id	sid	tid	token	lemma	pos
alkej-622	1	1	ammar	ammar	PROPN
alkej-622	1	2	a.	a.	PROPN
alkej-622	1	3	hassan	hassan	PROPN
alkej-622	1	4	/al	/al	PROPN
alkej-622	1	5	-	-	PUNCT
alkej-622	1	6	khwarizmi	khwarizmi	PROPN
alkej-622	1	7	engineering	engineering	NOUN
alkej-622	1	8	journal	journal	PROPN
alkej-622	1	9	,	,	PUNCT
alkej-622	1	10	vol.3	vol.3	PROPN
alkej-622	1	11	,	,	PUNCT
alkej-622	1	12	no	no	INTJ
alkej-622	1	13	.	.	NOUN
alkej-622	1	14	1	1	NUM
alkej-622	1	15	pp	pp	ADP
alkej-622	1	16	99(2007	99(2007	NUM
alkej-622	1	17	)	)	PUNCT
alkej-622	1	18	٨١	٨١	NUM
alkej-622	1	19	low	low	ADJ
alkej-622	1	20	cost	cost	NOUN
alkej-622	1	21	hardware	hardware	NOUN
alkej-622	1	22	back	back	NOUN
alkej-622	1	23	propagation	propagation	NOUN
alkej-622	1	24	algorithm	algorithm	NOUN
alkej-622	1	25	ammar	ammar	PROPN
alkej-622	1	26	a.	a.	PROPN
alkej-622	1	27	hassan	hassan	PROPN
alkej-622	1	28	computer	computer	PROPN
alkej-622	1	29	engineering	engineering	PROPN
alkej-622	1	30	department	department	PROPN
alkej-622	1	31	/	/	SYM
alkej-622	1	32	college	college	PROPN
alkej-622	1	33	of	of	ADP
alkej-622	1	34	engineering	engineering	PROPN
alkej-622	1	35	university	university	PROPN
alkej-622	1	36	of	of	ADP
alkej-622	1	37	baghdad	baghdad	PROPN
alkej-622	1	38	(	(	PUNCT
alkej-622	1	39	received	receive	VERB
alkej-622	1	40	12	12	NUM
alkej-622	1	41	september	september	PROPN
alkej-622	1	42	2005	2005	NUM
alkej-622	1	43	;	;	PUNCT
alkej-622	1	44	accepted	accept	VERB
alkej-622	1	45	30	30	NUM
alkej-622	1	46	october	october	NOUN
alkej-622	1	47	2006	2006	NUM
alkej-622	1	48	)	)	PUNCT
alkej-622	2	1	abstract	abstract	NOUN
alkej-622	2	2	:	:	PUNCT
alkej-622	2	3	the	the	DET
alkej-622	2	4	first	first	ADJ
alkej-622	2	5	successful	successful	ADJ
alkej-622	2	6	implementation	implementation	NOUN
alkej-622	2	7	of	of	ADP
alkej-622	2	8	artificial	artificial	ADJ
alkej-622	2	9	neural	neural	ADJ
alkej-622	2	10	networks	network	NOUN
alkej-622	2	11	(	(	PUNCT
alkej-622	2	12	anns	anns	PROPN
alkej-622	2	13	)	)	PUNCT
alkej-622	2	14	was	be	AUX
alkej-622	2	15	published	publish	VERB
alkej-622	2	16	a	a	DET
alkej-622	2	17	little	little	ADJ
alkej-622	2	18	over	over	ADP
alkej-622	2	19	a	a	DET
alkej-622	2	20	decade	decade	NOUN
alkej-622	2	21	ago	ago	ADV
alkej-622	2	22	.	.	PUNCT
alkej-622	3	1	it	it	PRON
alkej-622	3	2	is	be	AUX
alkej-622	3	3	time	time	NOUN
alkej-622	3	4	to	to	PART
alkej-622	3	5	review	review	VERB
alkej-622	3	6	the	the	DET
alkej-622	3	7	progress	progress	NOUN
alkej-622	3	8	that	that	PRON
alkej-622	3	9	has	have	AUX
alkej-622	3	10	been	be	AUX
alkej-622	3	11	made	make	VERB
alkej-622	3	12	in	in	ADP
alkej-622	3	13	this	this	DET
alkej-622	3	14	research	research	NOUN
alkej-622	3	15	area	area	NOUN
alkej-622	3	16	.	.	PUNCT
alkej-622	4	1	this	this	DET
alkej-622	4	2	paper	paper	NOUN
alkej-622	4	3	provides	provide	VERB
alkej-622	4	4	taxonomy	taxonomy	NOUN
alkej-622	4	5	for	for	ADP
alkej-622	4	6	classifying	classify	VERB
alkej-622	4	7	field	field	NOUN
alkej-622	4	8	programmable	programmable	ADJ
alkej-622	4	9	gate	gate	NOUN
alkej-622	4	10	arrays	array	NOUN
alkej-622	4	11	(	(	PUNCT
alkej-622	4	12	fpgas	fpgas	NOUN
alkej-622	4	13	)	)	PUNCT
alkej-622	4	14	implementation	implementation	NOUN
alkej-622	4	15	of	of	ADP
alkej-622	4	16	anns	ann	NOUN
alkej-622	4	17	.	.	PUNCT
alkej-622	5	1	different	different	ADJ
alkej-622	5	2	implementation	implementation	NOUN
alkej-622	5	3	techniques	technique	NOUN
alkej-622	5	4	and	and	CCONJ
alkej-622	5	5	design	design	NOUN
alkej-622	5	6	issues	issue	NOUN
alkej-622	5	7	are	be	AUX
alkej-622	5	8	discussed	discuss	VERB
alkej-622	5	9	,	,	PUNCT
alkej-622	5	10	such	such	ADJ
alkej-622	5	11	as	as	ADP
alkej-622	5	12	obtaining	obtain	VERB
alkej-622	5	13	a	a	DET
alkej-622	5	14	suitable	suitable	ADJ
alkej-622	5	15	activation	activation	NOUN
alkej-622	5	16	function	function	NOUN
alkej-622	5	17	and	and	CCONJ
alkej-622	5	18	numerical	numerical	ADJ
alkej-622	5	19	truncation	truncation	NOUN
alkej-622	5	20	technique	technique	NOUN
alkej-622	5	21	trade	trade	NOUN
alkej-622	5	22	-	-	PUNCT
alkej-622	5	23	off	off	NOUN
alkej-622	5	24	,	,	PUNCT
alkej-622	5	25	the	the	DET
alkej-622	5	26	improvement	improvement	NOUN
alkej-622	5	27	of	of	ADP
alkej-622	5	28	the	the	DET
alkej-622	5	29	learning	learn	VERB
alkej-622	5	30	algorithm	algorithm	NOUN
alkej-622	5	31	to	to	PART
alkej-622	5	32	reduce	reduce	VERB
alkej-622	5	33	the	the	DET
alkej-622	5	34	cost	cost	NOUN
alkej-622	5	35	of	of	ADP
alkej-622	5	36	neuron	neuron	NOUN
alkej-622	5	37	and	and	CCONJ
alkej-622	5	38	in	in	ADP
alkej-622	5	39	result	result	NOUN
alkej-622	5	40	the	the	DET
alkej-622	5	41	total	total	ADJ
alkej-622	5	42	cost	cost	NOUN
alkej-622	5	43	and	and	CCONJ
alkej-622	5	44	the	the	DET
alkej-622	5	45	total	total	ADJ
alkej-622	5	46	speed	speed	NOUN
alkej-622	5	47	of	of	ADP
alkej-622	5	48	the	the	DET
alkej-622	5	49	complete	complete	ADJ
alkej-622	5	50	ann	ann	PROPN
alkej-622	5	51	.	.	PUNCT
alkej-622	6	1	finally	finally	ADV
alkej-622	6	2	,	,	PUNCT
alkej-622	6	3	the	the	DET
alkej-622	6	4	implementation	implementation	NOUN
alkej-622	6	5	of	of	ADP
alkej-622	6	6	a	a	DET
alkej-622	6	7	complete	complete	ADJ
alkej-622	6	8	very	very	ADV
alkej-622	6	9	fast	fast	ADJ
alkej-622	6	10	circuit	circuit	NOUN
alkej-622	6	11	for	for	ADP
alkej-622	6	12	the	the	DET
alkej-622	6	13	pattern	pattern	NOUN
alkej-622	6	14	of	of	ADP
alkej-622	6	15	english	english	ADJ
alkej-622	6	16	digit	digit	NOUN
alkej-622	6	17	numbers	number	NOUN
alkej-622	6	18	nn	nn	PROPN
alkej-622	6	19	has	have	VERB
alkej-622	6	20	four	four	NUM
alkej-622	6	21	layers	layer	NOUN
alkej-622	6	22	of	of	ADP
alkej-622	6	23	70	70	NUM
alkej-622	6	24	nodes	node	NOUN
alkej-622	6	25	(	(	PUNCT
alkej-622	6	26	neurons	neuron	NOUN
alkej-622	6	27	)	)	PUNCT
alkej-622	6	28	on	on	ADP
alkej-622	6	29	single	single	ADJ
alkej-622	6	30	chip	chip	NOUN
alkej-622	6	31	using	use	VERB
alkej-622	6	32	xilinx	xilinx	PROPN
alkej-622	6	33	fpga	fpga	PROPN
alkej-622	6	34	technique	technique	NOUN
alkej-622	6	35	is	be	AUX
alkej-622	6	36	given	give	VERB
alkej-622	6	37	.	.	PUNCT
alkej-622	7	1	the	the	DET
alkej-622	7	2	main	main	ADJ
alkej-622	7	3	goal	goal	NOUN
alkej-622	7	4	of	of	ADP
alkej-622	7	5	this	this	DET
alkej-622	7	6	paper	paper	NOUN
alkej-622	7	7	is	be	AUX
alkej-622	7	8	how	how	SCONJ
alkej-622	7	9	to	to	PART
alkej-622	7	10	achieve	achieve	VERB
alkej-622	7	11	the	the	DET
alkej-622	7	12	suitable	suitable	ADJ
alkej-622	7	13	activation	activation	NOUN
alkej-622	7	14	function	function	NOUN
alkej-622	7	15	and	and	CCONJ
alkej-622	7	16	weights	weight	NOUN
alkej-622	7	17	for	for	ADP
alkej-622	7	18	this	this	DET
alkej-622	7	19	network	network	NOUN
alkej-622	7	20	that	that	PRON
alkej-622	7	21	gives	give	VERB
alkej-622	7	22	minimum	minimum	ADJ
alkej-622	7	23	hardware	hardware	NOUN
alkej-622	7	24	cost	cost	NOUN
alkej-622	7	25	when	when	SCONJ
alkej-622	7	26	all	all	DET
alkej-622	7	27	stages	stage	NOUN
alkej-622	7	28	of	of	ADP
alkej-622	7	29	this	this	DET
alkej-622	7	30	ann	ann	PROPN
alkej-622	7	31	algorithm	algorithm	NOUN
alkej-622	7	32	is	be	AUX
alkej-622	7	33	implemented	implement	VERB
alkej-622	7	34	on	on	ADP
alkej-622	7	35	fpga	fpga	PROPN
alkej-622	7	36	.	.	PUNCT
alkej-622	8	1	1.introduction	1.introduction	NUM
alkej-622	8	2	artificial	artificial	ADJ
alkej-622	8	3	neural	neural	ADJ
alkej-622	8	4	networks	network	NOUN
alkej-622	8	5	(	(	PUNCT
alkej-622	8	6	anns	anns	PROPN
alkej-622	8	7	)	)	PUNCT
alkej-622	8	8	are	be	AUX
alkej-622	8	9	a	a	DET
alkej-622	8	10	form	form	NOUN
alkej-622	8	11	of	of	ADP
alkej-622	8	12	artificial	artificial	ADJ
alkej-622	8	13	intelligence	intelligence	NOUN
alkej-622	8	14	,	,	PUNCT
alkej-622	8	15	which	which	PRON
alkej-622	8	16	have	have	AUX
alkej-622	8	17	proven	prove	VERB
alkej-622	8	18	useful	useful	ADJ
alkej-622	8	19	in	in	ADP
alkej-622	8	20	different	different	ADJ
alkej-622	8	21	areas	area	NOUN
alkej-622	8	22	of	of	ADP
alkej-622	8	23	application	application	NOUN
alkej-622	8	24	,	,	PUNCT
alkej-622	8	25	such	such	ADJ
alkej-622	8	26	as	as	ADP
alkej-622	8	27	pattern	pattern	NOUN
alkej-622	8	28	recognition	recognition	NOUN
alkej-622	9	1	[	[	X
alkej-622	9	2	1	1	X
alkej-622	9	3	]	]	PUNCT
alkej-622	9	4	and	and	CCONJ
alkej-622	9	5	function	function	VERB
alkej-622	9	6	approximation/	approximation/	NUM
alkej-622	9	7	prediction	prediction	NOUN
alkej-622	10	1	[	[	X
alkej-622	10	2	2	2	NUM
alkej-622	10	3	]	]	PUNCT
alkej-622	10	4	.	.	PUNCT
alkej-622	11	1	the	the	DET
alkej-622	11	2	most	most	ADV
alkej-622	11	3	popular	popular	ADJ
alkej-622	11	4	neural	neural	ADJ
alkej-622	11	5	network	network	NOUN
alkej-622	11	6	is	be	AUX
alkej-622	11	7	the	the	DET
alkej-622	11	8	multi	multi	ADJ
alkej-622	11	9	-	-	ADJ
alkej-622	11	10	layer	layer	ADJ
alkej-622	11	11	perceptron	perceptron	NOUN
alkej-622	11	12	trained	train	VERB
alkej-622	11	13	using	use	VERB
alkej-622	11	14	the	the	DET
alkej-622	11	15	error	error	NOUN
alkej-622	11	16	back	back	NOUN
alkej-622	11	17	propagation	propagation	NOUN
alkej-622	11	18	algorithm	algorithm	NOUN
alkej-622	11	19	[	[	X
alkej-622	11	20	3	3	NUM
alkej-622	11	21	]	]	PUNCT
alkej-622	11	22	.	.	PUNCT
alkej-622	12	1	however	however	ADV
alkej-622	12	2	,	,	PUNCT
alkej-622	12	3	an	an	DET
alkej-622	12	4	important	important	ADJ
alkej-622	12	5	obstacle	obstacle	NOUN
alkej-622	12	6	in	in	ADP
alkej-622	12	7	using	use	VERB
alkej-622	12	8	this	this	DET
alkej-622	12	9	network	network	NOUN
alkej-622	12	10	in	in	ADP
alkej-622	12	11	many	many	ADJ
alkej-622	12	12	applications	application	NOUN
alkej-622	12	13	is	be	AUX
alkej-622	12	14	the	the	DET
alkej-622	12	15	slow	slow	ADJ
alkej-622	12	16	training	training	NOUN
alkej-622	12	17	and	and	CCONJ
alkej-622	12	18	the	the	DET
alkej-622	12	19	lack	lack	NOUN
alkej-622	12	20	of	of	ADP
alkej-622	12	21	clear	clear	ADJ
alkej-622	12	22	methodology	methodology	NOUN
alkej-622	12	23	to	to	PART
alkej-622	12	24	determine	determine	VERB
alkej-622	12	25	the	the	DET
alkej-622	12	26	network	network	NOUN
alkej-622	12	27	topology	topology	NOUN
alkej-622	12	28	before	before	SCONJ
alkej-622	12	29	training	training	NOUN
alkej-622	12	30	starts	start	NOUN
alkej-622	12	31	.	.	PUNCT
alkej-622	13	1	it	it	PRON
alkej-622	13	2	is	be	AUX
alkej-622	13	3	then	then	ADV
alkej-622	13	4	desirable	desirable	ADJ
alkej-622	13	5	to	to	PART
alkej-622	13	6	speedup	speedup	VERB
alkej-622	13	7	the	the	DET
alkej-622	13	8	training	training	NOUN
alkej-622	13	9	and	and	CCONJ
alkej-622	13	10	allow	allow	VERB
alkej-622	13	11	fast	fast	ADJ
alkej-622	13	12	experimentation	experimentation	NOUN
alkej-622	13	13	with	with	ADP
alkej-622	13	14	various	various	ADJ
alkej-622	13	15	topologies	topology	NOUN
alkej-622	13	16	.	.	PUNCT
alkej-622	14	1	one	one	NUM
alkej-622	14	2	possible	possible	ADJ
alkej-622	14	3	solution	solution	NOUN
alkej-622	14	4	is	be	AUX
alkej-622	14	5	an	an	DET
alkej-622	14	6	implementation	implementation	NOUN
alkej-622	14	7	on	on	ADP
alkej-622	14	8	a	a	DET
alkej-622	14	9	reconfigurable	reconfigurable	ADJ
alkej-622	14	10	computing	computing	NOUN
alkej-622	14	11	platform	platform	NOUN
alkej-622	14	12	(	(	PUNCT
alkej-622	14	13	e.g	e.g	X
alkej-622	14	14	field	field	NOUN
alkej-622	14	15	programmable	programmable	ADJ
alkej-622	14	16	gate	gate	NOUN
alkej-622	14	17	arrays	array	VERB
alkej-622	14	18	)	)	PUNCT
alkej-622	14	19	fpga	fpga	PROPN
alkej-622	14	20	.	.	PUNCT
alkej-622	15	1	reconfigurable	reconfigurable	ADJ
alkej-622	15	2	computing	computing	NOUN
alkej-622	15	3	is	be	AUX
alkej-622	15	4	a	a	DET
alkej-622	15	5	means	means	NOUN
alkej-622	15	6	of	of	ADP
alkej-622	15	7	increasing	increase	VERB
alkej-622	15	8	the	the	DET
alkej-622	15	9	processing	processing	NOUN
alkej-622	15	10	density	density	NOUN
alkej-622	15	11	(	(	PUNCT
alkej-622	15	12	i.e.	i.e.	X
alkej-622	15	13	greater	great	ADJ
alkej-622	15	14	performance	performance	NOUN
alkej-622	15	15	per	per	ADP
alkej-622	15	16	unit	unit	NOUN
alkej-622	15	17	of	of	ADP
alkej-622	15	18	silicon	silicon	PROPN
alkej-622	15	19	area	area	PROPN
alkej-622	15	20	)	)	PUNCT
alkej-622	15	21	above	above	ADV
alkej-622	15	22	and	and	CCONJ
alkej-622	15	23	beyond	beyond	ADP
alkej-622	15	24	that	that	PRON
alkej-622	15	25	provided	provide	VERB
alkej-622	15	26	by	by	ADP
alkej-622	15	27	general	general	ADJ
alkej-622	15	28	-	-	PUNCT
alkej-622	15	29	purpose	purpose	NOUN
alkej-622	15	30	computing	compute	VERB
alkej-622	15	31	platform	platform	NOUN
alkej-622	15	32	[	[	X
alkej-622	15	33	4	4	NUM
alkej-622	15	34	]	]	PUNCT
alkej-622	15	35	.	.	PUNCT
alkej-622	16	1	field	field	PROPN
alkej-622	16	2	programmable	programmable	ADJ
alkej-622	16	3	gate	gate	NOUN
alkej-622	16	4	arrays	array	NOUN
alkej-622	16	5	(	(	PUNCT
alkej-622	16	6	fpgas	fpgas	NOUN
alkej-622	16	7	)	)	PUNCT
alkej-622	16	8	are	be	AUX
alkej-622	16	9	a	a	DET
alkej-622	16	10	medium	medium	NOUN
alkej-622	16	11	that	that	PRON
alkej-622	16	12	can	can	AUX
alkej-622	16	13	be	be	AUX
alkej-622	16	14	used	use	VERB
alkej-622	16	15	for	for	ADP
alkej-622	16	16	reconfigurable	reconfigurable	ADJ
alkej-622	16	17	computing	computing	NOUN
alkej-622	16	18	,	,	PUNCT
alkej-622	16	19	since	since	SCONJ
alkej-622	16	20	they	they	PRON
alkej-622	16	21	allow	allow	VERB
alkej-622	16	22	for	for	ADP
alkej-622	16	23	custom	custom	NOUN
alkej-622	16	24	design	design	NOUN
alkej-622	16	25	of	of	ADP
alkej-622	16	26	fine	fine	ADJ
alkej-622	16	27	-	-	PUNCT
alkej-622	16	28	grain	grain	NOUN
alkej-622	16	29	logic	logic	NOUN
alkej-622	16	30	compared	compare	VERB
alkej-622	16	31	to	to	ADP
alkej-622	16	32	course	course	ADJ
alkej-622	16	33	-	-	PUNCT
alkej-622	16	34	grain	grain	NOUN
alkej-622	16	35	logic	logic	NOUN
alkej-622	16	36	found	find	VERB
alkej-622	16	37	in	in	ADP
alkej-622	16	38	general	general	ADJ
alkej-622	16	39	-	-	PUNCT
alkej-622	16	40	purpose	purpose	NOUN
alkej-622	16	41	computing	computing	NOUN
alkej-622	16	42	platforms	platform	NOUN
alkej-622	16	43	.	.	PUNCT
alkej-622	17	1	fpgas	fpga	NOUN
alkej-622	17	2	are	be	AUX
alkej-622	17	3	a	a	DET
alkej-622	17	4	form	form	NOUN
alkej-622	17	5	of	of	ADP
alkej-622	17	6	programmable	programmable	ADJ
alkej-622	17	7	logic	logic	NOUN
alkej-622	17	8	,	,	PUNCT
alkej-622	17	9	which	which	PRON
alkej-622	17	10	offer	offer	VERB
alkej-622	17	11	flexibility	flexibility	NOUN
alkej-622	17	12	in	in	ADP
alkej-622	17	13	design	design	NOUN
alkej-622	17	14	like	like	ADP
alkej-622	17	15	software	software	NOUN
alkej-622	17	16	,	,	PUNCT
alkej-622	17	17	but	but	CCONJ
alkej-622	17	18	with	with	ADP
alkej-622	17	19	performance	performance	NOUN
alkej-622	17	20	speeds	speed	NOUN
alkej-622	17	21	closer	close	ADV
alkej-622	17	22	to	to	AUX
alkej-622	17	23	application	application	VERB
alkej-622	17	24	specific	specific	ADJ
alkej-622	17	25	integrated	integrate	VERB
alkej-622	17	26	circuits	circuit	NOUN
alkej-622	17	27	(	(	PUNCT
alkej-622	17	28	asics	asic	NOUN
alkej-622	17	29	)	)	PUNCT
alkej-622	17	30	.	.	PUNCT
alkej-622	18	1	with	with	ADP
alkej-622	18	2	the	the	DET
alkej-622	18	3	ability	ability	NOUN
alkej-622	18	4	to	to	PART
alkej-622	18	5	be	be	AUX
alkej-622	18	6	reconfigured	reconfigure	VERB
alkej-622	18	7	an	an	DET
alkej-622	18	8	endless	endless	ADJ
alkej-622	18	9	amount	amount	NOUN
alkej-622	18	10	of	of	ADP
alkej-622	18	11	al	al	PROPN
alkej-622	18	12	-	-	PUNCT
alkej-622	18	13	khwarizmi	khwarizmi	PROPN
alkej-622	18	14	engineering	engineering	PROPN
alkej-622	18	15	journal	journal	PROPN
alkej-622	18	16	al	al	PROPN
alkej-622	18	17	-	-	PUNCT
alkej-622	18	18	khwarizmi	khwarizmi	PROPN
alkej-622	18	19	engineering	engineering	NOUN
alkej-622	18	20	journal	journal	PROPN
alkej-622	18	21	,	,	PUNCT
alkej-622	18	22	vol.3	vol.3	PROPN
alkej-622	18	23	,	,	PUNCT
alkej-622	18	24	no.1	no.1	NUM
alkej-622	18	25	,	,	PUNCT
alkej-622	18	26	pp	pp	ADP
alkej-622	18	27	81	81	NUM
alkej-622	18	28	-	-	SYM
alkej-622	18	29	90	90	NUM
alkej-622	18	30	(	(	PUNCT
alkej-622	18	31	2007	2007	NUM
alkej-622	18	32	)	)	PUNCT
alkej-622	18	33	this	this	DET
alkej-622	18	34	page	page	NOUN
alkej-622	18	35	was	be	AUX
alkej-622	18	36	created	create	VERB
alkej-622	18	37	using	use	VERB
alkej-622	18	38	nitro	nitro	NOUN
alkej-622	18	39	pdf	pdf	NOUN
alkej-622	18	40	trial	trial	NOUN
alkej-622	18	41	software	software	NOUN
alkej-622	18	42	.	.	PUNCT
alkej-622	19	1	to	to	PART
alkej-622	19	2	purchase	purchase	VERB
alkej-622	19	3	,	,	PUNCT
alkej-622	19	4	go	go	VERB
alkej-622	19	5	to	to	ADP
alkej-622	19	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-622	19	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-622	19	8	ammar	ammar	PROPN
alkej-622	19	9	a.	a.	PROPN
alkej-622	19	10	hassan	hassan	PROPN
alkej-622	19	11	/al	/al	PROPN
alkej-622	19	12	-	-	PUNCT
alkej-622	19	13	khwarizmi	khwarizmi	PROPN
alkej-622	19	14	engineering	engineering	NOUN
alkej-622	19	15	journal	journal	PROPN
alkej-622	19	16	,	,	PUNCT
alkej-622	19	17	vol.3	vol.3	PROPN
alkej-622	19	18	,	,	PUNCT
alkej-622	19	19	no	no	INTJ
alkej-622	19	20	.	.	NOUN
alkej-622	19	21	1	1	NUM
alkej-622	19	22	pp	pp	ADP
alkej-622	20	1	99(2007	99(2007	NUM
alkej-622	20	2	)	)	PUNCT
alkej-622	20	3	٨٢	٨٢	NUM
alkej-622	20	4	times	time	NOUN
alkej-622	20	5	after	after	SCONJ
alkej-622	20	6	it	it	PRON
alkej-622	20	7	has	have	AUX
alkej-622	20	8	already	already	ADV
alkej-622	20	9	been	be	AUX
alkej-622	20	10	manufactured	manufacture	VERB
alkej-622	20	11	,	,	PUNCT
alkej-622	20	12	fpgas	fpga	NOUN
alkej-622	20	13	have	have	AUX
alkej-622	20	14	traditionally	traditionally	ADV
alkej-622	20	15	been	be	AUX
alkej-622	20	16	used	use	VERB
alkej-622	20	17	as	as	ADP
alkej-622	20	18	a	a	DET
alkej-622	20	19	prototyping	prototype	VERB
alkej-622	20	20	tool	tool	NOUN
alkej-622	20	21	for	for	ADP
alkej-622	20	22	hardware	hardware	NOUN
alkej-622	20	23	designers	designer	NOUN
alkej-622	20	24	.	.	PUNCT
alkej-622	21	1	however	however	ADV
alkej-622	21	2	,	,	PUNCT
alkej-622	21	3	as	as	SCONJ
alkej-622	21	4	growing	grow	VERB
alkej-622	21	5	die	die	NOUN
alkej-622	21	6	capacities	capacity	NOUN
alkej-622	21	7	of	of	ADP
alkej-622	21	8	fpgas	fpgas	NOUN
alkej-622	21	9	have	have	AUX
alkej-622	21	10	increased	increase	VERB
alkej-622	21	11	over	over	ADP
alkej-622	21	12	the	the	DET
alkej-622	21	13	years	year	NOUN
alkej-622	21	14	,	,	PUNCT
alkej-622	21	15	so	so	ADV
alkej-622	21	16	has	have	VERB
alkej-622	21	17	their	their	PRON
alkej-622	21	18	use	use	NOUN
alkej-622	21	19	in	in	ADP
alkej-622	21	20	reconfigurable	reconfigurable	ADJ
alkej-622	21	21	computing	computing	NOUN
alkej-622	21	22	applications	application	NOUN
alkej-622	21	23	too	too	ADV
alkej-622	21	24	[	[	X
alkej-622	21	25	2	2	NUM
alkej-622	21	26	,	,	PUNCT
alkej-622	21	27	4	4	NUM
alkej-622	21	28	]	]	PUNCT
alkej-622	21	29	.	.	PUNCT
alkej-622	22	1	2.problem	2.problem	NUM
alkej-622	22	2	formulation	formulation	NOUN
alkej-622	22	3	the	the	DET
alkej-622	22	4	design	design	NOUN
alkej-622	22	5	problem	problem	NOUN
alkej-622	22	6	in	in	ADP
alkej-622	22	7	ann	ann	PROPN
alkej-622	22	8	using	use	VERB
alkej-622	22	9	fpga	fpga	PROPN
alkej-622	22	10	is	be	AUX
alkej-622	22	11	a	a	DET
alkej-622	22	12	precision	precision	NOUN
alkej-622	22	13	vs.	vs.	ADP
alkej-622	22	14	area	area	NOUN
alkej-622	22	15	trade	trade	NOUN
alkej-622	22	16	-	-	PUNCT
alkej-622	22	17	off	off	NOUN
alkej-622	22	18	.	.	PUNCT
alkej-622	23	1	one	one	NUM
alkej-622	23	2	way	way	NOUN
alkej-622	23	3	to	to	PART
alkej-622	23	4	help	help	VERB
alkej-622	23	5	achieve	achieve	VERB
alkej-622	23	6	the	the	DET
alkej-622	23	7	density	density	NOUN
alkej-622	23	8	advantage	advantage	NOUN
alkej-622	23	9	of	of	ADP
alkej-622	23	10	reconfigurable	reconfigurable	ADJ
alkej-622	23	11	computing	computing	NOUN
alkej-622	23	12	over	over	ADP
alkej-622	23	13	general	general	ADJ
alkej-622	23	14	-	-	PUNCT
alkej-622	23	15	purpose	purpose	NOUN
alkej-622	23	16	computing	computing	NOUN
alkej-622	23	17	is	be	AUX
alkej-622	23	18	to	to	PART
alkej-622	23	19	make	make	VERB
alkej-622	23	20	the	the	DET
alkej-622	23	21	most	most	ADV
alkej-622	23	22	efficient	efficient	ADJ
alkej-622	23	23	use	use	NOUN
alkej-622	23	24	of	of	ADP
alkej-622	23	25	the	the	DET
alkej-622	23	26	hardware	hardware	NOUN
alkej-622	23	27	area	area	NOUN
alkej-622	23	28	available	available	ADJ
alkej-622	23	29	.	.	PUNCT
alkej-622	24	1	in	in	ADP
alkej-622	24	2	terms	term	NOUN
alkej-622	24	3	of	of	ADP
alkej-622	24	4	an	an	DET
alkej-622	24	5	optimal	optimal	ADJ
alkej-622	24	6	precision	precision	NOUN
alkej-622	24	7	vs	vs	ADP
alkej-622	24	8	area	area	NOUN
alkej-622	24	9	trade	trade	NOUN
alkej-622	24	10	-	-	PUNCT
alkej-622	24	11	off	off	NOUN
alkej-622	24	12	,	,	PUNCT
alkej-622	24	13	this	this	PRON
alkej-622	24	14	can	can	AUX
alkej-622	24	15	be	be	AUX
alkej-622	24	16	achieved	achieve	VERB
alkej-622	24	17	by	by	ADP
alkej-622	24	18	determining	determine	VERB
alkej-622	24	19	the	the	DET
alkej-622	24	20	minimum	minimum	ADJ
alkej-622	24	21	allowable	allowable	ADJ
alkej-622	24	22	precision	precision	NOUN
alkej-622	24	23	,	,	PUNCT
alkej-622	24	24	whose	whose	DET
alkej-622	24	25	criterion	criterion	NOUN
alkej-622	24	26	is	be	AUX
alkej-622	24	27	to	to	PART
alkej-622	24	28	minimize	minimize	VERB
alkej-622	24	29	hardware	hardware	NOUN
alkej-622	24	30	area	area	NOUN
alkej-622	24	31	usage	usage	NOUN
alkej-622	24	32	without	without	ADP
alkej-622	24	33	sacrificing	sacrifice	VERB
alkej-622	24	34	quality	quality	NOUN
alkej-622	24	35	of	of	ADP
alkej-622	24	36	performance	performance	NOUN
alkej-622	24	37	.	.	PUNCT
alkej-622	25	1	because	because	SCONJ
alkej-622	25	2	a	a	DET
alkej-622	25	3	reduction	reduction	NOUN
alkej-622	25	4	in	in	ADP
alkej-622	25	5	precision	precision	NOUN
alkej-622	25	6	introduces	introduce	VERB
alkej-622	25	7	more	more	ADJ
alkej-622	25	8	error	error	NOUN
alkej-622	25	9	into	into	ADP
alkej-622	25	10	the	the	DET
alkej-622	25	11	system	system	NOUN
alkej-622	25	12	,	,	PUNCT
alkej-622	25	13	minimum	minimum	ADJ
alkej-622	25	14	allowable	allowable	ADJ
alkej-622	25	15	precision	precision	NOUN
alkej-622	25	16	is	be	AUX
alkej-622	25	17	actually	actually	ADV
alkej-622	25	18	a	a	DET
alkej-622	25	19	question	question	NOUN
alkej-622	25	20	of	of	ADP
alkej-622	25	21	determining	determine	VERB
alkej-622	25	22	the	the	DET
alkej-622	25	23	maximum	maximum	ADJ
alkej-622	25	24	amount	amount	NOUN
alkej-622	25	25	of	of	ADP
alkej-622	25	26	uncertainty	uncertainty	NOUN
alkej-622	25	27	(	(	PUNCT
alkej-622	25	28	i.e.	i.e.	X
alkej-622	25	29	quantization	quantization	NOUN
alkej-622	25	30	error	error	NOUN
alkej-622	25	31	due	due	ADP
alkej-622	25	32	to	to	ADP
alkej-622	25	33	limited	limited	ADJ
alkej-622	25	34	precision	precision	NOUN
alkej-622	25	35	)	)	PUNCT
alkej-622	25	36	that	that	SCONJ
alkej-622	25	37	an	an	DET
alkej-622	25	38	application	application	NOUN
alkej-622	25	39	can	can	AUX
alkej-622	25	40	withstand	withstand	VERB
alkej-622	25	41	before	before	SCONJ
alkej-622	25	42	performance	performance	NOUN
alkej-622	25	43	begins	begin	VERB
alkej-622	25	44	to	to	PART
alkej-622	25	45	degrade	degrade	VERB
alkej-622	25	46	.	.	PUNCT
alkej-622	26	1	hence	hence	ADV
alkej-622	26	2	,	,	PUNCT
alkej-622	26	3	determining	determine	VERB
alkej-622	26	4	a	a	DET
alkej-622	26	5	minimum	minimum	ADJ
alkej-622	26	6	allowable	allowable	ADJ
alkej-622	26	7	precision	precision	NOUN
alkej-622	26	8	and	and	CCONJ
alkej-622	26	9	suitable	suitable	ADJ
alkej-622	26	10	numeric	numeric	ADJ
alkej-622	26	11	representation	representation	NOUN
alkej-622	26	12	to	to	PART
alkej-622	26	13	use	use	VERB
alkej-622	26	14	in	in	ADP
alkej-622	26	15	hardware	hardware	NOUN
alkej-622	26	16	is	be	AUX
alkej-622	26	17	often	often	ADV
alkej-622	26	18	dependent	dependent	ADJ
alkej-622	26	19	upon	upon	SCONJ
alkej-622	26	20	the	the	DET
alkej-622	26	21	application	application	NOUN
alkej-622	26	22	at	at	ADP
alkej-622	26	23	hand	hand	NOUN
alkej-622	26	24	,	,	PUNCT
alkej-622	26	25	and	and	CCONJ
alkej-622	26	26	the	the	DET
alkej-622	26	27	algorithm	algorithm	NOUN
alkej-622	26	28	used	use	VERB
alkej-622	26	29	.	.	PUNCT
alkej-622	27	1	fortunately	fortunately	ADV
alkej-622	27	2	,	,	PUNCT
alkej-622	27	3	suitable	suitable	ADJ
alkej-622	27	4	precision	precision	NOUN
alkej-622	27	5	for	for	ADP
alkej-622	27	6	backpropagation	backpropagation	NOUN
alkej-622	27	7	-	-	PUNCT
alkej-622	27	8	based	base	VERB
alkej-622	27	9	anns	anns	NOUN
alkej-622	27	10	has	have	AUX
alkej-622	27	11	already	already	ADV
alkej-622	27	12	been	be	AUX
alkej-622	27	13	empirically	empirically	ADV
alkej-622	27	14	determined	determine	VERB
alkej-622	27	15	in	in	ADP
alkej-622	27	16	the	the	DET
alkej-622	27	17	past	past	NOUN
alkej-622	27	18	.	.	PUNCT
alkej-622	28	1	selecting	select	VERB
alkej-622	28	2	weight	weight	NOUN
alkej-622	28	3	precision	precision	NOUN
alkej-622	28	4	is	be	AUX
alkej-622	28	5	one	one	NUM
alkej-622	28	6	of	of	ADP
alkej-622	28	7	the	the	DET
alkej-622	28	8	important	important	ADJ
alkej-622	28	9	choices	choice	NOUN
alkej-622	28	10	when	when	SCONJ
alkej-622	28	11	implementing	implement	VERB
alkej-622	28	12	anns	ann	NOUN
alkej-622	28	13	on	on	ADP
alkej-622	28	14	fpgas	fpgas	NOUN
alkej-622	28	15	.	.	PUNCT
alkej-622	29	1	weight	weight	NOUN
alkej-622	29	2	precision	precision	NOUN
alkej-622	29	3	is	be	AUX
alkej-622	29	4	used	use	VERB
alkej-622	29	5	to	to	PART
alkej-622	29	6	tradeoff	tradeoff	VERB
alkej-622	29	7	the	the	DET
alkej-622	29	8	capabilities	capability	NOUN
alkej-622	29	9	of	of	ADP
alkej-622	29	10	the	the	DET
alkej-622	29	11	realized	realize	VERB
alkej-622	29	12	anns	anns	NOUN
alkej-622	29	13	against	against	ADP
alkej-622	29	14	the	the	DET
alkej-622	29	15	implementation	implementation	NOUN
alkej-622	29	16	cost	cost	NOUN
alkej-622	29	17	.	.	PUNCT
alkej-622	30	1	a	a	DET
alkej-622	30	2	higher	high	ADJ
alkej-622	30	3	weight	weight	NOUN
alkej-622	30	4	precision	precision	NOUN
alkej-622	30	5	means	mean	VERB
alkej-622	30	6	fewer	few	ADJ
alkej-622	30	7	quantization	quantization	NOUN
alkej-622	30	8	errors	error	NOUN
alkej-622	30	9	in	in	ADP
alkej-622	30	10	the	the	DET
alkej-622	30	11	final	final	ADJ
alkej-622	30	12	implementations	implementation	NOUN
alkej-622	30	13	,	,	PUNCT
alkej-622	30	14	while	while	SCONJ
alkej-622	30	15	a	a	DET
alkej-622	30	16	lower	low	ADJ
alkej-622	30	17	precision	precision	NOUN
alkej-622	30	18	leads	lead	VERB
alkej-622	30	19	to	to	ADP
alkej-622	30	20	simpler	simple	ADJ
alkej-622	30	21	designs	design	NOUN
alkej-622	30	22	,	,	PUNCT
alkej-622	30	23	greater	great	ADJ
alkej-622	30	24	speed	speed	NOUN
alkej-622	30	25	and	and	CCONJ
alkej-622	30	26	reductions	reduction	NOUN
alkej-622	30	27	in	in	ADP
alkej-622	30	28	area	area	NOUN
alkej-622	30	29	requirements	requirement	NOUN
alkej-622	30	30	and	and	CCONJ
alkej-622	30	31	power	power	NOUN
alkej-622	30	32	consumption	consumption	NOUN
alkej-622	30	33	.	.	PUNCT
alkej-622	31	1	one	one	NUM
alkej-622	31	2	way	way	NOUN
alkej-622	31	3	of	of	ADP
alkej-622	31	4	resolving	resolve	VERB
alkej-622	31	5	the	the	DET
alkej-622	31	6	tradeoff	tradeoff	NOUN
alkej-622	31	7	is	be	AUX
alkej-622	31	8	to	to	PART
alkej-622	31	9	determine	determine	VERB
alkej-622	31	10	the	the	DET
alkej-622	31	11	“	"	PUNCT
alkej-622	31	12	minimum	minimum	ADJ
alkej-622	31	13	precision	precision	NOUN
alkej-622	31	14	”	"	PUNCT
alkej-622	31	15	,	,	PUNCT
alkej-622	31	16	required	require	VERB
alkej-622	31	17	to	to	PART
alkej-622	31	18	solve	solve	VERB
alkej-622	31	19	a	a	DET
alkej-622	31	20	given	give	VERB
alkej-622	31	21	problem	problem	NOUN
alkej-622	31	22	.	.	PUNCT
alkej-622	32	1	traditionally	traditionally	ADV
alkej-622	32	2	,	,	PUNCT
alkej-622	32	3	the	the	DET
alkej-622	32	4	minimum	minimum	ADJ
alkej-622	32	5	precision	precision	NOUN
alkej-622	32	6	is	be	AUX
alkej-622	32	7	found	find	VERB
alkej-622	32	8	through	through	ADP
alkej-622	32	9	“	"	PUNCT
alkej-622	32	10	trial	trial	NOUN
alkej-622	32	11	and	and	CCONJ
alkej-622	32	12	error	error	NOUN
alkej-622	32	13	”	"	PUNCT
alkej-622	32	14	by	by	ADP
alkej-622	32	15	simulating	simulate	VERB
alkej-622	32	16	the	the	DET
alkej-622	32	17	solution	solution	NOUN
alkej-622	32	18	in	in	ADP
alkej-622	32	19	software	software	NOUN
alkej-622	32	20	before	before	ADP
alkej-622	32	21	implementation	implementation	NOUN
alkej-622	32	22	.	.	PUNCT
alkej-622	33	1	holt	holt	PROPN
alkej-622	33	2	and	and	CCONJ
alkej-622	33	3	baker	baker	PROPN
alkej-622	34	1	[	[	X
alkej-622	34	2	5	5	NUM
alkej-622	34	3	]	]	PUNCT
alkej-622	34	4	studied	study	VERB
alkej-622	34	5	the	the	DET
alkej-622	34	6	minimum	minimum	ADJ
alkej-622	34	7	precision	precision	NOUN
alkej-622	34	8	required	require	VERB
alkej-622	34	9	for	for	ADP
alkej-622	34	10	a	a	DET
alkej-622	34	11	class	class	NOUN
alkej-622	34	12	of	of	ADP
alkej-622	34	13	benchmark	benchmark	NOUN
alkej-622	34	14	classification	classification	NOUN
alkej-622	34	15	problems	problem	NOUN
alkej-622	34	16	and	and	CCONJ
alkej-622	34	17	found	find	VERB
alkej-622	34	18	that	that	SCONJ
alkej-622	34	19	16	16	NUM
alkej-622	34	20	-	-	PUNCT
alkej-622	34	21	bit	bit	NOUN
alkej-622	34	22	fixed	fix	VERB
alkej-622	34	23	-	-	PUNCT
alkej-622	34	24	point	point	NOUN
alkej-622	34	25	is	be	AUX
alkej-622	34	26	the	the	DET
alkej-622	34	27	minimum	minimum	ADJ
alkej-622	34	28	allowable	allowable	ADJ
alkej-622	34	29	precision	precision	NOUN
alkej-622	34	30	without	without	ADP
alkej-622	34	31	diminishing	diminish	VERB
alkej-622	34	32	an	an	DET
alkej-622	34	33	ann	ann	PROPN
alkej-622	34	34	’s	’s	PART
alkej-622	34	35	capability	capability	NOUN
alkej-622	34	36	to	to	PART
alkej-622	34	37	learn	learn	VERB
alkej-622	34	38	these	these	DET
alkej-622	34	39	benchmark	benchmark	NOUN
alkej-622	34	40	problems	problem	NOUN
alkej-622	34	41	.	.	PUNCT
alkej-622	35	1	3.ann	3.ann	NUM
alkej-622	35	2	example	example	NOUN
alkej-622	36	1	3.1.structure	3.1.structure	NUM
alkej-622	36	2	of	of	ADP
alkej-622	36	3	the	the	DET
alkej-622	36	4	circuit	circuit	NOUN
alkej-622	36	5	following	follow	VERB
alkej-622	36	6	example	example	NOUN
alkej-622	36	7	[	[	X
alkej-622	36	8	6	6	NUM
alkej-622	36	9	]	]	PUNCT
alkej-622	36	10	present	present	ADJ
alkej-622	36	11	how	how	SCONJ
alkej-622	36	12	these	these	DET
alkej-622	36	13	two	two	NUM
alkej-622	36	14	parameters	parameter	NOUN
alkej-622	36	15	effect	effect	VERB
alkej-622	36	16	on	on	ADP
alkej-622	36	17	hardware	hardware	NOUN
alkej-622	36	18	resources	resource	NOUN
alkej-622	36	19	.	.	PUNCT
alkej-622	37	1	remember	remember	VERB
alkej-622	37	2	that	that	SCONJ
alkej-622	37	3	in	in	ADP
alkej-622	37	4	neural	neural	ADJ
alkej-622	37	5	network	network	NOUN
alkej-622	37	6	resources	resource	NOUN
alkej-622	37	7	capacity	capacity	NOUN
alkej-622	37	8	differ	differ	VERB
alkej-622	37	9	from	from	ADP
alkej-622	37	10	network	network	NOUN
alkej-622	37	11	to	to	ADP
alkej-622	37	12	other	other	ADJ
alkej-622	37	13	according	accord	VERB
alkej-622	37	14	to	to	ADP
alkej-622	37	15	number	number	NOUN
alkej-622	37	16	of	of	ADP
alkej-622	37	17	neurons	neuron	NOUN
alkej-622	37	18	in	in	ADP
alkej-622	37	19	each	each	DET
alkej-622	37	20	layer	layer	NOUN
alkej-622	37	21	.	.	PUNCT
alkej-622	38	1	the	the	DET
alkej-622	38	2	existence	existence	NOUN
alkej-622	38	3	of	of	ADP
alkej-622	38	4	hidden	hide	VERB
alkej-622	38	5	units	unit	NOUN
alkej-622	38	6	allows	allow	VERB
alkej-622	38	7	the	the	DET
alkej-622	38	8	network	network	NOUN
alkej-622	38	9	to	to	PART
alkej-622	38	10	develop	develop	VERB
alkej-622	38	11	complex	complex	ADJ
alkej-622	38	12	feature	feature	NOUN
alkej-622	38	13	detectors	detector	NOUN
alkej-622	38	14	,	,	PUNCT
alkej-622	38	15	or	or	CCONJ
alkej-622	38	16	internal	internal	ADJ
alkej-622	38	17	representations	representation	NOUN
alkej-622	38	18	.	.	PUNCT
alkej-622	39	1	fig.(1	fig.(1	X
alkej-622	39	2	)	)	PUNCT
alkej-622	39	3	shows	show	VERB
alkej-622	39	4	the	the	DET
alkej-622	39	5	application	application	NOUN
alkej-622	39	6	of	of	ADP
alkej-622	39	7	four	four	NUM
alkej-622	39	8	layers	layer	NOUN
alkej-622	39	9	network	network	NOUN
alkej-622	39	10	to	to	ADP
alkej-622	39	11	the	the	DET
alkej-622	39	12	problem	problem	NOUN
alkej-622	39	13	of	of	ADP
alkej-622	39	14	recognizing	recognize	VERB
alkej-622	39	15	english	english	ADJ
alkej-622	39	16	digit	digit	NOUN
alkej-622	39	17	numbers	number	NOUN
alkej-622	39	18	.	.	PUNCT
alkej-622	40	1	the	the	DET
alkej-622	40	2	two	two	NUM
alkej-622	40	3	dimensional	dimensional	ADJ
alkej-622	40	4	grid	grid	NOUN
alkej-622	40	5	containing	contain	VERB
alkej-622	40	6	the	the	DET
alkej-622	40	7	numeral	numeral	ADJ
alkej-622	40	8	“	"	PUNCT
alkej-622	40	9	7	7	NUM
alkej-622	40	10	”	"	PUNCT
alkej-622	40	11	forms	form	VERB
alkej-622	40	12	the	the	DET
alkej-622	40	13	input	input	NOUN
alkej-622	40	14	layer	layer	NOUN
alkej-622	40	15	(	(	PUNCT
alkej-622	40	16	it	it	PRON
alkej-622	40	17	can	can	AUX
alkej-622	40	18	be	be	AUX
alkej-622	40	19	arranged	arrange	VERB
alkej-622	40	20	this	this	DET
alkej-622	40	21	two	two	NUM
alkej-622	40	22	dimension	dimension	NOUN
alkej-622	40	23	array	array	NOUN
alkej-622	40	24	as	as	ADP
alkej-622	40	25	one	one	NUM
alkej-622	40	26	dimension	dimension	NOUN
alkej-622	40	27	,	,	PUNCT
alkej-622	40	28	so	so	SCONJ
alkej-622	40	29	that	that	SCONJ
alkej-622	40	30	,	,	PUNCT
alkej-622	40	31	number	number	NOUN
alkej-622	40	32	of	of	ADP
alkej-622	40	33	input	input	NOUN
alkej-622	40	34	neurons	neuron	NOUN
alkej-622	40	35	is	be	AUX
alkej-622	40	36	thirteen	thirteen	NUM
alkej-622	40	37	)	)	PUNCT
alkej-622	40	38	.	.	PUNCT
alkej-622	41	1	this	this	DET
alkej-622	41	2	page	page	NOUN
alkej-622	41	3	was	be	AUX
alkej-622	41	4	created	create	VERB
alkej-622	41	5	using	use	VERB
alkej-622	41	6	nitro	nitro	NOUN
alkej-622	41	7	pdf	pdf	NOUN
alkej-622	41	8	trial	trial	NOUN
alkej-622	41	9	software	software	NOUN
alkej-622	41	10	.	.	PUNCT
alkej-622	42	1	to	to	PART
alkej-622	42	2	purchase	purchase	VERB
alkej-622	42	3	,	,	PUNCT
alkej-622	42	4	go	go	VERB
alkej-622	42	5	to	to	ADP
alkej-622	42	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-622	42	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-622	42	8	ammar	ammar	PROPN
alkej-622	42	9	a.	a.	PROPN
alkej-622	42	10	hassan	hassan	PROPN
alkej-622	42	11	/al	/al	PROPN
alkej-622	42	12	-	-	PUNCT
alkej-622	42	13	khwarizmi	khwarizmi	PROPN
alkej-622	42	14	engineering	engineering	NOUN
alkej-622	42	15	journal	journal	PROPN
alkej-622	42	16	,	,	PUNCT
alkej-622	42	17	vol.3	vol.3	PROPN
alkej-622	42	18	,	,	PUNCT
alkej-622	42	19	no	no	INTJ
alkej-622	42	20	.	.	NOUN
alkej-622	42	21	1	1	NUM
alkej-622	42	22	pp	pp	ADP
alkej-622	43	1	99(2007	99(2007	NUM
alkej-622	43	2	)	)	PUNCT
alkej-622	43	3	٨٣	٨٣	AUX
alkej-622	43	4	the	the	DET
alkej-622	43	5	first	first	ADJ
alkej-622	43	6	hidden	hide	VERB
alkej-622	43	7	layer	layer	NOUN
alkej-622	43	8	is	be	AUX
alkej-622	43	9	formed	form	VERB
alkej-622	43	10	from	from	ADP
alkej-622	43	11	40	40	NUM
alkej-622	43	12	units	unit	NOUN
alkej-622	43	13	each	each	DET
alkej-622	43	14	unit	unit	NOUN
alkej-622	43	15	might	might	AUX
alkej-622	43	16	be	be	AUX
alkej-622	43	17	strongly	strongly	ADV
alkej-622	43	18	activated	activate	VERB
alkej-622	43	19	by	by	ADP
alkej-622	43	20	horizontal	horizontal	ADJ
alkej-622	43	21	line	line	NOUN
alkej-622	43	22	in	in	ADP
alkej-622	43	23	the	the	DET
alkej-622	43	24	input	input	NOUN
alkej-622	43	25	,	,	PUNCT
alkej-622	43	26	while	while	SCONJ
alkej-622	43	27	the	the	DET
alkej-622	43	28	second	second	ADJ
alkej-622	43	29	hidden	hidden	ADJ
alkej-622	43	30	layer	layer	NOUN
alkej-622	43	31	molded	mold	VERB
alkej-622	43	32	from	from	ADP
alkej-622	43	33	20	20	NUM
alkej-622	43	34	hidden	hide	VERB
alkej-622	43	35	units	unit	NOUN
alkej-622	43	36	,	,	PUNCT
alkej-622	43	37	each	each	DET
alkej-622	43	38	unit	unit	NOUN
alkej-622	43	39	fully	fully	ADV
alkej-622	43	40	connected	connect	VERB
alkej-622	43	41	with	with	ADP
alkej-622	43	42	each	each	DET
alkej-622	43	43	unit	unit	NOUN
alkej-622	43	44	in	in	ADP
alkej-622	43	45	the	the	DET
alkej-622	43	46	first	first	ADJ
alkej-622	43	47	hidden	hide	VERB
alkej-622	43	48	layer	layer	NOUN
alkej-622	43	49	.	.	PUNCT
alkej-622	44	1	the	the	DET
alkej-622	44	2	output	output	NOUN
alkej-622	44	3	layer	layer	NOUN
alkej-622	44	4	has	have	VERB
alkej-622	44	5	ten	ten	NUM
alkej-622	44	6	units	unit	NOUN
alkej-622	44	7	that	that	PRON
alkej-622	44	8	represent	represent	VERB
alkej-622	44	9	the	the	DET
alkej-622	44	10	value	value	NOUN
alkej-622	44	11	of	of	ADP
alkej-622	44	12	the	the	DET
alkej-622	44	13	digit	digit	NOUN
alkej-622	44	14	number	number	NOUN
alkej-622	44	15	.	.	PUNCT
alkej-622	45	1	knowing	know	VERB
alkej-622	45	2	that	that	SCONJ
alkej-622	45	3	,	,	PUNCT
alkej-622	45	4	the	the	DET
alkej-622	45	5	behavior	behavior	NOUN
alkej-622	45	6	of	of	ADP
alkej-622	45	7	these	these	DET
alkej-622	45	8	hidden	hide	VERB
alkej-622	45	9	units	unit	NOUN
alkej-622	45	10	is	be	AUX
alkej-622	45	11	automatically	automatically	ADV
alkej-622	45	12	learned	learn	VERB
alkej-622	45	13	not	not	PART
alkej-622	45	14	preprogrammed	preprogrammed	ADJ
alkej-622	45	15	,	,	PUNCT
alkej-622	45	16	then	then	ADV
alkej-622	45	17	the	the	DET
alkej-622	45	18	computing	compute	VERB
alkej-622	45	19	weight	weight	NOUN
alkej-622	45	20	of	of	ADP
alkej-622	45	21	each	each	DET
alkej-622	45	22	layer	layer	NOUN
alkej-622	45	23	in	in	ADP
alkej-622	45	24	the	the	DET
alkej-622	45	25	network	network	NOUN
alkej-622	45	26	accuracy	accuracy	NOUN
alkej-622	45	27	by	by	ADP
alkej-622	45	28	using	use	VERB
alkej-622	45	29	c++	c++	ADJ
alkej-622	45	30	programming	programming	NOUN
alkej-622	45	31	language	language	NOUN
alkej-622	45	32	and	and	CCONJ
alkej-622	45	33	implementing	implement	VERB
alkej-622	45	34	this	this	DET
alkej-622	45	35	result	result	NOUN
alkej-622	45	36	on	on	ADP
alkej-622	45	37	fpga	fpga	PROPN
alkej-622	45	38	as	as	SCONJ
alkej-622	45	39	shown	show	VERB
alkej-622	45	40	in	in	ADP
alkej-622	45	41	the	the	DET
alkej-622	45	42	next	next	ADJ
alkej-622	45	43	section	section	NOUN
alkej-622	45	44	.	.	PUNCT
alkej-622	46	1	3.2.implementation	3.2.implementation	NUM
alkej-622	46	2	ann	ann	PROPN
alkej-622	46	3	components	component	NOUN
alkej-622	46	4	on	on	ADP
alkej-622	46	5	fpga	fpga	PROPN
alkej-622	46	6	digital	digital	PROPN
alkej-622	46	7	ann	ann	PROPN
alkej-622	46	8	architecture	architecture	NOUN
alkej-622	46	9	proposed	propose	VERB
alkej-622	46	10	in	in	ADP
alkej-622	46	11	the	the	DET
alkej-622	46	12	previous	previous	ADJ
alkej-622	46	13	section	section	NOUN
alkej-622	46	14	is	be	AUX
alkej-622	46	15	an	an	DET
alkej-622	46	16	example	example	NOUN
alkej-622	46	17	of	of	ADP
alkej-622	46	18	a	a	DET
alkej-622	46	19	reconfigurable	reconfigurable	ADJ
alkej-622	46	20	computing	computing	NOUN
alkej-622	46	21	application	application	NOUN
alkej-622	46	22	,	,	PUNCT
alkej-622	46	23	where	where	SCONJ
alkej-622	46	24	all	all	DET
alkej-622	46	25	stages	stage	NOUN
alkej-622	46	26	of	of	ADP
alkej-622	46	27	the	the	DET
alkej-622	46	28	algorithm	algorithm	NOUN
alkej-622	46	29	reside	reside	VERB
alkej-622	46	30	together	together	ADV
alkej-622	46	31	on	on	ADP
alkej-622	46	32	the	the	DET
alkej-622	46	33	fpga	fpga	NOUN
alkej-622	46	34	at	at	ADP
alkej-622	46	35	once	once	ADV
alkej-622	46	36	.	.	PUNCT
alkej-622	47	1	these	these	DET
alkej-622	47	2	components	component	NOUN
alkej-622	47	3	based	base	VERB
alkej-622	47	4	in	in	ADP
alkej-622	47	5	idea	idea	NOUN
alkej-622	47	6	of	of	ADP
alkej-622	47	7	implementation	implementation	NOUN
alkej-622	47	8	on	on	ADP
alkej-622	47	9	simple	simple	ADJ
alkej-622	47	10	(	(	PUNCT
alkej-622	47	11	or	or	CCONJ
alkej-622	47	12	basic	basic	ADJ
alkej-622	47	13	)	)	PUNCT
alkej-622	47	14	arithmetic	arithmetic	ADJ
alkej-622	47	15	operations	operation	NOUN
alkej-622	47	16	(	(	PUNCT
alkej-622	47	17	such	such	ADJ
alkej-622	47	18	as	as	ADP
alkej-622	47	19	addition	addition	NOUN
alkej-622	47	20	and	and	CCONJ
alkej-622	47	21	multiplication	multiplication	NOUN
alkej-622	47	22	operations	operation	NOUN
alkej-622	47	23	)	)	PUNCT
alkej-622	47	24	.	.	PUNCT
alkej-622	48	1	the	the	DET
alkej-622	48	2	floating	float	VERB
alkej-622	48	3	-	-	PUNCT
alkej-622	48	4	point	point	NOUN
alkej-622	48	5	precision	precision	NOUN
alkej-622	48	6	is	be	AUX
alkej-622	48	7	the	the	DET
alkej-622	48	8	problem	problem	NOUN
alkej-622	48	9	of	of	ADP
alkej-622	48	10	which	which	PRON
alkej-622	48	11	an	an	DET
alkej-622	48	12	engineer	engineer	NOUN
alkej-622	48	13	must	must	AUX
alkej-622	48	14	deal	deal	VERB
alkej-622	48	15	with	with	ADP
alkej-622	48	16	when	when	SCONJ
alkej-622	48	17	testing	testing	NOUN
alkej-622	48	18	and	and	CCONJ
alkej-622	48	19	validating	validate	VERB
alkej-622	48	20	circuits	circuit	NOUN
alkej-622	48	21	since	since	SCONJ
alkej-622	48	22	it	it	PRON
alkej-622	48	23	limits	limit	VERB
alkej-622	48	24	quantization	quantization	NOUN
alkej-622	48	25	errors	error	NOUN
alkej-622	48	26	according	accord	VERB
alkej-622	48	27	to	to	ADP
alkej-622	48	28	number	number	NOUN
alkej-622	48	29	of	of	ADP
alkej-622	48	30	bits	bit	NOUN
alkej-622	48	31	in	in	ADP
alkej-622	48	32	each	each	DET
alkej-622	48	33	node	node	NOUN
alkej-622	48	34	.	.	PUNCT
alkej-622	49	1	therefore	therefore	ADV
alkej-622	49	2	,	,	PUNCT
alkej-622	49	3	truncation	truncation	NOUN
alkej-622	49	4	technique	technique	NOUN
alkej-622	49	5	will	will	AUX
alkej-622	49	6	be	be	AUX
alkej-622	49	7	used	use	VERB
alkej-622	49	8	in	in	ADP
alkej-622	49	9	design	design	NOUN
alkej-622	49	10	to	to	PART
alkej-622	49	11	reduce	reduce	VERB
alkej-622	49	12	the	the	DET
alkej-622	49	13	floating	float	VERB
alkej-622	49	14	-	-	PUNCT
alkej-622	49	15	point	point	NOUN
alkej-622	49	16	precision	precision	NOUN
alkej-622	49	17	value	value	NOUN
alkej-622	49	18	and	and	CCONJ
alkej-622	49	19	employ	employ	VERB
alkej-622	49	20	minimum	minimum	NOUN
alkej-622	49	21	hardware	hardware	NOUN
alkej-622	49	22	resources	resource	NOUN
alkej-622	49	23	available	available	ADJ
alkej-622	49	24	on	on	ADP
alkej-622	49	25	fpga	fpga	PROPN
alkej-622	49	26	.	.	PUNCT
alkej-622	50	1	adding	add	VERB
alkej-622	50	2	to	to	ADP
alkej-622	50	3	this	this	PRON
alkej-622	50	4	,	,	PUNCT
alkej-622	50	5	choosing	choose	VERB
alkej-622	50	6	the	the	DET
alkej-622	50	7	optimal	optimal	ADJ
alkej-622	50	8	activation	activation	NOUN
alkej-622	50	9	function	function	VERB
alkej-622	50	10	suitable	suitable	ADJ
alkej-622	50	11	for	for	ADP
alkej-622	50	12	implementation	implementation	NOUN
alkej-622	50	13	with	with	ADP
alkej-622	50	14	truncation	truncation	NOUN
alkej-622	50	15	technique	technique	NOUN
alkej-622	50	16	.	.	PUNCT
alkej-622	51	1	previously	previously	ADV
alkej-622	51	2	as	as	SCONJ
alkej-622	51	3	declared	declare	VERB
alkej-622	51	4	,	,	PUNCT
alkej-622	51	5	the	the	DET
alkej-622	51	6	ann	ann	PROPN
alkej-622	51	7	algorithm	algorithm	NOUN
alkej-622	51	8	components	component	NOUN
alkej-622	51	9	(	(	PUNCT
alkej-622	51	10	such	such	ADJ
alkej-622	51	11	as	as	ADP
alkej-622	51	12	number	number	NOUN
alkej-622	51	13	of	of	ADP
alkej-622	51	14	hidden	hidden	ADJ
alkej-622	51	15	layers	layer	NOUN
alkej-622	51	16	and	and	CCONJ
alkej-622	51	17	number	number	NOUN
alkej-622	51	18	of	of	ADP
alkej-622	51	19	units	unit	NOUN
alkej-622	51	20	in	in	ADP
alkej-622	51	21	each	each	DET
alkej-622	51	22	fig.(1	fig.(1	PROPN
alkej-622	51	23	):	):	PUNCT
alkej-622	51	24	multilayer	multilayer	ADJ
alkej-622	51	25	network	network	NOUN
alkej-622	51	26	to	to	PART
alkej-622	51	27	learn	learn	VERB
alkej-622	51	28	to	to	PART
alkej-622	51	29	classify	classify	VERB
alkej-622	51	30	english	english	ADJ
alkej-622	51	31	numbers	number	NOUN
alkej-622	51	32	0	0	NUM
alkej-622	51	33	1	1	NUM
alkej-622	51	34	2	2	NUM
alkej-622	51	35	3	3	NUM
alkej-622	51	36	4	4	NUM
alkej-622	51	37	5	5	NUM
alkej-622	51	38	6	6	NUM
alkej-622	51	39	7	7	NUM
alkej-622	51	40	8	8	NUM
alkej-622	51	41	9	9	NUM
alkej-622	51	42	output	output	NOUN
alkej-622	51	43	10	10	NUM
alkej-622	51	44	nodes	node	NOUN
alkej-622	51	45	hidden2	hidden2	NOUN
alkej-622	51	46	20	20	NUM
alkej-622	51	47	nodes	node	NOUN
alkej-622	51	48	input	input	VERB
alkej-622	51	49	25	25	NUM
alkej-622	51	50	nodes	node	NOUN
alkej-622	51	51	hidden1	hidden1	VERB
alkej-622	51	52	40	40	NUM
alkej-622	51	53	nodes	node	NOUN
alkej-622	51	54	!	!	PUNCT
alkej-622	51	55	!	!	PUNCT
alkej-622	52	1	this	this	DET
alkej-622	52	2	page	page	NOUN
alkej-622	52	3	was	be	AUX
alkej-622	52	4	created	create	VERB
alkej-622	52	5	using	use	VERB
alkej-622	52	6	nitro	nitro	NOUN
alkej-622	52	7	pdf	pdf	NOUN
alkej-622	52	8	trial	trial	NOUN
alkej-622	52	9	software	software	NOUN
alkej-622	52	10	.	.	PUNCT
alkej-622	53	1	to	to	PART
alkej-622	53	2	purchase	purchase	VERB
alkej-622	53	3	,	,	PUNCT
alkej-622	53	4	go	go	VERB
alkej-622	53	5	to	to	ADP
alkej-622	53	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-622	53	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-622	53	8	ammar	ammar	PROPN
alkej-622	53	9	a.	a.	PROPN
alkej-622	53	10	hassan	hassan	PROPN
alkej-622	53	11	/al	/al	PROPN
alkej-622	53	12	-	-	PUNCT
alkej-622	53	13	khwarizmi	khwarizmi	PROPN
alkej-622	53	14	engineering	engineering	NOUN
alkej-622	53	15	journal	journal	PROPN
alkej-622	53	16	,	,	PUNCT
alkej-622	53	17	vol.3	vol.3	PROPN
alkej-622	53	18	,	,	PUNCT
alkej-622	53	19	no	no	INTJ
alkej-622	53	20	.	.	NOUN
alkej-622	53	21	1	1	NUM
alkej-622	53	22	pp	pp	ADP
alkej-622	54	1	99(2007	99(2007	NUM
alkej-622	54	2	)	)	PUNCT
alkej-622	54	3	٨٤	٨٤	NUM
alkej-622	54	4	layer	layer	NOUN
alkej-622	54	5	)	)	PUNCT
alkej-622	54	6	differ	differ	VERB
alkej-622	54	7	from	from	ADP
alkej-622	54	8	application	application	NOUN
alkej-622	54	9	to	to	ADP
alkej-622	54	10	another	another	PRON
alkej-622	54	11	.	.	PUNCT
alkej-622	55	1	the	the	DET
alkej-622	55	2	english	english	PROPN
alkej-622	55	3	digit	digit	NOUN
alkej-622	55	4	numbers	number	NOUN
alkej-622	55	5	nn	nn	X
alkej-622	55	6	is	be	VERB
alkej-622	55	7	the	the	DET
alkej-622	55	8	application	application	NOUN
alkej-622	55	9	used	use	VERB
alkej-622	55	10	in	in	ADP
alkej-622	55	11	this	this	DET
alkej-622	55	12	work	work	NOUN
alkej-622	55	13	to	to	PART
alkej-622	55	14	implement	implement	VERB
alkej-622	55	15	ann	ann	PROPN
alkej-622	55	16	on	on	ADP
alkej-622	55	17	fpga	fpga	PROPN
alkej-622	55	18	,	,	PUNCT
alkej-622	55	19	which	which	PRON
alkej-622	55	20	is	be	AUX
alkej-622	55	21	composed	compose	VERB
alkej-622	55	22	from	from	ADP
alkej-622	55	23	four	four	NUM
alkej-622	55	24	layers	layer	NOUN
alkej-622	55	25	.	.	PUNCT
alkej-622	56	1	the	the	DET
alkej-622	56	2	quantization	quantization	NOUN
alkej-622	56	3	error	error	NOUN
alkej-622	56	4	after	after	SCONJ
alkej-622	56	5	5,000	5,000	NUM
alkej-622	56	6	iteration	iteration	NOUN
alkej-622	56	7	using	use	VERB
alkej-622	56	8	two	two	NUM
alkej-622	56	9	types	type	NOUN
alkej-622	56	10	of	of	ADP
alkej-622	56	11	activation	activation	NOUN
alkej-622	56	12	functions	function	NOUN
alkej-622	56	13	are	be	AUX
alkej-622	56	14	given	give	VERB
alkej-622	56	15	in	in	ADP
alkej-622	56	16	table	table	NOUN
alkej-622	56	17	(	(	PUNCT
alkej-622	56	18	1	1	NUM
alkej-622	56	19	)	)	PUNCT
alkej-622	56	20	.	.	PUNCT
alkej-622	57	1	by	by	ADP
alkej-622	57	2	using	use	VERB
alkej-622	57	3	sigmoid	sigmoid	NOUN
alkej-622	57	4	function	function	NOUN
alkej-622	57	5	and	and	CCONJ
alkej-622	57	6	without	without	ADP
alkej-622	57	7	truncation	truncation	NOUN
alkej-622	57	8	(	(	PUNCT
alkej-622	57	9	30	30	NUM
alkej-622	57	10	-	-	PUNCT
alkej-622	57	11	bit	bit	NOUN
alkej-622	57	12	floating	float	VERB
alkej-622	57	13	-	-	PUNCT
alkej-622	57	14	point	point	NOUN
alkej-622	57	15	)	)	PUNCT
alkej-622	57	16	,	,	PUNCT
alkej-622	57	17	quntization	quntization	NOUN
alkej-622	57	18	error	error	NOUN
alkej-622	57	19	is	be	AUX
alkej-622	57	20	0.02	0.02	NUM
alkej-622	57	21	(	(	PUNCT
alkej-622	57	22	i.e.	i.e.	X
alkej-622	57	23	98	98	NUM
alkej-622	57	24	%	%	NOUN
alkej-622	57	25	of	of	ADP
alkej-622	57	26	the	the	DET
alkej-622	57	27	corrected	correct	VERB
alkej-622	57	28	output	output	NOUN
alkej-622	57	29	)	)	PUNCT
alkej-622	57	30	.	.	PUNCT
alkej-622	58	1	while	while	SCONJ
alkej-622	58	2	,	,	PUNCT
alkej-622	58	3	by	by	ADP
alkej-622	58	4	the	the	DET
alkej-622	58	5	same	same	ADJ
alkej-622	58	6	method	method	NOUN
alkej-622	58	7	,	,	PUNCT
alkej-622	58	8	but	but	CCONJ
alkej-622	58	9	using	use	VERB
alkej-622	58	10	bipolar	bipolar	ADJ
alkej-622	58	11	function	function	NOUN
alkej-622	58	12	instead	instead	ADV
alkej-622	58	13	of	of	ADP
alkej-622	58	14	sigmoid	sigmoid	NOUN
alkej-622	58	15	function	function	NOUN
alkej-622	58	16	,	,	PUNCT
alkej-622	58	17	quntization	quntization	NOUN
alkej-622	58	18	error	error	NOUN
alkej-622	58	19	will	will	AUX
alkej-622	58	20	be	be	AUX
alkej-622	58	21	given	give	VERB
alkej-622	58	22	0.04	0.04	NUM
alkej-622	58	23	.	.	PUNCT
alkej-622	59	1	4.arithmetic	4.arithmetic	ADJ
alkej-622	59	2	architecture	architecture	NOUN
alkej-622	59	3	for	for	ADP
alkej-622	59	4	fpga	fpga	PROPN
alkej-622	59	5	based	base	VERB
alkej-622	59	6	anns	anns	PROPN
alkej-622	59	7	to	to	PART
alkej-622	59	8	calculate	calculate	VERB
alkej-622	59	9	the	the	DET
alkej-622	59	10	cost	cost	NOUN
alkej-622	59	11	required	require	VERB
alkej-622	59	12	for	for	ADP
alkej-622	59	13	english	english	ADJ
alkej-622	59	14	digit	digit	NOUN
alkej-622	59	15	number	number	NOUN
alkej-622	59	16	nn	nn	PROPN
alkej-622	59	17	in	in	ADP
alkej-622	59	18	fpga	fpga	PROPN
alkej-622	59	19	,	,	PUNCT
alkej-622	59	20	it	it	PRON
alkej-622	59	21	should	should	AUX
alkej-622	59	22	be	be	AUX
alkej-622	59	23	declared	declare	VERB
alkej-622	59	24	the	the	DET
alkej-622	59	25	way	way	NOUN
alkej-622	59	26	of	of	ADP
alkej-622	59	27	selecting	select	VERB
alkej-622	59	28	activation	activation	NOUN
alkej-622	59	29	function	function	NOUN
alkej-622	59	30	against	against	ADP
alkej-622	59	31	truncation	truncation	NOUN
alkej-622	59	32	approach	approach	NOUN
alkej-622	59	33	as	as	ADP
alkej-622	59	34	following	follow	VERB
alkej-622	59	35	:	:	PUNCT
alkej-622	59	36	4.1.sigmoid	4.1.sigmoid	NUM
alkej-622	59	37	function	function	NOUN
alkej-622	59	38	without	without	ADP
alkej-622	59	39	truncation	truncation	NOUN
alkej-622	59	40	(	(	PUNCT
alkej-622	59	41	30	30	NUM
alkej-622	59	42	-	-	PUNCT
alkej-622	59	43	bit	bit	NOUN
alkej-622	59	44	)	)	PUNCT
alkej-622	59	45	before	before	ADP
alkej-622	59	46	calculating	calculate	VERB
alkej-622	59	47	the	the	DET
alkej-622	59	48	cost	cost	NOUN
alkej-622	59	49	of	of	ADP
alkej-622	59	50	fpga	fpga	PROPN
alkej-622	59	51	based	base	VERB
alkej-622	59	52	digit	digit	PROPN
alkej-622	59	53	nn	nn	PROPN
alkej-622	59	54	,	,	PUNCT
alkej-622	59	55	it	it	PRON
alkej-622	59	56	should	should	AUX
alkej-622	59	57	be	be	AUX
alkej-622	59	58	known	know	VERB
alkej-622	59	59	that	that	SCONJ
alkej-622	59	60	this	this	DET
alkej-622	59	61	function	function	NOUN
alkej-622	59	62	produced	produce	VERB
alkej-622	59	63	floating	float	VERB
alkej-622	59	64	-	-	PUNCT
alkej-622	59	65	point	point	NOUN
alkej-622	59	66	values	value	NOUN
alkej-622	59	67	.	.	PUNCT
alkej-622	60	1	then	then	ADV
alkej-622	60	2	,	,	PUNCT
alkej-622	60	3	it	it	PRON
alkej-622	60	4	required	require	VERB
alkej-622	60	5	a	a	DET
alkej-622	60	6	large	large	ADJ
alkej-622	60	7	number	number	NOUN
alkej-622	60	8	of	of	ADP
alkej-622	60	9	logic	logic	NOUN
alkej-622	60	10	storage	storage	NOUN
alkej-622	60	11	as	as	ADP
alkej-622	60	12	basic	basic	ADJ
alkej-622	60	13	logic	logic	NOUN
alkej-622	60	14	cells	cell	NOUN
alkej-622	60	15	(	(	PUNCT
alkej-622	60	16	lcs	lcs	PROPN
alkej-622	60	17	)	)	PUNCT
alkej-622	60	18	called	call	VERB
alkej-622	60	19	lookuptables	lookuptable	NOUN
alkej-622	60	20	(	(	PUNCT
alkej-622	60	21	luts	luts	PROPN
alkej-622	60	22	)	)	PUNCT
alkej-622	60	23	.	.	PUNCT
alkej-622	61	1	these	these	DET
alkej-622	61	2	lcs	lcs	PROPN
alkej-622	61	3	are	be	AUX
alkej-622	61	4	formed	form	VERB
alkej-622	61	5	as	as	ADP
alkej-622	61	6	ram	ram	NOUN
alkej-622	61	7	to	to	PART
alkej-622	61	8	store	store	VERB
alkej-622	61	9	the	the	DET
alkej-622	61	10	output	output	NOUN
alkej-622	61	11	value	value	NOUN
alkej-622	61	12	of	of	ADP
alkej-622	61	13	this	this	DET
alkej-622	61	14	function	function	NOUN
alkej-622	61	15	in	in	ADP
alkej-622	61	16	each	each	DET
alkej-622	61	17	unit	unit	NOUN
alkej-622	61	18	in	in	ADP
alkej-622	61	19	the	the	DET
alkej-622	61	20	nn	nn	PROPN
alkej-622	61	21	algorithm	algorithm	NOUN
alkej-622	61	22	.	.	PUNCT
alkej-622	62	1	for	for	ADP
alkej-622	62	2	30	30	NUM
alkej-622	62	3	-	-	PUNCT
alkej-622	62	4	bit	bit	NOUN
alkej-622	62	5	flotation	flotation	NOUN
alkej-622	62	6	-	-	PUNCT
alkej-622	62	7	point	point	NOUN
alkej-622	62	8	,	,	PUNCT
alkej-622	62	9	ram	ram	NOUN
alkej-622	62	10	cost	cost	NOUN
alkej-622	62	11	implementation	implementation	NOUN
alkej-622	62	12	in	in	ADP
alkej-622	62	13	fpga	fpga	PROPN
alkej-622	62	14	30	30	NUM
alkej-622	62	15	-	-	PUNCT
alkej-622	62	16	bit	bit	NOUN
alkej-622	62	17	input	input	NOUN
alkej-622	62	18	and	and	CCONJ
alkej-622	62	19	30bit	30bit	NOUN
alkej-622	62	20	output	output	NOUN
alkej-622	62	21	,	,	PUNCT
alkej-622	62	22	for	for	ADP
alkej-622	62	23	each	each	DET
alkej-622	62	24	unit	unit	NOUN
alkej-622	62	25	in	in	ADP
alkej-622	62	26	nn	nn	PROPN
alkej-622	62	27	algorithm	algorithm	NOUN
alkej-622	62	28	.	.	PUNCT
alkej-622	63	1	then	then	ADV
alkej-622	63	2	,	,	PUNCT
alkej-622	63	3	when	when	SCONJ
alkej-622	63	4	sigmoid	sigmoid	NOUN
alkej-622	63	5	function	function	NOUN
alkej-622	63	6	applied	apply	VERB
alkej-622	63	7	in	in	ADP
alkej-622	63	8	algorithm	algorithm	NOUN
alkej-622	63	9	design	design	NOUN
alkej-622	63	10	is	be	AUX
alkej-622	63	11	increased	increase	VERB
alkej-622	63	12	number	number	NOUN
alkej-622	63	13	of	of	ADP
alkej-622	63	14	lcs	lcs	NOUN
alkej-622	63	15	,	,	PUNCT
alkej-622	63	16	so	so	SCONJ
alkej-622	63	17	that	that	SCONJ
alkej-622	63	18	,	,	PUNCT
alkej-622	63	19	it	it	PRON
alkej-622	63	20	increased	increase	VERB
alkej-622	63	21	the	the	DET
alkej-622	63	22	over	over	ADP
alkej-622	63	23	all	all	PRON
alkej-622	63	24	hardware	hardware	NOUN
alkej-622	63	25	resources	resource	NOUN
alkej-622	63	26	of	of	ADP
alkej-622	63	27	nn	nn	X
alkej-622	63	28	algorithm	algorithm	NOUN
alkej-622	63	29	.	.	PUNCT
alkej-622	64	1	the	the	DET
alkej-622	64	2	average	average	ADJ
alkej-622	64	3	cost	cost	NOUN
alkej-622	64	4	of	of	ADP
alkej-622	64	5	each	each	DET
alkej-622	64	6	unit	unit	NOUN
alkej-622	64	7	(	(	PUNCT
alkej-622	64	8	node	node	NOUN
alkej-622	64	9	)	)	PUNCT
alkej-622	64	10	is	be	AUX
alkej-622	64	11	calculated	calculate	VERB
alkej-622	64	12	according	accord	VERB
alkej-622	64	13	to	to	ADP
alkej-622	64	14	equation	equation	NOUN
alkej-622	64	15	(	(	PUNCT
alkej-622	64	16	1	1	NUM
alkej-622	64	17	)	)	PUNCT
alkej-622	64	18	.	.	PUNCT
alkej-622	65	1			VERB
alkej-622	65	2			PUNCT
alkej-622	65	3	*	*	PUNCT
alkej-622	65	4	*	*	PUNCT
alkej-622	65	5	/	/	SYM
alkej-622	65	6	nnunitcost	nnunitcost	ADJ
alkej-622	65	7	(	(	PUNCT
alkej-622	65	8	1	1	NUM
alkej-622	65	9	)	)	PUNCT
alkej-622	65	10	where	where	SCONJ
alkej-622	65	11	,	,	PUNCT
alkej-622	65	12	n	n	NOUN
alkej-622	65	13	=	=	NOUN
alkej-622	65	14	number	number	NOUN
alkej-622	65	15	of	of	ADP
alkej-622	65	16	bits	bit	NOUN
alkej-622	65	17	in	in	ADP
alkej-622	65	18	data	datum	NOUN
alkej-622	65	19	bus	bus	NOUN
alkej-622	65	20	.	.	PUNCT
alkej-622	66	1	α	α	NOUN
alkej-622	66	2	=	=	NOUN
alkej-622	66	3	cost	cost	NOUN
alkej-622	66	4	for	for	ADP
alkej-622	66	5	each	each	DET
alkej-622	66	6	multiplier	multipli	ADJ
alkej-622	66	7	in	in	ADP
alkej-622	66	8	fpga	fpga	PROPN
alkej-622	66	9	.	.	PUNCT
alkej-622	67	1	β	β	X
alkej-622	67	2	=	=	PUNCT
alkej-622	67	3	cost	cost	NOUN
alkej-622	67	4	for	for	ADP
alkej-622	67	5	each	each	DET
alkej-622	67	6	adder	adder	NOUN
alkej-622	67	7	/	/	SYM
alkej-622	67	8	subtractor	subtractor	NOUN
alkej-622	67	9	in	in	ADP
alkej-622	67	10	fpga	fpga	PROPN
alkej-622	67	11	.	.	PUNCT
alkej-622	68	1	δ	δ	X
alkej-622	68	2	=	=	PUNCT
alkej-622	68	3	cost	cost	NOUN
alkej-622	68	4	for	for	ADP
alkej-622	68	5	each	each	DET
alkej-622	68	6	lut	lut	PROPN
alkej-622	68	7	in	in	ADP
alkej-622	68	8	fpga	fpga	PROPN
alkej-622	68	9	for	for	ADP
alkej-622	68	10	sigmoid	sigmoid	NOUN
alkej-622	68	11	function	function	NOUN
alkej-622	68	12	.	.	PUNCT
alkej-622	69	1	ifor	ifor	PROPN
alkej-622	69	2	n=30	n=30	PROPN
alkej-622	69	3	bit	bite	VERB
alkej-622	69	4	with	with	ADP
alkej-622	69	5	sigmoid	sigmoid	NOUN
alkej-622	69	6	function	function	NOUN
alkej-622	69	7	α	α	PROPN
alkej-622	69	8	is	be	AUX
alkej-622	69	9	a	a	DET
alkej-622	69	10	(	(	PUNCT
alkej-622	69	11	30	30	NUM
alkej-622	69	12	*	*	SYM
alkej-622	69	13	30)-bit	30)-bit	NUM
alkej-622	69	14	multiplier	multipli	ADJ
alkej-622	69	15	and	and	CCONJ
alkej-622	69	16	require	require	VERB
alkej-622	69	17	about	about	ADP
alkej-622	69	18	(	(	PUNCT
alkej-622	69	19	2250	2250	NUM
alkej-622	69	20	)	)	PUNCT
alkej-622	69	21	cell	cell	NOUN
alkej-622	69	22	.	.	PUNCT
alkej-622	70	1	β	β	X
alkej-622	70	2	is	be	AUX
alkej-622	70	3	a	a	DET
alkej-622	70	4	30	30	NUM
alkej-622	70	5	-	-	PUNCT
alkej-622	70	6	bit	bit	NOUN
alkej-622	70	7	adder	adder	NOUN
alkej-622	70	8	/	/	SYM
alkej-622	70	9	subtractor	subtractor	NOUN
alkej-622	70	10	and	and	CCONJ
alkej-622	70	11	require	require	VERB
alkej-622	70	12	about	about	ADP
alkej-622	70	13	(	(	PUNCT
alkej-622	70	14	225	225	NUM
alkej-622	70	15	)	)	PUNCT
alkej-622	70	16	cell	cell	NOUN
alkej-622	70	17	.	.	PUNCT
alkej-622	71	1	finally	finally	ADV
alkej-622	71	2	δ	δ	PROPN
alkej-622	71	3	requires	require	VERB
alkej-622	71	4	about	about	ADP
alkej-622	71	5	(	(	PUNCT
alkej-622	71	6	125000	125000	NUM
alkej-622	71	7	)	)	PUNCT
alkej-622	71	8	cell	cell	NOUN
alkej-622	71	9	using	use	VERB
alkej-622	71	10	cordic	cordic	ADJ
alkej-622	71	11	approach	approach	NOUN
alkej-622	71	12	.	.	PUNCT
alkej-622	72	1	so	so	ADV
alkej-622	72	2	that	that	SCONJ
alkej-622	72	3	,	,	PUNCT
alkej-622	72	4	the	the	DET
alkej-622	72	5	cost	cost	NOUN
alkej-622	72	6	of	of	ADP
alkej-622	72	7	arithmetic	arithmetic	ADJ
alkej-622	72	8	components	component	NOUN
alkej-622	72	9	/	/	SYM
alkej-622	72	10	unit	unit	NOUN
alkej-622	72	11	(	(	PUNCT
alkej-622	72	12	for	for	ADP
alkej-622	72	13	30	30	NUM
alkej-622	72	14	-	-	PUNCT
alkej-622	72	15	bit	bit	NOUN
alkej-622	72	16	sigmoid	sigmoid	NOUN
alkej-622	72	17	)	)	PUNCT
alkej-622	72	18			NUM
alkej-622	72	19	200,000	200,000	NUM
alkej-622	72	20	cell	cell	NOUN
alkej-622	72	21	.	.	PUNCT
alkej-622	73	1	therefore	therefore	ADV
alkej-622	73	2	for	for	ADP
alkej-622	73	3	english	english	PROPN
alkej-622	73	4	digit	digit	NOUN
alkej-622	73	5	nn	nn	PROPN
alkej-622	73	6	algorithm	algorithm	NOUN
alkej-622	73	7	from	from	ADP
alkej-622	73	8	previously	previously	ADV
alkej-622	73	9	,	,	PUNCT
alkej-622	73	10	there	there	PRON
alkej-622	73	11	are	be	VERB
alkej-622	73	12	seventy	seventy	NUM
alkej-622	73	13	units	unit	NOUN
alkej-622	73	14	then	then	ADV
alkej-622	73	15	:	:	PUNCT
alkej-622	73	16	total	total	ADJ
alkej-622	73	17	cost	cost	NOUN
alkej-622	73	18	(	(	PUNCT
alkej-622	73	19	for	for	ADP
alkej-622	73	20	english	english	PROPN
alkej-622	73	21	digit	digit	PROPN
alkej-622	73	22	nn	nn	PROPN
alkej-622	73	23	)	)	PUNCT
alkej-622	73	24	=	=	NOUN
alkej-622	73	25	200,000	200,000	NUM
alkej-622	73	26	*	*	SYM
alkej-622	73	27	70	70	NUM
alkej-622	73	28	=	=	SYM
alkej-622	73	29	14,000,000	14,000,000	NUM
alkej-622	73	30	cell	cell	NOUN
alkej-622	73	31	.	.	PUNCT
alkej-622	74	1	this	this	DET
alkej-622	74	2	process	process	NOUN
alkej-622	74	3	can	can	AUX
alkej-622	74	4	be	be	AUX
alkej-622	74	5	achieved	achieve	VERB
alkej-622	74	6	approximately	approximately	ADV
alkej-622	74	7	by	by	ADP
alkej-622	74	8	17	17	NUM
alkej-622	74	9	of	of	ADP
alkej-622	74	10	propagation	propagation	NOUN
alkej-622	74	11	gates	gate	NOUN
alkej-622	74	12	delay	delay	NOUN
alkej-622	74	13	.	.	PUNCT
alkej-622	75	1	activation	activation	NOUN
alkej-622	75	2	function	function	NOUN
alkej-622	75	3	quantization	quantization	NOUN
alkej-622	75	4	error	error	NOUN
alkej-622	75	5	without	without	ADP
alkej-622	75	6	truncation	truncation	NOUN
alkej-622	75	7	(	(	PUNCT
alkej-622	75	8	30	30	NUM
alkej-622	75	9	-	-	PUNCT
alkej-622	75	10	bit	bit	NOUN
alkej-622	75	11	)	)	PUNCT
alkej-622	75	12	direct	direct	ADJ
alkej-622	75	13	truncation	truncation	NOUN
alkej-622	75	14	after	after	ADP
alkej-622	75	15	learning	learn	VERB
alkej-622	75	16	(	(	PUNCT
alkej-622	75	17	10	10	NUM
alkej-622	75	18	-	-	PUNCT
alkej-622	75	19	bit	bit	NOUN
alkej-622	75	20	)	)	PUNCT
alkej-622	75	21	sigmoid	sigmoid	NOUN
alkej-622	75	22	bipolar	bipolar	ADJ
alkej-622	75	23	2	2	NUM
alkej-622	75	24	%	%	NOUN
alkej-622	75	25	4	4	NUM
alkej-622	75	26	%	%	NOUN
alkej-622	75	27	13	13	NUM
alkej-622	75	28	-	-	SYM
alkej-622	75	29	19	19	NUM
alkej-622	75	30	%	%	NOUN
alkej-622	75	31	18	18	NUM
alkej-622	75	32	-	-	SYM
alkej-622	75	33	26	26	NUM
alkej-622	75	34	%	%	NOUN
alkej-622	75	35	table	table	NOUN
alkej-622	75	36	(	(	PUNCT
alkej-622	75	37	1	1	NUM
alkej-622	75	38	):	):	PUNCT
alkej-622	75	39	quntization	quntization	NOUN
alkej-622	75	40	error	error	NOUN
alkej-622	75	41	with	with	ADP
alkej-622	75	42	and	and	CCONJ
alkej-622	75	43	without	without	ADP
alkej-622	75	44	truncation	truncation	NOUN
alkej-622	75	45	this	this	DET
alkej-622	75	46	page	page	NOUN
alkej-622	75	47	was	be	AUX
alkej-622	75	48	created	create	VERB
alkej-622	75	49	using	use	VERB
alkej-622	75	50	nitro	nitro	NOUN
alkej-622	75	51	pdf	pdf	NOUN
alkej-622	75	52	trial	trial	NOUN
alkej-622	75	53	software	software	NOUN
alkej-622	75	54	.	.	PUNCT
alkej-622	76	1	to	to	PART
alkej-622	76	2	purchase	purchase	VERB
alkej-622	76	3	,	,	PUNCT
alkej-622	76	4	go	go	VERB
alkej-622	76	5	to	to	ADP
alkej-622	76	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-622	76	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-622	76	8	ammar	ammar	PROPN
alkej-622	76	9	a.	a.	PROPN
alkej-622	76	10	hassan	hassan	PROPN
alkej-622	76	11	/al	/al	PROPN
alkej-622	76	12	-	-	PUNCT
alkej-622	76	13	khwarizmi	khwarizmi	PROPN
alkej-622	76	14	engineering	engineering	NOUN
alkej-622	76	15	journal	journal	PROPN
alkej-622	76	16	,	,	PUNCT
alkej-622	76	17	vol.3	vol.3	PROPN
alkej-622	76	18	,	,	PUNCT
alkej-622	76	19	no	no	INTJ
alkej-622	76	20	.	.	NOUN
alkej-622	76	21	1	1	NUM
alkej-622	76	22	pp	pp	ADP
alkej-622	77	1	99(2007	99(2007	NUM
alkej-622	77	2	)	)	PUNCT
alkej-622	77	3	٨٥	٨٥	NUM
alkej-622	77	4	iiwhen	iiwhen	ADJ
alkej-622	77	5	applying	apply	VERB
alkej-622	77	6	truncation	truncation	NOUN
alkej-622	77	7	technique	technique	NOUN
alkej-622	77	8	through	through	ADP
alkej-622	77	9	the	the	DET
alkej-622	77	10	learning	learning	NOUN
alkej-622	77	11	process	process	NOUN
alkej-622	77	12	with	with	ADP
alkej-622	77	13	sigmoid	sigmoid	NOUN
alkej-622	77	14	function	function	NOUN
alkej-622	77	15	on	on	ADP
alkej-622	77	16	ann	ann	PROPN
alkej-622	77	17	,	,	PUNCT
alkej-622	77	18	the	the	DET
alkej-622	77	19	unit	unit	NOUN
alkej-622	77	20	output	output	NOUN
alkej-622	77	21	precision	precision	NOUN
alkej-622	77	22	reduces	reduce	VERB
alkej-622	77	23	to	to	PART
alkej-622	77	24	be	be	AUX
alkej-622	77	25	10	10	NUM
alkej-622	77	26	-	-	PUNCT
alkej-622	77	27	bit	bit	NOUN
alkej-622	77	28	and	and	CCONJ
alkej-622	77	29	using	use	VERB
alkej-622	77	30	equation	equation	NOUN
alkej-622	77	31	(	(	PUNCT
alkej-622	77	32	1	1	NUM
alkej-622	77	33	)	)	PUNCT
alkej-622	77	34	.	.	PUNCT
alkej-622	78	1	total	total	ADJ
alkej-622	78	2	cost	cost	NOUN
alkej-622	78	3	/	/	SYM
alkej-622	78	4	unit	unit	NOUN
alkej-622	78	5			ADP
alkej-622	78	6	4000	4000	NUM
alkej-622	78	7	cell	cell	NOUN
alkej-622	78	8	.	.	PUNCT
alkej-622	79	1	where	where	SCONJ
alkej-622	79	2	n	n	ADV
alkej-622	79	3	=	=	SYM
alkej-622	79	4	10	10	NUM
alkej-622	79	5	-	-	PUNCT
alkej-622	79	6	bit	bit	NOUN
alkej-622	79	7	,	,	PUNCT
alkej-622	79	8	α	α	NOUN
alkej-622	79	9	=	=	SYM
alkej-622	79	10	300	300	NUM
alkej-622	79	11	cell	cell	NOUN
alkej-622	79	12	,	,	PUNCT
alkej-622	79	13	β	β	X
alkej-622	79	14	=	=	SYM
alkej-622	79	15	75	75	NUM
alkej-622	79	16	cell	cell	NOUN
alkej-622	79	17	,	,	PUNCT
alkej-622	79	18	and	and	CCONJ
alkej-622	79	19	δ	δ	PROPN
alkej-622	79	20	=	=	NOUN
alkej-622	80	1	60	60	NUM
alkej-622	80	2	cell	cell	NOUN
alkej-622	80	3	.	.	PUNCT
alkej-622	81	1	total	total	ADJ
alkej-622	81	2	cost	cost	NOUN
alkej-622	81	3	(	(	PUNCT
alkej-622	81	4	for	for	ADP
alkej-622	81	5	english	english	PROPN
alkej-622	81	6	digit	digit	NOUN
alkej-622	81	7	nn	nn	PROPN
alkej-622	81	8	)	)	PUNCT
alkej-622	81	9	=	=	SYM
alkej-622	81	10	4000	4000	NUM
alkej-622	81	11	*	*	SYM
alkej-622	81	12	70	70	NUM
alkej-622	81	13	=	=	SYM
alkej-622	81	14	280,000	280,000	NUM
alkej-622	81	15	cell	cell	NOUN
alkej-622	81	16	with	with	ADP
alkej-622	81	17	over	over	ADP
alkej-622	81	18	all	all	DET
alkej-622	81	19	propagation	propagation	NOUN
alkej-622	81	20	delay	delay	NOUN
alkej-622	81	21	reduced	reduce	VERB
alkej-622	81	22	to	to	ADP
alkej-622	81	23	7	7	NUM
alkej-622	81	24	propagation	propagation	NOUN
alkej-622	81	25	gates	gate	NOUN
alkej-622	81	26	delay	delay	NOUN
alkej-622	81	27	.	.	PUNCT
alkej-622	82	1	from	from	ADP
alkej-622	82	2	this	this	DET
alkej-622	82	3	result	result	NOUN
alkej-622	82	4	,	,	PUNCT
alkej-622	82	5	when	when	SCONJ
alkej-622	82	6	applying	apply	VERB
alkej-622	82	7	this	this	DET
alkej-622	82	8	technique	technique	NOUN
alkej-622	82	9	in	in	ADP
alkej-622	82	10	nn	nn	PROPN
alkej-622	82	11	algorithm	algorithm	NOUN
alkej-622	82	12	design	design	NOUN
alkej-622	82	13	it	it	PRON
alkej-622	82	14	can	can	AUX
alkej-622	82	15	reduce	reduce	VERB
alkej-622	82	16	number	number	NOUN
alkej-622	82	17	of	of	ADP
alkej-622	82	18	luts	luts	PROPN
alkej-622	82	19	on	on	ADP
alkej-622	82	20	fpga	fpga	PROPN
alkej-622	82	21	and	and	CCONJ
alkej-622	82	22	so	so	ADV
alkej-622	82	23	reduce	reduce	VERB
alkej-622	82	24	the	the	DET
alkej-622	82	25	over	over	ADP
alkej-622	82	26	all	all	DET
alkej-622	82	27	hardware	hardware	NOUN
alkej-622	82	28	resources	resource	NOUN
alkej-622	82	29	capacity	capacity	NOUN
alkej-622	82	30	.	.	PUNCT
alkej-622	83	1	4.2.bipolar	4.2.bipolar	NUM
alkej-622	83	2	function	function	NOUN
alkej-622	83	3	as	as	SCONJ
alkej-622	83	4	demonstrated	demonstrate	VERB
alkej-622	83	5	from	from	ADP
alkej-622	83	6	previous	previous	ADJ
alkej-622	83	7	section	section	NOUN
alkej-622	83	8	,	,	PUNCT
alkej-622	83	9	it	it	PRON
alkej-622	83	10	required	require	VERB
alkej-622	83	11	a	a	DET
alkej-622	83	12	large	large	ADJ
alkej-622	83	13	number	number	NOUN
alkej-622	83	14	of	of	ADP
alkej-622	83	15	cells	cell	NOUN
alkej-622	83	16	to	to	PART
alkej-622	83	17	implement	implement	VERB
alkej-622	83	18	nn	nn	PROPN
alkej-622	83	19	based	base	VERB
alkej-622	83	20	on	on	ADP
alkej-622	83	21	sigmoid	sigmoid	NOUN
alkej-622	83	22	function	function	NOUN
alkej-622	83	23	.	.	PUNCT
alkej-622	84	1	then	then	ADV
alkej-622	84	2	,	,	PUNCT
alkej-622	84	3	bipolar	bipolar	ADJ
alkej-622	84	4	function	function	NOUN
alkej-622	84	5	instead	instead	ADV
alkej-622	84	6	of	of	ADP
alkej-622	84	7	sigmoid	sigmoid	NOUN
alkej-622	84	8	function	function	NOUN
alkej-622	84	9	in	in	ADP
alkej-622	84	10	a	a	DET
alkej-622	84	11	nn	nn	X
alkej-622	84	12	algorithm	algorithm	NOUN
alkej-622	84	13	can	can	AUX
alkej-622	84	14	be	be	AUX
alkej-622	84	15	used	use	VERB
alkej-622	84	16	.	.	PUNCT
alkej-622	85	1	where	where	SCONJ
alkej-622	85	2	,	,	PUNCT
alkej-622	85	3	this	this	DET
alkej-622	85	4	function	function	NOUN
alkej-622	85	5	does	do	AUX
alkej-622	85	6	not	not	PART
alkej-622	85	7	need	need	VERB
alkej-622	85	8	storage	storage	NOUN
alkej-622	85	9	cells	cell	NOUN
alkej-622	85	10	for	for	ADP
alkej-622	85	11	the	the	DET
alkej-622	85	12	output	output	NOUN
alkej-622	85	13	values	value	NOUN
alkej-622	85	14	in	in	ADP
alkej-622	85	15	luts	luts	PROPN
alkej-622	85	16	,	,	PUNCT
alkej-622	85	17	because	because	SCONJ
alkej-622	85	18	the	the	DET
alkej-622	85	19	output	output	NOUN
alkej-622	85	20	from	from	ADP
alkej-622	85	21	this	this	DET
alkej-622	85	22	function	function	NOUN
alkej-622	85	23	is	be	AUX
alkej-622	85	24	either	either	CCONJ
alkej-622	85	25	“	"	PUNCT
alkej-622	85	26	-1	-1	ADJ
alkej-622	85	27	”	"	PUNCT
alkej-622	85	28	or	or	CCONJ
alkej-622	85	29	“	"	PUNCT
alkej-622	85	30	1	1	NUM
alkej-622	85	31	”	"	PUNCT
alkej-622	85	32	,	,	PUNCT
alkej-622	85	33	this	this	DET
alkej-622	85	34	technique	technique	NOUN
alkej-622	85	35	called	call	VERB
alkej-622	85	36	multiplierless	multiplierless	NOUN
alkej-622	85	37	technique	technique	NOUN
alkej-622	85	38	.	.	PUNCT
alkej-622	86	1	this	this	DET
alkej-622	86	2	approach	approach	NOUN
alkej-622	86	3	has	have	VERB
alkej-622	86	4	α	α	NOUN
alkej-622	86	5	=	=	SYM
alkej-622	86	6	1	1	NUM
alkej-622	86	7	cell	cell	NOUN
alkej-622	86	8	and	and	CCONJ
alkej-622	86	9	δ=0	δ=0	NOUN
alkej-622	86	10	cell	cell	NOUN
alkej-622	86	11	therefore	therefore	ADV
alkej-622	86	12	,	,	PUNCT
alkej-622	86	13	the	the	DET
alkej-622	86	14	cost	cost	NOUN
alkej-622	86	15	for	for	ADP
alkej-622	86	16	each	each	DET
alkej-622	86	17	unit	unit	NOUN
alkej-622	86	18	in	in	ADP
alkej-622	86	19	a	a	DET
alkej-622	86	20	nn	nn	X
alkej-622	86	21	algorithm	algorithm	NOUN
alkej-622	86	22	based	base	VERB
alkej-622	86	23	bipolar	bipolar	ADJ
alkej-622	86	24	function	function	NOUN
alkej-622	86	25	calculated	calculate	VERB
alkej-622	86	26	using	use	VERB
alkej-622	86	27	equation	equation	NOUN
alkej-622	86	28	(	(	PUNCT
alkej-622	86	29	2	2	NUM
alkej-622	86	30	)	)	PUNCT
alkej-622	86	31	.	.	PUNCT
alkej-622	87	1	*/	*/	PROPN
alkej-622	87	2	nnunitcost	nnunitcost	PROPN
alkej-622	87	3			PROPN
alkej-622	87	4	(	(	PUNCT
alkej-622	87	5	2	2	NUM
alkej-622	87	6	)	)	PUNCT
alkej-622	87	7	n	n	NOUN
alkej-622	87	8	=	=	NOUN
alkej-622	87	9	number	number	NOUN
alkej-622	87	10	of	of	ADP
alkej-622	87	11	bits	bit	NOUN
alkej-622	87	12	in	in	ADP
alkej-622	87	13	data	datum	NOUN
alkej-622	87	14	bus	bus	NOUN
alkej-622	87	15	.	.	PUNCT
alkej-622	88	1	β	β	X
alkej-622	88	2	=	=	PUNCT
alkej-622	88	3	cost	cost	NOUN
alkej-622	88	4	for	for	ADP
alkej-622	88	5	each	each	DET
alkej-622	88	6	adder	adder	NOUN
alkej-622	88	7	/	/	SYM
alkej-622	88	8	subtractor	subtractor	NOUN
alkej-622	88	9	in	in	ADP
alkej-622	88	10	fpga	fpga	PROPN
alkej-622	88	11	.	.	PUNCT
alkej-622	89	1	iwithout	iwithout	PROPN
alkej-622	89	2	truncation	truncation	NOUN
alkej-622	89	3	technique	technique	NOUN
alkej-622	89	4	(	(	PUNCT
alkej-622	89	5	i.e.	i.e.	X
alkej-622	89	6	n=30	n=30	NOUN
alkej-622	89	7	-	-	PUNCT
alkej-622	89	8	bit	bit	NOUN
alkej-622	89	9	)	)	PUNCT
alkej-622	90	1	β	β	NOUN
alkej-622	90	2	=	=	NOUN
alkej-622	90	3	215	215	NUM
alkej-622	90	4	cell	cell	NOUN
alkej-622	90	5	,	,	PUNCT
alkej-622	90	6	therefor	therefor	ADP
alkej-622	90	7	the	the	DET
alkej-622	90	8	cost	cost	NOUN
alkej-622	90	9	/	/	SYM
alkej-622	90	10	unit	unit	NOUN
alkej-622	90	11			ADP
alkej-622	90	12	6,500	6,500	NUM
alkej-622	90	13	cell	cell	NOUN
alkej-622	90	14	.	.	PUNCT
alkej-622	91	1	this	this	DET
alkej-622	91	2	process	process	NOUN
alkej-622	91	3	exceeds	exceed	VERB
alkej-622	91	4	in	in	ADP
alkej-622	91	5	17	17	NUM
alkej-622	91	6	propagation	propagation	NOUN
alkej-622	91	7	gates	gate	NOUN
alkej-622	91	8	delay	delay	NOUN
alkej-622	91	9	.	.	PUNCT
alkej-622	92	1	then	then	ADV
alkej-622	92	2	,	,	PUNCT
alkej-622	92	3	to	to	PART
alkej-622	92	4	implement	implement	VERB
alkej-622	92	5	the	the	DET
alkej-622	92	6	english	english	PROPN
alkej-622	92	7	digit	digit	PROPN
alkej-622	92	8	nn	nn	PROPN
alkej-622	92	9	,	,	PUNCT
alkej-622	92	10	that	that	PRON
alkej-622	92	11	included	include	VERB
alkej-622	92	12	70	70	NUM
alkej-622	92	13	active	active	ADJ
alkej-622	92	14	neurons	neuron	NOUN
alkej-622	92	15	the	the	DET
alkej-622	92	16	total	total	ADJ
alkej-622	92	17	cost	cost	NOUN
alkej-622	92	18			ADP
alkej-622	92	19	455,000	455,000	NUM
alkej-622	92	20	cell	cell	NOUN
alkej-622	92	21	.	.	PUNCT
alkej-622	93	1	iiwith	iiwith	ADP
alkej-622	93	2	truncation	truncation	NOUN
alkej-622	93	3	technique	technique	NOUN
alkej-622	93	4	(	(	PUNCT
alkej-622	93	5	i.e.	i.e.	X
alkej-622	93	6	n=10	n=10	NOUN
alkej-622	93	7	-	-	PUNCT
alkej-622	93	8	bit	bit	NOUN
alkej-622	93	9	)	)	PUNCT
alkej-622	93	10	β	β	NOUN
alkej-622	93	11	=	=	SYM
alkej-622	93	12	64	64	NUM
alkej-622	93	13	cell	cell	NOUN
alkej-622	93	14	,	,	PUNCT
alkej-622	93	15	therefor	therefor	ADP
alkej-622	93	16	the	the	DET
alkej-622	93	17	cost	cost	NOUN
alkej-622	93	18	/	/	SYM
alkej-622	93	19	unit	unit	NOUN
alkej-622	93	20	=	=	NOUN
alkej-622	93	21	650	650	NUM
alkej-622	93	22	cell	cell	NOUN
alkej-622	93	23	.	.	PUNCT
alkej-622	94	1	also	also	ADV
alkej-622	94	2	,	,	PUNCT
alkej-622	94	3	this	this	DET
alkej-622	94	4	process	process	NOUN
alkej-622	94	5	exceeds	exceed	VERB
alkej-622	94	6	in	in	ADP
alkej-622	94	7	7	7	NUM
alkej-622	94	8	propagation	propagation	NOUN
alkej-622	94	9	gates	gate	NOUN
alkej-622	94	10	delay	delay	NOUN
alkej-622	94	11	.	.	PUNCT
alkej-622	95	1	so	so	ADV
alkej-622	95	2	that	that	SCONJ
alkej-622	95	3	,	,	PUNCT
alkej-622	95	4	to	to	PART
alkej-622	95	5	implement	implement	VERB
alkej-622	95	6	the	the	DET
alkej-622	95	7	english	english	PROPN
alkej-622	95	8	digit	digit	NOUN
alkej-622	95	9	nn	nn	PROPN
alkej-622	95	10	that	that	PRON
alkej-622	95	11	included	include	VERB
alkej-622	95	12	70	70	NUM
alkej-622	95	13	neurons	neuron	NOUN
alkej-622	95	14	the	the	DET
alkej-622	95	15	total	total	ADJ
alkej-622	95	16	cost	cost	NOUN
alkej-622	95	17			ADP
alkej-622	95	18	45,500	45,500	NUM
alkej-622	95	19	cell	cell	NOUN
alkej-622	95	20	.	.	PUNCT
alkej-622	96	1	then	then	ADV
alkej-622	96	2	,	,	PUNCT
alkej-622	96	3	the	the	DET
alkej-622	96	4	total	total	ADJ
alkej-622	96	5	luts	luts	PROPN
alkej-622	96	6	cost	cost	NOUN
alkej-622	96	7	of	of	ADP
alkej-622	96	8	nn	nn	PROPN
alkej-622	96	9	can	can	AUX
alkej-622	96	10	be	be	AUX
alkej-622	96	11	reduced	reduce	VERB
alkej-622	96	12	when	when	SCONJ
alkej-622	96	13	applying	apply	VERB
alkej-622	96	14	bipolar	bipolar	ADJ
alkej-622	96	15	function	function	NOUN
alkej-622	96	16	with	with	ADP
alkej-622	96	17	truncation	truncation	NOUN
alkej-622	96	18	technique	technique	NOUN
alkej-622	96	19	on	on	ADP
alkej-622	96	20	fpgas	fpgas	NOUN
alkej-622	96	21	.	.	PUNCT
alkej-622	97	1	5.proposed	5.proposed	NUM
alkej-622	97	2	backpropagation	backpropagation	NOUN
alkej-622	97	3	algorithm	algorithm	NOUN
alkej-622	97	4	[	[	X
alkej-622	97	5	5	5	NUM
alkej-622	97	6	]	]	PUNCT
alkej-622	97	7	an	an	DET
alkej-622	97	8	ann	ann	PROPN
alkej-622	97	9	using	use	VERB
alkej-622	97	10	the	the	DET
alkej-622	97	11	classic	classic	ADJ
alkej-622	97	12	backpropagation	backpropagation	NOUN
alkej-622	97	13	algorithm	algorithm	NOUN
alkej-622	97	14	[	[	X
alkej-622	97	15	6	6	NUM
alkej-622	97	16	]	]	PUNCT
alkej-622	97	17	as	as	ADP
alkej-622	97	18	in	in	ADP
alkej-622	97	19	fig.(2	fig.(2	NOUN
alkej-622	97	20	)	)	PUNCT
alkej-622	97	21	has	have	VERB
alkej-622	97	22	three	three	NUM
alkej-622	97	23	basic	basic	ADJ
alkej-622	97	24	phases	phase	NOUN
alkej-622	97	25	named	name	VERB
alkej-622	97	26	(	(	PUNCT
alkej-622	97	27	1	1	NUM
alkej-622	97	28	,	,	PUNCT
alkej-622	97	29	2	2	NUM
alkej-622	97	30	and	and	CCONJ
alkej-622	97	31	3	3	NUM
alkej-622	97	32	)	)	PUNCT
alkej-622	97	33	of	of	ADP
alkej-622	97	34	execution	execution	NOUN
alkej-622	97	35	the	the	DET
alkej-622	97	36	proposed	propose	VERB
alkej-622	97	37	backpropagation	backpropagation	NOUN
alkej-622	97	38	algorithm	algorithm	NOUN
alkej-622	97	39	has	have	VERB
alkej-622	97	40	same	same	ADJ
alkej-622	97	41	structure	structure	NOUN
alkej-622	97	42	of	of	ADP
alkej-622	97	43	the	the	DET
alkej-622	97	44	classic	classic	ADJ
alkej-622	97	45	backpropagation	backpropagation	NOUN
alkej-622	97	46	algorithm	algorithm	NOUN
alkej-622	97	47	with	with	ADP
alkej-622	97	48	three	three	NUM
alkej-622	97	49	additional	additional	ADJ
alkej-622	97	50	steps	step	NOUN
alkej-622	97	51	for	for	ADP
alkej-622	97	52	the	the	DET
alkej-622	97	53	proposed	propose	VERB
alkej-622	97	54	backpropagation	backpropagation	NOUN
alkej-622	97	55	algorithm	algorithm	NOUN
alkej-622	97	56	named	name	VERB
alkej-622	97	57	(	(	PUNCT
alkej-622	97	58	1a	1a	NOUN
alkej-622	97	59	,	,	PUNCT
alkej-622	97	60	2a	2a	NUM
alkej-622	97	61	and	and	CCONJ
alkej-622	97	62	3a	3a	NUM
alkej-622	97	63	)	)	PUNCT
alkej-622	97	64	as	as	ADP
alkej-622	97	65	following	follow	VERB
alkej-622	97	66	:	:	PUNCT
alkej-622	97	67	this	this	DET
alkej-622	97	68	page	page	NOUN
alkej-622	97	69	was	be	AUX
alkej-622	97	70	created	create	VERB
alkej-622	97	71	using	use	VERB
alkej-622	97	72	nitro	nitro	NOUN
alkej-622	97	73	pdf	pdf	NOUN
alkej-622	97	74	trial	trial	NOUN
alkej-622	97	75	software	software	NOUN
alkej-622	97	76	.	.	PUNCT
alkej-622	98	1	to	to	PART
alkej-622	98	2	purchase	purchase	VERB
alkej-622	98	3	,	,	PUNCT
alkej-622	98	4	go	go	VERB
alkej-622	98	5	to	to	ADP
alkej-622	98	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-622	98	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-622	98	8	ammar	ammar	PROPN
alkej-622	98	9	a.	a.	PROPN
alkej-622	98	10	hassan	hassan	PROPN
alkej-622	98	11	/al	/al	PROPN
alkej-622	98	12	-	-	PUNCT
alkej-622	98	13	khwarizmi	khwarizmi	PROPN
alkej-622	98	14	engineering	engineering	NOUN
alkej-622	98	15	journal	journal	PROPN
alkej-622	98	16	,	,	PUNCT
alkej-622	98	17	vol.3	vol.3	PROPN
alkej-622	98	18	,	,	PUNCT
alkej-622	98	19	no	no	INTJ
alkej-622	98	20	.	.	NOUN
alkej-622	98	21	1	1	NUM
alkej-622	98	22	pp	pp	ADP
alkej-622	99	1	99(2007	99(2007	NUM
alkej-622	99	2	)	)	PUNCT
alkej-622	99	3	٨٦	٨٦	NUM
alkej-622	99	4	fig	fig	NOUN
alkej-622	99	5	.	.	PUNCT
alkej-622	100	1	(	(	PUNCT
alkej-622	100	2	2	2	NUM
alkej-622	100	3	):	):	PUNCT
alkej-622	100	4	generic	generic	ADJ
alkej-622	100	5	structure	structure	NOUN
alkej-622	100	6	of	of	ADP
alkej-622	100	7	an	an	DET
alkej-622	100	8	ann	ann	PROPN
alkej-622	100	9	.	.	PUNCT
alkej-622	101	1	5.1.initialization	5.1.initialization	NUM
alkej-622	101	2	the	the	DET
alkej-622	101	3	following	follow	VERB
alkej-622	101	4	initial	initial	ADJ
alkej-622	101	5	parameters	parameter	NOUN
alkej-622	101	6	have	have	VERB
alkej-622	101	7	to	to	PART
alkej-622	101	8	be	be	AUX
alkej-622	101	9	determined	determine	VERB
alkej-622	101	10	by	by	ADP
alkej-622	101	11	the	the	DET
alkej-622	101	12	ann	ann	PROPN
alkej-622	101	13	trainer	trainer	NOUN
alkej-622	101	14	a	a	X
alkej-622	101	15	priori	priori	ADV
alkej-622	101	16	:	:	PUNCT
alkej-622	101	17	(	(	PUNCT
alkej-622	101	18	i	i	NOUN
alkej-622	101	19	)	)	PUNCT
alkej-622	101	20	)	)	PUNCT
alkej-622	102	1	(	(	PUNCT
alkej-622	102	2	)	)	PUNCT
alkej-622	102	3	(	(	PUNCT
alkej-622	102	4	nw	nw	PROPN
alkej-622	102	5	s	s	X
alkej-622	102	6	kj	kj	PROPN
alkej-622	102	7	is	be	AUX
alkej-622	102	8	defined	define	VERB
alkej-622	102	9	as	as	ADP
alkej-622	102	10	the	the	DET
alkej-622	102	11	synaptic	synaptic	ADJ
alkej-622	102	12	weight	weight	NOUN
alkej-622	102	13	that	that	PRON
alkej-622	102	14	corresponds	correspond	VERB
alkej-622	102	15	to	to	ADP
alkej-622	102	16	the	the	DET
alkej-622	102	17	connection	connection	NOUN
alkej-622	102	18	from	from	ADP
alkej-622	102	19	neuron	neuron	PROPN
alkej-622	102	20	unit	unit	PROPN
alkej-622	102	21	j	j	PROPN
alkej-622	102	22	in	in	ADP
alkej-622	102	23	the	the	DET
alkej-622	102	24	(	(	PUNCT
alkej-622	102	25	s-1	s-1	PROPN
alkej-622	102	26	)	)	PUNCT
alkej-622	102	27	th	th	X
alkej-622	102	28	layer	layer	NOUN
alkej-622	102	29	,	,	PUNCT
alkej-622	102	30	to	to	ADP
alkej-622	102	31	k	k	PROPN
alkej-622	102	32	in	in	ADP
alkej-622	102	33	the	the	DET
alkej-622	102	34	s	s	X
alkej-622	102	35	th	th	NOUN
alkej-622	102	36	layer	layer	NOUN
alkej-622	102	37	of	of	ADP
alkej-622	102	38	the	the	DET
alkej-622	102	39	neural	neural	ADJ
alkej-622	102	40	network	network	NOUN
alkej-622	102	41	.	.	PUNCT
alkej-622	103	1	(	(	PUNCT
alkej-622	103	2	ii	ii	NOUN
alkej-622	103	3	)	)	PUNCT
alkej-622	103	4			NUM
alkej-622	103	5	is	be	AUX
alkej-622	103	6	defined	define	VERB
alkej-622	103	7	as	as	ADP
alkej-622	103	8	the	the	DET
alkej-622	103	9	learning	learning	NOUN
alkej-622	103	10	rate	rate	NOUN
alkej-622	103	11	and	and	CCONJ
alkej-622	103	12	is	be	AUX
alkej-622	103	13	a	a	DET
alkej-622	103	14	constant	constant	ADJ
alkej-622	103	15	scaling	scaling	NOUN
alkej-622	103	16	factor	factor	NOUN
alkej-622	103	17	.	.	PUNCT
alkej-622	104	1	(	(	PUNCT
alkej-622	104	2	iii	iii	NOUN
alkej-622	104	3	)	)	PUNCT
alkej-622	104	4	)	)	PUNCT
alkej-622	105	1	(	(	PUNCT
alkej-622	105	2	s	s	AUX
alkej-622	105	3	k	k	NOUN
alkej-622	105	4	is	be	AUX
alkej-622	105	5	defined	define	VERB
alkej-622	105	6	as	as	ADP
alkej-622	105	7	the	the	DET
alkej-622	105	8	bias	bias	NOUN
alkej-622	105	9	of	of	ADP
alkej-622	105	10	a	a	DET
alkej-622	105	11	neuron	neuron	NOUN
alkej-622	105	12	,	,	PUNCT
alkej-622	105	13	which	which	PRON
alkej-622	105	14	is	be	AUX
alkej-622	105	15	similar	similar	ADJ
alkej-622	105	16	to	to	ADP
alkej-622	105	17	synaptic	synaptic	ADJ
alkej-622	105	18	weight	weight	NOUN
alkej-622	105	19	in	in	SCONJ
alkej-622	105	20	that	that	SCONJ
alkej-622	105	21	it	it	PRON
alkej-622	105	22	corresponds	correspond	VERB
alkej-622	105	23	to	to	ADP
alkej-622	105	24	a	a	DET
alkej-622	105	25	connection	connection	NOUN
alkej-622	105	26	to	to	PART
alkej-622	105	27	neuron	neuron	PROPN
alkej-622	105	28	unit	unit	NOUN
alkej-622	105	29	k	k	PROPN
alkej-622	105	30	in	in	ADP
alkej-622	105	31	the	the	DET
alkej-622	105	32	(	(	PUNCT
alkej-622	105	33	s-1)th	s-1)th	NOUN
alkej-622	105	34	layer	layer	NOUN
alkej-622	105	35	of	of	ADP
alkej-622	105	36	the	the	DET
alkej-622	105	37	ann	ann	PROPN
alkej-622	105	38	,	,	PUNCT
alkej-622	105	39	but	but	CCONJ
alkej-622	105	40	is	be	AUX
alkej-622	105	41	not	not	PART
alkej-622	105	42	connected	connect	VERB
alkej-622	105	43	to	to	ADP
alkej-622	105	44	any	any	DET
alkej-622	105	45	neuron	neuron	NOUN
alkej-622	105	46	unit	unit	PROPN
alkej-622	105	47	j	j	PROPN
alkej-622	105	48	in	in	ADP
alkej-622	105	49	the(s-1	the(s-1	PROPN
alkej-622	105	50	)	)	PUNCT
alkej-622	105	51	th	th	NOUN
alkej-622	105	52	layer	layer	NOUN
alkej-622	105	53	.	.	PUNCT
alkej-622	106	1	(	(	PUNCT
alkej-622	106	2	1a	1a	X
alkej-622	106	3	)	)	PUNCT
alkej-622	106	4	set	set	VERB
alkej-622	106	5	counter	counter	NOUN
alkej-622	106	6	=	=	NOUN
alkej-622	106	7	0	0	SYM
alkej-622	106	8	5.2.forward	5.2.forward	NUM
alkej-622	106	9	computation	computation	NOUN
alkej-622	106	10	during	during	ADP
alkej-622	106	11	the	the	DET
alkej-622	106	12	forward	forward	ADJ
alkej-622	106	13	computation	computation	NOUN
alkej-622	106	14	,	,	PUNCT
alkej-622	106	15	data	datum	NOUN
alkej-622	106	16	from	from	ADP
alkej-622	106	17	neurons	neuron	NOUN
alkej-622	106	18	of	of	ADP
alkej-622	106	19	a	a	DET
alkej-622	106	20	lower	low	ADJ
alkej-622	106	21	layer	layer	NOUN
alkej-622	106	22	(	(	PUNCT
alkej-622	106	23	i.e	i.e	X
alkej-622	106	24	(	(	PUNCT
alkej-622	106	25	s-1	s-1	PROPN
alkej-622	106	26	)	)	PUNCT
alkej-622	106	27	th	th	NOUN
alkej-622	106	28	layer	layer	NOUN
alkej-622	106	29	)	)	PUNCT
alkej-622	106	30	,	,	PUNCT
alkej-622	106	31	are	be	AUX
alkej-622	106	32	propagated	propagate	VERB
alkej-622	106	33	forward	forward	ADV
alkej-622	106	34	to	to	ADP
alkej-622	106	35	neurons	neuron	NOUN
alkej-622	106	36	in	in	ADP
alkej-622	106	37	the	the	DET
alkej-622	106	38	upper	upper	ADJ
alkej-622	106	39	layer	layer	NOUN
alkej-622	106	40	(	(	PUNCT
alkej-622	106	41	i.e.	i.e.	X
alkej-622	106	42	(	(	PUNCT
alkej-622	106	43	s	s	X
alkej-622	106	44	)	)	PUNCT
alkej-622	106	45	th	th	NOUN
alkej-622	106	46	layer	layer	NOUN
alkej-622	106	47	)	)	PUNCT
alkej-622	106	48	via	via	ADP
alkej-622	106	49	a	a	DET
alkej-622	106	50	feedforward	feedforward	ADJ
alkej-622	106	51	connection	connection	NOUN
alkej-622	106	52	network	network	NOUN
alkej-622	106	53	.	.	PUNCT
alkej-622	107	1	the	the	DET
alkej-622	107	2	structure	structure	NOUN
alkej-622	107	3	of	of	ADP
alkej-622	107	4	such	such	DET
alkej-622	107	5	a	a	DET
alkej-622	107	6	neural	neural	ADJ
alkej-622	107	7	network	network	NOUN
alkej-622	107	8	is	be	AUX
alkej-622	107	9	shown	show	VERB
alkej-622	107	10	in	in	ADP
alkej-622	107	11	figure	figure	NOUN
alkej-622	107	12	2	2	NUM
alkej-622	107	13	,	,	PUNCT
alkej-622	107	14	where	where	SCONJ
alkej-622	107	15	layers	layer	NOUN
alkej-622	107	16	are	be	AUX
alkej-622	107	17	numbered	number	VERB
alkej-622	107	18	0	0	PUNCT
alkej-622	107	19	to	to	ADP
alkej-622	107	20	m	m	PRON
alkej-622	107	21	,	,	PUNCT
alkej-622	107	22	and	and	CCONJ
alkej-622	107	23	neurons	neuron	NOUN
alkej-622	107	24	are	be	AUX
alkej-622	107	25	numbered	number	VERB
alkej-622	107	26	1	1	NUM
alkej-622	107	27	to	to	PART
alkej-622	107	28	n.	n.	VERB
alkej-622	107	29	the	the	DET
alkej-622	107	30	computation	computation	NOUN
alkej-622	107	31	performed	perform	VERB
alkej-622	107	32	by	by	ADP
alkej-622	107	33	each	each	DET
alkej-622	107	34	neuron	neuron	NOUN
alkej-622	107	35	(	(	PUNCT
alkej-622	107	36	in	in	ADP
alkej-622	107	37	the	the	DET
alkej-622	107	38	hidden	hide	VERB
alkej-622	107	39	layer	layer	NOUN
alkej-622	107	40	)	)	PUNCT
alkej-622	107	41	is	be	AUX
alkej-622	107	42	as	as	SCONJ
alkej-622	107	43	follows	follow	VERB
alkej-622	107	44	:	:	PUNCT
alkej-622	107	45	θowh	θowh	ADV
alkej-622	107	46	(	(	PUNCT
alkej-622	107	47	s	s	NOUN
alkej-622	107	48	)	)	PUNCT
alkej-622	107	49	k	k	NOUN
alkej-622	107	50	)	)	PUNCT
alkej-622	107	51	(	(	PUNCT
alkej-622	107	52	sj	sj	PROPN
alkej-622	107	53	s	s	PROPN
alkej-622	107	54	-	-	PUNCT
alkej-622	107	55	n	n	PRON
alkej-622	107	56	j	j	PROPN
alkej-622	107	57	(	(	PUNCT
alkej-622	107	58	s	s	PROPN
alkej-622	107	59	)	)	PUNCT
alkej-622	107	60	kj	kj	NOUN
alkej-622	107	61	(	(	PUNCT
alkej-622	107	62	s	s	NOUN
alkej-622	107	63	)	)	PUNCT
alkej-622	107	64	k	k	PROPN
alkej-622	107	65			ADV
alkej-622	107	66			PUNCT
alkej-622	108	1			NUM
alkej-622	108	2	1	1	NUM
alkej-622	108	3	)	)	PUNCT
alkej-622	108	4	1	1	NUM
alkej-622	108	5	(	(	PUNCT
alkej-622	108	6	1	1	NUM
alkej-622	108	7	(	(	PUNCT
alkej-622	108	8	3	3	NUM
alkej-622	108	9	)	)	PUNCT
alkej-622	108	10	where	where	SCONJ
alkej-622	108	11	j	j	PROPN
alkej-622	108	12	<	<	X
alkej-622	108	13	k	k	PROPN
alkej-622	108	14	and	and	CCONJ
alkej-622	108	15	s=1,	s=1,	PROPN
alkej-622	108	16	…	…	PROPN
alkej-622	108	17	.,m	.,m	NUM
alkej-622	108	18	)	)	PUNCT
alkej-622	108	19	1(s	1(s	NUM
alkej-622	108	20	-	-	SYM
alkej-622	108	21	n	n	CCONJ
alkej-622	108	22	=	=	NOUN
alkej-622	108	23	number	number	NOUN
alkej-622	108	24	of	of	ADP
alkej-622	108	25	neurons	neuron	NOUN
alkej-622	108	26	in	in	ADP
alkej-622	108	27	the	the	DET
alkej-622	108	28	(	(	PUNCT
alkej-622	108	29	s-1)th	s-1)th	NOUN
alkej-622	108	30	layer	layer	NOUN
alkej-622	108	31	of	of	ADP
alkej-622	108	32	the	the	DET
alkej-622	108	33	ann	ann	PROPN
alkej-622	108	34	.	.	PUNCT
alkej-622	108	35	)	)	PUNCT
alkej-622	109	1	(	(	PUNCT
alkej-622	109	2	s	s	VERB
alkej-622	109	3	kh	kh	X
alkej-622	109	4	=	=	PUNCT
alkej-622	109	5	weight	weight	NOUN
alkej-622	109	6	sum	sum	NOUN
alkej-622	109	7	of	of	ADP
alkej-622	109	8	the	the	DET
alkej-622	109	9	k	k	PROPN
alkej-622	109	10	th	th	X
alkej-622	109	11	neuron	neuron	NOUN
alkej-622	109	12	in	in	ADP
alkej-622	109	13	the	the	DET
alkej-622	109	14	sth	sth	NOUN
alkej-622	109	15	layer	layer	NOUN
alkej-622	109	16	.	.	PUNCT
alkej-622	109	17	)	)	PUNCT
alkej-622	110	1	(	(	PUNCT
alkej-622	110	2	s	s	NOUN
alkej-622	110	3	kjw	kjw	NOUN
alkej-622	110	4	=	=	SYM
alkej-622	110	5	synaptic	synaptic	ADJ
alkej-622	110	6	weight	weight	NOUN
alkej-622	110	7	which	which	PRON
alkej-622	110	8	corresponds	correspond	VERB
alkej-622	110	9	to	to	ADP
alkej-622	110	10	the	the	DET
alkej-622	110	11	connection	connection	NOUN
alkej-622	110	12	from	from	ADP
alkej-622	110	13	neuron	neuron	PROPN
alkej-622	110	14	unit	unit	PROPN
alkej-622	110	15	j	j	PROPN
alkej-622	110	16	in	in	ADP
alkej-622	110	17	the	the	DET
alkej-622	110	18	(	(	PUNCT
alkej-622	110	19	s-1	s-1	PROPN
alkej-622	110	20	)	)	PUNCT
alkej-622	110	21	th	th	NOUN
alkej-622	110	22	layer	layer	NOUN
alkej-622	110	23	to	to	PART
alkej-622	110	24	neuron	neuron	VERB
alkej-622	110	25	unit	unit	NOUN
alkej-622	111	1	k	k	PROPN
alkej-622	111	2	in	in	ADP
alkej-622	111	3	the	the	DET
alkej-622	111	4	s	s	X
alkej-622	111	5	th	th	NOUN
alkej-622	111	6	layer	layer	NOUN
alkej-622	111	7	of	of	ADP
alkej-622	111	8	the	the	DET
alkej-622	111	9	neural	neural	ADJ
alkej-622	111	10	network	network	NOUN
alkej-622	111	11	)	)	PUNCT
alkej-622	111	12	1	1	NUM
alkej-622	111	13	(	(	PUNCT
alkej-622	111	14	s	s	X
alkej-622	111	15	jo	jo	NOUN
alkej-622	111	16	output	output	NOUN
alkej-622	111	17	of	of	ADP
alkej-622	111	18	the	the	DET
alkej-622	111	19	jth	jth	PROPN
alkej-622	111	20	neuron	neuron	PROPN
alkej-622	111	21	in	in	ADP
alkej-622	111	22	the	the	DET
alkej-622	111	23	(	(	PUNCT
alkej-622	111	24	s-1	s-1	PROPN
alkej-622	111	25	)	)	PUNCT
alkej-622	111	26	th	th	NOUN
alkej-622	111	27	layer	layer	NOUN
alkej-622	111	28	.	.	PUNCT
alkej-622	112	1	on	on	ADP
alkej-622	112	2	the	the	DET
alkej-622	112	3	other	other	ADJ
alkej-622	112	4	hand	hand	NOUN
alkej-622	112	5	,	,	PUNCT
alkej-622	112	6	the	the	DET
alkej-622	112	7	output	output	NOUN
alkej-622	112	8	computation	computation	NOUN
alkej-622	112	9	of	of	ADP
alkej-622	112	10	neurons	neuron	NOUN
alkej-622	112	11	in	in	ADP
alkej-622	112	12	any	any	DET
alkej-622	112	13	layer	layer	NOUN
alkej-622	112	14	is	be	AUX
alkej-622	112	15	as	as	SCONJ
alkej-622	112	16	follows	follow	VERB
alkej-622	112	17	:	:	PUNCT
alkej-622	112	18	)	)	PUNCT
alkej-622	113	1	f	f	X
alkej-622	113	2	(	(	PUNCT
alkej-622	113	3	ho	ho	X
alkej-622	113	4	(	(	PUNCT
alkej-622	113	5	s	s	NOUN
alkej-622	113	6	)	)	PUNCT
alkej-622	113	7	k	k	PROPN
alkej-622	113	8	(	(	PUNCT
alkej-622	113	9	s	s	X
alkej-622	113	10	)	)	PUNCT
alkej-622	114	1	k	k	NOUN
alkej-622	114	2			NUM
alkej-622	114	3	(	(	PUNCT
alkej-622	114	4	4	4	NUM
alkej-622	114	5	)	)	PUNCT
alkej-622	114	6	where	where	SCONJ
alkej-622	114	7	k	k	PROPN
alkej-622	114	8	=	=	NOUN
alkej-622	114	9	1,	1,	NUM
alkej-622	114	10	…	…	PUNCT
alkej-622	114	11	,n	,n	PUNCT
alkej-622	114	12	and	and	CCONJ
alkej-622	114	13	s=	s=	VERB
alkej-622	114	14	1,	1,	NUM
alkej-622	114	15	…	…	SYM
alkej-622	114	16	,m	,m	PUNCT
alkej-622	114	17	o	o	NOUN
alkej-622	114	18	s	s	X
alkej-622	114	19	k	k	NOUN
alkej-622	114	20	)	)	PUNCT
alkej-622	114	21	(	(	PUNCT
alkej-622	114	22	=	=	PUNCT
alkej-622	114	23	neuron	neuron	NOUN
alkej-622	114	24	output	output	NOUN
alkej-622	114	25	of	of	ADP
alkej-622	114	26	the	the	DET
alkej-622	114	27	kth	kth	PROPN
alkej-622	114	28	neuron	neuron	PROPN
alkej-622	114	29	in	in	ADP
alkej-622	114	30	the	the	DET
alkej-622	114	31	sth	sth	NOUN
alkej-622	114	32	layer	layer	NOUN
alkej-622	114	33	.	.	PUNCT
alkej-622	114	34	)	)	PUNCT
alkej-622	115	1	f	f	PROPN
alkej-622	115	2	(	(	PUNCT
alkej-622	115	3	h	h	NOUN
alkej-622	115	4	(	(	PUNCT
alkej-622	115	5	s	s	NOUN
alkej-622	115	6	)	)	PUNCT
alkej-622	115	7	k	k	NOUN
alkej-622	116	1	=	=	PUNCT
alkej-622	116	2	activation	activation	NOUN
alkej-622	116	3	function	function	NOUN
alkej-622	116	4	computed	compute	VERB
alkej-622	116	5	on	on	ADP
alkej-622	116	6	the	the	DET
alkej-622	116	7	weighted	weight	VERB
alkej-622	116	8	sum	sum	NOUN
alkej-622	116	9	h	h	NOUN
alkej-622	116	10	(	(	PUNCT
alkej-622	116	11	s	s	X
alkej-622	116	12	)	)	PUNCT
alkej-622	116	13	k	k	NOUN
alkej-622	116	14	.	.	PUNCT
alkej-622	117	1	this	this	DET
alkej-622	117	2	page	page	NOUN
alkej-622	117	3	was	be	AUX
alkej-622	117	4	created	create	VERB
alkej-622	117	5	using	use	VERB
alkej-622	117	6	nitro	nitro	NOUN
alkej-622	117	7	pdf	pdf	NOUN
alkej-622	117	8	trial	trial	NOUN
alkej-622	117	9	software	software	NOUN
alkej-622	117	10	.	.	PUNCT
alkej-622	118	1	to	to	PART
alkej-622	118	2	purchase	purchase	VERB
alkej-622	118	3	,	,	PUNCT
alkej-622	118	4	go	go	VERB
alkej-622	118	5	to	to	ADP
alkej-622	118	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-622	118	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-622	118	8	ammar	ammar	PROPN
alkej-622	118	9	a.	a.	PROPN
alkej-622	118	10	hassan	hassan	PROPN
alkej-622	118	11	/al	/al	PROPN
alkej-622	118	12	-	-	PUNCT
alkej-622	118	13	khwarizmi	khwarizmi	PROPN
alkej-622	118	14	engineering	engineering	NOUN
alkej-622	118	15	journal	journal	PROPN
alkej-622	118	16	,	,	PUNCT
alkej-622	118	17	vol.3	vol.3	PROPN
alkej-622	118	18	,	,	PUNCT
alkej-622	118	19	no	no	INTJ
alkej-622	118	20	.	.	NOUN
alkej-622	118	21	1	1	NUM
alkej-622	119	1	pp	pp	ADP
alkej-622	119	2	99(2007	99(2007	NUM
alkej-622	119	3	)	)	PUNCT
alkej-622	119	4	٨٧	٨٧	NUM
alkej-622	119	5	note	note	NOUN
alkej-622	119	6	that	that	SCONJ
alkej-622	119	7	some	some	DET
alkej-622	119	8	sort	sort	NOUN
alkej-622	119	9	of	of	ADP
alkej-622	119	10	sigmoid	sigmoid	NOUN
alkej-622	119	11	function	function	NOUN
alkej-622	119	12	is	be	AUX
alkej-622	119	13	often	often	ADV
alkej-622	119	14	used	use	VERB
alkej-622	119	15	as	as	ADP
alkej-622	119	16	the	the	DET
alkej-622	119	17	nonlinear	nonlinear	ADJ
alkej-622	119	18	activation	activation	NOUN
alkej-622	119	19	function	function	NOUN
alkej-622	119	20	,	,	PUNCT
alkej-622	119	21	such	such	ADJ
alkej-622	119	22	as	as	ADP
alkej-622	119	23	the	the	DET
alkej-622	119	24	following	follow	VERB
alkej-622	119	25	logsig	logsig	PRON
alkej-622	119	26	function	function	NOUN
alkej-622	119	27	as	as	ADP
alkej-622	119	28	in	in	ADP
alkej-622	119	29	equation	equation	NOUN
alkej-622	119	30	(	(	PUNCT
alkej-622	119	31	5	5	NUM
alkej-622	119	32	)	)	PUNCT
alkej-622	119	33	or	or	CCONJ
alkej-622	119	34	bipoler	bipoler	NOUN
alkej-622	119	35	as	as	ADP
alkej-622	119	36	in	in	ADP
alkej-622	119	37	equation	equation	NOUN
alkej-622	119	38	(	(	PUNCT
alkej-622	119	39	6	6	NUM
alkej-622	119	40	)	)	PUNCT
alkej-622	119	41	as	as	SCONJ
alkej-622	119	42	follows	follow	VERB
alkej-622	119	43	:	:	PUNCT
alkej-622	119	44	(	(	PUNCT
alkej-622	119	45	-x)sigf(x	-x)sigf(x	NOUN
alkej-622	119	46	)	)	PUNCT
alkej-622	119	47	exp1	exp1	NOUN
alkej-622	119	48	1	1	NUM
alkej-622	119	49	log	log	NOUN
alkej-622	119	50			ADV
alkej-622	119	51			PROPN
alkej-622	120	1	(	(	PUNCT
alkej-622	120	2	5	5	NUM
alkej-622	120	3	)	)	PUNCT
alkej-622	120	4			NOUN
alkej-622	120	5			NUM
alkej-622	120	6			ADP
alkej-622	120	7			PROPN
alkej-622	120	8			NUM
alkej-622	121	1			NOUN
alkej-622	122	1	01	01	NUM
alkej-622	122	2	01	01	NUM
alkej-622	123	1	or	or	CCONJ
alkej-622	123	2	x	x	SYM
alkej-622	123	3	f	f	PROPN
alkej-622	123	4	for	for	ADP
alkej-622	123	5	x	x	PROPN
alkej-622	123	6	bipolerf(x	bipolerf(x	PROPN
alkej-622	123	7	)	)	PUNCT
alkej-622	123	8	(	(	PUNCT
alkej-622	123	9	6	6	NUM
alkej-622	123	10	)	)	PUNCT
alkej-622	123	11	(	(	PUNCT
alkej-622	123	12	2a	2a	NUM
alkej-622	123	13	)	)	PUNCT
alkej-622	123	14	increment	increment	VERB
alkej-622	123	15	counter	counter	NOUN
alkej-622	123	16	for	for	ADP
alkej-622	123	17	cycle	cycle	NOUN
alkej-622	123	18	counter	counter	NOUN
alkej-622	123	19	=	=	X
alkej-622	123	20	counter	counter	X
alkej-622	123	21	+1	+1	PROPN
alkej-622	123	22	.	.	PUNCT
alkej-622	124	1	5.3.backward	5.3.backward	NUM
alkej-622	124	2	computation	computation	NOUN
alkej-622	124	3	in	in	ADP
alkej-622	124	4	this	this	DET
alkej-622	124	5	step	step	NOUN
alkej-622	124	6	,	,	PUNCT
alkej-622	124	7	the	the	DET
alkej-622	124	8	weights	weight	NOUN
alkej-622	124	9	of	of	ADP
alkej-622	124	10	the	the	DET
alkej-622	124	11	networks	network	NOUN
alkej-622	124	12	are	be	AUX
alkej-622	124	13	updated	update	VERB
alkej-622	124	14	.	.	PUNCT
alkej-622	125	1	criterion	criterion	NOUN
alkej-622	125	2	for	for	ADP
alkej-622	125	3	the	the	DET
alkej-622	125	4	learning	learning	NOUN
alkej-622	125	5	algorithm	algorithm	NOUN
alkej-622	125	6	is	be	AUX
alkej-622	125	7	to	to	PART
alkej-622	125	8	minimize	minimize	VERB
alkej-622	125	9	the	the	DET
alkej-622	125	10	error	error	NOUN
alkej-622	125	11	between	between	ADP
alkej-622	125	12	the	the	DET
alkej-622	125	13	expected	expect	VERB
alkej-622	125	14	(	(	PUNCT
alkej-622	125	15	or	or	CCONJ
alkej-622	125	16	teacher	teacher	NOUN
alkej-622	125	17	)	)	PUNCT
alkej-622	125	18	value	value	NOUN
alkej-622	125	19	and	and	CCONJ
alkej-622	125	20	the	the	DET
alkej-622	125	21	actual	actual	ADJ
alkej-622	125	22	output	output	NOUN
alkej-622	125	23	value	value	NOUN
alkej-622	125	24	that	that	PRON
alkej-622	125	25	was	be	AUX
alkej-622	125	26	determined	determine	VERB
alkej-622	125	27	in	in	ADP
alkej-622	125	28	the	the	DET
alkej-622	125	29	forward	forward	ADJ
alkej-622	125	30	computation	computation	NOUN
alkej-622	125	31	.	.	PUNCT
alkej-622	126	1	the	the	DET
alkej-622	126	2	following	follow	VERB
alkej-622	126	3	steps	step	NOUN
alkej-622	126	4	are	be	AUX
alkej-622	126	5	performed	perform	VERB
alkej-622	126	6	:	:	PUNCT
alkej-622	126	7	istarting	istarte	VERB
alkej-622	126	8	with	with	ADP
alkej-622	126	9	the	the	DET
alkej-622	126	10	output	output	NOUN
alkej-622	126	11	layer	layer	NOUN
alkej-622	126	12	,	,	PUNCT
alkej-622	126	13	and	and	CCONJ
alkej-622	126	14	moving	move	VERB
alkej-622	126	15	back	back	ADV
alkej-622	126	16	towards	towards	ADP
alkej-622	126	17	the	the	DET
alkej-622	126	18	input	input	NOUN
alkej-622	126	19	layer	layer	NOUN
alkej-622	126	20	,	,	PUNCT
alkej-622	126	21	calculate	calculate	VERB
alkej-622	126	22	the	the	DET
alkej-622	126	23	local	local	ADJ
alkej-622	126	24	gradients	gradient	NOUN
alkej-622	126	25	,	,	PUNCT
alkej-622	126	26	as	as	SCONJ
alkej-622	126	27	follows	follow	VERB
alkej-622	126	28	:	:	PUNCT
alkej-622	126	29			NUM
alkej-622	126	30			PROPN
alkej-622	126	31			NUM
alkej-622	126	32			NUM
alkej-622	126	33			ADP
alkej-622	127	1			PRON
alkej-622	128	1			PRON
alkej-622	128	2			PRON
alkej-622	128	3			X
alkej-622	128	4			VERB
alkej-622	128	5			PROPN
alkej-622	128	6			PROPN
alkej-622	128	7	)	)	PUNCT
alkej-622	128	8	1	1	NUM
alkej-622	128	9	(	(	PUNCT
alkej-622	128	10	1	1	NUM
alkej-622	128	11	11	11	NUM
alkej-622	128	12	11	11	NUM
alkej-622	128	13	sn	sn	PROPN
alkej-622	128	14	j	j	PROPN
alkej-622	128	15	)	)	PUNCT
alkej-622	128	16	(	(	PUNCT
alkej-622	128	17	s	s	VERB
alkej-622	128	18	j	j	PROPN
alkej-622	128	19	s	s	X
alkej-622	128	20	kj	kj	PROPN
alkej-622	128	21	(	(	PUNCT
alkej-622	128	22	s	s	NOUN
alkej-622	128	23	)	)	PUNCT
alkej-622	128	24	kk(s	kk(s	NOUN
alkej-622	128	25	)	)	PUNCT
alkej-622	129	1	k	k	NOUN
alkej-622	129	2	,	,	PUNCT
alkej-622	129	3	...	...	PUNCT
alkej-622	129	4	,	,	PUNCT
alkej-622	129	5	m	m	PROPN
alkej-622	129	6	s	s	PART
alkej-622	129	7	ms	ms	PROPN
alkej-622	129	8	δw	δw	PROPN
alkej-622	129	9	ot	ot	PROPN
alkej-622	129	10	ε	ε	PROPN
alkej-622	129	11	(	(	PUNCT
alkej-622	129	12	7	7	NUM
alkej-622	129	13	)	)	PUNCT
alkej-622	129	14	t	t	NOUN
alkej-622	129	15	k	k	NOUN
alkej-622	130	1	=	=	PUNCT
alkej-622	130	2	the	the	DET
alkej-622	130	3	target	target	NOUN
alkej-622	130	4	output	output	NOUN
alkej-622	130	5	for	for	ADP
alkej-622	130	6	kth	kth	PROPN
alkej-622	130	7	neuron	neuron	PROPN
alkej-622	130	8	in	in	ADP
alkej-622	130	9	the	the	DET
alkej-622	130	10	m	m	NOUN
alkej-622	130	11	layer	layer	NOUN
alkej-622	130	12	.	.	PUNCT
alkej-622	131	1	)	)	PUNCT
alkej-622	132	1	1	1	NUM
alkej-622	132	2	(	(	PUNCT
alkej-622	132	3	sn	sn	NOUN
alkej-622	132	4	=	=	PUNCT
alkej-622	132	5	number	number	NOUN
alkej-622	132	6	of	of	ADP
alkej-622	132	7	neurons	neuron	NOUN
alkej-622	132	8	in	in	ADP
alkej-622	132	9	the	the	DET
alkej-622	132	10	(	(	PUNCT
alkej-622	132	11	s+1)th	s+1)th	PROPN
alkej-622	132	12	layer	layer	NOUN
alkej-622	132	13	of	of	ADP
alkej-622	132	14	the	the	DET
alkej-622	132	15	ann	ann	PROPN
alkej-622	132	16	.	.	PUNCT
alkej-622	132	17	where	where	SCONJ
alkej-622	132	18			PROPN
alkej-622	132	19	)	)	PUNCT
alkej-622	132	20	(	(	PUNCT
alkej-622	132	21	s	s	X
alkej-622	132	22	k	k	NOUN
alkej-622	132	23	=	=	PUNCT
alkej-622	132	24	error	error	NOUN
alkej-622	132	25	term	term	NOUN
alkej-622	132	26	for	for	ADP
alkej-622	132	27	the	the	DET
alkej-622	132	28	kth	kth	PROPN
alkej-622	132	29	neurons	neuron	NOUN
alkej-622	132	30	in	in	ADP
alkej-622	132	31	the	the	DET
alkej-622	132	32	sth	sth	NOUN
alkej-622	132	33	layer	layer	NOUN
alkej-622	132	34	.	.	PUNCT
alkej-622	133	1	the	the	DET
alkej-622	133	2	difference	difference	NOUN
alkej-622	133	3	between	between	ADP
alkej-622	133	4	the	the	DET
alkej-622	133	5	teaching	teaching	NOUN
alkej-622	133	6	signal	signal	NOUN
alkej-622	133	7	b	b	PROPN
alkej-622	133	8	_	_	PRON
alkej-622	133	9	and	and	CCONJ
alkej-622	133	10	the	the	DET
alkej-622	133	11	neuron	neuron	NOUN
alkej-622	133	12	output	output	NOUN
alkej-622	133	13	)	)	PUNCT
alkej-622	133	14	(	(	PUNCT
alkej-622	133	15	s	s	VERB
alkej-622	133	16	ko	ko	PROPN
alkej-622	133	17	)	)	PUNCT
alkej-622	133	18	1	1	NUM
alkej-622	133	19	(	(	PUNCT
alkej-622	133	20	s	s	ADJ
alkej-622	133	21	j	j	NOUN
alkej-622	133	22	=	=	PUNCT
alkej-622	133	23	local	local	ADJ
alkej-622	133	24	gradient	gradient	NOUN
alkej-622	133	25	for	for	ADP
alkej-622	133	26	the	the	DET
alkej-622	133	27	j	j	PROPN
alkej-622	133	28	th	th	X
alkej-622	133	29	neuron	neuron	NOUN
alkej-622	133	30	in	in	ADP
alkej-622	133	31	the	the	DET
alkej-622	133	32	(	(	PUNCT
alkej-622	133	33	s+1)th	s+1)th	PROPN
alkej-622	133	34	layer	layer	NOUN
alkej-622	133	35	.	.	PUNCT
alkej-622	134	1	,	,	PUNCT
alkej-622	134	2	....	....	PUNCT
alkej-622	134	3	,	,	PUNCT
alkej-622	134	4	m	m	PROPN
alkej-622	134	5	s	s	PART
alkej-622	134	6	)	)	PUNCT
alkej-622	134	7	(	(	PUNCT
alkej-622	134	8	hfεδ	hfεδ	NOUN
alkej-622	134	9	(	(	PUNCT
alkej-622	134	10	s	s	NOUN
alkej-622	134	11	)	)	PUNCT
alkej-622	134	12	k	k	NOUN
alkej-622	134	13	\(s	\(s	PROPN
alkej-622	134	14	)	)	PUNCT
alkej-622	134	15	k	k	PROPN
alkej-622	134	16	(	(	PUNCT
alkej-622	134	17	s	s	X
alkej-622	134	18	)	)	PUNCT
alkej-622	134	19	k	k	NOUN
alkej-622	134	20	1	1	NUM
alkej-622	134	21	(	(	PUNCT
alkej-622	134	22	8)	8)	NUM
alkej-622	134	23	iiusing	iiuse	VERB
alkej-622	134	24	the	the	DET
alkej-622	134	25	local	local	ADJ
alkej-622	134	26	gradients	gradient	NOUN
alkej-622	134	27	calculated	calculate	VERB
alkej-622	134	28	in	in	ADP
alkej-622	134	29	step	step	NOUN
alkej-622	134	30	1	1	NUM
alkej-622	134	31	,	,	PUNCT
alkej-622	134	32	calculate	calculate	VERB
alkej-622	134	33	the	the	DET
alkej-622	134	34	weight	weight	NOUN
alkej-622	134	35	(	(	PUNCT
alkej-622	134	36	and	and	CCONJ
alkej-622	134	37	bias	bias	NOUN
alkej-622	134	38	)	)	PUNCT
alkej-622	134	39	changes	change	NOUN
alkej-622	134	40	for	for	ADP
alkej-622	134	41	all	all	DET
alkej-622	134	42	the	the	DET
alkej-622	134	43	weights	weight	NOUN
alkej-622	134	44	as	as	SCONJ
alkej-622	134	45	follows	follow	VERB
alkej-622	134	46	:	:	PUNCT
alkej-622	134	47	noδw	noδw	ADJ
alkej-622	134	48	s)(s	s)(	VERB
alkej-622	134	49	j	j	PROPN
alkej-622	134	50	(	(	PUNCT
alkej-622	134	51	s	s	PROPN
alkej-622	134	52	)	)	PUNCT
alkej-622	134	53	k	k	PROPN
alkej-622	134	54	(	(	PUNCT
alkej-622	134	55	s	s	NOUN
alkej-622	134	56	)	)	PUNCT
alkej-622	134	57	kj	kj	NOUN
alkej-622	134	58	,	,	PUNCT
alkej-622	134	59	...	...	PUNCT
alkej-622	134	60	,	,	PUNCT
alkej-622	134	61	and	and	CCONJ
alkej-622	134	62	j,	j,	PROPN
alkej-622	134	63	....	....	PUNCT
alkej-622	134	64	,ns	,ns	PUNCT
alkej-622	135	1	k	k	NOUN
alkej-622	135	2	ηδ	ηδ	CCONJ
alkej-622	135	3	1	1	NUM
alkej-622	135	4	1	1	NUM
alkej-622	135	5	11	11	NUM
alkej-622	135	6			VERB
alkej-622	135	7			NOUN
alkej-622	135	8	(	(	PUNCT
alkej-622	135	9	9	9	NUM
alkej-622	135	10	)	)	PUNCT
alkej-622	135	11	where	where	SCONJ
alkej-622	135	12	w	w	PROPN
alkej-622	135	13	(	(	PUNCT
alkej-622	135	14	s	s	NOUN
alkej-622	135	15	)	)	PUNCT
alkej-622	135	16	kj	kj	PROPN
alkej-622	135	17	δ	δ	PROPN
alkej-622	135	18	is	be	AUX
alkej-622	135	19	the	the	DET
alkej-622	135	20	change	change	NOUN
alkej-622	135	21	in	in	ADP
alkej-622	135	22	synaptic	synaptic	ADJ
alkej-622	135	23	weight	weight	NOUN
alkej-622	135	24	(	(	PUNCT
alkej-622	135	25	or	or	CCONJ
alkej-622	135	26	bias	bias	NOUN
alkej-622	135	27	)	)	PUNCT
alkej-622	135	28	corresponding	correspond	VERB
alkej-622	135	29	to	to	ADP
alkej-622	135	30	the	the	DET
alkej-622	135	31	gradient	gradient	NOUN
alkej-622	135	32	of	of	ADP
alkej-622	135	33	error	error	NOUN
alkej-622	135	34	for	for	ADP
alkej-622	135	35	connection	connection	NOUN
alkej-622	135	36	from	from	ADP
alkej-622	135	37	neuron	neuron	PROPN
alkej-622	135	38	unit	unit	PROPN
alkej-622	135	39	j	j	PROPN
alkej-622	135	40	in	in	ADP
alkej-622	135	41	the	the	DET
alkej-622	135	42	(	(	PUNCT
alkej-622	135	43	s+1	s+1	NOUN
alkej-622	135	44	)	)	PUNCT
alkej-622	135	45	th	th	NOUN
alkej-622	135	46	layer	layer	NOUN
alkej-622	135	47	,	,	PUNCT
alkej-622	135	48	to	to	PART
alkej-622	135	49	neuron	neuron	VERB
alkej-622	135	50	k	k	PROPN
alkej-622	135	51	in	in	ADP
alkej-622	135	52	the	the	DET
alkej-622	135	53	s	s	X
alkej-622	135	54	th	th	NOUN
alkej-622	135	55	layer	layer	NOUN
alkej-622	135	56	.	.	PUNCT
alkej-622	136	1	iiionce	iiionce	NOUN
alkej-622	136	2	all	all	DET
alkej-622	136	3	weight	weight	NOUN
alkej-622	136	4	(	(	PUNCT
alkej-622	136	5	and	and	CCONJ
alkej-622	136	6	bias	bias	NOUN
alkej-622	136	7	)	)	PUNCT
alkej-622	136	8	changes	change	NOUN
alkej-622	136	9	have	have	AUX
alkej-622	136	10	been	be	AUX
alkej-622	136	11	calculated	calculate	VERB
alkej-622	136	12	in	in	ADP
alkej-622	136	13	step	step	NOUN
alkej-622	136	14	2	2	NUM
alkej-622	136	15	,	,	PUNCT
alkej-622	136	16	update	update	VERB
alkej-622	136	17	all	all	DET
alkej-622	136	18	the	the	DET
alkej-622	136	19	weights	weight	NOUN
alkej-622	136	20	(	(	PUNCT
alkej-622	136	21	and	and	CCONJ
alkej-622	136	22	biases	bias	NOUN
alkej-622	136	23	)	)	PUNCT
alkej-622	136	24	as	as	SCONJ
alkej-622	136	25	follows	follow	VERB
alkej-622	136	26	:	:	PUNCT
alkej-622	136	27	(	(	PUNCT
alkej-622	136	28	n	n	CCONJ
alkej-622	136	29	)	)	PUNCT
alkej-622	136	30	(	(	PUNCT
alkej-622	136	31	n	n	CCONJ
alkej-622	136	32	)	)	PUNCT
alkej-622	136	33	δ	δ	PROPN
alkej-622	136	34	)	)	PUNCT
alkej-622	136	35	(	(	PUNCT
alkej-622	136	36	n	n	CCONJ
alkej-622	136	37	www	www	NOUN
alkej-622	136	38	s	s	PROPN
alkej-622	136	39	kj	kj	PROPN
alkej-622	136	40	s	s	PROPN
alkej-622	136	41	kj	kj	PROPN
alkej-622	136	42	s	s	PROPN
alkej-622	136	43	kj	kj	PROPN
alkej-622	136	44	1	1	PROPN
alkej-622	136	45	(	(	PUNCT
alkej-622	136	46	10	10	NUM
alkej-622	136	47	)	)	PUNCT
alkej-622	136	48	where	where	SCONJ
alkej-622	136	49	k	k	NOUN
alkej-622	136	50	=	=	SYM
alkej-622	136	51	1	1	NUM
alkej-622	136	52	,	,	PUNCT
alkej-622	136	53	…	…	PUNCT
alkej-622	136	54	..	..	PUNCT
alkej-622	136	55	,	,	PUNCT
alkej-622	136	56	n	n	CCONJ
alkej-622	136	57	neurons	neuron	NOUN
alkej-622	136	58	in	in	ADP
alkej-622	136	59	the	the	DET
alkej-622	136	60	s	s	X
alkej-622	136	61	th	th	NOUN
alkej-622	136	62	layer	layer	NOUN
alkej-622	136	63	and	and	CCONJ
alkej-622	136	64	j	j	NOUN
alkej-622	136	65	=	=	SYM
alkej-622	136	66	1	1	NUM
alkej-622	136	67	,	,	PUNCT
alkej-622	136	68	…	…	PUNCT
alkej-622	136	69	……	……	NOUN
alkej-622	136	70	,	,	PUNCT
alkej-622	136	71	n	n	PRON
alkej-622	136	72	neurons	neuron	NOUN
alkej-622	136	73	in	in	ADP
alkej-622	136	74	the	the	PRON
alkej-622	136	75	(	(	PUNCT
alkej-622	136	76	s-1	s-1	PROPN
alkej-622	136	77	)	)	PUNCT
alkej-622	136	78	th	th	NOUN
alkej-622	136	79	layer	layer	NOUN
alkej-622	136	80	.	.	PUNCT
alkej-622	137	1	)	)	PUNCT
alkej-622	137	2	1	1	NUM
alkej-622	137	3	(	(	PUNCT
alkej-622	137	4	)	)	PUNCT
alkej-622	137	5	(	(	PUNCT
alkej-622	137	6	nw	nw	PROPN
alkej-622	137	7	s	s	PART
alkej-622	137	8	kj	kj	NOUN
alkej-622	137	9	=	=	PUNCT
alkej-622	137	10	update	update	NOUN
alkej-622	137	11	synaptic	synaptic	ADJ
alkej-622	137	12	weight	weight	NOUN
alkej-622	137	13	(	(	PUNCT
alkej-622	137	14	or	or	CCONJ
alkej-622	137	15	bias	bias	NOUN
alkej-622	137	16	)	)	PUNCT
alkej-622	137	17	to	to	PART
alkej-622	137	18	be	be	AUX
alkej-622	137	19	used	use	VERB
alkej-622	137	20	in	in	ADP
alkej-622	137	21	the	the	DET
alkej-622	137	22	(	(	PUNCT
alkej-622	137	23	n+1	n+1	NOUN
alkej-622	137	24	)	)	PUNCT
alkej-622	137	25	th	th	X
alkej-622	137	26	iteration	iteration	NOUN
alkej-622	137	27	of	of	ADP
alkej-622	137	28	the	the	DET
alkej-622	137	29	forward	forward	ADJ
alkej-622	137	30	computation	computation	NOUN
alkej-622	137	31	.	.	PUNCT
alkej-622	137	32	)	)	PUNCT
alkej-622	138	1	(	(	PUNCT
alkej-622	138	2	)	)	PUNCT
alkej-622	138	3	(	(	PUNCT
alkej-622	138	4	nw	nw	PROPN
alkej-622	138	5	s	s	PROPN
alkej-622	138	6	kj	kj	NOUN
alkej-622	138	7	=	=	SYM
alkej-622	138	8	change	change	NOUN
alkej-622	138	9	in	in	ADP
alkej-622	138	10	synaptic	synaptic	ADJ
alkej-622	138	11	weight	weight	NOUN
alkej-622	138	12	(	(	PUNCT
alkej-622	138	13	or	or	CCONJ
alkej-622	138	14	bias	bias	NOUN
alkej-622	138	15	)	)	PUNCT
alkej-622	138	16	calculated	calculate	VERB
alkej-622	138	17	in	in	ADP
alkej-622	138	18	the	the	DET
alkej-622	138	19	n	n	ADV
alkej-622	138	20	th	th	X
alkej-622	138	21	iteration	iteration	NOUN
alkej-622	138	22	of	of	ADP
alkej-622	138	23	the	the	DET
alkej-622	138	24	backward	backward	ADJ
alkej-622	138	25	computation	computation	NOUN
alkej-622	138	26	,	,	PUNCT
alkej-622	138	27	where	where	SCONJ
alkej-622	138	28	n	n	PRON
alkej-622	138	29	=	=	NOUN
alkej-622	138	30	the	the	DET
alkej-622	138	31	current	current	ADJ
alkej-622	138	32	iteration	iteration	NOUN
alkej-622	138	33	.	.	PUNCT
alkej-622	139	1	this	this	DET
alkej-622	139	2	page	page	NOUN
alkej-622	139	3	was	be	AUX
alkej-622	139	4	created	create	VERB
alkej-622	139	5	using	use	VERB
alkej-622	139	6	nitro	nitro	NOUN
alkej-622	139	7	pdf	pdf	NOUN
alkej-622	139	8	trial	trial	NOUN
alkej-622	139	9	software	software	NOUN
alkej-622	139	10	.	.	PUNCT
alkej-622	140	1	to	to	PART
alkej-622	140	2	purchase	purchase	VERB
alkej-622	140	3	,	,	PUNCT
alkej-622	140	4	go	go	VERB
alkej-622	140	5	to	to	ADP
alkej-622	140	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-622	140	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-622	140	8	ammar	ammar	PROPN
alkej-622	140	9	a.	a.	PROPN
alkej-622	140	10	hassan	hassan	PROPN
alkej-622	140	11	/al	/al	PROPN
alkej-622	140	12	-	-	PUNCT
alkej-622	140	13	khwarizmi	khwarizmi	PROPN
alkej-622	140	14	engineering	engineering	NOUN
alkej-622	140	15	journal	journal	PROPN
alkej-622	140	16	,	,	PUNCT
alkej-622	140	17	vol.3	vol.3	PROPN
alkej-622	140	18	,	,	PUNCT
alkej-622	140	19	no	no	INTJ
alkej-622	140	20	.	.	NOUN
alkej-622	140	21	1	1	NUM
alkej-622	140	22	pp	pp	ADP
alkej-622	141	1	99(2007	99(2007	NUM
alkej-622	141	2	)	)	PUNCT
alkej-622	141	3	٨٨	٨٨	NUM
alkej-622	141	4	)	)	PUNCT
alkej-622	141	5	(	(	PUNCT
alkej-622	141	6	)	)	PUNCT
alkej-622	141	7	(	(	PUNCT
alkej-622	141	8	nw	nw	PROPN
alkej-622	141	9	s	s	PROPN
alkej-622	141	10	kj	kj	NOUN
alkej-622	141	11	=	=	SYM
alkej-622	141	12	synaptic	synaptic	ADJ
alkej-622	141	13	weight	weight	NOUN
alkej-622	141	14	(	(	PUNCT
alkej-622	141	15	or	or	CCONJ
alkej-622	141	16	bias	bias	NOUN
alkej-622	141	17	)	)	PUNCT
alkej-622	141	18	to	to	PART
alkej-622	141	19	be	be	AUX
alkej-622	141	20	used	use	VERB
alkej-622	141	21	in	in	ADP
alkej-622	141	22	the	the	DET
alkej-622	141	23	n	n	ADV
alkej-622	141	24	th	th	X
alkej-622	141	25	iteration	iteration	NOUN
alkej-622	141	26	of	of	ADP
alkej-622	141	27	the	the	DET
alkej-622	141	28	forward	forward	ADJ
alkej-622	141	29	and	and	CCONJ
alkej-622	141	30	backward	backward	ADJ
alkej-622	141	31	computations	computation	NOUN
alkej-622	141	32	,	,	PUNCT
alkej-622	141	33	where	where	SCONJ
alkej-622	141	34	n	n	ADV
alkej-622	141	35	=	=	PUNCT
alkej-622	141	36	the	the	DET
alkej-622	141	37	current	current	ADJ
alkej-622	141	38	iteration	iteration	NOUN
alkej-622	141	39	.	.	PUNCT
alkej-622	142	1	(	(	PUNCT
alkej-622	142	2	3a	3a	NUM
alkej-622	142	3	)	)	PUNCT
alkej-622	142	4	truncation	truncation	NOUN
alkej-622	142	5	for	for	ADP
alkej-622	142	6	each	each	DET
alkej-622	142	7	counter	counter	NOUN
alkej-622	142	8	>	>	X
alkej-622	142	9	q	q	PUNCT
alkej-622	142	10	makes	make	VERB
alkej-622	142	11	a	a	DET
alkej-622	142	12	truncation	truncation	NOUN
alkej-622	142	13	as	as	ADP
alkej-622	142	14	in	in	ADP
alkej-622	142	15	equation	equation	NOUN
alkej-622	142	16	(	(	PUNCT
alkej-622	142	17	11	11	NUM
alkej-622	142	18	)	)	PUNCT
alkej-622	142	19	to	to	ADP
alkej-622	142	20	the	the	DET
alkej-622	142	21	values	value	NOUN
alkej-622	142	22	of	of	ADP
alkej-622	142	23	the	the	DET
alkej-622	142	24	weights	weight	NOUN
alkej-622	142	25	)	)	PUNCT
alkej-622	142	26	(	(	PUNCT
alkej-622	142	27	)	)	PUNCT
alkej-622	142	28	(	(	PUNCT
alkej-622	142	29	nw	nw	PROPN
alkej-622	142	30	s	s	X
alkej-622	142	31	kj	kj	PROPN
alkej-622	142	32	.	.	PUNCT
alkej-622	142	33	)	)	PUNCT
alkej-622	143	1	-	-	PUNCT
alkej-622	143	2	)	)	PUNCT
alkej-622	143	3	*	*	PUNCT
alkej-622	143	4	(	(	PUNCT
alkej-622	143	5	/	/	SYM
alkej-622	143	6	(	(	PUNCT
alkej-622	143	7	n	n	CCONJ
alkej-622	143	8	)	)	PUNCT
alkej-622	143	9	int	int	NOUN
alkej-622	143	10	(	(	PUNCT
alkej-622	143	11	w(n)w	w(n)w	NOUN
alkej-622	143	12	nn(s	nn(s	NUM
alkej-622	143	13	)	)	PUNCT
alkej-622	143	14	kj	kj	NOUN
alkej-622	143	15	(	(	PUNCT
alkej-622	143	16	s	s	PROPN
alkej-622	143	17	)	)	PUNCT
alkej-622	143	18	kj	kj	PROPN
alkej-622	143	19	122	122	NUM
alkej-622	143	20	(	(	PUNCT
alkej-622	143	21	11	11	NUM
alkej-622	143	22	)	)	PUNCT
alkej-622	143	23	where	where	SCONJ
alkej-622	143	24	q	q	NOUN
alkej-622	143	25	is	be	AUX
alkej-622	143	26	a	a	DET
alkej-622	143	27	small	small	ADJ
alkej-622	143	28	integer	integer	NOUN
alkej-622	143	29	value	value	NOUN
alkej-622	143	30	depends	depend	VERB
alkej-622	143	31	on	on	ADP
alkej-622	143	32	the	the	DET
alkej-622	143	33	ann	ann	PROPN
alkej-622	143	34	,	,	PUNCT
alkej-622	143	35	it	it	PRON
alkej-622	143	36	defaults	default	VERB
alkej-622	143	37	between	between	ADP
alkej-622	143	38	5to50	5to50	PROPN
alkej-622	143	39	.	.	PUNCT
alkej-622	144	1	n	n	CCONJ
alkej-622	144	2	:	:	PUNCT
alkej-622	144	3	number	number	NOUN
alkej-622	144	4	of	of	ADP
alkej-622	144	5	bits	bit	NOUN
alkej-622	144	6	in	in	ADP
alkej-622	144	7	data	datum	NOUN
alkej-622	144	8	bus	bus	NOUN
alkej-622	144	9	.	.	PUNCT
alkej-622	145	1	for	for	ADP
alkej-622	145	2	truncation	truncation	NOUN
alkej-622	145	3	in	in	ADP
alkej-622	145	4	the	the	DET
alkej-622	145	5	range	range	NOUN
alkej-622	145	6	of	of	ADP
alkej-622	145	7	10	10	NUM
alkej-622	145	8	-	-	PUNCT
alkej-622	145	9	bit	bit	NOUN
alkej-622	145	10	this	this	DET
alkej-622	145	11	equation	equation	NOUN
alkej-622	145	12	becomes	become	VERB
alkej-622	145	13	as	as	ADP
alkej-622	145	14	in	in	ADP
alkej-622	145	15	equation	equation	NOUN
alkej-622	145	16	(	(	PUNCT
alkej-622	145	17	12	12	NUM
alkej-622	145	18	)	)	PUNCT
alkej-622	145	19	.	.	PUNCT
alkej-622	146	1	10231024	10231024	NUM
alkej-622	146	2	)	)	PUNCT
alkej-622	147	1	*	*	PUNCT
alkej-622	147	2	/	/	PUNCT
alkej-622	147	3	(	(	PUNCT
alkej-622	147	4	n	n	CCONJ
alkej-622	147	5	)	)	PUNCT
alkej-622	147	6	int	int	NOUN
alkej-622	147	7	(	(	PUNCT
alkej-622	147	8	w(n)w	w(n)w	X
alkej-622	147	9	(	(	PUNCT
alkej-622	147	10	s	s	NOUN
alkej-622	147	11	)	)	PUNCT
alkej-622	147	12	kj	kj	NOUN
alkej-622	147	13	(	(	PUNCT
alkej-622	147	14	s	s	PROPN
alkej-622	147	15	)	)	PUNCT
alkej-622	147	16	kj	kj	PROPN
alkej-622	147	17			PROPN
alkej-622	147	18	(	(	PUNCT
alkej-622	147	19	12	12	NUM
alkej-622	147	20	)	)	PUNCT
alkej-622	147	21	6.comparative	6.comparative	NUM
alkej-622	147	22	study	study	NOUN
alkej-622	147	23	the	the	DET
alkej-622	147	24	simple	simple	ADJ
alkej-622	147	25	example	example	NOUN
alkej-622	147	26	is	be	AUX
alkej-622	147	27	the	the	DET
alkej-622	147	28	four	four	NUM
alkej-622	147	29	-	-	PUNCT
alkej-622	147	30	layer	layer	NOUN
alkej-622	147	31	network	network	NOUN
alkej-622	147	32	to	to	ADP
alkej-622	147	33	the	the	DET
alkej-622	147	34	problem	problem	NOUN
alkej-622	147	35	of	of	ADP
alkej-622	147	36	recognizing	recognize	VERB
alkej-622	147	37	english	english	ADJ
alkej-622	147	38	digit	digit	NOUN
alkej-622	147	39	numbers	number	NOUN
alkej-622	147	40	that	that	PRON
alkej-622	147	41	has	have	VERB
alkej-622	147	42	70	70	NUM
alkej-622	147	43	nodes	node	NOUN
alkej-622	147	44	.	.	PUNCT
alkej-622	148	1	the	the	DET
alkej-622	148	2	implementation	implementation	NOUN
alkej-622	148	3	of	of	ADP
alkej-622	148	4	this	this	PRON
alkej-622	148	5	nn	nn	NOUN
alkej-622	148	6	using	use	VERB
alkej-622	148	7	ise	ise	PROPN
alkej-622	148	8	4.1i	4.1i	PROPN
alkej-622	148	9	on	on	ADP
alkej-622	148	10	xilinx	xilinx	PROPN
alkej-622	148	11	platform	platform	NOUN
alkej-622	148	12	[	[	X
alkej-622	148	13	7	7	NUM
alkej-622	148	14	,	,	PUNCT
alkej-622	148	15	8	8	NUM
alkej-622	148	16	]	]	PUNCT
alkej-622	148	17	shows	show	VERB
alkej-622	148	18	the	the	DET
alkej-622	148	19	effect	effect	NOUN
alkej-622	148	20	of	of	ADP
alkej-622	148	21	the	the	DET
alkej-622	148	22	proposed	propose	VERB
alkej-622	148	23	algorithm	algorithm	NOUN
alkej-622	148	24	on	on	ADP
alkej-622	148	25	the	the	DET
alkej-622	148	26	total	total	ADJ
alkej-622	148	27	cost	cost	NOUN
alkej-622	148	28	and	and	CCONJ
alkej-622	148	29	the	the	DET
alkej-622	148	30	final	final	ADJ
alkej-622	148	31	error	error	NOUN
alkej-622	148	32	as	as	ADP
alkej-622	148	33	in	in	ADP
alkej-622	148	34	table	table	NOUN
alkej-622	148	35	(	(	PUNCT
alkej-622	148	36	2	2	NUM
alkej-622	148	37	)	)	PUNCT
alkej-622	148	38	.	.	PUNCT
alkej-622	149	1	7.conclusion	7.conclusion	NUM
alkej-622	149	2	generally	generally	ADV
alkej-622	149	3	,	,	PUNCT
alkej-622	149	4	any	any	DET
alkej-622	149	5	complete	complete	ADJ
alkej-622	149	6	circuit	circuit	NOUN
alkej-622	149	7	of	of	ADP
alkej-622	149	8	ann	ann	PROPN
alkej-622	149	9	has	have	VERB
alkej-622	149	10	a	a	DET
alkej-622	149	11	very	very	ADV
alkej-622	149	12	high	high	ADJ
alkej-622	149	13	cost	cost	NOUN
alkej-622	149	14	because	because	SCONJ
alkej-622	149	15	the	the	DET
alkej-622	149	16	high	high	ADJ
alkej-622	149	17	resolution	resolution	NOUN
alkej-622	149	18	of	of	ADP
alkej-622	149	19	the	the	DET
alkej-622	149	20	weight	weight	NOUN
alkej-622	149	21	values	value	NOUN
alkej-622	149	22	required	require	VERB
alkej-622	149	23	is	be	AUX
alkej-622	149	24	about	about	ADV
alkej-622	149	25	30	30	NUM
alkej-622	149	26	-	-	PUNCT
alkej-622	149	27	bit	bit	NOUN
alkej-622	149	28	or	or	CCONJ
alkej-622	149	29	more	more	ADJ
alkej-622	149	30	.	.	PUNCT
alkej-622	150	1	the	the	DET
alkej-622	150	2	truncation	truncation	NOUN
alkej-622	150	3	of	of	ADP
alkej-622	150	4	this	this	DET
alkej-622	150	5	data	datum	NOUN
alkej-622	150	6	to	to	ADP
alkej-622	150	7	low	low	ADJ
alkej-622	150	8	number	number	NOUN
alkej-622	150	9	such	such	ADJ
alkej-622	150	10	as	as	ADP
alkej-622	150	11	10	10	NUM
alkej-622	150	12	-	-	PUNCT
alkej-622	150	13	bit	bit	NOUN
alkej-622	150	14	will	will	AUX
alkej-622	150	15	reduce	reduce	VERB
alkej-622	150	16	the	the	DET
alkej-622	150	17	total	total	ADJ
alkej-622	150	18	cost	cost	NOUN
alkej-622	150	19	to	to	ADP
alkej-622	150	20	5	5	NUM
alkej-622	150	21	%	%	NOUN
alkej-622	150	22	from	from	ADP
alkej-622	150	23	the	the	DET
alkej-622	150	24	total	total	ADJ
alkej-622	150	25	cost	cost	NOUN
alkej-622	150	26	but	but	CCONJ
alkej-622	150	27	increase	increase	VERB
alkej-622	150	28	the	the	DET
alkej-622	150	29	error	error	NOUN
alkej-622	150	30	to	to	ADP
alkej-622	150	31	more	more	ADJ
alkej-622	150	32	than	than	ADP
alkej-622	150	33	10	10	NUM
alkej-622	150	34	times	time	NOUN
alkej-622	150	35	.	.	PUNCT
alkej-622	151	1	in	in	ADP
alkej-622	151	2	addition	addition	NOUN
alkej-622	151	3	to	to	ADP
alkej-622	151	4	this	this	PRON
alkej-622	151	5	,	,	PUNCT
alkej-622	151	6	the	the	DET
alkej-622	151	7	effect	effect	NOUN
alkej-622	151	8	of	of	ADP
alkej-622	151	9	the	the	DET
alkej-622	151	10	transfer	transfer	NOUN
alkej-622	151	11	function	function	NOUN
alkej-622	151	12	type	type	NOUN
alkej-622	151	13	such	such	ADJ
alkej-622	151	14	as	as	ADP
alkej-622	151	15	sigmoid	sigmoid	NOUN
alkej-622	151	16	or	or	CCONJ
alkej-622	151	17	bipolar	bipolar	ADJ
alkej-622	151	18	function	function	NOUN
alkej-622	151	19	declared	declare	VERB
alkej-622	151	20	the	the	DET
alkej-622	151	21	cost	cost	NOUN
alkej-622	151	22	of	of	ADP
alkej-622	151	23	the	the	DET
alkej-622	151	24	classic	classic	ADJ
alkej-622	151	25	nn	nn	NOUN
alkej-622	151	26	,	,	PUNCT
alkej-622	151	27	where	where	SCONJ
alkej-622	151	28	sigmoid	sigmoid	NOUN
alkej-622	151	29	function	function	NOUN
alkej-622	151	30	is	be	AUX
alkej-622	151	31	30	30	NUM
alkej-622	151	32	times	time	NOUN
alkej-622	151	33	over	over	ADP
alkej-622	151	34	the	the	DET
alkej-622	151	35	bipolar	bipolar	ADJ
alkej-622	151	36	transfer	transfer	NOUN
alkej-622	151	37	function	function	NOUN
alkej-622	151	38	but	but	CCONJ
alkej-622	151	39	the	the	DET
alkej-622	151	40	bipolar	bipolar	NOUN
alkej-622	151	41	has	have	VERB
alkej-622	151	42	in	in	ADP
alkej-622	151	43	average	average	ADJ
alkej-622	151	44	twice	twice	DET
alkej-622	151	45	the	the	DET
alkej-622	151	46	error	error	NOUN
alkej-622	151	47	.	.	PUNCT
alkej-622	152	1	this	this	DET
alkej-622	152	2	work	work	NOUN
alkej-622	152	3	has	have	AUX
alkej-622	152	4	shown	show	VERB
alkej-622	152	5	capability	capability	NOUN
alkej-622	152	6	choice	choice	NOUN
alkej-622	152	7	of	of	ADP
alkej-622	152	8	different	different	ADJ
alkej-622	152	9	transfer	transfer	NOUN
alkej-622	152	10	functions	function	NOUN
alkej-622	152	11	for	for	ADP
alkej-622	152	12	nn	nn	PROPN
alkej-622	152	13	algorithm	algorithm	NOUN
alkej-622	152	14	that	that	PRON
alkej-622	152	15	are	be	AUX
alkej-622	152	16	suitable	suitable	ADJ
alkej-622	152	17	to	to	PART
alkej-622	152	18	reduce	reduce	VERB
alkej-622	152	19	the	the	DET
alkej-622	152	20	hardware	hardware	NOUN
alkej-622	152	21	cost	cost	NOUN
alkej-622	152	22	with	with	ADP
alkej-622	152	23	an	an	DET
alkej-622	152	24	optimal	optimal	ADJ
alkej-622	152	25	choice	choice	NOUN
alkej-622	152	26	of	of	ADP
alkej-622	152	27	precision	precision	NOUN
alkej-622	152	28	value	value	NOUN
alkej-622	152	29	,	,	PUNCT
alkej-622	152	30	by	by	ADP
alkej-622	152	31	applying	apply	VERB
alkej-622	152	32	proposed	propose	VERB
alkej-622	152	33	truncation	truncation	NOUN
alkej-622	152	34	algorithm	algorithm	NOUN
alkej-622	152	35	to	to	ADP
alkej-622	152	36	reduced	reduce	VERB
alkej-622	152	37	precision	precision	NOUN
alkej-622	152	38	value	value	NOUN
alkej-622	152	39	from	from	ADP
alkej-622	152	40	30	30	NUM
alkej-622	152	41	-	-	PUNCT
alkej-622	152	42	bit	bit	NOUN
alkej-622	152	43	to	to	PART
alkej-622	152	44	10	10	NUM
alkej-622	152	45	-	-	PUNCT
alkej-622	152	46	bit	bit	NOUN
alkej-622	152	47	with	with	ADP
alkej-622	152	48	minimum	minimum	ADJ
alkej-622	152	49	possible	possible	ADJ
alkej-622	152	50	error	error	NOUN
alkej-622	152	51	.	.	PUNCT
alkej-622	153	1	the	the	DET
alkej-622	153	2	matching	matching	NOUN
alkej-622	153	3	of	of	ADP
alkej-622	153	4	the	the	DET
alkej-622	153	5	proposed	propose	VERB
alkej-622	153	6	algorithm	algorithm	NOUN
alkej-622	153	7	with	with	ADP
alkej-622	153	8	bipolar	bipolar	ADJ
alkej-622	153	9	transfer	transfer	NOUN
alkej-622	153	10	function	function	NOUN
alkej-622	153	11	will	will	AUX
alkej-622	153	12	reduce	reduce	VERB
alkej-622	153	13	the	the	DET
alkej-622	153	14	cost	cost	NOUN
alkej-622	153	15	to	to	ADP
alkej-622	153	16	0.3	0.3	NUM
alkej-622	153	17	%	%	NOUN
alkej-622	153	18	from	from	ADP
alkej-622	153	19	the	the	DET
alkej-622	153	20	total	total	ADJ
alkej-622	153	21	cost	cost	NOUN
alkej-622	153	22	and	and	CCONJ
alkej-622	153	23	increases	increase	VERB
alkej-622	153	24	activation	activation	NOUN
alkej-622	153	25	function	function	NOUN
alkej-622	153	26	number	number	NOUN
alkej-622	153	27	of	of	ADP
alkej-622	153	28	bits	bit	NOUN
alkej-622	153	29	algorithm	algorithm	NOUN
alkej-622	153	30	final	final	ADJ
alkej-622	153	31	error	error	NOUN
alkej-622	153	32	%	%	NOUN
alkej-622	153	33	total	total	ADJ
alkej-622	153	34	nn	nn	INTJ
alkej-622	153	35	cost	cost	NOUN
alkej-622	153	36	/	/	SYM
alkej-622	153	37	cell	cell	NOUN
alkej-622	153	38	max	max	NOUN
alkej-622	153	39	speed	speed	NOUN
alkej-622	153	40	of	of	ADP
alkej-622	153	41	nn	nn	PROPN
alkej-622	153	42	/	/	SYM
alkej-622	153	43	mhz	mhz	NOUN
alkej-622	153	44	sigmoid	sigmoid	NOUN
alkej-622	153	45	30	30	NUM
alkej-622	153	46	classic	classic	ADJ
alkej-622	153	47	2	2	NUM
alkej-622	153	48	14,000,000	14,000,000	NUM
alkej-622	153	49	35	35	NUM
alkej-622	153	50	bipolar	bipolar	ADJ
alkej-622	153	51	30	30	NUM
alkej-622	153	52	classic	classic	ADJ
alkej-622	153	53	4	4	NUM
alkej-622	153	54	455,000	455,000	NUM
alkej-622	153	55	35	35	NUM
alkej-622	153	56	sigmoid	sigmoid	NOUN
alkej-622	153	57	10	10	NUM
alkej-622	153	58	classic	classic	ADJ
alkej-622	153	59	with	with	ADP
alkej-622	153	60	truncation	truncation	NOUN
alkej-622	153	61	16	16	NUM
alkej-622	153	62	280,000	280,000	NUM
alkej-622	153	63	74	74	NUM
alkej-622	153	64	bipolar	bipolar	ADJ
alkej-622	153	65	10	10	NUM
alkej-622	153	66	classic	classic	ADJ
alkej-622	153	67	with	with	ADP
alkej-622	153	68	truncation	truncation	NOUN
alkej-622	153	69	22	22	NUM
alkej-622	153	70	45,500	45,500	NUM
alkej-622	153	71	74	74	NUM
alkej-622	153	72	sigmoid	sigmoid	NOUN
alkej-622	153	73	10	10	NUM
alkej-622	153	74	proposed	propose	VERB
alkej-622	153	75	6	6	NUM
alkej-622	153	76	455,000	455,000	NUM
alkej-622	153	77	74	74	NUM
alkej-622	153	78	bipolar	bipolar	ADJ
alkej-622	153	79	10	10	NUM
alkej-622	153	80	proposed	propose	VERB
alkej-622	153	81	9	9	NUM
alkej-622	153	82	45,500	45,500	NUM
alkej-622	153	83	74	74	NUM
alkej-622	153	84	this	this	DET
alkej-622	153	85	page	page	NOUN
alkej-622	153	86	was	be	AUX
alkej-622	153	87	created	create	VERB
alkej-622	153	88	using	use	VERB
alkej-622	153	89	nitro	nitro	NOUN
alkej-622	153	90	pdf	pdf	NOUN
alkej-622	153	91	trial	trial	NOUN
alkej-622	153	92	software	software	NOUN
alkej-622	153	93	.	.	PUNCT
alkej-622	154	1	to	to	PART
alkej-622	154	2	purchase	purchase	VERB
alkej-622	154	3	,	,	PUNCT
alkej-622	154	4	go	go	VERB
alkej-622	154	5	to	to	ADP
alkej-622	154	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-622	154	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-622	154	8	ammar	ammar	PROPN
alkej-622	154	9	a.	a.	PROPN
alkej-622	154	10	hassan	hassan	PROPN
alkej-622	154	11	/al	/al	PROPN
alkej-622	154	12	-	-	PUNCT
alkej-622	154	13	khwarizmi	khwarizmi	PROPN
alkej-622	154	14	engineering	engineering	NOUN
alkej-622	154	15	journal	journal	PROPN
alkej-622	154	16	,	,	PUNCT
alkej-622	154	17	vol.3	vol.3	PROPN
alkej-622	154	18	,	,	PUNCT
alkej-622	154	19	no	no	INTJ
alkej-622	154	20	.	.	NOUN
alkej-622	154	21	1	1	NUM
alkej-622	154	22	pp	pp	ADP
alkej-622	155	1	99(2007	99(2007	NUM
alkej-622	155	2	)	)	PUNCT
alkej-622	155	3	٨٩	٨٩	NUM
alkej-622	155	4	the	the	DET
alkej-622	155	5	speed	speed	NOUN
alkej-622	155	6	to	to	ADP
alkej-622	155	7	twice	twice	DET
alkej-622	155	8	the	the	DET
alkej-622	155	9	original	original	ADJ
alkej-622	155	10	speed	speed	NOUN
alkej-622	155	11	but	but	CCONJ
alkej-622	155	12	increase	increase	VERB
alkej-622	155	13	the	the	DET
alkej-622	155	14	error	error	NOUN
alkej-622	155	15	from	from	ADP
alkej-622	155	16	2	2	NUM
alkej-622	155	17	%	%	NOUN
alkej-622	155	18	to	to	PART
alkej-622	155	19	10	10	NUM
alkej-622	155	20	%	%	NOUN
alkej-622	155	21	.	.	PUNCT
alkej-622	156	1	while	while	SCONJ
alkej-622	156	2	,	,	PUNCT
alkej-622	156	3	the	the	DET
alkej-622	156	4	direct	direct	ADJ
alkej-622	156	5	truncation	truncation	NOUN
alkej-622	156	6	with	with	ADP
alkej-622	156	7	classic	classic	ADJ
alkej-622	156	8	learning	learning	NOUN
alkej-622	156	9	algorithm	algorithm	NOUN
alkej-622	156	10	with	with	ADP
alkej-622	156	11	bipolar	bipolar	ADJ
alkej-622	156	12	transfer	transfer	NOUN
alkej-622	156	13	function	function	NOUN
alkej-622	156	14	will	will	AUX
alkej-622	156	15	give	give	VERB
alkej-622	156	16	a	a	DET
alkej-622	156	17	very	very	ADV
alkej-622	156	18	high	high	ADJ
alkej-622	156	19	error	error	NOUN
alkej-622	156	20	reaching	reach	VERB
alkej-622	156	21	to	to	ADP
alkej-622	156	22	25	25	NUM
alkej-622	156	23	%	%	NOUN
alkej-622	156	24	while	while	SCONJ
alkej-622	156	25	the	the	DET
alkej-622	156	26	truncation	truncation	NOUN
alkej-622	156	27	using	use	VERB
alkej-622	156	28	the	the	DET
alkej-622	156	29	proposed	propose	VERB
alkej-622	156	30	learning	learn	VERB
alkej-622	156	31	algorithm	algorithm	NOUN
alkej-622	156	32	with	with	ADP
alkej-622	156	33	bipolar	bipolar	ADJ
alkej-622	156	34	transfer	transfer	NOUN
alkej-622	156	35	function	function	NOUN
alkej-622	156	36	will	will	AUX
alkej-622	156	37	reduce	reduce	VERB
alkej-622	156	38	the	the	DET
alkej-622	156	39	error	error	NOUN
alkej-622	156	40	to	to	ADP
alkej-622	156	41	less	less	ADJ
alkej-622	156	42	than	than	ADP
alkej-622	156	43	10	10	NUM
alkej-622	156	44	%	%	NOUN
alkej-622	156	45	with	with	ADP
alkej-622	156	46	the	the	DET
alkej-622	156	47	same	same	ADJ
alkej-622	156	48	cost	cost	NOUN
alkej-622	156	49	and	and	CCONJ
alkej-622	156	50	same	same	ADJ
alkej-622	156	51	speed	speed	NOUN
alkej-622	156	52	.	.	PUNCT
alkej-622	157	1	8.references	8.references	NUM
alkej-622	158	1	[	[	X
alkej-622	158	2	1	1	NUM
alkej-622	158	3	]	]	PUNCT
alkej-622	158	4	m.	m.	NOUN
alkej-622	158	5	skrbek	skrbek	NOUN
alkej-622	158	6	,	,	PUNCT
alkej-622	158	7	“	"	PUNCT
alkej-622	158	8	fast	fast	ADJ
alkej-622	158	9	neural	neural	ADJ
alkej-622	158	10	network	network	NOUN
alkej-622	158	11	implementation	implementation	NOUN
alkej-622	158	12	”	"	PUNCT
alkej-622	158	13	,	,	PUNCT
alkej-622	158	14	neural	neural	ADJ
alkej-622	158	15	network	network	NOUN
alkej-622	158	16	world	world	NOUN
alkej-622	158	17	,	,	PUNCT
alkej-622	158	18	vol	vol	NOUN
alkej-622	158	19	.	.	PUNCT
alkej-622	158	20	vol	vol	NOUN
alkej-622	158	21	.	.	PROPN
alkej-622	158	22	9	9	NUM
alkej-622	158	23	,	,	PUNCT
alkej-622	158	24	n.	n.	NOUN
alkej-622	158	25	no	no	NOUN
alkej-622	158	26	.	.	PROPN
alkej-622	158	27	5	5	NUM
alkej-622	158	28	,	,	PUNCT
alkej-622	158	29	pp	pp	ADJ
alkej-622	158	30	.	.	PUNCT
alkej-622	159	1	375–391	375–391	NUM
alkej-622	159	2	,	,	PUNCT
alkej-622	159	3	1999	1999	NUM
alkej-622	159	4	.	.	PUNCT
alkej-622	160	1	[	[	X
alkej-622	160	2	2	2	X
alkej-622	160	3	]	]	PUNCT
alkej-622	160	4	j.	j.	PROPN
alkej-622	160	5	g.	g.	PROPN
alkej-622	160	6	eldredge	eldredge	PROPN
alkej-622	160	7	,	,	PUNCT
alkej-622	160	8	“	"	PUNCT
alkej-622	160	9	fpga	fpga	NOUN
alkej-622	160	10	density	density	NOUN
alkej-622	160	11	enhancement	enhancement	NOUN
alkej-622	160	12	of	of	ADP
alkej-622	160	13	a	a	DET
alkej-622	160	14	neural	neural	ADJ
alkej-622	160	15	network	network	NOUN
alkej-622	160	16	through	through	ADP
alkej-622	160	17	run	run	NOUN
alkej-622	160	18	-	-	PUNCT
alkej-622	160	19	time	time	NOUN
alkej-622	160	20	reconfiguration	reconfiguration	NOUN
alkej-622	160	21	”	"	PUNCT
alkej-622	160	22	,	,	PUNCT
alkej-622	160	23	master	master	NOUN
alkej-622	160	24	’s	’s	PART
alkej-622	160	25	thesis	thesis	NOUN
alkej-622	160	26	,	,	PUNCT
alkej-622	160	27	department	department	NOUN
alkej-622	160	28	of	of	ADP
alkej-622	160	29	electrical	electrical	ADJ
alkej-622	160	30	and	and	CCONJ
alkej-622	160	31	computer	computer	NOUN
alkej-622	160	32	engineering	engineering	NOUN
alkej-622	160	33	,	,	PUNCT
alkej-622	160	34	brigham	brigham	PROPN
alkej-622	160	35	young	young	PROPN
alkej-622	160	36	university	university	NOUN
alkej-622	160	37	,	,	PUNCT
alkej-622	160	38	may	may	PROPN
alkej-622	160	39	1994	1994	NUM
alkej-622	160	40	.	.	PUNCT
alkej-622	161	1	[	[	X
alkej-622	161	2	3	3	X
alkej-622	161	3	]	]	X
alkej-622	161	4	d.e	d.e	PROPN
alkej-622	161	5	rumelhart	rumelhart	PROPN
alkej-622	161	6	,	,	PUNCT
alkej-622	161	7	j.l	j.l	PROPN
alkej-622	161	8	mcclelland	mcclelland	PROPN
alkej-622	161	9	and	and	CCONJ
alkej-622	161	10	pdp	pdp	PROPN
alkej-622	161	11	research	research	NOUN
alkej-622	161	12	group	group	NOUN
alkej-622	161	13	,	,	PUNCT
alkej-622	161	14	parallel	parallel	ADJ
alkej-622	161	15	distrubuted	distrubuted	ADJ
alkej-622	161	16	processing	processing	NOUN
alkej-622	161	17	:	:	PUNCT
alkej-622	161	18	explorations	exploration	NOUN
alkej-622	161	19	in	in	ADP
alkej-622	161	20	the	the	DET
alkej-622	161	21	microstructure	microstructure	NOUN
alkej-622	161	22	of	of	ADP
alkej-622	161	23	cognition	cognition	NOUN
alkej-622	161	24	,	,	PUNCT
alkej-622	161	25	volume	volume	NOUN
alkej-622	161	26	1	1	NUM
alkej-622	161	27	:	:	PUNCT
alkej-622	161	28	foundations	foundation	NOUN
alkej-622	161	29	,	,	PUNCT
alkej-622	161	30	mit	mit	PROPN
alkej-622	161	31	press	press	NOUN
alkej-622	161	32	,	,	PUNCT
alkej-622	161	33	cambridge	cambridge	PROPN
alkej-622	161	34	,	,	PUNCT
alkej-622	161	35	massachusetts	massachusetts	PROPN
alkej-622	161	36	,	,	PUNCT
alkej-622	161	37	1986	1986	NUM
alkej-622	161	38	.	.	PUNCT
alkej-622	162	1	[	[	X
alkej-622	162	2	4	4	NUM
alkej-622	162	3	]	]	PUNCT
alkej-622	162	4	a.	a.	NOUN
alkej-622	162	5	dehon	dehon	PROPN
alkej-622	162	6	,	,	PUNCT
alkej-622	162	7	“	"	PUNCT
alkej-622	162	8	the	the	DET
alkej-622	162	9	density	density	NOUN
alkej-622	162	10	advantage	advantage	NOUN
alkej-622	162	11	of	of	ADP
alkej-622	162	12	configurable	configurable	ADJ
alkej-622	162	13	computing	computing	NOUN
alkej-622	162	14	”	"	PUNCT
alkej-622	162	15	,	,	PUNCT
alkej-622	162	16	ieee	ieee	NOUN
alkej-622	162	17	computer	computer	NOUN
alkej-622	162	18	,	,	PUNCT
alkej-622	162	19	vol	vol	NOUN
alkej-622	162	20	.	.	PROPN
alkej-622	162	21	33	33	NUM
alkej-622	162	22	,	,	PUNCT
alkej-622	162	23	n.	n.	NOUN
alkej-622	162	24	5	5	NUM
alkej-622	162	25	,	,	PUNCT
alkej-622	162	26	pp	pp	PROPN
alkej-622	162	27	.	.	PUNCT
alkej-622	163	1	41–49	41–49	NUM
alkej-622	163	2	,	,	PUNCT
alkej-622	163	3	april	april	PROPN
alkej-622	163	4	2000	2000	NUM
alkej-622	163	5	.	.	PUNCT
alkej-622	164	1	[	[	X
alkej-622	164	2	5	5	NUM
alkej-622	164	3	]	]	SYM
alkej-622	164	4	holt	holt	PROPN
alkej-622	164	5	,	,	PUNCT
alkej-622	164	6	j.l	j.l	PROPN
alkej-622	164	7	.	.	PROPN
alkej-622	164	8	,	,	PUNCT
alkej-622	164	9	t.e	t.e	PROPN
alkej-622	164	10	.	.	PROPN
alkej-622	164	11	baker	baker	PROPN
alkej-622	164	12	.	.	PUNCT
alkej-622	165	1	back	back	ADJ
alkej-622	165	2	propagation	propagation	NOUN
alkej-622	165	3	simulations	simulation	NOUN
alkej-622	165	4	using	use	VERB
alkej-622	165	5	limited	limited	ADJ
alkej-622	165	6	precision	precision	NOUN
alkej-622	165	7	calculations	calculation	NOUN
alkej-622	165	8	,	,	PUNCT
alkej-622	165	9	in	in	ADP
alkej-622	165	10	proceedings	proceeding	NOUN
alkej-622	165	11	of	of	ADP
alkej-622	165	12	international	international	ADJ
alkej-622	165	13	joint	joint	ADJ
alkej-622	165	14	conference	conference	NOUN
alkej-622	165	15	on	on	ADP
alkej-622	165	16	neural	neural	ADJ
alkej-622	165	17	networks	network	NOUN
alkej-622	165	18	.	.	PUNCT
alkej-622	166	1	1991	1991	NUM
alkej-622	166	2	.	.	PUNCT
alkej-622	167	1	pp	pp	ADV
alkej-622	167	2	121	121	NUM
alkej-622	167	3	-	-	SYM
alkej-622	167	4	126	126	NUM
alkej-622	167	5	vol	vol	NOUN
alkej-622	167	6	.	.	PUNCT
alkej-622	168	1	2	2	NUM
alkej-622	168	2	.	.	PUNCT
alkej-622	169	1	[	[	X
alkej-622	169	2	6	6	NUM
alkej-622	169	3	]	]	PUNCT
alkej-622	169	4	e.	e.	PROPN
alkej-622	169	5	k.	k.	PROPN
alkej-622	169	6	knight	knight	PROPN
alkej-622	169	7	,	,	PUNCT
alkej-622	169	8	“	"	PUNCT
alkej-622	169	9	artificial	artificial	ADJ
alkej-622	169	10	intellingence	intellingence	NOUN
alkej-622	169	11	”	"	PUNCT
alkej-622	169	12	mcgraw	mcgraw	PROPN
alkej-622	169	13	-	-	PUNCT
alkej-622	169	14	hill	hill	PROPN
alkej-622	169	15	new	new	PROPN
alkej-622	169	16	york	york	PROPN
alkej-622	169	17	,	,	PUNCT
alkej-622	169	18	second	second	ADJ
alkej-622	169	19	edition	edition	NOUN
alkej-622	169	20	,	,	PUNCT
alkej-622	169	21	1991	1991	NUM
alkej-622	169	22	.	.	PUNCT
alkej-622	170	1	[	[	X
alkej-622	170	2	7	7	NUM
alkej-622	170	3	]	]	SYM
alkej-622	170	4	xilinx.com	xilinx.com	X
alkej-622	170	5	,	,	PUNCT
alkej-622	170	6	“	"	PUNCT
alkej-622	170	7	virtextm2.5v	virtextm2.5v	X
alkej-622	170	8	fpgas	fpgas	NOUN
alkej-622	170	9	”	"	PUNCT
alkej-622	170	10	,	,	PUNCT
alkej-622	170	11	data	datum	NOUN
alkej-622	170	12	sheet	sheet	NOUN
alkej-622	170	13	,	,	PUNCT
alkej-622	170	14	www.xilinx.com	www.xilinx.com	PROPN
alkej-622	170	15	,	,	PUNCT
alkej-622	170	16	may	may	PROPN
alkej-622	170	17	1999	1999	NUM
alkej-622	170	18	.	.	PUNCT
alkej-622	171	1	[	[	X
alkej-622	171	2	8	8	NUM
alkej-622	171	3	]	]	X
alkej-622	171	4	wolf	wolf	PROPN
alkej-622	171	5	,	,	PUNCT
alkej-622	171	6	d.f	d.f	PROPN
alkej-622	171	7	.	.	PROPN
alkej-622	171	8	,	,	PUNCT
alkej-622	171	9	romero	romero	PROPN
alkej-622	171	10	,	,	PUNCT
alkej-622	171	11	r.	r.	PROPN
alkej-622	171	12	a.	a.	PROPN
alkej-622	171	13	f.	f.	PROPN
alkej-622	171	14	,	,	PUNCT
alkej-622	171	15	marques	marques	PROPN
alkej-622	171	16	,	,	PUNCT
alkej-622	171	17	e.	e.	PROPN
alkej-622	171	18	using	use	VERB
alkej-622	171	19	embedded	embed	VERB
alkej-622	171	20	processors	processor	NOUN
alkej-622	171	21	in	in	ADP
alkej-622	171	22	hardware	hardware	NOUN
alkej-622	171	23	models	model	NOUN
alkej-622	171	24	of	of	ADP
alkej-622	171	25	artificial	artificial	ADJ
alkej-622	171	26	neural	neural	ADJ
alkej-622	171	27	networks	network	NOUN
alkej-622	171	28	.	.	PUNCT
alkej-622	172	1	in	in	ADP
alkej-622	172	2	proceedings	proceeding	NOUN
alkej-622	172	3	of	of	ADP
alkej-622	172	4	sbai	sbai	NOUN
alkej-622	172	5	simpsَio	simpsَio	NOUN
alkej-622	172	6	brasileiro	brasileiro	PROPN
alkej-622	172	7	de	de	PROPN
alkej-622	172	8	automao	automao	X
alkej-622	172	9	inteligente	inteligente	PROPN
alkej-622	172	10	.	.	PUNCT
alkej-622	173	1	2001	2001	NUM
alkej-622	173	2	.	.	PUNCT
alkej-622	174	1	pp	pp	ADV
alkej-622	174	2	78	78	NUM
alkej-622	174	3	-	-	SYM
alkej-622	174	4	83	83	NUM
alkej-622	174	5	.	.	PUNCT
alkej-622	175	1	9.list	9.list	NUM
alkej-622	175	2	of	of	ADP
alkej-622	175	3	symbols	symbols	PROPN
alkej-622	175	4	ann	ann	PROPN
alkej-622	175	5	:	:	PUNCT
alkej-622	175	6	artificial	artificial	ADJ
alkej-622	175	7	neural	neural	ADJ
alkej-622	175	8	network	network	NOUN
alkej-622	175	9	.	.	PUNCT
alkej-622	176	1	asic	asic	NOUN
alkej-622	176	2	:	:	PUNCT
alkej-622	176	3	specific	specific	ADJ
alkej-622	176	4	integrated	integrate	VERB
alkej-622	176	5	circuit	circuit	NOUN
alkej-622	176	6	.	.	PUNCT
alkej-622	177	1	cordic	cordic	ADJ
alkej-622	177	2	:	:	PUNCT
alkej-622	177	3	coordinate	coordinate	VERB
alkej-622	177	4	rotation	rotation	NOUN
alkej-622	177	5	digital	digital	ADJ
alkej-622	177	6	computer	computer	NOUN
alkej-622	177	7	.	.	PUNCT
alkej-622	178	1	fpga	fpga	PROPN
alkej-622	178	2	:	:	PUNCT
alkej-622	178	3	field	field	NOUN
alkej-622	178	4	programmable	programmable	ADJ
alkej-622	178	5	gate	gate	PROPN
alkej-622	178	6	array	array	NOUN
alkej-622	178	7	.	.	PUNCT
alkej-622	179	1	lc	lc	NOUN
alkej-622	179	2	:	:	PUNCT
alkej-622	179	3	logic	logic	NOUN
alkej-622	179	4	cell	cell	NOUN
alkej-622	179	5	.	.	PUNCT
alkej-622	180	1	lut	lut	PROPN
alkej-622	180	2	:	:	PUNCT
alkej-622	180	3	lookuptable	lookuptable	ADJ
alkej-622	180	4	.	.	PUNCT
alkej-622	181	1	ram	ram	NOUN
alkej-622	181	2	:	:	PUNCT
alkej-622	181	3	random	random	ADJ
alkej-622	181	4	access	access	NOUN
alkej-622	181	5	memory	memory	NOUN
alkej-622	181	6	.	.	PUNCT
alkej-622	182	1	this	this	DET
alkej-622	182	2	page	page	NOUN
alkej-622	182	3	was	be	AUX
alkej-622	182	4	created	create	VERB
alkej-622	182	5	using	use	VERB
alkej-622	182	6	nitro	nitro	NOUN
alkej-622	182	7	pdf	pdf	NOUN
alkej-622	182	8	trial	trial	NOUN
alkej-622	182	9	software	software	NOUN
alkej-622	182	10	.	.	PUNCT
alkej-622	183	1	to	to	PART
alkej-622	183	2	purchase	purchase	VERB
alkej-622	183	3	,	,	PUNCT
alkej-622	183	4	go	go	VERB
alkej-622	183	5	to	to	ADP
alkej-622	183	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-622	183	7	http://www.nitropdf.com/	http://www.nitropdf.com/	PROPN
alkej-622	183	8	ammar	ammar	PROPN
alkej-622	183	9	a.	a.	PROPN
alkej-622	183	10	hassan	hassan	PROPN
alkej-622	183	11	/al	/al	PROPN
alkej-622	183	12	-	-	PUNCT
alkej-622	183	13	khwarizmi	khwarizmi	PROPN
alkej-622	183	14	engineering	engineering	NOUN
alkej-622	183	15	journal	journal	PROPN
alkej-622	183	16	,	,	PUNCT
alkej-622	183	17	vol.3	vol.3	PROPN
alkej-622	183	18	,	,	PUNCT
alkej-622	183	19	no	no	INTJ
alkej-622	183	20	.	.	NOUN
alkej-622	183	21	1	1	NUM
alkej-622	183	22	pp	pp	ADP
alkej-622	184	1	99(2007	99(2007	NUM
alkej-622	184	2	)	)	PUNCT
alkej-622	184	3	٩٠	٩٠	NUM
alkej-622	185	1	بناء	بناء	ADP
alkej-622	185	2	مستوى	مستوى	PROPN
alkej-622	185	3	واطئ	واطئ	PROPN
alkej-622	185	4	الكّلفة	الكّلفة	PROPN
alkej-622	185	5	لخوارزمیة	لخوارزمیة	PROPN
alkej-622	185	6	االنتشار	االنتشار	PROPN
alkej-622	185	7	العكسي	العكسي	PROPN
alkej-622	185	8	عمار	عمار	PROPN
alkej-622	185	9	عادل	عادل	PROPN
alkej-622	185	10	حسن	حسن	NOUN
alkej-622	185	11	كــلیة	كــلیة	VERB
alkej-622	185	12	الھــندسـة/	الھــندسـة/	NUM
alkej-622	185	13	قـسم	قـسم	ADJ
alkej-622	185	14	ھـندسة	ھـندسة	PROPN
alkej-622	185	15	الحـاسبـات	الحـاسبـات	PROPN
alkej-622	185	16	جامـعة	جامـعة	PROPN
alkej-622	185	17	بغـداد	بغـداد	NOUN
alkej-622	185	18	:	:	PUNCT
alkej-622	185	19	الخالصة	الخالصة	PROPN
alkej-622	185	20	كانت	كانت	PROPN
alkej-622	185	21	قلیلة	قلیلة	PROPN
alkej-622	185	22	وقبل	وقبل	PROPN
alkej-622	185	23	أكثر	أكثر	PROPN
alkej-622	185	24	)	)	PUNCT
alkej-622	186	1	anns(من	anns(من	PROPN
alkej-622	186	2	أولى	أولى	PROPN
alkej-622	186	3	التطبیقات	التطبیقات	PROPN
alkej-622	186	4	الناجحة	الناجحة	ADJ
alkej-622	186	5	التي	التي	NOUN
alkej-622	186	6	تم	تم	X
alkej-622	186	7	نشُرھا	نشُرھا	VERB
alkej-622	186	8	للشبكات	للشبكات	ADJ
alkej-622	186	9	العصبیة	العصبیة	NOUN
alkej-622	186	10	االصطناعیة	االصطناعیة	VERB
alkej-622	186	11	یمتاز	یمتاز	ADP
alkej-622	186	12	ھذا	ھذا	PROPN
alkej-622	186	13	الملخص	الملخص	PROPN
alkej-622	186	14	.	.	PUNCT
alkej-622	187	1	ذي	ذي	PROPN
alkej-622	187	2	تم	تم	VERB
alkej-622	187	3	في	في	ADP
alkej-622	187	4	مجال	مجال	PROPN
alkej-622	187	5	ھذا	ھذا	NOUN
alkej-622	187	6	النوع	النوع	VERB
alkej-622	187	7	من	من	PRON
alkej-622	187	8	البحوثلذلك	البحوثلذلك	PROPN
alkej-622	187	9	حان	حان	PROPN
alkej-622	187	10	الوقت	الوقت	PROPN
alkej-622	187	11	لمراجعة	لمراجعة	PROPN
alkej-622	187	12	التقّدم	التقّدم	PROPN
alkej-622	187	13	ال	ال	PROPN
alkej-622	187	14	.	.	PUNCT
alkej-622	188	1	من	من	NUM
alkej-622	188	2	عقد	عقد	NOUN
alkej-622	188	3	بتوفیر	بتوفیر	PROPN
alkej-622	188	4	الفكرة	الفكرة	PROPN
alkej-622	188	5	األساسیة	األساسیة	PROPN
alkej-622	188	6	حول	حول	PROPN
alkej-622	188	7	تطبیق	تطبیق	PROPN
alkej-622	188	8	أصناف	أصناف	PROPN
alkej-622	188	9	األنواع	األنواع	PROPN
alkej-622	188	10	المتوفرة	المتوفرة	PROPN
alkej-622	188	11	للبوابات	للبوابات	PROPN
alkej-622	188	12	المرتبة	المرتبة	VERB
alkej-622	188	13	بصیغة	بصیغة	ADJ
alkej-622	188	14	صفوف	صفوف	ADJ
alkej-622	188	15	قابلة	قابلة	PROPN
alkej-622	188	16	تقنیات	تقنیات	PROPN
alkej-622	188	17	مختلفة	مختلفة	PROPN
alkej-622	188	18	التطبیق	التطبیق	PROPN
alkej-622	188	19	وأفكار	وأفكار	VERB
alkej-622	188	20	للتصمیم	للتصمیم	PROPN
alkej-622	188	21	سیتم	سیتم	PROPN
alkej-622	188	22	.	.	PUNCT
alkej-622	189	1	لبناء	لبناء	PROPN
alkej-622	189	2	الشبكات	الشبكات	PROPN
alkej-622	189	3	العصبیة	العصبیة	NOUN
alkej-622	189	4	االصطناعیة	االصطناعیة	VERB
alkej-622	189	5	(	(	PUNCT
alkej-622	189	6	fpgas)للبرمجة	fpgas)للبرمجة	ADV
alkej-622	189	7	العمل	العمل	VERB
alkej-622	189	8	على	على	NOUN
alkej-622	189	9	,	,	PUNCT
alkej-622	189	10	كذلك	كذلك	PROPN
alkej-622	189	11	.	.	PUNCT
alkej-622	190	1	مثًال	مثًال	NOUN
alkej-622	190	2	الحصول	الحصول	PROPN
alkej-622	190	3	على	على	PROPN
alkej-622	190	4	الدالة	الدالة	PROPN
alkej-622	190	5	الفاعلة	الفاعلة	PROPN
alkej-622	190	6	والمناسبة	والمناسبة	PROPN
alkej-622	190	7	وتقنیة	وتقنیة	PROPN
alkej-622	190	8	التقلیم	التقلیم	PROPN
alkej-622	190	9	العددیة	العددیة	PROPN
alkej-622	190	10	,	,	PUNCT
alkej-622	190	11	مناقشتھا	مناقشتھا	PROPN
alkej-622	190	12	الحقًا	الحقًا	PROPN
alkej-622	190	13	الكلیة	الكلیة	AUX
alkej-622	190	14	وتحسین	وتحسین	VERB
alkej-622	190	15	أداء	أداء	NOUN
alkej-622	190	16	تحسین	تحسین	VERB
alkej-622	190	17	خوارزمیة	خوارزمیة	PROPN
alkej-622	190	18	التعلم	التعلم	VERB
alkej-622	190	19	للتقلیل	للتقلیل	ADJ
alkej-622	190	20	من	من	PRON
alkej-622	190	21	كلفة	كلفة	PROPN
alkej-622	190	22	بناء	بناء	ADV
alkej-622	190	23	الخلیة	الخلیة	VERB
alkej-622	190	24	العصبیة	العصبیة	NOUN
alkej-622	190	25	وبالتالي	وبالتالي	PROPN
alkej-622	190	26	تقلیل	تقلیل	VERB
alkej-622	190	27	الكلفة	الكلفة	PROPN
alkej-622	190	28	بناء	بناء	ADP
alkej-622	190	29	دائرة	دائرة	VERB
alkej-622	190	30	متكاملة	متكاملة	PROPN
alkej-622	190	31	لھا	لھا	PROPN
alkej-622	190	32	السرعة	السرعة	PROPN
alkej-622	190	33	العالیة	العالیة	PROPN
alkej-622	190	34	لتمیز	لتمیز	PROPN
alkej-622	190	35	أشكال	أشكال	PROPN
alkej-622	190	36	األرقام	األرقام	PROPN
alkej-622	190	37	اإلنكلیزیة	اإلنكلیزیة	PROPN
alkej-622	191	1	من	من	PROPN
alkej-622	191	2	خالل	خالل	PROPN
alkej-622	191	3	,	,	PUNCT
alkej-622	192	1	وأخیرًا	وأخیرًا	PROPN
alkej-622	192	2	.	.	PROPN
alkej-622	192	3	الشبكة	الشبكة	PROPN
alkej-622	192	4	العصبیة	العصبیة	NOUN
alkej-622	192	5	على	على	PROPN
alkej-622	192	6	رقاقة	رقاقة	PROPN
alkej-622	192	7	واحدة	واحدة	PROPN
alkej-622	192	8	)	)	PUNCT
alkej-622	192	9	خلیة	خلیة	PROPN
alkej-622	192	10	عصبیة(عقدة	عصبیة(عقدة	PROPN
alkej-622	192	11	)	)	PUNCT
alkej-622	193	1	٧٠(شبكة	٧٠(شبكة	NOUN
alkej-622	193	2	عصبیة	عصبیة	NOUN
alkej-622	193	3	اصطناعیة	اصطناعیة	VERB
alkej-622	193	4	لھا	لھا	ADJ
alkej-622	193	5	أربعة	أربعة	NOUN
alkej-622	193	6	طبقات	طبقات	VERB
alkej-622	193	7	من	من	PROPN
alkej-622	193	8	خالل	خالل	PROPN
alkej-622	193	9	.	.	PUNCT
alkej-622	194	1	xilinx	xilinx	PROPN
alkej-622	194	2	fpgaباستخدام	fpgaباستخدام	PROPN
alkej-622	194	3	تقنیة	تقنیة	PROPN
alkej-622	194	4	this	this	DET
alkej-622	194	5	page	page	NOUN
alkej-622	194	6	was	be	AUX
alkej-622	194	7	created	create	VERB
alkej-622	194	8	using	use	VERB
alkej-622	194	9	nitro	nitro	NOUN
alkej-622	194	10	pdf	pdf	NOUN
alkej-622	194	11	trial	trial	NOUN
alkej-622	194	12	software	software	NOUN
alkej-622	194	13	.	.	PUNCT
alkej-622	195	1	to	to	PART
alkej-622	195	2	purchase	purchase	VERB
alkej-622	195	3	,	,	PUNCT
alkej-622	195	4	go	go	VERB
alkej-622	195	5	to	to	ADP
alkej-622	195	6	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN
alkej-622	195	7	http://www.nitropdf.com/	http://www.nitropdf.com/	NOUN