id	sid	tid	token	lemma	pos
ap-636	1	1	ap04-bittnar1.vp	ap04-bittnar1.vp	PROPN
ap-636	1	2	1	1	NUM
ap-636	1	3	introduction	introduction	NOUN
ap-636	1	4	utilization	utilization	NOUN
ap-636	1	5	of	of	ADP
ap-636	1	6	an	an	DET
ap-636	1	7	appropriate	appropriate	ADJ
ap-636	1	8	material	material	NOUN
ap-636	1	9	model	model	NOUN
ap-636	1	10	for	for	ADP
ap-636	1	11	realistic	realistic	ADJ
ap-636	1	12	modeling	modeling	NOUN
ap-636	1	13	of	of	ADP
ap-636	1	14	concrete	concrete	NOUN
ap-636	1	15	is	be	AUX
ap-636	1	16	essential	essential	ADJ
ap-636	1	17	in	in	ADP
ap-636	1	18	order	order	NOUN
ap-636	1	19	to	to	PART
ap-636	1	20	capture	capture	VERB
ap-636	1	21	both	both	DET
ap-636	1	22	experimental	experimental	ADJ
ap-636	1	23	results	result	NOUN
ap-636	1	24	and	and	CCONJ
ap-636	1	25	real	real	ADJ
ap-636	1	26	structures	structure	NOUN
ap-636	1	27	.	.	PUNCT
ap-636	2	1	generally	generally	ADV
ap-636	2	2	,	,	PUNCT
ap-636	2	3	the	the	DET
ap-636	2	4	more	more	ADV
ap-636	2	5	sophisticated	sophisticated	ADJ
ap-636	2	6	the	the	DET
ap-636	2	7	model	model	NOUN
ap-636	2	8	we	we	PRON
ap-636	2	9	deal	deal	VERB
ap-636	2	10	with	with	ADP
ap-636	2	11	,	,	PUNCT
ap-636	2	12	the	the	PRON
ap-636	2	13	greater	great	ADJ
ap-636	2	14	the	the	DET
ap-636	2	15	number	number	NOUN
ap-636	2	16	of	of	ADP
ap-636	2	17	model	model	NOUN
ap-636	2	18	parameters	parameter	NOUN
ap-636	2	19	that	that	PRON
ap-636	2	20	have	have	VERB
ap-636	2	21	to	to	PART
ap-636	2	22	be	be	AUX
ap-636	2	23	considered	consider	VERB
ap-636	2	24	.	.	PUNCT
ap-636	3	1	in	in	ADP
ap-636	3	2	better	well	ADJ
ap-636	3	3	cases	case	NOUN
ap-636	3	4	,	,	PUNCT
ap-636	3	5	basic	basic	ADJ
ap-636	3	6	parameters	parameter	NOUN
ap-636	3	7	such	such	ADJ
ap-636	3	8	as	as	ADP
ap-636	3	9	compressive	compressive	ADJ
ap-636	3	10	strength	strength	NOUN
ap-636	3	11	,	,	PUNCT
ap-636	3	12	modulus	modulus	NOUN
ap-636	3	13	of	of	ADP
ap-636	3	14	elasticity	elasticity	NOUN
ap-636	3	15	,	,	PUNCT
ap-636	3	16	etc	etc	X
ap-636	3	17	.	.	X
ap-636	3	18	are	be	AUX
ap-636	3	19	known	know	VERB
ap-636	3	20	.	.	PUNCT
ap-636	4	1	in	in	ADP
ap-636	4	2	worse	bad	ADJ
ap-636	4	3	cases	case	NOUN
ap-636	4	4	,	,	PUNCT
ap-636	4	5	practically	practically	ADV
ap-636	4	6	nothing	nothing	PRON
ap-636	4	7	is	be	AUX
ap-636	4	8	known	know	VERB
ap-636	4	9	.	.	PUNCT
ap-636	5	1	some	some	DET
ap-636	5	2	parameters	parameter	NOUN
ap-636	5	3	can	can	AUX
ap-636	5	4	be	be	AUX
ap-636	5	5	estimated	estimate	VERB
ap-636	5	6	using	use	VERB
ap-636	5	7	recommended	recommend	VERB
ap-636	5	8	formulas	formula	NOUN
ap-636	5	9	from	from	ADP
ap-636	5	10	the	the	DET
ap-636	5	11	literature	literature	NOUN
ap-636	5	12	,	,	PUNCT
ap-636	5	13	but	but	CCONJ
ap-636	5	14	in	in	ADP
ap-636	5	15	most	most	ADJ
ap-636	5	16	cases	case	NOUN
ap-636	5	17	these	these	DET
ap-636	5	18	formulas	formula	NOUN
ap-636	5	19	can	can	AUX
ap-636	5	20	be	be	AUX
ap-636	5	21	used	use	VERB
ap-636	5	22	only	only	ADV
ap-636	5	23	as	as	ADP
ap-636	5	24	a	a	DET
ap-636	5	25	first	first	ADJ
ap-636	5	26	approximation	approximation	NOUN
ap-636	5	27	of	of	ADP
ap-636	5	28	the	the	DET
ap-636	5	29	parameters	parameter	NOUN
ap-636	5	30	.	.	PUNCT
ap-636	6	1	if	if	SCONJ
ap-636	6	2	an	an	DET
ap-636	6	3	experimental	experimental	ADJ
ap-636	6	4	load	load	NOUN
ap-636	6	5	-	-	PUNCT
ap-636	6	6	deflection	deflection	NOUN
ap-636	6	7	curve	curve	NOUN
ap-636	6	8	is	be	AUX
ap-636	6	9	to	to	PART
ap-636	6	10	be	be	AUX
ap-636	6	11	captured	capture	VERB
ap-636	6	12	,	,	PUNCT
ap-636	6	13	e.g.	e.g.	ADV
ap-636	6	14	,	,	PUNCT
ap-636	6	15	by	by	ADP
ap-636	6	16	.	.	PUNCT
ap-636	7	1	a	a	DET
ap-636	7	2	nonlinear	nonlinear	ADJ
ap-636	7	3	fracture	fracture	PROPN
ap-636	7	4	mechanics	mechanic	NOUN
ap-636	7	5	model	model	NOUN
ap-636	7	6	,	,	PUNCT
ap-636	7	7	the	the	DET
ap-636	7	8	first	first	ADJ
ap-636	7	9	calculation	calculation	NOUN
ap-636	7	10	using	use	VERB
ap-636	7	11	an	an	DET
ap-636	7	12	initial	initial	ADJ
ap-636	7	13	set	set	NOUN
ap-636	7	14	of	of	ADP
ap-636	7	15	material	material	NOUN
ap-636	7	16	model	model	NOUN
ap-636	7	17	parameters	parameter	NOUN
ap-636	7	18	usually	usually	ADV
ap-636	7	19	deviates	deviate	VERB
ap-636	7	20	from	from	ADP
ap-636	7	21	desired	desire	VERB
ap-636	7	22	set	set	NOUN
ap-636	7	23	.	.	PUNCT
ap-636	8	1	then	then	ADV
ap-636	8	2	it	it	PRON
ap-636	8	3	is	be	AUX
ap-636	8	4	necessary	necessary	ADJ
ap-636	8	5	to	to	PART
ap-636	8	6	make	make	VERB
ap-636	8	7	some	some	DET
ap-636	8	8	correction	correction	NOUN
ap-636	8	9	of	of	ADP
ap-636	8	10	the	the	DET
ap-636	8	11	parameters	parameter	NOUN
ap-636	8	12	using	use	VERB
ap-636	8	13	a	a	DET
ap-636	8	14	trial	trial	NOUN
ap-636	8	15	-	-	PUNCT
ap-636	8	16	and	and	CCONJ
ap-636	8	17	-	-	PUNCT
ap-636	8	18	error	error	NOUN
ap-636	8	19	method	method	NOUN
ap-636	8	20	.	.	PUNCT
ap-636	9	1	the	the	DET
ap-636	9	2	parameters	parameter	NOUN
ap-636	9	3	are	be	AUX
ap-636	9	4	changed	change	VERB
ap-636	9	5	step	step	NOUN
ap-636	9	6	by	by	ADP
ap-636	9	7	step	step	NOUN
ap-636	9	8	,	,	PUNCT
ap-636	9	9	the	the	DET
ap-636	9	10	numerical	numerical	ADJ
ap-636	9	11	calculations	calculation	NOUN
ap-636	9	12	have	have	VERB
ap-636	9	13	to	to	PART
ap-636	9	14	repeated	repeat	VERB
ap-636	9	15	many	many	ADJ
ap-636	9	16	times	time	NOUN
ap-636	9	17	and	and	CCONJ
ap-636	9	18	the	the	DET
ap-636	9	19	numerical	numerical	PROPN
ap-636	9	20	simulation	simulation	PROPN
ap-636	9	21	results	result	NOUN
ap-636	9	22	are	be	AUX
ap-636	9	23	compared	compare	VERB
ap-636	9	24	with	with	ADP
ap-636	9	25	the	the	DET
ap-636	9	26	experimental	experimental	ADJ
ap-636	9	27	results	result	NOUN
ap-636	9	28	.	.	PUNCT
ap-636	10	1	such	such	DET
ap-636	10	2	a	a	DET
ap-636	10	3	classical	classical	ADJ
ap-636	10	4	approach	approach	NOUN
ap-636	10	5	is	be	AUX
ap-636	10	6	not	not	PART
ap-636	10	7	very	very	ADV
ap-636	10	8	efficient	efficient	ADJ
ap-636	10	9	,	,	PUNCT
ap-636	10	10	especially	especially	ADV
ap-636	10	11	if	if	SCONJ
ap-636	10	12	a	a	DET
ap-636	10	13	complex	complex	ADJ
ap-636	10	14	material	material	NOUN
ap-636	10	15	model	model	NOUN
ap-636	10	16	with	with	ADP
ap-636	10	17	many	many	ADJ
ap-636	10	18	parameters	parameter	NOUN
ap-636	10	19	is	be	AUX
ap-636	10	20	used	use	VERB
ap-636	10	21	.	.	PUNCT
ap-636	11	1	that	that	PRON
ap-636	11	2	is	be	AUX
ap-636	11	3	why	why	SCONJ
ap-636	11	4	different	different	ADJ
ap-636	11	5	alternatives	alternative	NOUN
ap-636	11	6	of	of	ADP
ap-636	11	7	identification	identification	NOUN
ap-636	11	8	algorithms	algorithm	NOUN
ap-636	11	9	have	have	AUX
ap-636	11	10	been	be	AUX
ap-636	11	11	proposed	propose	VERB
ap-636	11	12	in	in	ADP
ap-636	11	13	the	the	DET
ap-636	11	14	literature	literature	NOUN
ap-636	11	15	,	,	PUNCT
ap-636	11	16	and	and	CCONJ
ap-636	11	17	they	they	PRON
ap-636	11	18	are	be	AUX
ap-636	11	19	now	now	ADV
ap-636	11	20	becoming	become	VERB
ap-636	11	21	increasingly	increasingly	ADV
ap-636	11	22	attractive	attractive	ADJ
ap-636	11	23	(	(	PUNCT
ap-636	12	1	e.g.	e.g.	ADV
ap-636	12	2	[	[	X
ap-636	12	3	1	1	NUM
ap-636	12	4	]	]	PUNCT
ap-636	12	5	,	,	PUNCT
ap-636	12	6	[	[	X
ap-636	12	7	2	2	NUM
ap-636	12	8	]	]	PUNCT
ap-636	12	9	,	,	PUNCT
ap-636	12	10	[	[	X
ap-636	12	11	3	3	NUM
ap-636	12	12	]	]	NUM
ap-636	12	13	)	)	PUNCT
ap-636	12	14	.	.	PUNCT
ap-636	13	1	the	the	DET
ap-636	13	2	aim	aim	NOUN
ap-636	13	3	of	of	ADP
ap-636	13	4	this	this	DET
ap-636	13	5	paper	paper	NOUN
ap-636	13	6	is	be	AUX
ap-636	13	7	to	to	PART
ap-636	13	8	present	present	VERB
ap-636	13	9	a	a	DET
ap-636	13	10	new	new	ADJ
ap-636	13	11	approach	approach	NOUN
ap-636	13	12	for	for	ADP
ap-636	13	13	identifying	identify	VERB
ap-636	13	14	material	material	NOUN
ap-636	13	15	model	model	NOUN
ap-636	13	16	parameters	parameter	NOUN
ap-636	13	17	.	.	PUNCT
ap-636	14	1	the	the	DET
ap-636	14	2	proposed	propose	VERB
ap-636	14	3	approach	approach	NOUN
ap-636	14	4	is	be	AUX
ap-636	14	5	based	base	VERB
ap-636	14	6	on	on	ADP
ap-636	14	7	coupling	couple	VERB
ap-636	14	8	stochastic	stochastic	ADJ
ap-636	14	9	nonlinear	nonlinear	ADJ
ap-636	14	10	fracture	fracture	ADJ
ap-636	14	11	mechanics	mechanic	NOUN
ap-636	14	12	analysis	analysis	NOUN
ap-636	14	13	and	and	CCONJ
ap-636	14	14	an	an	DET
ap-636	14	15	artificial	artificial	ADJ
ap-636	14	16	neural	neural	ADJ
ap-636	14	17	network	network	NOUN
ap-636	14	18	.	.	PUNCT
ap-636	15	1	the	the	DET
ap-636	15	2	identification	identification	NOUN
ap-636	15	3	parameters	parameter	NOUN
ap-636	15	4	play	play	VERB
ap-636	15	5	the	the	DET
ap-636	15	6	role	role	NOUN
ap-636	15	7	of	of	ADP
ap-636	15	8	basic	basic	ADJ
ap-636	15	9	random	random	ADJ
ap-636	15	10	variables	variable	NOUN
ap-636	15	11	,	,	PUNCT
ap-636	15	12	with	with	ADP
ap-636	15	13	the	the	DET
ap-636	15	14	scatter	scatter	NOUN
ap-636	15	15	reflecting	reflect	VERB
ap-636	15	16	the	the	DET
ap-636	15	17	physical	physical	ADJ
ap-636	15	18	range	range	NOUN
ap-636	15	19	of	of	ADP
ap-636	15	20	possible	possible	ADJ
ap-636	15	21	values	value	NOUN
ap-636	15	22	.	.	PUNCT
ap-636	16	1	the	the	DET
ap-636	16	2	efficient	efficient	ADJ
ap-636	16	3	monte	monte	PROPN
ap-636	16	4	carlo	carlo	PROPN
ap-636	16	5	type	type	PROPN
ap-636	16	6	simulation	simulation	PROPN
ap-636	16	7	method	method	PROPN
ap-636	16	8	latin	latin	ADJ
ap-636	16	9	hypercube	hypercube	NOUN
ap-636	16	10	sampling	sample	VERB
ap-636	16	11	(	(	PUNCT
ap-636	16	12	lhs	lhs	PROPN
ap-636	16	13	)	)	PUNCT
ap-636	16	14	is	be	AUX
ap-636	16	15	used	use	VERB
ap-636	16	16	.	.	PUNCT
ap-636	17	1	the	the	DET
ap-636	17	2	statistical	statistical	ADJ
ap-636	17	3	simulation	simulation	NOUN
ap-636	17	4	provides	provide	VERB
ap-636	17	5	the	the	DET
ap-636	17	6	set	set	NOUN
ap-636	17	7	of	of	ADP
ap-636	17	8	data	datum	NOUN
ap-636	17	9	,	,	PUNCT
ap-636	17	10	“	"	PUNCT
ap-636	17	11	a	a	DET
ap-636	17	12	bundle	bundle	NOUN
ap-636	17	13	”	"	PUNCT
ap-636	17	14	of	of	ADP
ap-636	17	15	numerically	numerically	ADV
ap-636	17	16	simulated	simulate	VERB
ap-636	17	17	load	load	NOUN
ap-636	17	18	-	-	PUNCT
ap-636	17	19	deflection	deflection	NOUN
ap-636	17	20	curves	curve	NOUN
ap-636	17	21	.	.	PUNCT
ap-636	18	1	the	the	DET
ap-636	18	2	generated	generate	VERB
ap-636	18	3	basic	basic	ADJ
ap-636	18	4	random	random	ADJ
ap-636	18	5	variables	variable	NOUN
ap-636	18	6	and	and	CCONJ
ap-636	18	7	the	the	DET
ap-636	18	8	subsequently	subsequently	ADV
ap-636	18	9	calculated	calculate	VERB
ap-636	18	10	load	load	NOUN
ap-636	18	11	-	-	PUNCT
ap-636	18	12	deflection	deflection	NOUN
ap-636	18	13	curves	curve	NOUN
ap-636	18	14	are	be	AUX
ap-636	18	15	used	use	VERB
ap-636	18	16	for	for	ADP
ap-636	18	17	training	train	VERB
ap-636	18	18	a	a	DET
ap-636	18	19	suitable	suitable	ADJ
ap-636	18	20	type	type	NOUN
ap-636	18	21	of	of	ADP
ap-636	18	22	neural	neural	ADJ
ap-636	18	23	network	network	NOUN
ap-636	18	24	.	.	PUNCT
ap-636	19	1	once	once	SCONJ
ap-636	19	2	the	the	DET
ap-636	19	3	network	network	NOUN
ap-636	19	4	is	be	AUX
ap-636	19	5	trained	train	VERB
ap-636	19	6	it	it	PRON
ap-636	19	7	represents	represent	VERB
ap-636	19	8	an	an	DET
ap-636	19	9	approximation	approximation	NOUN
ap-636	19	10	which	which	PRON
ap-636	19	11	can	can	AUX
ap-636	19	12	be	be	AUX
ap-636	19	13	utilized	utilize	VERB
ap-636	19	14	in	in	ADP
ap-636	19	15	a	a	DET
ap-636	19	16	reverse	reverse	ADJ
ap-636	19	17	way	way	NOUN
ap-636	19	18	:	:	PUNCT
ap-636	19	19	for	for	ADP
ap-636	19	20	a	a	DET
ap-636	19	21	given	give	VERB
ap-636	19	22	experimental	experimental	ADJ
ap-636	19	23	load	load	NOUN
ap-636	19	24	-	-	PUNCT
ap-636	19	25	deflection	deflection	NOUN
ap-636	19	26	curve	curve	NOUN
ap-636	19	27	to	to	PART
ap-636	19	28	provide	provide	VERB
ap-636	19	29	the	the	DET
ap-636	19	30	best	good	ADJ
ap-636	19	31	possible	possible	ADJ
ap-636	19	32	set	set	NOUN
ap-636	19	33	of	of	ADP
ap-636	19	34	material	material	NOUN
ap-636	19	35	model	model	NOUN
ap-636	19	36	parameters	parameter	NOUN
ap-636	19	37	.	.	PUNCT
ap-636	20	1	several	several	ADJ
ap-636	20	2	software	software	NOUN
ap-636	20	3	tools	tool	NOUN
ap-636	20	4	had	have	VERB
ap-636	20	5	to	to	PART
ap-636	20	6	be	be	AUX
ap-636	20	7	combined	combine	VERB
ap-636	20	8	in	in	ADP
ap-636	20	9	order	order	NOUN
ap-636	20	10	to	to	PART
ap-636	20	11	make	make	VERB
ap-636	20	12	the	the	DET
ap-636	20	13	identification	identification	NOUN
ap-636	20	14	possible	possible	ADJ
ap-636	20	15	.	.	PUNCT
ap-636	21	1	first	first	ADV
ap-636	21	2	,	,	PUNCT
ap-636	21	3	atena	atena	NOUN
ap-636	21	4	[	[	X
ap-636	21	5	4	4	NUM
ap-636	21	6	]	]	X
ap-636	21	7	nonlinear	nonlinear	ADJ
ap-636	21	8	fracture	fracture	PROPN
ap-636	21	9	mechanics	mechanic	NOUN
ap-636	21	10	softwaand	softwaand	PRON
ap-636	21	11	freet	freet	VERB
ap-636	22	1	[	[	X
ap-636	22	2	5	5	NUM
ap-636	22	3	]	]	X
ap-636	22	4	probabilistic	probabilistic	ADJ
ap-636	22	5	software	software	NOUN
ap-636	22	6	package	package	NOUN
ap-636	22	7	–	–	PUNCT
ap-636	22	8	these	these	PRON
ap-636	22	9	can	can	AUX
ap-636	22	10	be	be	AUX
ap-636	22	11	combined	combine	VERB
ap-636	22	12	under	under	ADP
ap-636	22	13	the	the	DET
ap-636	22	14	sara	sara	PROPN
ap-636	22	15	software	software	PROPN
ap-636	22	16	shell	shell	VERB
ap-636	22	17	[	[	X
ap-636	22	18	6	6	NUM
ap-636	22	19	]	]	PUNCT
ap-636	22	20	,	,	PUNCT
ap-636	22	21	[	[	X
ap-636	22	22	7	7	NUM
ap-636	22	23	]	]	PUNCT
ap-636	22	24	.	.	PUNCT
ap-636	23	1	then	then	ADV
ap-636	23	2	dlnnet	dlnnet	PROPN
ap-636	23	3	,	,	PUNCT
ap-636	23	4	new	new	ADJ
ap-636	23	5	neural	neural	ADJ
ap-636	23	6	network	network	NOUN
ap-636	23	7	software	software	NOUN
ap-636	23	8	was	be	AUX
ap-636	23	9	developed	develop	VERB
ap-636	23	10	[	[	X
ap-636	23	11	8	8	NUM
ap-636	23	12	]	]	PUNCT
ap-636	23	13	.	.	PUNCT
ap-636	24	1	the	the	DET
ap-636	24	2	results	result	NOUN
ap-636	24	3	of	of	ADP
ap-636	24	4	the	the	DET
ap-636	24	5	approach	approach	NOUN
ap-636	24	6	were	be	AUX
ap-636	24	7	recently	recently	ADV
ap-636	24	8	presented	present	VERB
ap-636	24	9	[	[	PUNCT
ap-636	24	10	9	9	NUM
ap-636	24	11	]	]	PUNCT
ap-636	24	12	.	.	PUNCT
ap-636	25	1	the	the	DET
ap-636	25	2	similar	similar	ADJ
ap-636	25	3	concept	concept	NOUN
ap-636	25	4	of	of	ADP
ap-636	25	5	using	use	VERB
ap-636	25	6	latin	latin	ADJ
ap-636	25	7	hypercube	hypercube	NOUN
ap-636	25	8	sampling	sample	VERB
ap-636	25	9	statistical	statistical	ADJ
ap-636	25	10	simulation	simulation	NOUN
ap-636	25	11	for	for	ADP
ap-636	25	12	stochastic	stochastic	ADJ
ap-636	25	13	training	training	NOUN
ap-636	25	14	of	of	ADP
ap-636	25	15	a	a	DET
ap-636	25	16	neural	neural	ADJ
ap-636	25	17	network	network	NOUN
ap-636	25	18	was	be	AUX
ap-636	25	19	used	use	VERB
ap-636	25	20	to	to	PART
ap-636	25	21	estimate	estimate	VERB
ap-636	25	22	microplane	microplane	NOUN
ap-636	25	23	model	model	NOUN
ap-636	25	24	parameters	parameter	NOUN
ap-636	25	25	[	[	X
ap-636	25	26	10	10	NUM
ap-636	25	27	]	]	PUNCT
ap-636	25	28	.	.	PUNCT
ap-636	26	1	the	the	DET
ap-636	26	2	methodology	methodology	NOUN
ap-636	26	3	is	be	AUX
ap-636	26	4	demonstrated	demonstrate	VERB
ap-636	26	5	on	on	ADP
ap-636	26	6	selected	select	VERB
ap-636	26	7	numerical	numerical	ADJ
ap-636	26	8	examples	example	NOUN
ap-636	26	9	of	of	ADP
ap-636	26	10	identifyinf	identifyinf	VERB
ap-636	26	11	a	a	DET
ap-636	26	12	material	material	NOUN
ap-636	26	13	model	model	NOUN
ap-636	26	14	for	for	ADP
ap-636	26	15	concrete	concrete	NOUN
ap-636	26	16	,	,	PUNCT
ap-636	26	17	called	call	VERB
ap-636	26	18	sbeta	sbeta	NOUN
ap-636	26	19	(	(	PUNCT
ap-636	26	20	the	the	DET
ap-636	26	21	classical	classical	ADJ
ap-636	26	22	often	often	ADV
ap-636	26	23	used	use	VERB
ap-636	26	24	model	model	NOUN
ap-636	26	25	available	available	ADJ
ap-636	26	26	in	in	ADP
ap-636	26	27	atena	atena	PROPN
ap-636	26	28	software	software	NOUN
ap-636	26	29	):	):	PUNCT
ap-636	26	30	a	a	DET
ap-636	26	31	notched	notch	VERB
ap-636	26	32	specimen	speciman	NOUN
ap-636	26	33	under	under	ADP
ap-636	26	34	three	three	NUM
ap-636	26	35	-	-	PUNCT
ap-636	26	36	point	point	NOUN
ap-636	26	37	bending	bending	NOUN
ap-636	26	38	of	of	ADP
ap-636	26	39	high	high	ADJ
ap-636	26	40	-	-	PUNCT
ap-636	26	41	strength	strength	NOUN
ap-636	26	42	concrete	concrete	NOUN
ap-636	26	43	used	use	VERB
ap-636	26	44	for	for	ADP
ap-636	26	45	railway	railway	NOUN
ap-636	26	46	sleepers	sleeper	NOUN
ap-636	26	47	and	and	CCONJ
ap-636	26	48	shear	shear	ADJ
ap-636	26	49	wall	wall	PROPN
ap-636	26	50	experiments	experiment	NOUN
ap-636	26	51	.	.	PUNCT
ap-636	27	1	2	2	NUM
ap-636	27	2	fundamental	fundamental	ADJ
ap-636	27	3	difficulty	difficulty	NOUN
ap-636	27	4	of	of	ADP
ap-636	27	5	nonlinear	nonlinear	ADJ
ap-636	27	6	fracture	fracture	NOUN
ap-636	27	7	mechanics	mechanic	NOUN
ap-636	27	8	modeling	modeling	NOUN
ap-636	27	9	for	for	ADP
ap-636	27	10	realistic	realistic	ADJ
ap-636	27	11	modeling	modeling	NOUN
ap-636	27	12	of	of	ADP
ap-636	27	13	structural	structural	ADJ
ap-636	27	14	failure	failure	NOUN
ap-636	27	15	from	from	ADP
ap-636	27	16	quasibrittle	quasibrittle	ADJ
ap-636	27	17	materials	material	NOUN
ap-636	27	18	,	,	PUNCT
ap-636	27	19	an	an	DET
ap-636	27	20	advanced	advanced	ADJ
ap-636	27	21	computational	computational	ADJ
ap-636	27	22	analysis	analysis	NOUN
ap-636	27	23	should	should	AUX
ap-636	27	24	utilize	utilize	VERB
ap-636	27	25	nonlinear	nonlinear	ADJ
ap-636	27	26	fracture	fracture	NOUN
ap-636	27	27	mechanics	mechanic	NOUN
ap-636	27	28	.	.	PUNCT
ap-636	28	1	atena	atena	PROPN
ap-636	28	2	software	software	NOUN
ap-636	29	1	[	[	X
ap-636	29	2	4	4	X
ap-636	29	3	]	]	PUNCT
ap-636	29	4	is	be	AUX
ap-636	29	5	an	an	DET
ap-636	29	6	efficient	efficient	ADJ
ap-636	29	7	tool	tool	NOUN
ap-636	29	8	for	for	ADP
ap-636	29	9	analysis	analysis	NOUN
ap-636	29	10	of	of	ADP
ap-636	29	11	concrete	concrete	ADJ
ap-636	29	12	,	,	PUNCT
ap-636	29	13	reinforced	reinforce	VERB
ap-636	29	14	concrete	concrete	ADJ
ap-636	29	15	and	and	CCONJ
ap-636	29	16	prestressed	prestressed	ADJ
ap-636	29	17	structures	structure	NOUN
ap-636	29	18	.	.	PUNCT
ap-636	30	1	the	the	DET
ap-636	30	2	software	software	NOUN
ap-636	30	3	employs	employ	VERB
ap-636	30	4	a	a	DET
ap-636	30	5	set	set	NOUN
ap-636	30	6	of	of	ADP
ap-636	30	7	advanced	advanced	ADJ
ap-636	30	8	material	material	NOUN
ap-636	30	9	models	model	NOUN
ap-636	30	10	for	for	ADP
ap-636	30	11	realistic	realistic	ADJ
ap-636	30	12	calculation	calculation	NOUN
ap-636	30	13	of	of	ADP
ap-636	30	14	the	the	DET
ap-636	30	15	structural	structural	ADJ
ap-636	30	16	response	response	NOUN
ap-636	30	17	.	.	PUNCT
ap-636	31	1	the	the	DET
ap-636	31	2	well	well	ADV
ap-636	31	3	-	-	PUNCT
ap-636	31	4	known	know	VERB
ap-636	31	5	sbeta	sbeta	ADJ
ap-636	31	6	material	material	NOUN
ap-636	31	7	model	model	NOUN
ap-636	31	8	was	be	AUX
ap-636	31	9	verified	verify	VERB
ap-636	31	10	during	during	ADP
ap-636	31	11	long	long	ADJ
ap-636	31	12	development	development	NOUN
ap-636	31	13	of	of	ADP
ap-636	31	14	the	the	DET
ap-636	31	15	software	software	NOUN
ap-636	31	16	,	,	PUNCT
ap-636	31	17	and	and	CCONJ
ap-636	31	18	it	it	PRON
ap-636	31	19	reflects	reflect	VERB
ap-636	31	20	all	all	DET
ap-636	31	21	important	important	ADJ
ap-636	31	22	aspects	aspect	NOUN
ap-636	31	23	of	of	ADP
ap-636	31	24	concrete	concrete	ADJ
ap-636	31	25	behaviour	behaviour	NOUN
ap-636	31	26	in	in	ADP
ap-636	31	27	both	both	DET
ap-636	31	28	tension	tension	NOUN
ap-636	31	29	and	and	CCONJ
ap-636	31	30	compression	compression	NOUN
ap-636	31	31	.	.	PUNCT
ap-636	32	1	a	a	DET
ap-636	32	2	fundamental	fundamental	ADJ
ap-636	32	3	difficulty	difficulty	NOUN
ap-636	32	4	naturally	naturally	ADV
ap-636	32	5	exists	exist	VERB
ap-636	32	6	when	when	SCONJ
ap-636	32	7	an	an	DET
ap-636	32	8	experimental	experimental	ADJ
ap-636	32	9	load	load	NOUN
ap-636	32	10	-	-	PUNCT
ap-636	32	11	deflection	deflection	NOUN
ap-636	32	12	curve	curve	NOUN
ap-636	32	13	is	be	AUX
ap-636	32	14	to	to	PART
ap-636	32	15	be	be	AUX
ap-636	32	16	captured	capture	VERB
ap-636	32	17	by	by	ADP
ap-636	32	18	numerical	numerical	PROPN
ap-636	32	19	simulation	simulation	PROPN
ap-636	32	20	.	.	PUNCT
ap-636	33	1	such	such	DET
ap-636	33	2	a	a	DET
ap-636	33	3	virtual	virtual	ADJ
ap-636	33	4	experiment	experiment	NOUN
ap-636	33	5	needs	need	VERB
ap-636	33	6	good	good	ADJ
ap-636	33	7	material	material	NOUN
ap-636	33	8	data	datum	NOUN
ap-636	33	9	in	in	ADP
ap-636	33	10	order	order	NOUN
ap-636	33	11	to	to	PART
ap-636	33	12	reproduce	reproduce	VERB
ap-636	33	13	the	the	DET
ap-636	33	14	load	load	NOUN
ap-636	33	15	-	-	PUNCT
ap-636	33	16	deflection	deflection	NOUN
ap-636	33	17	curve	curve	NOUN
ap-636	33	18	properly	properly	ADV
ap-636	33	19	.	.	PUNCT
ap-636	34	1	in	in	ADP
ap-636	34	2	the	the	DET
ap-636	34	3	case	case	NOUN
ap-636	34	4	of	of	ADP
ap-636	34	5	the	the	DET
ap-636	34	6	sbeta	sbeta	ADJ
ap-636	34	7	material	material	NOUN
ap-636	34	8	model	model	NOUN
ap-636	34	9	the	the	DET
ap-636	34	10	main	main	ADJ
ap-636	34	11	parameters	parameter	NOUN
ap-636	34	12	are	be	AUX
ap-636	34	13	:	:	PUNCT
ap-636	34	14	modulus	modulus	NOUN
ap-636	34	15	of	of	ADP
ap-636	34	16	elasticity	elasticity	NOUN
ap-636	34	17	e	e	NOUN
ap-636	34	18	,	,	PUNCT
ap-636	34	19	tensile	tensile	NOUN
ap-636	34	20	strength	strength	NOUN
ap-636	34	21	ft	ft	NOUN
ap-636	34	22	,	,	PUNCT
ap-636	34	23	compressive	compressive	ADJ
ap-636	34	24	strength	strength	NOUN
ap-636	34	25	fc	fc	PROPN
ap-636	34	26	,	,	PUNCT
ap-636	34	27	fracture	fracture	ADJ
ap-636	34	28	energy	energy	NOUN
ap-636	34	29	gf	gf	NOUN
ap-636	34	30	,	,	PUNCT
ap-636	34	31	critical	critical	ADJ
ap-636	34	32	compressive	compressive	ADJ
ap-636	34	33	displacement	displacement	NOUN
ap-636	34	34	wd	wd	PROPN
ap-636	34	35	,	,	PUNCT
ap-636	34	36	compressive	compressive	ADJ
ap-636	34	37	strain	strain	NOUN
ap-636	34	38	in	in	ADP
ap-636	34	39	the	the	DET
ap-636	34	40	uniaxial	uniaxial	ADJ
ap-636	34	41	compressive	compressive	PROPN
ap-636	34	42	test	test	NOUN
ap-636	34	43	�	�	PROPN
ap-636	34	44	c.	c.	PROPN
ap-636	34	45	a	a	DET
ap-636	34	46	typical	typical	ADJ
ap-636	34	47	situation	situation	NOUN
ap-636	34	48	is	be	AUX
ap-636	34	49	that	that	SCONJ
ap-636	34	50	a	a	DET
ap-636	34	51	set	set	NOUN
ap-636	34	52	of	of	ADP
ap-636	34	53	preliminary	preliminary	ADJ
ap-636	34	54	parameters	parameter	NOUN
ap-636	34	55	is	be	AUX
ap-636	34	56	first	first	ADV
ap-636	34	57	used	use	VERB
ap-636	34	58	for	for	ADP
ap-636	34	59	modeling	modeling	NOUN
ap-636	34	60	,	,	PUNCT
ap-636	34	61	and	and	CCONJ
ap-636	34	62	in	in	ADP
ap-636	34	63	most	most	ADJ
ap-636	34	64	cases	case	NOUN
ap-636	34	65	only	only	ADV
ap-636	34	66	poor	poor	ADJ
ap-636	34	67	agreement	agreement	NOUN
ap-636	34	68	with	with	ADP
ap-636	34	69	the	the	DET
ap-636	34	70	experimental	experimental	ADJ
ap-636	34	71	110	110	NUM
ap-636	34	72	©	©	PROPN
ap-636	34	73	czech	czech	PROPN
ap-636	34	74	technical	technical	PROPN
ap-636	34	75	university	university	PROPN
ap-636	34	76	publishing	publishing	NOUN
ap-636	34	77	house	house	NOUN
ap-636	34	78	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-636	34	79	acta	acta	PROPN
ap-636	34	80	polytechnica	polytechnica	PROPN
ap-636	34	81	vol	vol	NOUN
ap-636	34	82	.	.	PROPN
ap-636	35	1	44	44	NUM
ap-636	35	2	no	no	NOUN
ap-636	35	3	.	.	PUNCT
ap-636	36	1	5–6/2004	5–6/2004	NUM
ap-636	36	2	neural	neural	ADJ
ap-636	36	3	network	network	NOUN
ap-636	36	4	based	base	VERB
ap-636	36	5	identification	identification	NOUN
ap-636	36	6	of	of	ADP
ap-636	36	7	material	material	NOUN
ap-636	36	8	model	model	NOUN
ap-636	36	9	parameters	parameter	NOUN
ap-636	36	10	to	to	PART
ap-636	36	11	capture	capture	VERB
ap-636	36	12	experimental	experimental	ADJ
ap-636	36	13	load	load	NOUN
ap-636	36	14	-	-	PUNCT
ap-636	36	15	deflection	deflection	NOUN
ap-636	36	16	curve	curve	NOUN
ap-636	36	17	d.	d.	PROPN
ap-636	36	18	novák	novák	PROPN
ap-636	36	19	,	,	PUNCT
ap-636	36	20	d.	d.	PROPN
ap-636	36	21	lehký	lehký	PROPN
ap-636	37	1	a	a	DET
ap-636	37	2	new	new	ADJ
ap-636	37	3	approach	approach	NOUN
ap-636	37	4	is	be	AUX
ap-636	37	5	presented	present	VERB
ap-636	37	6	for	for	ADP
ap-636	37	7	identifying	identify	VERB
ap-636	37	8	material	material	NOUN
ap-636	37	9	model	model	NOUN
ap-636	37	10	parameters	parameter	NOUN
ap-636	37	11	.	.	PUNCT
ap-636	38	1	the	the	DET
ap-636	38	2	approach	approach	NOUN
ap-636	38	3	is	be	AUX
ap-636	38	4	based	base	VERB
ap-636	38	5	on	on	ADP
ap-636	38	6	coupling	couple	VERB
ap-636	38	7	stochastic	stochastic	ADJ
ap-636	38	8	nonlinear	nonlinear	ADJ
ap-636	38	9	analysis	analysis	NOUN
ap-636	38	10	and	and	CCONJ
ap-636	38	11	an	an	DET
ap-636	38	12	artificial	artificial	ADJ
ap-636	38	13	neural	neural	ADJ
ap-636	38	14	network	network	NOUN
ap-636	38	15	.	.	PUNCT
ap-636	39	1	the	the	DET
ap-636	39	2	model	model	NOUN
ap-636	39	3	parameters	parameter	NOUN
ap-636	39	4	play	play	VERB
ap-636	39	5	the	the	DET
ap-636	39	6	role	role	NOUN
ap-636	39	7	of	of	ADP
ap-636	39	8	random	random	ADJ
ap-636	39	9	variables	variable	NOUN
ap-636	39	10	.	.	PUNCT
ap-636	40	1	the	the	DET
ap-636	40	2	monte	monte	PROPN
ap-636	40	3	carlo	carlo	PROPN
ap-636	40	4	type	type	PROPN
ap-636	40	5	simulation	simulation	NOUN
ap-636	40	6	method	method	NOUN
ap-636	40	7	is	be	AUX
ap-636	40	8	used	use	VERB
ap-636	40	9	for	for	ADP
ap-636	40	10	training	train	VERB
ap-636	40	11	the	the	DET
ap-636	40	12	neural	neural	ADJ
ap-636	40	13	network	network	NOUN
ap-636	40	14	.	.	PUNCT
ap-636	41	1	the	the	DET
ap-636	41	2	feasibility	feasibility	NOUN
ap-636	41	3	of	of	ADP
ap-636	41	4	the	the	DET
ap-636	41	5	presented	present	VERB
ap-636	41	6	approach	approach	NOUN
ap-636	41	7	is	be	AUX
ap-636	41	8	demonstrated	demonstrate	VERB
ap-636	41	9	using	use	VERB
ap-636	41	10	examples	example	NOUN
ap-636	41	11	of	of	ADP
ap-636	41	12	high	high	ADJ
ap-636	41	13	performance	performance	NOUN
ap-636	41	14	concrete	concrete	NOUN
ap-636	41	15	for	for	ADP
ap-636	41	16	prestressed	prestressed	ADJ
ap-636	41	17	railway	railway	NOUN
ap-636	41	18	sleepers	sleeper	NOUN
ap-636	41	19	and	and	CCONJ
ap-636	41	20	an	an	DET
ap-636	41	21	example	example	NOUN
ap-636	41	22	of	of	ADP
ap-636	41	23	a	a	DET
ap-636	41	24	shear	shear	NOUN
ap-636	41	25	wall	wall	NOUN
ap-636	41	26	failure	failure	NOUN
ap-636	41	27	.	.	PUNCT
ap-636	42	1	keywords	keyword	NOUN
ap-636	42	2	:	:	PUNCT
ap-636	42	3	neural	neural	ADJ
ap-636	42	4	network	network	NOUN
ap-636	42	5	,	,	PUNCT
ap-636	42	6	nonlinear	nonlinear	ADJ
ap-636	42	7	fracture	fracture	NOUN
ap-636	42	8	mechanics	mechanic	NOUN
ap-636	42	9	,	,	PUNCT
ap-636	42	10	latin	latin	ADJ
ap-636	42	11	hypercube	hypercube	NOUN
ap-636	42	12	sampling	sampling	NOUN
ap-636	42	13	,	,	PUNCT
ap-636	42	14	identification	identification	NOUN
ap-636	42	15	.	.	PUNCT
ap-636	43	1	data	datum	NOUN
ap-636	43	2	is	be	AUX
ap-636	43	3	achieved	achieve	VERB
ap-636	43	4	.	.	PUNCT
ap-636	44	1	a	a	DET
ap-636	44	2	heuristic	heuristic	ADJ
ap-636	44	3	user	user	NOUN
ap-636	44	4	-	-	PUNCT
ap-636	44	5	based	base	VERB
ap-636	44	6	iteration	iteration	NOUN
ap-636	44	7	has	have	VERB
ap-636	44	8	to	to	PART
ap-636	44	9	be	be	AUX
ap-636	44	10	performed	perform	VERB
ap-636	44	11	.	.	PUNCT
ap-636	45	1	for	for	ADP
ap-636	45	2	illustration	illustration	NOUN
ap-636	45	3	,	,	PUNCT
ap-636	45	4	fig	fig	NOUN
ap-636	45	5	.	.	PUNCT
ap-636	45	6	1	1	NUM
ap-636	45	7	shows	show	VERB
ap-636	45	8	an	an	DET
ap-636	45	9	experimental	experimental	ADJ
ap-636	45	10	load	load	NOUN
ap-636	45	11	-	-	PUNCT
ap-636	45	12	deflection	deflection	NOUN
ap-636	45	13	curve	curve	NOUN
ap-636	45	14	and	and	CCONJ
ap-636	45	15	a	a	DET
ap-636	45	16	result	result	NOUN
ap-636	45	17	of	of	ADP
ap-636	45	18	numerical	numerical	ADJ
ap-636	45	19	simulation	simulation	NOUN
ap-636	45	20	with	with	ADP
ap-636	45	21	the	the	DET
ap-636	45	22	first	first	ADJ
ap-636	45	23	set	set	NOUN
ap-636	45	24	of	of	ADP
ap-636	45	25	preliminary	preliminary	ADJ
ap-636	45	26	parameters	parameter	NOUN
ap-636	45	27	of	of	ADP
ap-636	45	28	a	a	DET
ap-636	45	29	notched	notch	VERB
ap-636	45	30	beam	beam	NOUN
ap-636	45	31	.	.	PUNCT
ap-636	46	1	this	this	DET
ap-636	46	2	example	example	NOUN
ap-636	46	3	will	will	AUX
ap-636	46	4	be	be	AUX
ap-636	46	5	discussed	discuss	VERB
ap-636	46	6	later	later	ADV
ap-636	46	7	in	in	ADP
ap-636	46	8	this	this	DET
ap-636	46	9	paper	paper	NOUN
ap-636	46	10	.	.	PUNCT
ap-636	47	1	although	although	SCONJ
ap-636	47	2	most	most	ADJ
ap-636	47	3	of	of	ADP
ap-636	47	4	the	the	DET
ap-636	47	5	material	material	NOUN
ap-636	47	6	parameters	parameter	NOUN
ap-636	47	7	were	be	AUX
ap-636	47	8	known	know	VERB
ap-636	47	9	(	(	PUNCT
ap-636	47	10	the	the	DET
ap-636	47	11	relevant	relevant	ADJ
ap-636	47	12	experiments	experiment	NOUN
ap-636	47	13	had	have	AUX
ap-636	47	14	been	be	AUX
ap-636	47	15	done	do	VERB
ap-636	47	16	)	)	PUNCT
ap-636	47	17	,	,	PUNCT
ap-636	47	18	the	the	DET
ap-636	47	19	disagreement	disagreement	NOUN
ap-636	47	20	between	between	ADP
ap-636	47	21	the	the	DET
ap-636	47	22	two	two	NUM
ap-636	47	23	curves	curve	NOUN
ap-636	47	24	is	be	AUX
ap-636	47	25	significant	significant	ADJ
ap-636	47	26	.	.	PUNCT
ap-636	48	1	it	it	PRON
ap-636	48	2	is	be	AUX
ap-636	48	3	clear	clear	ADJ
ap-636	48	4	that	that	SCONJ
ap-636	48	5	the	the	DET
ap-636	48	6	parameters	parameter	NOUN
ap-636	48	7	were	be	AUX
ap-636	48	8	not	not	PART
ap-636	48	9	determined	determine	VERB
ap-636	48	10	satisfactorily	satisfactorily	ADV
ap-636	48	11	(	(	PUNCT
ap-636	48	12	errors	error	NOUN
ap-636	48	13	,	,	PUNCT
ap-636	48	14	assumptions	assumption	NOUN
ap-636	48	15	,	,	PUNCT
ap-636	48	16	contaminated	contaminate	VERB
ap-636	48	17	experiments	experiment	NOUN
ap-636	48	18	,	,	PUNCT
ap-636	48	19	influence	influence	NOUN
ap-636	48	20	of	of	ADP
ap-636	48	21	size	size	NOUN
ap-636	48	22	effect	effect	NOUN
ap-636	48	23	,	,	PUNCT
ap-636	48	24	etc	etc	X
ap-636	48	25	.	.	X
ap-636	48	26	)	)	PUNCT
ap-636	48	27	,	,	PUNCT
ap-636	48	28	and	and	CCONJ
ap-636	48	29	the	the	DET
ap-636	48	30	parameters	parameter	NOUN
ap-636	48	31	need	need	VERB
ap-636	48	32	to	to	PART
ap-636	48	33	be	be	AUX
ap-636	48	34	modified	modify	VERB
ap-636	48	35	.	.	PUNCT
ap-636	49	1	3	3	NUM
ap-636	49	2	identification	identification	NOUN
ap-636	49	3	of	of	ADP
ap-636	49	4	material	material	NOUN
ap-636	49	5	model	model	NOUN
ap-636	49	6	parameters	parameter	NOUN
ap-636	49	7	3.1	3.1	NUM
ap-636	49	8	general	general	ADJ
ap-636	49	9	concept	concept	NOUN
ap-636	49	10	the	the	DET
ap-636	49	11	new	new	ADJ
ap-636	49	12	identification	identification	NOUN
ap-636	49	13	technique	technique	NOUN
ap-636	49	14	is	be	AUX
ap-636	49	15	based	base	VERB
ap-636	49	16	on	on	ADP
ap-636	49	17	a	a	DET
ap-636	49	18	combination	combination	NOUN
ap-636	49	19	of	of	ADP
ap-636	49	20	statistical	statistical	ADJ
ap-636	49	21	simulation	simulation	NOUN
ap-636	49	22	and	and	CCONJ
ap-636	49	23	training	train	VERB
ap-636	49	24	the	the	DET
ap-636	49	25	neural	neural	ADJ
ap-636	49	26	network	network	NOUN
ap-636	49	27	.	.	PUNCT
ap-636	50	1	several	several	ADJ
ap-636	50	2	software	software	NOUN
ap-636	50	3	tools	tool	NOUN
ap-636	50	4	had	have	VERB
ap-636	50	5	to	to	PART
ap-636	50	6	be	be	AUX
ap-636	50	7	combined	combine	VERB
ap-636	50	8	to	to	PART
ap-636	50	9	make	make	VERB
ap-636	50	10	the	the	DET
ap-636	50	11	identification	identification	NOUN
ap-636	50	12	possible	possible	ADJ
ap-636	50	13	.	.	PUNCT
ap-636	51	1	the	the	DET
ap-636	51	2	whole	whole	ADJ
ap-636	51	3	procedure	procedure	NOUN
ap-636	51	4	can	can	AUX
ap-636	51	5	be	be	AUX
ap-636	51	6	itemized	itemize	VERB
ap-636	51	7	as	as	SCONJ
ap-636	51	8	follows	follow	VERB
ap-636	51	9	(	(	PUNCT
ap-636	51	10	the	the	DET
ap-636	51	11	software	software	NOUN
ap-636	51	12	relevant	relevant	ADJ
ap-636	51	13	to	to	ADP
ap-636	51	14	the	the	DET
ap-636	51	15	individual	individual	ADJ
ap-636	51	16	steps	step	NOUN
ap-636	51	17	is	be	AUX
ap-636	51	18	referenced	reference	VERB
ap-636	51	19	):	):	PUNCT
ap-636	51	20	1	1	X
ap-636	51	21	.	.	X
ap-636	52	1	first	first	ADV
ap-636	52	2	,	,	PUNCT
ap-636	52	3	a	a	DET
ap-636	52	4	computational	computational	ADJ
ap-636	52	5	model	model	NOUN
ap-636	52	6	has	have	VERB
ap-636	52	7	to	to	PART
ap-636	52	8	be	be	AUX
ap-636	52	9	developed	develop	VERB
ap-636	52	10	using	use	VERB
ap-636	52	11	the	the	DET
ap-636	52	12	appropriate	appropriate	ADJ
ap-636	52	13	fem	fem	NOUN
ap-636	52	14	software	software	NOUN
ap-636	52	15	,	,	PUNCT
ap-636	52	16	which	which	PRON
ap-636	52	17	enables	enable	VERB
ap-636	52	18	modeling	modeling	NOUN
ap-636	52	19	of	of	ADP
ap-636	52	20	both	both	DET
ap-636	52	21	pre	pre	ADJ
ap-636	52	22	-	-	NOUN
ap-636	52	23	peak	peak	ADJ
ap-636	52	24	and	and	CCONJ
ap-636	52	25	post	post	ADJ
ap-636	52	26	-	-	ADJ
ap-636	52	27	peak	peak	ADJ
ap-636	52	28	behaviour	behaviour	NOUN
ap-636	52	29	.	.	PUNCT
ap-636	53	1	the	the	DET
ap-636	53	2	initial	initial	ADJ
ap-636	53	3	calculation	calculation	NOUN
ap-636	53	4	uses	use	VERB
ap-636	53	5	a	a	DET
ap-636	53	6	set	set	NOUN
ap-636	53	7	of	of	ADP
ap-636	53	8	initial	initial	ADJ
ap-636	53	9	material	material	NOUN
ap-636	53	10	model	model	NOUN
ap-636	53	11	parameters	parameter	NOUN
ap-636	53	12	.	.	PUNCT
ap-636	54	1	software	software	NOUN
ap-636	54	2	:	:	PUNCT
ap-636	54	3	atena	atena	PROPN
ap-636	54	4	[	[	X
ap-636	54	5	4	4	NUM
ap-636	54	6	]	]	PUNCT
ap-636	54	7	.	.	PUNCT
ap-636	55	1	2	2	X
ap-636	55	2	.	.	X
ap-636	55	3	the	the	DET
ap-636	55	4	parameters	parameter	NOUN
ap-636	55	5	of	of	ADP
ap-636	55	6	the	the	DET
ap-636	55	7	material	material	NOUN
ap-636	55	8	model	model	NOUN
ap-636	55	9	to	to	PART
ap-636	55	10	be	be	AUX
ap-636	55	11	identified	identify	VERB
ap-636	55	12	are	be	AUX
ap-636	55	13	considered	consider	VERB
ap-636	55	14	as	as	ADP
ap-636	55	15	random	random	ADJ
ap-636	55	16	variables	variable	NOUN
ap-636	55	17	described	describe	VERB
ap-636	55	18	by	by	ADP
ap-636	55	19	a	a	DET
ap-636	55	20	probability	probability	NOUN
ap-636	55	21	distribution	distribution	NOUN
ap-636	55	22	.	.	PUNCT
ap-636	56	1	rectangular	rectangular	ADJ
ap-636	56	2	distribution	distribution	NOUN
ap-636	56	3	is	be	AUX
ap-636	56	4	a	a	DET
ap-636	56	5	“	"	PUNCT
ap-636	56	6	natural	natural	ADJ
ap-636	56	7	choice	choice	NOUN
ap-636	56	8	”	"	PUNCT
ap-636	56	9	as	as	SCONJ
ap-636	56	10	the	the	DET
ap-636	56	11	lower	low	ADJ
ap-636	56	12	and	and	CCONJ
ap-636	56	13	upper	upper	ADJ
ap-636	56	14	limits	limit	NOUN
ap-636	56	15	represent	represent	VERB
ap-636	56	16	the	the	DET
ap-636	56	17	bounded	bounded	ADJ
ap-636	56	18	range	range	NOUN
ap-636	56	19	of	of	ADP
ap-636	56	20	physical	physical	ADJ
ap-636	56	21	existence	existence	NOUN
ap-636	56	22	.	.	PUNCT
ap-636	57	1	however	however	ADV
ap-636	57	2	distributions	distribution	NOUN
ap-636	57	3	can	can	AUX
ap-636	57	4	also	also	ADV
ap-636	57	5	be	be	AUX
ap-636	57	6	used	use	VERB
ap-636	57	7	,	,	PUNCT
ap-636	57	8	e.g.	e.g.	ADV
ap-636	57	9	gaussian	gaussian	NOUN
ap-636	57	10	(	(	PUNCT
ap-636	57	11	in	in	ADP
ap-636	57	12	spite	spite	NOUN
ap-636	57	13	of	of	ADP
ap-636	57	14	the	the	DET
ap-636	57	15	fact	fact	NOUN
ap-636	57	16	that	that	SCONJ
ap-636	57	17	it	it	PRON
ap-636	57	18	is	be	AUX
ap-636	57	19	not	not	PART
ap-636	57	20	bounded	bound	VERB
ap-636	57	21	)	)	PUNCT
ap-636	57	22	.	.	PUNCT
ap-636	58	1	these	these	DET
ap-636	58	2	parameters	parameter	NOUN
ap-636	58	3	are	be	AUX
ap-636	58	4	simulated	simulate	VERB
ap-636	58	5	randomly	randomly	ADV
ap-636	58	6	based	base	VERB
ap-636	58	7	on	on	ADP
ap-636	58	8	a	a	DET
ap-636	58	9	monte	monte	PROPN
ap-636	58	10	carlo	carlo	PROPN
ap-636	58	11	type	type	NOUN
ap-636	58	12	simulation	simulation	NOUN
ap-636	58	13	,	,	PUNCT
ap-636	58	14	and	and	CCONJ
ap-636	58	15	lhs	lhs	VERB
ap-636	58	16	small	small	ADJ
ap-636	58	17	-	-	PUNCT
ap-636	58	18	sample	sample	NOUN
ap-636	58	19	simulation	simulation	NOUN
ap-636	58	20	is	be	AUX
ap-636	58	21	recommended	recommend	VERB
ap-636	58	22	.	.	PUNCT
ap-636	59	1	the	the	DET
ap-636	59	2	statistical	statistical	ADJ
ap-636	59	3	correlation	correlation	NOUN
ap-636	59	4	between	between	ADP
ap-636	59	5	some	some	DET
ap-636	59	6	parameters	parameter	NOUN
ap-636	59	7	can	can	AUX
ap-636	59	8	be	be	AUX
ap-636	59	9	taken	take	VERB
ap-636	59	10	into	into	ADP
ap-636	59	11	account	account	NOUN
ap-636	59	12	.	.	PUNCT
ap-636	60	1	software	software	NOUN
ap-636	60	2	:	:	PUNCT
ap-636	60	3	freet	freet	VERB
ap-636	60	4	[	[	X
ap-636	60	5	5	5	NUM
ap-636	60	6	]	]	PUNCT
ap-636	60	7	.	.	PUNCT
ap-636	61	1	3	3	X
ap-636	61	2	.	.	X
ap-636	61	3	a	a	DET
ap-636	61	4	multiple	multiple	ADJ
ap-636	61	5	calculation	calculation	NOUN
ap-636	61	6	of	of	ADP
ap-636	61	7	a	a	DET
ap-636	61	8	deterministic	deterministic	ADJ
ap-636	61	9	computational	computational	ADJ
ap-636	61	10	model	model	NOUN
ap-636	61	11	using	use	VERB
ap-636	61	12	random	random	ADJ
ap-636	61	13	realizations	realization	NOUN
ap-636	61	14	of	of	ADP
ap-636	61	15	the	the	DET
ap-636	61	16	material	material	NOUN
ap-636	61	17	model	model	NOUN
ap-636	61	18	parameters	parameter	NOUN
ap-636	61	19	is	be	AUX
ap-636	61	20	performed	perform	VERB
ap-636	61	21	,	,	PUNCT
ap-636	61	22	resulting	result	VERB
ap-636	61	23	in	in	ADP
ap-636	61	24	“	"	PUNCT
ap-636	61	25	a	a	DET
ap-636	61	26	bundle	bundle	NOUN
ap-636	61	27	”	"	PUNCT
ap-636	61	28	of	of	ADP
ap-636	61	29	load	load	NOUN
ap-636	61	30	-	-	PUNCT
ap-636	61	31	deflection	deflection	NOUN
ap-636	61	32	curves	curve	NOUN
ap-636	61	33	(	(	PUNCT
ap-636	61	34	usually	usually	ADV
ap-636	61	35	overlapping	overlap	VERB
ap-636	61	36	experimental	experimental	ADJ
ap-636	61	37	curve	curve	NOUN
ap-636	61	38	)	)	PUNCT
ap-636	61	39	.	.	PUNCT
ap-636	62	1	software	software	NOUN
ap-636	62	2	:	:	PUNCT
ap-636	62	3	sara	sara	PROPN
ap-636	63	1	[	[	X
ap-636	63	2	6	6	NUM
ap-636	63	3	]	]	PUNCT
ap-636	63	4	,	,	PUNCT
ap-636	63	5	[	[	X
ap-636	63	6	7	7	NUM
ap-636	63	7	]	]	PUNCT
ap-636	63	8	.	.	PUNCT
ap-636	64	1	4	4	X
ap-636	64	2	.	.	X
ap-636	64	3	the	the	DET
ap-636	64	4	random	random	ADJ
ap-636	64	5	load	load	NOUN
ap-636	64	6	-	-	PUNCT
ap-636	64	7	deflection	deflection	NOUN
ap-636	64	8	curves	curve	NOUN
ap-636	64	9	serve	serve	VERB
ap-636	64	10	as	as	ADP
ap-636	64	11	the	the	DET
ap-636	64	12	basis	basis	NOUN
ap-636	64	13	for	for	ADP
ap-636	64	14	training	train	VERB
ap-636	64	15	an	an	DET
ap-636	64	16	appropriate	appropriate	ADJ
ap-636	64	17	neural	neural	ADJ
ap-636	64	18	network	network	NOUN
ap-636	64	19	.	.	PUNCT
ap-636	65	1	such	such	ADJ
ap-636	65	2	training	training	NOUN
ap-636	65	3	can	can	AUX
ap-636	65	4	be	be	AUX
ap-636	65	5	called	call	VERB
ap-636	65	6	stochastic	stochastic	ADJ
ap-636	65	7	training	training	NOUN
ap-636	65	8	,	,	PUNCT
ap-636	65	9	due	due	ADP
ap-636	65	10	to	to	ADP
ap-636	65	11	the	the	DET
ap-636	65	12	stochastic	stochastic	ADJ
ap-636	65	13	origin	origin	NOUN
ap-636	65	14	of	of	ADP
ap-636	65	15	the	the	DET
ap-636	65	16	load	load	NOUN
ap-636	65	17	-	-	PUNCT
ap-636	65	18	deflection	deflection	NOUN
ap-636	65	19	curves	curve	NOUN
ap-636	65	20	.	.	PUNCT
ap-636	66	1	after	after	ADP
ap-636	66	2	training	training	NOUN
ap-636	66	3	,	,	PUNCT
ap-636	66	4	the	the	DET
ap-636	66	5	neural	neural	ADJ
ap-636	66	6	network	network	NOUN
ap-636	66	7	is	be	AUX
ap-636	66	8	ready	ready	ADJ
ap-636	66	9	to	to	PART
ap-636	66	10	answer	answer	VERB
ap-636	66	11	the	the	DET
ap-636	66	12	referse	referse	ADJ
ap-636	66	13	task	task	NOUN
ap-636	66	14	:	:	PUNCT
ap-636	66	15	to	to	PART
ap-636	66	16	select	select	VERB
ap-636	66	17	the	the	DET
ap-636	66	18	material	material	NOUN
ap-636	66	19	model	model	NOUN
ap-636	66	20	parameters	parameter	NOUN
ap-636	66	21	which	which	PRON
ap-636	66	22	can	can	AUX
ap-636	66	23	capture	capture	VERB
ap-636	66	24	the	the	DET
ap-636	66	25	experimental	experimental	ADJ
ap-636	66	26	load	load	NOUN
ap-636	66	27	-	-	PUNCT
ap-636	66	28	deflection	deflection	NOUN
ap-636	66	29	curve	curve	NOUN
ap-636	66	30	as	as	ADV
ap-636	66	31	closely	closely	ADV
ap-636	66	32	as	as	ADP
ap-636	66	33	possible	possible	ADJ
ap-636	66	34	.	.	PUNCT
ap-636	67	1	software	software	NOUN
ap-636	67	2	:	:	PUNCT
ap-636	67	3	dlnnet	dlnnet	PROPN
ap-636	68	1	[	[	X
ap-636	68	2	8	8	NUM
ap-636	68	3	]	]	SYM
ap-636	68	4	.	.	PUNCT
ap-636	69	1	5	5	X
ap-636	69	2	.	.	PUNCT
ap-636	69	3	the	the	DET
ap-636	69	4	final	final	ADJ
ap-636	69	5	calculation	calculation	NOUN
ap-636	69	6	using	use	VERB
ap-636	69	7	the	the	DET
ap-636	69	8	identified	identify	VERB
ap-636	69	9	material	material	NOUN
ap-636	69	10	model	model	NOUN
ap-636	69	11	parameters	parameter	NOUN
ap-636	69	12	should	should	AUX
ap-636	69	13	verify	verify	VERB
ap-636	69	14	how	how	SCONJ
ap-636	69	15	well	well	ADV
ap-636	69	16	the	the	DET
ap-636	69	17	parameters	parameter	NOUN
ap-636	69	18	were	be	AUX
ap-636	69	19	identified	identify	VERB
ap-636	69	20	(	(	PUNCT
ap-636	69	21	atena	atena	NOUN
ap-636	69	22	)	)	PUNCT
ap-636	69	23	.	.	PUNCT
ap-636	70	1	the	the	DET
ap-636	70	2	complex	complex	ADJ
ap-636	70	3	program	program	NOUN
ap-636	70	4	communication	communication	NOUN
ap-636	70	5	and	and	CCONJ
ap-636	70	6	the	the	DET
ap-636	70	7	necessary	necessary	ADJ
ap-636	70	8	interfaces	interface	NOUN
ap-636	70	9	are	be	AUX
ap-636	70	10	schematically	schematically	NOUN
ap-636	70	11	shown	show	VERB
ap-636	70	12	in	in	ADP
ap-636	70	13	fig	fig	NOUN
ap-636	70	14	.	.	PUNCT
ap-636	71	1	2	2	X
ap-636	71	2	.	.	X
ap-636	71	3	©	©	PROPN
ap-636	71	4	czech	czech	PROPN
ap-636	71	5	technical	technical	PROPN
ap-636	71	6	university	university	PROPN
ap-636	71	7	publishing	publishing	NOUN
ap-636	71	8	house	house	NOUN
ap-636	71	9	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-636	71	10	111	111	NUM
ap-636	71	11	acta	acta	PROPN
ap-636	71	12	polytechnica	polytechnica	PROPN
ap-636	71	13	vol	vol	NOUN
ap-636	71	14	.	.	PROPN
ap-636	72	1	44	44	NUM
ap-636	72	2	no	no	NOUN
ap-636	72	3	.	.	PUNCT
ap-636	73	1	5–6/2004	5–6/2004	NUM
ap-636	73	2	0	0	NUM
ap-636	73	3	0	0	NUM
ap-636	73	4	.	.	NOUN
ap-636	73	5	0	0	NUM
ap-636	74	1	5	5	NUM
ap-636	74	2	.	.	NOUN
ap-636	74	3	1	1	NUM
ap-636	74	4	0	0	NUM
ap-636	74	5	.	.	NOUN
ap-636	74	6	1	1	NUM
ap-636	74	7	5	5	NUM
ap-636	74	8	.	.	PUNCT
ap-636	75	1	2.0	2.0	NUM
ap-636	75	2	0	0	NUM
ap-636	75	3	00	00	NUM
ap-636	75	4	.	.	PUNCT
ap-636	75	5	0	0	NUM
ap-636	76	1	05	05	NUM
ap-636	76	2	.	.	NOUN
ap-636	76	3	0	0	NUM
ap-636	77	1	10	10	NUM
ap-636	77	2	.	.	PUNCT
ap-636	77	3	0	0	NUM
ap-636	78	1	15	15	NUM
ap-636	78	2	.	.	NOUN
ap-636	78	3	0	0	NUM
ap-636	79	1	20	20	NUM
ap-636	79	2	.	.	PUNCT
ap-636	80	1	deformation	deformation	NOUN
ap-636	81	1	[	[	X
ap-636	81	2	mm	mm	X
ap-636	81	3	]	]	X
ap-636	81	4	fo	fo	ADP
ap-636	81	5	rc	rc	PROPN
ap-636	81	6	e	e	PROPN
ap-636	81	7	[	[	X
ap-636	81	8	k	k	X
ap-636	81	9	n	n	X
ap-636	81	10	]	]	PUNCT
ap-636	81	11	experiment	experiment	NOUN
ap-636	81	12	model	model	NOUN
ap-636	81	13	param	param	PROPN
ap-636	81	14	.	.	PUNCT
ap-636	82	1	from	from	ADP
ap-636	82	2	exp	exp	NOUN
ap-636	82	3	.	.	PUNCT
ap-636	82	4	fig	fig	NOUN
ap-636	82	5	.	.	PUNCT
ap-636	83	1	1	1	NUM
ap-636	83	2	:	:	PUNCT
ap-636	83	3	load	load	NOUN
ap-636	83	4	-	-	PUNCT
ap-636	83	5	deflection	deflection	NOUN
ap-636	83	6	curves	curve	NOUN
ap-636	83	7	–	–	PUNCT
ap-636	83	8	experiment	experiment	NOUN
ap-636	83	9	and	and	CCONJ
ap-636	83	10	initial	initial	ADJ
ap-636	83	11	numerical	numerical	PROPN
ap-636	83	12	simulation	simulation	PROPN
ap-636	83	13	sara	sara	PROPN
ap-636	83	14	atena	atena	PROPN
ap-636	83	15	freet	freet	PROPN
ap-636	83	16	dlnnet	dlnnet	ADJ
ap-636	83	17	random	random	ADJ
ap-636	83	18	material	material	NOUN
ap-636	83	19	parametersrandom	parametersrandom	NOUN
ap-636	83	20	l	l	PROPN
ap-636	83	21	-	-	PROPN
ap-636	83	22	d	d	ADJ
ap-636	83	23	curves	curve	NOUN
ap-636	83	24	experimental	experimental	ADJ
ap-636	83	25	l	l	NOUN
ap-636	83	26	-	-	PROPN
ap-636	83	27	d	d	PROPN
ap-636	83	28	curve	curve	NOUN
ap-636	83	29	identified	identify	VERB
ap-636	83	30	material	material	NOUN
ap-636	83	31	parameters	parameter	NOUN
ap-636	83	32	a	a	DET
ap-636	83	33	d	d	NOUN
ap-636	83	34	a	a	DET
ap-636	83	35	p	p	X
ap-636	83	36	t	t	NOUN
ap-636	83	37	iv	iv	NUM
ap-636	84	1	e	e	NOUN
ap-636	84	2	p	p	PROPN
ap-636	84	3	h	h	NOUN
ap-636	84	4	a	a	DET
ap-636	84	5	s	s	X
ap-636	84	6	e	e	NOUN
ap-636	84	7	-a	-a	PROPN
ap-636	84	8	c	c	PROPN
ap-636	84	9	t	t	PROPN
ap-636	84	10	iv	iv	NUM
ap-636	84	11	e	e	NOUN
ap-636	84	12	p	p	PROPN
ap-636	84	13	h	h	NOUN
ap-636	84	14	a	a	DET
ap-636	84	15	s	s	X
ap-636	84	16	e	e	NOUN
ap-636	84	17	-t	-t	NOUN
ap-636	84	18	r	r	VERB
ap-636	84	19	a	a	X
ap-636	84	20	in	in	ADV
ap-636	84	21	in	in	ADP
ap-636	84	22	g	g	PROPN
ap-636	84	23	fig	fig	NOUN
ap-636	84	24	.	.	PUNCT
ap-636	85	1	2	2	NUM
ap-636	85	2	:	:	PUNCT
ap-636	85	3	identification	identification	NOUN
ap-636	85	4	software	software	NOUN
ap-636	85	5	communication	communication	NOUN
ap-636	85	6	scheme	scheme	NOUN
ap-636	85	7	3.2	3.2	NUM
ap-636	85	8	statistical	statistical	ADJ
ap-636	85	9	simulation	simulation	NOUN
ap-636	85	10	in	in	ADP
ap-636	85	11	order	order	NOUN
ap-636	85	12	to	to	PART
ap-636	85	13	prepare	prepare	VERB
ap-636	85	14	the	the	DET
ap-636	85	15	set	set	NOUN
ap-636	85	16	of	of	ADP
ap-636	85	17	random	random	ADJ
ap-636	85	18	load	load	NOUN
ap-636	85	19	-	-	PUNCT
ap-636	85	20	deflection	deflection	NOUN
ap-636	85	21	curves	curve	NOUN
ap-636	85	22	for	for	ADP
ap-636	85	23	training	train	VERB
ap-636	85	24	the	the	DET
ap-636	85	25	neural	neural	ADJ
ap-636	85	26	network	network	NOUN
ap-636	85	27	,	,	PUNCT
ap-636	85	28	a	a	DET
ap-636	85	29	proper	proper	ADJ
ap-636	85	30	efficient	efficient	ADJ
ap-636	85	31	monte	monte	PROPN
ap-636	85	32	carlo	carlo	PROPN
ap-636	85	33	type	type	NOUN
ap-636	85	34	simulation	simulation	NOUN
ap-636	85	35	has	have	VERB
ap-636	85	36	to	to	PART
ap-636	85	37	be	be	AUX
ap-636	85	38	performed	perform	VERB
ap-636	85	39	.	.	PUNCT
ap-636	86	1	the	the	DET
ap-636	86	2	sara	sara	PROPN
ap-636	86	3	system	system	NOUN
ap-636	86	4	originally	originally	ADV
ap-636	86	5	developed	develop	VERB
ap-636	86	6	for	for	ADP
ap-636	86	7	statistical	statistical	ADJ
ap-636	86	8	and	and	CCONJ
ap-636	86	9	reliability	reliability	NOUN
ap-636	86	10	analysis	analysis	NOUN
ap-636	86	11	of	of	ADP
ap-636	86	12	concrete	concrete	ADJ
ap-636	86	13	structures	structure	NOUN
ap-636	86	14	consists	consist	VERB
ap-636	86	15	of	of	ADP
ap-636	86	16	two	two	NUM
ap-636	86	17	major	major	ADJ
ap-636	86	18	parts	part	NOUN
ap-636	86	19	–	–	PUNCT
ap-636	86	20	the	the	DET
ap-636	86	21	freet	freet	ADJ
ap-636	86	22	statistical	statistical	ADJ
ap-636	86	23	and	and	CCONJ
ap-636	86	24	reliability	reliability	NOUN
ap-636	86	25	package	package	NOUN
ap-636	86	26	and	and	CCONJ
ap-636	86	27	the	the	DET
ap-636	86	28	atena	atena	PROPN
ap-636	86	29	nonlinear	nonlinear	PROPN
ap-636	86	30	finite	finite	PROPN
ap-636	86	31	element	element	PROPN
ap-636	86	32	simulation	simulation	PROPN
ap-636	86	33	.	.	PUNCT
ap-636	87	1	the	the	DET
ap-636	87	2	stochastic	stochastic	ADJ
ap-636	87	3	part	part	NOUN
ap-636	87	4	of	of	ADP
ap-636	87	5	the	the	DET
ap-636	87	6	sara	sara	NOUN
ap-636	87	7	system	system	NOUN
ap-636	87	8	is	be	AUX
ap-636	87	9	the	the	DET
ap-636	87	10	freet	freet	ADJ
ap-636	87	11	–	–	PUNCT
ap-636	87	12	feasible	feasible	ADJ
ap-636	87	13	reliability	reliability	NOUN
ap-636	87	14	engineering	engineering	NOUN
ap-636	87	15	efficient	efficient	ADJ
ap-636	87	16	tool	tool	NOUN
ap-636	87	17	–	–	PUNCT
ap-636	87	18	probabilistic	probabilistic	ADJ
ap-636	87	19	program	program	NOUN
ap-636	87	20	.	.	PUNCT
ap-636	88	1	this	this	DET
ap-636	88	2	probabilistic	probabilistic	ADJ
ap-636	88	3	software	software	NOUN
ap-636	88	4	for	for	ADP
ap-636	88	5	statistical	statistical	ADJ
ap-636	88	6	,	,	PUNCT
ap-636	88	7	sensitivity	sensitivity	NOUN
ap-636	88	8	and	and	CCONJ
ap-636	88	9	reliability	reliability	NOUN
ap-636	88	10	analysis	analysis	NOUN
ap-636	88	11	of	of	ADP
ap-636	88	12	engineering	engineering	NOUN
ap-636	88	13	problems	problem	NOUN
ap-636	88	14	was	be	AUX
ap-636	88	15	designed	design	VERB
ap-636	88	16	with	with	ADP
ap-636	88	17	its	its	PRON
ap-636	88	18	focus	focus	NOUN
ap-636	88	19	on	on	ADP
ap-636	88	20	computationally	computationally	ADV
ap-636	88	21	intensive	intensive	ADJ
ap-636	88	22	problems	problem	NOUN
ap-636	88	23	,	,	PUNCT
ap-636	88	24	which	which	PRON
ap-636	88	25	do	do	AUX
ap-636	88	26	not	not	PART
ap-636	88	27	allow	allow	VERB
ap-636	88	28	thousands	thousand	NOUN
ap-636	88	29	of	of	ADP
ap-636	88	30	samples	sample	NOUN
ap-636	88	31	to	to	PART
ap-636	88	32	be	be	AUX
ap-636	88	33	performed	perform	VERB
ap-636	88	34	[	[	PUNCT
ap-636	88	35	5	5	NUM
ap-636	88	36	]	]	PUNCT
ap-636	88	37	,	,	PUNCT
ap-636	88	38	[	[	X
ap-636	88	39	11	11	NUM
ap-636	88	40	]	]	PUNCT
ap-636	88	41	.	.	PUNCT
ap-636	89	1	a	a	DET
ap-636	89	2	special	special	ADJ
ap-636	89	3	type	type	NOUN
ap-636	89	4	of	of	ADP
ap-636	89	5	numerical	numerical	ADJ
ap-636	89	6	probabilistic	probabilistic	PROPN
ap-636	89	7	simulation	simulation	NOUN
ap-636	89	8	,	,	PUNCT
ap-636	89	9	lhs	lhs	PROPN
ap-636	89	10	,	,	PUNCT
ap-636	89	11	makes	make	VERB
ap-636	89	12	it	it	PRON
ap-636	89	13	possible	possible	ADJ
ap-636	89	14	to	to	PART
ap-636	89	15	use	use	VERB
ap-636	89	16	only	only	ADV
ap-636	89	17	a	a	DET
ap-636	89	18	small	small	ADJ
ap-636	89	19	number	number	NOUN
ap-636	89	20	of	of	ADP
ap-636	89	21	monte	monte	PROPN
ap-636	89	22	carlo	carlo	PROPN
ap-636	89	23	simulations	simulation	NOUN
ap-636	89	24	for	for	ADP
ap-636	89	25	a	a	DET
ap-636	89	26	good	good	ADJ
ap-636	89	27	estimation	estimation	NOUN
ap-636	89	28	of	of	ADP
ap-636	89	29	the	the	DET
ap-636	89	30	first	first	ADJ
ap-636	89	31	and	and	CCONJ
ap-636	89	32	second	second	ADJ
ap-636	89	33	moments	moment	NOUN
ap-636	89	34	of	of	ADP
ap-636	89	35	the	the	DET
ap-636	89	36	response	response	NOUN
ap-636	89	37	function	function	NOUN
ap-636	89	38	.	.	PUNCT
ap-636	90	1	lhs	lhs	PROPN
ap-636	90	2	uses	use	VERB
ap-636	90	3	stratification	stratification	NOUN
ap-636	90	4	of	of	ADP
ap-636	90	5	the	the	DET
ap-636	90	6	theoretical	theoretical	ADJ
ap-636	90	7	cumulative	cumulative	ADJ
ap-636	90	8	probability	probability	NOUN
ap-636	90	9	distribution	distribution	NOUN
ap-636	90	10	function	function	NOUN
ap-636	90	11	(	(	PUNCT
ap-636	90	12	cpdf	cpdf	NOUN
ap-636	90	13	)	)	PUNCT
ap-636	90	14	of	of	ADP
ap-636	90	15	the	the	DET
ap-636	90	16	input	input	NOUN
ap-636	90	17	random	random	ADJ
ap-636	90	18	variables	variable	NOUN
ap-636	90	19	.	.	PUNCT
ap-636	91	1	cpdfs	cpdfs	VERB
ap-636	91	2	for	for	ADP
ap-636	91	3	all	all	DET
ap-636	91	4	random	random	ADJ
ap-636	91	5	variables	variable	NOUN
ap-636	91	6	are	be	AUX
ap-636	91	7	divided	divide	VERB
ap-636	91	8	into	into	ADP
ap-636	91	9	n	n	CCONJ
ap-636	91	10	equivalent	equivalent	ADJ
ap-636	91	11	no	no	DET
ap-636	91	12	overlapping	overlap	VERB
ap-636	91	13	intervals	interval	NOUN
ap-636	91	14	,	,	PUNCT
ap-636	91	15	where	where	SCONJ
ap-636	91	16	n	n	PRON
ap-636	91	17	is	be	AUX
ap-636	91	18	the	the	DET
ap-636	91	19	number	number	NOUN
ap-636	91	20	of	of	ADP
ap-636	91	21	simulations	simulation	NOUN
ap-636	91	22	.	.	PUNCT
ap-636	92	1	the	the	DET
ap-636	92	2	representative	representative	ADJ
ap-636	92	3	parameters	parameter	NOUN
ap-636	92	4	of	of	ADP
ap-636	92	5	the	the	DET
ap-636	92	6	variables	variable	NOUN
ap-636	92	7	are	be	AUX
ap-636	92	8	selected	select	VERB
ap-636	92	9	randomly	randomly	ADV
ap-636	92	10	on	on	ADP
ap-636	92	11	the	the	DET
ap-636	92	12	basis	basis	NOUN
ap-636	92	13	of	of	ADP
ap-636	92	14	random	random	ADJ
ap-636	92	15	permutations	permutation	NOUN
ap-636	92	16	of	of	ADP
ap-636	92	17	integers	integer	NOUN
ap-636	92	18	1	1	NUM
ap-636	92	19	,	,	PUNCT
ap-636	92	20	2	2	NUM
ap-636	92	21	,	,	PUNCT
ap-636	92	22	…	…	PUNCT
ap-636	92	23	,	,	PUNCT
ap-636	92	24	j	j	NOUN
ap-636	92	25	,	,	PUNCT
ap-636	92	26	…	…	PUNCT
ap-636	92	27	,	,	PUNCT
ap-636	92	28	n.	n.	NOUN
ap-636	92	29	every	every	DET
ap-636	92	30	interval	interval	NOUN
ap-636	92	31	of	of	ADP
ap-636	92	32	each	each	DET
ap-636	92	33	variable	variable	NOUN
ap-636	92	34	must	must	AUX
ap-636	92	35	be	be	AUX
ap-636	92	36	used	use	VERB
ap-636	92	37	only	only	ADV
ap-636	92	38	once	once	ADV
ap-636	92	39	during	during	ADP
ap-636	92	40	the	the	DET
ap-636	92	41	simulation	simulation	NOUN
ap-636	92	42	.	.	PUNCT
ap-636	93	1	atena	atena	PROPN
ap-636	93	2	nonlinear	nonlinear	PROPN
ap-636	93	3	finite	finite	PROPN
ap-636	93	4	element	element	PROPN
ap-636	93	5	software	software	NOUN
ap-636	93	6	is	be	AUX
ap-636	93	7	well	well	ADV
ap-636	93	8	-	-	PUNCT
ap-636	93	9	established	establish	VERB
ap-636	93	10	for	for	ADP
ap-636	93	11	realistic	realistic	ADJ
ap-636	93	12	computer	computer	NOUN
ap-636	93	13	simulation	simulation	NOUN
ap-636	93	14	of	of	ADP
ap-636	93	15	damage	damage	NOUN
ap-636	93	16	and	and	CCONJ
ap-636	93	17	failure	failure	NOUN
ap-636	93	18	of	of	ADP
ap-636	93	19	concrete	concrete	ADJ
ap-636	93	20	and	and	CCONJ
ap-636	93	21	reinforced	reinforce	VERB
ap-636	93	22	concrete	concrete	ADJ
ap-636	93	23	structures	structure	NOUN
ap-636	93	24	in	in	ADP
ap-636	93	25	a	a	DET
ap-636	93	26	deterministic	deterministic	ADJ
ap-636	93	27	way	way	NOUN
ap-636	93	28	[	[	X
ap-636	93	29	12	12	NUM
ap-636	93	30	]	]	PUNCT
ap-636	93	31	,	,	PUNCT
ap-636	93	32	[	[	X
ap-636	93	33	13	13	NUM
ap-636	93	34	]	]	PUNCT
ap-636	93	35	.	.	PUNCT
ap-636	94	1	the	the	DET
ap-636	94	2	constitutive	constitutive	ADJ
ap-636	94	3	relation	relation	NOUN
ap-636	94	4	at	at	ADP
ap-636	94	5	a	a	DET
ap-636	94	6	material	material	NOUN
ap-636	94	7	point	point	NOUN
ap-636	94	8	(	(	PUNCT
ap-636	94	9	constitutive	constitutive	ADJ
ap-636	94	10	model	model	NOUN
ap-636	94	11	)	)	PUNCT
ap-636	94	12	plays	play	VERB
ap-636	94	13	the	the	DET
ap-636	94	14	most	most	ADV
ap-636	94	15	crucial	crucial	ADJ
ap-636	94	16	role	role	NOUN
ap-636	94	17	in	in	ADP
ap-636	94	18	the	the	DET
ap-636	94	19	finite	finite	ADJ
ap-636	94	20	element	element	NOUN
ap-636	94	21	analysis	analysis	NOUN
ap-636	94	22	and	and	CCONJ
ap-636	94	23	decides	decide	VERB
ap-636	94	24	how	how	SCONJ
ap-636	94	25	the	the	DET
ap-636	94	26	structural	structural	ADJ
ap-636	94	27	model	model	NOUN
ap-636	94	28	represents	represent	VERB
ap-636	94	29	reality	reality	NOUN
ap-636	94	30	.	.	PUNCT
ap-636	95	1	since	since	SCONJ
ap-636	95	2	concrete	concrete	NOUN
ap-636	95	3	is	be	AUX
ap-636	95	4	a	a	DET
ap-636	95	5	complex	complex	ADJ
ap-636	95	6	material	material	NOUN
ap-636	95	7	with	with	ADP
ap-636	95	8	a	a	DET
ap-636	95	9	strongly	strongly	ADV
ap-636	95	10	nonlinear	nonlinear	ADJ
ap-636	95	11	response	response	NOUN
ap-636	95	12	even	even	ADV
ap-636	95	13	under	under	ADP
ap-636	95	14	service	service	NOUN
ap-636	95	15	load	load	NOUN
ap-636	95	16	conditions	condition	NOUN
ap-636	95	17	,	,	PUNCT
ap-636	95	18	special	special	ADJ
ap-636	95	19	constitutive	constitutive	ADJ
ap-636	95	20	models	model	NOUN
ap-636	95	21	for	for	ADP
ap-636	95	22	the	the	DET
ap-636	95	23	finite	finite	ADJ
ap-636	95	24	element	element	NOUN
ap-636	95	25	analysis	analysis	NOUN
ap-636	95	26	of	of	ADP
ap-636	95	27	concrete	concrete	ADJ
ap-636	95	28	structures	structure	NOUN
ap-636	95	29	are	be	AUX
ap-636	95	30	employed	employ	VERB
ap-636	95	31	[	[	X
ap-636	95	32	4	4	NUM
ap-636	95	33	]	]	PUNCT
ap-636	95	34	.	.	PUNCT
ap-636	96	1	the	the	DET
ap-636	96	2	sara	sara	PROPN
ap-636	96	3	system	system	NOUN
ap-636	96	4	can	can	AUX
ap-636	96	5	easily	easily	ADV
ap-636	96	6	be	be	AUX
ap-636	96	7	used	use	VERB
ap-636	96	8	for	for	ADP
ap-636	96	9	stochastic	stochastic	ADJ
ap-636	96	10	training	training	NOUN
ap-636	96	11	of	of	ADP
ap-636	96	12	a	a	DET
ap-636	96	13	neural	neural	ADJ
ap-636	96	14	network	network	NOUN
ap-636	96	15	.	.	PUNCT
ap-636	97	1	the	the	DET
ap-636	97	2	parameters	parameter	NOUN
ap-636	97	3	for	for	ADP
ap-636	97	4	identification	identification	NOUN
ap-636	97	5	are	be	AUX
ap-636	97	6	simulated	simulate	VERB
ap-636	97	7	as	as	ADP
ap-636	97	8	random	random	ADJ
ap-636	97	9	variables	variable	NOUN
ap-636	97	10	with	with	ADP
ap-636	97	11	prescribed	prescribed	ADJ
ap-636	97	12	variability	variability	NOUN
ap-636	97	13	.	.	PUNCT
ap-636	98	1	the	the	DET
ap-636	98	2	resulting	result	VERB
ap-636	98	3	random	random	ADJ
ap-636	98	4	load	load	NOUN
ap-636	98	5	-	-	PUNCT
ap-636	98	6	deflection	deflection	NOUN
ap-636	98	7	curves	curve	NOUN
ap-636	98	8	with	with	ADP
ap-636	98	9	random	random	ADJ
ap-636	98	10	realizations	realization	NOUN
ap-636	98	11	of	of	ADP
ap-636	98	12	the	the	DET
ap-636	98	13	parameters	parameter	NOUN
ap-636	98	14	serve	serve	VERB
ap-636	98	15	for	for	ADP
ap-636	98	16	training	train	VERB
ap-636	98	17	the	the	DET
ap-636	98	18	network	network	NOUN
ap-636	98	19	.	.	PUNCT
ap-636	99	1	such	such	DET
ap-636	99	2	a	a	DET
ap-636	99	3	“	"	PUNCT
ap-636	99	4	bundle	bundle	NOUN
ap-636	99	5	”	"	PUNCT
ap-636	99	6	of	of	ADP
ap-636	99	7	curves	curve	NOUN
ap-636	99	8	is	be	AUX
ap-636	99	9	shown	show	VERB
ap-636	99	10	in	in	ADP
ap-636	99	11	fig	fig	NOUN
ap-636	99	12	.	.	PUNCT
ap-636	100	1	5	5	NUM
ap-636	100	2	.	.	NOUN
ap-636	100	3	3.3	3.3	NUM
ap-636	100	4	artificial	artificial	ADJ
ap-636	100	5	neural	neural	ADJ
ap-636	100	6	networks	network	NOUN
ap-636	100	7	the	the	DET
ap-636	100	8	basic	basic	ADJ
ap-636	100	9	idea	idea	NOUN
ap-636	100	10	of	of	ADP
ap-636	100	11	an	an	DET
ap-636	100	12	artificial	artificial	ADJ
ap-636	100	13	neural	neural	ADJ
ap-636	100	14	network	network	NOUN
ap-636	100	15	was	be	AUX
ap-636	100	16	to	to	PART
ap-636	100	17	provide	provide	VERB
ap-636	100	18	a	a	DET
ap-636	100	19	numerical	numerical	ADJ
ap-636	100	20	model	model	NOUN
ap-636	100	21	of	of	ADP
ap-636	100	22	processes	process	NOUN
ap-636	100	23	in	in	ADP
ap-636	100	24	the	the	DET
ap-636	100	25	brain	brain	NOUN
ap-636	100	26	.	.	PUNCT
ap-636	101	1	nowadays	nowadays	ADV
ap-636	101	2	this	this	DET
ap-636	101	3	approach	approach	NOUN
ap-636	101	4	is	be	AUX
ap-636	101	5	used	use	VERB
ap-636	101	6	in	in	ADP
ap-636	101	7	various	various	ADJ
ap-636	101	8	fields	field	NOUN
ap-636	101	9	of	of	ADP
ap-636	101	10	technical	technical	ADJ
ap-636	101	11	practice	practice	NOUN
ap-636	101	12	,	,	PUNCT
ap-636	101	13	mainly	mainly	ADV
ap-636	101	14	for	for	ADP
ap-636	101	15	classification	classification	NOUN
ap-636	101	16	problems	problem	NOUN
ap-636	101	17	[	[	X
ap-636	101	18	14	14	NUM
ap-636	101	19	]	]	PUNCT
ap-636	101	20	.	.	PUNCT
ap-636	102	1	in	in	ADP
ap-636	102	2	our	our	PRON
ap-636	102	3	identification	identification	NOUN
ap-636	102	4	technique	technique	NOUN
ap-636	102	5	a	a	DET
ap-636	102	6	multilayered	multilayere	VERB
ap-636	102	7	neural	neural	ADJ
ap-636	102	8	network	network	NOUN
ap-636	102	9	is	be	AUX
ap-636	102	10	used	use	VERB
ap-636	102	11	.	.	PUNCT
ap-636	103	1	all	all	DET
ap-636	103	2	neurons	neuron	NOUN
ap-636	103	3	in	in	ADP
ap-636	103	4	one	one	NUM
ap-636	103	5	layer	layer	NOUN
ap-636	103	6	are	be	AUX
ap-636	103	7	connected	connect	VERB
ap-636	103	8	with	with	ADP
ap-636	103	9	all	all	DET
ap-636	103	10	neurons	neuron	NOUN
ap-636	103	11	in	in	ADP
ap-636	103	12	the	the	DET
ap-636	103	13	following	follow	VERB
ap-636	103	14	layer	layer	NOUN
ap-636	103	15	.	.	PUNCT
ap-636	104	1	the	the	DET
ap-636	104	2	connecting	connect	VERB
ap-636	104	3	paths	path	NOUN
ap-636	104	4	among	among	ADP
ap-636	104	5	the	the	DET
ap-636	104	6	neurons	neuron	NOUN
ap-636	104	7	are	be	AUX
ap-636	104	8	weighted	weight	VERB
ap-636	104	9	,	,	PUNCT
ap-636	104	10	which	which	PRON
ap-636	104	11	models	model	VERB
ap-636	104	12	their	their	PRON
ap-636	104	13	conductivity	conductivity	NOUN
ap-636	104	14	.	.	PUNCT
ap-636	105	1	at	at	ADP
ap-636	105	2	the	the	DET
ap-636	105	3	level	level	NOUN
ap-636	105	4	of	of	ADP
ap-636	105	5	the	the	DET
ap-636	105	6	neuron	neuron	NOUN
ap-636	105	7	,	,	PUNCT
ap-636	105	8	the	the	DET
ap-636	105	9	bias	bias	NOUN
ap-636	105	10	is	be	AUX
ap-636	105	11	added	add	VERB
ap-636	105	12	to	to	ADP
ap-636	105	13	the	the	DET
ap-636	105	14	sum	sum	NOUN
ap-636	105	15	of	of	ADP
ap-636	105	16	the	the	DET
ap-636	105	17	weighted	weight	VERB
ap-636	105	18	impulses	impulse	NOUN
ap-636	105	19	from	from	ADP
ap-636	105	20	each	each	DET
ap-636	105	21	neuron	neuron	NOUN
ap-636	105	22	of	of	ADP
ap-636	105	23	the	the	DET
ap-636	105	24	previous	previous	ADJ
ap-636	105	25	layer	layer	NOUN
ap-636	105	26	.	.	PUNCT
ap-636	106	1	then	then	ADV
ap-636	106	2	the	the	DET
ap-636	106	3	transfer	transfer	NOUN
ap-636	106	4	function	function	NOUN
ap-636	106	5	is	be	AUX
ap-636	106	6	applied	apply	VERB
ap-636	106	7	.	.	PUNCT
ap-636	107	1	three	three	NUM
ap-636	107	2	types	type	NOUN
ap-636	107	3	of	of	ADP
ap-636	107	4	transfer	transfer	NOUN
ap-636	107	5	functions	function	NOUN
ap-636	107	6	can	can	AUX
ap-636	107	7	be	be	AUX
ap-636	107	8	used	use	VERB
ap-636	107	9	:	:	PUNCT
ap-636	107	10	hard	hard	ADJ
ap-636	107	11	-	-	PUNCT
ap-636	107	12	limit	limit	NOUN
ap-636	107	13	,	,	PUNCT
ap-636	107	14	linear	linear	ADJ
ap-636	107	15	and	and	CCONJ
ap-636	107	16	nonlinear	nonlinear	ADJ
ap-636	107	17	(	(	PUNCT
ap-636	107	18	e.g.	e.g.	ADV
ap-636	107	19	sigmoid	sigmoid	NOUN
ap-636	107	20	)	)	PUNCT
ap-636	107	21	transfer	transfer	NOUN
ap-636	107	22	functions	function	NOUN
ap-636	107	23	.	.	PUNCT
ap-636	108	1	the	the	DET
ap-636	108	2	synaptic	synaptic	ADJ
ap-636	108	3	weights	weight	NOUN
ap-636	108	4	,	,	PUNCT
ap-636	108	5	biases	bias	NOUN
ap-636	108	6	and	and	CCONJ
ap-636	108	7	transfer	transfer	NOUN
ap-636	108	8	functions	function	NOUN
ap-636	108	9	determine	determine	VERB
ap-636	108	10	the	the	DET
ap-636	108	11	behavior	behavior	NOUN
ap-636	108	12	of	of	ADP
ap-636	108	13	neurons	neuron	NOUN
ap-636	108	14	and	and	CCONJ
ap-636	108	15	the	the	DET
ap-636	108	16	whole	whole	ADJ
ap-636	108	17	neural	neural	ADJ
ap-636	108	18	network	network	NOUN
ap-636	108	19	.	.	PUNCT
ap-636	109	1	the	the	DET
ap-636	109	2	output	output	NOUN
ap-636	109	3	from	from	ADP
ap-636	109	4	a	a	DET
ap-636	109	5	single	single	ADJ
ap-636	109	6	neuron	neuron	NOUN
ap-636	109	7	(	(	PUNCT
ap-636	109	8	fig	fig	NOUN
ap-636	109	9	.	.	PUNCT
ap-636	109	10	3a	3a	NUM
ap-636	109	11	)	)	PUNCT
ap-636	109	12	can	can	AUX
ap-636	109	13	be	be	AUX
ap-636	109	14	calculated	calculate	VERB
ap-636	109	15	as	as	ADP
ap-636	109	16	:	:	PUNCT
ap-636	109	17	y	y	PROPN
ap-636	109	18	f	f	PROPN
ap-636	109	19	x	x	X
ap-636	110	1	f	f	X
ap-636	110	2	w	w	PROPN
ap-636	111	1	p	p	X
ap-636	111	2	bk	bk	ADP
ap-636	111	3	k	k	PROPN
ap-636	111	4	k	k	PROPN
ap-636	111	5	�	�	PROPN
ap-636	111	6	�	�	PROPN
ap-636	111	7	�	�	PROPN
ap-636	111	8	�	�	PROPN
ap-636	111	9	�	�	PROPN
ap-636	111	10	�	�	PROPN
ap-636	111	11	�	�	PROPN
ap-636	111	12	�	�	PROPN
ap-636	111	13	�	�	PROPN
ap-636	111	14	�	�	PROPN
ap-636	111	15	(	(	PUNCT
ap-636	111	16	)	)	PUNCT
ap-636	111	17	(	(	PUNCT
ap-636	111	18	)	)	PUNCT
ap-636	111	19	,	,	PUNCT
ap-636	111	20	(	(	PUNCT
ap-636	111	21	1	1	X
ap-636	111	22	)	)	PUNCT
ap-636	112	1	where	where	SCONJ
ap-636	112	2	:	:	PUNCT
ap-636	112	3	k	k	X
ap-636	112	4	–	–	PUNCT
ap-636	112	5	number	number	NOUN
ap-636	112	6	of	of	ADP
ap-636	112	7	input	input	NOUN
ap-636	112	8	impulses	impulse	NOUN
ap-636	112	9	(	(	PUNCT
ap-636	112	10	1	1	NUM
ap-636	112	11	,	,	PUNCT
ap-636	112	12	…	…	PUNCT
ap-636	112	13	,	,	PUNCT
ap-636	112	14	k	k	NOUN
ap-636	112	15	)	)	PUNCT
ap-636	112	16	,	,	PUNCT
ap-636	112	17	wk	wk	X
ap-636	112	18	–	–	PUNCT
ap-636	112	19	synaptic	synaptic	ADJ
ap-636	112	20	weight	weight	NOUN
ap-636	112	21	of	of	ADP
ap-636	112	22	the	the	DET
ap-636	112	23	connecting	connect	VERB
ap-636	112	24	path	path	NOUN
ap-636	112	25	from	from	ADP
ap-636	112	26	the	the	DET
ap-636	112	27	k	k	PROPN
ap-636	112	28	-	-	PUNCT
ap-636	112	29	th	th	X
ap-636	112	30	neuron	neuron	NOUN
ap-636	112	31	of	of	ADP
ap-636	112	32	the	the	DET
ap-636	112	33	previous	previous	ADJ
ap-636	112	34	layer	layer	NOUN
ap-636	112	35	,	,	PUNCT
ap-636	112	36	pk	pk	NOUN
ap-636	112	37	–	–	PUNCT
ap-636	112	38	impulses	impulse	NOUN
ap-636	112	39	from	from	ADP
ap-636	112	40	the	the	DET
ap-636	112	41	k	k	PROPN
ap-636	112	42	-	-	PUNCT
ap-636	112	43	th	th	X
ap-636	112	44	neuron	neuron	NOUN
ap-636	112	45	of	of	ADP
ap-636	112	46	the	the	DET
ap-636	112	47	previous	previous	ADJ
ap-636	112	48	layer	layer	NOUN
ap-636	112	49	,	,	PUNCT
ap-636	112	50	b	b	X
ap-636	112	51	–	–	PUNCT
ap-636	112	52	bias	bias	NOUN
ap-636	112	53	of	of	ADP
ap-636	112	54	the	the	DET
ap-636	112	55	neuron	neuron	NOUN
ap-636	112	56	and	and	CCONJ
ap-636	112	57	f	f	PROPN
ap-636	112	58	–	–	PUNCT
ap-636	112	59	transfer	transfer	NOUN
ap-636	112	60	function	function	NOUN
ap-636	112	61	of	of	ADP
ap-636	112	62	the	the	DET
ap-636	112	63	neuron	neuron	NOUN
ap-636	112	64	.	.	PUNCT
ap-636	113	1	if	if	SCONJ
ap-636	113	2	the	the	DET
ap-636	113	3	output	output	NOUN
ap-636	113	4	vector	vector	NOUN
ap-636	113	5	of	of	ADP
ap-636	113	6	the	the	DET
ap-636	113	7	whole	whole	ADJ
ap-636	113	8	neural	neural	ADJ
ap-636	113	9	network	network	NOUN
ap-636	113	10	is	be	AUX
ap-636	113	11	required	require	VERB
ap-636	113	12	,	,	PUNCT
ap-636	113	13	the	the	DET
ap-636	113	14	output	output	NOUN
ap-636	113	15	vectors	vector	NOUN
ap-636	113	16	have	have	VERB
ap-636	113	17	to	to	PART
ap-636	113	18	be	be	AUX
ap-636	113	19	calculated	calculate	VERB
ap-636	113	20	layer	layer	NOUN
ap-636	113	21	by	by	ADP
ap-636	113	22	layer	layer	NOUN
ap-636	113	23	from	from	ADP
ap-636	113	24	the	the	DET
ap-636	113	25	input	input	NOUN
ap-636	113	26	layer	layer	NOUN
ap-636	113	27	to	to	ADP
ap-636	113	28	the	the	DET
ap-636	113	29	output	output	NOUN
ap-636	113	30	layer	layer	NOUN
ap-636	113	31	of	of	ADP
ap-636	113	32	the	the	DET
ap-636	113	33	network	network	NOUN
ap-636	113	34	.	.	PUNCT
ap-636	114	1	output	output	NOUN
ap-636	114	2	of	of	ADP
ap-636	114	3	the	the	DET
ap-636	114	4	u	u	NOUN
ap-636	114	5	-	-	NOUN
ap-636	114	6	th	th	VERB
ap-636	114	7	layer	layer	NOUN
ap-636	114	8	of	of	ADP
ap-636	114	9	the	the	DET
ap-636	114	10	network	network	NOUN
ap-636	114	11	is	be	AUX
ap-636	114	12	:	:	PUNCT
ap-636	114	13	y	y	PROPN
ap-636	114	14	f	f	PROPN
ap-636	114	15	w	w	AUX
ap-636	114	16	y	y	PROPN
ap-636	114	17	bk	bk	VERB
ap-636	114	18	u	u	NOUN
ap-636	114	19	u	u	NOUN
ap-636	114	20	kj	kj	PROPN
ap-636	114	21	u	u	PROPN
ap-636	114	22	j	j	PROPN
ap-636	114	23	u	u	X
ap-636	114	24	k	k	PROPN
ap-636	114	25	u	u	PROPN
ap-636	114	26	j	j	PROPN
ap-636	114	27	j	j	PROPN
ap-636	114	28	�	�	PROPN
ap-636	114	29	�	�	PROPN
ap-636	114	30	�	�	PROPN
ap-636	114	31	�	�	PROPN
ap-636	114	32	�	�	PROPN
ap-636	114	33	�	�	PROPN
ap-636	114	34	�	�	PROPN
ap-636	114	35	�	�	PROPN
ap-636	114	36	�	�	PROPN
ap-636	114	37	�	�	PROPN
ap-636	114	38	�	�	PROPN
ap-636	114	39	�	�	PROPN
ap-636	114	40	(	(	PUNCT
ap-636	114	41	)	)	PUNCT
ap-636	114	42	1	1	NUM
ap-636	114	43	1	1	NUM
ap-636	114	44	,	,	PUNCT
ap-636	114	45	(	(	PUNCT
ap-636	114	46	2	2	NUM
ap-636	114	47	)	)	PUNCT
ap-636	115	1	where	where	SCONJ
ap-636	115	2	:	:	PUNCT
ap-636	115	3	k	k	X
ap-636	115	4	–	–	PUNCT
ap-636	115	5	number	number	NOUN
ap-636	115	6	of	of	ADP
ap-636	115	7	components	component	NOUN
ap-636	115	8	in	in	ADP
ap-636	115	9	the	the	DET
ap-636	115	10	output	output	NOUN
ap-636	115	11	vector	vector	NOUN
ap-636	115	12	in	in	ADP
ap-636	115	13	the	the	DET
ap-636	115	14	u	u	NOUN
ap-636	115	15	-	-	NOUN
ap-636	115	16	th	th	VERB
ap-636	115	17	layer	layer	NOUN
ap-636	115	18	(	(	PUNCT
ap-636	115	19	1	1	NUM
ap-636	115	20	,	,	PUNCT
ap-636	115	21	…	…	PUNCT
ap-636	115	22	,	,	PUNCT
ap-636	115	23	k	k	PROPN
ap-636	115	24	�	�	PROPN
ap-636	115	25	number	number	NOUN
ap-636	115	26	of	of	ADP
ap-636	115	27	neurons	neuron	NOUN
ap-636	115	28	in	in	ADP
ap-636	115	29	the	the	DET
ap-636	115	30	u	u	NOUN
ap-636	115	31	-	-	NOUN
ap-636	115	32	th	th	VERB
ap-636	115	33	layer	layer	NOUN
ap-636	115	34	)	)	PUNCT
ap-636	115	35	,	,	PUNCT
ap-636	115	36	j	j	PROPN
ap-636	115	37	–	–	PUNCT
ap-636	115	38	number	number	NOUN
ap-636	115	39	of	of	ADP
ap-636	115	40	components	component	NOUN
ap-636	115	41	in	in	ADP
ap-636	115	42	the	the	DET
ap-636	115	43	output	output	NOUN
ap-636	115	44	vector	vector	NOUN
ap-636	115	45	in	in	ADP
ap-636	115	46	the	the	DET
ap-636	115	47	(	(	PUNCT
ap-636	115	48	u	u	NOUN
ap-636	115	49	�	�	PROPN
ap-636	115	50	1)-th	1)-th	NUM
ap-636	115	51	layer	layer	NOUN
ap-636	115	52	(	(	PUNCT
ap-636	115	53	1	1	NUM
ap-636	115	54	,	,	PUNCT
ap-636	115	55	…	…	PUNCT
ap-636	115	56	,	,	PUNCT
ap-636	115	57	j	j	PROPN
ap-636	115	58	�	�	PROPN
ap-636	115	59	number	number	NOUN
ap-636	115	60	of	of	ADP
ap-636	115	61	neurons	neuron	NOUN
ap-636	115	62	in	in	ADP
ap-636	115	63	the	the	DET
ap-636	115	64	(	(	PUNCT
ap-636	115	65	u	u	NOUN
ap-636	115	66	�	�	PROPN
ap-636	115	67	1)-th	1)-th	NUM
ap-636	115	68	layer	layer	NOUN
ap-636	115	69	)	)	PUNCT
ap-636	115	70	,	,	PUNCT
ap-636	115	71	yk	yk	PROPN
ap-636	115	72	u	u	PROPN
ap-636	115	73	–	–	PUNCT
ap-636	115	74	one	one	NUM
ap-636	115	75	component	component	NOUN
ap-636	115	76	of	of	ADP
ap-636	115	77	the	the	DET
ap-636	115	78	output	output	NOUN
ap-636	115	79	vector	vector	NOUN
ap-636	115	80	,	,	PUNCT
ap-636	115	81	wkj	wkj	NOUN
ap-636	115	82	u	u	NOUN
ap-636	115	83	–	–	PUNCT
ap-636	115	84	synaptic	synaptic	ADJ
ap-636	115	85	weight	weight	NOUN
ap-636	115	86	–	–	PUNCT
ap-636	115	87	this	this	PRON
ap-636	115	88	connects	connect	VERB
ap-636	115	89	the	the	DET
ap-636	115	90	k	k	PROPN
ap-636	115	91	-	-	PUNCT
ap-636	115	92	th	th	X
ap-636	115	93	neuron	neuron	NOUN
ap-636	115	94	of	of	ADP
ap-636	115	95	the	the	DET
ap-636	115	96	u	u	NOUN
ap-636	115	97	-	-	NOUN
ap-636	115	98	th	th	VERB
ap-636	115	99	layer	layer	NOUN
ap-636	115	100	with	with	ADP
ap-636	115	101	the	the	DET
ap-636	115	102	j	j	PROPN
ap-636	115	103	-	-	PUNCT
ap-636	115	104	th	th	X
ap-636	115	105	in	in	ADP
ap-636	115	106	the	the	DET
ap-636	115	107	(	(	PUNCT
ap-636	115	108	u	u	NOUN
ap-636	115	109	�	�	PROPN
ap-636	115	110	1)-th	1)-th	NUM
ap-636	115	111	layer	layer	NOUN
ap-636	115	112	,	,	PUNCT
ap-636	115	113	y	y	PROPN
ap-636	115	114	j	j	PROPN
ap-636	115	115	u	u	NOUN
ap-636	115	116	�	�	PROPN
ap-636	115	117	1	1	NUM
ap-636	115	118	–	–	PUNCT
ap-636	115	119	one	one	NUM
ap-636	115	120	component	component	NOUN
ap-636	115	121	of	of	ADP
ap-636	115	122	the	the	DET
ap-636	115	123	output	output	NOUN
ap-636	115	124	vector	vector	NOUN
ap-636	115	125	in	in	ADP
ap-636	115	126	the	the	DET
ap-636	115	127	previous	previous	ADJ
ap-636	115	128	layer	layer	NOUN
ap-636	115	129	,	,	PUNCT
ap-636	115	130	bk	bk	NOUN
ap-636	115	131	u	u	NOUN
ap-636	115	132	–	–	PUNCT
ap-636	115	133	bias	bias	NOUN
ap-636	115	134	of	of	ADP
ap-636	115	135	the	the	DET
ap-636	115	136	k	k	PROPN
ap-636	115	137	-	-	PUNCT
ap-636	115	138	th	th	VERB
ap-636	115	139	neuron	neuron	NOUN
ap-636	115	140	in	in	ADP
ap-636	115	141	the	the	DET
ap-636	115	142	u	u	NOUN
ap-636	115	143	-	-	NOUN
ap-636	115	144	th	th	VERB
ap-636	115	145	layer	layer	NOUN
ap-636	115	146	and	and	CCONJ
ap-636	115	147	f	f	NOUN
ap-636	115	148	u	u	PROPN
ap-636	115	149	–	–	PUNCT
ap-636	115	150	transfer	transfer	NOUN
ap-636	115	151	function	function	NOUN
ap-636	115	152	of	of	ADP
ap-636	115	153	the	the	DET
ap-636	115	154	neurons	neuron	NOUN
ap-636	115	155	in	in	ADP
ap-636	115	156	the	the	DET
ap-636	115	157	u	u	NOUN
ap-636	115	158	-	-	NOUN
ap-636	115	159	th	th	VERB
ap-636	115	160	layer	layer	NOUN
ap-636	115	161	.	.	PUNCT
ap-636	116	1	if	if	SCONJ
ap-636	116	2	u	u	NOUN
ap-636	116	3	is	be	AUX
ap-636	116	4	the	the	DET
ap-636	116	5	number	number	NOUN
ap-636	116	6	of	of	ADP
ap-636	116	7	the	the	DET
ap-636	116	8	last	last	ADJ
ap-636	116	9	layer	layer	NOUN
ap-636	116	10	,	,	PUNCT
ap-636	116	11	thenyu	thenyu	PROPN
ap-636	116	12	is	be	AUX
ap-636	116	13	the	the	DET
ap-636	116	14	output	output	NOUN
ap-636	116	15	vector	vector	NOUN
ap-636	116	16	of	of	ADP
ap-636	116	17	the	the	DET
ap-636	116	18	network	network	NOUN
ap-636	116	19	.	.	PUNCT
ap-636	117	1	an	an	DET
ap-636	117	2	artificial	artificial	ADJ
ap-636	117	3	neural	neural	ADJ
ap-636	117	4	network	network	NOUN
ap-636	117	5	works	work	VERB
ap-636	117	6	in	in	ADP
ap-636	117	7	two	two	NUM
ap-636	117	8	phases	phase	NOUN
ap-636	117	9	–	–	PUNCT
ap-636	117	10	active	active	ADJ
ap-636	117	11	and	and	CCONJ
ap-636	117	12	adaptive	adaptive	ADJ
ap-636	117	13	.	.	PUNCT
ap-636	118	1	in	in	ADP
ap-636	118	2	the	the	DET
ap-636	118	3	active	active	ADJ
ap-636	118	4	phase	phase	NOUN
ap-636	118	5	the	the	DET
ap-636	118	6	signal	signal	NOUN
ap-636	118	7	passes	pass	VERB
ap-636	118	8	through	through	ADP
ap-636	118	9	the	the	DET
ap-636	118	10	connecting	connect	VERB
ap-636	118	11	paths	path	NOUN
ap-636	118	12	from	from	ADP
ap-636	118	13	the	the	DET
ap-636	118	14	input	input	NOUN
ap-636	118	15	layer	layer	NOUN
ap-636	118	16	to	to	ADP
ap-636	118	17	the	the	DET
ap-636	118	18	output	output	NOUN
ap-636	118	19	layer	layer	NOUN
ap-636	118	20	of	of	ADP
ap-636	118	21	the	the	DET
ap-636	118	22	network	network	NOUN
ap-636	118	23	.	.	PUNCT
ap-636	119	1	to	to	PART
ap-636	119	2	obtain	obtain	VERB
ap-636	119	3	correct	correct	ADJ
ap-636	119	4	results	result	NOUN
ap-636	119	5	of	of	ADP
ap-636	119	6	that	that	DET
ap-636	119	7	process	process	NOUN
ap-636	119	8	,	,	PUNCT
ap-636	119	9	the	the	DET
ap-636	119	10	weights	weight	NOUN
ap-636	119	11	and	and	CCONJ
ap-636	119	12	biases	bias	NOUN
ap-636	119	13	must	must	AUX
ap-636	119	14	have	have	VERB
ap-636	119	15	appropriate	appropriate	ADJ
ap-636	119	16	values	value	NOUN
ap-636	119	17	.	.	PUNCT
ap-636	120	1	to	to	PART
ap-636	120	2	assign	assign	VERB
ap-636	120	3	these	these	DET
ap-636	120	4	values	value	NOUN
ap-636	120	5	,	,	PUNCT
ap-636	120	6	an	an	DET
ap-636	120	7	adaptive	adaptive	ADJ
ap-636	120	8	phase	phase	NOUN
ap-636	120	9	must	must	AUX
ap-636	120	10	be	be	AUX
ap-636	120	11	used	use	VERB
ap-636	120	12	.	.	PUNCT
ap-636	121	1	this	this	DET
ap-636	121	2	process	process	NOUN
ap-636	121	3	is	be	AUX
ap-636	121	4	called	call	VERB
ap-636	121	5	training	train	VERB
ap-636	121	6	the	the	DET
ap-636	121	7	neural	neural	ADJ
ap-636	121	8	network	network	NOUN
ap-636	121	9	.	.	PUNCT
ap-636	122	1	for	for	ADP
ap-636	122	2	network	network	NOUN
ap-636	122	3	training	train	VERB
ap-636	122	4	a	a	DET
ap-636	122	5	set	set	NOUN
ap-636	122	6	of	of	ADP
ap-636	122	7	training	training	NOUN
ap-636	122	8	parameters	parameter	NOUN
ap-636	122	9	is	be	AUX
ap-636	122	10	needed	need	VERB
ap-636	122	11	.	.	PUNCT
ap-636	123	1	this	this	DET
ap-636	123	2	set	set	NOUN
ap-636	123	3	consists	consist	VERB
ap-636	123	4	of	of	ADP
ap-636	123	5	ordered	order	VERB
ap-636	123	6	pairs	pair	NOUN
ap-636	123	7	[	[	X
ap-636	123	8	pi	pi	NOUN
ap-636	123	9	,	,	PUNCT
ap-636	123	10	yi	yi	PROPN
ap-636	123	11	]	]	PUNCT
ap-636	123	12	,	,	PUNCT
ap-636	123	13	where	where	SCONJ
ap-636	123	14	yi	yi	PROPN
ap-636	123	15	are	be	AUX
ap-636	123	16	the	the	DET
ap-636	123	17	expected	expect	VERB
ap-636	123	18	output	output	NOUN
ap-636	123	19	vectors	vector	NOUN
ap-636	123	20	(	(	PUNCT
ap-636	123	21	in	in	ADP
ap-636	123	22	our	our	PRON
ap-636	123	23	case	case	NOUN
ap-636	123	24	random	random	ADJ
ap-636	123	25	realizations	realization	NOUN
ap-636	123	26	of	of	ADP
ap-636	123	27	the	the	DET
ap-636	123	28	model	model	NOUN
ap-636	123	29	parameters	parameter	NOUN
ap-636	123	30	selected	select	VERB
ap-636	123	31	for	for	ADP
ap-636	123	32	identification	identification	NOUN
ap-636	123	33	)	)	PUNCT
ap-636	123	34	,	,	PUNCT
ap-636	123	35	which	which	PRON
ap-636	123	36	are	be	AUX
ap-636	123	37	yielded	yield	VERB
ap-636	123	38	by	by	ADP
ap-636	123	39	simulation	simulation	NOUN
ap-636	123	40	of	of	ADP
ap-636	123	41	the	the	DET
ap-636	123	42	network	network	NOUN
ap-636	123	43	with	with	ADP
ap-636	123	44	input	input	NOUN
ap-636	123	45	vectors	vector	NOUN
ap-636	123	46	pi	pi	NOUN
ap-636	124	1	(	(	PUNCT
ap-636	124	2	in	in	ADP
ap-636	124	3	our	our	PRON
ap-636	124	4	case	case	NOUN
ap-636	124	5	points	point	VERB
ap-636	124	6	on	on	ADP
ap-636	124	7	the	the	DET
ap-636	124	8	load	load	NOUN
ap-636	124	9	-	-	PUNCT
ap-636	124	10	deflection	deflection	NOUN
ap-636	124	11	curves	curve	NOUN
ap-636	124	12	)	)	PUNCT
ap-636	124	13	.	.	PUNCT
ap-636	125	1	the	the	DET
ap-636	125	2	main	main	ADJ
ap-636	125	3	aim	aim	NOUN
ap-636	125	4	during	during	ADP
ap-636	125	5	training	training	NOUN
ap-636	125	6	is	be	AUX
ap-636	125	7	to	to	PART
ap-636	125	8	minimize	minimize	VERB
ap-636	125	9	the	the	DET
ap-636	125	10	following	follow	VERB
ap-636	125	11	criterion	criterion	NOUN
ap-636	125	12	:	:	PUNCT
ap-636	125	13	e	e	X
ap-636	125	14	y	y	PROPN
ap-636	125	15	yik	yik	PROPN
ap-636	125	16	ik	ik	PROPN
ap-636	125	17	k	k	PROPN
ap-636	125	18	k	k	PROPN
ap-636	125	19	i	i	PROPN
ap-636	125	20	n	n	PROPN
ap-636	125	21	�	�	PROPN
ap-636	125	22	�	�	PROPN
ap-636	125	23	�	�	PROPN
ap-636	125	24	�	�	PROPN
ap-636	125	25	�	�	PROPN
ap-636	125	26	�	�	PROPN
ap-636	125	27	1	1	NUM
ap-636	125	28	2	2	NUM
ap-636	125	29	2	2	NUM
ap-636	125	30	11	11	NUM
ap-636	125	31	(	(	PUNCT
ap-636	125	32	)	)	PUNCT
ap-636	125	33	*	*	PUNCT
ap-636	125	34	�	�	PROPN
ap-636	125	35	,	,	PUNCT
ap-636	125	36	(	(	PUNCT
ap-636	125	37	3	3	X
ap-636	125	38	)	)	PUNCT
ap-636	125	39	112	112	NUM
ap-636	125	40	©	©	PROPN
ap-636	125	41	czech	czech	PROPN
ap-636	125	42	technical	technical	PROPN
ap-636	125	43	university	university	PROPN
ap-636	125	44	publishing	publishing	NOUN
ap-636	125	45	house	house	NOUN
ap-636	125	46	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-636	125	47	acta	acta	PROPN
ap-636	125	48	polytechnica	polytechnica	PROPN
ap-636	125	49	vol	vol	NOUN
ap-636	125	50	.	.	PROPN
ap-636	126	1	44	44	NUM
ap-636	126	2	no	no	NOUN
ap-636	126	3	.	.	PUNCT
ap-636	127	1	5–6/2004	5–6/2004	NUM
ap-636	127	2	�	�	PROPN
ap-636	128	1	p	p	X
ap-636	128	2	p	p	X
ap-636	128	3	p	p	X
ap-636	128	4	�	�	PROPN
ap-636	128	5	�	�	PROPN
ap-636	128	6	�	�	PROPN
ap-636	128	7	�	�	PROPN
ap-636	128	8	w	w	PROPN
ap-636	128	9	w	w	PROPN
ap-636	128	10	�	�	PROPN
ap-636	128	11	w	w	PROPN
ap-636	128	12	�	�	PROPN
ap-636	128	13	y	y	PROPN
ap-636	128	14	b	b	PROPN
ap-636	128	15	a	a	NOUN
ap-636	128	16	)	)	PUNCT
ap-636	128	17	b	b	NOUN
ap-636	128	18	�	�	PROPN
ap-636	128	19	�	�	PROPN
ap-636	128	20	p	p	PROPN
ap-636	128	21	�	�	PROPN
ap-636	128	22	p	p	PROPN
ap-636	128	23	�	�	PROPN
ap-636	128	24	�	�	PROPN
ap-636	128	25	w	w	PROPN
ap-636	128	26	�	�	PROPN
ap-636	128	27	b	b	PROPN
ap-636	128	28	b	b	PROPN
ap-636	128	29	�	�	PROPN
ap-636	128	30	�	�	PROPN
ap-636	128	31	�	�	PROPN
ap-636	128	32	w	w	PROPN
ap-636	128	33	�	�	PROPN
ap-636	128	34	�	�	PROPN
ap-636	128	35	w	w	PROPN
ap-636	128	36	�	�	PROPN
ap-636	128	37	�	�	PROPN
ap-636	128	38	w	w	PROPN
ap-636	128	39	�	�	PROPN
ap-636	128	40	b	b	PROPN
ap-636	128	41	�	�	PROPN
ap-636	128	42	b	b	PROPN
ap-636	128	43	�	�	PROPN
ap-636	128	44	�	�	PROPN
ap-636	128	45	y	y	PROPN
ap-636	128	46	y	y	PROPN
ap-636	128	47	1	1	NUM
ap-636	128	48	2b	2b	NOUN
ap-636	128	49	)	)	PUNCT
ap-636	128	50	fig	fig	NOUN
ap-636	128	51	.	.	PUNCT
ap-636	129	1	3	3	NUM
ap-636	129	2	:	:	PUNCT
ap-636	129	3	a	a	X
ap-636	129	4	)	)	PUNCT
ap-636	129	5	scheme	scheme	NOUN
ap-636	129	6	of	of	ADP
ap-636	129	7	single	single	ADJ
ap-636	129	8	neuron	neuron	NOUN
ap-636	129	9	,	,	PUNCT
ap-636	129	10	b	b	NOUN
ap-636	129	11	)	)	PUNCT
ap-636	129	12	scheme	scheme	NOUN
ap-636	129	13	of	of	ADP
ap-636	129	14	neural	neural	ADJ
ap-636	129	15	network	network	NOUN
ap-636	129	16	with	with	ADP
ap-636	129	17	two	two	NUM
ap-636	129	18	layers	layer	NOUN
ap-636	129	19	where	where	SCONJ
ap-636	129	20	:	:	PUNCT
ap-636	129	21	n	n	X
ap-636	129	22	–	–	PUNCT
ap-636	129	23	number	number	NOUN
ap-636	129	24	of	of	ADP
ap-636	129	25	ordered	order	VERB
ap-636	129	26	pairs	pair	NOUN
ap-636	129	27	input	input	NOUN
ap-636	129	28	–	–	PUNCT
ap-636	129	29	output	output	NOUN
ap-636	129	30	in	in	ADP
ap-636	129	31	the	the	DET
ap-636	129	32	training	training	NOUN
ap-636	129	33	set	set	NOUN
ap-636	129	34	,	,	PUNCT
ap-636	129	35	yik	yik	PROPN
ap-636	129	36	*	*	PUNCT
ap-636	129	37	–	–	PUNCT
ap-636	129	38	required	require	VERB
ap-636	129	39	output	output	NOUN
ap-636	129	40	value	value	NOUN
ap-636	129	41	of	of	ADP
ap-636	129	42	the	the	DET
ap-636	129	43	k	k	NOUN
ap-636	129	44	-	-	PUNCT
ap-636	129	45	th	th	VERB
ap-636	129	46	output	output	NOUN
ap-636	129	47	neuron	neuron	NOUN
ap-636	129	48	at	at	ADP
ap-636	129	49	the	the	DET
ap-636	129	50	i	i	PROPN
ap-636	129	51	-	-	PUNCT
ap-636	129	52	th	th	X
ap-636	129	53	input	input	NOUN
ap-636	129	54	and	and	CCONJ
ap-636	129	55	yik	yik	PROPN
ap-636	129	56	�	�	PROPN
ap-636	129	57	–	–	PUNCT
ap-636	129	58	real	real	ADJ
ap-636	129	59	output	output	NOUN
ap-636	129	60	value	value	NOUN
ap-636	129	61	(	(	PUNCT
ap-636	129	62	at	at	ADP
ap-636	129	63	the	the	DET
ap-636	129	64	same	same	ADJ
ap-636	129	65	input	input	NOUN
ap-636	129	66	)	)	PUNCT
ap-636	129	67	.	.	PUNCT
ap-636	130	1	in	in	ADP
ap-636	130	2	order	order	NOUN
ap-636	130	3	to	to	PART
ap-636	130	4	minimize	minimize	VERB
ap-636	130	5	criterion	criterion	NOUN
ap-636	130	6	e	e	NOUN
ap-636	130	7	some	some	DET
ap-636	130	8	optimization	optimization	NOUN
ap-636	130	9	technique	technique	NOUN
ap-636	130	10	is	be	AUX
ap-636	130	11	used	use	VERB
ap-636	130	12	.	.	PUNCT
ap-636	131	1	a	a	DET
ap-636	131	2	description	description	NOUN
ap-636	131	3	of	of	ADP
ap-636	131	4	these	these	DET
ap-636	131	5	techniques	technique	NOUN
ap-636	131	6	can	can	AUX
ap-636	131	7	be	be	AUX
ap-636	131	8	found	find	VERB
ap-636	131	9	in	in	ADP
ap-636	131	10	,	,	PUNCT
ap-636	131	11	e.g.	e.g.	ADV
ap-636	131	12	[	[	X
ap-636	131	13	15	15	NUM
ap-636	131	14	]	]	PUNCT
ap-636	131	15	,	,	PUNCT
ap-636	131	16	[	[	X
ap-636	131	17	8	8	NUM
ap-636	131	18	]	]	SYM
ap-636	131	19	.	.	PUNCT
ap-636	132	1	4	4	NUM
ap-636	132	2	numerical	numerical	ADJ
ap-636	132	3	examples	example	NOUN
ap-636	132	4	4.1	4.1	NUM
ap-636	132	5	notched	notch	VERB
ap-636	132	6	specimen	speciman	NOUN
ap-636	132	7	of	of	ADP
ap-636	132	8	high	high	ADJ
ap-636	132	9	-	-	PUNCT
ap-636	132	10	strength	strength	NOUN
ap-636	132	11	concrete	concrete	NOUN
ap-636	132	12	used	use	VERB
ap-636	132	13	for	for	ADP
ap-636	132	14	railway	railway	NOUN
ap-636	132	15	sleepers	sleeper	NOUN
ap-636	132	16	a	a	DET
ap-636	132	17	classical	classical	ADJ
ap-636	132	18	experiment	experiment	NOUN
ap-636	132	19	involving	involve	VERB
ap-636	132	20	three	three	NUM
ap-636	132	21	-	-	PUNCT
ap-636	132	22	point	point	NOUN
ap-636	132	23	bending	bending	NOUN
ap-636	132	24	of	of	ADP
ap-636	132	25	a	a	DET
ap-636	132	26	notched	notch	VERB
ap-636	132	27	plane	plane	NOUN
ap-636	132	28	concrete	concrete	ADJ
ap-636	132	29	beam	beam	NOUN
ap-636	132	30	was	be	AUX
ap-636	132	31	performed	perform	VERB
ap-636	132	32	in	in	ADP
ap-636	132	33	order	order	NOUN
ap-636	132	34	to	to	PART
ap-636	132	35	determine	determine	VERB
ap-636	132	36	fracture	fracture	NOUN
ap-636	132	37	parameters	parameter	NOUN
ap-636	132	38	of	of	ADP
ap-636	132	39	concrete	concrete	NOUN
ap-636	132	40	for	for	ADP
ap-636	132	41	mass	mass	ADJ
ap-636	132	42	production	production	NOUN
ap-636	132	43	of	of	ADP
ap-636	132	44	railway	railway	NOUN
ap-636	132	45	sleepers	sleeper	NOUN
ap-636	132	46	.	.	PUNCT
ap-636	133	1	six	six	NUM
ap-636	133	2	specimens	specimen	NOUN
ap-636	133	3	80×80×480	80×80×480	PROPN
ap-636	133	4	mm	mm	PROPN
ap-636	133	5	were	be	AUX
ap-636	133	6	tested	test	VERB
ap-636	133	7	with	with	ADP
ap-636	133	8	a	a	DET
ap-636	133	9	notch	notch	NOUN
ap-636	133	10	25	25	NUM
ap-636	133	11	mm	mm	NOUN
ap-636	133	12	in	in	ADP
ap-636	133	13	depth	depth	NOUN
ap-636	133	14	.	.	PUNCT
ap-636	134	1	the	the	DET
ap-636	134	2	fracture	fracture	ADJ
ap-636	134	3	-	-	PUNCT
ap-636	134	4	mechanical	mechanical	ADJ
ap-636	134	5	parameters	parameter	NOUN
ap-636	134	6	were	be	AUX
ap-636	134	7	determined	determine	VERB
ap-636	134	8	on	on	ADP
ap-636	134	9	the	the	DET
ap-636	134	10	basis	basis	NOUN
ap-636	134	11	of	of	ADP
ap-636	134	12	the	the	DET
ap-636	134	13	recommendation	recommendation	NOUN
ap-636	134	14	of	of	ADP
ap-636	134	15	rilem	rilem	NOUN
ap-636	135	1	[	[	X
ap-636	135	2	16	16	NUM
ap-636	135	3	]	]	PUNCT
ap-636	135	4	and	and	CCONJ
ap-636	135	5	improvements	improvement	NOUN
ap-636	135	6	according	accord	VERB
ap-636	135	7	to	to	ADP
ap-636	135	8	elices	elice	NOUN
ap-636	135	9	[	[	X
ap-636	135	10	17	17	NUM
ap-636	135	11	]	]	PUNCT
ap-636	135	12	,	,	PUNCT
ap-636	135	13	stibor	stibor	PROPN
ap-636	136	1	[	[	X
ap-636	136	2	18	18	NUM
ap-636	136	3	]	]	PUNCT
ap-636	136	4	and	and	CCONJ
ap-636	136	5	veselý	veselý	PROPN
ap-636	136	6	[	[	X
ap-636	136	7	19	19	NUM
ap-636	136	8	]	]	PUNCT
ap-636	136	9	.	.	PUNCT
ap-636	137	1	based	base	VERB
ap-636	137	2	on	on	ADP
ap-636	137	3	this	this	DET
ap-636	137	4	experiment	experiment	NOUN
ap-636	137	5	,	,	PUNCT
ap-636	137	6	the	the	DET
ap-636	137	7	following	follow	VERB
ap-636	137	8	parameters	parameter	NOUN
ap-636	137	9	were	be	AUX
ap-636	137	10	obtained	obtain	VERB
ap-636	137	11	:	:	PUNCT
ap-636	137	12	modulus	modulus	NOUN
ap-636	137	13	of	of	ADP
ap-636	137	14	elasticity	elasticity	NOUN
ap-636	137	15	ec	ec	PROPN
ap-636	137	16	�	�	PROPN
ap-636	137	17	32.4	32.4	NUM
ap-636	137	18	gpa	gpa	PROPN
ap-636	137	19	,	,	PUNCT
ap-636	137	20	fracture	fracture	ADJ
ap-636	137	21	energy	energy	NOUN
ap-636	137	22	gf	gf	NOUN
ap-636	137	23	�	�	PROPN
ap-636	137	24	188.7	188.7	NUM
ap-636	137	25	n	n	CCONJ
ap-636	137	26	/	/	SYM
ap-636	137	27	m	m	PROPN
ap-636	137	28	,	,	PUNCT
ap-636	137	29	compressive	compressive	ADJ
ap-636	137	30	strength	strength	NOUN
ap-636	137	31	fc	fc	PROPN
ap-636	137	32	�	�	PROPN
ap-636	137	33	75.0	75.0	NUM
ap-636	137	34	mpa	mpa	NOUN
ap-636	137	35	and	and	CCONJ
ap-636	137	36	estimation	estimation	NOUN
ap-636	137	37	of	of	ADP
ap-636	137	38	tensile	tensile	NOUN
ap-636	137	39	strength	strength	NOUN
ap-636	137	40	ft	ft	PROPN
ap-636	137	41	�	�	PROPN
ap-636	137	42	4.0	4.0	NUM
ap-636	137	43	mpa	mpa	NOUN
ap-636	137	44	.	.	PUNCT
ap-636	138	1	the	the	DET
ap-636	138	2	mean	mean	ADJ
ap-636	138	3	values	value	NOUN
ap-636	138	4	of	of	ADP
ap-636	138	5	the	the	DET
ap-636	138	6	parameters	parameter	NOUN
ap-636	138	7	used	use	VERB
ap-636	138	8	for	for	ADP
ap-636	138	9	stochastic	stochastic	ADJ
ap-636	138	10	simulation	simulation	NOUN
ap-636	138	11	and	and	CCONJ
ap-636	138	12	consequent	consequent	ADJ
ap-636	138	13	identification	identification	NOUN
ap-636	138	14	are	be	AUX
ap-636	138	15	as	as	SCONJ
ap-636	138	16	follows	follow	VERB
ap-636	138	17	:	:	PUNCT
ap-636	138	18	modulus	modulus	NOUN
ap-636	138	19	of	of	ADP
ap-636	138	20	elasticity	elasticity	NOUN
ap-636	138	21	ec	ec	PROPN
ap-636	138	22	�	�	PROPN
ap-636	138	23	60	60	NUM
ap-636	138	24	gpa	gpa	PROPN
ap-636	138	25	,	,	PUNCT
ap-636	138	26	tensile	tensile	NOUN
ap-636	138	27	strength	strength	NOUN
ap-636	138	28	ft	ft	PROPN
ap-636	138	29	�	�	PROPN
ap-636	138	30	5	5	NUM
ap-636	138	31	mpa	mpa	PROPN
ap-636	138	32	,	,	PUNCT
ap-636	138	33	compressive	compressive	ADJ
ap-636	138	34	strength	strength	PROPN
ap-636	138	35	fc	fc	PROPN
ap-636	138	36	�	�	PROPN
ap-636	138	37	75	75	NUM
ap-636	138	38	mpa	mpa	PROPN
ap-636	138	39	,	,	PUNCT
ap-636	138	40	fracture	fracture	ADJ
ap-636	138	41	energy	energy	NOUN
ap-636	138	42	gf	gf	X
ap-636	138	43	�	�	PROPN
ap-636	138	44	170	170	NUM
ap-636	138	45	n	n	CCONJ
ap-636	138	46	/	/	SYM
ap-636	138	47	m	m	PROPN
ap-636	138	48	©	©	PROPN
ap-636	138	49	czech	czech	PROPN
ap-636	138	50	technical	technical	PROPN
ap-636	138	51	university	university	PROPN
ap-636	138	52	publishing	publishing	NOUN
ap-636	138	53	house	house	NOUN
ap-636	138	54	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-636	138	55	113	113	NUM
ap-636	138	56	acta	acta	PROPN
ap-636	138	57	polytechnica	polytechnica	PROPN
ap-636	138	58	vol	vol	NOUN
ap-636	138	59	.	.	PROPN
ap-636	139	1	44	44	NUM
ap-636	139	2	no	no	NOUN
ap-636	139	3	.	.	PUNCT
ap-636	140	1	5–6/2004	5–6/2004	NUM
ap-636	140	2	f	f	NOUN
ap-636	140	3	x	x	SYM
ap-636	140	4	2l	2l	X
ap-636	140	5	x	x	SYM
ap-636	140	6	wa	wa	NOUN
ap-636	140	7	l	l	NOUN
ap-636	140	8	=	=	PUNCT
ap-636	141	1	200	200	NUM
ap-636	141	2	mm	mm	NOUN
ap-636	141	3	w	w	PROPN
ap-636	141	4	=	=	SYM
ap-636	141	5	80	80	NUM
ap-636	141	6	mm	mm	NOUN
ap-636	141	7	a	a	DET
ap-636	141	8	=	=	NUM
ap-636	141	9	25	25	NUM
ap-636	141	10	mm	mm	PROPN
ap-636	141	11	b	b	PROPN
ap-636	141	12	=	=	SYM
ap-636	141	13	80	80	NUM
ap-636	141	14	mm	mm	PROPN
ap-636	141	15	b	b	PROPN
ap-636	141	16	fig	fig	NOUN
ap-636	141	17	.	.	PUNCT
ap-636	142	1	4	4	NUM
ap-636	142	2	:	:	PUNCT
ap-636	142	3	notched	notch	VERB
ap-636	142	4	beam	beam	NOUN
ap-636	142	5	under	under	ADP
ap-636	142	6	three	three	NUM
ap-636	142	7	-	-	PUNCT
ap-636	142	8	point	point	NOUN
ap-636	142	9	bending	bend	VERB
ap-636	142	10	0	0	NUM
ap-636	142	11	0	0	NUM
ap-636	142	12	.	.	NOUN
ap-636	142	13	0	0	NUM
ap-636	143	1	5	5	NUM
ap-636	143	2	.	.	NOUN
ap-636	143	3	1	1	NUM
ap-636	143	4	0	0	NUM
ap-636	143	5	.	.	NOUN
ap-636	143	6	1	1	NUM
ap-636	143	7	5	5	NUM
ap-636	143	8	.	.	SYM
ap-636	143	9	2	2	NUM
ap-636	143	10	0	0	NUM
ap-636	143	11	.	.	PUNCT
ap-636	144	1	2.5	2.5	NUM
ap-636	144	2	0	0	NUM
ap-636	144	3	00	00	NUM
ap-636	144	4	.	.	PUNCT
ap-636	144	5	0	0	NUM
ap-636	145	1	05	05	NUM
ap-636	145	2	.	.	NOUN
ap-636	145	3	0	0	NUM
ap-636	146	1	10	10	NUM
ap-636	146	2	.	.	PUNCT
ap-636	146	3	0	0	NUM
ap-636	147	1	15	15	NUM
ap-636	147	2	.	.	NOUN
ap-636	147	3	0	0	NUM
ap-636	148	1	20	20	NUM
ap-636	148	2	.	.	PUNCT
ap-636	149	1	deformation	deformation	NOUN
ap-636	150	1	[	[	X
ap-636	150	2	mm	mm	X
ap-636	150	3	]	]	X
ap-636	150	4	fo	fo	ADP
ap-636	150	5	rc	rc	PROPN
ap-636	150	6	e	e	PROPN
ap-636	150	7	[	[	X
ap-636	150	8	k	k	X
ap-636	150	9	n	n	X
ap-636	150	10	]	]	X
ap-636	150	11	fig	fig	NOUN
ap-636	150	12	.	.	PUNCT
ap-636	151	1	5	5	NUM
ap-636	151	2	:	:	PUNCT
ap-636	151	3	random	random	ADJ
ap-636	151	4	load	load	NOUN
ap-636	151	5	-	-	PUNCT
ap-636	151	6	deflection	deflection	NOUN
ap-636	151	7	curve	curve	NOUN
ap-636	151	8	realizations	realization	NOUN
ap-636	151	9	–	–	PUNCT
ap-636	151	10	20	20	NUM
ap-636	151	11	simulations	simulation	NOUN
ap-636	151	12	of	of	ADP
ap-636	151	13	lhs	lhs	PROPN
ap-636	151	14	0	0	PROPN
ap-636	151	15	0	0	NUM
ap-636	151	16	.	.	NOUN
ap-636	151	17	0	0	NUM
ap-636	152	1	5	5	NUM
ap-636	152	2	.	.	NOUN
ap-636	152	3	1	1	NUM
ap-636	152	4	0	0	NUM
ap-636	152	5	.	.	NOUN
ap-636	152	6	1	1	NUM
ap-636	152	7	5	5	NUM
ap-636	152	8	.	.	PUNCT
ap-636	153	1	2.0	2.0	NUM
ap-636	153	2	0	0	NUM
ap-636	153	3	00	00	NUM
ap-636	153	4	.	.	PUNCT
ap-636	153	5	0	0	NUM
ap-636	154	1	05	05	NUM
ap-636	154	2	.	.	NOUN
ap-636	154	3	0	0	NUM
ap-636	155	1	10	10	NUM
ap-636	155	2	.	.	PUNCT
ap-636	155	3	0	0	NUM
ap-636	156	1	15	15	NUM
ap-636	156	2	.	.	NOUN
ap-636	156	3	0	0	NUM
ap-636	157	1	20	20	NUM
ap-636	157	2	.	.	PUNCT
ap-636	158	1	deformation	deformation	NOUN
ap-636	159	1	[	[	X
ap-636	159	2	mm	mm	X
ap-636	159	3	]	]	X
ap-636	159	4	fo	fo	ADP
ap-636	159	5	rc	rc	PROPN
ap-636	159	6	e	e	PROPN
ap-636	159	7	[	[	X
ap-636	159	8	k	k	X
ap-636	159	9	n	n	X
ap-636	159	10	]	]	PUNCT
ap-636	159	11	experiment	experiment	NOUN
ap-636	159	12	model	model	NOUN
ap-636	159	13	5	5	NUM
ap-636	159	14	parameters	parameter	NOUN
ap-636	159	15	model	model	VERB
ap-636	159	16	3	3	NUM
ap-636	159	17	parameters	parameter	NOUN
ap-636	159	18	fig	fig	NOUN
ap-636	159	19	.	.	PUNCT
ap-636	160	1	6	6	NUM
ap-636	160	2	:	:	PUNCT
ap-636	160	3	load	load	NOUN
ap-636	160	4	deflection	deflection	NOUN
ap-636	160	5	curves	curve	NOUN
ap-636	160	6	–	–	PUNCT
ap-636	160	7	experiment	experiment	NOUN
ap-636	160	8	and	and	CCONJ
ap-636	160	9	numerical	numerical	PROPN
ap-636	160	10	simulation	simulation	NOUN
ap-636	160	11	using	use	VERB
ap-636	160	12	identified	identify	VERB
ap-636	160	13	parameters	parameter	NOUN
ap-636	160	14	and	and	CCONJ
ap-636	160	15	compressive	compressive	ADJ
ap-636	160	16	strain	strain	NOUN
ap-636	160	17	at	at	ADP
ap-636	160	18	compressive	compressive	ADJ
ap-636	160	19	strength	strength	NOUN
ap-636	160	20	in	in	ADP
ap-636	160	21	the	the	DET
ap-636	160	22	uniaxial	uniaxial	ADJ
ap-636	160	23	compressive	compressive	PROPN
ap-636	160	24	test	test	NOUN
ap-636	160	25	�	�	PROPN
ap-636	160	26	c	c	PROPN
ap-636	160	27	�	�	PROPN
ap-636	160	28	0.003	0.003	NUM
ap-636	160	29	.	.	PUNCT
ap-636	161	1	for	for	ADP
ap-636	161	2	stochastic	stochastic	ADJ
ap-636	161	3	training	training	NOUN
ap-636	161	4	,	,	PUNCT
ap-636	161	5	randomness	randomness	NOUN
ap-636	161	6	was	be	AUX
ap-636	161	7	introduced	introduce	VERB
ap-636	161	8	using	use	VERB
ap-636	161	9	the	the	DET
ap-636	161	10	same	same	ADJ
ap-636	161	11	coefficient	coefficient	NOUN
ap-636	161	12	of	of	ADP
ap-636	161	13	variation	variation	NOUN
ap-636	161	14	0.15	0.15	NUM
ap-636	161	15	and	and	CCONJ
ap-636	161	16	rectangular	rectangular	ADJ
ap-636	161	17	probability	probability	NOUN
ap-636	161	18	distribution	distribution	NOUN
ap-636	161	19	for	for	ADP
ap-636	161	20	all	all	DET
ap-636	161	21	random	random	ADJ
ap-636	161	22	variables	variable	NOUN
ap-636	161	23	.	.	PUNCT
ap-636	162	1	twenty	twenty	NUM
ap-636	162	2	simulations	simulation	NOUN
ap-636	162	3	of	of	ADP
ap-636	162	4	lhs	lhs	PROPN
ap-636	162	5	resulted	result	VERB
ap-636	162	6	in	in	ADP
ap-636	162	7	the	the	DET
ap-636	162	8	load	load	NOUN
ap-636	162	9	-	-	PUNCT
ap-636	162	10	deflection	deflection	NOUN
ap-636	162	11	curves	curve	NOUN
ap-636	162	12	presented	present	VERB
ap-636	162	13	in	in	ADP
ap-636	162	14	fig	fig	NOUN
ap-636	162	15	.	.	PUNCT
ap-636	163	1	5	5	X
ap-636	163	2	.	.	X
ap-636	163	3	note	note	VERB
ap-636	163	4	that	that	SCONJ
ap-636	163	5	none	none	NOUN
ap-636	163	6	of	of	ADP
ap-636	163	7	these	these	DET
ap-636	163	8	random	random	ADJ
ap-636	163	9	curves	curve	NOUN
ap-636	163	10	captured	capture	VERB
ap-636	163	11	the	the	DET
ap-636	163	12	experiment	experiment	NOUN
ap-636	163	13	well	well	ADV
ap-636	163	14	.	.	PUNCT
ap-636	164	1	this	this	DET
ap-636	164	2	input	input	NOUN
ap-636	164	3	-	-	PUNCT
ap-636	164	4	output	output	NOUN
ap-636	164	5	information	information	NOUN
ap-636	164	6	serves	serve	VERB
ap-636	164	7	for	for	ADP
ap-636	164	8	training	train	VERB
ap-636	164	9	the	the	DET
ap-636	164	10	selected	select	VERB
ap-636	164	11	neural	neural	ADJ
ap-636	164	12	network	network	NOUN
ap-636	164	13	:	:	PUNCT
ap-636	164	14	a	a	DET
ap-636	164	15	network	network	NOUN
ap-636	164	16	with	with	ADP
ap-636	164	17	20	20	NUM
ap-636	164	18	inputs	input	NOUN
ap-636	164	19	(	(	PUNCT
ap-636	164	20	20	20	NUM
ap-636	164	21	points	point	NOUN
ap-636	164	22	on	on	ADP
ap-636	164	23	the	the	DET
ap-636	164	24	load	load	NOUN
ap-636	164	25	-	-	PUNCT
ap-636	164	26	deflection	deflection	NOUN
ap-636	164	27	curve	curve	NOUN
ap-636	164	28	for	for	ADP
ap-636	164	29	each	each	DET
ap-636	164	30	simulation	simulation	NOUN
ap-636	164	31	is	be	AUX
ap-636	164	32	utilized	utilize	VERB
ap-636	164	33	for	for	ADP
ap-636	164	34	training	training	NOUN
ap-636	164	35	)	)	PUNCT
ap-636	164	36	,	,	PUNCT
ap-636	164	37	one	one	NUM
ap-636	164	38	hidden	hide	VERB
ap-636	164	39	layer	layer	NOUN
ap-636	164	40	consisting	consist	VERB
ap-636	164	41	of	of	ADP
ap-636	164	42	15	15	NUM
ap-636	164	43	neurons	neuron	NOUN
ap-636	164	44	with	with	ADP
ap-636	164	45	a	a	DET
ap-636	164	46	nonlinear	nonlinear	ADJ
ap-636	164	47	transfer	transfer	NOUN
ap-636	164	48	function	function	NOUN
ap-636	164	49	and	and	CCONJ
ap-636	164	50	one	one	NUM
ap-636	164	51	output	output	NOUN
ap-636	164	52	layer	layer	NOUN
ap-636	164	53	of	of	ADP
ap-636	164	54	5	5	NUM
ap-636	164	55	neurons	neuron	NOUN
ap-636	164	56	with	with	ADP
ap-636	164	57	a	a	DET
ap-636	164	58	linear	linear	ADJ
ap-636	164	59	transfer	transfer	NOUN
ap-636	164	60	function	function	NOUN
ap-636	164	61	.	.	PUNCT
ap-636	165	1	instead	instead	ADV
ap-636	165	2	of	of	ADP
ap-636	165	3	5	5	NUM
ap-636	165	4	neurons	neuron	NOUN
ap-636	165	5	,	,	PUNCT
ap-636	165	6	a	a	DET
ap-636	165	7	second	second	ADJ
ap-636	165	8	alternative	alternative	NOUN
ap-636	165	9	with	with	ADP
ap-636	165	10	only	only	ADV
ap-636	165	11	3	3	NUM
ap-636	165	12	output	output	NOUN
ap-636	165	13	neurons	neuron	NOUN
ap-636	165	14	was	be	AUX
ap-636	165	15	also	also	ADV
ap-636	165	16	used	use	VERB
ap-636	165	17	.	.	PUNCT
ap-636	166	1	the	the	DET
ap-636	166	2	original	original	ADJ
ap-636	166	3	number	number	NOUN
ap-636	166	4	of	of	ADP
ap-636	166	5	parameters	parameter	NOUN
ap-636	166	6	(	(	PUNCT
ap-636	166	7	5	5	NUM
ap-636	166	8	)	)	PUNCT
ap-636	166	9	could	could	AUX
ap-636	166	10	be	be	AUX
ap-636	166	11	decreased	decrease	VERB
ap-636	166	12	(	(	PUNCT
ap-636	166	13	to	to	ADP
ap-636	166	14	3	3	NUM
ap-636	166	15	)	)	PUNCT
ap-636	166	16	as	as	SCONJ
ap-636	166	17	the	the	DET
ap-636	166	18	sensitivity	sensitivity	NOUN
ap-636	166	19	analysis	analysis	NOUN
ap-636	166	20	showed	show	VERB
ap-636	166	21	the	the	DET
ap-636	166	22	dominating	dominating	NOUN
ap-636	166	23	and	and	CCONJ
ap-636	166	24	nondominating	nondominate	VERB
ap-636	166	25	random	random	ADJ
ap-636	166	26	variables	variable	NOUN
ap-636	166	27	.	.	PUNCT
ap-636	167	1	the	the	DET
ap-636	167	2	trained	train	VERB
ap-636	167	3	neural	neural	ADJ
ap-636	167	4	network	network	NOUN
ap-636	167	5	provided	provide	VERB
ap-636	167	6	the	the	DET
ap-636	167	7	material	material	NOUN
ap-636	167	8	model	model	NOUN
ap-636	167	9	parameters	parameter	NOUN
ap-636	167	10	(	(	PUNCT
ap-636	167	11	for	for	ADP
ap-636	167	12	3	3	NUM
ap-636	167	13	or	or	CCONJ
ap-636	167	14	5	5	NUM
ap-636	167	15	considered	consider	VERB
ap-636	167	16	parameters	parameter	NOUN
ap-636	167	17	):	):	PUNCT
ap-636	167	18	ec	ec	PROPN
ap-636	167	19	�	�	PROPN
ap-636	167	20	70.3	70.3	NUM
ap-636	167	21	and	and	CCONJ
ap-636	167	22	73.2	73.2	NUM
ap-636	167	23	gpa	gpa	NOUN
ap-636	167	24	,	,	PUNCT
ap-636	167	25	ft	ft	PROPN
ap-636	167	26	�	�	PROPN
ap-636	167	27	5.5	5.5	NUM
ap-636	167	28	and	and	CCONJ
ap-636	167	29	5.3	5.3	NUM
ap-636	167	30	mpa	mpa	NOUN
ap-636	167	31	,	,	PUNCT
ap-636	167	32	fc	fc	PROPN
ap-636	167	33	�	�	PROPN
ap-636	167	34	75	75	NUM
ap-636	167	35	(	(	PUNCT
ap-636	167	36	mean	mean	ADJ
ap-636	167	37	value	value	NOUN
ap-636	167	38	)	)	PUNCT
ap-636	167	39	and	and	CCONJ
ap-636	167	40	103.22	103.22	NUM
ap-636	167	41	mpa	mpa	NOUN
ap-636	167	42	,	,	PUNCT
ap-636	167	43	gf	gf	PROPN
ap-636	167	44	�	�	PROPN
ap-636	167	45	128	128	NUM
ap-636	167	46	and	and	CCONJ
ap-636	167	47	141	141	NUM
ap-636	167	48	n	n	CCONJ
ap-636	167	49	/	/	SYM
ap-636	167	50	m	m	PROPN
ap-636	167	51	,	,	PUNCT
ap-636	167	52	�	�	PROPN
ap-636	167	53	c	c	PROPN
ap-636	167	54	�	�	PROPN
ap-636	167	55	0.003	0.003	NUM
ap-636	167	56	(	(	PUNCT
ap-636	167	57	mean	mean	ADJ
ap-636	167	58	value	value	NOUN
ap-636	167	59	)	)	PUNCT
ap-636	167	60	and	and	CCONJ
ap-636	167	61	0.004	0.004	NUM
ap-636	167	62	.	.	PUNCT
ap-636	168	1	the	the	DET
ap-636	168	2	final	final	ADJ
ap-636	168	3	calculation	calculation	NOUN
ap-636	168	4	using	use	VERB
ap-636	168	5	atena	atena	NOUN
ap-636	168	6	resulted	result	VERB
ap-636	168	7	in	in	ADP
ap-636	168	8	a	a	DET
ap-636	168	9	very	very	ADV
ap-636	168	10	good	good	ADJ
ap-636	168	11	agreement	agreement	NOUN
ap-636	168	12	with	with	ADP
ap-636	168	13	the	the	DET
ap-636	168	14	experimental	experimental	ADJ
ap-636	168	15	load	load	NOUN
ap-636	168	16	-	-	PUNCT
ap-636	168	17	deflection	deflection	NOUN
ap-636	168	18	curve	curve	NOUN
ap-636	168	19	for	for	ADP
ap-636	168	20	both	both	DET
ap-636	168	21	alternatives	alternative	NOUN
ap-636	168	22	,	,	PUNCT
ap-636	168	23	fig	fig	NOUN
ap-636	168	24	.	.	PUNCT
ap-636	169	1	6	6	NUM
ap-636	169	2	.	.	SYM
ap-636	169	3	4.2	4.2	NUM
ap-636	169	4	shear	shear	NOUN
ap-636	169	5	wall	wall	PROPN
ap-636	169	6	failure	failure	NOUN
ap-636	169	7	the	the	DET
ap-636	169	8	shear	shear	NOUN
ap-636	169	9	wall	wall	NOUN
ap-636	169	10	shown	show	VERB
ap-636	169	11	in	in	ADP
ap-636	169	12	fig	fig	NOUN
ap-636	169	13	.	.	PUNCT
ap-636	169	14	7	7	NUM
ap-636	169	15	was	be	AUX
ap-636	169	16	tested	test	VERB
ap-636	169	17	by	by	ADP
ap-636	169	18	maier	maier	NOUN
ap-636	169	19	and	and	CCONJ
ap-636	169	20	thürliman	thürliman	NOUN
ap-636	169	21	[	[	X
ap-636	169	22	20	20	NUM
ap-636	169	23	]	]	PUNCT
ap-636	169	24	.	.	PUNCT
ap-636	170	1	the	the	DET
ap-636	170	2	square	square	ADJ
ap-636	170	3	panel	panel	NOUN
ap-636	170	4	was	be	AUX
ap-636	170	5	orthogonally	orthogonally	ADV
ap-636	170	6	reinforced	reinforce	VERB
ap-636	170	7	and	and	CCONJ
ap-636	170	8	provided	provide	VERB
ap-636	170	9	with	with	ADP
ap-636	170	10	stiffening	stiffen	VERB
ap-636	170	11	flanges	flange	NOUN
ap-636	170	12	.	.	PUNCT
ap-636	171	1	loading	loading	NOUN
ap-636	171	2	by	by	ADP
ap-636	171	3	a	a	DET
ap-636	171	4	vertical	vertical	ADJ
ap-636	171	5	force	force	NOUN
ap-636	171	6	was	be	AUX
ap-636	171	7	first	first	ADV
ap-636	171	8	applied	apply	VERB
ap-636	171	9	representing	represent	VERB
ap-636	171	10	a	a	DET
ap-636	171	11	dead	dead	ADJ
ap-636	171	12	load	load	NOUN
ap-636	171	13	.	.	PUNCT
ap-636	172	1	then	then	ADV
ap-636	172	2	a	a	DET
ap-636	172	3	horizontal	horizontal	ADJ
ap-636	172	4	force	force	NOUN
ap-636	172	5	was	be	AUX
ap-636	172	6	applied	apply	VERB
ap-636	172	7	and	and	CCONJ
ap-636	172	8	increased	increase	VERB
ap-636	172	9	to	to	ADP
ap-636	172	10	failure	failure	NOUN
ap-636	172	11	.	.	PUNCT
ap-636	173	1	during	during	ADP
ap-636	173	2	the	the	DET
ap-636	173	3	experiment	experiment	NOUN
ap-636	173	4	there	there	PRON
ap-636	173	5	was	be	VERB
ap-636	173	6	extensive	extensive	ADJ
ap-636	173	7	diagonal	diagonal	ADJ
ap-636	173	8	cracking	cracking	NOUN
ap-636	173	9	prior	prior	ADV
ap-636	173	10	to	to	ADP
ap-636	173	11	failure	failure	NOUN
ap-636	173	12	,	,	PUNCT
ap-636	173	13	followed	follow	VERB
ap-636	173	14	by	by	ADP
ap-636	173	15	explosive	explosive	ADJ
ap-636	173	16	crushing	crushing	NOUN
ap-636	173	17	of	of	ADP
ap-636	173	18	the	the	DET
ap-636	173	19	concrete	concrete	NOUN
ap-636	173	20	under	under	ADP
ap-636	173	21	maximum	maximum	ADJ
ap-636	173	22	load	load	NOUN
ap-636	173	23	.	.	PUNCT
ap-636	174	1	the	the	DET
ap-636	174	2	experimental	experimental	ADJ
ap-636	174	3	failure	failure	NOUN
ap-636	174	4	pattern	pattern	NOUN
ap-636	174	5	is	be	AUX
ap-636	174	6	shown	show	VERB
ap-636	174	7	in	in	ADP
ap-636	174	8	fig	fig	NOUN
ap-636	174	9	.	.	PUNCT
ap-636	175	1	7(a	7(a	NUM
ap-636	175	2	)	)	PUNCT
ap-636	175	3	.	.	PUNCT
ap-636	176	1	the	the	DET
ap-636	176	2	analysis	analysis	NOUN
ap-636	176	3	was	be	AUX
ap-636	176	4	done	do	VERB
ap-636	176	5	by	by	ADP
ap-636	176	6	atena	atena	NOUN
ap-636	176	7	using	use	VERB
ap-636	176	8	plane	plane	NOUN
ap-636	176	9	-	-	PUNCT
ap-636	176	10	stress	stress	NOUN
ap-636	176	11	isoparametric	isoparametric	ADJ
ap-636	176	12	finite	finite	ADJ
ap-636	176	13	elements	element	NOUN
ap-636	176	14	with	with	ADP
ap-636	176	15	the	the	DET
ap-636	176	16	composite	composite	ADJ
ap-636	176	17	reinforced	reinforce	VERB
ap-636	176	18	concrete	concrete	ADJ
ap-636	176	19	material	material	NOUN
ap-636	176	20	.	.	PUNCT
ap-636	177	1	all	all	DET
ap-636	177	2	10	10	NUM
ap-636	177	3	shear	shear	NOUN
ap-636	177	4	wall	wall	NOUN
ap-636	177	5	parameters	parameter	NOUN
ap-636	177	6	of	of	ADP
ap-636	177	7	the	the	DET
ap-636	177	8	material	material	NOUN
ap-636	177	9	models	model	NOUN
ap-636	177	10	(	(	PUNCT
ap-636	177	11	both	both	CCONJ
ap-636	177	12	concrete	concrete	ADJ
ap-636	177	13	and	and	CCONJ
ap-636	177	14	steel	steel	NOUN
ap-636	177	15	reinforcement	reinforcement	NOUN
ap-636	177	16	)	)	PUNCT
ap-636	177	17	were	be	AUX
ap-636	177	18	identified	identify	VERB
ap-636	177	19	here	here	ADV
ap-636	177	20	.	.	PUNCT
ap-636	178	1	the	the	DET
ap-636	178	2	mean	mean	ADJ
ap-636	178	3	values	value	NOUN
ap-636	178	4	of	of	ADP
ap-636	178	5	the	the	DET
ap-636	178	6	parameters	parameter	NOUN
ap-636	178	7	used	use	VERB
ap-636	178	8	for	for	ADP
ap-636	178	9	stochastic	stochastic	ADJ
ap-636	178	10	simulation	simulation	NOUN
ap-636	178	11	and	and	CCONJ
ap-636	178	12	consequent	consequent	ADJ
ap-636	178	13	identification	identification	NOUN
ap-636	178	14	are	be	AUX
ap-636	178	15	as	as	SCONJ
ap-636	178	16	follows	follow	VERB
ap-636	178	17	:	:	PUNCT
ap-636	178	18	for	for	ADP
ap-636	178	19	concrete	concrete	ADJ
ap-636	178	20	(	(	PUNCT
ap-636	178	21	sbeta	sbeta	ADJ
ap-636	178	22	model	model	NOUN
ap-636	178	23	)	)	PUNCT
ap-636	178	24	–	–	PUNCT
ap-636	178	25	modulus	modulus	NOUN
ap-636	178	26	of	of	ADP
ap-636	178	27	elasticity	elasticity	NOUN
ap-636	178	28	ec	ec	PROPN
ap-636	178	29	�	�	PROPN
ap-636	178	30	30	30	NUM
ap-636	178	31	gpa	gpa	PROPN
ap-636	178	32	,	,	PUNCT
ap-636	178	33	compressive	compressive	ADJ
ap-636	178	34	strength	strength	NOUN
ap-636	178	35	fc	fc	PROPN
ap-636	178	36	�	�	PROPN
ap-636	178	37	35	35	NUM
ap-636	178	38	mpa	mpa	NOUN
ap-636	178	39	,	,	PUNCT
ap-636	178	40	tensile	tensile	NOUN
ap-636	178	41	strength	strength	NOUN
ap-636	178	42	ft	ft	PROPN
ap-636	178	43	�	�	PROPN
ap-636	178	44	2.5	2.5	NUM
ap-636	178	45	mpa	mpa	NOUN
ap-636	178	46	,	,	PUNCT
ap-636	178	47	fracture	fracture	NOUN
ap-636	178	48	energy	energy	NOUN
ap-636	178	49	gf	gf	X
ap-636	178	50	�	�	PROPN
ap-636	178	51	75	75	NUM
ap-636	178	52	n	n	CCONJ
ap-636	178	53	/	/	SYM
ap-636	178	54	m	m	PROPN
ap-636	178	55	,	,	PUNCT
ap-636	178	56	compressive	compressive	ADJ
ap-636	178	57	strain	strain	NOUN
ap-636	178	58	in	in	ADP
ap-636	178	59	the	the	DET
ap-636	178	60	uniaxial	uniaxial	ADJ
ap-636	178	61	compressive	compressive	PROPN
ap-636	178	62	test	test	NOUN
ap-636	178	63	�	�	PROPN
ap-636	178	64	c	c	PROPN
ap-636	178	65	�	�	PROPN
ap-636	178	66	0.0025	0.0025	NUM
ap-636	178	67	,	,	PUNCT
ap-636	178	68	critical	critical	ADJ
ap-636	178	69	compressive	compressive	ADJ
ap-636	178	70	displacement	displacement	NOUN
ap-636	178	71	wd	wd	PROPN
ap-636	178	72	�	�	PROPN
ap-636	178	73	0.003	0.003	NUM
ap-636	178	74	m;	m;	NOUN
ap-636	178	75	for	for	ADP
ap-636	178	76	steel	steel	NOUN
ap-636	178	77	(	(	PUNCT
ap-636	178	78	bilinear	bilinear	NOUN
ap-636	178	79	law	law	NOUN
ap-636	178	80	)	)	PUNCT
ap-636	178	81	–	–	PUNCT
ap-636	178	82	yield	yield	NOUN
ap-636	178	83	strain	strain	NOUN
ap-636	178	84	x1	x1	PROPN
ap-636	178	85	�	�	PROPN
ap-636	178	86	0.0027	0.0027	NUM
ap-636	178	87	,	,	PUNCT
ap-636	178	88	yield	yield	VERB
ap-636	178	89	stress	stress	NOUN
ap-636	178	90	fx1	fx1	PROPN
ap-636	178	91	�	�	PROPN
ap-636	178	92	574	574	NUM
ap-636	178	93	mpa	mpa	NOUN
ap-636	178	94	,	,	PUNCT
ap-636	178	95	ultimate	ultimate	ADJ
ap-636	178	96	strain	strain	NOUN
ap-636	178	97	x2	x2	PROPN
ap-636	178	98	�	�	PROPN
ap-636	178	99	0.015	0.015	NUM
ap-636	178	100	and	and	CCONJ
ap-636	178	101	ultimate	ultimate	ADJ
ap-636	178	102	stress	stress	PROPN
ap-636	178	103	fx2	fx2	PROPN
ap-636	178	104	�	�	PROPN
ap-636	178	105	764	764	NUM
ap-636	178	106	mpa	mpa	NOUN
ap-636	178	107	.	.	PUNCT
ap-636	179	1	for	for	ADP
ap-636	179	2	stochastic	stochastic	ADJ
ap-636	179	3	training	training	NOUN
ap-636	179	4	,	,	PUNCT
ap-636	179	5	randomness	randomness	NOUN
ap-636	179	6	was	be	AUX
ap-636	179	7	intuitively	intuitively	ADV
ap-636	179	8	introduced	introduce	VERB
ap-636	179	9	using	use	VERB
ap-636	179	10	coefficient	coefficient	NOUN
ap-636	179	11	of	of	ADP
ap-636	179	12	variation	variation	NOUN
ap-636	179	13	0.10	0.10	NUM
ap-636	179	14	for	for	ADP
ap-636	179	15	ec	ec	PROPN
ap-636	179	16	,	,	PUNCT
ap-636	179	17	ft	ft	PROPN
ap-636	179	18	and	and	CCONJ
ap-636	179	19	fc	fc	PROPN
ap-636	179	20	,	,	PUNCT
ap-636	179	21	0.2	0.2	NUM
ap-636	179	22	for	for	ADP
ap-636	179	23	gf	gf	PROPN
ap-636	179	24	and	and	CCONJ
ap-636	179	25	�	�	PROPN
ap-636	179	26	c	c	PROPN
ap-636	179	27	,	,	PUNCT
ap-636	179	28	0.3	0.3	NUM
ap-636	179	29	for	for	ADP
ap-636	179	30	wd	wd	PROPN
ap-636	179	31	and	and	CCONJ
ap-636	179	32	0.1	0.1	NUM
ap-636	179	33	for	for	ADP
ap-636	179	34	all	all	DET
ap-636	179	35	steel	steel	NOUN
ap-636	179	36	parameters	parameter	NOUN
ap-636	179	37	.	.	PUNCT
ap-636	180	1	a	a	DET
ap-636	180	2	rectangular	rectangular	ADJ
ap-636	180	3	probability	probability	NOUN
ap-636	180	4	distribution	distribution	NOUN
ap-636	180	5	for	for	ADP
ap-636	180	6	all	all	DET
ap-636	180	7	random	random	ADJ
ap-636	180	8	variables	variable	NOUN
ap-636	180	9	is	be	AUX
ap-636	180	10	used	use	VERB
ap-636	180	11	.	.	PUNCT
ap-636	181	1	the	the	DET
ap-636	181	2	experimental	experimental	ADJ
ap-636	181	3	load	load	NOUN
ap-636	181	4	-	-	PUNCT
ap-636	181	5	deflection	deflection	NOUN
ap-636	181	6	curve	curve	NOUN
ap-636	181	7	and	and	CCONJ
ap-636	181	8	20	20	NUM
ap-636	181	9	simulations	simulation	NOUN
ap-636	181	10	of	of	ADP
ap-636	181	11	lhs	lhs	PROPN
ap-636	181	12	are	be	AUX
ap-636	181	13	presented	present	VERB
ap-636	181	14	in	in	ADP
ap-636	181	15	fig	fig	NOUN
ap-636	181	16	.	.	PUNCT
ap-636	182	1	8	8	X
ap-636	182	2	.	.	PUNCT
ap-636	183	1	this	this	DET
ap-636	183	2	input	input	NOUN
ap-636	183	3	-	-	PUNCT
ap-636	183	4	output	output	NOUN
ap-636	183	5	information	information	NOUN
ap-636	183	6	serves	serve	VERB
ap-636	183	7	for	for	ADP
ap-636	183	8	training	train	VERB
ap-636	183	9	the	the	DET
ap-636	183	10	selected	select	VERB
ap-636	183	11	neural	neural	ADJ
ap-636	183	12	network	network	NOUN
ap-636	183	13	:	:	PUNCT
ap-636	183	14	network	network	NOUN
ap-636	183	15	with	with	ADP
ap-636	183	16	24	24	NUM
ap-636	183	17	inputs	input	NOUN
ap-636	183	18	(	(	PUNCT
ap-636	183	19	24	24	NUM
ap-636	183	20	points	point	NOUN
ap-636	183	21	on	on	ADP
ap-636	183	22	load	load	NOUN
ap-636	183	23	-	-	PUNCT
ap-636	183	24	deflection	deflection	NOUN
ap-636	183	25	curve	curve	NOUN
ap-636	183	26	for	for	ADP
ap-636	183	27	every	every	DET
ap-636	183	28	simulation	simulation	NOUN
ap-636	183	29	is	be	AUX
ap-636	183	30	utilized	utilize	VERB
ap-636	183	31	for	for	ADP
ap-636	183	32	training	training	NOUN
ap-636	183	33	)	)	PUNCT
ap-636	183	34	,	,	PUNCT
ap-636	183	35	two	two	NUM
ap-636	183	36	hidden	hidden	ADJ
ap-636	183	37	layer	layer	NOUN
ap-636	183	38	consisting	consist	VERB
ap-636	183	39	of	of	ADP
ap-636	183	40	12	12	NUM
ap-636	183	41	and	and	CCONJ
ap-636	183	42	10	10	NUM
ap-636	183	43	neurons	neuron	NOUN
ap-636	183	44	with	with	ADP
ap-636	183	45	nonlinear	nonlinear	ADJ
ap-636	183	46	transfer	transfer	NOUN
ap-636	183	47	functions	function	NOUN
ap-636	183	48	and	and	CCONJ
ap-636	183	49	one	one	NUM
ap-636	183	50	output	output	NOUN
ap-636	183	51	layer	layer	NOUN
ap-636	183	52	of	of	ADP
ap-636	183	53	10	10	NUM
ap-636	183	54	neurons	neuron	NOUN
ap-636	183	55	with	with	ADP
ap-636	183	56	a	a	DET
ap-636	183	57	linear	linear	ADJ
ap-636	183	58	transfer	transfer	NOUN
ap-636	183	59	114	114	NUM
ap-636	183	60	©	©	PROPN
ap-636	183	61	czech	czech	PROPN
ap-636	183	62	technical	technical	PROPN
ap-636	183	63	university	university	PROPN
ap-636	183	64	publishing	publishing	NOUN
ap-636	183	65	house	house	NOUN
ap-636	183	66	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-636	183	67	acta	acta	PROPN
ap-636	183	68	polytechnica	polytechnica	PROPN
ap-636	183	69	vol	vol	NOUN
ap-636	183	70	.	.	PROPN
ap-636	184	1	44	44	NUM
ap-636	184	2	no	no	NOUN
ap-636	184	3	.	.	PUNCT
ap-636	185	1	5–6/2004	5–6/2004	NUM
ap-636	185	2	0	0	NUM
ap-636	185	3	200	200	NUM
ap-636	185	4	400	400	NUM
ap-636	185	5	600	600	NUM
ap-636	185	6	800	800	NUM
ap-636	185	7	1000	1000	NUM
ap-636	185	8	0	0	NUM
ap-636	185	9	2	2	NUM
ap-636	185	10	4	4	NUM
ap-636	185	11	6	6	NUM
ap-636	185	12	8	8	NUM
ap-636	185	13	10	10	NUM
ap-636	185	14	12	12	NUM
ap-636	185	15	14	14	NUM
ap-636	185	16	horizontal	horizontal	ADJ
ap-636	185	17	deformation	deformation	NOUN
ap-636	186	1	[	[	X
ap-636	186	2	mm	mm	X
ap-636	186	3	]	]	X
ap-636	186	4	h	h	NOUN
ap-636	186	5	o	o	X
ap-636	186	6	ri	ri	PROPN
ap-636	186	7	z	z	NOUN
ap-636	186	8	o	o	NOUN
ap-636	187	1	n	n	X
ap-636	187	2	ta	ta	X
ap-636	187	3	l	l	NOUN
ap-636	187	4	fo	fo	INTJ
ap-636	188	1	rc	rc	PROPN
ap-636	188	2	e	e	PROPN
ap-636	189	1	[	[	X
ap-636	189	2	k	k	X
ap-636	189	3	n	n	X
ap-636	189	4	]	]	X
ap-636	189	5	fig	fig	NOUN
ap-636	189	6	.	.	PUNCT
ap-636	190	1	8	8	NUM
ap-636	190	2	:	:	PUNCT
ap-636	190	3	random	random	ADJ
ap-636	190	4	load	load	NOUN
ap-636	190	5	-	-	PUNCT
ap-636	190	6	deflection	deflection	NOUN
ap-636	190	7	curve	curve	NOUN
ap-636	190	8	realizations	realization	NOUN
ap-636	190	9	–	–	PUNCT
ap-636	190	10	20	20	NUM
ap-636	190	11	simulations	simulation	NOUN
ap-636	190	12	of	of	ADP
ap-636	190	13	lhs	lhs	PROPN
ap-636	190	14	(	(	PUNCT
ap-636	190	15	a	a	NOUN
ap-636	190	16	)	)	PUNCT
ap-636	190	17	(	(	PUNCT
ap-636	190	18	b	b	X
ap-636	190	19	)	)	PUNCT
ap-636	190	20	fig	fig	NOUN
ap-636	190	21	.	.	PUNCT
ap-636	191	1	7	7	NUM
ap-636	191	2	:	:	PUNCT
ap-636	191	3	shear	shear	NOUN
ap-636	191	4	wall	wall	PROPN
ap-636	191	5	experimental	experimental	ADJ
ap-636	191	6	failure	failure	NOUN
ap-636	191	7	and	and	CCONJ
ap-636	191	8	its	its	PRON
ap-636	191	9	atena	atena	NOUN
ap-636	191	10	simulation	simulation	NOUN
ap-636	191	11	:	:	PUNCT
ap-636	191	12	(	(	PUNCT
ap-636	191	13	a	a	X
ap-636	191	14	)	)	PUNCT
ap-636	191	15	experimental	experimental	ADJ
ap-636	191	16	failure	failure	NOUN
ap-636	191	17	,	,	PUNCT
ap-636	191	18	(	(	PUNCT
ap-636	191	19	b	b	X
ap-636	191	20	)	)	PUNCT
ap-636	191	21	failure	failure	NOUN
ap-636	191	22	simulated	simulate	VERB
ap-636	191	23	by	by	ADP
ap-636	191	24	atena	atena	NOUN
ap-636	191	25	function	function	NOUN
ap-636	191	26	.	.	PUNCT
ap-636	192	1	the	the	DET
ap-636	192	2	trained	train	VERB
ap-636	192	3	neural	neural	ADJ
ap-636	192	4	network	network	NOUN
ap-636	192	5	provided	provide	VERB
ap-636	192	6	the	the	DET
ap-636	192	7	material	material	NOUN
ap-636	192	8	model	model	NOUN
ap-636	192	9	parameters	parameter	NOUN
ap-636	192	10	:	:	PUNCT
ap-636	192	11	ec	ec	PROPN
ap-636	192	12	�	�	PROPN
ap-636	192	13	33	33	NUM
ap-636	192	14	gpa	gpa	PROPN
ap-636	192	15	,	,	PUNCT
ap-636	192	16	fc	fc	PROPN
ap-636	192	17	�	�	PROPN
ap-636	192	18	35.3	35.3	NUM
ap-636	192	19	mpa	mpa	NOUN
ap-636	192	20	,	,	PUNCT
ap-636	192	21	ft	ft	PROPN
ap-636	192	22	�	�	PROPN
ap-636	192	23	2.47	2.47	NUM
ap-636	192	24	mpa	mpa	NOUN
ap-636	192	25	,	,	PUNCT
ap-636	192	26	gf	gf	PROPN
ap-636	192	27	�	�	PROPN
ap-636	192	28	77.85	77.85	NUM
ap-636	192	29	n	n	CCONJ
ap-636	192	30	/	/	SYM
ap-636	192	31	m	m	PROPN
ap-636	192	32	,	,	PUNCT
ap-636	192	33	�	�	PROPN
ap-636	192	34	c	c	PROPN
ap-636	192	35	�	�	PROPN
ap-636	192	36	0.0026	0.0026	NUM
ap-636	192	37	,	,	PUNCT
ap-636	192	38	wd	wd	PROPN
ap-636	192	39	�	�	PROPN
ap-636	192	40	0.0031	0.0031	NUM
ap-636	192	41	m	m	PROPN
ap-636	192	42	,	,	PUNCT
ap-636	192	43	x1	x1	PROPN
ap-636	192	44	�	�	PROPN
ap-636	192	45	0.0028	0.0028	NUM
ap-636	192	46	,	,	PUNCT
ap-636	192	47	fx1	fx1	PROPN
ap-636	192	48	�	�	PROPN
ap-636	192	49	570.7	570.7	NUM
ap-636	192	50	mpa	mpa	NOUN
ap-636	192	51	,	,	PUNCT
ap-636	192	52	x2	x2	PROPN
ap-636	192	53	�	�	PROPN
ap-636	192	54	0.0147	0.0147	NUM
ap-636	192	55	and	and	CCONJ
ap-636	192	56	fx2	fx2	PROPN
ap-636	192	57	�	�	PROPN
ap-636	192	58	768.8	768.8	NUM
ap-636	192	59	mpa	mpa	NOUN
ap-636	192	60	.	.	PUNCT
ap-636	193	1	the	the	DET
ap-636	193	2	final	final	ADJ
ap-636	193	3	calculation	calculation	NOUN
ap-636	193	4	using	use	VERB
ap-636	193	5	atena	atena	NOUN
ap-636	193	6	resulted	result	VERB
ap-636	193	7	in	in	ADP
ap-636	193	8	a	a	DET
ap-636	193	9	very	very	ADV
ap-636	193	10	good	good	ADJ
ap-636	193	11	agreement	agreement	NOUN
ap-636	193	12	with	with	ADP
ap-636	193	13	experimental	experimental	ADJ
ap-636	193	14	load	load	NOUN
ap-636	193	15	-	-	PUNCT
ap-636	193	16	deflection	deflection	NOUN
ap-636	193	17	curve	curve	NOUN
ap-636	193	18	,	,	PUNCT
ap-636	193	19	fig	fig	NOUN
ap-636	193	20	.	.	PUNCT
ap-636	194	1	9	9	NUM
ap-636	194	2	.	.	SYM
ap-636	194	3	5	5	NUM
ap-636	194	4	conclusion	conclusion	NOUN
ap-636	194	5	determining	determine	VERB
ap-636	194	6	the	the	DET
ap-636	194	7	material	material	NOUN
ap-636	194	8	model	model	NOUN
ap-636	194	9	parameters	parameter	NOUN
ap-636	194	10	generally	generally	ADV
ap-636	194	11	presents	present	VERB
ap-636	194	12	a	a	DET
ap-636	194	13	great	great	ADJ
ap-636	194	14	problem	problem	NOUN
ap-636	194	15	when	when	SCONJ
ap-636	194	16	using	use	VERB
ap-636	194	17	nonlinear	nonlinear	ADJ
ap-636	194	18	analysis	analysis	NOUN
ap-636	194	19	and	and	CCONJ
ap-636	194	20	sophisticated	sophisticated	ADJ
ap-636	194	21	material	material	ADJ
ap-636	194	22	constitutive	constitutive	ADJ
ap-636	194	23	laws	law	NOUN
ap-636	194	24	.	.	PUNCT
ap-636	195	1	a	a	DET
ap-636	195	2	methodology	methodology	NOUN
ap-636	195	3	for	for	ADP
ap-636	195	4	efficient	efficient	ADJ
ap-636	195	5	numerical	numerical	ADJ
ap-636	195	6	identification	identification	NOUN
ap-636	195	7	of	of	ADP
ap-636	195	8	material	material	NOUN
ap-636	195	9	model	model	NOUN
ap-636	195	10	parameters	parameter	NOUN
ap-636	195	11	is	be	AUX
ap-636	195	12	suggested	suggest	VERB
ap-636	195	13	.	.	PUNCT
ap-636	196	1	this	this	DET
ap-636	196	2	approach	approach	NOUN
ap-636	196	3	utilizes	utilize	VERB
ap-636	196	4	stochastic	stochastic	ADJ
ap-636	196	5	computational	computational	ADJ
ap-636	196	6	analysis	analysis	NOUN
ap-636	196	7	in	in	ADP
ap-636	196	8	combination	combination	NOUN
ap-636	196	9	with	with	ADP
ap-636	196	10	an	an	DET
ap-636	196	11	artificial	artificial	ADJ
ap-636	196	12	neural	neural	ADJ
ap-636	196	13	network	network	NOUN
ap-636	196	14	.	.	PUNCT
ap-636	197	1	small	small	ADJ
ap-636	197	2	-	-	PUNCT
ap-636	197	3	sample	sample	NOUN
ap-636	197	4	simulation	simulation	NOUN
ap-636	197	5	techniques	technique	NOUN
ap-636	197	6	are	be	AUX
ap-636	197	7	employed	employ	VERB
ap-636	197	8	,	,	PUNCT
ap-636	197	9	which	which	PRON
ap-636	197	10	enables	enable	VERB
ap-636	197	11	analysis	analysis	NOUN
ap-636	197	12	of	of	ADP
ap-636	197	13	computationally	computationally	ADV
ap-636	197	14	intensive	intensive	ADJ
ap-636	197	15	problems	problem	NOUN
ap-636	197	16	of	of	ADP
ap-636	197	17	nonlinear	nonlinear	ADJ
ap-636	197	18	fracture	fracture	PROPN
ap-636	197	19	mechanics	mechanic	NOUN
ap-636	197	20	.	.	PUNCT
ap-636	198	1	the	the	DET
ap-636	198	2	feasibility	feasibility	NOUN
ap-636	198	3	of	of	ADP
ap-636	198	4	the	the	DET
ap-636	198	5	approach	approach	NOUN
ap-636	198	6	is	be	AUX
ap-636	198	7	documented	document	VERB
ap-636	198	8	by	by	ADP
ap-636	198	9	numerical	numerical	ADJ
ap-636	198	10	examples	example	NOUN
ap-636	198	11	.	.	PUNCT
ap-636	199	1	application	application	NOUN
ap-636	199	2	of	of	ADP
ap-636	199	3	the	the	DET
ap-636	199	4	concept	concept	NOUN
ap-636	199	5	to	to	ADP
ap-636	199	6	problems	problem	NOUN
ap-636	199	7	,	,	PUNCT
ap-636	199	8	where	where	SCONJ
ap-636	199	9	the	the	DET
ap-636	199	10	experimental	experimental	ADJ
ap-636	199	11	load	load	NOUN
ap-636	199	12	-	-	PUNCT
ap-636	199	13	deflection	deflection	NOUN
ap-636	199	14	curve	curve	NOUN
ap-636	199	15	is	be	AUX
ap-636	199	16	known	know	VERB
ap-636	199	17	could	could	AUX
ap-636	199	18	result	result	VERB
ap-636	199	19	in	in	ADP
ap-636	199	20	much	much	ADV
ap-636	199	21	better	well	ADJ
ap-636	199	22	identification	identification	NOUN
ap-636	199	23	of	of	ADP
ap-636	199	24	the	the	DET
ap-636	199	25	material	material	NOUN
ap-636	199	26	model	model	NOUN
ap-636	199	27	parameters	parameter	NOUN
ap-636	199	28	than	than	ADP
ap-636	199	29	with	with	ADP
ap-636	199	30	a	a	DET
ap-636	199	31	heuristic	heuristic	ADJ
ap-636	199	32	“	"	PUNCT
ap-636	199	33	trial	trial	NOUN
ap-636	199	34	and	and	CCONJ
ap-636	199	35	error	error	NOUN
ap-636	199	36	”	"	PUNCT
ap-636	199	37	approach	approach	NOUN
ap-636	199	38	.	.	PUNCT
ap-636	200	1	such	such	ADJ
ap-636	200	2	well	well	ADV
ap-636	200	3	-	-	PUNCT
ap-636	200	4	identified	identify	VERB
ap-636	200	5	parameters	parameter	NOUN
ap-636	200	6	based	base	VERB
ap-636	200	7	on	on	ADP
ap-636	200	8	experiment	experiment	NOUN
ap-636	200	9	can	can	AUX
ap-636	200	10	then	then	ADV
ap-636	200	11	be	be	AUX
ap-636	200	12	used	use	VERB
ap-636	200	13	for	for	ADP
ap-636	200	14	calculating	calculate	VERB
ap-636	200	15	a	a	DET
ap-636	200	16	real	real	ADJ
ap-636	200	17	structure	structure	NOUN
ap-636	200	18	.	.	PUNCT
ap-636	201	1	very	very	ADV
ap-636	201	2	good	good	ADJ
ap-636	201	3	results	result	NOUN
ap-636	201	4	have	have	AUX
ap-636	201	5	been	be	AUX
ap-636	201	6	achieved	achieve	VERB
ap-636	201	7	,	,	PUNCT
ap-636	201	8	which	which	PRON
ap-636	201	9	indicates	indicate	VERB
ap-636	201	10	that	that	SCONJ
ap-636	201	11	efficient	efficient	ADJ
ap-636	201	12	techniques	technique	NOUN
ap-636	201	13	have	have	AUX
ap-636	201	14	been	be	AUX
ap-636	201	15	combined	combine	VERB
ap-636	201	16	at	at	ADP
ap-636	201	17	all	all	DET
ap-636	201	18	three	three	NUM
ap-636	201	19	basic	basic	ADJ
ap-636	201	20	levels	level	NOUN
ap-636	201	21	:	:	PUNCT
ap-636	201	22	deterministic	deterministic	ADJ
ap-636	201	23	nonlinear	nonlinear	ADJ
ap-636	201	24	modeling	modeling	NOUN
ap-636	201	25	,	,	PUNCT
ap-636	201	26	probabilistic	probabilistic	ADJ
ap-636	201	27	stratified	stratified	ADJ
ap-636	201	28	simulation	simulation	NOUN
ap-636	201	29	and	and	CCONJ
ap-636	201	30	neural	neural	ADJ
ap-636	201	31	network	network	NOUN
ap-636	201	32	approximation	approximation	NOUN
ap-636	201	33	.	.	PUNCT
ap-636	202	1	references	reference	NOUN
ap-636	202	2	[	[	X
ap-636	202	3	1	1	NUM
ap-636	202	4	]	]	PUNCT
ap-636	202	5	bažant	bažant	PROPN
ap-636	202	6	z.	z.	PROPN
ap-636	202	7	p.	p.	PROPN
ap-636	202	8	,	,	PUNCT
ap-636	202	9	becq	becq	PROPN
ap-636	202	10	-	-	PUNCT
ap-636	202	11	giraudon	giraudon	PROPN
ap-636	202	12	e.	e.	PROPN
ap-636	202	13	:	:	PUNCT
ap-636	202	14	“	"	PUNCT
ap-636	202	15	statistical	statistical	ADJ
ap-636	202	16	prediction	prediction	NOUN
ap-636	202	17	of	of	ADP
ap-636	202	18	fracture	fracture	NOUN
ap-636	202	19	parameters	parameter	NOUN
ap-636	202	20	of	of	ADP
ap-636	202	21	concrete	concrete	ADJ
ap-636	202	22	and	and	CCONJ
ap-636	202	23	implications	implication	NOUN
ap-636	202	24	for	for	ADP
ap-636	202	25	choice	choice	NOUN
ap-636	202	26	of	of	ADP
ap-636	202	27	testing	testing	NOUN
ap-636	202	28	standard	standard	NOUN
ap-636	202	29	.	.	PUNCT
ap-636	202	30	”	"	PUNCT
ap-636	203	1	cement	cement	NOUN
ap-636	203	2	and	and	CCONJ
ap-636	203	3	concrete	concrete	ADJ
ap-636	203	4	research	research	NOUN
ap-636	203	5	,	,	PUNCT
ap-636	203	6	vol	vol	NOUN
ap-636	203	7	.	.	PROPN
ap-636	203	8	32	32	NUM
ap-636	203	9	(	(	PUNCT
ap-636	203	10	2002	2002	NUM
ap-636	203	11	)	)	PUNCT
ap-636	203	12	,	,	PUNCT
ap-636	203	13	no	no	INTJ
ap-636	203	14	.	.	NOUN
ap-636	203	15	4	4	NUM
ap-636	203	16	,	,	PUNCT
ap-636	203	17	p.	p.	NOUN
ap-636	203	18	529–556	529–556	NUM
ap-636	203	19	.	.	PUNCT
ap-636	204	1	[	[	X
ap-636	204	2	2	2	NUM
ap-636	204	3	]	]	X
ap-636	204	4	iacono	iacono	PROPN
ap-636	204	5	c.	c.	PROPN
ap-636	204	6	,	,	PUNCT
ap-636	204	7	sluys	sluys	PROPN
ap-636	204	8	l.	l.	PROPN
ap-636	204	9	j.	j.	PROPN
ap-636	204	10	,	,	PUNCT
ap-636	204	11	van	van	PROPN
ap-636	204	12	mier	mier	PROPN
ap-636	204	13	j.	j.	PROPN
ap-636	204	14	g.	g.	PROPN
ap-636	204	15	m.	m.	PROPN
ap-636	204	16	:	:	PUNCT
ap-636	204	17	“	"	PUNCT
ap-636	204	18	development	development	NOUN
ap-636	204	19	of	of	ADP
ap-636	204	20	an	an	DET
ap-636	204	21	inverse	inverse	ADJ
ap-636	204	22	procedure	procedure	NOUN
ap-636	204	23	for	for	ADP
ap-636	204	24	parameters	parameter	NOUN
ap-636	204	25	estimates	estimate	NOUN
ap-636	204	26	of	of	ADP
ap-636	204	27	numerical	numerical	ADJ
ap-636	204	28	models	model	NOUN
ap-636	204	29	.	.	PUNCT
ap-636	204	30	”	"	PUNCT
ap-636	205	1	in	in	ADP
ap-636	205	2	:	:	PUNCT
ap-636	205	3	proceedings	proceeding	NOUN
ap-636	205	4	of	of	ADP
ap-636	205	5	the	the	DET
ap-636	205	6	euro	euro	PROPN
ap-636	205	7	-	-	PUNCT
ap-636	205	8	c	c	NOUN
ap-636	205	9	conference	conference	NOUN
ap-636	205	10	,	,	PUNCT
ap-636	205	11	st	st	PROPN
ap-636	205	12	.	.	PROPN
ap-636	205	13	johann	johann	PROPN
ap-636	206	1	i	i	PRON
ap-636	206	2	m	m	VERB
ap-636	206	3	pongau	pongau	NOUN
ap-636	206	4	,	,	PUNCT
ap-636	206	5	austria	austria	PROPN
ap-636	206	6	,	,	PUNCT
ap-636	206	7	rotterdam	rotterdam	PROPN
ap-636	206	8	:	:	PUNCT
ap-636	206	9	balkema	balkema	NOUN
ap-636	206	10	2003	2003	NUM
ap-636	206	11	,	,	PUNCT
ap-636	206	12	p.	p.	NOUN
ap-636	206	13	259–268	259–268	NUM
ap-636	206	14	.	.	PUNCT
ap-636	207	1	[	[	X
ap-636	207	2	3	3	NUM
ap-636	207	3	]	]	X
ap-636	207	4	fairbairn	fairbairn	PROPN
ap-636	207	5	e.	e.	PROPN
ap-636	207	6	m.	m.	PROPN
ap-636	207	7	r.	r.	PROPN
ap-636	207	8	,	,	PUNCT
ap-636	207	9	paz	paz	PROPN
ap-636	207	10	c.	c.	PROPN
ap-636	207	11	n.	n.	PROPN
ap-636	207	12	m.	m.	PROPN
ap-636	207	13	,	,	PUNCT
ap-636	207	14	ebecken	ebecken	VERB
ap-636	207	15	n.	n.	PROPN
ap-636	207	16	f.	f.	PROPN
ap-636	207	17	f.	f.	PROPN
ap-636	207	18	,	,	PUNCT
ap-636	207	19	ulm	ulm	PROPN
ap-636	207	20	f.	f.	PROPN
ap-636	207	21	j.	j.	PROPN
ap-636	207	22	:	:	PUNCT
ap-636	207	23	“	"	PUNCT
ap-636	207	24	use	use	NOUN
ap-636	207	25	of	of	ADP
ap-636	207	26	neural	neural	ADJ
ap-636	207	27	networks	network	NOUN
ap-636	207	28	for	for	ADP
ap-636	207	29	fitting	fitting	NOUN
ap-636	207	30	of	of	ADP
ap-636	207	31	fe	fe	X
ap-636	207	32	probabilistic	probabilistic	ADJ
ap-636	207	33	scaling	scaling	NOUN
ap-636	207	34	model	model	NOUN
ap-636	207	35	parameters	parameter	NOUN
ap-636	207	36	.	.	PUNCT
ap-636	207	37	”	"	PUNCT
ap-636	208	1	international	international	ADJ
ap-636	208	2	journal	journal	NOUN
ap-636	208	3	of	of	ADP
ap-636	208	4	fracture	fracture	NOUN
ap-636	208	5	,	,	PUNCT
ap-636	208	6	vol	vol	NOUN
ap-636	208	7	.	.	PROPN
ap-636	208	8	95	95	NUM
ap-636	208	9	(	(	PUNCT
ap-636	208	10	1999	1999	NUM
ap-636	208	11	)	)	PUNCT
ap-636	208	12	,	,	PUNCT
ap-636	208	13	p.	p.	NOUN
ap-636	208	14	315–324	315–324	NUM
ap-636	208	15	.	.	PUNCT
ap-636	209	1	[	[	X
ap-636	209	2	4	4	X
ap-636	209	3	]	]	X
ap-636	209	4	ervenka	ervenka	PROPN
ap-636	209	5	v.	v.	PROPN
ap-636	209	6	,	,	PUNCT
ap-636	209	7	pukl	pukl	PROPN
ap-636	209	8	r.	r.	PROPN
ap-636	209	9	:	:	PUNCT
ap-636	209	10	atena	atena	PROPN
ap-636	209	11	program	program	NOUN
ap-636	209	12	documentation	documentation	NOUN
ap-636	209	13	.	.	PUNCT
ap-636	210	1	červenka	červenka	PROPN
ap-636	210	2	consulting	consulting	PROPN
ap-636	210	3	,	,	PUNCT
ap-636	210	4	prague	prague	PROPN
ap-636	210	5	,	,	PUNCT
ap-636	210	6	czech	czech	PROPN
ap-636	210	7	republic	republic	NOUN
ap-636	210	8	,	,	PUNCT
ap-636	210	9	2003	2003	NUM
ap-636	210	10	.	.	PUNCT
ap-636	211	1	[	[	X
ap-636	211	2	5	5	X
ap-636	211	3	]	]	PUNCT
ap-636	211	4	novák	novák	X
ap-636	211	5	d.	d.	PROPN
ap-636	211	6	et	et	PROPN
ap-636	211	7	al	al	PROPN
ap-636	211	8	.	.	PROPN
ap-636	211	9	:	:	PUNCT
ap-636	212	1	freet	freet	ADJ
ap-636	212	2	–	–	PUNCT
ap-636	212	3	user	user	NOUN
ap-636	212	4	’s	’s	PART
ap-636	212	5	manual	manual	ADJ
ap-636	212	6	and	and	CCONJ
ap-636	212	7	theory	theory	NOUN
ap-636	212	8	manual	manual	NOUN
ap-636	212	9	.	.	PUNCT
ap-636	213	1	brno	brno	PROPN
ap-636	213	2	/	/	SYM
ap-636	213	3	červenka	červenka	PROPN
ap-636	213	4	consulting	consulting	PROPN
ap-636	213	5	,	,	PUNCT
ap-636	213	6	czech	czech	PROPN
ap-636	213	7	republic	republic	NOUN
ap-636	213	8	,	,	PUNCT
ap-636	213	9	2004	2004	NUM
ap-636	213	10	.	.	PUNCT
ap-636	214	1	[	[	X
ap-636	214	2	6	6	NUM
ap-636	214	3	]	]	PUNCT
ap-636	214	4	pukl	pukl	PROPN
ap-636	214	5	r.	r.	PROPN
ap-636	214	6	,	,	PUNCT
ap-636	214	7	červenka	červenka	PROPN
ap-636	214	8	v.	v.	PROPN
ap-636	214	9	,	,	PUNCT
ap-636	214	10	strauss	strauss	PROPN
ap-636	214	11	a.	a.	PROPN
ap-636	214	12	,	,	PUNCT
ap-636	214	13	bergmeister	bergmeister	PROPN
ap-636	214	14	k.	k.	PROPN
ap-636	214	15	,	,	PUNCT
ap-636	214	16	novák	novák	PROPN
ap-636	214	17	d.	d.	PROPN
ap-636	214	18	:	:	PUNCT
ap-636	214	19	“	"	PUNCT
ap-636	214	20	an	an	DET
ap-636	214	21	advanced	advanced	ADJ
ap-636	214	22	engineering	engineering	NOUN
ap-636	214	23	software	software	NOUN
ap-636	214	24	for	for	ADP
ap-636	214	25	probabilistic	probabilistic	ADJ
ap-636	214	26	-	-	PUNCT
ap-636	214	27	based	base	VERB
ap-636	214	28	assessment	assessment	NOUN
ap-636	214	29	of	of	ADP
ap-636	214	30	concrete	concrete	ADJ
ap-636	214	31	structures	structure	NOUN
ap-636	214	32	using	use	VERB
ap-636	214	33	nonlinear	nonlinear	ADJ
ap-636	214	34	fracture	fracture	NOUN
ap-636	214	35	mechanics	mechanic	NOUN
ap-636	214	36	.	.	PUNCT
ap-636	214	37	”	"	PUNCT
ap-636	215	1	in	in	ADP
ap-636	215	2	:	:	PUNCT
ap-636	215	3	“	"	PUNCT
ap-636	215	4	9th	9th	ADJ
ap-636	215	5	international	international	ADJ
ap-636	215	6	conference	conference	NOUN
ap-636	215	7	on	on	ADP
ap-636	215	8	applications	application	NOUN
ap-636	215	9	of	of	ADP
ap-636	215	10	statistics	statistic	NOUN
ap-636	215	11	and	and	CCONJ
ap-636	215	12	probability	probability	NOUN
ap-636	215	13	in	in	ADP
ap-636	215	14	civil	civil	ADJ
ap-636	215	15	engineering	engineering	NOUN
ap-636	215	16	(	(	PUNCT
ap-636	215	17	icasp9	icasp9	PROPN
ap-636	215	18	)	)	PUNCT
ap-636	215	19	”	"	PUNCT
ap-636	215	20	,	,	PUNCT
ap-636	215	21	san	san	PROPN
ap-636	215	22	francisco	francisco	PROPN
ap-636	215	23	,	,	PUNCT
ap-636	215	24	california	california	PROPN
ap-636	215	25	,	,	PUNCT
ap-636	215	26	usa	usa	PROPN
ap-636	215	27	,	,	PUNCT
ap-636	215	28	rotterdam	rotterdam	PROPN
ap-636	215	29	:	:	PUNCT
ap-636	215	30	millpress	millpress	NOUN
ap-636	215	31	2003	2003	NUM
ap-636	215	32	,	,	PUNCT
ap-636	215	33	p.	p.	NOUN
ap-636	215	34	1165–1171	1165–1171	NUM
ap-636	215	35	.	.	PUNCT
ap-636	216	1	[	[	X
ap-636	216	2	7	7	X
ap-636	216	3	]	]	PUNCT
ap-636	216	4	bergmeister	bergmeister	PROPN
ap-636	216	5	k.	k.	PROPN
ap-636	216	6	et	et	PROPN
ap-636	216	7	al	al	PROPN
ap-636	216	8	.	.	PROPN
ap-636	216	9	:	:	PUNCT
ap-636	216	10	“	"	PUNCT
ap-636	216	11	structural	structural	ADJ
ap-636	216	12	analysis	analysis	NOUN
ap-636	216	13	and	and	CCONJ
ap-636	216	14	safety	safety	NOUN
ap-636	216	15	assessment	assessment	NOUN
ap-636	216	16	of	of	ADP
ap-636	216	17	existing	exist	VERB
ap-636	216	18	concrete	concrete	ADJ
ap-636	216	19	structures	structure	NOUN
ap-636	216	20	.	.	PUNCT
ap-636	216	21	”	"	PUNCT
ap-636	217	1	in	in	ADP
ap-636	217	2	:	:	PUNCT
ap-636	217	3	“	"	PUNCT
ap-636	217	4	1st	1st	ADJ
ap-636	217	5	fib	fib	ADJ
ap-636	217	6	congress	congress	PROPN
ap-636	217	7	concrete	concrete	ADJ
ap-636	217	8	structures	structure	NOUN
ap-636	217	9	in	in	ADP
ap-636	217	10	21st	21st	ADJ
ap-636	217	11	century	century	NOUN
ap-636	217	12	”	"	PUNCT
ap-636	217	13	,	,	PUNCT
ap-636	217	14	osaka	osaka	PROPN
ap-636	217	15	,	,	PUNCT
ap-636	217	16	session	session	NOUN
ap-636	217	17	11	11	NUM
ap-636	217	18	,	,	PUNCT
ap-636	217	19	2002	2002	NUM
ap-636	217	20	,	,	PUNCT
ap-636	217	21	p.	p.	NOUN
ap-636	217	22	47–54	47–54	NUM
ap-636	217	23	.	.	PUNCT
ap-636	218	1	[	[	X
ap-636	218	2	8	8	NUM
ap-636	218	3	]	]	X
ap-636	218	4	lehký	lehký	NOUN
ap-636	218	5	d.	d.	PROPN
ap-636	218	6	:	:	PUNCT
ap-636	218	7	“	"	PUNCT
ap-636	218	8	dlnnet	dlnnet	ADJ
ap-636	218	9	–	–	PUNCT
ap-636	218	10	program	program	NOUN
ap-636	218	11	documentation	documentation	NOUN
ap-636	218	12	,	,	PUNCT
ap-636	218	13	theory	theory	NOUN
ap-636	218	14	and	and	CCONJ
ap-636	218	15	user	user	NOUN
ap-636	218	16	’s	’s	PART
ap-636	218	17	manual	manual	NOUN
ap-636	218	18	”	"	PUNCT
ap-636	218	19	.	.	PUNCT
ap-636	219	1	brno	brno	PROPN
ap-636	219	2	,	,	PUNCT
ap-636	219	3	2004	2004	NUM
ap-636	219	4	(	(	PUNCT
ap-636	219	5	in	in	ADP
ap-636	219	6	preparation	preparation	NOUN
ap-636	219	7	)	)	PUNCT
ap-636	219	8	.	.	PUNCT
ap-636	220	1	[	[	X
ap-636	220	2	9	9	NUM
ap-636	220	3	]	]	SYM
ap-636	220	4	lehký	lehký	PROPN
ap-636	220	5	d.	d.	PROPN
ap-636	220	6	,	,	PUNCT
ap-636	220	7	novák	novák	PROPN
ap-636	220	8	,	,	PUNCT
ap-636	220	9	d.	d.	PROPN
ap-636	220	10	:	:	PUNCT
ap-636	220	11	“	"	PUNCT
ap-636	220	12	identification	identification	NOUN
ap-636	220	13	of	of	ADP
ap-636	220	14	material	material	NOUN
ap-636	220	15	model	model	NOUN
ap-636	220	16	parameters	parameter	NOUN
ap-636	220	17	using	use	VERB
ap-636	220	18	stochastic	stochastic	ADJ
ap-636	220	19	training	training	NOUN
ap-636	220	20	of	of	ADP
ap-636	220	21	neural	neural	ADJ
ap-636	220	22	network	network	NOUN
ap-636	220	23	.	.	PUNCT
ap-636	220	24	”	"	PUNCT
ap-636	221	1	in	in	ADP
ap-636	221	2	:	:	PUNCT
ap-636	221	3	“	"	PUNCT
ap-636	221	4	5th	5th	ADJ
ap-636	221	5	international	international	ADJ
ap-636	221	6	phd	phd	NOUN
ap-636	221	7	symposium	symposium	NOUN
ap-636	221	8	in	in	ADP
ap-636	221	9	civil	civil	ADJ
ap-636	221	10	engineering	engineering	NOUN
ap-636	221	11	”	"	PUNCT
ap-636	221	12	,	,	PUNCT
ap-636	221	13	delft	delft	PROPN
ap-636	221	14	,	,	PUNCT
ap-636	221	15	netherlands	netherlands	PROPN
ap-636	221	16	,	,	PUNCT
ap-636	221	17	2004	2004	NUM
ap-636	221	18	.	.	PUNCT
ap-636	222	1	[	[	X
ap-636	222	2	10	10	NUM
ap-636	222	3	]	]	X
ap-636	222	4	kučerová	kučerová	PROPN
ap-636	222	5	a.	a.	PROPN
ap-636	222	6	,	,	PUNCT
ap-636	222	7	lepš	lepš	NOUN
ap-636	222	8	m.	m.	NOUN
ap-636	222	9	,	,	PUNCT
ap-636	222	10	zeman	zeman	PROPN
ap-636	222	11	j.	j.	PROPN
ap-636	222	12	:	:	PUNCT
ap-636	222	13	“	"	PUNCT
ap-636	222	14	soft	soft	ADJ
ap-636	222	15	computing	computing	NOUN
ap-636	222	16	methods	method	NOUN
ap-636	222	17	for	for	ADP
ap-636	222	18	estimation	estimation	NOUN
ap-636	222	19	of	of	ADP
ap-636	222	20	microplane	microplane	NOUN
ap-636	222	21	model	model	NOUN
ap-636	222	22	parameters	parameter	NOUN
ap-636	222	23	.	.	PUNCT
ap-636	222	24	”	"	PUNCT
ap-636	223	1	in	in	ADP
ap-636	223	2	:	:	PUNCT
ap-636	223	3	“	"	PUNCT
ap-636	223	4	proc	proc	NOUN
ap-636	223	5	.	.	PUNCT
ap-636	224	1	of	of	ADP
ap-636	224	2	conference	conference	NOUN
ap-636	224	3	computational	computational	ADJ
ap-636	224	4	mechanics	mechanic	NOUN
ap-636	224	5	”	"	PUNCT
ap-636	224	6	,	,	PUNCT
ap-636	224	7	wccm	wccm	NOUN
ap-636	224	8	vi	vi	NOUN
ap-636	224	9	in	in	ADP
ap-636	224	10	conjuction	conjuction	NOUN
ap-636	224	11	with	with	ADP
ap-636	224	12	apcom	apcom	PROPN
ap-636	224	13	04	04	NUM
ap-636	224	14	,	,	PUNCT
ap-636	224	15	beiijing	beiijing	NOUN
ap-636	224	16	,	,	PUNCT
ap-636	224	17	china	china	PROPN
ap-636	224	18	,	,	PUNCT
ap-636	224	19	tsinghua	tsinghua	PROPN
ap-636	224	20	university	university	PROPN
ap-636	224	21	press	press	PROPN
ap-636	224	22	&	&	CCONJ
ap-636	224	23	springer	springer	PROPN
ap-636	224	24	-	-	PUNCT
ap-636	224	25	verlag	verlag	PROPN
ap-636	224	26	,	,	PUNCT
ap-636	224	27	2004	2004	NUM
ap-636	224	28	,	,	PUNCT
ap-636	224	29	(	(	PUNCT
ap-636	224	30	submitted	submit	VERB
ap-636	224	31	to	to	ADP
ap-636	224	32	)	)	PUNCT
ap-636	224	33	.	.	PUNCT
ap-636	225	1	[	[	X
ap-636	225	2	11	11	NUM
ap-636	225	3	]	]	X
ap-636	225	4	novák	novák	X
ap-636	225	5	d.	d.	PROPN
ap-636	225	6	,	,	PUNCT
ap-636	225	7	vořechovský	vořechovský	NOUN
ap-636	225	8	m.	m.	NOUN
ap-636	225	9	,	,	PUNCT
ap-636	225	10	rusina	rusina	PROPN
ap-636	225	11	r.	r.	PROPN
ap-636	225	12	:	:	PUNCT
ap-636	225	13	“	"	PUNCT
ap-636	225	14	small	small	ADJ
ap-636	225	15	-	-	PUNCT
ap-636	225	16	sample	sample	NOUN
ap-636	225	17	probabilistic	probabilistic	ADJ
ap-636	225	18	assessment	assessment	NOUN
ap-636	225	19	–	–	PUNCT
ap-636	225	20	software	software	NOUN
ap-636	225	21	freet	freet	NOUN
ap-636	225	22	.	.	PUNCT
ap-636	225	23	”	"	PUNCT
ap-636	226	1	in	in	ADP
ap-636	226	2	:	:	PUNCT
ap-636	226	3	“	"	PUNCT
ap-636	226	4	9th	9th	ADJ
ap-636	226	5	international	international	ADJ
ap-636	226	6	conference	conference	NOUN
ap-636	226	7	on	on	ADP
ap-636	226	8	applications	application	NOUN
ap-636	226	9	of	of	ADP
ap-636	226	10	statistics	statistic	NOUN
ap-636	226	11	and	and	CCONJ
ap-636	226	12	©	©	PROPN
ap-636	226	13	czech	czech	PROPN
ap-636	226	14	technical	technical	PROPN
ap-636	226	15	university	university	PROPN
ap-636	226	16	publishing	publishing	NOUN
ap-636	226	17	house	house	NOUN
ap-636	226	18	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-636	226	19	115	115	NUM
ap-636	226	20	acta	acta	PROPN
ap-636	226	21	polytechnica	polytechnica	PROPN
ap-636	226	22	vol	vol	NOUN
ap-636	226	23	.	.	PROPN
ap-636	226	24	44	44	NUM
ap-636	226	25	no	no	NOUN
ap-636	226	26	.	.	PUNCT
ap-636	227	1	5–6/2004	5–6/2004	NUM
ap-636	227	2	0	0	NUM
ap-636	227	3	200	200	NUM
ap-636	227	4	400	400	NUM
ap-636	227	5	600	600	NUM
ap-636	227	6	800	800	NUM
ap-636	227	7	1000	1000	NUM
ap-636	227	8	0	0	NUM
ap-636	227	9	2	2	NUM
ap-636	227	10	4	4	NUM
ap-636	227	11	6	6	NUM
ap-636	227	12	8	8	NUM
ap-636	227	13	10	10	NUM
ap-636	227	14	12	12	NUM
ap-636	227	15	14	14	NUM
ap-636	227	16	horizontal	horizontal	ADJ
ap-636	227	17	deformation	deformation	NOUN
ap-636	228	1	[	[	X
ap-636	228	2	mm	mm	X
ap-636	228	3	]	]	X
ap-636	228	4	h	h	NOUN
ap-636	228	5	o	o	X
ap-636	228	6	ri	ri	PROPN
ap-636	228	7	z	z	NOUN
ap-636	228	8	o	o	NOUN
ap-636	229	1	n	n	X
ap-636	229	2	ta	ta	X
ap-636	229	3	l	l	NOUN
ap-636	229	4	fo	fo	INTJ
ap-636	230	1	rc	rc	PROPN
ap-636	230	2	e	e	PROPN
ap-636	231	1	[	[	X
ap-636	231	2	k	k	X
ap-636	231	3	n	n	X
ap-636	231	4	]	]	PUNCT
ap-636	231	5	s2	s2	VERB
ap-636	231	6	experiment	experiment	NOUN
ap-636	231	7	atena	atena	NOUN
ap-636	231	8	identified	identify	VERB
ap-636	231	9	par	par	NOUN
ap-636	231	10	.	.	PUNCT
ap-636	232	1	fig	fig	NOUN
ap-636	232	2	.	.	PUNCT
ap-636	233	1	9	9	NUM
ap-636	233	2	:	:	PUNCT
ap-636	233	3	load	load	NOUN
ap-636	233	4	deflection	deflection	NOUN
ap-636	233	5	curves	curve	NOUN
ap-636	233	6	–	–	PUNCT
ap-636	233	7	experiment	experiment	NOUN
ap-636	233	8	and	and	CCONJ
ap-636	233	9	simulation	simulation	NOUN
ap-636	233	10	using	use	VERB
ap-636	233	11	identified	identify	VERB
ap-636	233	12	parameters	parameter	NOUN
ap-636	233	13	probability	probability	NOUN
ap-636	233	14	in	in	ADP
ap-636	233	15	civil	civil	ADJ
ap-636	233	16	engineering	engineering	NOUN
ap-636	233	17	–	–	PUNCT
ap-636	233	18	icasp	icasp	NOUN
ap-636	233	19	9	9	NUM
ap-636	233	20	”	"	PUNCT
ap-636	233	21	,	,	PUNCT
ap-636	233	22	san	san	PROPN
ap-636	233	23	francisco	francisco	PROPN
ap-636	233	24	,	,	PUNCT
ap-636	233	25	usa	usa	PROPN
ap-636	233	26	,	,	PUNCT
ap-636	233	27	rotterdam	rotterdam	PROPN
ap-636	233	28	:	:	PUNCT
ap-636	233	29	millpress	millpress	NOUN
ap-636	233	30	2003	2003	NUM
ap-636	233	31	,	,	PUNCT
ap-636	233	32	p.	p.	NOUN
ap-636	233	33	91–96	91–96	NUM
ap-636	233	34	.	.	PUNCT
ap-636	234	1	[	[	X
ap-636	234	2	12	12	NUM
ap-636	234	3	]	]	PUNCT
ap-636	234	4	červenka	červenka	NOUN
ap-636	235	1	v.	v.	PROPN
ap-636	235	2	:	:	PUNCT
ap-636	235	3	“	"	PUNCT
ap-636	235	4	simulating	simulate	VERB
ap-636	235	5	a	a	DET
ap-636	235	6	response	response	NOUN
ap-636	235	7	.	.	PUNCT
ap-636	235	8	”	"	PUNCT
ap-636	236	1	concrete	concrete	ADJ
ap-636	236	2	engineering	engineering	NOUN
ap-636	236	3	international	international	ADJ
ap-636	236	4	,	,	PUNCT
ap-636	236	5	vol	vol	NOUN
ap-636	236	6	.	.	PROPN
ap-636	236	7	4	4	NUM
ap-636	236	8	(	(	PUNCT
ap-636	236	9	2000	2000	NUM
ap-636	236	10	)	)	PUNCT
ap-636	236	11	,	,	PUNCT
ap-636	236	12	no	no	INTJ
ap-636	236	13	.	.	NOUN
ap-636	236	14	4	4	NUM
ap-636	236	15	,	,	PUNCT
ap-636	236	16	p.45–49	p.45–49	NOUN
ap-636	236	17	.	.	PUNCT
ap-636	237	1	[	[	X
ap-636	237	2	13	13	NUM
ap-636	237	3	]	]	SYM
ap-636	237	4	červenka	červenka	NOUN
ap-636	237	5	v.	v.	PROPN
ap-636	237	6	:	:	PUNCT
ap-636	237	7	“	"	PUNCT
ap-636	237	8	computer	computer	NOUN
ap-636	237	9	simulation	simulation	NOUN
ap-636	237	10	of	of	ADP
ap-636	237	11	failure	failure	NOUN
ap-636	237	12	of	of	ADP
ap-636	237	13	concrete	concrete	ADJ
ap-636	237	14	structures	structure	NOUN
ap-636	237	15	for	for	ADP
ap-636	237	16	practice	practice	NOUN
ap-636	237	17	.	.	PUNCT
ap-636	237	18	”	"	PUNCT
ap-636	238	1	in	in	ADP
ap-636	238	2	:	:	PUNCT
ap-636	238	3	“	"	PUNCT
ap-636	238	4	1st	1st	ADJ
ap-636	238	5	fib	fib	ADJ
ap-636	238	6	congress	congress	PROPN
ap-636	238	7	2002	2002	NUM
ap-636	238	8	concrete	concrete	ADJ
ap-636	238	9	structures	structure	NOUN
ap-636	238	10	in	in	ADP
ap-636	238	11	21st	21st	ADJ
ap-636	238	12	century	century	NOUN
ap-636	238	13	”	"	PUNCT
ap-636	238	14	,	,	PUNCT
ap-636	238	15	osaka	osaka	PROPN
ap-636	238	16	,	,	PUNCT
ap-636	238	17	japan	japan	PROPN
ap-636	238	18	,	,	PUNCT
ap-636	238	19	keynote	keynote	NOUN
ap-636	238	20	lecture	lecture	NOUN
ap-636	238	21	,	,	PUNCT
ap-636	238	22	2002	2002	NUM
ap-636	238	23	,	,	PUNCT
ap-636	238	24	p.	p.	NOUN
ap-636	238	25	289–304	289–304	NUM
ap-636	238	26	.	.	PUNCT
ap-636	239	1	[	[	X
ap-636	239	2	14	14	NUM
ap-636	239	3	]	]	X
ap-636	239	4	cichocki	cichocki	PROPN
ap-636	239	5	a.	a.	PROPN
ap-636	239	6	,	,	PUNCT
ap-636	239	7	unbehauen	unbehauen	PROPN
ap-636	239	8	r.	r.	PROPN
ap-636	239	9	:	:	PUNCT
ap-636	239	10	“	"	PUNCT
ap-636	239	11	neural	neural	ADJ
ap-636	239	12	networks	network	NOUN
ap-636	239	13	for	for	ADP
ap-636	239	14	optimization	optimization	NOUN
ap-636	239	15	and	and	CCONJ
ap-636	239	16	signal	signal	NOUN
ap-636	239	17	processing	processing	NOUN
ap-636	239	18	.	.	PUNCT
ap-636	239	19	”	"	PUNCT
ap-636	240	1	john	john	PROPN
ap-636	240	2	wiley	wiley	PROPN
ap-636	240	3	&	&	CCONJ
ap-636	240	4	sons	sons	PROPN
ap-636	240	5	ltd	ltd	PROPN
ap-636	240	6	.	.	PROPN
ap-636	240	7	&	&	CCONJ
ap-636	240	8	b.g	b.g	PROPN
ap-636	240	9	.	.	PROPN
ap-636	240	10	teubner	teubner	PROPN
ap-636	240	11	,	,	PUNCT
ap-636	240	12	stuttgart	stuttgart	PROPN
ap-636	240	13	,	,	PUNCT
ap-636	240	14	germany	germany	PROPN
ap-636	240	15	,	,	PUNCT
ap-636	240	16	1993	1993	NUM
ap-636	240	17	.	.	PUNCT
ap-636	241	1	[	[	X
ap-636	241	2	15	15	NUM
ap-636	241	3	]	]	X
ap-636	241	4	the	the	DET
ap-636	241	5	mathworks	mathworks	PROPN
ap-636	241	6	,	,	PUNCT
ap-636	241	7	inc	inc	PROPN
ap-636	241	8	.	.	PROPN
ap-636	241	9	:	:	PUNCT
ap-636	241	10	”	"	PUNCT
ap-636	241	11	matlab	matlab	PROPN
ap-636	241	12	neural	neural	ADJ
ap-636	241	13	network	network	NOUN
ap-636	241	14	toolbox	toolbox	NOUN
ap-636	241	15	.	.	PUNCT
ap-636	241	16	”	"	PUNCT
ap-636	242	1	user	user	PROPN
ap-636	242	2	’s	’s	PART
ap-636	242	3	guide	guide	NOUN
ap-636	242	4	,	,	PUNCT
ap-636	242	5	2002	2002	NUM
ap-636	242	6	.	.	PUNCT
ap-636	243	1	[	[	X
ap-636	243	2	16	16	NUM
ap-636	243	3	]	]	SYM
ap-636	243	4	rilem	rilem	NOUN
ap-636	243	5	.	.	PUNCT
ap-636	243	6	:	:	PUNCT
ap-636	244	1	“	"	PUNCT
ap-636	244	2	determination	determination	NOUN
ap-636	244	3	of	of	ADP
ap-636	244	4	fracture	fracture	ADJ
ap-636	244	5	energy	energy	NOUN
ap-636	244	6	of	of	ADP
ap-636	244	7	mortar	mortar	NOUN
ap-636	244	8	and	and	CCONJ
ap-636	244	9	concrete	concrete	NOUN
ap-636	244	10	by	by	ADP
ap-636	244	11	means	mean	NOUN
ap-636	244	12	of	of	ADP
ap-636	244	13	three	three	NUM
ap-636	244	14	-	-	PUNCT
ap-636	244	15	point	point	NOUN
ap-636	244	16	bend	bend	NOUN
ap-636	244	17	tests	test	NOUN
ap-636	244	18	.	.	PUNCT
ap-636	244	19	”	"	PUNCT
ap-636	245	1	materials	material	NOUN
ap-636	245	2	and	and	CCONJ
ap-636	245	3	structures	structure	NOUN
ap-636	245	4	,	,	PUNCT
ap-636	245	5	vol	vol	NOUN
ap-636	245	6	.	.	PROPN
ap-636	245	7	18	18	NUM
ap-636	245	8	(	(	PUNCT
ap-636	245	9	1985	1985	NUM
ap-636	245	10	)	)	PUNCT
ap-636	245	11	,	,	PUNCT
ap-636	245	12	p.	p.	NOUN
ap-636	245	13	285–290	285–290	NUM
ap-636	245	14	.	.	PUNCT
ap-636	246	1	[	[	X
ap-636	246	2	17	17	NUM
ap-636	246	3	]	]	PUNCT
ap-636	246	4	elices	elice	NOUN
ap-636	246	5	m.	m.	NOUN
ap-636	246	6	,	,	PUNCT
ap-636	246	7	guinea	guinea	NOUN
ap-636	246	8	g.	g.	PROPN
ap-636	246	9	v.	v.	PROPN
ap-636	246	10	,	,	PUNCT
ap-636	246	11	planas	planas	PROPN
ap-636	246	12	j.	j.	PROPN
ap-636	246	13	:	:	PUNCT
ap-636	246	14	“	"	PUNCT
ap-636	246	15	on	on	ADP
ap-636	246	16	the	the	DET
ap-636	246	17	measurement	measurement	NOUN
ap-636	246	18	of	of	ADP
ap-636	246	19	concrete	concrete	ADJ
ap-636	246	20	fracture	fracture	NOUN
ap-636	246	21	energy	energy	NOUN
ap-636	246	22	using	use	VERB
ap-636	246	23	three	three	NUM
ap-636	246	24	-	-	PUNCT
ap-636	246	25	point	point	NOUN
ap-636	246	26	bend	bend	NOUN
ap-636	246	27	tests	test	NOUN
ap-636	246	28	.	.	PUNCT
ap-636	246	29	”	"	PUNCT
ap-636	247	1	materials	material	NOUN
ap-636	247	2	and	and	CCONJ
ap-636	247	3	structures	structure	NOUN
ap-636	247	4	,	,	PUNCT
ap-636	247	5	vol	vol	NOUN
ap-636	247	6	.	.	PROPN
ap-636	247	7	30	30	NUM
ap-636	247	8	(	(	PUNCT
ap-636	247	9	1997	1997	NUM
ap-636	247	10	)	)	PUNCT
ap-636	247	11	,	,	PUNCT
ap-636	247	12	p.	p.	NOUN
ap-636	247	13	375–376	375–376	NUM
ap-636	247	14	.	.	PUNCT
ap-636	248	1	[	[	X
ap-636	248	2	18	18	NUM
ap-636	248	3	]	]	X
ap-636	248	4	stibor	stibor	ADJ
ap-636	248	5	m.	m.	NOUN
ap-636	248	6	:	:	PUNCT
ap-636	248	7	„	„	PUNCT
ap-636	248	8	problémy	problémy	NOUN
ap-636	248	9	s	s	PART
ap-636	248	10	určováním	určováním	PROPN
ap-636	248	11	lomové	lomové	PROPN
ap-636	248	12	energie	energie	PROPN
ap-636	248	13	cementových	cementových	PROPN
ap-636	248	14	kompozitů	kompozitů	NOUN
ap-636	248	15	.	.	PUNCT
ap-636	248	16	“	"	PUNCT
ap-636	249	1	in	in	ADP
ap-636	249	2	:	:	PUNCT
ap-636	249	3	sborník	sborník	NOUN
ap-636	249	4	semináře	semináře	NOUN
ap-636	249	5	problémy	problémy	PROPN
ap-636	249	6	lomové	lomové	VERB
ap-636	249	7	mechaniky	mechaniky	NOUN
ap-636	249	8	,	,	PUNCT
ap-636	249	9	brno	brno	NOUN
ap-636	249	10	,	,	PUNCT
ap-636	249	11	2001	2001	NUM
ap-636	249	12	,	,	PUNCT
ap-636	249	13	p.	p.	NOUN
ap-636	249	14	72–77	72–77	NUM
ap-636	249	15	,	,	PUNCT
ap-636	249	16	(	(	PUNCT
ap-636	249	17	in	in	ADP
ap-636	249	18	czech	czech	PROPN
ap-636	249	19	)	)	PUNCT
ap-636	249	20	.	.	PUNCT
ap-636	250	1	[	[	X
ap-636	250	2	19	19	NUM
ap-636	250	3	]	]	X
ap-636	250	4	veselý	veselý	PROPN
ap-636	250	5	v.	v.	PROPN
ap-636	250	6	:	:	PUNCT
ap-636	250	7	„	„	PUNCT
ap-636	250	8	lomově	lomově	ADJ
ap-636	250	9	-	-	PUNCT
ap-636	250	10	mechanické	mechanické	NOUN
ap-636	250	11	vlastnosti	vlastnosti	NOUN
ap-636	250	12	pražcového	pražcového	NOUN
ap-636	250	13	betonu	betonu	NOUN
ap-636	250	14	.	.	PUNCT
ap-636	250	15	“	"	PUNCT
ap-636	250	16	in	in	ADP
ap-636	250	17	:	:	PUNCT
ap-636	250	18	sborník	sborník	NOUN
ap-636	250	19	4	4	NUM
ap-636	250	20	.	.	PUNCT
ap-636	250	21	odborné	odborné	NOUN
ap-636	250	22	konference	konference	NOUN
ap-636	250	23	doktorského	doktorského	NOUN
ap-636	250	24	studia	studia	PROPN
ap-636	250	25	(	(	PUNCT
ap-636	250	26	cd	cd	PROPN
ap-636	250	27	-	-	PUNCT
ap-636	250	28	rom	rom	NOUN
ap-636	250	29	)	)	PUNCT
ap-636	250	30	,	,	PUNCT
ap-636	250	31	(	(	PUNCT
ap-636	250	32	in	in	ADP
ap-636	250	33	czech	czech	PROPN
ap-636	250	34	)	)	PUNCT
ap-636	250	35	,	,	PUNCT
ap-636	250	36	vut	vut	PROPN
ap-636	250	37	fast	fast	ADJ
ap-636	250	38	v	v	ADP
ap-636	250	39	brně	brně	VERB
ap-636	250	40	,	,	PUNCT
ap-636	250	41	brno	brno	NOUN
ap-636	250	42	,	,	PUNCT
ap-636	250	43	2002	2002	NUM
ap-636	250	44	.	.	PUNCT
ap-636	251	1	[	[	X
ap-636	251	2	20	20	NUM
ap-636	251	3	]	]	X
ap-636	251	4	maier	maier	PROPN
ap-636	251	5	j.	j.	PROPN
ap-636	251	6	,	,	PUNCT
ap-636	251	7	thürliman	thürliman	PROPN
ap-636	251	8	b.	b.	PROPN
ap-636	251	9	:	:	PUNCT
ap-636	251	10	“	"	PUNCT
ap-636	251	11	bruchversuche	bruchversuche	VERB
ap-636	251	12	an	an	DET
ap-636	251	13	stahlbetonscheiben	stahlbetonscheiben	NOUN
ap-636	251	14	.	.	PUNCT
ap-636	251	15	”	"	PUNCT
ap-636	252	1	institut	institut	PROPN
ap-636	252	2	für	für	PROPN
ap-636	252	3	baustatik	baustatik	PROPN
ap-636	252	4	und	und	NOUN
ap-636	252	5	konstruktion	konstruktion	PROPN
ap-636	252	6	eth	eth	PROPN
ap-636	252	7	zürich	zürich	PROPN
ap-636	252	8	,	,	PUNCT
ap-636	252	9	bericht	bericht	PROPN
ap-636	252	10	nr	nr	PROPN
ap-636	252	11	.	.	PROPN
ap-636	252	12	8003	8003	NUM
ap-636	252	13	-	-	SYM
ap-636	252	14	1	1	NUM
ap-636	252	15	,	,	PUNCT
ap-636	252	16	1985	1985	NUM
ap-636	252	17	.	.	PUNCT
ap-636	253	1	prof	prof	PROPN
ap-636	253	2	.	.	PUNCT
ap-636	254	1	ing	ing	PROPN
ap-636	254	2	.	.	PROPN
ap-636	255	1	drahomír	drahomír	PROPN
ap-636	255	2	novák	novák	PROPN
ap-636	255	3	,	,	PUNCT
ap-636	255	4	drsc	drsc	PROPN
ap-636	255	5	.	.	PUNCT
ap-636	256	1	phone:+420	phone:+420	VERB
ap-636	256	2	541	541	NUM
ap-636	256	3	147	147	NUM
ap-636	256	4	360	360	NUM
ap-636	256	5	fax	fax	NOUN
ap-636	256	6	:	:	PUNCT
ap-636	256	7	+420	+420	NUM
ap-636	256	8	541	541	NUM
ap-636	256	9	240	240	NUM
ap-636	256	10	994	994	NUM
ap-636	256	11	e	e	NOUN
ap-636	256	12	-	-	NOUN
ap-636	256	13	mail	mail	NOUN
ap-636	256	14	:	:	PUNCT
ap-636	256	15	novak.d@fce.vutbr.cz	novak.d@fce.vutbr.cz	ADJ
ap-636	256	16	ing	ing	NOUN
ap-636	256	17	.	.	PUNCT
ap-636	257	1	david	david	PROPN
ap-636	257	2	lehký	lehký	PROPN
ap-636	257	3	phone	phone	PROPN
ap-636	257	4	:	:	PUNCT
ap-636	257	5	+420	+420	NUM
ap-636	257	6	541	541	NUM
ap-636	257	7	147	147	NUM
ap-636	257	8	376	376	NUM
ap-636	257	9	fax	fax	NOUN
ap-636	257	10	:	:	PUNCT
ap-636	257	11	+420	+420	NUM
ap-636	257	12	541	541	NUM
ap-636	257	13	240	240	NUM
ap-636	257	14	994	994	NUM
ap-636	257	15	e	e	NOUN
ap-636	257	16	-	-	NOUN
ap-636	257	17	mail	mail	NOUN
ap-636	257	18	:	:	PUNCT
ap-636	257	19	lehky.d@fce.vutbr.cz	lehky.d@fce.vutbr.cz	NOUN
ap-636	257	20	institute	institute	PROPN
ap-636	257	21	of	of	ADP
ap-636	257	22	structural	structural	ADJ
ap-636	257	23	mechanics	mechanic	NOUN
ap-636	257	24	brno	brno	PROPN
ap-636	257	25	university	university	PROPN
ap-636	257	26	of	of	ADP
ap-636	257	27	technology	technology	NOUN
ap-636	257	28	faculty	faculty	NOUN
ap-636	257	29	of	of	ADP
ap-636	257	30	civil	civil	ADJ
ap-636	257	31	engineering	engineering	NOUN
ap-636	257	32	veveří	veveří	ADP
ap-636	257	33	95	95	NUM
ap-636	257	34	602	602	NUM
ap-636	257	35	00	00	NUM
ap-636	257	36	brno	brno	NOUN
ap-636	257	37	,	,	PUNCT
ap-636	257	38	czech	czech	PROPN
ap-636	257	39	republic	republic	NOUN
ap-636	257	40	116	116	NUM
ap-636	257	41	©	©	PROPN
ap-636	257	42	czech	czech	PROPN
ap-636	257	43	technical	technical	PROPN
ap-636	257	44	university	university	PROPN
ap-636	257	45	publishing	publishing	NOUN
ap-636	257	46	house	house	NOUN
ap-636	257	47	http://ctn.cvut.cz/ap/	http://ctn.cvut.cz/ap/	PROPN
ap-636	257	48	acta	acta	PROPN
ap-636	257	49	polytechnica	polytechnica	PROPN
ap-636	257	50	vol	vol	NOUN
ap-636	257	51	.	.	PROPN
ap-636	258	1	44	44	NUM
ap-636	258	2	no	no	NOUN
ap-636	258	3	.	.	PUNCT
ap-636	259	1	5–6/2004	5–6/2004	NUM