	57	NUM
ap-1149	197	2	649.80	649.80	NUM
ap-1149	197	3	8.95	8.95	NUM
ap-1149	197	4	5.76	5.76	NUM
ap-1149	197	5	h	h	NOUN
ap-1149	197	6	49.19	49.19	NUM
ap-1149	197	7	441.65	441.65	NUM
ap-1149	197	8	8.98	8.98	NUM
ap-1149	197	9	6.19	6.19	NUM
ap-1149	197	10	i	i	PRON
ap-1149	197	11	38.67	38.67	NUM
ap-1149	197	12	368.66	368.66	NUM
ap-1149	197	13	9.53	9.53	NUM
ap-1149	197	14	7.25	7.25	NUM
ap-1149	197	15	j	j	PROPN
ap-1149	197	16	64.62	64.62	NUM
ap-1149	197	17	480.03	480.03	NUM
ap-1149	197	18	7.43	7.43	NUM
ap-1149	197	19	5.51	5.51	NUM
ap-1149	197	20	table	table	NOUN
ap-1149	197	21	4	4	NUM
ap-1149	197	22	:	:	PUNCT
ap-1149	197	23	typical	typical	ADJ
ap-1149	197	24	values	value	NOUN
ap-1149	197	25	of	of	ADP
ap-1149	197	26	input	input	NOUN
ap-1149	197	27	vectors	vector	NOUN
ap-1149	197	28	were	be	AUX
ap-1149	197	29	used	use	VERB
ap-1149	197	30	as	as	ADP
ap-1149	197	31	training	train	VERB
ap-1149	197	32	vectors	vector	NOUN
ap-1149	197	33	for	for	ADP
ap-1149	197	34	the	the	DET
ap-1149	197	35	net	net	NOUN
ap-1149	197	36	.	.	PUNCT
ap-1149	198	1	typical	typical	ADJ
ap-1149	198	2	values	value	NOUN
ap-1149	198	3	of	of	ADP
ap-1149	198	4	the	the	DET
ap-1149	198	5	computed	compute	VERB
ap-1149	198	6	amplitude	amplitude	NOUN
ap-1149	198	7	features	feature	NOUN
ap-1149	198	8	for	for	ADP
ap-1149	198	9	the	the	DET
ap-1149	198	10	tested	test	VERB
ap-1149	198	11	gearboxes	gearbox	NOUN
ap-1149	198	12	are	be	AUX
ap-1149	198	13	shown	show	VERB
ap-1149	198	14	in	in	ADP
ap-1149	198	15	table	table	NOUN
ap-1149	198	16	4	4	NUM
ap-1149	198	17	.	.	PUNCT
ap-1149	199	1	the	the	DET
ap-1149	199	2	shape	shape	NOUN
ap-1149	199	3	of	of	ADP
ap-1149	199	4	the	the	DET
ap-1149	199	5	membership	membership	NOUN
ap-1149	199	6	function	function	NOUN
ap-1149	199	7	was	be	AUX
ap-1149	199	8	chosen	choose	VERB
ap-1149	199	9	as	as	ADP
ap-1149	199	10	generalized	generalize	VERB
ap-1149	199	11	bell	bell	NOUN
ap-1149	199	12	-	-	PUNCT
ap-1149	199	13	shaped	shape	VERB
ap-1149	199	14	.	.	PUNCT
ap-1149	200	1	the	the	DET
ap-1149	200	2	two	two	NUM
ap-1149	200	3	-	-	PUNCT
ap-1149	200	4	rule	rule	NOUN
ap-1149	200	5	anfis	anfis	PROPN
ap-1149	200	6	was	be	AUX
ap-1149	200	7	chosen	choose	VERB
ap-1149	200	8	.	.	PUNCT
ap-1149	201	1	the	the	DET
ap-1149	201	2	decision	decision	NOUN
ap-1149	201	3	surfaces	surface	NOUN
ap-1149	201	4	for	for	ADP
ap-1149	201	5	each	each	DET
ap-1149	201	6	pair	pair	NOUN
ap-1149	201	7	of	of	ADP
ap-1149	201	8	amplitude	amplitude	NOUN
ap-1149	201	9	features	feature	NOUN
ap-1149	201	10	are	be	AUX
ap-1149	201	11	depicted	depict	VERB
ap-1149	201	12	in	in	ADP
ap-1149	201	13	fig	fig	NOUN
ap-1149	201	14	.	.	PUNCT
ap-1149	202	1	7	7	X
ap-1149	202	2	.	.	PUNCT
ap-1149	202	3	according	accord	VERB
ap-1149	202	4	to	to	ADP
ap-1149	202	5	the	the	DET
ap-1149	202	6	shape	shape	NOUN
ap-1149	202	7	of	of	ADP
ap-1149	202	8	these	these	DET
ap-1149	202	9	decision	decision	NOUN
ap-1149	202	10	surfaces	surface	NOUN
ap-1149	202	11	,	,	PUNCT
ap-1149	202	12	it	it	PRON
ap-1149	202	13	can	can	AUX
ap-1149	202	14	be	be	AUX
ap-1149	202	15	decided	decide	VERB
ap-1149	202	16	whether	whether	SCONJ
ap-1149	202	17	the	the	DET
ap-1149	202	18	training	training	NOUN
ap-1149	202	19	data	datum	NOUN
ap-1149	202	20	is	be	AUX
ap-1149	202	21	large	large	ADJ
ap-1149	202	22	enough	enough	ADV
ap-1149	202	23	,	,	PUNCT
ap-1149	202	24	and	and	CCONJ
ap-1149	202	25	whether	whether	SCONJ
ap-1149	202	26	the	the	DET
ap-1149	202	27	selected	select	VERB
ap-1149	202	28	amplitude	amplitude	NOUN
ap-1149	202	29	features	feature	NOUN
ap-1149	202	30	correspond	correspond	VERB
ap-1149	202	31	to	to	ADP
ap-1149	202	32	the	the	DET
ap-1149	202	33	subjective	subjective	ADJ
ap-1149	202	34	evaluation	evaluation	NOUN
ap-1149	202	35	of	of	ADP
ap-1149	202	36	the	the	DET
ap-1149	202	37	gearbox	gearbox	NOUN
ap-1149	202	38	carried	carry	VERB
ap-1149	202	39	out	out	ADP
ap-1149	202	40	by	by	ADP
ap-1149	202	41	the	the	DET
ap-1149	202	42	test	test	NOUN
ap-1149	202	43	driver	driver	NOUN
ap-1149	202	44	.	.	PUNCT
ap-1149	203	1	in	in	ADP
ap-1149	203	2	an	an	DET
ap-1149	203	3	ideal	ideal	ADJ
ap-1149	203	4	case	case	NOUN
ap-1149	203	5	,	,	PUNCT
ap-1149	203	6	the	the	DET
ap-1149	203	7	decision	decision	NOUN
ap-1149	203	8	surface	surface	NOUN
ap-1149	203	9	will	will	AUX
ap-1149	203	10	have	have	VERB
ap-1149	203	11	only	only	ADV
ap-1149	203	12	one	one	NUM
ap-1149	203	13	peak	peak	NOUN
ap-1149	203	14	and	and	CCONJ
ap-1149	203	15	the	the	PRON
ap-1149	203	16	higher	high	ADJ
ap-1149	203	17	the	the	DET
ap-1149	203	18	condition	condition	NOUN
ap-1149	203	19	indicator	indicator	NOUN
ap-1149	203	20	values	value	NOUN
ap-1149	203	21	,	,	PUNCT
ap-1149	203	22	the	the	PRON
ap-1149	203	23	lower	low	ADJ
ap-1149	203	24	the	the	DET
ap-1149	203	25	quality	quality	NOUN
ap-1149	203	26	index	index	NOUN
ap-1149	203	27	will	will	AUX
ap-1149	203	28	be	be	AUX
ap-1149	203	29	.	.	PUNCT
ap-1149	204	1	the	the	DET
ap-1149	204	2	decision	decision	NOUN
ap-1149	204	3	surface	surface	NOUN
ap-1149	204	4	tuned	tune	VERB
ap-1149	204	5	according	accord	VERB
ap-1149	204	6	to	to	ADP
ap-1149	204	7	our	our	PRON
ap-1149	204	8	training	training	NOUN
ap-1149	204	9	data	datum	NOUN
ap-1149	204	10	showed	show	VERB
ap-1149	204	11	clearly	clearly	ADV
ap-1149	204	12	that	that	SCONJ
ap-1149	204	13	the	the	DET
ap-1149	204	14	biggest	big	ADJ
ap-1149	204	15	impact	impact	NOUN
ap-1149	204	16	on	on	ADP
ap-1149	204	17	the	the	DET
ap-1149	204	18	quality	quality	NOUN
ap-1149	204	19	index	index	NOUN
ap-1149	204	20	value	value	NOUN
ap-1149	204	21	came	come	VERB
ap-1149	204	22	from	from	ADP
ap-1149	204	23	amplitude	amplitude	NOUN
ap-1149	204	24	features	feature	NOUN
ap-1149	204	25	rms	rm	NOUN
ap-1149	204	26	and	and	CCONJ
ap-1149	204	27	peak	peak	NOUN
ap-1149	204	28	.	.	PUNCT
ap-1149	205	1	this	this	DET
ap-1149	205	2	figure	figure	NOUN
ap-1149	205	3	also	also	ADV
ap-1149	205	4	shows	show	VERB
ap-1149	205	5	that	that	SCONJ
ap-1149	205	6	in	in	ADP
ap-1149	205	7	his	his	PRON
ap-1149	205	8	subjective	subjective	ADJ
ap-1149	205	9	evaluation	evaluation	NOUN
ap-1149	205	10	the	the	DET
ap-1149	205	11	car	car	NOUN
ap-1149	205	12	tester	tester	NOUN
ap-1149	205	13	gave	give	VERB
ap-1149	205	14	a	a	DET
ap-1149	205	15	high	high	ADJ
ap-1149	205	16	quality	quality	NOUN
ap-1149	205	17	assessment	assessment	NOUN
ap-1149	205	18	to	to	ADP
ap-1149	205	19	two	two	NUM
ap-1149	205	20	gearboxes	gearbox	NOUN
ap-1149	205	21	that	that	PRON
ap-1149	205	22	had	have	VERB
ap-1149	205	23	a	a	DET
ap-1149	205	24	higher	high	ADJ
ap-1149	205	25	kurtosis	kurtosis	NOUN
ap-1149	205	26	value	value	NOUN
ap-1149	205	27	and	and	CCONJ
ap-1149	205	28	a	a	DET
ap-1149	205	29	low	low	ADJ
ap-1149	205	30	peak	peak	NOUN
ap-1149	205	31	value	value	NOUN
ap-1149	205	32	,	,	PUNCT
ap-1149	205	33	and	and	CCONJ
ap-1149	205	34	vice	vice	ADV
ap-1149	205	35	versa	versa	ADV
ap-1149	205	36	.	.	PUNCT
ap-1149	206	1	the	the	DET
ap-1149	206	2	decision	decision	NOUN
ap-1149	206	3	surface	surface	NOUN
ap-1149	206	4	based	base	VERB
ap-1149	206	5	on	on	ADP
ap-1149	206	6	the	the	DET
ap-1149	206	7	peak	peak	NOUN
ap-1149	206	8	versus	versus	ADP
ap-1149	206	9	crest	crest	NOUN
ap-1149	206	10	factor	factor	NOUN
ap-1149	206	11	contains	contain	VERB
ap-1149	206	12	two	two	NUM
ap-1149	206	13	peaks	peak	NOUN
ap-1149	206	14	,	,	PUNCT
ap-1149	206	15	because	because	SCONJ
ap-1149	206	16	the	the	DET
ap-1149	206	17	training	training	NOUN
ap-1149	206	18	data	datum	NOUN
ap-1149	206	19	does	do	AUX
ap-1149	206	20	not	not	PART
ap-1149	206	21	contain	contain	VERB
ap-1149	206	22	enough	enough	ADJ
ap-1149	206	23	samples	sample	NOUN
ap-1149	206	24	from	from	ADP
ap-1149	206	25	gearboxes	gearbox	NOUN
ap-1149	206	26	in	in	ADP
ap-1149	206	27	variety	variety	NOUN
ap-1149	206	28	of	of	ADP
ap-1149	206	29	technical	technical	ADJ
ap-1149	206	30	conditions	condition	NOUN
ap-1149	206	31	.	.	PUNCT
ap-1149	207	1	the	the	DET
ap-1149	207	2	decision	decision	NOUN
ap-1149	207	3	surface	surface	NOUN
ap-1149	207	4	based	base	VERB
ap-1149	207	5	on	on	ADP
ap-1149	207	6	crest	crest	NOUN
ap-1149	207	7	factor	factor	NOUN
ap-1149	207	8	versus	versus	ADP
ap-1149	207	9	kurtosis	kurtosis	NOUN
ap-1149	207	10	should	should	AUX
ap-1149	207	11	have	have	VERB
ap-1149	207	12	a	a	DET
ap-1149	207	13	lower	low	ADJ
ap-1149	207	14	quality	quality	NOUN
ap-1149	207	15	index	index	NOUN
ap-1149	207	16	for	for	ADP
ap-1149	207	17	a	a	DET
ap-1149	207	18	higher	high	ADJ
ap-1149	207	19	kurtosis	kurtosis	NOUN
ap-1149	207	20	value	value	NOUN
ap-1149	207	21	.	.	PUNCT
ap-1149	208	1	however	however	ADV
ap-1149	208	2	,	,	PUNCT
ap-1149	208	3	as	as	SCONJ
ap-1149	208	4	mentioned	mention	VERB
ap-1149	208	5	above	above	ADV
ap-1149	208	6	,	,	PUNCT
ap-1149	208	7	this	this	PRON
ap-1149	208	8	is	be	AUX
ap-1149	208	9	only	only	ADV
ap-1149	208	10	a	a	DET
ap-1149	208	11	demonstration	demonstration	NOUN
ap-1149	208	12	of	of	ADP
ap-1149	208	13	a	a	DET
ap-1149	208	14	promising	promising	ADJ
ap-1149	208	15	method	method	NOUN
ap-1149	208	16	for	for	ADP
ap-1149	208	17	a	a	DET
ap-1149	208	18	gearbox	gearbox	ADJ
ap-1149	208	19	fault	fault	NOUN
ap-1149	208	20	classifier	classifier	NOUN
ap-1149	208	21	.	.	PUNCT
ap-1149	209	1	in	in	ADP
ap-1149	209	2	order	order	NOUN
ap-1149	209	3	to	to	PART
ap-1149	209	4	evaluate	evaluate	VERB
ap-1149	209	5	the	the	DET
ap-1149	209	6	features	feature	NOUN
ap-1149	209	7	of	of	ADP
ap-1149	209	8	the	the	DET
ap-1149	209	9	proposed	propose	VERB
ap-1149	209	10	classifier	classifier	NOUN
ap-1149	209	11	,	,	PUNCT
ap-1149	209	12	a	a	DET
ap-1149	209	13	significantly	significantly	ADV
ap-1149	209	14	larger	large	ADJ
ap-1149	209	15	training	training	NOUN
ap-1149	209	16	data	datum	NOUN
ap-1149	209	17	set	set	VERB
ap-1149	209	18	containing	contain	VERB
ap-1149	209	19	data	datum	NOUN
ap-1149	209	20	from	from	ADP
ap-1149	209	21	a	a	DET
ap-1149	209	22	larger	large	ADJ
ap-1149	209	23	number	number	NOUN
ap-1149	209	24	of	of	ADP
ap-1149	209	25	tested	test	VERB
ap-1149	209	26	gearboxes	gearbox	NOUN
ap-1149	209	27	is	be	AUX
ap-1149	209	28	needed	need	VERB
ap-1149	209	29	.	.	PUNCT
ap-1149	210	1	if	if	SCONJ
ap-1149	210	2	we	we	PRON
ap-1149	210	3	design	design	VERB
ap-1149	210	4	the	the	DET
ap-1149	210	5	net	net	NOUN
ap-1149	210	6	with	with	ADP
ap-1149	210	7	more	more	ADJ
ap-1149	210	8	rules	rule	NOUN
ap-1149	210	9	,	,	PUNCT
ap-1149	210	10	the	the	DET
ap-1149	210	11	decision	decision	NOUN
ap-1149	210	12	surface	surface	NOUN
ap-1149	210	13	will	will	AUX
ap-1149	210	14	be	be	AUX
ap-1149	210	15	closer	close	ADJ
ap-1149	210	16	to	to	ADP
ap-1149	210	17	each	each	DET
ap-1149	210	18	subjective	subjective	ADJ
ap-1149	210	19	evaluation	evaluation	NOUN
ap-1149	210	20	,	,	PUNCT
ap-1149	210	21	and	and	CCONJ
ap-1149	210	22	the	the	DET
ap-1149	210	23	decision	decision	NOUN
ap-1149	210	24	surface	surface	NOUN
ap-1149	210	25	will	will	AUX
ap-1149	210	26	be	be	AUX
ap-1149	210	27	peakier	peakier	ADJ
ap-1149	210	28	.	.	PUNCT
ap-1149	211	1	to	to	PART
ap-1149	211	2	avoid	avoid	VERB
ap-1149	211	3	these	these	DET
ap-1149	211	4	problems	problem	NOUN
ap-1149	211	5	,	,	PUNCT
ap-1149	211	6	we	we	PRON
ap-1149	211	7	need	need	VERB
ap-1149	211	8	more	more	ADJ
ap-1149	211	9	training	training	NOUN
ap-1149	211	10	data	datum	NOUN
ap-1149	211	11	that	that	PRON
ap-1149	211	12	will	will	AUX
ap-1149	211	13	be	be	AUX
ap-1149	211	14	equally	equally	ADV
ap-1149	211	15	spread	spread	VERB
ap-1149	211	16	through	through	ADP
ap-1149	211	17	the	the	DET
ap-1149	211	18	whole	whole	ADJ
ap-1149	211	19	range	range	NOUN
ap-1149	211	20	of	of	ADP
ap-1149	211	21	the	the	DET
ap-1149	211	22	quality	quality	NOUN
ap-1149	211	23	index	index	NOUN
ap-1149	211	24	.	.	PUNCT
ap-1149	212	1	4.2.4	4.2.4	NUM
ap-1149	212	2	conclusion	conclusion	NOUN
ap-1149	212	3	the	the	DET
ap-1149	212	4	performance	performance	NOUN
ap-1149	212	5	of	of	ADP
ap-1149	212	6	an	an	DET
ap-1149	212	7	som	som	NOUN
ap-1149	212	8	classifier	classifier	NOUN
ap-1149	212	9	used	use	VERB
ap-1149	212	10	for	for	ADP
ap-1149	212	11	gearbox	gearbox	NOUN
ap-1149	212	12	diagnostics	diagnostic	NOUN
ap-1149	212	13	has	have	AUX
ap-1149	212	14	been	be	AUX
ap-1149	212	15	demonstrated	demonstrate	VERB
ap-1149	212	16	.	.	PUNCT
ap-1149	213	1	one	one	NUM
ap-1149	213	2	of	of	ADP
ap-1149	213	3	the	the	DET
ap-1149	213	4	major	major	ADJ
ap-1149	213	5	problems	problem	NOUN
ap-1149	213	6	of	of	ADP
ap-1149	213	7	the	the	DET
ap-1149	213	8	som	som	NOUN
ap-1149	213	9	mapping	mapping	NOUN
ap-1149	213	10	used	use	VERB
ap-1149	213	11	in	in	ADP
ap-1149	213	12	this	this	DET
ap-1149	213	13	work	work	NOUN
ap-1149	213	14	is	be	AUX
ap-1149	213	15	that	that	SCONJ
ap-1149	213	16	we	we	PRON
ap-1149	213	17	can	can	AUX
ap-1149	213	18	not	not	PART
ap-1149	213	19	be	be	AUX
ap-1149	213	20	sure	sure	ADJ
ap-1149	213	21	how	how	SCONJ
ap-1149	213	22	close	close	ADJ
ap-1149	213	23	together	together	ADV
ap-1149	213	24	or	or	CCONJ
ap-1149	213	25	how	how	SCONJ
ap-1149	213	26	far	far	ADV
ap-1149	213	27	apart	apart	ADP
ap-1149	213	28	vectors	vector	NOUN
ap-1149	213	29	located	locate	VERB
ap-1149	213	30	on	on	ADP
ap-1149	213	31	the	the	DET
ap-1149	213	32	opposite	opposite	ADJ
ap-1149	213	33	border	border	NOUN
ap-1149	213	34	of	of	ADP
ap-1149	213	35	the	the	DET
ap-1149	213	36	map	map	NOUN
ap-1149	213	37	are	be	AUX
ap-1149	213	38	.	.	PUNCT
ap-1149	214	1	this	this	DET
ap-1149	214	2	problem	problem	NOUN
ap-1149	214	3	can	can	AUX
ap-1149	214	4	be	be	AUX
ap-1149	214	5	solved	solve	VERB
ap-1149	214	6	by	by	ADP
ap-1149	214	7	transforming	transform	VERB
ap-1149	214	8	the	the	DET
ap-1149	214	9	map	map	NOUN
ap-1149	214	10	into	into	ADP
ap-1149	214	11	3	3	NUM
ap-1149	214	12	-	-	SYM
ap-1149	214	13	d	d	NOUN
ap-1149	214	14	and	and	CCONJ
ap-1149	214	15	projecting	project	VERB
ap-1149	214	16	it	it	PRON
ap-1149	214	17	into	into	ADP
ap-1149	214	18	a	a	DET
ap-1149	214	19	round	round	ADJ
ap-1149	214	20	shape	shape	NOUN
ap-1149	214	21	(	(	PUNCT
ap-1149	214	22	e.g.	e.g.	ADV
ap-1149	214	23	cylindrical	cylindrical	NOUN
ap-1149	214	24	)	)	PUNCT
ap-1149	215	1	[	[	X
ap-1149	215	2	11	11	NUM
ap-1149	215	3	]	]	PUNCT
ap-1149	215	4	.	.	PUNCT
ap-1149	216	1	however	however	ADV
ap-1149	216	2	,	,	PUNCT
ap-1149	216	3	in	in	ADP
ap-1149	216	4	our	our	PRON
ap-1149	216	5	experiment	experiment	NOUN
ap-1149	216	6	there	there	PRON
ap-1149	216	7	was	be	VERB
ap-1149	216	8	a	a	DET
ap-1149	216	9	sharp	sharp	ADJ
ap-1149	216	10	border	border	NOUN
ap-1149	216	11	between	between	ADP
ap-1149	216	12	the	the	DET
ap-1149	216	13	tested	test	VERB
ap-1149	216	14	gearbox	gearbox	NOUN
ap-1149	216	15	from	from	ADP
ap-1149	216	16	ng	ng	PROPN
ap-1149	216	17	group	group	NOUN
ap-1149	216	18	and	and	CCONJ
ap-1149	216	19	other	other	ADJ
ap-1149	216	20	gearboxes	gearbox	NOUN
ap-1149	216	21	.	.	PUNCT
ap-1149	217	1	the	the	DET
ap-1149	217	2	kohonen	kohonen	PROPN
ap-1149	217	3	network	network	NOUN
ap-1149	217	4	can	can	AUX
ap-1149	217	5	correctly	correctly	ADV
ap-1149	217	6	classify	classify	VERB
ap-1149	217	7	gearboxes	gearbox	NOUN
ap-1149	217	8	falling	fall	VERB
ap-1149	217	9	into	into	ADP
ap-1149	217	10	a	a	DET
ap-1149	217	11	class	class	NOUN
ap-1149	217	12	,	,	PUNCT
ap-1149	217	13	that	that	PRON
ap-1149	217	14	was	be	AUX
ap-1149	217	15	not	not	PART
ap-1149	217	16	known	know	VERB
ap-1149	217	17	when	when	SCONJ
ap-1149	217	18	the	the	DET
ap-1149	217	19	net	net	NOUN
ap-1149	217	20	was	be	AUX
ap-1149	217	21	trained	train	VERB
ap-1149	217	22	.	.	PUNCT
ap-1149	218	1	we	we	PRON
ap-1149	218	2	need	need	VERB
ap-1149	218	3	to	to	PART
ap-1149	218	4	know	know	VERB
ap-1149	218	5	the	the	DET
ap-1149	218	6	diagnosis	diagnosis	NOUN
ap-1149	218	7	for	for	ADP
ap-1149	218	8	only	only	ADV
ap-1149	218	9	one	one	NUM
ap-1149	218	10	gearbox	gearbox	NOUN
ap-1149	218	11	.	.	PUNCT
ap-1149	219	1	the	the	DET
ap-1149	219	2	diagnosis	diagnosis	NOUN
ap-1149	219	3	for	for	ADP
ap-1149	219	4	other	other	ADJ
ap-1149	219	5	gearboxes	gearbox	NOUN
ap-1149	219	6	can	can	AUX
ap-1149	219	7	be	be	AUX
ap-1149	219	8	evaluated	evaluate	VERB
ap-1149	219	9	according	accord	VERB
ap-1149	219	10	to	to	ADP
ap-1149	219	11	their	their	PRON
ap-1149	219	12	mapping	mapping	NOUN
ap-1149	219	13	to	to	ADP
ap-1149	219	14	the	the	DET
ap-1149	219	15	benchmark	benchmark	NOUN
ap-1149	219	16	gearbox	gearbox	NOUN
ap-1149	219	17	.	.	PUNCT
ap-1149	220	1	crucial	crucial	ADJ
ap-1149	220	2	in	in	ADP
ap-1149	220	3	the	the	DET
ap-1149	220	4	application	application	NOUN
ap-1149	220	5	of	of	ADP
ap-1149	220	6	a	a	DET
ap-1149	220	7	kohonen	kohonen	PROPN
ap-1149	220	8	map	map	NOUN
ap-1149	220	9	is	be	AUX
ap-1149	220	10	the	the	DET
ap-1149	220	11	appropriate	appropriate	ADJ
ap-1149	220	12	size	size	NOUN
ap-1149	220	13	of	of	ADP
ap-1149	220	14	the	the	DET
ap-1149	220	15	map	map	NOUN
ap-1149	220	16	according	accord	VERB
ap-1149	220	17	to	to	ADP
ap-1149	220	18	the	the	DET
ap-1149	220	19	number	number	NOUN
ap-1149	220	20	of	of	ADP
ap-1149	220	21	test	test	NOUN
ap-1149	220	22	samples	sample	NOUN
ap-1149	220	23	.	.	PUNCT
ap-1149	221	1	if	if	SCONJ
ap-1149	221	2	the	the	DET
ap-1149	221	3	map	map	NOUN
ap-1149	221	4	is	be	AUX
ap-1149	221	5	too	too	ADV
ap-1149	221	6	large	large	ADJ
ap-1149	221	7	,	,	PUNCT
ap-1149	221	8	the	the	DET
ap-1149	221	9	tested	test	VERB
ap-1149	221	10	samples	sample	NOUN
ap-1149	221	11	will	will	AUX
ap-1149	221	12	be	be	AUX
ap-1149	221	13	too	too	ADV
ap-1149	221	14	distinct	distinct	ADJ
ap-1149	221	15	from	from	ADP
ap-1149	221	16	each	each	DET
ap-1149	221	17	other	other	ADJ
ap-1149	221	18	,	,	PUNCT
ap-1149	221	19	and	and	CCONJ
ap-1149	221	20	vice	vice	ADV
ap-1149	221	21	versa	versa	ADV
ap-1149	221	22	.	.	PUNCT
ap-1149	222	1	anfis	anfis	PROPN
ap-1149	222	2	represented	represent	VERB
ap-1149	222	3	a	a	DET
ap-1149	222	4	second	second	ADJ
ap-1149	222	5	type	type	NOUN
ap-1149	222	6	of	of	ADP
ap-1149	222	7	network	network	NOUN
ap-1149	222	8	,	,	PUNCT
ap-1149	222	9	which	which	PRON
ap-1149	222	10	uses	use	VERB
ap-1149	222	11	supervised	supervised	ADJ
ap-1149	222	12	learning	learning	NOUN
ap-1149	222	13	.	.	PUNCT
ap-1149	223	1	a	a	DET
ap-1149	223	2	precondition	precondition	NOUN
ap-1149	223	3	for	for	ADP
ap-1149	223	4	successful	successful	ADJ
ap-1149	223	5	use	use	NOUN
ap-1149	223	6	of	of	ADP
ap-1149	223	7	this	this	DET
ap-1149	223	8	28	28	NUM
ap-1149	223	9	©	©	PROPN
ap-1149	223	10	czech	czech	PROPN
ap-1149	223	11	technical	technical	PROPN
ap-1149	223	12	university	university	PROPN
ap-1149	223	13	publishing	publishing	NOUN
ap-1149	223	14	house	house	NOUN
ap-1149	223	15	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-1149	223	16	acta	acta	PROPN
ap-1149	223	17	polytechnica	polytechnica	PROPN
ap-1149	223	18	vol	vol	NOUN
ap-1149	223	19	.	.	PROPN
ap-1149	224	1	50	50	NUM
ap-1149	224	2	no	no	NOUN
ap-1149	224	3	.	.	PUNCT
ap-1149	225	1	1/2010	1/2010	NUM
ap-1149	225	2	8	8	NUM
ap-1149	225	3	9	9	NUM
ap-1149	225	4	10	10	NUM
ap-1149	225	5	11	11	NUM
ap-1149	225	6	40	40	NUM
ap-1149	225	7	50	50	NUM
ap-1149	225	8	60	60	NUM
ap-1149	225	9	70	70	NUM
ap-1149	225	10	4	4	NUM
ap-1149	225	11	5	5	NUM
ap-1149	225	12	6	6	NUM
ap-1149	225	13	7	7	NUM
ap-1149	225	14	8	8	NUM
ap-1149	225	15	crest	crest	NOUN
ap-1149	225	16	faktor	faktor	NOUN
ap-1149	225	17	(	(	PUNCT
ap-1149	225	18	-	-	SYM
ap-1149	225	19	)	)	PUNCT
ap-1149	225	20	3.5	3.5	NUM
ap-1149	225	21	4	4	NUM
ap-1149	225	22	4.5	4.5	NUM
ap-1149	225	23	5	5	NUM
ap-1149	225	24	5.5	5.5	NUM
ap-1149	225	25	6	6	NUM
ap-1149	225	26	6.5	6.5	NUM
ap-1149	225	27	7	7	NUM
ap-1149	225	28	7.5	7.5	NUM
ap-1149	225	29	8	8	NUM
ap-1149	225	30	8.5	8.5	NUM
ap-1149	225	31	6	6	NUM
ap-1149	225	32	6.5	6.5	NUM
ap-1149	225	33	7	7	NUM
ap-1149	225	34	8	8	NUM
ap-1149	225	35	9	9	NUM
ap-1149	225	36	10	10	NUM
ap-1149	225	37	11	11	NUM
ap-1149	225	38	4	4	NUM
ap-1149	225	39	6	6	NUM
ap-1149	225	40	8	8	NUM
ap-1149	225	41	3.5	3.5	NUM
ap-1149	225	42	4	4	NUM
ap-1149	225	43	4.5	4.5	NUM
ap-1149	225	44	5	5	NUM
ap-1149	225	45	5.5	5.5	NUM
ap-1149	225	46	6	6	NUM
ap-1149	225	47	6.5	6.5	NUM
ap-1149	225	48	7	7	NUM
ap-1149	225	49	7.5	7.5	NUM
ap-1149	225	50	8	8	NUM
ap-1149	225	51	7.5	7.5	NUM
ap-1149	225	52	8	8	NUM
ap-1149	225	53	8.5	8.5	NUM
ap-1149	225	54	9	9	NUM
ap-1149	225	55	9.5	9.5	NUM
ap-1149	225	56	10	10	NUM
ap-1149	225	57	10.5	10.5	NUM
ap-1149	225	58	400	400	NUM
ap-1149	225	59	450	450	NUM
ap-1149	225	60	500	500	NUM
ap-1149	225	61	550	550	NUM
ap-1149	225	62	600	600	NUM
ap-1149	225	63	4	4	NUM
ap-1149	225	64	4.5	4.5	NUM
ap-1149	225	65	5	5	NUM
ap-1149	225	66	5.5	5.5	NUM
ap-1149	225	67	6	6	NUM
ap-1149	225	68	6.5	6.5	NUM
ap-1149	225	69	crest	crest	NOUN
ap-1149	225	70	factor	factor	NOUN
ap-1149	225	71	(	(	PUNCT
ap-1149	225	72	-)peak	-)peak	X
ap-1149	225	73	(	(	PUNCT
ap-1149	225	74	m	m	NOUN
ap-1149	225	75	/	/	SYM
ap-1149	225	76	s	s	PART
ap-1149	225	77	)	)	PUNCT
ap-1149	225	78	2	2	NUM
ap-1149	225	79	q	q	NOUN
ap-1149	225	80	u	u	NOUN
ap-1149	225	81	a	a	DET
ap-1149	225	82	lit	light	VERB
ap-1149	225	83	y	y	NOUN
ap-1149	225	84	in	in	ADP
ap-1149	225	85	d	d	PROPN
ap-1149	225	86	e	e	X
ap-1149	225	87	x	x	X
ap-1149	225	88	(	(	PUNCT
ap-1149	225	89	)	)	PUNCT
ap-1149	225	90	4	4	NUM
ap-1149	225	91	4.5	4.5	NUM
ap-1149	225	92	5	5	NUM
ap-1149	225	93	5.5	5.5	NUM
ap-1149	225	94	6	6	NUM
ap-1149	225	95	6.5	6.5	NUM
ap-1149	225	96	6	6	NUM
ap-1149	225	97	6.5	6.5	NUM
ap-1149	225	98	7	7	NUM
ap-1149	225	99	40	40	NUM
ap-1149	225	100	50	50	NUM
ap-1149	225	101	60	60	NUM
ap-1149	225	102	70	70	NUM
ap-1149	225	103	2	2	NUM
ap-1149	225	104	4	4	NUM
ap-1149	225	105	6	6	NUM
ap-1149	225	106	8	8	NUM
ap-1149	225	107	2	2	NUM
ap-1149	225	108	3	3	NUM
ap-1149	225	109	4	4	NUM
ap-1149	225	110	5	5	NUM
ap-1149	225	111	6	6	NUM
ap-1149	225	112	7	7	NUM
ap-1149	225	113	8	8	NUM
ap-1149	225	114	9	9	NUM
ap-1149	225	115	rms	rm	NOUN
ap-1149	225	116	(	(	PUNCT
ap-1149	225	117	m	m	NOUN
ap-1149	225	118	/	/	SYM
ap-1149	225	119	s	s	PART
ap-1149	225	120	)	)	PUNCT
ap-1149	225	121	2	2	NUM
ap-1149	225	122	q	q	NOUN
ap-1149	225	123	u	u	NOUN
ap-1149	225	124	a	a	DET
ap-1149	225	125	lit	light	VERB
ap-1149	225	126	y	y	NOUN
ap-1149	225	127	in	in	ADP
ap-1149	225	128	d	d	PROPN
ap-1149	225	129	e	e	X
ap-1149	225	130	x	x	X
ap-1149	225	131	(	(	PUNCT
ap-1149	225	132	)	)	PUNCT
ap-1149	225	133	q	q	PROPN
ap-1149	225	134	u	u	NOUN
ap-1149	225	135	a	a	DET
ap-1149	225	136	lit	light	VERB
ap-1149	225	137	y	y	NOUN
ap-1149	225	138	in	in	ADP
ap-1149	225	139	d	d	PROPN
ap-1149	225	140	e	e	X
ap-1149	225	141	x	x	X
ap-1149	225	142	(	(	PUNCT
ap-1149	225	143	)	)	PUNCT
ap-1149	225	144	q	q	PROPN
ap-1149	225	145	u	u	NOUN
ap-1149	225	146	a	a	DET
ap-1149	225	147	lit	light	VERB
ap-1149	225	148	y	y	NOUN
ap-1149	225	149	in	in	ADP
ap-1149	225	150	d	d	PROPN
ap-1149	225	151	e	e	X
ap-1149	225	152	x	x	X
ap-1149	225	153	(	(	PUNCT
ap-1149	225	154	)	)	PUNCT
ap-1149	225	155	crest	crest	NOUN
ap-1149	225	156	factor	factor	NOUN
ap-1149	225	157	(	(	PUNCT
ap-1149	225	158	-	-	SYM
ap-1149	225	159	)	)	PUNCT
ap-1149	225	160	rms	rm	NOUN
ap-1149	225	161	(	(	PUNCT
ap-1149	225	162	m	m	PROPN
ap-1149	225	163	/	/	SYM
ap-1149	225	164	s	s	PART
ap-1149	225	165	)	)	PUNCT
ap-1149	225	166	2	2	NUM
ap-1149	225	167	11	11	NUM
ap-1149	225	168	kurt	kurt	NOUN
ap-1149	225	169	(	(	PUNCT
ap-1149	225	170	-	-	PUNCT
ap-1149	225	171	)	)	PUNCT
ap-1149	225	172	kurt	kurt	NOUN
ap-1149	225	173	(	(	PUNCT
ap-1149	225	174	-	-	PUNCT
ap-1149	225	175	)	)	PUNCT
ap-1149	225	176	fig	fig	NOUN
ap-1149	225	177	.	.	PUNCT
ap-1149	226	1	7	7	NUM
ap-1149	226	2	:	:	PUNCT
ap-1149	226	3	decision	decision	NOUN
ap-1149	226	4	surfaces	surface	NOUN
ap-1149	226	5	of	of	ADP
ap-1149	226	6	trained	train	VERB
ap-1149	226	7	anfis	anfis	PROPN
ap-1149	226	8	(	(	PUNCT
ap-1149	226	9	2	2	NUM
ap-1149	226	10	rules	rule	NOUN
ap-1149	226	11	)	)	PUNCT
ap-1149	226	12	type	type	NOUN
ap-1149	226	13	of	of	ADP
ap-1149	226	14	network	network	NOUN
ap-1149	226	15	is	be	AUX
ap-1149	226	16	to	to	PART
ap-1149	226	17	have	have	VERB
ap-1149	226	18	training	training	NOUN
ap-1149	226	19	data	datum	NOUN
ap-1149	226	20	in	in	ADP
ap-1149	226	21	advance	advance	NOUN
ap-1149	226	22	.	.	PUNCT
ap-1149	227	1	the	the	DET
ap-1149	227	2	training	training	NOUN
ap-1149	227	3	data	datum	NOUN
ap-1149	227	4	must	must	AUX
ap-1149	227	5	contain	contain	VERB
ap-1149	227	6	enough	enough	ADJ
ap-1149	227	7	gearboxes	gearbox	NOUN
ap-1149	227	8	from	from	ADP
ap-1149	227	9	all	all	DET
ap-1149	227	10	classes	class	NOUN
ap-1149	227	11	that	that	SCONJ
ap-1149	227	12	we	we	PRON
ap-1149	227	13	are	be	AUX
ap-1149	227	14	trying	try	VERB
ap-1149	227	15	to	to	PART
ap-1149	227	16	distinguish	distinguish	VERB
ap-1149	227	17	between	between	ADP
ap-1149	227	18	.	.	PUNCT
ap-1149	228	1	the	the	DET
ap-1149	228	2	advantage	advantage	NOUN
ap-1149	228	3	of	of	ADP
ap-1149	228	4	anfis	anfis	PROPN
ap-1149	228	5	is	be	AUX
ap-1149	228	6	visualizing	visualize	VERB
ap-1149	228	7	a	a	DET
ap-1149	228	8	decision	decision	NOUN
ap-1149	228	9	surface	surface	NOUN
ap-1149	228	10	.	.	PUNCT
ap-1149	229	1	according	accord	VERB
ap-1149	229	2	to	to	ADP
ap-1149	229	3	the	the	DET
ap-1149	229	4	trained	train	VERB
ap-1149	229	5	decision	decision	NOUN
ap-1149	229	6	surface	surface	NOUN
ap-1149	229	7	,	,	PUNCT
ap-1149	229	8	we	we	PRON
ap-1149	229	9	can	can	AUX
ap-1149	229	10	decide	decide	VERB
ap-1149	229	11	whether	whether	SCONJ
ap-1149	229	12	our	our	PRON
ap-1149	229	13	trained	train	VERB
ap-1149	229	14	data	data	NOUN
ap-1149	229	15	contains	contain	VERB
ap-1149	229	16	enough	enough	ADJ
ap-1149	229	17	training	training	NOUN
ap-1149	229	18	samples	sample	NOUN
ap-1149	229	19	for	for	ADP
ap-1149	229	20	the	the	DET
ap-1149	229	21	selected	select	VERB
ap-1149	229	22	net	net	ADJ
ap-1149	229	23	parameters	parameter	NOUN
ap-1149	229	24	.	.	PUNCT
ap-1149	230	1	our	our	PRON
ap-1149	230	2	results	result	NOUN
ap-1149	230	3	show	show	VERB
ap-1149	230	4	that	that	SCONJ
ap-1149	230	5	the	the	DET
ap-1149	230	6	root	root	NOUN
ap-1149	230	7	mean	mean	VERB
ap-1149	230	8	square	square	ADJ
ap-1149	230	9	value	value	NOUN
ap-1149	230	10	and	and	CCONJ
ap-1149	230	11	the	the	DET
ap-1149	230	12	kurtosis	kurtosis	NOUN
ap-1149	230	13	of	of	ADP
ap-1149	230	14	the	the	DET
ap-1149	230	15	vibration	vibration	NOUN
ap-1149	230	16	signal	signal	NOUN
ap-1149	230	17	have	have	VERB
ap-1149	230	18	the	the	DET
ap-1149	230	19	biggest	big	ADJ
ap-1149	230	20	influence	influence	NOUN
ap-1149	230	21	on	on	ADP
ap-1149	230	22	the	the	DET
ap-1149	230	23	final	final	ADJ
ap-1149	230	24	value	value	NOUN
ap-1149	230	25	of	of	ADP
ap-1149	230	26	the	the	DET
ap-1149	230	27	quality	quality	NOUN
ap-1149	230	28	index	index	NOUN
ap-1149	230	29	.	.	PUNCT
ap-1149	231	1	acknowledgments	acknowledgment	NOUN
ap-1149	231	2	this	this	DET
ap-1149	231	3	study	study	NOUN
ap-1149	231	4	was	be	AUX
ap-1149	231	5	supported	support	VERB
ap-1149	231	6	by	by	ADP
ap-1149	231	7	research	research	NOUN
ap-1149	231	8	program	program	NOUN
ap-1149	231	9	no	no	NOUN
ap-1149	231	10	.	.	PUNCT
ap-1149	232	1	msm	msm	NOUN
ap-1149	232	2	6840770015	6840770015	NUM
ap-1149	232	3	“	"	PUNCT
ap-1149	232	4	research	research	NOUN
ap-1149	232	5	of	of	ADP
ap-1149	232	6	methods	method	NOUN
ap-1149	232	7	and	and	CCONJ
ap-1149	232	8	systems	system	NOUN
ap-1149	232	9	for	for	ADP
ap-1149	232	10	measurement	measurement	NOUN
ap-1149	232	11	of	of	ADP
ap-1149	232	12	physical	physical	ADJ
ap-1149	232	13	quantities	quantity	NOUN
ap-1149	232	14	and	and	CCONJ
ap-1149	232	15	measured	measure	VERB
ap-1149	232	16	data	datum	NOUN
ap-1149	232	17	processing	processing	NOUN
ap-1149	232	18	”	"	PUNCT
ap-1149	232	19	of	of	ADP
ap-1149	232	20	the	the	DET
ap-1149	232	21	ctu	ctu	NOUN
ap-1149	232	22	in	in	ADP
ap-1149	232	23	prague	prague	PROPN
ap-1149	232	24	,	,	PUNCT
ap-1149	232	25	sponsored	sponsor	VERB
ap-1149	232	26	by	by	ADP
ap-1149	232	27	the	the	DET
ap-1149	232	28	ministry	ministry	PROPN
ap-1149	232	29	of	of	ADP
ap-1149	232	30	education	education	PROPN
ap-1149	232	31	,	,	PUNCT
ap-1149	232	32	youth	youth	NOUN
ap-1149	232	33	and	and	CCONJ
ap-1149	232	34	sports	sport	NOUN
ap-1149	232	35	of	of	ADP
ap-1149	232	36	the	the	DET
ap-1149	232	37	czech	czech	PROPN
ap-1149	232	38	republic	republic	NOUN
ap-1149	232	39	.	.	PUNCT
ap-1149	233	1	reference	reference	NOUN
ap-1149	234	1	[	[	X
ap-1149	234	2	1	1	NUM
ap-1149	234	3	]	]	PUNCT
ap-1149	234	4	matlab	matlab	X
ap-1149	234	5	fuzzy	fuzzy	ADJ
ap-1149	234	6	logic	logic	NOUN
ap-1149	234	7	.	.	PUNCT
ap-1149	235	1	mathworks	mathworks	PROPN
ap-1149	235	2	inc	inc	PROPN
ap-1149	235	3	.	.	PROPN
ap-1149	235	4	,	,	PUNCT
ap-1149	235	5	2003	2003	NUM
ap-1149	235	6	.	.	PUNCT
ap-1149	236	1	[	[	X
ap-1149	236	2	2	2	NUM
ap-1149	236	3	]	]	X
ap-1149	236	4	widrow	widrow	NOUN
ap-1149	236	5	,	,	PUNCT
ap-1149	236	6	b.	b.	PROPN
ap-1149	236	7	,	,	PUNCT
ap-1149	236	8	hoff	hoff	PROPN
ap-1149	236	9	,	,	PUNCT
ap-1149	236	10	m.	m.	NOUN
ap-1149	236	11	:	:	PUNCT
ap-1149	236	12	adaptive	adaptive	ADJ
ap-1149	236	13	switching	switching	NOUN
ap-1149	236	14	circuits	circuit	NOUN
ap-1149	236	15	.	.	PUNCT
ap-1149	237	1	new	new	PROPN
ap-1149	237	2	york	york	PROPN
ap-1149	237	3	:	:	PUNCT
ap-1149	237	4	ire	ire	VERB
ap-1149	237	5	wescon	wescon	NOUN
ap-1149	237	6	convention	convention	NOUN
ap-1149	237	7	record	record	NOUN
ap-1149	237	8	,	,	PUNCT
ap-1149	237	9	1960	1960	NUM
ap-1149	237	10	.	.	PUNCT
ap-1149	238	1	[	[	X
ap-1149	238	2	3	3	NUM
ap-1149	238	3	]	]	X
ap-1149	238	4	olmsted	olmsted	PROPN
ap-1149	238	5	,	,	PUNCT
ap-1149	238	6	d.	d.	PROPN
ap-1149	238	7	d.	d.	PROPN
ap-1149	238	8	:	:	PUNCT
ap-1149	238	9	history	history	NOUN
ap-1149	238	10	and	and	CCONJ
ap-1149	238	11	principles	principle	NOUN
ap-1149	238	12	of	of	ADP
ap-1149	238	13	neural	neural	ADJ
ap-1149	238	14	networks	network	NOUN
ap-1149	238	15	from	from	ADP
ap-1149	238	16	1960	1960	NUM
ap-1149	238	17	to	to	ADP
ap-1149	238	18	1990	1990	NUM
ap-1149	238	19	.	.	PUNCT
ap-1149	239	1	www.neurocomputing.org	www.neurocomputing.org	NUM
ap-1149	239	2	,	,	PUNCT
ap-1149	239	3	2006	2006	NUM
ap-1149	239	4	.	.	PUNCT
ap-1149	240	1	[	[	X
ap-1149	240	2	4	4	NUM
ap-1149	240	3	]	]	X
ap-1149	240	4	olmsted	olmsted	PROPN
ap-1149	240	5	,	,	PUNCT
ap-1149	240	6	d.	d.	PROPN
ap-1149	240	7	d.	d.	PROPN
ap-1149	240	8	:	:	PUNCT
ap-1149	240	9	history	history	NOUN
ap-1149	240	10	and	and	CCONJ
ap-1149	240	11	principles	principle	NOUN
ap-1149	240	12	of	of	ADP
ap-1149	240	13	neural	neural	ADJ
ap-1149	240	14	networks	network	NOUN
ap-1149	240	15	to	to	ADP
ap-1149	240	16	1960	1960	NUM
ap-1149	240	17	.	.	PUNCT
ap-1149	241	1	www.neurocomputing.org	www.neurocomputing.org	NUM
ap-1149	241	2	,	,	PUNCT
ap-1149	241	3	2006	2006	NUM
ap-1149	241	4	.	.	PUNCT
ap-1149	242	1	[	[	X
ap-1149	242	2	5	5	NUM
ap-1149	242	3	]	]	X
ap-1149	242	4	rumelhart	rumelhart	NOUN
ap-1149	242	5	,	,	PUNCT
ap-1149	242	6	d.	d.	PROPN
ap-1149	242	7	d.	d.	PROPN
ap-1149	242	8	,	,	PUNCT
ap-1149	242	9	hinton	hinton	PROPN
ap-1149	242	10	,	,	PUNCT
ap-1149	242	11	g.	g.	PROPN
ap-1149	242	12	e.	e.	PROPN
ap-1149	242	13	,	,	PUNCT
ap-1149	242	14	willliams	willliams	PROPN
ap-1149	242	15	,	,	PUNCT
ap-1149	242	16	r.	r.	PROPN
ap-1149	242	17	j.	j.	PROPN
ap-1149	242	18	:	:	PUNCT
ap-1149	242	19	learning	learn	VERB
ap-1149	242	20	representations	representation	NOUN
ap-1149	242	21	by	by	ADP
ap-1149	242	22	back	back	ADV
ap-1149	242	23	-	-	PUNCT
ap-1149	242	24	propagating	propagate	VERB
ap-1149	242	25	errors	error	NOUN
ap-1149	242	26	.	.	PUNCT
ap-1149	243	1	1986	1986	NUM
ap-1149	243	2	.	.	PUNCT
ap-1149	244	1	[	[	X
ap-1149	244	2	6	6	NUM
ap-1149	244	3	]	]	X
ap-1149	244	4	hebb	hebb	PROPN
ap-1149	244	5	,	,	PUNCT
ap-1149	244	6	d.	d.	PROPN
ap-1149	244	7	o.	o.	PROPN
ap-1149	244	8	:	:	PUNCT
ap-1149	244	9	the	the	DET
ap-1149	244	10	organizing	organizing	NOUN
ap-1149	244	11	of	of	ADP
ap-1149	244	12	behavior	behavior	NOUN
ap-1149	244	13	.	.	PUNCT
ap-1149	245	1	new	new	PROPN
ap-1149	245	2	york	york	PROPN
ap-1149	245	3	:	:	PUNCT
ap-1149	245	4	john	john	PROPN
ap-1149	245	5	wiley	wiley	PROPN
ap-1149	245	6	&	&	CCONJ
ap-1149	245	7	sons	son	NOUN
ap-1149	245	8	,	,	PUNCT
ap-1149	245	9	1949	1949	NUM
ap-1149	245	10	.	.	PUNCT
ap-1149	246	1	[	[	X
ap-1149	246	2	7	7	NUM
ap-1149	246	3	]	]	X
ap-1149	246	4	rosenblatt	rosenblatt	NOUN
ap-1149	246	5	,	,	PUNCT
ap-1149	246	6	f.	f.	PROPN
ap-1149	246	7	:	:	PUNCT
ap-1149	246	8	the	the	DET
ap-1149	246	9	perceptron	perceptron	PROPN
ap-1149	246	10	:	:	PUNCT
ap-1149	246	11	a	a	DET
ap-1149	246	12	probabilistic	probabilistic	ADJ
ap-1149	246	13	model	model	NOUN
ap-1149	246	14	for	for	ADP
ap-1149	246	15	information	information	NOUN
ap-1149	246	16	storage	storage	NOUN
ap-1149	246	17	and	and	CCONJ
ap-1149	246	18	organization	organization	NOUN
ap-1149	246	19	in	in	ADP
ap-1149	246	20	the	the	DET
ap-1149	246	21	brain	brain	NOUN
ap-1149	246	22	.	.	PUNCT
ap-1149	247	1	psychological	psychological	ADJ
ap-1149	247	2	review	review	NOUN
ap-1149	247	3	,	,	PUNCT
ap-1149	247	4	1958	1958	NUM
ap-1149	247	5	.	.	PUNCT
ap-1149	248	1	[	[	X
ap-1149	248	2	8	8	NUM
ap-1149	248	3	]	]	X
ap-1149	248	4	rosenblatt	rosenblatt	NOUN
ap-1149	248	5	,	,	PUNCT
ap-1149	248	6	f.	f.	PROPN
ap-1149	248	7	:	:	PUNCT
ap-1149	248	8	principles	principle	NOUN
ap-1149	248	9	of	of	ADP
ap-1149	248	10	neurodynamics	neurodynamic	NOUN
ap-1149	248	11	:	:	PUNCT
ap-1149	248	12	perceptrons	perceptron	NOUN
ap-1149	248	13	and	and	CCONJ
ap-1149	248	14	the	the	DET
ap-1149	248	15	theory	theory	NOUN
ap-1149	248	16	of	of	ADP
ap-1149	248	17	brain	brain	NOUN
ap-1149	248	18	mechanisms	mechanism	NOUN
ap-1149	248	19	.	.	PUNCT
ap-1149	249	1	washington	washington	PROPN
ap-1149	249	2	d.c	d.c	PROPN
ap-1149	249	3	.	.	PROPN
ap-1149	249	4	:	:	PUNCT
ap-1149	249	5	spartan	spartan	ADJ
ap-1149	249	6	books	book	NOUN
ap-1149	249	7	,	,	PUNCT
ap-1149	249	8	1960	1960	NUM
ap-1149	249	9	.	.	PUNCT
ap-1149	250	1	[	[	X
ap-1149	250	2	9	9	NUM
ap-1149	250	3	]	]	X
ap-1149	250	4	jang	jang	PROPN
ap-1149	250	5	,	,	PUNCT
ap-1149	250	6	j.	j.	PROPN
ap-1149	250	7	r.	r.	PROPN
ap-1149	250	8	:	:	PUNCT
ap-1149	250	9	neuro	neuro	PROPN
ap-1149	250	10	fuzzymodeling	fuzzymodeling	NOUN
ap-1149	250	11	:	:	PUNCT
ap-1149	250	12	architecture	architecture	NOUN
ap-1149	250	13	,	,	PUNCT
ap-1149	250	14	analyses	analysis	NOUN
ap-1149	250	15	and	and	CCONJ
ap-1149	250	16	applications	application	NOUN
ap-1149	250	17	.	.	PUNCT
ap-1149	251	1	phd	phd	NOUN
ap-1149	251	2	thesis	thesis	PROPN
ap-1149	251	3	,	,	PUNCT
ap-1149	251	4	university	university	PROPN
ap-1149	251	5	of	of	ADP
ap-1149	251	6	california	california	PROPN
ap-1149	251	7	,	,	PUNCT
ap-1149	251	8	berkeley	berkeley	PROPN
ap-1149	251	9	,	,	PUNCT
ap-1149	251	10	ca	ca	NOUN
ap-1149	251	11	,	,	PUNCT
ap-1149	251	12	1992	1992	NUM
ap-1149	251	13	.	.	PUNCT
ap-1149	252	1	[	[	X
ap-1149	252	2	10	10	NUM
ap-1149	252	3	]	]	X
ap-1149	252	4	fukushima	fukushima	PROPN
ap-1149	252	5	,	,	PUNCT
ap-1149	252	6	k.	k.	PROPN
ap-1149	252	7	:	:	PUNCT
ap-1149	252	8	cognitron	cognitron	PROPN
ap-1149	252	9	:	:	PUNCT
ap-1149	252	10	a	a	DET
ap-1149	252	11	self	self	NOUN
ap-1149	252	12	-	-	PUNCT
ap-1149	252	13	organizing	organize	VERB
ap-1149	252	14	multilayered	multilayere	VERB
ap-1149	252	15	neural	neural	ADJ
ap-1149	252	16	network	network	NOUN
ap-1149	252	17	.	.	PUNCT
ap-1149	253	1	biological	biological	ADJ
ap-1149	253	2	cybernetics	cybernetic	NOUN
ap-1149	253	3	,	,	PUNCT
ap-1149	253	4	1975	1975	NUM
ap-1149	253	5	.	.	PUNCT
ap-1149	254	1	[	[	X
ap-1149	254	2	11	11	NUM
ap-1149	254	3	]	]	PUNCT
ap-1149	254	4	jurčík	jurčík	NOUN
ap-1149	254	5	,	,	PUNCT
ap-1149	254	6	m.	m.	NOUN
ap-1149	254	7	:	:	PUNCT
ap-1149	254	8	som	som	NOUN
ap-1149	254	9	,	,	PUNCT
ap-1149	254	10	2003	2003	NUM
ap-1149	254	11	.	.	PUNCT
ap-1149	255	1	[	[	X
ap-1149	255	2	12	12	NUM
ap-1149	255	3	]	]	X
ap-1149	255	4	šnorek	šnorek	NOUN
ap-1149	255	5	,	,	PUNCT
ap-1149	255	6	m.	m.	NOUN
ap-1149	255	7	:	:	PUNCT
ap-1149	255	8	neuronové	neuronové	VERB
ap-1149	255	9	sítě	sítě	VERB
ap-1149	255	10	a	a	DET
ap-1149	255	11	neuropočítače	neuropočítače	NOUN
ap-1149	255	12	.	.	PUNCT
ap-1149	256	1	praha	praha	PROPN
ap-1149	256	2	:	:	PUNCT
ap-1149	256	3	čvut	čvut	ADJ
ap-1149	256	4	,	,	PUNCT
ap-1149	256	5	2002	2002	NUM
ap-1149	256	6	.	.	PUNCT
ap-1149	257	1	[	[	X
ap-1149	257	2	13	13	NUM
ap-1149	257	3	]	]	X
ap-1149	257	4	rochester	rochester	PROPN
ap-1149	257	5	,	,	PUNCT
ap-1149	257	6	n.	n.	PROPN
ap-1149	257	7	,	,	PUNCT
ap-1149	257	8	holland	holland	PROPN
ap-1149	257	9	,	,	PUNCT
ap-1149	257	10	j.	j.	PROPN
ap-1149	257	11	h.	h.	PROPN
ap-1149	257	12	,	,	PUNCT
ap-1149	257	13	haibt	haibt	PROPN
ap-1149	257	14	,	,	PUNCT
ap-1149	257	15	l.	l.	PROPN
ap-1149	257	16	h.	h.	PROPN
ap-1149	257	17	,	,	PUNCT
ap-1149	257	18	duda	duda	PROPN
ap-1149	257	19	,	,	PUNCT
ap-1149	257	20	w.	w.	PROPN
ap-1149	257	21	l.	l.	PROPN
ap-1149	257	22	:	:	PUNCT
ap-1149	257	23	test	test	NOUN
ap-1149	257	24	on	on	ADP
ap-1149	257	25	a	a	DET
ap-1149	257	26	cell	cell	NOUN
ap-1149	257	27	assembly	assembly	NOUN
ap-1149	257	28	theory	theory	NOUN
ap-1149	257	29	of	of	ADP
ap-1149	257	30	the	the	DET
ap-1149	257	31	action	action	NOUN
ap-1149	257	32	of	of	ADP
ap-1149	257	33	the	the	DET
ap-1149	257	34	brain	brain	NOUN
ap-1149	257	35	using	use	VERB
ap-1149	257	36	a	a	DET
ap-1149	257	37	large	large	ADJ
ap-1149	257	38	digital	digital	ADJ
ap-1149	257	39	computer	computer	NOUN
ap-1149	257	40	.	.	PUNCT
ap-1149	258	1	ire	ire	ADJ
ap-1149	258	2	transaction	transaction	NOUN
ap-1149	258	3	of	of	ADP
ap-1149	258	4	information	information	NOUN
ap-1149	258	5	theory	theory	NOUN
ap-1149	258	6	it	it	PRON
ap-1149	258	7	,	,	PUNCT
ap-1149	258	8	1956	1956	NUM
ap-1149	258	9	.	.	PUNCT
ap-1149	259	1	[	[	X
ap-1149	259	2	14	14	NUM
ap-1149	259	3	]	]	X
ap-1149	259	4	večeř	večeř	NOUN
ap-1149	259	5	,	,	PUNCT
ap-1149	259	6	p.	p.	PROPN
ap-1149	259	7	,	,	PUNCT
ap-1149	259	8	kreidl	kreidl	PROPN
ap-1149	259	9	,	,	PUNCT
ap-1149	259	10	m.	m.	NOUN
ap-1149	259	11	,	,	PUNCT
ap-1149	259	12	šmíd	šmíd	PROPN
ap-1149	259	13	,	,	PUNCT
ap-1149	259	14	r.	r.	PROPN
ap-1149	259	15	:	:	PUNCT
ap-1149	259	16	application	application	NOUN
ap-1149	259	17	of	of	ADP
ap-1149	259	18	the	the	DET
ap-1149	259	19	self	self	NOUN
ap-1149	259	20	-	-	PUNCT
ap-1149	259	21	organizing	organize	VERB
ap-1149	259	22	map	map	NOUN
ap-1149	259	23	to	to	ADP
ap-1149	259	24	manual	manual	ADJ
ap-1149	259	25	automotive	automotive	ADJ
ap-1149	259	26	transmission	transmission	NOUN
ap-1149	259	27	diagnostics	diagnostic	NOUN
ap-1149	259	28	.	.	PUNCT
ap-1149	260	1	in	in	ADP
ap-1149	260	2	isspit	isspit	NOUN
ap-1149	260	3	2003	2003	NUM
ap-1149	260	4	,	,	PUNCT
ap-1149	260	5	darmstadt	darmstadt	PROPN
ap-1149	260	6	,	,	PUNCT
ap-1149	260	7	germany	germany	PROPN
ap-1149	260	8	,	,	PUNCT
ap-1149	260	9	december	december	PROPN
ap-1149	260	10	2003	2003	NUM
ap-1149	260	11	.	.	PUNCT
ap-1149	261	1	[	[	X
ap-1149	261	2	15	15	NUM
ap-1149	261	3	]	]	X
ap-1149	261	4	večeř	večeř	NOUN
ap-1149	261	5	,	,	PUNCT
ap-1149	261	6	p.	p.	PROPN
ap-1149	261	7	,	,	PUNCT
ap-1149	261	8	kreidl	kreidl	PROPN
ap-1149	261	9	,	,	PUNCT
ap-1149	261	10	m.	m.	NOUN
ap-1149	261	11	,	,	PUNCT
ap-1149	261	12	šmíd	šmíd	PROPN
ap-1149	261	13	,	,	PUNCT
ap-1149	261	14	r.	r.	PROPN
ap-1149	261	15	:	:	PUNCT
ap-1149	261	16	using	use	VERB
ap-1149	261	17	adaptive	adaptive	ADJ
ap-1149	261	18	-	-	PUNCT
ap-1149	261	19	network	network	NOUN
ap-1149	261	20	-	-	PUNCT
ap-1149	261	21	based	base	VERB
ap-1149	261	22	fuzzy	fuzzy	ADJ
ap-1149	261	23	inference	inference	NOUN
ap-1149	261	24	system	system	NOUN
ap-1149	261	25	for	for	ADP
ap-1149	261	26	the	the	DET
ap-1149	261	27	manual	manual	ADJ
ap-1149	261	28	transmission	transmission	NOUN
ap-1149	261	29	diagnostics	diagnostic	NOUN
ap-1149	261	30	,	,	PUNCT
ap-1149	261	31	2004	2004	NUM
ap-1149	261	32	.	.	PUNCT
ap-1149	262	1	[	[	X
ap-1149	262	2	16	16	NUM
ap-1149	262	3	]	]	X
ap-1149	262	4	kohonen	kohonen	PROPN
ap-1149	262	5	,	,	PUNCT
ap-1149	262	6	t.	t.	PROPN
ap-1149	262	7	:	:	PUNCT
ap-1149	262	8	correlation	correlation	NOUN
ap-1149	262	9	matrix	matrix	NOUN
ap-1149	262	10	memories	memory	NOUN
ap-1149	262	11	.	.	PUNCT
ap-1149	263	1	berlin	berlin	PROPN
ap-1149	263	2	:	:	PUNCT
ap-1149	263	3	springer	springer	NOUN
ap-1149	263	4	-	-	PUNCT
ap-1149	263	5	verlag	verlag	PROPN
ap-1149	263	6	,	,	PUNCT
ap-1149	263	7	1984	1984	NUM
ap-1149	263	8	.	.	PUNCT
ap-1149	264	1	[	[	X
ap-1149	264	2	17	17	NUM
ap-1149	264	3	]	]	X
ap-1149	264	4	mcculloch	mcculloch	PROPN
ap-1149	264	5	,	,	PUNCT
ap-1149	264	6	w.	w.	PROPN
ap-1149	264	7	s.	s.	PROPN
ap-1149	264	8	,	,	PUNCT
ap-1149	264	9	pitts	pitts	PROPN
ap-1149	264	10	,	,	PUNCT
ap-1149	264	11	w.	w.	PROPN
ap-1149	264	12	h.	h.	PROPN
ap-1149	264	13	:	:	PUNCT
ap-1149	264	14	a	a	DET
ap-1149	264	15	logical	logical	ADJ
ap-1149	264	16	calculus	calculus	NOUN
ap-1149	264	17	of	of	ADP
ap-1149	264	18	the	the	DET
ap-1149	264	19	ideas	idea	NOUN
ap-1149	264	20	immanent	immanent	ADJ
ap-1149	264	21	in	in	ADP
ap-1149	264	22	nervous	nervous	ADJ
ap-1149	264	23	activity	activity	NOUN
ap-1149	264	24	.	.	PUNCT
ap-1149	265	1	bulletin	bulletin	NOUN
ap-1149	265	2	of	of	ADP
ap-1149	265	3	mathematical	mathematical	ADJ
ap-1149	265	4	biophysics	biophysic	NOUN
ap-1149	265	5	,	,	PUNCT
ap-1149	265	6	1943	1943	NUM
ap-1149	265	7	.	.	PUNCT
ap-1149	266	1	ing	ing	ADJ
ap-1149	266	2	.	.	PUNCT
ap-1149	267	1	petr	petr	PROPN
ap-1149	267	2	večeř	večeř	PROPN
ap-1149	267	3	e	e	PROPN
ap-1149	267	4	-	-	NOUN
ap-1149	267	5	mail	mail	NOUN
ap-1149	267	6	:	:	PUNCT
ap-1149	267	7	pvecer@centrum.cz	pvecer@centrum.cz	PROPN
ap-1149	267	8	doc	doc	PROPN
ap-1149	267	9	.	.	PROPN
ap-1149	268	1	ing	ing	PROPN
ap-1149	268	2	.	.	PUNCT
ap-1149	269	1	marcel	marcel	PROPN
ap-1149	269	2	kreidl	kreidl	PROPN
ap-1149	269	3	,	,	PUNCT
ap-1149	269	4	csc	csc	PROPN
ap-1149	269	5	.	.	PROPN
ap-1149	269	6	phone	phone	NOUN
ap-1149	269	7	:	:	PUNCT
ap-1149	269	8	+420	+420	PROPN
ap-1149	269	9	224	224	NUM
ap-1149	269	10	352	352	NUM
ap-1149	269	11	117	117	NUM
ap-1149	269	12	e	e	NOUN
ap-1149	269	13	-	-	NOUN
ap-1149	269	14	mail	mail	NOUN
ap-1149	269	15	:	:	PUNCT
ap-1149	269	16	kreidl@fel.cvut.cz	kreidl@fel.cvut.cz	PROPN
ap-1149	269	17	doc	doc	PROPN
ap-1149	269	18	.	.	PROPN
ap-1149	270	1	ing	ing	PROPN
ap-1149	270	2	.	.	PUNCT
ap-1149	271	1	radislav	radislav	PROPN
ap-1149	271	2	šmíd	šmíd	PROPN
ap-1149	271	3	,	,	PUNCT
ap-1149	271	4	ph.d	ph.d	PROPN
ap-1149	271	5	.	.	PUNCT
ap-1149	271	6	phone	phone	NOUN
ap-1149	271	7	:	:	PUNCT
ap-1149	271	8	+420	+420	PROPN
ap-1149	271	9	224	224	NUM
ap-1149	271	10	352	352	NUM
ap-1149	271	11	131	131	NUM
ap-1149	271	12	e	e	NOUN
ap-1149	271	13	-	-	NOUN
ap-1149	271	14	mail	mail	NOUN
ap-1149	271	15	:	:	PUNCT
ap-1149	271	16	smid@fel.cvut.cz	smid@fel.cvut.cz	PROPN
ap-1149	271	17	department	department	PROPN
ap-1149	271	18	of	of	ADP
ap-1149	271	19	measurements	measurement	NOUN
ap-1149	271	20	czech	czech	PROPN
ap-1149	271	21	technical	technical	PROPN
ap-1149	271	22	university	university	PROPN
ap-1149	271	23	in	in	ADP
ap-1149	271	24	prague	prague	PROPN
ap-1149	271	25	faculty	faculty	NOUN
ap-1149	271	26	of	of	ADP
ap-1149	271	27	electrical	electrical	ADJ
ap-1149	271	28	engineering	engineering	NOUN
ap-1149	271	29	technická	technická	NOUN
ap-1149	271	30	2	2	NUM
ap-1149	271	31	166	166	NUM
ap-1149	271	32	27	27	NUM
ap-1149	271	33	prague	prague	NOUN
ap-1149	271	34	6	6	NUM
ap-1149	271	35	,	,	PUNCT
ap-1149	271	36	czech	czech	PROPN
ap-1149	271	37	republic	republic	NOUN
ap-1149	271	38	©	©	PROPN
ap-1149	271	39	czech	czech	PROPN
ap-1149	271	40	technical	technical	PROPN
ap-1149	271	41	university	university	PROPN
ap-1149	271	42	publishing	publishing	NOUN
ap-1149	271	43	house	house	NOUN
ap-1149	271	44	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-1149	271	45	29	29	NUM
ap-1149	271	46	acta	acta	PROPN
ap-1149	271	47	polytechnica	polytechnica	PROPN
ap-1149	271	48	vol	vol	NOUN
ap-1149	271	49	.	.	PROPN
ap-1149	272	1	50	50	NUM
ap-1149	272	2	no	no	NOUN
ap-1149	272	3	.	.	PUNCT
ap-1149	273	1	1/2010	1/2010	NUM