id	sid	tid	token	lemma	pos
alkej-164	1	1	هشام	هشام	PROPN
alkej-164	1	2	حسن	حسن	PROPN
alkej-164	1	3	al	al	PROPN
alkej-164	1	4	-	-	PUNCT
alkej-164	1	5	khwarizmi	khwarizmi	PROPN
alkej-164	1	6	engineering	engineering	PROPN
alkej-164	1	7	journal	journal	PROPN
alkej-164	1	8	al	al	PROPN
alkej-164	1	9	-	-	PUNCT
alkej-164	1	10	khwarizmi	khwarizmi	PROPN
alkej-164	1	11	engineering	engineering	NOUN
alkej-164	1	12	journal	journal	PROPN
alkej-164	1	13	,	,	PUNCT
alkej-164	1	14	vol	vol	NOUN
alkej-164	1	15	.	.	PROPN
alkej-164	1	16	9	9	NUM
alkej-164	1	17	,	,	PUNCT
alkej-164	1	18	no	no	INTJ
alkej-164	1	19	.	.	NOUN
alkej-164	1	20	2	2	NUM
alkej-164	1	21	,	,	PUNCT
alkej-164	1	22	p.p	p.p	PROPN
alkej-164	1	23	.	.	NOUN
alkej-164	1	24	1220	1220	NUM
alkej-164	1	25	(	(	PUNCT
alkej-164	1	26	2013	2013	NUM
alkej-164	1	27	)	)	PUNCT
alkej-164	1	28	estimated	estimate	VERB
alkej-164	1	29	outlet	outlet	NOUN
alkej-164	1	30	temperatures	temperature	NOUN
alkej-164	1	31	in	in	ADP
alkej-164	1	32	shell	shell	NOUN
alkej-164	1	33	-	-	PUNCT
alkej-164	1	34	and	and	CCONJ
alkej-164	1	35	-	-	PUNCT
alkej-164	1	36	tube	tube	NOUN
alkej-164	1	37	heat	heat	NOUN
alkej-164	1	38	exchanger	exchanger	NOUN
alkej-164	1	39	using	use	VERB
alkej-164	1	40	artificial	artificial	ADJ
alkej-164	1	41	neural	neural	ADJ
alkej-164	1	42	network	network	NOUN
alkej-164	1	43	approach	approach	NOUN
alkej-164	1	44	based	base	VERB
alkej-164	1	45	on	on	ADP
alkej-164	1	46	practical	practical	ADJ
alkej-164	1	47	data	datum	NOUN
alkej-164	1	48	hisham	hisham	PROPN
alkej-164	1	49	hassan	hassan	PROPN
alkej-164	1	50	jasim	jasim	PROPN
alkej-164	1	51	department	department	PROPN
alkej-164	1	52	of	of	ADP
alkej-164	1	53	mechatronics	mechatronic	NOUN
alkej-164	1	54	engineering/	engineering/	NUM
alkej-164	1	55	al	al	PROPN
alkej-164	1	56	-	-	PUNCT
alkej-164	1	57	khwarizmi	khwarizmi	PROPN
alkej-164	1	58	college	college	PROPN
alkej-164	1	59	of	of	ADP
alkej-164	1	60	engineering/	engineering/	NUM
alkej-164	1	61	university	university	NOUN
alkej-164	1	62	of	of	ADP
alkej-164	1	63	baghdad	baghdad	PROPN
alkej-164	1	64	(	(	PUNCT
alkej-164	1	65	received	receive	VERB
alkej-164	1	66	4	4	NUM
alkej-164	1	67	june	june	PROPN
alkej-164	1	68	2012	2012	NUM
alkej-164	1	69	;	;	PUNCT
alkej-164	1	70	accepted	accept	VERB
alkej-164	1	71	8	8	NUM
alkej-164	1	72	april	april	PROPN
alkej-164	1	73	2013	2013	NUM
alkej-164	1	74	)	)	PUNCT
alkej-164	2	1	abstract	abstract	ADP
alkej-164	2	2	the	the	DET
alkej-164	2	3	objective	objective	NOUN
alkej-164	2	4	of	of	ADP
alkej-164	2	5	this	this	DET
alkej-164	2	6	study	study	NOUN
alkej-164	2	7	is	be	AUX
alkej-164	2	8	to	to	PART
alkej-164	2	9	apply	apply	VERB
alkej-164	2	10	artificial	artificial	ADJ
alkej-164	2	11	neural	neural	ADJ
alkej-164	2	12	network	network	NOUN
alkej-164	2	13	for	for	ADP
alkej-164	2	14	heat	heat	NOUN
alkej-164	2	15	transfer	transfer	NOUN
alkej-164	2	16	analysis	analysis	NOUN
alkej-164	2	17	of	of	ADP
alkej-164	2	18	shell	shell	NOUN
alkej-164	2	19	-	-	PUNCT
alkej-164	2	20	and	and	CCONJ
alkej-164	2	21	-	-	PUNCT
alkej-164	2	22	tube	tube	NOUN
alkej-164	2	23	heat	heat	NOUN
alkej-164	2	24	exchangers	exchanger	NOUN
alkej-164	2	25	widely	widely	ADV
alkej-164	2	26	used	use	VERB
alkej-164	2	27	in	in	ADP
alkej-164	2	28	power	power	NOUN
alkej-164	2	29	plants	plant	NOUN
alkej-164	2	30	and	and	CCONJ
alkej-164	2	31	refineries	refinery	NOUN
alkej-164	2	32	.	.	PUNCT
alkej-164	3	1	practical	practical	ADJ
alkej-164	3	2	data	datum	NOUN
alkej-164	3	3	was	be	AUX
alkej-164	3	4	obtained	obtain	VERB
alkej-164	3	5	by	by	ADP
alkej-164	3	6	using	use	VERB
alkej-164	3	7	industrial	industrial	ADJ
alkej-164	3	8	heat	heat	NOUN
alkej-164	3	9	exchanger	exchanger	NOUN
alkej-164	3	10	operating	operate	VERB
alkej-164	3	11	in	in	ADP
alkej-164	3	12	power	power	NOUN
alkej-164	3	13	generation	generation	NOUN
alkej-164	3	14	department	department	PROPN
alkej-164	3	15	of	of	ADP
alkej-164	3	16	dura	dura	NOUN
alkej-164	3	17	refinery	refinery	NOUN
alkej-164	3	18	.	.	PUNCT
alkej-164	4	1	the	the	DET
alkej-164	4	2	commonly	commonly	ADV
alkej-164	4	3	used	use	VERB
alkej-164	4	4	back	back	ADP
alkej-164	4	5	propagation	propagation	NOUN
alkej-164	4	6	(	(	PUNCT
alkej-164	4	7	bp	bp	PROPN
alkej-164	4	8	)	)	PUNCT
alkej-164	4	9	algorithm	algorithm	NOUN
alkej-164	4	10	was	be	AUX
alkej-164	4	11	used	use	VERB
alkej-164	4	12	to	to	PART
alkej-164	4	13	train	train	VERB
alkej-164	4	14	and	and	CCONJ
alkej-164	4	15	test	test	NOUN
alkej-164	4	16	networks	network	NOUN
alkej-164	4	17	by	by	ADP
alkej-164	4	18	divided	divide	VERB
alkej-164	4	19	the	the	DET
alkej-164	4	20	data	datum	NOUN
alkej-164	4	21	to	to	ADP
alkej-164	4	22	three	three	NUM
alkej-164	4	23	samples	sample	NOUN
alkej-164	4	24	(	(	PUNCT
alkej-164	4	25	training	training	NOUN
alkej-164	4	26	,	,	PUNCT
alkej-164	4	27	validation	validation	NOUN
alkej-164	4	28	and	and	CCONJ
alkej-164	4	29	testing	testing	NOUN
alkej-164	4	30	data	datum	NOUN
alkej-164	4	31	)	)	PUNCT
alkej-164	4	32	to	to	PART
alkej-164	4	33	give	give	VERB
alkej-164	4	34	more	more	ADJ
alkej-164	4	35	approach	approach	NOUN
alkej-164	4	36	data	datum	NOUN
alkej-164	4	37	with	with	ADP
alkej-164	4	38	actual	actual	ADJ
alkej-164	4	39	case	case	NOUN
alkej-164	4	40	.	.	PUNCT
alkej-164	5	1	inputs	input	NOUN
alkej-164	5	2	of	of	ADP
alkej-164	5	3	the	the	DET
alkej-164	5	4	neural	neural	ADJ
alkej-164	5	5	network	network	NOUN
alkej-164	5	6	include	include	VERB
alkej-164	5	7	inlet	inlet	VERB
alkej-164	5	8	water	water	NOUN
alkej-164	5	9	temperature	temperature	NOUN
alkej-164	5	10	,	,	PUNCT
alkej-164	5	11	inlet	inlet	VERB
alkej-164	5	12	air	air	NOUN
alkej-164	5	13	temperature	temperature	NOUN
alkej-164	5	14	and	and	CCONJ
alkej-164	5	15	mass	mass	NOUN
alkej-164	5	16	flow	flow	NOUN
alkej-164	5	17	rate	rate	NOUN
alkej-164	5	18	of	of	ADP
alkej-164	5	19	air	air	NOUN
alkej-164	5	20	.	.	PUNCT
alkej-164	6	1	two	two	NUM
alkej-164	6	2	outputs	output	NOUN
alkej-164	6	3	(	(	PUNCT
alkej-164	6	4	exit	exit	NOUN
alkej-164	6	5	water	water	NOUN
alkej-164	6	6	temperature	temperature	NOUN
alkej-164	6	7	to	to	ADP
alkej-164	6	8	cooling	cool	VERB
alkej-164	6	9	tower	tower	NOUN
alkej-164	6	10	and	and	CCONJ
alkej-164	6	11	exit	exit	NOUN
alkej-164	6	12	air	air	NOUN
alkej-164	6	13	temperature	temperature	NOUN
alkej-164	6	14	to	to	ADP
alkej-164	6	15	second	second	ADJ
alkej-164	6	16	stage	stage	NOUN
alkej-164	6	17	of	of	ADP
alkej-164	6	18	air	air	NOUN
alkej-164	6	19	compressor	compressor	NOUN
alkej-164	6	20	)	)	PUNCT
alkej-164	6	21	were	be	AUX
alkej-164	6	22	taken	take	VERB
alkej-164	6	23	in	in	ADP
alkej-164	6	24	ann	ann	PROPN
alkej-164	6	25	.	.	PUNCT
alkej-164	7	1	150	150	NUM
alkej-164	7	2	sets	set	NOUN
alkej-164	7	3	of	of	ADP
alkej-164	7	4	data	datum	NOUN
alkej-164	7	5	were	be	AUX
alkej-164	7	6	generated	generate	VERB
alkej-164	7	7	in	in	ADP
alkej-164	7	8	different	different	ADJ
alkej-164	7	9	days	day	NOUN
alkej-164	7	10	by	by	ADP
alkej-164	7	11	the	the	DET
alkej-164	7	12	reference	reference	NOUN
alkej-164	7	13	heat	heat	NOUN
alkej-164	7	14	exchanger	exchanger	NOUN
alkej-164	7	15	model	model	NOUN
alkej-164	7	16	to	to	ADP
alkej-164	7	17	training	train	VERB
alkej-164	7	18	the	the	DET
alkej-164	7	19	network	network	NOUN
alkej-164	7	20	.	.	PUNCT
alkej-164	8	1	regression	regression	NOUN
alkej-164	8	2	between	between	ADP
alkej-164	8	3	desired	desire	VERB
alkej-164	8	4	target	target	NOUN
alkej-164	8	5	and	and	CCONJ
alkej-164	8	6	prediction	prediction	NOUN
alkej-164	8	7	ann	ann	PROPN
alkej-164	8	8	output	output	NOUN
alkej-164	8	9	for	for	ADP
alkej-164	8	10	training	training	NOUN
alkej-164	8	11	,	,	PUNCT
alkej-164	8	12	validation	validation	NOUN
alkej-164	8	13	,	,	PUNCT
alkej-164	8	14	testing	testing	NOUN
alkej-164	8	15	and	and	CCONJ
alkej-164	8	16	all	all	DET
alkej-164	8	17	samples	sample	NOUN
alkej-164	8	18	show	show	VERB
alkej-164	8	19	reasonably	reasonably	ADJ
alkej-164	8	20	values	value	NOUN
alkej-164	8	21	are	be	AUX
alkej-164	8	22	equal	equal	ADJ
alkej-164	8	23	to	to	ADP
alkej-164	8	24	one	one	NUM
alkej-164	8	25	(	(	PUNCT
alkej-164	8	26	r=1	r=1	NOUN
alkej-164	8	27	)	)	PUNCT
alkej-164	8	28	.	.	PUNCT
alkej-164	9	1	50	50	NUM
alkej-164	9	2	sets	set	NOUN
alkej-164	9	3	of	of	ADP
alkej-164	9	4	data	datum	NOUN
alkej-164	9	5	were	be	AUX
alkej-164	9	6	generated	generate	VERB
alkej-164	9	7	to	to	PART
alkej-164	9	8	test	test	VERB
alkej-164	9	9	the	the	DET
alkej-164	9	10	network	network	NOUN
alkej-164	9	11	and	and	CCONJ
alkej-164	9	12	compare	compare	VERB
alkej-164	9	13	between	between	ADP
alkej-164	9	14	desired	desire	VERB
alkej-164	9	15	and	and	CCONJ
alkej-164	9	16	predicated	predicate	VERB
alkej-164	9	17	exit	exit	NOUN
alkej-164	9	18	temperature	temperature	NOUN
alkej-164	9	19	(	(	PUNCT
alkej-164	9	20	water	water	NOUN
alkej-164	9	21	temp	temp	NOUN
alkej-164	9	22	.	.	PUNCT
alkej-164	10	1	and	and	CCONJ
alkej-164	10	2	air	air	NOUN
alkej-164	10	3	temp	temp	NOUN
alkej-164	10	4	.	.	PUNCT
alkej-164	10	5	)	)	PUNCT
alkej-164	10	6	show	show	VERB
alkej-164	10	7	a	a	DET
alkej-164	10	8	good	good	ADJ
alkej-164	10	9	agreement	agreement	NOUN
alkej-164	10	10	(	(	PUNCT
alkej-164	10	11	%	%	INTJ
alkej-164	10	12	.30±	.30±	INTJ
alkej-164	10	13	)	)	PUNCT
alkej-164	10	14	.	.	PUNCT
alkej-164	11	1	keywords	keyword	NOUN
alkej-164	11	2	:	:	PUNCT
alkej-164	11	3	artificial	artificial	ADJ
alkej-164	11	4	neural	neural	ADJ
alkej-164	11	5	network	network	NOUN
alkej-164	11	6	,	,	PUNCT
alkej-164	11	7	shell	shell	NOUN
alkej-164	11	8	-	-	PUNCT
alkej-164	11	9	and	and	CCONJ
alkej-164	11	10	-	-	PUNCT
alkej-164	11	11	tube	tube	NOUN
alkej-164	11	12	heat	heat	NOUN
alkej-164	11	13	exchanger	exchanger	NOUN
alkej-164	11	14	,	,	PUNCT
alkej-164	11	15	outlet	outlet	NOUN
alkej-164	11	16	temperatures	temperature	NOUN
alkej-164	11	17	,	,	PUNCT
alkej-164	11	18	training	training	NOUN
alkej-164	11	19	,	,	PUNCT
alkej-164	11	20	validation	validation	NOUN
alkej-164	11	21	and	and	CCONJ
alkej-164	11	22	testing	testing	NOUN
alkej-164	11	23	.	.	PUNCT
alkej-164	12	1	1	1	X
alkej-164	12	2	.	.	X
alkej-164	12	3	introduction	introduction	NOUN
alkej-164	12	4	heat	heat	NOUN
alkej-164	12	5	exchangers	exchanger	NOUN
alkej-164	12	6	are	be	AUX
alkej-164	12	7	devices	device	NOUN
alkej-164	12	8	that	that	PRON
alkej-164	12	9	facilitate	facilitate	VERB
alkej-164	12	10	the	the	DET
alkej-164	12	11	exchange	exchange	NOUN
alkej-164	12	12	of	of	ADP
alkej-164	12	13	heat	heat	NOUN
alkej-164	12	14	between	between	ADP
alkej-164	12	15	two	two	NUM
alkej-164	12	16	fluids	fluid	NOUN
alkej-164	12	17	that	that	PRON
alkej-164	12	18	are	be	AUX
alkej-164	12	19	at	at	ADP
alkej-164	12	20	different	different	ADJ
alkej-164	12	21	temperatures	temperature	NOUN
alkej-164	12	22	while	while	SCONJ
alkej-164	12	23	keeping	keep	VERB
alkej-164	12	24	them	they	PRON
alkej-164	12	25	from	from	ADP
alkej-164	12	26	mixing	mix	VERB
alkej-164	12	27	with	with	ADP
alkej-164	12	28	each	each	DET
alkej-164	12	29	other	other	ADJ
alkej-164	12	30	.	.	PUNCT
alkej-164	13	1	heat	heat	NOUN
alkej-164	13	2	exchangers	exchanger	NOUN
alkej-164	13	3	are	be	AUX
alkej-164	13	4	commonly	commonly	ADV
alkej-164	13	5	used	use	VERB
alkej-164	13	6	in	in	ADP
alkej-164	13	7	practice	practice	NOUN
alkej-164	13	8	in	in	ADP
alkej-164	13	9	a	a	DET
alkej-164	13	10	wide	wide	ADJ
alkej-164	13	11	range	range	NOUN
alkej-164	13	12	of	of	ADP
alkej-164	13	13	applications	application	NOUN
alkej-164	13	14	,	,	PUNCT
alkej-164	13	15	from	from	ADP
alkej-164	13	16	heating	heating	NOUN
alkej-164	13	17	and	and	CCONJ
alkej-164	13	18	air	air	NOUN
alkej-164	13	19	conditioning	conditioning	NOUN
alkej-164	13	20	systems	system	NOUN
alkej-164	13	21	in	in	ADP
alkej-164	13	22	a	a	DET
alkej-164	13	23	household	household	NOUN
alkej-164	13	24	,	,	PUNCT
alkej-164	13	25	to	to	ADP
alkej-164	13	26	chemical	chemical	NOUN
alkej-164	13	27	processing	processing	NOUN
alkej-164	13	28	and	and	CCONJ
alkej-164	13	29	power	power	NOUN
alkej-164	13	30	production	production	NOUN
alkej-164	13	31	in	in	ADP
alkej-164	13	32	large	large	ADJ
alkej-164	13	33	plants	plant	NOUN
alkej-164	13	34	.	.	PUNCT
alkej-164	14	1	different	different	ADJ
alkej-164	14	2	heat	heat	NOUN
alkej-164	14	3	transfer	transfer	NOUN
alkej-164	14	4	applications	application	NOUN
alkej-164	14	5	require	require	VERB
alkej-164	14	6	different	different	ADJ
alkej-164	14	7	types	type	NOUN
alkej-164	14	8	of	of	ADP
alkej-164	14	9	hardware	hardware	NOUN
alkej-164	14	10	and	and	CCONJ
alkej-164	14	11	different	different	ADJ
alkej-164	14	12	configurations	configuration	NOUN
alkej-164	14	13	of	of	ADP
alkej-164	14	14	heat	heat	NOUN
alkej-164	14	15	transfer	transfer	NOUN
alkej-164	14	16	equipment	equipment	NOUN
alkej-164	14	17	.	.	PUNCT
alkej-164	15	1	the	the	DET
alkej-164	15	2	most	most	ADV
alkej-164	15	3	common	common	ADJ
alkej-164	15	4	type	type	NOUN
alkej-164	15	5	of	of	ADP
alkej-164	15	6	heat	heat	NOUN
alkej-164	15	7	exchanger	exchanger	NOUN
alkej-164	15	8	in	in	ADP
alkej-164	15	9	industrial	industrial	ADJ
alkej-164	15	10	applications	application	NOUN
alkej-164	15	11	is	be	AUX
alkej-164	15	12	the	the	DET
alkej-164	15	13	shell	shell	NOUN
alkej-164	15	14	-	-	PUNCT
alkej-164	15	15	and	and	CCONJ
alkej-164	15	16	-	-	PUNCT
alkej-164	15	17	tube	tube	NOUN
alkej-164	15	18	heat	heat	NOUN
alkej-164	15	19	exchanger	exchanger	NOUN
alkej-164	15	20	.	.	PUNCT
alkej-164	16	1	analysis	analysis	NOUN
alkej-164	16	2	of	of	ADP
alkej-164	16	3	heat	heat	NOUN
alkej-164	16	4	exchanger	exchanger	NOUN
alkej-164	16	5	needs	need	VERB
alkej-164	16	6	some	some	DET
alkej-164	16	7	steps	step	NOUN
alkej-164	16	8	like	like	ADP
alkej-164	16	9	the	the	DET
alkej-164	16	10	choice	choice	NOUN
alkej-164	16	11	of	of	ADP
alkej-164	16	12	a	a	DET
alkej-164	16	13	method	method	NOUN
alkej-164	16	14	of	of	ADP
alkej-164	16	15	solution	solution	NOUN
alkej-164	16	16	(	(	PUNCT
alkej-164	16	17	lmtd	lmtd	NOUN
alkej-164	16	18	or	or	CCONJ
alkej-164	16	19	ntu	ntu	PROPN
alkej-164	16	20	)	)	PUNCT
alkej-164	16	21	based	base	VERB
alkej-164	16	22	on	on	ADP
alkej-164	16	23	the	the	DET
alkej-164	16	24	type	type	NOUN
alkej-164	16	25	of	of	ADP
alkej-164	16	26	application	application	NOUN
alkej-164	16	27	,	,	PUNCT
alkej-164	16	28	consideration	consideration	NOUN
alkej-164	16	29	fitted	fit	VERB
alkej-164	16	30	with	with	ADP
alkej-164	16	31	environment	environment	NOUN
alkej-164	16	32	of	of	ADP
alkej-164	16	33	work	work	NOUN
alkej-164	16	34	and	and	CCONJ
alkej-164	16	35	determine	determine	VERB
alkej-164	16	36	the	the	DET
alkej-164	16	37	fouling	fouling	NOUN
alkej-164	16	38	factor	factor	NOUN
alkej-164	16	39	and	and	CCONJ
alkej-164	16	40	correction	correction	NOUN
alkej-164	16	41	factor	factor	NOUN
alkej-164	16	42	from	from	ADP
alkej-164	16	43	figures	figure	NOUN
alkej-164	16	44	or	or	CCONJ
alkej-164	16	45	experimental	experimental	ADJ
alkej-164	16	46	correlation	correlation	NOUN
alkej-164	16	47	.	.	PUNCT
alkej-164	17	1	all	all	DET
alkej-164	17	2	these	these	DET
alkej-164	17	3	steps	step	NOUN
alkej-164	17	4	give	give	VERB
alkej-164	17	5	result	result	NOUN
alkej-164	17	6	with	with	ADP
alkej-164	17	7	some	some	DET
alkej-164	17	8	error	error	NOUN
alkej-164	17	9	whene	whene	NOUN
alkej-164	17	10	compared	compare	VERB
alkej-164	17	11	with	with	ADP
alkej-164	17	12	actual	actual	ADJ
alkej-164	17	13	case	case	NOUN
alkej-164	17	14	.	.	PUNCT
alkej-164	18	1	a	a	DET
alkej-164	18	2	number	number	NOUN
alkej-164	18	3	of	of	ADP
alkej-164	18	4	experimental	experimental	ADJ
alkej-164	18	5	and	and	CCONJ
alkej-164	18	6	numerical	numerical	ADJ
alkej-164	18	7	researches	research	NOUN
alkej-164	18	8	on	on	ADP
alkej-164	18	9	the	the	DET
alkej-164	18	10	heat	heat	NOUN
alkej-164	18	11	exchanger	exchanger	NOUN
alkej-164	18	12	characteristics	characteristic	NOUN
alkej-164	18	13	have	have	AUX
alkej-164	18	14	been	be	AUX
alkej-164	18	15	conducted	conduct	VERB
alkej-164	18	16	for	for	ADP
alkej-164	18	17	several	several	ADJ
alkej-164	18	18	decades	decade	NOUN
alkej-164	18	19	.	.	PUNCT
alkej-164	19	1	jian	jian	PROPN
alkej-164	19	2	-	-	PUNCT
alkej-164	19	3	fei	fei	PROPN
alkej-164	19	4	zhang	zhang	PROPN
alkej-164	20	1	[	[	X
alkej-164	20	2	1	1	X
alkej-164	20	3	]	]	PUNCT
alkej-164	20	4	presented	present	VERB
alkej-164	20	5	3d	3d	PROPN
alkej-164	20	6	numerical	numerical	PROPN
alkej-164	20	7	simulation	simulation	PROPN
alkej-164	20	8	of	of	ADP
alkej-164	20	9	a	a	DET
alkej-164	20	10	whole	whole	ADJ
alkej-164	20	11	heat	heat	NOUN
alkej-164	20	12	exchanger	exchanger	NOUN
alkej-164	20	13	with	with	ADP
alkej-164	20	14	middle	middle	ADJ
alkej-164	20	15	-	-	PUNCT
alkej-164	20	16	overlapped	overlap	VERB
alkej-164	20	17	helical	helical	ADJ
alkej-164	20	18	baffles	baffle	NOUN
alkej-164	20	19	which	which	PRON
alkej-164	20	20	is	be	AUX
alkej-164	20	21	carried	carry	VERB
alkej-164	20	22	out	out	ADP
alkej-164	20	23	by	by	ADP
alkej-164	20	24	using	use	VERB
alkej-164	20	25	commercial	commercial	ADJ
alkej-164	20	26	codes	code	NOUN
alkej-164	20	27	of	of	ADP
alkej-164	20	28	gambit	gambit	NOUN
alkej-164	20	29	2.3	2.3	NUM
alkej-164	20	30	and	and	CCONJ
alkej-164	20	31	fleunt	fleunt	VERB
alkej-164	20	32	6.3	6.3	NUM
alkej-164	20	33	.	.	PUNCT
alkej-164	21	1	the	the	DET
alkej-164	21	2	validation	validation	NOUN
alkej-164	21	3	of	of	ADP
alkej-164	21	4	the	the	DET
alkej-164	21	5	computational	computational	ADJ
alkej-164	21	6	model	model	NOUN
alkej-164	21	7	is	be	AUX
alkej-164	21	8	performed	perform	VERB
alkej-164	21	9	by	by	ADP
alkej-164	21	10	comparing	compare	VERB
alkej-164	21	11	the	the	DET
alkej-164	21	12	total	total	ADJ
alkej-164	21	13	pressure	pressure	NOUN
alkej-164	21	14	drop	drop	NOUN
alkej-164	21	15	and	and	CCONJ
alkej-164	21	16	average	average	ADJ
alkej-164	21	17	nusselt	nusselt	NOUN
alkej-164	21	18	number	number	NOUN
alkej-164	21	19	of	of	ADP
alkej-164	21	20	the	the	DET
alkej-164	21	21	whole	whole	ADJ
alkej-164	21	22	heat	heat	NOUN
alkej-164	21	23	exchanger	exchanger	NOUN
alkej-164	21	24	with	with	ADP
alkej-164	21	25	experimental	experimental	ADJ
alkej-164	21	26	data	datum	NOUN
alkej-164	21	27	.	.	PUNCT
alkej-164	22	1	reasonably	reasonably	ADV
alkej-164	22	2	good	good	ADJ
alkej-164	22	3	agreement	agreement	NOUN
alkej-164	22	4	is	be	AUX
alkej-164	22	5	obtained	obtain	VERB
alkej-164	22	6	.	.	PUNCT
alkej-164	23	1	yusuf	yusuf	PROPN
alkej-164	23	2	ali	ali	PROPN
alkej-164	23	3	kara[2	kara[2	PROPN
alkej-164	23	4	]	]	PUNCT
alkej-164	23	5	presented	present	VERB
alkej-164	23	6	the	the	DET
alkej-164	23	7	program	program	NOUN
alkej-164	23	8	determines	determine	VERB
alkej-164	23	9	the	the	DET
alkej-164	23	10	overall	overall	ADJ
alkej-164	23	11	dimensions	dimension	NOUN
alkej-164	23	12	of	of	ADP
alkej-164	23	13	the	the	DET
alkej-164	23	14	shell	shell	NOUN
alkej-164	23	15	,	,	PUNCT
alkej-164	23	16	the	the	DET
alkej-164	23	17	tube	tube	NOUN
alkej-164	23	18	bundle	bundle	NOUN
alkej-164	23	19	,	,	PUNCT
alkej-164	23	20	and	and	CCONJ
alkej-164	23	21	optimum	optimum	ADJ
alkej-164	23	22	heat	heat	NOUN
alkej-164	23	23	transfer	transfer	NOUN
alkej-164	23	24	surface	surface	NOUN
alkej-164	23	25	area	area	NOUN
alkej-164	23	26	required	require	VERB
alkej-164	23	27	to	to	PART
alkej-164	23	28	meet	meet	VERB
alkej-164	23	29	the	the	DET
alkej-164	23	30	specified	specify	VERB
alkej-164	23	31	heat	heat	NOUN
alkej-164	23	32	transfer	transfer	NOUN
alkej-164	23	33	duty	duty	NOUN
alkej-164	23	34	by	by	ADP
alkej-164	23	35	calculating	calculate	VERB
alkej-164	23	36	minimum	minimum	ADJ
alkej-164	23	37	or	or	CCONJ
alkej-164	23	38	allowable	allowable	ADJ
alkej-164	23	39	shell	shell	NOUN
alkej-164	23	40	-	-	PUNCT
alkej-164	23	41	side	side	NOUN
alkej-164	23	42	pressure	pressure	NOUN
alkej-164	23	43	drop	drop	NOUN
alkej-164	23	44	.	.	PUNCT
alkej-164	24	1	nasser	nasser	PROPN
alkej-164	24	2	ghorbani[3	ghorbani[3	PROPN
alkej-164	24	3	]	]	PUNCT
alkej-164	24	4	presented	present	VERB
alkej-164	24	5	an	an	DET
alkej-164	24	6	experimental	experimental	ADJ
alkej-164	24	7	investigation	investigation	NOUN
alkej-164	24	8	of	of	ADP
alkej-164	24	9	the	the	DET
alkej-164	24	10	mixed	mixed	ADJ
alkej-164	24	11	convection	convection	NOUN
alkej-164	24	12	heat	heat	NOUN
alkej-164	24	13	transfer	transfer	NOUN
alkej-164	24	14	in	in	ADP
alkej-164	24	15	a	a	DET
alkej-164	24	16	coil	coil	NOUN
alkej-164	24	17	-	-	PUNCT
alkej-164	24	18	in	in	ADP
alkej-164	24	19	-	-	PUNCT
alkej-164	24	20	shell	shell	NOUN
alkej-164	24	21	heat	heat	NOUN
alkej-164	24	22	hisham	hisham	PROPN
alkej-164	24	23	hassan	hassan	PROPN
alkej-164	24	24	jasim	jasim	PROPN
alkej-164	24	25	al	al	PROPN
alkej-164	24	26	-	-	PUNCT
alkej-164	24	27	khwarizmi	khwarizmi	PROPN
alkej-164	24	28	engineering	engineering	NOUN
alkej-164	24	29	journal	journal	PROPN
alkej-164	24	30	,	,	PUNCT
alkej-164	24	31	vol	vol	NOUN
alkej-164	24	32	.	.	PROPN
alkej-164	24	33	9	9	NUM
alkej-164	24	34	,	,	PUNCT
alkej-164	24	35	no	no	INTJ
alkej-164	24	36	.	.	NOUN
alkej-164	24	37	2	2	NUM
alkej-164	24	38	,	,	PUNCT
alkej-164	24	39	p.p	p.p	PROPN
alkej-164	24	40	.	.	NOUN
alkej-164	24	41	1220	1220	NUM
alkej-164	24	42	(	(	PUNCT
alkej-164	24	43	2013	2013	NUM
alkej-164	24	44	)	)	PUNCT
alkej-164	24	45	13	13	NUM
alkej-164	24	46	exchanger	exchanger	NOUN
alkej-164	24	47	.	.	PUNCT
alkej-164	25	1	the	the	DET
alkej-164	25	2	calculations	calculation	NOUN
alkej-164	25	3	were	be	AUX
alkej-164	25	4	performed	perform	VERB
alkej-164	25	5	for	for	ADP
alkej-164	25	6	the	the	DET
alkej-164	25	7	steady	steady	ADJ
alkej-164	25	8	-	-	PUNCT
alkej-164	25	9	state	state	NOUN
alkej-164	25	10	and	and	CCONJ
alkej-164	25	11	the	the	DET
alkej-164	25	12	experiments	experiment	NOUN
alkej-164	25	13	were	be	AUX
alkej-164	25	14	conducted	conduct	VERB
alkej-164	25	15	for	for	ADP
alkej-164	25	16	both	both	CCONJ
alkej-164	25	17	laminar	laminar	ADJ
alkej-164	25	18	and	and	CCONJ
alkej-164	25	19	turbulent	turbulent	ADJ
alkej-164	25	20	flow	flow	NOUN
alkej-164	25	21	inside	inside	ADP
alkej-164	25	22	coil	coil	NOUN
alkej-164	25	23	.the	.the	PRON
alkej-164	25	24	results	result	NOUN
alkej-164	25	25	indicated	indicate	VERB
alkej-164	25	26	that	that	SCONJ
alkej-164	25	27	the	the	DET
alkej-164	25	28	ε−ntu	ε−ntu	ADJ
alkej-164	25	29	relation	relation	NOUN
alkej-164	25	30	of	of	ADP
alkej-164	25	31	the	the	DET
alkej-164	25	32	mixed	mixed	ADJ
alkej-164	25	33	convection	convection	NOUN
alkej-164	25	34	heat	heat	NOUN
alkej-164	25	35	exchangers	exchanger	NOUN
alkej-164	25	36	was	be	AUX
alkej-164	25	37	the	the	DET
alkej-164	25	38	same	same	ADJ
alkej-164	25	39	as	as	ADP
alkej-164	25	40	that	that	PRON
alkej-164	25	41	of	of	ADP
alkej-164	25	42	a	a	DET
alkej-164	25	43	pure	pure	ADJ
alkej-164	25	44	counter	counter	ADJ
alkej-164	25	45	-	-	ADJ
alkej-164	25	46	flow	flow	ADJ
alkej-164	25	47	heat	heat	NOUN
alkej-164	25	48	exchanger	exchanger	NOUN
alkej-164	25	49	.	.	PUNCT
alkej-164	26	1	the	the	DET
alkej-164	26	2	computational	computational	ADJ
alkej-164	26	3	intelligence	intelligence	NOUN
alkej-164	26	4	(	(	PUNCT
alkej-164	26	5	ci	ci	NOUN
alkej-164	26	6	)	)	PUNCT
alkej-164	26	7	techniques	technique	NOUN
alkej-164	26	8	,	,	PUNCT
alkej-164	26	9	such	such	ADJ
alkej-164	26	10	as	as	ADP
alkej-164	26	11	artificial	artificial	ADJ
alkej-164	26	12	neural	neural	ADJ
alkej-164	26	13	networks	network	NOUN
alkej-164	26	14	(	(	PUNCT
alkej-164	26	15	anns	anns	PROPN
alkej-164	26	16	)	)	PUNCT
alkej-164	26	17	,	,	PUNCT
alkej-164	26	18	have	have	AUX
alkej-164	26	19	been	be	AUX
alkej-164	26	20	successfully	successfully	ADV
alkej-164	26	21	applied	apply	VERB
alkej-164	26	22	in	in	ADP
alkej-164	26	23	many	many	ADJ
alkej-164	26	24	scientific	scientific	ADJ
alkej-164	26	25	researches	research	NOUN
alkej-164	26	26	and	and	CCONJ
alkej-164	26	27	engineering	engineering	NOUN
alkej-164	26	28	practices	practice	NOUN
alkej-164	26	29	.	.	PUNCT
alkej-164	27	1	several	several	ADJ
alkej-164	27	2	investigators	investigator	NOUN
alkej-164	27	3	have	have	AUX
alkej-164	27	4	proposed	propose	VERB
alkej-164	27	5	(	(	PUNCT
alkej-164	27	6	ann	ann	PROPN
alkej-164	27	7	)	)	PUNCT
alkej-164	27	8	modeling	modeling	NOUN
alkej-164	27	9	with	with	ADP
alkej-164	27	10	experimental	experimental	ADJ
alkej-164	27	11	or	or	CCONJ
alkej-164	27	12	theoretical	theoretical	ADJ
alkej-164	27	13	work	work	NOUN
alkej-164	27	14	for	for	ADP
alkej-164	27	15	thermal	thermal	ADJ
alkej-164	27	16	engineering	engineering	NOUN
alkej-164	27	17	application	application	NOUN
alkej-164	27	18	.	.	PUNCT
alkej-164	28	1	g.n	g.n	PROPN
alkej-164	28	2	.	.	PROPN
alkej-164	28	3	xie[4]presented	xie[4]presented	PROPN
alkej-164	28	4	artificial	artificial	ADJ
alkej-164	28	5	neural	neural	ADJ
alkej-164	28	6	network	network	NOUN
alkej-164	28	7	(	(	PUNCT
alkej-164	28	8	ann	ann	PROPN
alkej-164	28	9	)	)	PUNCT
alkej-164	28	10	for	for	ADP
alkej-164	28	11	heat	heat	NOUN
alkej-164	28	12	transfer	transfer	NOUN
alkej-164	28	13	analysis	analysis	NOUN
alkej-164	28	14	of	of	ADP
alkej-164	28	15	shell	shell	NOUN
alkej-164	28	16	-	-	PUNCT
alkej-164	28	17	and	and	CCONJ
alkej-164	28	18	-	-	PUNCT
alkej-164	28	19	tube	tube	NOUN
alkej-164	28	20	heat	heat	NOUN
alkej-164	28	21	exchangers	exchanger	NOUN
alkej-164	28	22	with	with	ADP
alkej-164	28	23	segmental	segmental	ADJ
alkej-164	28	24	baffles	baffle	NOUN
alkej-164	28	25	or	or	CCONJ
alkej-164	28	26	continuous	continuous	ADJ
alkej-164	28	27	helical	helical	ADJ
alkej-164	28	28	baffles	baffle	NOUN
alkej-164	28	29	.	.	PUNCT
alkej-164	29	1	limited	limited	ADJ
alkej-164	29	2	experimental	experimental	ADJ
alkej-164	29	3	data	datum	NOUN
alkej-164	29	4	was	be	AUX
alkej-164	29	5	obtained	obtain	VERB
alkej-164	29	6	for	for	ADP
alkej-164	29	7	training	training	NOUN
alkej-164	29	8	and	and	CCONJ
alkej-164	29	9	testing	test	VERB
alkej-164	29	10	neural	neural	ADJ
alkej-164	29	11	network	network	NOUN
alkej-164	29	12	configurations	configuration	NOUN
alkej-164	29	13	.	.	PUNCT
alkej-164	30	1	the	the	DET
alkej-164	30	2	maximum	maximum	ADJ
alkej-164	30	3	deviation	deviation	NOUN
alkej-164	30	4	between	between	ADP
alkej-164	30	5	the	the	DET
alkej-164	30	6	predicted	predict	VERB
alkej-164	30	7	results	result	NOUN
alkej-164	30	8	and	and	CCONJ
alkej-164	30	9	experimental	experimental	ADJ
alkej-164	30	10	data	datum	NOUN
alkej-164	30	11	was	be	AUX
alkej-164	30	12	less	less	ADJ
alkej-164	30	13	than	than	ADP
alkej-164	30	14	2	2	NUM
alkej-164	30	15	%	%	NOUN
alkej-164	30	16	.	.	PUNCT
alkej-164	31	1	comparison	comparison	NOUN
alkej-164	31	2	with	with	ADP
alkej-164	31	3	correlation	correlation	NOUN
alkej-164	31	4	for	for	ADP
alkej-164	31	5	prediction	prediction	NOUN
alkej-164	31	6	shows	show	VERB
alkej-164	31	7	superiority	superiority	NOUN
alkej-164	31	8	of	of	ADP
alkej-164	31	9	ann	ann	PROPN
alkej-164	31	10	.	.	PUNCT
alkej-164	32	1	dheerendra	dheerendra	PROPN
alkej-164	32	2	vikram	vikram	PROPN
alkej-164	32	3	singh[5	singh[5	PROPN
alkej-164	32	4	]	]	PUNCT
alkej-164	32	5	compare	compare	NOUN
alkej-164	32	6	performances	performance	NOUN
alkej-164	32	7	of	of	ADP
alkej-164	32	8	three	three	NUM
alkej-164	32	9	training	training	NOUN
alkej-164	32	10	functions	function	NOUN
alkej-164	32	11	(	(	PUNCT
alkej-164	32	12	trainbr	trainbr	NOUN
alkej-164	32	13	,	,	PUNCT
alkej-164	32	14	traincgb	traincgb	NOUN
alkej-164	32	15	and	and	CCONJ
alkej-164	32	16	traincgf	traincgf	VERB
alkej-164	32	17	)	)	PUNCT
alkej-164	32	18	used	use	VERB
alkej-164	32	19	for	for	ADP
alkej-164	32	20	training	train	VERB
alkej-164	32	21	neural	neural	ADJ
alkej-164	32	22	network	network	NOUN
alkej-164	32	23	for	for	ADP
alkej-164	32	24	predicting	predict	VERB
alkej-164	32	25	the	the	DET
alkej-164	32	26	value	value	NOUN
alkej-164	32	27	of	of	ADP
alkej-164	32	28	the	the	DET
alkej-164	32	29	specific	specific	ADJ
alkej-164	32	30	heat	heat	NOUN
alkej-164	32	31	capacity	capacity	NOUN
alkej-164	32	32	of	of	ADP
alkej-164	32	33	working	work	VERB
alkej-164	32	34	fluid	fluid	NOUN
alkej-164	32	35	.	.	PUNCT
alkej-164	33	1	the	the	DET
alkej-164	33	2	comparison	comparison	NOUN
alkej-164	33	3	is	be	AUX
alkej-164	33	4	shown	show	VERB
alkej-164	33	5	on	on	ADP
alkej-164	33	6	the	the	DET
alkej-164	33	7	basis	basis	NOUN
alkej-164	33	8	of	of	ADP
alkej-164	33	9	percentage	percentage	NOUN
alkej-164	33	10	relative	relative	ADJ
alkej-164	33	11	error	error	NOUN
alkej-164	33	12	,	,	PUNCT
alkej-164	33	13	coefficient	coefficient	NOUN
alkej-164	33	14	of	of	ADP
alkej-164	33	15	multiple	multiple	ADJ
alkej-164	33	16	determination	determination	NOUN
alkej-164	33	17	r	r	NOUN
alkej-164	33	18	-	-	PUNCT
alkej-164	33	19	square	square	ADJ
alkej-164	33	20	,	,	PUNCT
alkej-164	33	21	root	root	NOUN
alkej-164	33	22	mean	mean	NOUN
alkej-164	33	23	square	square	ADJ
alkej-164	33	24	error	error	NOUN
alkej-164	33	25	and	and	CCONJ
alkej-164	33	26	sum	sum	NOUN
alkej-164	33	27	of	of	ADP
alkej-164	33	28	the	the	DET
alkej-164	33	29	square	square	ADJ
alkej-164	33	30	due	due	ADP
alkej-164	33	31	to	to	ADP
alkej-164	33	32	error	error	NOUN
alkej-164	33	33	.	.	PUNCT
alkej-164	34	1	the	the	DET
alkej-164	34	2	goal	goal	NOUN
alkej-164	34	3	of	of	ADP
alkej-164	34	4	this	this	DET
alkej-164	34	5	study	study	NOUN
alkej-164	34	6	is	be	AUX
alkej-164	34	7	to	to	PART
alkej-164	34	8	built	build	VERB
alkej-164	34	9	artificial	artificial	ADJ
alkej-164	34	10	neural	neural	ADJ
alkej-164	34	11	network	network	NOUN
alkej-164	34	12	based	base	VERB
alkej-164	34	13	on	on	ADP
alkej-164	34	14	actual	actual	ADJ
alkej-164	34	15	data	datum	NOUN
alkej-164	34	16	to	to	ADP
alkej-164	34	17	training	training	NOUN
alkej-164	34	18	model	model	NOUN
alkej-164	34	19	of	of	ADP
alkej-164	34	20	shell	shell	NOUN
alkej-164	34	21	and	and	CCONJ
alkej-164	34	22	tube	tube	NOUN
alkej-164	34	23	heat	heat	NOUN
alkej-164	34	24	exchanger	exchanger	NOUN
alkej-164	34	25	by	by	ADP
alkej-164	34	26	dividing	divide	VERB
alkej-164	34	27	the	the	DET
alkej-164	34	28	data	datum	NOUN
alkej-164	34	29	to	to	ADP
alkej-164	34	30	three	three	NUM
alkej-164	34	31	samples	sample	NOUN
alkej-164	34	32	(	(	PUNCT
alkej-164	34	33	training	training	NOUN
alkej-164	34	34	,	,	PUNCT
alkej-164	34	35	validation	validation	NOUN
alkej-164	34	36	and	and	CCONJ
alkej-164	34	37	testing	testing	NOUN
alkej-164	34	38	data	datum	NOUN
alkej-164	34	39	)	)	PUNCT
alkej-164	34	40	to	to	PART
alkej-164	34	41	give	give	VERB
alkej-164	34	42	more	more	ADJ
alkej-164	34	43	approach	approach	NOUN
alkej-164	34	44	data	datum	NOUN
alkej-164	34	45	with	with	ADP
alkej-164	34	46	actual	actual	ADJ
alkej-164	34	47	case	case	NOUN
alkej-164	34	48	.	.	PUNCT
alkej-164	35	1	two	two	NUM
alkej-164	35	2	outputs	output	NOUN
alkej-164	35	3	(	(	PUNCT
alkej-164	35	4	exit	exit	NOUN
alkej-164	35	5	water	water	NOUN
alkej-164	35	6	temp	temp	NOUN
alkej-164	35	7	.	.	PUNCT
alkej-164	36	1	and	and	CCONJ
alkej-164	36	2	exit	exit	NOUN
alkej-164	36	3	air	air	NOUN
alkej-164	36	4	temp	temp	NOUN
alkej-164	36	5	.	.	PUNCT
alkej-164	36	6	)	)	PUNCT
alkej-164	36	7	were	be	AUX
alkej-164	36	8	taken	take	VERB
alkej-164	36	9	in	in	ADP
alkej-164	36	10	ann	ann	PROPN
alkej-164	36	11	because	because	SCONJ
alkej-164	36	12	of	of	ADP
alkej-164	36	13	importance	importance	NOUN
alkej-164	36	14	them	they	PRON
alkej-164	36	15	for	for	ADP
alkej-164	36	16	cooling	cool	VERB
alkej-164	36	17	tower	tower	NOUN
alkej-164	36	18	and	and	CCONJ
alkej-164	36	19	air	air	NOUN
alkej-164	36	20	compressor	compressor	NOUN
alkej-164	36	21	connected	connect	VERB
alkej-164	36	22	with	with	ADP
alkej-164	36	23	the	the	DET
alkej-164	36	24	heat	heat	NOUN
alkej-164	36	25	exchanger	exchanger	NOUN
alkej-164	36	26	.	.	PUNCT
alkej-164	37	1	2	2	X
alkej-164	37	2	.	.	X
alkej-164	37	3	heat	heat	NOUN
alkej-164	37	4	exchanger	exchanger	NOUN
alkej-164	37	5	database	database	NOUN
alkej-164	37	6	modeling	model	VERB
alkej-164	37	7	sufficient	sufficient	ADJ
alkej-164	37	8	data	data	NOUN
alkej-164	37	9	samples	sample	NOUN
alkej-164	37	10	are	be	AUX
alkej-164	37	11	necessary	necessary	ADJ
alkej-164	37	12	for	for	ADP
alkej-164	37	13	nn	nn	PROPN
alkej-164	37	14	model	model	PROPN
alkej-164	37	15	development	development	NOUN
alkej-164	37	16	.	.	PUNCT
alkej-164	38	1	it	it	PRON
alkej-164	38	2	is	be	AUX
alkej-164	38	3	almost	almost	ADV
alkej-164	38	4	needed	need	VERB
alkej-164	38	5	to	to	PART
alkej-164	38	6	take	take	VERB
alkej-164	38	7	more	more	ADJ
alkej-164	38	8	accuracy	accuracy	NOUN
alkej-164	38	9	data	datum	NOUN
alkej-164	38	10	from	from	ADP
alkej-164	38	11	actual	actual	ADJ
alkej-164	38	12	cases	case	NOUN
alkej-164	38	13	to	to	PART
alkej-164	38	14	represent	represent	VERB
alkej-164	38	15	any	any	DET
alkej-164	38	16	model	model	NOUN
alkej-164	38	17	.	.	PUNCT
alkej-164	39	1	shell	shell	NOUN
alkej-164	39	2	-	-	PUNCT
alkej-164	39	3	and	and	CCONJ
alkej-164	39	4	-	-	PUNCT
alkej-164	39	5	tube	tube	NOUN
alkej-164	39	6	heat	heat	NOUN
alkej-164	39	7	exchanger	exchanger	NOUN
alkej-164	39	8	working	work	VERB
alkej-164	39	9	in	in	ADP
alkej-164	39	10	dura	dura	NOUN
alkej-164	39	11	refinery	refinery	NOUN
alkej-164	39	12	used	use	VERB
alkej-164	39	13	as	as	ADP
alkej-164	39	14	reference	reference	NOUN
alkej-164	39	15	model	model	NOUN
alkej-164	39	16	to	to	PART
alkej-164	39	17	result	result	VERB
alkej-164	39	18	sufficient	sufficient	ADJ
alkej-164	39	19	data	datum	NOUN
alkej-164	39	20	for	for	ADP
alkej-164	39	21	nn	nn	X
alkej-164	39	22	training	training	NOUN
alkej-164	39	23	and	and	CCONJ
alkej-164	39	24	testing	testing	NOUN
alkej-164	39	25	.	.	PUNCT
alkej-164	40	1	air	air	PROPN
alkej-164	40	2	represented	represent	VERB
alkej-164	40	3	one	one	NUM
alkej-164	40	4	of	of	ADP
alkej-164	40	5	the	the	DET
alkej-164	40	6	important	important	ADJ
alkej-164	40	7	working	work	VERB
alkej-164	40	8	substance	substance	NOUN
alkej-164	40	9	used	use	VERB
alkej-164	40	10	in	in	ADP
alkej-164	40	11	many	many	ADJ
alkej-164	40	12	devices	device	NOUN
alkej-164	40	13	in	in	ADP
alkej-164	40	14	dura	dura	NOUN
alkej-164	40	15	refinery	refinery	NOUN
alkej-164	40	16	especially	especially	ADV
alkej-164	40	17	in	in	ADP
alkej-164	40	18	power	power	NOUN
alkej-164	40	19	service	service	NOUN
alkej-164	40	20	department	department	PROPN
alkej-164	40	21	.	.	PUNCT
alkej-164	41	1	multi	multi	PROPN
alkej-164	41	2	stage	stage	PROPN
alkej-164	41	3	air	air	NOUN
alkej-164	41	4	compressor	compressor	NOUN
alkej-164	41	5	was	be	AUX
alkej-164	41	6	used	use	VERB
alkej-164	41	7	to	to	PART
alkej-164	41	8	produce	produce	VERB
alkej-164	41	9	pressurized	pressurized	ADJ
alkej-164	41	10	air	air	NOUN
alkej-164	41	11	.	.	PUNCT
alkej-164	42	1	when	when	SCONJ
alkej-164	42	2	the	the	DET
alkej-164	42	3	air	air	NOUN
alkej-164	42	4	is	be	AUX
alkej-164	42	5	inter	inter	ADJ
alkej-164	42	6	to	to	ADP
alkej-164	42	7	each	each	DET
alkej-164	42	8	stage	stage	NOUN
alkej-164	42	9	of	of	ADP
alkej-164	42	10	air	air	NOUN
alkej-164	42	11	compressor	compressor	NOUN
alkej-164	42	12	,	,	PUNCT
alkej-164	42	13	its	its	PRON
alkej-164	42	14	pressure	pressure	NOUN
alkej-164	42	15	and	and	CCONJ
alkej-164	42	16	temperature	temperature	NOUN
alkej-164	42	17	will	will	AUX
alkej-164	42	18	increase	increase	VERB
alkej-164	42	19	.	.	PUNCT
alkej-164	43	1	therefore	therefore	ADV
alkej-164	43	2	should	should	AUX
alkej-164	43	3	be	be	AUX
alkej-164	43	4	used	use	VERB
alkej-164	43	5	heat	heat	NOUN
alkej-164	43	6	exchanger	exchanger	NOUN
alkej-164	43	7	to	to	PART
alkej-164	43	8	decrease	decrease	VERB
alkej-164	43	9	air	air	NOUN
alkej-164	43	10	temperature	temperature	NOUN
alkej-164	43	11	before	before	ADP
alkej-164	43	12	the	the	DET
alkej-164	43	13	next	next	ADJ
alkej-164	43	14	stage	stage	NOUN
alkej-164	43	15	to	to	PART
alkej-164	43	16	safe	safe	VERB
alkej-164	43	17	the	the	DET
alkej-164	43	18	parts	part	NOUN
alkej-164	43	19	of	of	ADP
alkej-164	43	20	air	air	NOUN
alkej-164	43	21	compressor	compressor	NOUN
alkej-164	43	22	.	.	PUNCT
alkej-164	44	1	fig.(1	fig.(1	NUM
alkej-164	44	2	)	)	PUNCT
alkej-164	44	3	show	show	VERB
alkej-164	44	4	the	the	DET
alkej-164	44	5	shell	shell	NOUN
alkej-164	44	6	-	-	PUNCT
alkej-164	44	7	and	and	CCONJ
alkej-164	44	8	-	-	PUNCT
alkej-164	44	9	tube	tube	NOUN
alkej-164	44	10	heat	heat	NOUN
alkej-164	44	11	exchanger	exchanger	NOUN
alkej-164	44	12	use	use	NOUN
alkej-164	44	13	in	in	ADP
alkej-164	44	14	practical	practical	ADJ
alkej-164	44	15	work	work	NOUN
alkej-164	44	16	.	.	PUNCT
alkej-164	45	1	heat	heat	NOUN
alkej-164	45	2	exchanger	exchanger	NOUN
alkej-164	45	3	have	have	VERB
alkej-164	45	4	the	the	DET
alkej-164	45	5	following	follow	VERB
alkej-164	45	6	specification	specification	NOUN
alkej-164	45	7	:	:	PUNCT
alkej-164	45	8	mass	mass	NOUN
alkej-164	45	9	flow	flow	NOUN
alkej-164	45	10	rate	rate	NOUN
alkej-164	45	11	of	of	ADP
alkej-164	45	12	water	water	NOUN
alkej-164	45	13	is	be	AUX
alkej-164	45	14	(	(	PUNCT
alkej-164	45	15	7	7	NUM
alkej-164	45	16	kg	kg	PROPN
alkej-164	45	17	/	/	SYM
alkej-164	45	18	s	s	NOUN
alkej-164	45	19	)	)	PUNCT
alkej-164	45	20	diameter	diameter	NOUN
alkej-164	45	21	of	of	ADP
alkej-164	45	22	shell	shell	NOUN
alkej-164	45	23	is	be	AUX
alkej-164	45	24	(	(	PUNCT
alkej-164	45	25	609.6	609.6	NUM
alkej-164	45	26	mm	mm	NOUN
alkej-164	45	27	)	)	PUNCT
alkej-164	45	28	,	,	PUNCT
alkej-164	45	29	one	one	NUM
alkej-164	45	30	pass	pass	VERB
alkej-164	45	31	flow	flow	NOUN
alkej-164	45	32	of	of	ADP
alkej-164	45	33	shell	shell	NOUN
alkej-164	45	34	(	(	PUNCT
alkej-164	45	35	for	for	ADP
alkej-164	45	36	air	air	NOUN
alkej-164	45	37	flow	flow	NOUN
alkej-164	45	38	)	)	PUNCT
alkej-164	45	39	,	,	PUNCT
alkej-164	45	40	two	two	NUM
alkej-164	45	41	pass	pass	VERB
alkej-164	45	42	flow	flow	NOUN
alkej-164	45	43	of	of	ADP
alkej-164	45	44	tube	tube	NOUN
alkej-164	45	45	(	(	PUNCT
alkej-164	45	46	for	for	ADP
alkej-164	45	47	water	water	NOUN
alkej-164	45	48	flow	flow	NOUN
alkej-164	45	49	)	)	PUNCT
alkej-164	45	50	,	,	PUNCT
alkej-164	45	51	diameter	diameter	NOUN
alkej-164	45	52	of	of	ADP
alkej-164	45	53	tube	tube	NOUN
alkej-164	45	54	is	be	AUX
alkej-164	45	55	(	(	PUNCT
alkej-164	45	56	15.9	15.9	NUM
alkej-164	45	57	mm	mm	NOUN
alkej-164	45	58	)	)	PUNCT
alkej-164	45	59	,	,	PUNCT
alkej-164	45	60	number	number	NOUN
alkej-164	45	61	of	of	ADP
alkej-164	45	62	tube	tube	NOUN
alkej-164	45	63	is	be	AUX
alkej-164	45	64	(	(	PUNCT
alkej-164	45	65	46	46	NUM
alkej-164	45	66	)	)	PUNCT
alkej-164	45	67	,	,	PUNCT
alkej-164	45	68	the	the	DET
alkej-164	45	69	tubes	tube	NOUN
alkej-164	45	70	contain	contain	VERB
alkej-164	45	71	aluminum	aluminum	NOUN
alkej-164	45	72	fins	fin	NOUN
alkej-164	45	73	with	with	ADP
alkej-164	45	74	(	(	PUNCT
alkej-164	45	75	0.22	0.22	NUM
alkej-164	45	76	mm	mm	NOUN
alkej-164	45	77	)	)	PUNCT
alkej-164	45	78	thickness	thickness	NOUN
alkej-164	45	79	,	,	PUNCT
alkej-164	45	80	the	the	DET
alkej-164	45	81	material	material	NOUN
alkej-164	45	82	of	of	ADP
alkej-164	45	83	shell	shell	NOUN
alkej-164	45	84	and	and	CCONJ
alkej-164	45	85	tube	tube	NOUN
alkej-164	45	86	is	be	AUX
alkej-164	45	87	carbon	carbon	NOUN
alkej-164	45	88	steel	steel	NOUN
alkej-164	45	89	,	,	PUNCT
alkej-164	45	90	and	and	CCONJ
alkej-164	45	91	length	length	NOUN
alkej-164	45	92	of	of	ADP
alkej-164	45	93	tube	tube	NOUN
alkej-164	45	94	(	(	PUNCT
alkej-164	45	95	2134	2134	NUM
alkej-164	45	96	mm	mm	NOUN
alkej-164	45	97	)	)	PUNCT
alkej-164	45	98	.	.	PUNCT
alkej-164	46	1	[	[	X
alkej-164	46	2	6	6	NUM
alkej-164	46	3	]	]	PUNCT
alkej-164	46	4	the	the	DET
alkej-164	46	5	heat	heat	NOUN
alkej-164	46	6	exchanger	exchanger	NOUN
alkej-164	46	7	performance	performance	NOUN
alkej-164	46	8	data	datum	NOUN
alkej-164	46	9	with	with	ADP
alkej-164	46	10	different	different	ADJ
alkej-164	46	11	state	state	NOUN
alkej-164	46	12	parameters	parameter	NOUN
alkej-164	46	13	are	be	AUX
alkej-164	46	14	generated	generate	VERB
alkej-164	46	15	by	by	ADP
alkej-164	46	16	the	the	DET
alkej-164	46	17	validated	validate	VERB
alkej-164	46	18	reference	reference	NOUN
alkej-164	46	19	model	model	NOUN
alkej-164	46	20	.	.	PUNCT
alkej-164	47	1	in	in	ADP
alkej-164	47	2	total	total	ADJ
alkej-164	47	3	,	,	PUNCT
alkej-164	47	4	200	200	NUM
alkej-164	47	5	sets	set	NOUN
alkej-164	47	6	of	of	ADP
alkej-164	47	7	data	datum	NOUN
alkej-164	47	8	were	be	AUX
alkej-164	47	9	generated	generate	VERB
alkej-164	47	10	in	in	ADP
alkej-164	47	11	different	different	ADJ
alkej-164	47	12	days	day	NOUN
alkej-164	47	13	by	by	ADP
alkej-164	47	14	the	the	DET
alkej-164	47	15	reference	reference	NOUN
alkej-164	47	16	heat	heat	NOUN
alkej-164	47	17	exchanger	exchanger	NOUN
alkej-164	47	18	model	model	NOUN
alkej-164	47	19	.	.	PUNCT
alkej-164	48	1	the	the	DET
alkej-164	48	2	data	datum	NOUN
alkej-164	48	3	range	range	NOUN
alkej-164	48	4	used	use	VERB
alkej-164	48	5	for	for	ADP
alkej-164	48	6	neural	neural	ADJ
alkej-164	48	7	network	network	NOUN
alkej-164	48	8	training	training	NOUN
alkej-164	48	9	and	and	CCONJ
alkej-164	48	10	testing	testing	NOUN
alkej-164	48	11	is	be	AUX
alkej-164	48	12	listed	list	VERB
alkej-164	48	13	in	in	ADP
alkej-164	48	14	table	table	NOUN
alkej-164	48	15	(	(	PUNCT
alkej-164	48	16	1	1	NUM
alkej-164	48	17	)	)	PUNCT
alkej-164	48	18	.	.	PUNCT
alkej-164	49	1	table	table	NOUN
alkej-164	49	2	1	1	NUM
alkej-164	49	3	,	,	PUNCT
alkej-164	49	4	data	datum	NOUN
alkej-164	49	5	range	range	NOUN
alkej-164	49	6	of	of	ADP
alkej-164	49	7	input	input	NOUN
alkej-164	49	8	and	and	CCONJ
alkej-164	49	9	output	output	NOUN
alkej-164	49	10	parameters	parameter	NOUN
alkej-164	49	11	.	.	PUNCT
alkej-164	50	1	range	range	NOUN
alkej-164	50	2	input	input	NOUN
alkej-164	50	3	parameters	parameter	NOUN
alkej-164	50	4	co3828−	co3828−	PROPN
alkej-164	50	5	iwt	iwt	PROPN
alkej-164	50	6	)	)	PUNCT
alkej-164	50	7	co165155−	co165155−	PROPN
alkej-164	50	8	iat	iat	PROPN
alkej-164	50	9	)	)	PUNCT
alkej-164	50	10	skg	skg	PROPN
alkej-164	50	11	/4.23.2	/4.23.2	PUNCT
alkej-164	50	12	−	−	PROPN
alkej-164	50	13	am•	am•	ADJ
alkej-164	50	14	range	range	NOUN
alkej-164	50	15	output	output	NOUN
alkej-164	50	16	parameters	parameter	NOUN
alkej-164	50	17	co4838	co4838	VERB
alkej-164	50	18	−	−	PROPN
alkej-164	50	19	ewt	ewt	PROPN
alkej-164	50	20	)	)	PUNCT
alkej-164	50	21	co6454	co6454	PROPN
alkej-164	50	22	−	−	PROPN
alkej-164	50	23	eat	eat	NOUN
alkej-164	50	24	)	)	PUNCT
alkej-164	50	25	hisham	hisham	PROPN
alkej-164	50	26	hassan	hassan	PROPN
alkej-164	50	27	jasim	jasim	PROPN
alkej-164	50	28	al	al	PROPN
alkej-164	50	29	-	-	PUNCT
alkej-164	50	30	khwarizmi	khwarizmi	PROPN
alkej-164	50	31	engineering	engineering	NOUN
alkej-164	50	32	journal	journal	PROPN
alkej-164	50	33	,	,	PUNCT
alkej-164	50	34	vol	vol	NOUN
alkej-164	50	35	.	.	PROPN
alkej-164	50	36	9	9	NUM
alkej-164	50	37	,	,	PUNCT
alkej-164	50	38	no	no	INTJ
alkej-164	50	39	.	.	NOUN
alkej-164	50	40	2	2	NUM
alkej-164	50	41	,	,	PUNCT
alkej-164	50	42	p.p	p.p	PROPN
alkej-164	50	43	.	.	NOUN
alkej-164	50	44	1220	1220	NUM
alkej-164	50	45	(	(	PUNCT
alkej-164	50	46	2013	2013	NUM
alkej-164	50	47	)	)	PUNCT
alkej-164	50	48	14	14	NUM
alkej-164	50	49	fig	fig	NOUN
alkej-164	50	50	.	.	PUNCT
alkej-164	51	1	1	1	X
alkej-164	51	2	.	.	X
alkej-164	51	3	shell	shell	NOUN
alkej-164	51	4	-	-	PUNCT
alkej-164	51	5	and	and	CCONJ
alkej-164	51	6	-	-	PUNCT
alkej-164	51	7	tube	tube	NOUN
alkej-164	51	8	heat	heat	NOUN
alkej-164	51	9	exchanger	exchanger	NOUN
alkej-164	51	10	use	use	NOUN
alkej-164	51	11	in	in	ADP
alkej-164	51	12	practical	practical	ADJ
alkej-164	51	13	work	work	NOUN
alkej-164	51	14	(	(	PUNCT
alkej-164	51	15	power	power	NOUN
alkej-164	51	16	generation	generation	NOUN
alkej-164	51	17	department	department	PROPN
alkej-164	51	18	in	in	ADP
alkej-164	51	19	dura	dura	NOUN
alkej-164	51	20	refinery	refinery	NOUN
alkej-164	51	21	)	)	PUNCT
alkej-164	51	22	.	.	PUNCT
alkej-164	52	1	3	3	X
alkej-164	52	2	.	.	X
alkej-164	52	3	input	input	NOUN
alkej-164	52	4	and	and	CCONJ
alkej-164	52	5	output	output	NOUN
alkej-164	52	6	parameters	parameter	NOUN
alkej-164	52	7	proper	proper	ADJ
alkej-164	52	8	selection	selection	NOUN
alkej-164	52	9	of	of	ADP
alkej-164	52	10	input	input	NOUN
alkej-164	52	11	and	and	CCONJ
alkej-164	52	12	output	output	NOUN
alkej-164	52	13	parameters	parameter	NOUN
alkej-164	52	14	is	be	AUX
alkej-164	52	15	the	the	DET
alkej-164	52	16	first	first	ADJ
alkej-164	52	17	step	step	NOUN
alkej-164	52	18	of	of	ADP
alkej-164	52	19	nn	nn	PROPN
alkej-164	52	20	model	model	PROPN
alkej-164	52	21	development	development	NOUN
alkej-164	52	22	shown	show	VERB
alkej-164	52	23	in	in	ADP
alkej-164	52	24	fig	fig	NOUN
alkej-164	52	25	(	(	PUNCT
alkej-164	52	26	2	2	NUM
alkej-164	52	27	)	)	PUNCT
alkej-164	52	28	.	.	PUNCT
alkej-164	53	1	input	input	NOUN
alkej-164	53	2	parameters	parameter	NOUN
alkej-164	53	3	for	for	ADP
alkej-164	53	4	heat	heat	NOUN
alkej-164	53	5	exchanger	exchanger	NOUN
alkej-164	53	6	neural	neural	ADJ
alkej-164	53	7	network	network	NOUN
alkej-164	53	8	modeling	modeling	NOUN
alkej-164	53	9	include	include	VERB
alkej-164	53	10	inlet	inlet	VERB
alkej-164	53	11	water	water	NOUN
alkej-164	53	12	temperature	temperature	NOUN
alkej-164	53	13	iw	iw	PROPN
alkej-164	53	14	)	)	PUNCT
alkej-164	53	15	t	t	PROPN
alkej-164	53	16	,	,	PUNCT
alkej-164	53	17	inlet	inlet	VERB
alkej-164	53	18	air	air	NOUN
alkej-164	53	19	temperature	temperature	PROPN
alkej-164	53	20	ia	ia	PROPN
alkej-164	53	21	)	)	PUNCT
alkej-164	53	22	t	t	PROPN
alkej-164	53	23	,	,	PUNCT
alkej-164	53	24	air	air	NOUN
alkej-164	53	25	flow	flow	NOUN
alkej-164	53	26	rate	rate	NOUN
alkej-164	53	27	am•	am•	PROPN
alkej-164	53	28	.	.	PUNCT
alkej-164	54	1	output	output	NOUN
alkej-164	54	2	parameters	parameter	NOUN
alkej-164	54	3	include	include	VERB
alkej-164	54	4	exit	exit	NOUN
alkej-164	54	5	water	water	NOUN
alkej-164	54	6	temperature	temperature	NOUN
alkej-164	54	7	ew	ew	PROPN
alkej-164	54	8	)	)	PUNCT
alkej-164	54	9	t	t	NOUN
alkej-164	54	10	and	and	CCONJ
alkej-164	54	11	exit	exit	NOUN
alkej-164	54	12	air	air	NOUN
alkej-164	54	13	temperature	temperature	PROPN
alkej-164	54	14	ea	ea	PROPN
alkej-164	54	15	)	)	PUNCT
alkej-164	54	16	t	t	PROPN
alkej-164	54	17	.	.	PUNCT
alkej-164	55	1	ew	ew	INTJ
alkej-164	55	2	)	)	PUNCT
alkej-164	55	3	t	t	PROPN
alkej-164	55	4	and	and	CCONJ
alkej-164	55	5	ea	ea	NUM
alkej-164	55	6	)	)	PUNCT
alkej-164	56	1	t	t	PROPN
alkej-164	56	2	are	be	AUX
alkej-164	56	3	very	very	ADV
alkej-164	56	4	important	important	ADJ
alkej-164	56	5	output	output	NOUN
alkej-164	56	6	parameters	parameter	NOUN
alkej-164	56	7	for	for	ADP
alkej-164	56	8	two	two	NUM
alkej-164	56	9	reasons	reason	NOUN
alkej-164	56	10	,	,	PUNCT
alkej-164	56	11	firstly	firstly	ADV
alkej-164	56	12	because	because	SCONJ
alkej-164	56	13	output	output	NOUN
alkej-164	56	14	parameters	parameter	NOUN
alkej-164	56	15	selection	selection	NOUN
alkej-164	56	16	in	in	ADP
alkej-164	56	17	this	this	DET
alkej-164	56	18	study	study	NOUN
alkej-164	56	19	refer	refer	VERB
alkej-164	56	20	to	to	ADP
alkej-164	56	21	performance	performance	NOUN
alkej-164	56	22	level	level	NOUN
alkej-164	56	23	of	of	ADP
alkej-164	56	24	heat	heat	NOUN
alkej-164	56	25	exchanger	exchanger	NOUN
alkej-164	56	26	operation	operation	NOUN
alkej-164	56	27	,	,	PUNCT
alkej-164	56	28	secondly	secondly	ADV
alkej-164	56	29	because	because	SCONJ
alkej-164	56	30	the	the	DET
alkej-164	56	31	known	know	VERB
alkej-164	56	32	ew	ew	NOUN
alkej-164	56	33	)	)	PUNCT
alkej-164	56	34	t	t	PROPN
alkej-164	56	35	necessary	necessary	ADJ
alkej-164	56	36	to	to	PART
alkej-164	56	37	calculate	calculate	VERB
alkej-164	56	38	air	air	NOUN
alkej-164	56	39	flow	flow	NOUN
alkej-164	56	40	rate	rate	NOUN
alkej-164	56	41	needed	need	VERB
alkej-164	56	42	to	to	PART
alkej-164	56	43	cool	cool	VERB
alkej-164	56	44	warm	warm	ADJ
alkej-164	56	45	water	water	NOUN
alkej-164	56	46	in	in	ADP
alkej-164	56	47	cooling	cool	VERB
alkej-164	56	48	tower	tower	NOUN
alkej-164	56	49	connected	connect	VERB
alkej-164	56	50	with	with	ADP
alkej-164	56	51	heat	heat	NOUN
alkej-164	56	52	exchanger	exchanger	NOUN
alkej-164	56	53	and	and	CCONJ
alkej-164	56	54	the	the	DET
alkej-164	56	55	known	known	ADJ
alkej-164	56	56	ea	ea	PROPN
alkej-164	56	57	)	)	PUNCT
alkej-164	56	58	t	t	PROPN
alkej-164	56	59	important	important	ADJ
alkej-164	56	60	for	for	SCONJ
alkej-164	56	61	calculate	calculate	VERB
alkej-164	56	62	the	the	DET
alkej-164	56	63	change	change	NOUN
alkej-164	56	64	in	in	ADP
alkej-164	56	65	water	water	NOUN
alkej-164	56	66	flow	flow	NOUN
alkej-164	56	67	rate	rate	NOUN
alkej-164	56	68	of	of	ADP
alkej-164	56	69	heat	heat	NOUN
alkej-164	56	70	exchanger	exchanger	NOUN
alkej-164	56	71	to	to	PART
alkej-164	56	72	avoid	avoid	VERB
alkej-164	56	73	the	the	DET
alkej-164	56	74	danger	danger	NOUN
alkej-164	56	75	limits	limit	NOUN
alkej-164	56	76	of	of	ADP
alkej-164	56	77	air	air	NOUN
alkej-164	56	78	temperature	temperature	NOUN
alkej-164	56	79	exit	exit	NOUN
alkej-164	56	80	when	when	SCONJ
alkej-164	56	81	the	the	DET
alkej-164	56	82	air	air	NOUN
alkej-164	56	83	enter	enter	VERB
alkej-164	56	84	to	to	ADP
alkej-164	56	85	next	next	ADJ
alkej-164	56	86	stage	stage	NOUN
alkej-164	56	87	of	of	ADP
alkej-164	56	88	air	air	NOUN
alkej-164	56	89	compressor	compressor	PROPN
alkej-164	56	90	.	.	PUNCT
alkej-164	57	1	fig	fig	NOUN
alkej-164	57	2	.	.	PUNCT
alkej-164	58	1	2	2	X
alkej-164	58	2	.	.	X
alkej-164	58	3	input	input	NOUN
alkej-164	58	4	and	and	CCONJ
alkej-164	58	5	outlet	outlet	NOUN
alkej-164	58	6	properties	property	NOUN
alkej-164	58	7	of	of	ADP
alkej-164	58	8	heat	heat	NOUN
alkej-164	58	9	exchanger	exchanger	NOUN
alkej-164	58	10	use	use	NOUN
alkej-164	58	11	in	in	ADP
alkej-164	58	12	practical	practical	ADJ
alkej-164	58	13	work	work	NOUN
alkej-164	58	14	with	with	ADP
alkej-164	58	15	general	general	ADJ
alkej-164	58	16	dimension	dimension	NOUN
alkej-164	58	17	.	.	PUNCT
alkej-164	59	1	4	4	X
alkej-164	59	2	.	.	X
alkej-164	59	3	neural	neural	ADJ
alkej-164	59	4	network	network	NOUN
alkej-164	59	5	modeling	model	VERB
alkej-164	59	6	the	the	DET
alkej-164	59	7	type	type	NOUN
alkej-164	59	8	of	of	ADP
alkej-164	59	9	neural	neural	ADJ
alkej-164	59	10	network	network	NOUN
alkej-164	59	11	used	use	VERB
alkej-164	59	12	in	in	ADP
alkej-164	59	13	this	this	DET
alkej-164	59	14	study	study	NOUN
alkej-164	59	15	is	be	AUX
alkej-164	59	16	the	the	DET
alkej-164	59	17	multilayer	multilayer	ADJ
alkej-164	59	18	neural	neural	ADJ
alkej-164	59	19	network	network	NOUN
alkej-164	59	20	(	(	PUNCT
alkej-164	59	21	mlnn	mlnn	PROPN
alkej-164	59	22	)	)	PUNCT
alkej-164	59	23	with	with	ADP
alkej-164	59	24	a	a	DET
alkej-164	59	25	feed	feed	NOUN
alkej-164	59	26	forward	forward	ADV
alkej-164	59	27	back	back	ADV
alkej-164	59	28	propagation	propagation	NOUN
alkej-164	59	29	learning	learning	NOUN
alkej-164	59	30	rule	rule	NOUN
alkej-164	59	31	.	.	PUNCT
alkej-164	60	1	input	input	NOUN
alkej-164	60	2	vectors	vector	NOUN
alkej-164	60	3	and	and	CCONJ
alkej-164	60	4	the	the	DET
alkej-164	60	5	corresponding	correspond	VERB
alkej-164	60	6	target	target	NOUN
alkej-164	60	7	vectors	vector	NOUN
alkej-164	60	8	are	be	AUX
alkej-164	60	9	used	use	VERB
alkej-164	60	10	to	to	PART
alkej-164	60	11	train	train	VERB
alkej-164	60	12	a	a	DET
alkej-164	60	13	network	network	NOUN
alkej-164	60	14	until	until	SCONJ
alkej-164	60	15	it	it	PRON
alkej-164	60	16	can	can	AUX
alkej-164	60	17	approximate	approximate	VERB
alkej-164	60	18	a	a	DET
alkej-164	60	19	function	function	NOUN
alkej-164	60	20	.	.	PUNCT
alkej-164	61	1	a	a	DET
alkej-164	61	2	feed	feed	NOUN
alkej-164	61	3	-	-	PUNCT
alkej-164	61	4	forward	forward	NOUN
alkej-164	61	5	network	network	NOUN
alkej-164	61	6	has	have	VERB
alkej-164	61	7	a	a	DET
alkej-164	61	8	layered	layered	ADJ
alkej-164	61	9	(	(	PUNCT
alkej-164	61	10	l	l	NOUN
alkej-164	61	11	)	)	PUNCT
alkej-164	61	12	structure	structure	NOUN
alkej-164	61	13	as	as	SCONJ
alkej-164	61	14	shown	show	VERB
alkej-164	61	15	in	in	ADP
alkej-164	61	16	fig.(3	fig.(3	NOUN
alkej-164	61	17	)	)	PUNCT
alkej-164	61	18	.	.	PUNCT
alkej-164	62	1	each	each	DET
alkej-164	62	2	layer	layer	NOUN
alkej-164	62	3	consists	consist	VERB
alkej-164	62	4	of	of	ADP
alkej-164	62	5	units	unit	NOUN
alkej-164	62	6	which	which	PRON
alkej-164	62	7	receive	receive	VERB
alkej-164	62	8	their	their	PRON
alkej-164	62	9	input	input	NOUN
alkej-164	62	10	from	from	ADP
alkej-164	62	11	units	unit	NOUN
alkej-164	62	12	from	from	ADP
alkej-164	62	13	a	a	DET
alkej-164	62	14	layer	layer	NOUN
alkej-164	62	15	directly	directly	ADV
alkej-164	62	16	below	below	ADV
alkej-164	62	17	and	and	CCONJ
alkej-164	62	18	send	send	VERB
alkej-164	62	19	their	their	PRON
alkej-164	62	20	output	output	NOUN
alkej-164	62	21	to	to	ADP
alkej-164	62	22	units	unit	NOUN
alkej-164	62	23	in	in	ADP
alkej-164	62	24	a	a	DET
alkej-164	62	25	layer	layer	NOUN
alkej-164	62	26	directly	directly	ADV
alkej-164	62	27	above	above	ADP
alkej-164	62	28	the	the	DET
alkej-164	62	29	unit	unit	NOUN
alkej-164	62	30	.	.	PUNCT
alkej-164	63	1	there	there	PRON
alkej-164	63	2	are	be	VERB
alkej-164	63	3	hisham	hisham	PROPN
alkej-164	63	4	hassan	hassan	PROPN
alkej-164	63	5	jasim	jasim	PROPN
alkej-164	63	6	al	al	PROPN
alkej-164	63	7	-	-	PUNCT
alkej-164	63	8	khwarizmi	khwarizmi	PROPN
alkej-164	63	9	engineering	engineering	NOUN
alkej-164	63	10	journal	journal	PROPN
alkej-164	63	11	,	,	PUNCT
alkej-164	63	12	vol	vol	NOUN
alkej-164	63	13	.	.	PROPN
alkej-164	63	14	9	9	NUM
alkej-164	63	15	,	,	PUNCT
alkej-164	63	16	no	no	INTJ
alkej-164	63	17	.	.	NOUN
alkej-164	63	18	2	2	NUM
alkej-164	63	19	,	,	PUNCT
alkej-164	63	20	p.p	p.p	PROPN
alkej-164	63	21	.	.	NOUN
alkej-164	63	22	1220	1220	NUM
alkej-164	63	23	(	(	PUNCT
alkej-164	63	24	2013	2013	NUM
alkej-164	63	25	)	)	PUNCT
alkej-164	63	26	15	15	NUM
alkej-164	63	27	no	no	DET
alkej-164	63	28	connections	connection	NOUN
alkej-164	63	29	within	within	ADP
alkej-164	63	30	a	a	DET
alkej-164	63	31	layer	layer	NOUN
alkej-164	63	32	.	.	PUNCT
alkej-164	64	1	the	the	PRON
alkej-164	64	2	in	in	ADP
alkej-164	64	3	inputs	input	NOUN
alkej-164	64	4	are	be	AUX
alkej-164	64	5	fed	feed	VERB
alkej-164	64	6	into	into	ADP
alkej-164	64	7	the	the	DET
alkej-164	64	8	first	first	ADJ
alkej-164	64	9	layer	layer	NOUN
alkej-164	64	10	of	of	ADP
alkej-164	64	11	1,hn	1,hn	NUM
alkej-164	64	12	hidden	hide	VERB
alkej-164	64	13	units	unit	NOUN
alkej-164	64	14	.	.	PUNCT
alkej-164	65	1	the	the	DET
alkej-164	65	2	input	input	NOUN
alkej-164	65	3	units	unit	NOUN
alkej-164	65	4	are	be	AUX
alkej-164	65	5	merely	merely	ADV
alkej-164	65	6	'	'	PUNCT
alkej-164	65	7	fan	fan	NOUN
alkej-164	65	8	-	-	PUNCT
alkej-164	65	9	out	out	NOUN
alkej-164	65	10	'	'	PART
alkej-164	65	11	units	unit	NOUN
alkej-164	65	12	;	;	PUNCT
alkej-164	65	13	no	no	DET
alkej-164	65	14	processing	processing	NOUN
alkej-164	65	15	takes	take	VERB
alkej-164	65	16	place	place	NOUN
alkej-164	65	17	in	in	ADP
alkej-164	65	18	these	these	DET
alkej-164	65	19	units	unit	NOUN
alkej-164	65	20	.	.	PUNCT
alkej-164	66	1	the	the	DET
alkej-164	66	2	activation	activation	NOUN
alkej-164	66	3	of	of	ADP
alkej-164	66	4	a	a	DET
alkej-164	66	5	hidden	hide	VERB
alkej-164	66	6	unit	unit	NOUN
alkej-164	66	7	is	be	AUX
alkej-164	66	8	a	a	DET
alkej-164	66	9	function	function	NOUN
alkej-164	66	10	if	if	SCONJ
alkej-164	66	11	of	of	ADP
alkej-164	66	12	the	the	DET
alkej-164	66	13	weighted	weight	VERB
alkej-164	66	14	inputs	input	NOUN
alkej-164	66	15	plus	plus	CCONJ
alkej-164	66	16	a	a	DET
alkej-164	66	17	bias	bias	NOUN
alkej-164	66	18	.	.	PUNCT
alkej-164	67	1	the	the	DET
alkej-164	67	2	output	output	NOUN
alkej-164	67	3	of	of	ADP
alkej-164	67	4	the	the	DET
alkej-164	67	5	hidden	hide	VERB
alkej-164	67	6	units	unit	NOUN
alkej-164	67	7	is	be	AUX
alkej-164	67	8	distributed	distribute	VERB
alkej-164	67	9	over	over	ADP
alkej-164	67	10	the	the	DET
alkej-164	67	11	next	next	ADJ
alkej-164	67	12	layer	layer	NOUN
alkej-164	67	13	of	of	ADP
alkej-164	67	14	2,hn	2,hn	NUM
alkej-164	67	15	hidden	hide	VERB
alkej-164	67	16	units	unit	NOUN
alkej-164	67	17	,	,	PUNCT
alkej-164	67	18	until	until	ADP
alkej-164	67	19	the	the	DET
alkej-164	67	20	last	last	ADJ
alkej-164	67	21	layer	layer	NOUN
alkej-164	67	22	of	of	ADP
alkej-164	67	23	hidden	hidden	ADJ
alkej-164	67	24	units	unit	NOUN
alkej-164	67	25	,	,	PUNCT
alkej-164	67	26	of	of	ADP
alkej-164	67	27	which	which	PRON
alkej-164	67	28	the	the	DET
alkej-164	67	29	outputs	output	NOUN
alkej-164	67	30	are	be	AUX
alkej-164	67	31	fed	feed	VERB
alkej-164	67	32	into	into	ADP
alkej-164	67	33	a	a	DET
alkej-164	67	34	layer	layer	NOUN
alkej-164	67	35	of	of	ADP
alkej-164	67	36	on	on	ADP
alkej-164	67	37	output	output	NOUN
alkej-164	67	38	units	unit	NOUN
alkej-164	67	39	.	.	PUNCT
alkej-164	68	1	[	[	X
alkej-164	68	2	7	7	NUM
alkej-164	68	3	]	]	X
alkej-164	68	4	fig	fig	NOUN
alkej-164	68	5	.	.	PUNCT
alkej-164	69	1	3	3	X
alkej-164	69	2	.	.	X
alkej-164	69	3	a	a	DET
alkej-164	69	4	multi	multi	ADJ
alkej-164	69	5	-	-	ADJ
alkej-164	69	6	layer	layer	ADJ
alkej-164	69	7	network	network	NOUN
alkej-164	69	8	with	with	ADP
alkej-164	69	9	l	l	NOUN
alkej-164	69	10	layers	layer	NOUN
alkej-164	69	11	of	of	ADP
alkej-164	69	12	units	unit	NOUN
alkej-164	69	13	.	.	PUNCT
alkej-164	70	1	depending	depend	VERB
alkej-164	70	2	on	on	ADP
alkej-164	70	3	delta	delta	NOUN
alkej-164	70	4	rule	rule	NOUN
alkej-164	70	5	,	,	PUNCT
alkej-164	70	6	the	the	DET
alkej-164	70	7	activation	activation	NOUN
alkej-164	70	8	is	be	AUX
alkej-164	70	9	a	a	DET
alkej-164	70	10	differentiable	differentiable	ADJ
alkej-164	70	11	function	function	NOUN
alkej-164	70	12	of	of	ADP
alkej-164	70	13	the	the	DET
alkej-164	70	14	total	total	ADJ
alkej-164	70	15	input	input	NOUN
alkej-164	70	16	,	,	PUNCT
alkej-164	70	17	given	give	VERB
alkej-164	70	18	by	by	ADP
alkej-164	70	19	:	:	PUNCT
alkej-164	70	20	[	[	X
alkej-164	70	21	8	8	NUM
alkej-164	70	22	]	]	X
alkej-164	70	23	.	.	PUNCT
alkej-164	71	1	…	…	PUNCT
alkej-164	71	2	(	(	PUNCT
alkej-164	71	3	1	1	NUM
alkej-164	71	4	)	)	PUNCT
alkej-164	71	5	in	in	ADP
alkej-164	71	6	which	which	PRON
alkej-164	71	7	…	…	PUNCT
alkej-164	71	8	(	(	PUNCT
alkej-164	71	9	2	2	NUM
alkej-164	71	10	)	)	PUNCT
alkej-164	72	1	where	where	SCONJ
alkej-164	72	2	:	:	PUNCT
alkej-164	72	3	=	=	NOUN
alkej-164	72	4	j	j	NOUN
alkej-164	72	5	number	number	NOUN
alkej-164	72	6	of	of	ADP
alkej-164	72	7	element	element	NOUN
alkej-164	72	8	(	(	PUNCT
alkej-164	72	9	neuron	neuron	NOUN
alkej-164	72	10	)	)	PUNCT
alkej-164	72	11	j,	j,	PROPN
alkej-164	72	12	.......	.......	PUNCT
alkej-164	72	13	,j	,j	PUNCT
alkej-164	72	14	1=	1=	X
alkej-164	73	1	=	=	NOUN
alkej-164	73	2	k	k	X
alkej-164	73	3	number	number	NOUN
alkej-164	73	4	of	of	ADP
alkej-164	73	5	element	element	NOUN
alkej-164	73	6	(	(	PUNCT
alkej-164	73	7	neuron	neuron	NOUN
alkej-164	73	8	)	)	PUNCT
alkej-164	73	9	k,	k,	PROPN
alkej-164	73	10	.......	.......	X
alkej-164	73	11	,k	,k	X
alkej-164	73	12	1=	1=	X
alkej-164	73	13	=	=	SYM
alkej-164	73	14	p	p	NOUN
alkej-164	73	15	input	input	NOUN
alkej-164	73	16	pattern	pattern	NOUN
alkej-164	73	17	vector	vector	NOUN
alkej-164	73	18	=	=	PROPN
alkej-164	73	19	p	p	PROPN
alkej-164	73	20	ky	ky	PROPN
alkej-164	73	21	the	the	DET
alkej-164	73	22	activation	activation	NOUN
alkej-164	73	23	values	value	NOUN
alkej-164	73	24	of	of	ADP
alkej-164	73	25	the	the	DET
alkej-164	73	26	network	network	NOUN
alkej-164	73	27	when	when	SCONJ
alkej-164	73	28	input	input	NOUN
alkej-164	73	29	pattern	pattern	NOUN
alkej-164	73	30	vector	vector	NOUN
alkej-164	73	31	p	p	NOUN
alkej-164	73	32	was	be	AUX
alkej-164	73	33	input	input	NOUN
alkej-164	73	34	to	to	ADP
alkej-164	73	35	the	the	DET
alkej-164	73	36	network	network	NOUN
alkej-164	73	37	.	.	PUNCT
alkej-164	74	1	=	=	PRON
alkej-164	74	2	p	p	X
alkej-164	74	3	ks	ks	X
alkej-164	74	4	the	the	DET
alkej-164	74	5	input	input	NOUN
alkej-164	74	6	to	to	ADP
alkej-164	74	7	a	a	DET
alkej-164	74	8	set	set	NOUN
alkej-164	74	9	of	of	ADP
alkej-164	74	10	neurons	neuron	NOUN
alkej-164	74	11	when	when	SCONJ
alkej-164	74	12	input	input	NOUN
alkej-164	74	13	pattern	pattern	NOUN
alkej-164	74	14	vector	vector	NOUN
alkej-164	74	15	p	p	NOUN
alkej-164	74	16	is	be	AUX
alkej-164	74	17	clamped	clamp	VERB
alkej-164	74	18	.	.	PUNCT
alkej-164	75	1	=	=	PRON
alkej-164	75	2	p	p	X
alkej-164	75	3	jy	jy	PROPN
alkej-164	75	4	the	the	DET
alkej-164	75	5	activation	activation	NOUN
alkej-164	75	6	values	value	NOUN
alkej-164	75	7	of	of	ADP
alkej-164	75	8	element	element	ADJ
alkej-164	75	9	j	j	PROPN
alkej-164	75	10	of	of	ADP
alkej-164	75	11	the	the	DET
alkej-164	75	12	network	network	NOUN
alkej-164	75	13	when	when	SCONJ
alkej-164	75	14	input	input	NOUN
alkej-164	75	15	pattern	pattern	NOUN
alkej-164	75	16	vector	vector	NOUN
alkej-164	75	17	p	p	NOUN
alkej-164	75	18	was	be	AUX
alkej-164	75	19	input	input	NOUN
alkej-164	75	20	to	to	ADP
alkej-164	75	21	the	the	DET
alkej-164	75	22	network	network	NOUN
alkej-164	75	23	;	;	PUNCT
alkej-164	75	24	=	=	PRON
alkej-164	75	25	jkw	jkw	VERB
alkej-164	75	26	the	the	DET
alkej-164	75	27	weight	weight	NOUN
alkej-164	75	28	of	of	ADP
alkej-164	75	29	the	the	DET
alkej-164	75	30	connection	connection	NOUN
alkej-164	75	31	from	from	ADP
alkej-164	75	32	unit	unit	NOUN
alkej-164	75	33	j	j	PROPN
alkej-164	75	34	to	to	AUX
alkej-164	75	35	unit	unit	NOUN
alkej-164	75	36	k	k	PROPN
alkej-164	75	37	=	=	VERB
alkej-164	75	38	kθ	kθ	ADP
alkej-164	75	39	the	the	DET
alkej-164	75	40	biases	bias	NOUN
alkej-164	75	41	to	to	ADP
alkej-164	75	42	the	the	DET
alkej-164	75	43	units	unit	NOUN
alkej-164	75	44	.	.	PUNCT
alkej-164	76	1	=	=	PRON
alkej-164	76	2	f	f	X
alkej-164	76	3	the	the	DET
alkej-164	76	4	activation	activation	NOUN
alkej-164	76	5	function	function	NOUN
alkej-164	76	6	.	.	PUNCT
alkej-164	77	1	to	to	PART
alkej-164	77	2	get	get	VERB
alkej-164	77	3	the	the	DET
alkej-164	77	4	correct	correct	ADJ
alkej-164	77	5	generalization	generalization	NOUN
alkej-164	77	6	of	of	ADP
alkej-164	77	7	the	the	DET
alkej-164	77	8	delta	delta	NOUN
alkej-164	77	9	rule	rule	NOUN
alkej-164	77	10	we	we	PRON
alkej-164	77	11	must	must	AUX
alkej-164	77	12	set	set	VERB
alkej-164	77	13	…	…	PUNCT
alkej-164	77	14	(	(	PUNCT
alkej-164	77	15	3	3	NUM
alkej-164	77	16	)	)	PUNCT
alkej-164	77	17	the	the	DET
alkej-164	77	18	error	error	NOUN
alkej-164	77	19	measure	measure	NOUN
alkej-164	77	20	pe	pe	PROPN
alkej-164	77	21	is	be	AUX
alkej-164	77	22	defined	define	VERB
alkej-164	77	23	as	as	ADP
alkej-164	77	24	the	the	DET
alkej-164	77	25	total	total	ADJ
alkej-164	77	26	quadratic	quadratic	ADJ
alkej-164	77	27	error	error	NOUN
alkej-164	77	28	for	for	ADP
alkej-164	77	29	pattern	pattern	NOUN
alkej-164	77	30	(	(	PUNCT
alkej-164	77	31	p	p	NOUN
alkej-164	77	32	)	)	PUNCT
alkej-164	77	33	at	at	ADP
alkej-164	77	34	the	the	DET
alkej-164	77	35	output	output	NOUN
alkej-164	77	36	units	unit	NOUN
alkej-164	77	37	:	:	PUNCT
alkej-164	77	38	…	…	PUNCT
alkej-164	77	39	(	(	PUNCT
alkej-164	77	40	4	4	NUM
alkej-164	77	41	)	)	PUNCT
alkej-164	77	42	where	where	SCONJ
alkej-164	77	43	=	=	AUX
alkej-164	77	44	o	o	X
alkej-164	77	45	an	an	DET
alkej-164	77	46	output	output	NOUN
alkej-164	77	47	unit	unit	NOUN
alkej-164	77	48	.	.	PUNCT
alkej-164	78	1	=	=	NOUN
alkej-164	78	2	γ	γ	X
alkej-164	78	3	constant	constant	ADJ
alkej-164	78	4	of	of	ADP
alkej-164	78	5	proportionality	proportionality	NOUN
alkej-164	78	6	.	.	PUNCT
alkej-164	79	1	=	=	NOUN
alkej-164	79	2	∆p	∆p	NOUN
alkej-164	79	3	modified	modify	VERB
alkej-164	79	4	of	of	ADP
alkej-164	79	5	pattern	pattern	NOUN
alkej-164	79	6	p.	p.	NOUN
alkej-164	80	1	=	=	PUNCT
alkej-164	81	1	p	p	X
alkej-164	81	2	od	od	NUM
alkej-164	81	3	the	the	DET
alkej-164	81	4	desired	desire	VERB
alkej-164	81	5	output	output	NOUN
alkej-164	81	6	of	of	ADP
alkej-164	81	7	the	the	DET
alkej-164	81	8	network	network	NOUN
alkej-164	81	9	when	when	SCONJ
alkej-164	81	10	input	input	NOUN
alkej-164	81	11	pattern	pattern	NOUN
alkej-164	81	12	vector	vector	NOUN
alkej-164	81	13	p	p	NOUN
alkej-164	81	14	was	be	AUX
alkej-164	81	15	input	input	NOUN
alkej-164	81	16	to	to	ADP
alkej-164	81	17	the	the	DET
alkej-164	81	18	network	network	NOUN
alkej-164	81	19	.	.	PUNCT
alkej-164	82	1	=	=	PRON
alkej-164	82	2	p	p	NOUN
alkej-164	82	3	oy	oy	VERB
alkej-164	82	4	the	the	DET
alkej-164	82	5	activation	activation	NOUN
alkej-164	82	6	values	value	NOUN
alkej-164	82	7	of	of	ADP
alkej-164	82	8	the	the	DET
alkej-164	82	9	network	network	NOUN
alkej-164	82	10	when	when	SCONJ
alkej-164	82	11	input	input	NOUN
alkej-164	82	12	pattern	pattern	NOUN
alkej-164	82	13	vector	vector	NOUN
alkej-164	82	14	p	p	NOUN
alkej-164	82	15	was	be	AUX
alkej-164	82	16	input	input	NOUN
alkej-164	82	17	to	to	ADP
alkej-164	82	18	the	the	DET
alkej-164	82	19	network	network	NOUN
alkej-164	82	20	.	.	PUNCT
alkej-164	83	1	…	…	PUNCT
alkej-164	83	2	(	(	PUNCT
alkej-164	83	3	5	5	NUM
alkej-164	83	4	)	)	PUNCT
alkej-164	83	5	where	where	SCONJ
alkej-164	83	6	=	=	PRON
alkej-164	83	7	p	p	NOUN
alkej-164	83	8	kδ	kδ	NOUN
alkej-164	83	9	product	product	NOUN
alkej-164	83	10	of	of	ADP
alkej-164	83	11	two	two	NUM
alkej-164	83	12	factors	factor	NOUN
alkej-164	83	13	.	.	PUNCT
alkej-164	84	1	one	one	NUM
alkej-164	84	2	factor	factor	NOUN
alkej-164	84	3	reflects	reflect	VERB
alkej-164	84	4	the	the	DET
alkej-164	84	5	change	change	NOUN
alkej-164	84	6	in	in	ADP
alkej-164	84	7	error	error	NOUN
alkej-164	84	8	as	as	ADP
alkej-164	84	9	a	a	DET
alkej-164	84	10	function	function	NOUN
alkej-164	84	11	of	of	ADP
alkej-164	84	12	the	the	DET
alkej-164	84	13	output	output	NOUN
alkej-164	84	14	of	of	ADP
alkej-164	84	15	the	the	DET
alkej-164	84	16	unit	unit	NOUN
alkej-164	84	17	and	and	CCONJ
alkej-164	84	18	one	one	NUM
alkej-164	84	19	reflecting	reflect	VERB
alkej-164	84	20	the	the	DET
alkej-164	84	21	change	change	NOUN
alkej-164	84	22	in	in	ADP
alkej-164	84	23	the	the	DET
alkej-164	84	24	output	output	NOUN
alkej-164	84	25	as	as	ADP
alkej-164	84	26	a	a	DET
alkej-164	84	27	function	function	NOUN
alkej-164	84	28	of	of	ADP
alkej-164	84	29	changes	change	NOUN
alkej-164	84	30	in	in	ADP
alkej-164	84	31	the	the	DET
alkej-164	84	32	input	input	NOUN
alkej-164	84	33	.	.	PUNCT
alkej-164	85	1	assume	assume	VERB
alkej-164	85	2	firstly	firstly	ADV
alkej-164	85	3	.	.	PUNCT
alkej-164	86	1	…	…	PUNCT
alkej-164	86	2	(	(	PUNCT
alkej-164	86	3	6	6	NUM
alkej-164	86	4	)	)	PUNCT
alkej-164	86	5	)	)	PUNCT
alkej-164	87	1	(	(	PUNCT
alkej-164	87	2	pp	pp	ADV
alkej-164	87	3	ksfky	ksfky	VERB
alkej-164	87	4	=	=	PUNCT
alkej-164	88	1	k	k	PROPN
alkej-164	88	2	p	p	PROPN
alkej-164	88	3	jy	jy	PROPN
alkej-164	88	4	j	j	PROPN
alkej-164	88	5	jkwp	jkwp	PROPN
alkej-164	88	6	ks	ks	PROPN
alkej-164	88	7	θ+∑=	θ+∑=	PROPN
alkej-164	88	8	jk	jk	PROPN
alkej-164	88	9	p	p	PROPN
alkej-164	88	10	jkp	jkp	VERB
alkej-164	88	11	w	w	PROPN
alkej-164	88	12	ew	ew	PROPN
alkej-164	88	13	∂	∂	NUM
alkej-164	88	14	∂	∂	NOUN
alkej-164	88	15	−=∆	−=∆	DET
alkej-164	88	16	γ	γ	X
alkej-164	88	17	∑	∑	PUNCT
alkej-164	88	18	=	=	PUNCT
alkej-164	88	19	−=	−=	NOUN
alkej-164	88	20	on	on	ADP
alkej-164	88	21	p	p	NOUN
alkej-164	88	22	o	o	NOUN
alkej-164	88	23	p	p	X
alkej-164	88	24	o	o	X
alkej-164	88	25	p	p	NOUN
alkej-164	88	26	)	)	PUNCT
alkej-164	88	27	yd(e	yd(e	PART
alkej-164	88	28	10	10	NUM
alkej-164	88	29	2	2	NUM
alkej-164	88	30	2	2	NUM
alkej-164	88	31	1	1	NUM
alkej-164	88	32	p	p	NOUN
alkej-164	88	33	j	j	PROPN
alkej-164	88	34	p	p	X
alkej-164	88	35	kjkp	kjkp	PROPN
alkej-164	88	36	yw	yw	PROPN
alkej-164	88	37	δγ=∆	δγ=∆	NOUN
alkej-164	88	38	)	)	PUNCT
alkej-164	89	1	s(f)yd	s(f)yd	PROPN
alkej-164	89	2	(	(	PUNCT
alkej-164	89	3	p	p	NOUN
alkej-164	89	4	o	o	X
alkej-164	90	1	p	p	X
alkej-164	90	2	o	o	X
alkej-164	91	1	p	p	X
alkej-164	91	2	o	o	X
alkej-164	91	3	p	p	X
alkej-164	91	4	o	o	X
alkej-164	91	5	−=δ	−=δ	X
alkej-164	91	6	ok	ok	ADJ
alkej-164	91	7	=	=	SYM
alkej-164	91	8	hisham	hisham	PROPN
alkej-164	91	9	hassan	hassan	PROPN
alkej-164	91	10	jasim	jasim	PROPN
alkej-164	91	11	al	al	PROPN
alkej-164	91	12	-	-	PUNCT
alkej-164	91	13	khwarizmi	khwarizmi	PROPN
alkej-164	91	14	engineering	engineering	NOUN
alkej-164	91	15	journal	journal	PROPN
alkej-164	91	16	,	,	PUNCT
alkej-164	91	17	vol	vol	NOUN
alkej-164	91	18	.	.	PROPN
alkej-164	91	19	9	9	NUM
alkej-164	91	20	,	,	PUNCT
alkej-164	91	21	no	no	INTJ
alkej-164	91	22	.	.	NOUN
alkej-164	91	23	2	2	NUM
alkej-164	91	24	,	,	PUNCT
alkej-164	91	25	p.p	p.p	PROPN
alkej-164	91	26	.	.	NOUN
alkej-164	91	27	1220	1220	NUM
alkej-164	91	28	(	(	PUNCT
alkej-164	91	29	2013	2013	NUM
alkej-164	91	30	)	)	PUNCT
alkej-164	91	31	16	16	NUM
alkej-164	91	32	and	and	CCONJ
alkej-164	91	33	secondly	secondly	ADV
alkej-164	91	34	assume	assume	VERB
alkej-164	91	35	where	where	SCONJ
alkej-164	91	36	a	a	DET
alkej-164	91	37	hidden	hidden	ADJ
alkej-164	91	38	unit	unit	NOUN
alkej-164	91	39	..	..	PUNCT
alkej-164	91	40	(	(	PUNCT
alkej-164	91	41	7	7	X
alkej-164	91	42	)	)	PUNCT
alkej-164	91	43	equations	equation	NOUN
alkej-164	91	44	(	(	PUNCT
alkej-164	91	45	6	6	NUM
alkej-164	91	46	)	)	PUNCT
alkej-164	91	47	and	and	CCONJ
alkej-164	91	48	(	(	PUNCT
alkej-164	91	49	7	7	X
alkej-164	91	50	)	)	PUNCT
alkej-164	91	51	give	give	VERB
alkej-164	91	52	a	a	DET
alkej-164	91	53	recursive	recursive	ADJ
alkej-164	91	54	procedure	procedure	NOUN
alkej-164	91	55	for	for	ADP
alkej-164	91	56	computing	compute	VERB
alkej-164	91	57	theδ	theδ	NOUN
alkej-164	91	58	's	's	PART
alkej-164	91	59	for	for	ADP
alkej-164	91	60	all	all	DET
alkej-164	91	61	units	unit	NOUN
alkej-164	91	62	in	in	ADP
alkej-164	91	63	the	the	DET
alkej-164	91	64	network	network	NOUN
alkej-164	91	65	,	,	PUNCT
alkej-164	91	66	which	which	PRON
alkej-164	91	67	are	be	AUX
alkej-164	91	68	then	then	ADV
alkej-164	91	69	used	use	VERB
alkej-164	91	70	to	to	PART
alkej-164	91	71	compute	compute	VERB
alkej-164	91	72	the	the	DET
alkej-164	91	73	weight	weight	NOUN
alkej-164	91	74	changes	change	NOUN
alkej-164	91	75	according	accord	VERB
alkej-164	91	76	to	to	ADP
alkej-164	91	77	equation	equation	NOUN
alkej-164	91	78	(	(	PUNCT
alkej-164	91	79	5	5	NUM
alkej-164	91	80	)	)	PUNCT
alkej-164	91	81	.	.	PUNCT
alkej-164	92	1	this	this	DET
alkej-164	92	2	procedure	procedure	NOUN
alkej-164	92	3	constitutes	constitute	VERB
alkej-164	92	4	the	the	DET
alkej-164	92	5	generalized	generalized	ADJ
alkej-164	92	6	delta	delta	NOUN
alkej-164	92	7	rule	rule	NOUN
alkej-164	92	8	for	for	ADP
alkej-164	92	9	a	a	DET
alkej-164	92	10	feed	feed	NOUN
alkej-164	92	11	-	-	PUNCT
alkej-164	92	12	forward	forward	NOUN
alkej-164	92	13	network	network	NOUN
alkej-164	92	14	.	.	PUNCT
alkej-164	93	1	working	work	VERB
alkej-164	93	2	in	in	ADP
alkej-164	93	3	back	back	ADJ
alkej-164	93	4	-	-	PUNCT
alkej-164	93	5	propagation	propagation	NOUN
alkej-164	93	6	should	should	AUX
alkej-164	93	7	by	by	SCONJ
alkej-164	93	8	used	use	VERB
alkej-164	93	9	the	the	DET
alkej-164	93	10	all	all	PRON
alkej-164	93	11	above	above	ADJ
alkej-164	93	12	equations	equation	NOUN
alkej-164	93	13	and	and	CCONJ
alkej-164	93	14	the	the	DET
alkej-164	93	15	steps	step	NOUN
alkej-164	93	16	of	of	ADP
alkej-164	93	17	solution	solution	NOUN
alkej-164	93	18	are	be	AUX
alkej-164	93	19	clarified	clarify	VERB
alkej-164	93	20	in	in	ADP
alkej-164	93	21	the	the	DET
alkej-164	93	22	following	following	NOUN
alkej-164	93	23	.	.	PUNCT
alkej-164	94	1	when	when	SCONJ
alkej-164	94	2	a	a	DET
alkej-164	94	3	learning	learning	NOUN
alkej-164	94	4	pattern	pattern	NOUN
alkej-164	94	5	is	be	AUX
alkej-164	94	6	clamped	clamp	VERB
alkej-164	94	7	,	,	PUNCT
alkej-164	94	8	the	the	DET
alkej-164	94	9	activation	activation	NOUN
alkej-164	94	10	values	value	NOUN
alkej-164	94	11	are	be	AUX
alkej-164	94	12	propagated	propagate	VERB
alkej-164	94	13	to	to	ADP
alkej-164	94	14	the	the	DET
alkej-164	94	15	output	output	NOUN
alkej-164	94	16	units	unit	NOUN
alkej-164	94	17	,	,	PUNCT
alkej-164	94	18	and	and	CCONJ
alkej-164	94	19	the	the	DET
alkej-164	94	20	actual	actual	ADJ
alkej-164	94	21	network	network	NOUN
alkej-164	94	22	output	output	NOUN
alkej-164	94	23	is	be	AUX
alkej-164	94	24	compared	compare	VERB
alkej-164	94	25	with	with	ADP
alkej-164	94	26	the	the	DET
alkej-164	94	27	desired	desire	VERB
alkej-164	94	28	output	output	NOUN
alkej-164	94	29	values	value	NOUN
alkej-164	94	30	,	,	PUNCT
alkej-164	94	31	we	we	PRON
alkej-164	94	32	usually	usually	ADV
alkej-164	94	33	end	end	VERB
alkej-164	94	34	up	up	ADP
alkej-164	94	35	with	with	ADP
alkej-164	94	36	an	an	DET
alkej-164	94	37	error	error	NOUN
alkej-164	94	38	in	in	ADP
alkej-164	94	39	each	each	PRON
alkej-164	94	40	of	of	ADP
alkej-164	94	41	the	the	DET
alkej-164	94	42	output	output	NOUN
alkej-164	94	43	units	unit	NOUN
alkej-164	94	44	.	.	PUNCT
alkej-164	95	1	we	we	PRON
alkej-164	95	2	have	have	VERB
alkej-164	95	3	to	to	PART
alkej-164	95	4	bring	bring	VERB
alkej-164	95	5	the	the	DET
alkej-164	95	6	error	error	NOUN
alkej-164	95	7	to	to	ADP
alkej-164	95	8	zero	zero	NUM
alkej-164	95	9	.	.	PUNCT
alkej-164	96	1	the	the	DET
alkej-164	96	2	application	application	NOUN
alkej-164	96	3	of	of	ADP
alkej-164	96	4	the	the	DET
alkej-164	96	5	generalized	generalized	ADJ
alkej-164	96	6	delta	delta	NOUN
alkej-164	96	7	rule	rule	NOUN
alkej-164	96	8	thus	thus	ADV
alkej-164	96	9	involves	involve	VERB
alkej-164	96	10	two	two	NUM
alkej-164	96	11	phases	phase	NOUN
alkej-164	96	12	:	:	PUNCT
alkej-164	96	13	during	during	ADP
alkej-164	96	14	the	the	DET
alkej-164	96	15	first	first	ADJ
alkej-164	96	16	phase	phase	NOUN
alkej-164	96	17	the	the	DET
alkej-164	96	18	input	input	NOUN
alkej-164	96	19	x	x	PUNCT
alkej-164	96	20	is	be	AUX
alkej-164	96	21	presented	present	VERB
alkej-164	96	22	and	and	CCONJ
alkej-164	96	23	propagated	propagate	VERB
alkej-164	96	24	forward	forward	ADV
alkej-164	96	25	through	through	ADP
alkej-164	96	26	the	the	DET
alkej-164	96	27	network	network	NOUN
alkej-164	96	28	to	to	PART
alkej-164	96	29	compute	compute	VERB
alkej-164	96	30	the	the	DET
alkej-164	96	31	output	output	NOUN
alkej-164	96	32	values	value	NOUN
alkej-164	96	33	p	p	X
alkej-164	96	34	oy	oy	NOUN
alkej-164	96	35	for	for	ADP
alkej-164	96	36	each	each	DET
alkej-164	96	37	output	output	NOUN
alkej-164	96	38	unit	unit	NOUN
alkej-164	96	39	.	.	PUNCT
alkej-164	97	1	this	this	DET
alkej-164	97	2	output	output	NOUN
alkej-164	97	3	is	be	AUX
alkej-164	97	4	compared	compare	VERB
alkej-164	97	5	with	with	ADP
alkej-164	97	6	its	its	PRON
alkej-164	97	7	desired	desire	VERB
alkej-164	97	8	value	value	NOUN
alkej-164	97	9	od	od	ADV
alkej-164	97	10	,	,	PUNCT
alkej-164	97	11	resulting	result	VERB
alkej-164	97	12	in	in	ADP
alkej-164	97	13	an	an	DET
alkej-164	97	14	error	error	NOUN
alkej-164	97	15	signal	signal	NOUN
alkej-164	97	16	p	p	X
alkej-164	97	17	oδ	oδ	NOUN
alkej-164	97	18	for	for	ADP
alkej-164	97	19	each	each	DET
alkej-164	97	20	output	output	NOUN
alkej-164	97	21	unit	unit	NOUN
alkej-164	97	22	.	.	PUNCT
alkej-164	98	1	the	the	DET
alkej-164	98	2	second	second	ADJ
alkej-164	98	3	phase	phase	NOUN
alkej-164	98	4	involves	involve	VERB
alkej-164	98	5	a	a	DET
alkej-164	98	6	backward	backward	ADJ
alkej-164	98	7	pass	pass	NOUN
alkej-164	98	8	through	through	ADP
alkej-164	98	9	the	the	DET
alkej-164	98	10	network	network	NOUN
alkej-164	98	11	during	during	ADP
alkej-164	98	12	which	which	PRON
alkej-164	98	13	the	the	DET
alkej-164	98	14	error	error	NOUN
alkej-164	98	15	signal	signal	NOUN
alkej-164	98	16	is	be	AUX
alkej-164	98	17	passed	pass	VERB
alkej-164	98	18	to	to	ADP
alkej-164	98	19	each	each	DET
alkej-164	98	20	unit	unit	NOUN
alkej-164	98	21	in	in	ADP
alkej-164	98	22	the	the	DET
alkej-164	98	23	network	network	NOUN
alkej-164	98	24	and	and	CCONJ
alkej-164	98	25	appropriate	appropriate	ADJ
alkej-164	98	26	weight	weight	NOUN
alkej-164	98	27	changes	change	NOUN
alkej-164	98	28	are	be	AUX
alkej-164	98	29	calculated	calculate	VERB
alkej-164	98	30	.	.	PUNCT
alkej-164	99	1	there	there	PRON
alkej-164	99	2	are	be	VERB
alkej-164	99	3	generally	generally	ADV
alkej-164	99	4	seven	seven	NUM
alkej-164	99	5	steps	step	NOUN
alkej-164	99	6	in	in	ADP
alkej-164	99	7	the	the	DET
alkej-164	99	8	training	training	NOUN
alkej-164	99	9	process	process	NOUN
alkej-164	99	10	working	work	VERB
alkej-164	99	11	in	in	ADP
alkej-164	99	12	back	back	ADJ
alkej-164	99	13	propagation	propagation	NOUN
alkej-164	99	14	:	:	PUNCT
alkej-164	100	1	[	[	X
alkej-164	100	2	9	9	NUM
alkej-164	100	3	]	]	SYM
alkej-164	100	4	1	1	NUM
alkej-164	100	5	.	.	X
alkej-164	100	6	start	start	VERB
alkej-164	100	7	with	with	ADP
alkej-164	100	8	random	random	ADJ
alkej-164	100	9	weights	weight	NOUN
alkej-164	100	10	for	for	ADP
alkej-164	100	11	the	the	DET
alkej-164	100	12	connections	connection	NOUN
alkej-164	100	13	2	2	NUM
alkej-164	100	14	.	.	PUNCT
alkej-164	100	15	select	select	VERB
alkej-164	100	16	an	an	DET
alkej-164	100	17	input	input	NOUN
alkej-164	100	18	vector	vector	NOUN
alkej-164	100	19	x	x	NOUN
alkej-164	100	20	from	from	ADP
alkej-164	100	21	the	the	DET
alkej-164	100	22	set	set	NOUN
alkej-164	100	23	of	of	ADP
alkej-164	100	24	training	training	NOUN
alkej-164	100	25	samples	sample	NOUN
alkej-164	100	26	3	3	NUM
alkej-164	100	27	.	.	PUNCT
alkej-164	101	1	the	the	DET
alkej-164	101	2	weight	weight	NOUN
alkej-164	101	3	of	of	ADP
alkej-164	101	4	a	a	DET
alkej-164	101	5	connection	connection	NOUN
alkej-164	101	6	is	be	AUX
alkej-164	101	7	adjusted	adjust	VERB
alkej-164	101	8	by	by	ADP
alkej-164	101	9	an	an	DET
alkej-164	101	10	amount	amount	NOUN
alkej-164	101	11	proportional	proportional	ADJ
alkej-164	101	12	to	to	ADP
alkej-164	101	13	the	the	DET
alkej-164	101	14	product	product	NOUN
alkej-164	101	15	of	of	ADP
alkej-164	101	16	an	an	DET
alkej-164	101	17	error	error	NOUN
alkej-164	101	18	signalδ	signalδ	NOUN
alkej-164	101	19	,	,	PUNCT
alkej-164	101	20	in	in	ADP
alkej-164	101	21	the	the	DET
alkej-164	101	22	unit	unit	NOUN
alkej-164	101	23	k	k	PROPN
alkej-164	101	24	the	the	DET
alkej-164	101	25	input	input	NOUN
alkej-164	101	26	and	and	CCONJ
alkej-164	101	27	the	the	DET
alkej-164	101	28	output	output	NOUN
alkej-164	101	29	of	of	ADP
alkej-164	101	30	the	the	DET
alkej-164	101	31	unit	unit	NOUN
alkej-164	101	32	j	j	PROPN
alkej-164	101	33	are	be	AUX
alkej-164	101	34	received	receive	VERB
alkej-164	101	35	sending	send	VERB
alkej-164	101	36	this	this	DET
alkej-164	101	37	signal	signal	NOUN
alkej-164	101	38	along	along	ADP
alkej-164	101	39	the	the	DET
alkej-164	101	40	connection	connection	NOUN
alkej-164	101	41	.	.	PUNCT
alkej-164	102	1	4	4	X
alkej-164	102	2	.	.	X
alkej-164	102	3	calculate	calculate	VERB
alkej-164	102	4	the	the	DET
alkej-164	102	5	error	error	NOUN
alkej-164	102	6	signal	signal	NOUN
alkej-164	102	7	after	after	SCONJ
alkej-164	102	8	choice	choice	NOUN
alkej-164	102	9	the	the	DET
alkej-164	102	10	activation	activation	NOUN
alkej-164	102	11	function	function	NOUN
alkej-164	102	12	.	.	PUNCT
alkej-164	103	1	5	5	X
alkej-164	103	2	.	.	X
alkej-164	103	3	the	the	DET
alkej-164	103	4	error	error	NOUN
alkej-164	103	5	signal	signal	NOUN
alkej-164	103	6	for	for	ADP
alkej-164	103	7	a	a	DET
alkej-164	103	8	hidden	hide	VERB
alkej-164	103	9	unit	unit	NOUN
alkej-164	103	10	is	be	AUX
alkej-164	103	11	determined	determine	VERB
alkej-164	103	12	recursively	recursively	ADV
alkej-164	103	13	in	in	ADP
alkej-164	103	14	terms	term	NOUN
alkej-164	103	15	of	of	ADP
alkej-164	103	16	error	error	NOUN
alkej-164	103	17	signals	signal	NOUN
alkej-164	103	18	of	of	ADP
alkej-164	103	19	the	the	DET
alkej-164	103	20	units	unit	NOUN
alkej-164	103	21	to	to	PART
alkej-164	103	22	which	which	PRON
alkej-164	103	23	it	it	PRON
alkej-164	103	24	directly	directly	ADV
alkej-164	103	25	connects	connect	VERB
alkej-164	103	26	and	and	CCONJ
alkej-164	103	27	the	the	DET
alkej-164	103	28	weights	weight	NOUN
alkej-164	103	29	of	of	ADP
alkej-164	103	30	those	those	DET
alkej-164	103	31	connections	connection	NOUN
alkej-164	103	32	.	.	PUNCT
alkej-164	104	1	6	6	X
alkej-164	104	2	.	.	X
alkej-164	104	3	the	the	DET
alkej-164	104	4	learning	learn	VERB
alkej-164	104	5	procedure	procedure	NOUN
alkej-164	104	6	requires	require	VERB
alkej-164	104	7	that	that	SCONJ
alkej-164	104	8	the	the	DET
alkej-164	104	9	change	change	NOUN
alkej-164	104	10	in	in	ADP
alkej-164	104	11	weight	weight	NOUN
alkej-164	104	12	is	be	AUX
alkej-164	104	13	proportional	proportional	ADJ
alkej-164	104	14	to	to	ADP
alkej-164	104	15	w	w	PROPN
alkej-164	104	16	e	e	PROPN
alkej-164	104	17	p	p	PROPN
alkej-164	104	18	∂	∂	NOUN
alkej-164	104	19	∂	∂	NOUN
alkej-164	104	20	.	.	PUNCT
alkej-164	105	1	true	true	ADJ
alkej-164	105	2	gradient	gradient	ADJ
alkej-164	105	3	descent	descent	NOUN
alkej-164	105	4	requires	require	VERB
alkej-164	105	5	that	that	SCONJ
alkej-164	105	6	infinitesimal	infinitesimal	ADJ
alkej-164	105	7	steps	step	NOUN
alkej-164	105	8	are	be	AUX
alkej-164	105	9	taken	take	VERB
alkej-164	105	10	.	.	PUNCT
alkej-164	106	1	the	the	DET
alkej-164	106	2	constant	constant	NOUN
alkej-164	106	3	of	of	ADP
alkej-164	106	4	proportionality	proportionality	NOUN
alkej-164	106	5	is	be	AUX
alkej-164	106	6	the	the	DET
alkej-164	106	7	learning	learning	NOUN
alkej-164	106	8	rateγ	rateγ	NOUN
alkej-164	106	9	.	.	PUNCT
alkej-164	107	1	7	7	X
alkej-164	107	2	.	.	X
alkej-164	107	3	make	make	VERB
alkej-164	107	4	the	the	DET
alkej-164	107	5	change	change	NOUN
alkej-164	107	6	in	in	ADP
alkej-164	107	7	weight	weight	NOUN
alkej-164	107	8	dependent	dependent	ADJ
alkej-164	107	9	of	of	ADP
alkej-164	107	10	the	the	DET
alkej-164	107	11	past	past	ADJ
alkej-164	107	12	weight	weight	NOUN
alkej-164	107	13	change	change	NOUN
alkej-164	107	14	by	by	ADP
alkej-164	107	15	adding	add	VERB
alkej-164	107	16	a	a	DET
alkej-164	107	17	momentum	momentum	NOUN
alkej-164	107	18	term	term	NOUN
alkej-164	107	19	:	:	PUNCT
alkej-164	107	20	…	…	PUNCT
alkej-164	107	21	(	(	PUNCT
alkej-164	107	22	8)	8)	NUM
alkej-164	107	23	where	where	SCONJ
alkej-164	107	24	=	=	PRON
alkej-164	107	25	α	α	NUM
alkej-164	107	26	modified	modify	VERB
alkej-164	107	27	weight	weight	NOUN
alkej-164	107	28	connection	connection	NOUN
alkej-164	107	29	.	.	PUNCT
alkej-164	108	1	=	=	NOUN
alkej-164	108	2	t	t	PRON
alkej-164	108	3	time	time	NOUN
alkej-164	108	4	.	.	PUNCT
alkej-164	109	1	5	5	X
alkej-164	109	2	.	.	X
alkej-164	109	3	neural	neural	ADJ
alkej-164	109	4	network	network	NOUN
alkej-164	109	5	training	training	NOUN
alkej-164	109	6	in	in	ADP
alkej-164	109	7	artificial	artificial	ADJ
alkej-164	109	8	neural	neural	ADJ
alkej-164	109	9	network	network	NOUN
alkej-164	109	10	all	all	DET
alkej-164	109	11	data	datum	NOUN
alkej-164	109	12	are	be	AUX
alkej-164	109	13	divided	divide	VERB
alkej-164	109	14	to	to	ADP
alkej-164	109	15	three	three	NUM
alkej-164	109	16	kinds	kind	NOUN
alkej-164	109	17	of	of	ADP
alkej-164	109	18	samples	sample	NOUN
alkej-164	109	19	.	.	PUNCT
alkej-164	110	1	the	the	DET
alkej-164	110	2	first	first	ADJ
alkej-164	110	3	kind	kind	NOUN
alkej-164	110	4	(	(	PUNCT
alkej-164	110	5	training	training	NOUN
alkej-164	110	6	)	)	PUNCT
alkej-164	110	7	presented	present	VERB
alkej-164	110	8	to	to	ADP
alkej-164	110	9	the	the	DET
alkej-164	110	10	network	network	NOUN
alkej-164	110	11	during	during	ADP
alkej-164	110	12	training	training	NOUN
alkej-164	110	13	,	,	PUNCT
alkej-164	110	14	and	and	CCONJ
alkej-164	110	15	the	the	DET
alkej-164	110	16	network	network	NOUN
alkej-164	110	17	is	be	AUX
alkej-164	110	18	adjusted	adjust	VERB
alkej-164	110	19	according	accord	VERB
alkej-164	110	20	to	to	ADP
alkej-164	110	21	its	its	PRON
alkej-164	110	22	error	error	NOUN
alkej-164	110	23	.	.	PUNCT
alkej-164	111	1	the	the	DET
alkej-164	111	2	second	second	ADJ
alkej-164	111	3	kind	kind	NOUN
alkej-164	111	4	(	(	PUNCT
alkej-164	111	5	validation	validation	NOUN
alkej-164	111	6	)	)	PUNCT
alkej-164	111	7	used	use	VERB
alkej-164	111	8	to	to	PART
alkej-164	111	9	measure	measure	VERB
alkej-164	111	10	network	network	NOUN
alkej-164	111	11	generalization	generalization	NOUN
alkej-164	111	12	,	,	PUNCT
alkej-164	111	13	and	and	CCONJ
alkej-164	111	14	to	to	PART
alkej-164	111	15	halt	halt	VERB
alkej-164	111	16	training	training	NOUN
alkej-164	111	17	when	when	SCONJ
alkej-164	111	18	generalization	generalization	NOUN
alkej-164	111	19	stops	stop	VERB
alkej-164	111	20	improving	improve	VERB
alkej-164	111	21	.	.	PUNCT
alkej-164	112	1	the	the	DET
alkej-164	112	2	third	third	ADJ
alkej-164	112	3	kind	kind	NOUN
alkej-164	112	4	(	(	PUNCT
alkej-164	112	5	testing	testing	NOUN
alkej-164	112	6	)	)	PUNCT
alkej-164	112	7	has	have	VERB
alkej-164	112	8	no	no	DET
alkej-164	112	9	effect	effect	NOUN
alkej-164	112	10	on	on	ADP
alkej-164	112	11	training	training	NOUN
alkej-164	112	12	and	and	CCONJ
alkej-164	112	13	so	so	ADV
alkej-164	112	14	provides	provide	VERB
alkej-164	112	15	an	an	DET
alkej-164	112	16	independent	independent	ADJ
alkej-164	112	17	measure	measure	NOUN
alkej-164	112	18	of	of	ADP
alkej-164	112	19	network	network	NOUN
alkej-164	112	20	performance	performance	NOUN
alkej-164	112	21	during	during	ADP
alkej-164	112	22	and	and	CCONJ
alkej-164	112	23	after	after	ADP
alkej-164	112	24	training	training	NOUN
alkej-164	112	25	.	.	PUNCT
alkej-164	113	1	[	[	X
alkej-164	113	2	10	10	NUM
alkej-164	113	3	]	]	SYM
alkej-164	113	4	agood	agood	NOUN
alkej-164	113	5	network	network	NOUN
alkej-164	113	6	should	should	AUX
alkej-164	113	7	includ	includ	VERB
alkej-164	113	8	small	small	ADJ
alkej-164	113	9	mean	mean	ADJ
alkej-164	113	10	square	square	ADJ
alkej-164	113	11	error	error	NOUN
alkej-164	113	12	(	(	PUNCT
alkej-164	113	13	mse	mse	NOUN
alkej-164	113	14	)	)	PUNCT
alkej-164	113	15	for	for	ADP
alkej-164	113	16	training	training	NOUN
alkej-164	113	17	data	datum	NOUN
alkej-164	113	18	performance	performance	NOUN
alkej-164	113	19	and	and	CCONJ
alkej-164	113	20	validation	validation	NOUN
alkej-164	113	21	data	datum	NOUN
alkej-164	113	22	performance	performance	NOUN
alkej-164	113	23	.	.	PUNCT
alkej-164	114	1	150	150	NUM
alkej-164	114	2	sets	set	NOUN
alkej-164	114	3	of	of	ADP
alkej-164	114	4	data	datum	NOUN
alkej-164	114	5	were	be	AUX
alkej-164	114	6	generated	generate	VERB
alkej-164	114	7	by	by	ADP
alkej-164	114	8	the	the	DET
alkej-164	114	9	reference	reference	NOUN
alkej-164	114	10	heat	heat	NOUN
alkej-164	114	11	exchanger	exchanger	NOUN
alkej-164	114	12	model	model	NOUN
alkej-164	114	13	use	use	NOUN
alkej-164	114	14	to	to	PART
alkej-164	114	15	train	train	VERB
alkej-164	114	16	the	the	DET
alkej-164	114	17	network	network	NOUN
alkej-164	114	18	.	.	PUNCT
alkej-164	115	1	here	here	ADV
alkej-164	115	2	,	,	PUNCT
alkej-164	115	3	the	the	DET
alkej-164	115	4	neural	neural	ADJ
alkej-164	115	5	network	network	NOUN
alkej-164	115	6	with	with	ADP
alkej-164	115	7	1	1	NUM
alkej-164	115	8	-	-	SYM
alkej-164	115	9	3	3	NUM
alkej-164	115	10	layers	layer	NOUN
alkej-164	115	11	(	(	PUNCT
alkej-164	115	12	hidden	hide	VERB
alkej-164	115	13	layer	layer	NOUN
alkej-164	115	14	)	)	PUNCT
alkej-164	115	15	,	,	PUNCT
alkej-164	115	16	2	2	NUM
alkej-164	115	17	-	-	SYM
alkej-164	115	18	16	16	NUM
alkej-164	115	19	neurons	neuron	NOUN
alkej-164	115	20	is	be	AUX
alkej-164	115	21	studied	study	VERB
alkej-164	115	22	and	and	CCONJ
alkej-164	115	23	results	result	NOUN
alkej-164	115	24	mean	mean	VERB
alkej-164	115	25	square	square	ADJ
alkej-164	115	26	error	error	NOUN
alkej-164	115	27	for	for	ADP
alkej-164	115	28	training	training	NOUN
alkej-164	115	29	and	and	CCONJ
alkej-164	115	30	validation	validation	NOUN
alkej-164	115	31	are	be	AUX
alkej-164	115	32	provided	provide	VERB
alkej-164	115	33	in	in	ADP
alkej-164	115	34	table	table	NOUN
alkej-164	115	35	(	(	PUNCT
alkej-164	115	36	2	2	NUM
alkej-164	115	37	)	)	PUNCT
alkej-164	115	38	.	.	PUNCT
alkej-164	116	1	it	it	PRON
alkej-164	116	2	'	'	VERB
alkej-164	116	3	is	be	AUX
alkej-164	116	4	clear	clear	ADJ
alkej-164	116	5	that	that	SCONJ
alkej-164	116	6	3	3	NUM
alkej-164	116	7	layers	layer	NOUN
alkej-164	116	8	with	with	ADP
alkej-164	116	9	3	3	NUM
alkej-164	116	10	neuron	neuron	NOUN
alkej-164	116	11	(	(	PUNCT
alkej-164	116	12	iw	iw	PROPN
alkej-164	116	13	)	)	PUNCT
alkej-164	116	14	t	t	PROPN
alkej-164	116	15	,	,	PUNCT
alkej-164	116	16	ia	ia	PROPN
alkej-164	116	17	)	)	PUNCT
alkej-164	116	18	t	t	PROPN
alkej-164	116	19	and	and	CCONJ
alkej-164	116	20	am•	am•	ADJ
alkej-164	116	21	)	)	PUNCT
alkej-164	116	22	in	in	ADP
alkej-164	116	23	input	input	NOUN
alkej-164	116	24	layer	layer	NOUN
alkej-164	116	25	,	,	PUNCT
alkej-164	116	26	16	16	NUM
alkej-164	116	27	neurons	neuron	NOUN
alkej-164	116	28	in	in	ADP
alkej-164	116	29	hidden	hidden	ADJ
alkej-164	116	30	layers	layer	NOUN
alkej-164	116	31	,	,	PUNCT
alkej-164	116	32	and	and	CCONJ
alkej-164	116	33	2	2	NUM
alkej-164	116	34	neuron	neuron	NOUN
alkej-164	116	35	(	(	PUNCT
alkej-164	116	36	ew	ew	NOUN
alkej-164	116	37	)	)	PUNCT
alkej-164	116	38	t	t	PROPN
alkej-164	116	39	and	and	CCONJ
alkej-164	116	40	ea	ea	NUM
alkej-164	116	41	)	)	PUNCT
alkej-164	116	42	t	t	PROPN
alkej-164	116	43	)	)	PUNCT
alkej-164	116	44	in	in	ADP
alkej-164	116	45	output	output	NOUN
alkej-164	116	46	layer	layer	NOUN
alkej-164	116	47	have	have	VERB
alkej-164	116	48	less	less	ADJ
alkej-164	116	49	error	error	NOUN
alkej-164	116	50	approach	approach	NOUN
alkej-164	116	51	to	to	ADP
alkej-164	116	52	zero	zero	NUM
alkej-164	116	53	.	.	PUNCT
alkej-164	116	54	)	)	PUNCT
alkej-164	117	1	t(wy)t(w	t(wy)t(w	NOUN
alkej-164	117	2	jk	jk	PROPN
alkej-164	117	3	p	p	PROPN
alkej-164	117	4	j	j	PROPN
alkej-164	117	5	p	p	X
alkej-164	117	6	kjk	kjk	PROPN
alkej-164	117	7	∆+=+∆	∆+=+∆	PROPN
alkej-164	117	8	αγδ1	αγδ1	PROPN
alkej-164	118	1	hk	hk	PROPN
alkej-164	118	2	=	=	PUNCT
alkej-164	118	3	∑	∑	PUNCT
alkej-164	118	4	=	=	PUNCT
alkej-164	119	1	=	=	PUNCT
alkej-164	119	2	on	on	ADP
alkej-164	119	3	o	o	PROPN
alkej-164	119	4	ho	ho	PROPN
alkej-164	120	1	p	p	X
alkej-164	120	2	o	o	X
alkej-164	120	3	p	p	NOUN
alkej-164	120	4	h	h	NOUN
alkej-164	120	5	p	p	NOUN
alkej-164	120	6	h	h	NOUN
alkej-164	120	7	w)s(f	w)s(f	PROPN
alkej-164	120	8	1	1	NUM
alkej-164	120	9	δδ	δδ	ADP
alkej-164	120	10	=	=	ADJ
alkej-164	120	11	h	h	PROPN
alkej-164	120	12	hisham	hisham	PROPN
alkej-164	120	13	hassan	hassan	PROPN
alkej-164	120	14	jasim	jasim	PROPN
alkej-164	120	15	al	al	PROPN
alkej-164	120	16	-	-	PUNCT
alkej-164	120	17	khwarizmi	khwarizmi	PROPN
alkej-164	120	18	engineering	engineering	NOUN
alkej-164	120	19	journal	journal	PROPN
alkej-164	120	20	,	,	PUNCT
alkej-164	120	21	vol	vol	NOUN
alkej-164	120	22	.	.	PROPN
alkej-164	121	1	9	9	NUM
alkej-164	121	2	,	,	PUNCT
alkej-164	121	3	no	no	INTJ
alkej-164	121	4	.	.	NOUN
alkej-164	121	5	2	2	NUM
alkej-164	121	6	,	,	PUNCT
alkej-164	121	7	p.p	p.p	PROPN
alkej-164	121	8	.	.	NOUN
alkej-164	121	9	1220	1220	NUM
alkej-164	121	10	(	(	PUNCT
alkej-164	121	11	2013	2013	NUM
alkej-164	121	12	)	)	PUNCT
alkej-164	121	13	17	17	NUM
alkej-164	121	14	table	table	NOUN
alkej-164	121	15	2	2	NUM
alkej-164	121	16	,	,	PUNCT
alkej-164	121	17	results	result	NOUN
alkej-164	121	18	of	of	ADP
alkej-164	121	19	neural	neural	ADJ
alkej-164	121	20	networks	network	NOUN
alkej-164	121	21	.	.	PUNCT
alkej-164	122	1	no	no	INTJ
alkej-164	122	2	.	.	NOUN
alkej-164	123	1	of	of	ADP
alkej-164	123	2	layer	layer	NOUN
alkej-164	123	3	no	no	INTJ
alkej-164	123	4	.	.	PUNCT
alkej-164	124	1	of	of	ADP
alkej-164	124	2	neuron	neuron	PROPN
alkej-164	124	3	type	type	NOUN
alkej-164	124	4	of	of	ADP
alkej-164	124	5	(	(	PUNCT
alkej-164	124	6	mse	mse	NOUN
alkej-164	124	7	)	)	PUNCT
alkej-164	124	8	1	1	NUM
alkej-164	124	9	2	2	NUM
alkej-164	124	10	3	3	NUM
alkej-164	124	11	2	2	NUM
alkej-164	124	12	performance	performance	NOUN
alkej-164	124	13	training	training	NOUN
alkej-164	124	14	validation	validation	NOUN
alkej-164	124	15	training	train	VERB
alkej-164	124	16	5.9	5.9	NUM
alkej-164	124	17	*	*	SYM
alkej-164	124	18	10	10	NUM
alkej-164	124	19	^	^	SYM
alkej-164	124	20	-8	-8	NOUN
alkej-164	124	21	9.1	9.1	NUM
alkej-164	124	22	*	*	SYM
alkej-164	124	23	10	10	NUM
alkej-164	124	24	^	^	SYM
alkej-164	124	25	-8	-8	NOUN
alkej-164	124	26	8.1	8.1	NUM
alkej-164	124	27	*	*	SYM
alkej-164	124	28	10	10	NUM
alkej-164	124	29	^	^	SYM
alkej-164	124	30	-9	-9	PROPN
alkej-164	124	31	5.5	5.5	NUM
alkej-164	124	32	*	*	NUM
alkej-164	124	33	10	10	NUM
alkej-164	124	34	^	^	SYM
alkej-164	124	35	-9	-9	PROPN
alkej-164	124	36	5.6	5.6	NUM
alkej-164	124	37	*	*	SYM
alkej-164	124	38	10	10	NUM
alkej-164	124	39	^	^	NUM
alkej-164	124	40	-12	-12	PART
alkej-164	124	41	5.4	5.4	NUM
alkej-164	124	42	*	*	NUM
alkej-164	124	43	10	10	NUM
alkej-164	124	44	^	^	SYM
alkej-164	124	45	-13	-13	SYM
alkej-164	124	46	3	3	NUM
alkej-164	124	47	performance	performance	NOUN
alkej-164	124	48	training	training	NOUN
alkej-164	124	49	validation	validation	NOUN
alkej-164	124	50	training	train	VERB
alkej-164	124	51	1.5	1.5	NUM
alkej-164	124	52	*	*	SYM
alkej-164	124	53	10	10	NUM
alkej-164	124	54	^	^	SYM
alkej-164	124	55	-9	-9	PROPN
alkej-164	124	56	8.3	8.3	NUM
alkej-164	124	57	*	*	SYM
alkej-164	124	58	10	10	NUM
alkej-164	124	59	^	^	NUM
alkej-164	124	60	-10	-10	PUNCT
alkej-164	124	61	3.2	3.2	NUM
alkej-164	124	62	*	*	SYM
alkej-164	124	63	10	10	NUM
alkej-164	124	64	^	^	SYM
alkej-164	124	65	10	10	NUM
alkej-164	124	66	2.1	2.1	NUM
alkej-164	124	67	*	*	SYM
alkej-164	124	68	10	10	NUM
alkej-164	124	69	^	^	SYM
alkej-164	124	70	10	10	NUM
alkej-164	124	71	6.2	6.2	NUM
alkej-164	124	72	*	*	SYM
alkej-164	124	73	10	10	NUM
alkej-164	124	74	^	^	NUM
alkej-164	124	75	-12	-12	PUNCT
alkej-164	124	76	5.8	5.8	NUM
alkej-164	124	77	*	*	SYM
alkej-164	124	78	10	10	NUM
alkej-164	124	79	^	^	SYM
alkej-164	124	80	-13	-13	SYM
alkej-164	124	81	4	4	NUM
alkej-164	124	82	performance	performance	NOUN
alkej-164	124	83	training	training	NOUN
alkej-164	124	84	validation	validation	NOUN
alkej-164	124	85	training	training	NOUN
alkej-164	124	86	5	5	NUM
alkej-164	124	87	*	*	SYM
alkej-164	124	88	10	10	NUM
alkej-164	124	89	^	^	NUM
alkej-164	124	90	-10	-10	PUNCT
alkej-164	124	91	9.5	9.5	NUM
alkej-164	124	92	*	*	SYM
alkej-164	124	93	10	10	NUM
alkej-164	124	94	^	^	NUM
alkej-164	124	95	-10	-10	PUNCT
alkej-164	124	96	2.4	2.4	NUM
alkej-164	124	97	*	*	SYM
alkej-164	124	98	10	10	NUM
alkej-164	124	99	^	^	NUM
alkej-164	124	100	-11	-11	PUNCT
alkej-164	124	101	1.65	1.65	NUM
alkej-164	124	102	*	*	SYM
alkej-164	124	103	10	10	NUM
alkej-164	124	104	^	^	NUM
alkej-164	124	105	-11	-11	PUNCT
alkej-164	124	106	7.1	7.1	NUM
alkej-164	124	107	*	*	SYM
alkej-164	124	108	10	10	NUM
alkej-164	124	109	^	^	SYM
alkej-164	124	110	13	13	NUM
alkej-164	124	111	8.2	8.2	NUM
alkej-164	124	112	*	*	SYM
alkej-164	124	113	10	10	NUM
alkej-164	124	114	^	^	SYM
alkej-164	124	115	14	14	NUM
alkej-164	124	116	6	6	NUM
alkej-164	124	117	performance	performance	NOUN
alkej-164	124	118	training	training	NOUN
alkej-164	124	119	validation	validation	NOUN
alkej-164	124	120	training	train	VERB
alkej-164	124	121	4.3	4.3	NUM
alkej-164	124	122	*	*	SYM
alkej-164	124	123	10	10	NUM
alkej-164	124	124	^	^	NUM
alkej-164	124	125	-11	-11	PROPN
alkej-164	124	126	1.4	1.4	NUM
alkej-164	124	127	*	*	SYM
alkej-164	124	128	10	10	NUM
alkej-164	124	129	^	^	NUM
alkej-164	124	130	-11	-11	PUNCT
alkej-164	124	131	1.34	1.34	NUM
alkej-164	124	132	*	*	SYM
alkej-164	124	133	10	10	NUM
alkej-164	124	134	^	^	NUM
alkej-164	124	135	-11	-11	PROPN
alkej-164	124	136	1.24	1.24	NUM
alkej-164	124	137	*	*	SYM
alkej-164	124	138	10	10	NUM
alkej-164	124	139	^	^	NUM
alkej-164	124	140	-12	-12	PART
alkej-164	124	141	9.2	9.2	NUM
alkej-164	124	142	*	*	SYM
alkej-164	124	143	10	10	NUM
alkej-164	124	144	^	^	SYM
alkej-164	124	145	-15	-15	NOUN
alkej-164	124	146	6.6	6.6	NUM
alkej-164	124	147	*	*	SYM
alkej-164	124	148	10	10	NUM
alkej-164	124	149	^	^	SYM
alkej-164	124	150	-16	-16	PROPN
alkej-164	124	151	8	8	NUM
alkej-164	124	152	performance	performance	NOUN
alkej-164	124	153	training	training	NOUN
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alkej-164	124	155	training	training	NOUN
alkej-164	124	156	8	8	NUM
alkej-164	124	157	*	*	SYM
alkej-164	124	158	10	10	NUM
alkej-164	124	159	^	^	SYM
alkej-164	124	160	-11	-11	PROPN
alkej-164	124	161	2	2	NUM
alkej-164	124	162	*	*	NUM
alkej-164	124	163	10	10	NUM
alkej-164	124	164	^	^	SYM
alkej-164	124	165	-11	-11	PROPN
alkej-164	124	166	6.2	6.2	NUM
alkej-164	124	167	*	*	SYM
alkej-164	124	168	10	10	NUM
alkej-164	124	169	^	^	SYM
alkej-164	124	170	-11	-11	PUNCT
alkej-164	124	171	2.3	2.3	NUM
alkej-164	124	172	*	*	SYM
alkej-164	124	173	10	10	NUM
alkej-164	124	174	^	^	SYM
alkej-164	124	175	12	12	NUM
alkej-164	124	176	7.3	7.3	NUM
alkej-164	124	177	*	*	SYM
alkej-164	124	178	10	10	NUM
alkej-164	124	179	^	^	SYM
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alkej-164	124	181	9.2	9.2	NUM
alkej-164	124	182	*	*	SYM
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alkej-164	124	185	-17	-17	PROPN
alkej-164	124	186	10	10	NUM
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alkej-164	124	190	training	train	VERB
alkej-164	124	191	9.8	9.8	NUM
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alkej-164	124	196	2.4	2.4	NUM
alkej-164	124	197	*	*	SYM
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alkej-164	124	201	3.8	3.8	NUM
alkej-164	124	202	*	*	SYM
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alkej-164	124	205	-12	-12	ADP
alkej-164	124	206	1.2	1.2	NUM
alkej-164	124	207	*	*	NUM
alkej-164	124	208	10	10	NUM
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alkej-164	124	210	-12	-12	PART
alkej-164	124	211	8.5	8.5	NUM
alkej-164	124	212	*	*	SYM
alkej-164	124	213	10	10	NUM
alkej-164	124	214	^	^	NUM
alkej-164	124	215	-17	-17	PROPN
alkej-164	124	216	1.2	1.2	NUM
alkej-164	124	217	*	*	NUM
alkej-164	124	218	10	10	NUM
alkej-164	124	219	^	^	SYM
alkej-164	124	220	-18	-18	NOUN
alkej-164	124	221	12	12	NUM
alkej-164	124	222	performance	performance	NOUN
alkej-164	124	223	training	training	NOUN
alkej-164	124	224	validation	validation	NOUN
alkej-164	124	225	training	train	VERB
alkej-164	124	226	3.5	3.5	NUM
alkej-164	124	227	*	*	SYM
alkej-164	124	228	10	10	NUM
alkej-164	124	229	^	^	SYM
alkej-164	124	230	-11	-11	PROPN
alkej-164	125	1	1.2	1.2	NUM
alkej-164	125	2	*	*	SYM
alkej-164	125	3	10	10	NUM
alkej-164	125	4	^	^	NUM
alkej-164	125	5	-11	-11	PUNCT
alkej-164	125	6	4.1	4.1	NUM
alkej-164	125	7	*	*	SYM
alkej-164	125	8	10	10	NUM
alkej-164	125	9	^	^	SYM
alkej-164	125	10	-14	-14	NUM
alkej-164	125	11	8.1	8.1	NUM
alkej-164	125	12	*	*	SYM
alkej-164	125	13	10	10	NUM
alkej-164	125	14	^	^	NUM
alkej-164	125	15	-13	-13	PROPN
alkej-164	125	16	3.5	3.5	NUM
alkej-164	125	17	*	*	SYM
alkej-164	125	18	10	10	NUM
alkej-164	125	19	^	^	SYM
alkej-164	125	20	-19	-19	PROPN
alkej-164	125	21	1.8	1.8	NUM
alkej-164	125	22	*	*	SYM
alkej-164	125	23	10	10	NUM
alkej-164	125	24	^	^	SYM
alkej-164	125	25	-19	-19	PROPN
alkej-164	125	26	14	14	NUM
alkej-164	125	27	performance	performance	NOUN
alkej-164	125	28	training	training	NOUN
alkej-164	125	29	validation	validation	NOUN
alkej-164	125	30	training	training	NOUN
alkej-164	125	31	2	2	NUM
alkej-164	125	32	*	*	NUM
alkej-164	125	33	10	10	NUM
alkej-164	125	34	^	^	NUM
alkej-164	125	35	-12	-12	X
alkej-164	125	36	4	4	NUM
alkej-164	125	37	*	*	NUM
alkej-164	125	38	10	10	NUM
alkej-164	125	39	^	^	NUM
alkej-164	125	40	-11	-11	PUNCT
alkej-164	125	41	8.2	8.2	NUM
alkej-164	125	42	*	*	SYM
alkej-164	125	43	10	10	NUM
alkej-164	125	44	^	^	SYM
alkej-164	125	45	-14	-14	NUM
alkej-164	125	46	3.2	3.2	NUM
alkej-164	125	47	*	*	SYM
alkej-164	125	48	10	10	NUM
alkej-164	125	49	^	^	SYM
alkej-164	125	50	-14	-14	NUM
alkej-164	125	51	7.4	7.4	NUM
alkej-164	125	52	*	*	SYM
alkej-164	125	53	10	10	NUM
alkej-164	125	54	^	^	NUM
alkej-164	125	55	-20	-20	NUM
alkej-164	125	56	4.9	4.9	NUM
alkej-164	125	57	*	*	NUM
alkej-164	125	58	10	10	NUM
alkej-164	125	59	^	^	SYM
alkej-164	125	60	-19	-19	PROPN
alkej-164	125	61	16	16	NUM
alkej-164	125	62	performance	performance	NOUN
alkej-164	125	63	training	training	NOUN
alkej-164	125	64	validation	validation	NOUN
alkej-164	125	65	training	train	VERB
alkej-164	125	66	9.6	9.6	NUM
alkej-164	125	67	*	*	SYM
alkej-164	125	68	10	10	NUM
alkej-164	125	69	^	^	NUM
alkej-164	125	70	-12	-12	PART
alkej-164	125	71	5.2	5.2	NUM
alkej-164	125	72	*	*	SYM
alkej-164	125	73	10	10	NUM
alkej-164	125	74	^	^	NUM
alkej-164	125	75	-11	-11	PUNCT
alkej-164	125	76	6.1	6.1	NUM
alkej-164	125	77	*	*	SYM
alkej-164	125	78	10	10	NUM
alkej-164	125	79	^	^	SYM
alkej-164	125	80	-16	-16	PROPN
alkej-164	125	81	8.2	8.2	NUM
alkej-164	125	82	*	*	SYM
alkej-164	125	83	10	10	NUM
alkej-164	125	84	^	^	SYM
alkej-164	125	85	-15	-15	NOUN
alkej-164	125	86	2.33	2.33	NUM
alkej-164	125	87	*	*	SYM
alkej-164	125	88	10	10	NUM
alkej-164	125	89	^	^	SYM
alkej-164	125	90	-21	-21	PROPN
alkej-164	125	91	5.23	5.23	NUM
alkej-164	125	92	*	*	NUM
alkej-164	125	93	10	10	NUM
alkej-164	125	94	^	^	SYM
alkej-164	125	95	-19	-19	PROPN
alkej-164	125	96	the	the	DET
alkej-164	125	97	goal	goal	NOUN
alkej-164	125	98	of	of	ADP
alkej-164	125	99	training	training	NOUN
alkej-164	125	100	is	be	AUX
alkej-164	125	101	to	to	PART
alkej-164	125	102	find	find	VERB
alkej-164	125	103	an	an	DET
alkej-164	125	104	optimum	optimum	ADJ
alkej-164	125	105	answer	answer	NOUN
alkej-164	125	106	of	of	ADP
alkej-164	125	107	network	network	NOUN
alkej-164	125	108	.	.	PUNCT
alkej-164	126	1	fig	fig	NOUN
alkej-164	126	2	.	.	PUNCT
alkej-164	127	1	(	(	PUNCT
alkej-164	127	2	4	4	X
alkej-164	127	3	)	)	PUNCT
alkej-164	127	4	show	show	VERB
alkej-164	127	5	the	the	DET
alkej-164	127	6	training	training	NOUN
alkej-164	127	7	,	,	PUNCT
alkej-164	127	8	validation	validation	NOUN
alkej-164	127	9	and	and	CCONJ
alkej-164	127	10	testing	testing	NOUN
alkej-164	127	11	graph	graph	NOUN
alkej-164	127	12	of	of	ADP
alkej-164	127	13	developed	develop	VERB
alkej-164	127	14	network	network	NOUN
alkej-164	127	15	with	with	ADP
alkej-164	127	16	3	3	NUM
alkej-164	127	17	layers	layer	NOUN
alkej-164	127	18	and	and	CCONJ
alkej-164	127	19	16	16	NUM
alkej-164	127	20	neurons	neuron	NOUN
alkej-164	127	21	.	.	PUNCT
alkej-164	128	1	the	the	DET
alkej-164	128	2	graph	graph	NOUN
alkej-164	128	3	resulted	result	VERB
alkej-164	128	4	show	show	VERB
alkej-164	128	5	a	a	DET
alkej-164	128	6	very	very	ADV
alkej-164	128	7	good	good	ADJ
alkej-164	128	8	performance	performance	NOUN
alkej-164	128	9	(	(	PUNCT
alkej-164	128	10	very	very	ADV
alkej-164	128	11	small	small	ADJ
alkej-164	128	12	mean	mean	ADJ
alkej-164	128	13	square	square	NOUN
alkej-164	128	14	error	error	NOUN
alkej-164	128	15	)	)	PUNCT
alkej-164	128	16	after	after	ADP
alkej-164	128	17	472	472	NUM
alkej-164	128	18	attempts	attempt	NOUN
alkej-164	128	19	.	.	PUNCT
alkej-164	129	1	fig	fig	NOUN
alkej-164	129	2	.	.	PUNCT
alkej-164	130	1	(	(	PUNCT
alkej-164	130	2	5	5	X
alkej-164	130	3	)	)	PUNCT
alkej-164	130	4	illustrate	illustrate	ADJ
alkej-164	130	5	regression	regression	NOUN
alkej-164	130	6	between	between	ADP
alkej-164	130	7	desired	desire	VERB
alkej-164	130	8	target	target	NOUN
alkej-164	130	9	and	and	CCONJ
alkej-164	130	10	prediction	prediction	NOUN
alkej-164	130	11	ann	ann	PROPN
alkej-164	130	12	output	output	NOUN
alkej-164	130	13	for	for	ADP
alkej-164	130	14	training	training	NOUN
alkej-164	130	15	,	,	PUNCT
alkej-164	130	16	validation	validation	NOUN
alkej-164	130	17	,	,	PUNCT
alkej-164	130	18	testing	testing	NOUN
alkej-164	130	19	and	and	CCONJ
alkej-164	130	20	all	all	DET
alkej-164	130	21	samples	sample	NOUN
alkej-164	130	22	.	.	PUNCT
alkej-164	131	1	all	all	DET
alkej-164	131	2	outputs	output	NOUN
alkej-164	131	3	seem	seem	VERB
alkej-164	131	4	to	to	PART
alkej-164	131	5	track	track	VERB
alkej-164	131	6	the	the	DET
alkej-164	131	7	targets	target	NOUN
alkej-164	131	8	reasonably	reasonably	ADV
alkej-164	131	9	well	well	ADV
alkej-164	131	10	and	and	CCONJ
alkej-164	131	11	regression	regression	NOUN
alkej-164	131	12	values	value	NOUN
alkej-164	131	13	are	be	AUX
alkej-164	131	14	equal	equal	ADJ
alkej-164	131	15	to	to	ADP
alkej-164	131	16	one	one	NUM
alkej-164	131	17	(	(	PUNCT
alkej-164	131	18	r=1	r=1	NOUN
alkej-164	131	19	)	)	PUNCT
alkej-164	131	20	.	.	PUNCT
alkej-164	132	1	hisham	hisham	PROPN
alkej-164	132	2	hassan	hassan	PROPN
alkej-164	132	3	jasim	jasim	PROPN
alkej-164	132	4	al	al	PROPN
alkej-164	132	5	-	-	PUNCT
alkej-164	132	6	khwarizmi	khwarizmi	PROPN
alkej-164	132	7	engineering	engineering	NOUN
alkej-164	132	8	journal	journal	PROPN
alkej-164	132	9	,	,	PUNCT
alkej-164	132	10	vol	vol	NOUN
alkej-164	132	11	.	.	PROPN
alkej-164	132	12	9	9	NUM
alkej-164	132	13	,	,	PUNCT
alkej-164	132	14	no	no	INTJ
alkej-164	132	15	.	.	NOUN
alkej-164	132	16	2	2	NUM
alkej-164	132	17	,	,	PUNCT
alkej-164	132	18	p.p	p.p	PROPN
alkej-164	132	19	.	.	NOUN
alkej-164	132	20	1220	1220	NUM
alkej-164	132	21	(	(	PUNCT
alkej-164	132	22	2013	2013	NUM
alkej-164	132	23	)	)	PUNCT
alkej-164	132	24	18	18	NUM
alkej-164	132	25	ew	ew	NOUN
alkej-164	132	26	)	)	PUNCT
alkej-164	132	27	t	t	PROPN
alkej-164	132	28	ea	ea	NUM
alkej-164	132	29	)	)	PUNCT
alkej-164	132	30	t	t	NOUN
alkej-164	132	31	fig	fig	NOUN
alkej-164	132	32	.	.	PUNCT
alkej-164	133	1	4	4	X
alkej-164	133	2	.	.	X
alkej-164	133	3	the	the	DET
alkej-164	133	4	best	good	ADJ
alkej-164	133	5	training	training	NOUN
alkej-164	133	6	fig	fig	NOUN
alkej-164	133	7	.	.	PUNCT
alkej-164	134	1	5	5	X
alkej-164	134	2	.	.	X
alkej-164	134	3	regression	regression	NOUN
alkej-164	134	4	between	between	ADP
alkej-164	134	5	desired	desire	VERB
alkej-164	134	6	target	target	NOUN
alkej-164	134	7	and	and	CCONJ
alkej-164	134	8	prediction	prediction	NOUN
alkej-164	134	9	ann	ann	PROPN
alkej-164	134	10	output	output	NOUN
alkej-164	134	11	for	for	ADP
alkej-164	134	12	training	training	NOUN
alkej-164	134	13	,	,	PUNCT
alkej-164	134	14	validation	validation	NOUN
alkej-164	134	15	,	,	PUNCT
alkej-164	134	16	testing	testing	NOUN
alkej-164	134	17	and	and	CCONJ
alkej-164	134	18	all	all	DET
alkej-164	134	19	samples	sample	NOUN
alkej-164	134	20	.	.	PUNCT
alkej-164	135	1	6	6	X
alkej-164	135	2	.	.	X
alkej-164	135	3	neural	neural	ADJ
alkej-164	135	4	network	network	NOUN
alkej-164	135	5	testing	testing	NOUN
alkej-164	135	6	this	this	DET
alkej-164	135	7	study	study	NOUN
alkej-164	135	8	used	use	VERB
alkej-164	135	9	50	50	NUM
alkej-164	135	10	sets	set	NOUN
alkej-164	135	11	of	of	ADP
alkej-164	135	12	data	datum	NOUN
alkej-164	135	13	were	be	AUX
alkej-164	135	14	that	that	SCONJ
alkej-164	135	15	generated	generate	VERB
alkej-164	135	16	by	by	ADP
alkej-164	135	17	the	the	DET
alkej-164	135	18	reference	reference	NOUN
alkej-164	135	19	heat	heat	NOUN
alkej-164	135	20	exchanger	exchanger	NOUN
alkej-164	135	21	model	model	NOUN
alkej-164	135	22	to	to	PART
alkej-164	135	23	test	test	VERB
alkej-164	135	24	the	the	DET
alkej-164	135	25	network	network	NOUN
alkej-164	135	26	.the	.the	PRON
alkej-164	135	27	results	result	NOUN
alkej-164	135	28	shown	show	VERB
alkej-164	135	29	in	in	ADP
alkej-164	135	30	fig	fig	NOUN
alkej-164	135	31	.	.	PUNCT
alkej-164	136	1	(	(	PUNCT
alkej-164	136	2	6	6	NUM
alkej-164	136	3	)	)	PUNCT
alkej-164	136	4	illustrate	illustrate	VERB
alkej-164	136	5	the	the	DET
alkej-164	136	6	good	good	ADJ
alkej-164	136	7	agreement	agreement	NOUN
alkej-164	136	8	(	(	PUNCT
alkej-164	136	9	%	%	INTJ
alkej-164	136	10	.30±	.30±	INTJ
alkej-164	136	11	)	)	PUNCT
alkej-164	136	12	between	between	ADP
alkej-164	136	13	desired	desire	VERB
alkej-164	136	14	and	and	CCONJ
alkej-164	136	15	predicated	predicate	VERB
alkej-164	136	16	exit	exit	NOUN
alkej-164	136	17	temperature	temperature	NOUN
alkej-164	136	18	(	(	PUNCT
alkej-164	136	19	water	water	NOUN
alkej-164	136	20	temp	temp	NOUN
alkej-164	136	21	.	.	PUNCT
alkej-164	137	1	and	and	CCONJ
alkej-164	137	2	air	air	NOUN
alkej-164	137	3	temp	temp	NOUN
alkej-164	137	4	.	.	PUNCT
alkej-164	137	5	)	)	PUNCT
alkej-164	138	1	from	from	ADP
alkej-164	138	2	heat	heat	NOUN
alkej-164	138	3	exchanger	exchanger	NOUN
alkej-164	138	4	.	.	PUNCT
alkej-164	139	1	ew	ew	INTJ
alkej-164	139	2	)	)	PUNCT
alkej-164	139	3	t	t	PROPN
alkej-164	139	4	ea	ea	NUM
alkej-164	139	5	)	)	PUNCT
alkej-164	140	1	t	t	PROPN
alkej-164	140	2	ew	ew	NOUN
alkej-164	140	3	)	)	PUNCT
alkej-164	140	4	t	t	PROPN
alkej-164	140	5	ea	ea	NUM
alkej-164	140	6	)	)	PUNCT
alkej-164	140	7	t	t	PROPN
alkej-164	140	8	ew	ew	NOUN
alkej-164	140	9	)	)	PUNCT
alkej-164	140	10	t	t	PROPN
alkej-164	140	11	ea	ea	NUM
alkej-164	140	12	)	)	PUNCT
alkej-164	141	1	t	t	PROPN
alkej-164	141	2	hisham	hisham	PROPN
alkej-164	141	3	hassan	hassan	PROPN
alkej-164	141	4	jasim	jasim	PROPN
alkej-164	141	5	al	al	PROPN
alkej-164	141	6	-	-	PUNCT
alkej-164	141	7	khwarizmi	khwarizmi	PROPN
alkej-164	141	8	engineering	engineering	NOUN
alkej-164	141	9	journal	journal	PROPN
alkej-164	141	10	,	,	PUNCT
alkej-164	141	11	vol	vol	NOUN
alkej-164	141	12	.	.	PROPN
alkej-164	141	13	9	9	NUM
alkej-164	141	14	,	,	PUNCT
alkej-164	141	15	no	no	INTJ
alkej-164	141	16	.	.	NOUN
alkej-164	141	17	2	2	NUM
alkej-164	141	18	,	,	PUNCT
alkej-164	141	19	p.p	p.p	PROPN
alkej-164	141	20	.	.	NOUN
alkej-164	141	21	1220	1220	NUM
alkej-164	141	22	(	(	PUNCT
alkej-164	141	23	2013	2013	NUM
alkej-164	141	24	)	)	PUNCT
alkej-164	141	25	19	19	NUM
alkej-164	141	26	fig	fig	NOUN
alkej-164	141	27	.	.	PUNCT
alkej-164	142	1	6	6	NUM
alkej-164	142	2	.	.	PUNCT
alkej-164	142	3	desired	desire	VERB
alkej-164	142	4	and	and	CCONJ
alkej-164	142	5	predicated	predicate	VERB
alkej-164	142	6	output	output	NOUN
alkej-164	142	7	data	datum	NOUN
alkej-164	142	8	for	for	ADP
alkej-164	142	9	testing	test	VERB
alkej-164	142	10	neural	neural	ADJ
alkej-164	142	11	network	network	NOUN
alkej-164	142	12	7	7	NUM
alkej-164	142	13	.	.	PUNCT
alkej-164	142	14	conclusion	conclusion	NOUN
alkej-164	142	15	this	this	DET
alkej-164	142	16	paper	paper	NOUN
alkej-164	142	17	presents	present	NOUN
alkej-164	142	18	(	(	PUNCT
alkej-164	142	19	ann	ann	PROPN
alkej-164	142	20	)	)	PUNCT
alkej-164	142	21	modeling	model	VERB
alkej-164	142	22	approach	approach	NOUN
alkej-164	142	23	to	to	ADP
alkej-164	142	24	the	the	DET
alkej-164	142	25	steam	steam	NOUN
alkej-164	142	26	condenser	condenser	NOUN
alkej-164	142	27	performance	performance	NOUN
alkej-164	142	28	.	.	PUNCT
alkej-164	143	1	experiment	experiment	NOUN
alkej-164	143	2	were	be	AUX
alkej-164	143	3	carried	carry	VERB
alkej-164	143	4	out	out	ADP
alkej-164	143	5	to	to	PART
alkej-164	143	6	validate	validate	VERB
alkej-164	143	7	the	the	DET
alkej-164	143	8	ann	ann	PROPN
alkej-164	143	9	model	model	NOUN
alkej-164	143	10	.	.	PUNCT
alkej-164	144	1	practical	practical	ADJ
alkej-164	144	2	data	datum	NOUN
alkej-164	144	3	was	be	AUX
alkej-164	144	4	obtained	obtain	VERB
alkej-164	144	5	from	from	ADP
alkej-164	144	6	heat	heat	NOUN
alkej-164	144	7	exchanger	exchanger	NOUN
alkej-164	144	8	operation	operation	NOUN
alkej-164	144	9	in	in	ADP
alkej-164	144	10	dura	dura	NOUN
alkej-164	144	11	refinery	refinery	NOUN
alkej-164	144	12	and	and	CCONJ
alkej-164	144	13	the	the	DET
alkej-164	144	14	data	datum	NOUN
alkej-164	144	15	was	be	AUX
alkej-164	144	16	divided	divide	VERB
alkej-164	144	17	to	to	ADP
alkej-164	144	18	three	three	NUM
alkej-164	144	19	samples	sample	NOUN
alkej-164	144	20	(	(	PUNCT
alkej-164	144	21	training	training	NOUN
alkej-164	144	22	,	,	PUNCT
alkej-164	144	23	validation	validation	NOUN
alkej-164	144	24	and	and	CCONJ
alkej-164	144	25	testing	testing	NOUN
alkej-164	144	26	data	datum	NOUN
alkej-164	144	27	)	)	PUNCT
alkej-164	144	28	.	.	PUNCT
alkej-164	145	1	two	two	NUM
alkej-164	145	2	outputs	output	NOUN
alkej-164	145	3	(	(	PUNCT
alkej-164	145	4	exit	exit	NOUN
alkej-164	145	5	water	water	NOUN
alkej-164	145	6	temp	temp	NOUN
alkej-164	145	7	.	.	PUNCT
alkej-164	146	1	and	and	CCONJ
alkej-164	146	2	exit	exit	NOUN
alkej-164	146	3	air	air	NOUN
alkej-164	146	4	temp	temp	NOUN
alkej-164	146	5	.	.	PUNCT
alkej-164	146	6	)	)	PUNCT
alkej-164	146	7	were	be	AUX
alkej-164	146	8	taken	take	VERB
alkej-164	146	9	in	in	ADP
alkej-164	146	10	ann	ann	PROPN
alkej-164	146	11	.	.	PUNCT
alkej-164	147	1	after	after	ADP
alkej-164	147	2	study	study	NOUN
alkej-164	147	3	1	1	NUM
alkej-164	147	4	-	-	SYM
alkej-164	147	5	3	3	NUM
alkej-164	147	6	layers	layer	NOUN
alkej-164	147	7	with	with	ADP
alkej-164	147	8	2	2	NUM
alkej-164	147	9	-	-	SYM
alkej-164	147	10	16	16	NUM
alkej-164	147	11	neuron	neuron	NOUN
alkej-164	147	12	,	,	PUNCT
alkej-164	147	13	with	with	ADP
alkej-164	147	14	back	back	ADJ
alkej-164	147	15	propagation	propagation	NOUN
alkej-164	147	16	algorithm	algorithm	NOUN
alkej-164	147	17	,	,	PUNCT
alkej-164	147	18	the	the	DET
alkej-164	147	19	training	training	NOUN
alkej-164	147	20	and	and	CCONJ
alkej-164	147	21	testing	testing	NOUN
alkej-164	147	22	of	of	ADP
alkej-164	147	23	the	the	DET
alkej-164	147	24	results	result	NOUN
alkej-164	147	25	were	be	AUX
alkej-164	147	26	carried	carry	VERB
alkej-164	147	27	out	out	ADP
alkej-164	147	28	and	and	CCONJ
alkej-164	147	29	the	the	DET
alkej-164	147	30	output	output	NOUN
alkej-164	147	31	of	of	ADP
alkej-164	147	32	network	network	NOUN
alkej-164	147	33	is	be	AUX
alkej-164	147	34	created	create	VERB
alkej-164	147	35	.	.	PUNCT
alkej-164	148	1	three	three	NUM
alkej-164	148	2	layers	layer	NOUN
alkej-164	148	3	with	with	ADP
alkej-164	148	4	16	16	NUM
alkej-164	148	5	neurons	neuron	NOUN
alkej-164	148	6	had	have	VERB
alkej-164	148	7	the	the	DET
alkej-164	148	8	best	good	ADJ
alkej-164	148	9	answer	answer	NOUN
alkej-164	148	10	and	and	CCONJ
alkej-164	148	11	used	use	VERB
alkej-164	148	12	in	in	ADP
alkej-164	148	13	this	this	DET
alkej-164	148	14	paper	paper	NOUN
alkej-164	148	15	.	.	PUNCT
alkej-164	149	1	comparing	compare	VERB
alkej-164	149	2	target	target	NOUN
alkej-164	149	3	data	datum	NOUN
alkej-164	149	4	with	with	ADP
alkej-164	149	5	experiment	experiment	NOUN
alkej-164	149	6	results	result	NOUN
alkej-164	149	7	of	of	ADP
alkej-164	149	8	exit	exit	NOUN
alkej-164	149	9	water	water	NOUN
alkej-164	149	10	temperature	temperature	NOUN
alkej-164	149	11	and	and	CCONJ
alkej-164	149	12	exit	exit	NOUN
alkej-164	149	13	air	air	NOUN
alkej-164	149	14	temperature	temperature	NOUN
alkej-164	149	15	showed	show	VERB
alkej-164	149	16	the	the	DET
alkej-164	149	17	all	all	DET
alkej-164	149	18	outputs	output	NOUN
alkej-164	149	19	seem	seem	VERB
alkej-164	149	20	to	to	PART
alkej-164	149	21	track	track	VERB
alkej-164	149	22	the	the	DET
alkej-164	149	23	targets	target	NOUN
alkej-164	149	24	reasonably	reasonably	ADV
alkej-164	149	25	well	well	ADV
alkej-164	149	26	and	and	CCONJ
alkej-164	149	27	regression	regression	NOUN
alkej-164	149	28	values	value	NOUN
alkej-164	149	29	are	be	AUX
alkej-164	149	30	equal	equal	ADJ
alkej-164	149	31	to	to	ADP
alkej-164	149	32	one	one	NUM
alkej-164	149	33	(	(	PUNCT
alkej-164	149	34	r=1	r=1	NOUN
alkej-164	149	35	)	)	PUNCT
alkej-164	149	36	.	.	PUNCT
alkej-164	150	1	compared	compare	VERB
alkej-164	150	2	with	with	ADP
alkej-164	150	3	experiment	experiment	NOUN
alkej-164	150	4	results	result	VERB
alkej-164	150	5	the	the	DET
alkej-164	150	6	exit	exit	NOUN
alkej-164	150	7	temperatures	temperature	NOUN
alkej-164	150	8	for	for	ADP
alkej-164	150	9	water	water	NOUN
alkej-164	150	10	and	and	CCONJ
alkej-164	150	11	air	air	NOUN
alkej-164	150	12	drops	drop	NOUN
alkej-164	150	13	predicted	predict	VERB
alkej-164	150	14	by	by	ADP
alkej-164	150	15	the	the	DET
alkej-164	150	16	testing	testing	NOUN
alkej-164	150	17	ann	ann	PROPN
alkej-164	150	18	is	be	AUX
alkej-164	150	19	±	±	NUM
alkej-164	150	20	0.35	0.35	NUM
alkej-164	150	21	%	%	NOUN
alkej-164	150	22	of	of	ADP
alkej-164	150	23	data	datum	NOUN
alkej-164	150	24	.	.	PUNCT
alkej-164	151	1	all	all	DET
alkej-164	151	2	deviation	deviation	NOUN
alkej-164	151	3	falls	fall	VERB
alkej-164	151	4	into	into	ADP
alkej-164	151	5	%	%	NOUN
alkej-164	151	6	1±	1±	NUM
alkej-164	151	7	.	.	PUNCT
alkej-164	152	1	with	with	ADP
alkej-164	152	2	artificial	artificial	ADJ
alkej-164	152	3	nn	nn	PROPN
alkej-164	152	4	exit	exit	NOUN
alkej-164	152	5	temperatures	temperature	NOUN
alkej-164	152	6	for	for	ADP
alkej-164	152	7	water	water	NOUN
alkej-164	152	8	and	and	CCONJ
alkej-164	152	9	air	air	NOUN
alkej-164	152	10	can	can	AUX
alkej-164	152	11	be	be	AUX
alkej-164	152	12	found	find	VERB
alkej-164	152	13	without	without	ADP
alkej-164	152	14	need	need	NOUN
alkej-164	152	15	to	to	ADP
alkej-164	152	16	thermal	thermal	ADJ
alkej-164	152	17	heat	heat	NOUN
alkej-164	152	18	exchanger	exchanger	NOUN
alkej-164	152	19	analysis	analysis	NOUN
alkej-164	152	20	.	.	PUNCT
alkej-164	153	1	the	the	DET
alkej-164	153	2	result	result	NOUN
alkej-164	153	3	of	of	ADP
alkej-164	153	4	this	this	DET
alkej-164	153	5	study	study	NOUN
alkej-164	153	6	helps	help	VERB
alkej-164	153	7	researchers	researcher	NOUN
alkej-164	153	8	to	to	PART
alkej-164	153	9	study	study	VERB
alkej-164	153	10	the	the	DET
alkej-164	153	11	thermal	thermal	ADJ
alkej-164	153	12	performance	performance	NOUN
alkej-164	153	13	of	of	ADP
alkej-164	153	14	devices	device	NOUN
alkej-164	153	15	(	(	PUNCT
alkej-164	153	16	cooling	cool	VERB
alkej-164	153	17	tower	tower	NOUN
alkej-164	153	18	and	and	CCONJ
alkej-164	153	19	air	air	NOUN
alkej-164	153	20	compressor	compressor	NOUN
alkej-164	153	21	)	)	PUNCT
alkej-164	153	22	connected	connect	VERB
alkej-164	153	23	with	with	ADP
alkej-164	153	24	heat	heat	NOUN
alkej-164	153	25	exchanger	exchanger	NOUN
alkej-164	153	26	.	.	PUNCT
alkej-164	154	1	8	8	X
alkej-164	154	2	.	.	NUM
alkej-164	154	3	references	reference	NOUN
alkej-164	154	4	[	[	X
alkej-164	154	5	1	1	NUM
alkej-164	154	6	]	]	X
alkej-164	154	7	jian	jian	PROPN
alkej-164	154	8	-	-	PUNCT
alkej-164	154	9	fei	fei	PROPN
alkej-164	154	10	zhang	zhang	PROPN
alkej-164	154	11	,	,	PUNCT
alkej-164	154	12	ya	ya	PROPN
alkej-164	154	13	-	-	PUNCT
alkej-164	154	14	ling	ling	PROPN
alkej-164	154	15	he	he	PRON
alkej-164	154	16	,	,	PUNCT
alkej-164	154	17	wen	wen	PROPN
alkej-164	154	18	-	-	PROPN
alkej-164	154	19	quan	quan	PROPN
alkej-164	154	20	tao	tao	PROPN
alkej-164	154	21	(	(	PUNCT
alkej-164	154	22	2009	2009	NUM
alkej-164	154	23	)	)	PUNCT
alkej-164	154	24	"	"	PUNCT
alkej-164	154	25	3d	3d	PROPN
alkej-164	154	26	numerical	numerical	PROPN
alkej-164	154	27	simulation	simulation	PROPN
alkej-164	154	28	on	on	ADP
alkej-164	154	29	shelland	shelland	NOUN
alkej-164	154	30	-	-	PUNCT
alkej-164	154	31	tube	tube	NOUN
alkej-164	154	32	heat	heat	NOUN
alkej-164	154	33	exchangers	exchanger	NOUN
alkej-164	154	34	with	with	ADP
alkej-164	154	35	middleoverlapped	middleoverlappe	VERB
alkej-164	154	36	helical	helical	ADJ
alkej-164	154	37	baffles	baffle	NOUN
alkej-164	154	38	and	and	CCONJ
alkej-164	154	39	continuous	continuous	ADJ
alkej-164	154	40	baffles	baffle	NOUN
alkej-164	154	41	–	–	PUNCT
alkej-164	154	42	part	part	NOUN
alkej-164	155	1	i	i	PRON
alkej-164	155	2	:	:	PUNCT
alkej-164	155	3	numerical	numerical	ADJ
alkej-164	155	4	model	model	NOUN
alkej-164	155	5	and	and	CCONJ
alkej-164	155	6	results	result	NOUN
alkej-164	155	7	of	of	ADP
alkej-164	155	8	whole	whole	ADJ
alkej-164	155	9	heat	heat	NOUN
alkej-164	155	10	exchanger	exchanger	NOUN
alkej-164	155	11	with	with	ADP
alkej-164	155	12	middleoverlapped	middleoverlappe	VERB
alkej-164	155	13	helical	helical	ADJ
alkej-164	155	14	baffles	baffle	NOUN
alkej-164	155	15	"	"	PUNCT
alkej-164	155	16	international	international	ADJ
alkej-164	155	17	journal	journal	NOUN
alkej-164	155	18	of	of	ADP
alkej-164	155	19	heat	heat	NOUN
alkej-164	155	20	and	and	CCONJ
alkej-164	155	21	mass	mass	NOUN
alkej-164	155	22	transfer	transfer	NOUN
alkej-164	155	23	52/	52/	NOUN
alkej-164	155	24	5371	5371	NUM
alkej-164	155	25	–	–	PUNCT
alkej-164	155	26	5380	5380	NUM
alkej-164	155	27	.	.	PUNCT
alkej-164	156	1	[	[	X
alkej-164	156	2	2	2	X
alkej-164	156	3	]	]	X
alkej-164	156	4	yusuf	yusuf	PROPN
alkej-164	156	5	ali	ali	PROPN
alkej-164	156	6	kara	kara	PROPN
alkej-164	156	7	,	,	PUNCT
alkej-164	156	8	ozbilen	ozbilen	PROPN
alkej-164	156	9	guraras	gurara	NOUN
alkej-164	156	10	(	(	PUNCT
alkej-164	156	11	2004)"a	2004)"a	NUM
alkej-164	156	12	computer	computer	NOUN
alkej-164	156	13	program	program	NOUN
alkej-164	156	14	for	for	ADP
alkej-164	156	15	designing	design	VERB
alkej-164	156	16	of	of	ADP
alkej-164	156	17	shell	shell	ADJ
alkej-164	156	18	-	-	PUNCT
alkej-164	156	19	andtube	andtube	NOUN
alkej-164	156	20	heat	heat	NOUN
alkej-164	156	21	exchangers	exchanger	NOUN
alkej-164	156	22	"	"	PUNCT
alkej-164	156	23	applied	apply	VERB
alkej-164	156	24	thermal	thermal	ADJ
alkej-164	156	25	engineering	engineering	NOUN
alkej-164	156	26	24/	24/	NOUN
alkej-164	156	27	1797–1805	1797–1805	NUM
alkej-164	156	28	.	.	PUNCT
alkej-164	157	1	[	[	X
alkej-164	157	2	3	3	X
alkej-164	157	3	]	]	X
alkej-164	157	4	nasser	nasser	NOUN
alkej-164	157	5	ghorbani	ghorbani	PROPN
alkej-164	157	6	,	,	PUNCT
alkej-164	157	7	hessam	hessam	PROPN
alkej-164	157	8	taherian	taherian	NOUN
alkej-164	157	9	,	,	PUNCT
alkej-164	157	10	mofid	mofid	NOUN
alkej-164	157	11	gorji	gorji	VERB
alkej-164	157	12	,	,	PUNCT
alkej-164	157	13	hessam	hessam	PROPN
alkej-164	157	14	mirgolbabaei	mirgolbabaei	NOUN
alkej-164	157	15	(	(	PUNCT
alkej-164	157	16	2010	2010	NUM
alkej-164	157	17	)	)	PUNCT
alkej-164	157	18	"	"	PUNCT
alkej-164	157	19	an	an	DET
alkej-164	157	20	experimental	experimental	ADJ
alkej-164	157	21	study	study	NOUN
alkej-164	157	22	of	of	ADP
alkej-164	157	23	thermal	thermal	ADJ
alkej-164	157	24	performance	performance	NOUN
alkej-164	157	25	of	of	ADP
alkej-164	157	26	shell	shell	NOUN
alkej-164	157	27	-	-	PUNCT
alkej-164	157	28	and	and	CCONJ
alkej-164	157	29	-	-	PUNCT
alkej-164	157	30	coil	coil	NOUN
alkej-164	157	31	heat	heat	NOUN
alkej-164	157	32	exchangers	exchanger	NOUN
alkej-164	157	33	"	"	PUNCT
alkej-164	157	34	international	international	ADJ
alkej-164	157	35	communications	communication	NOUN
alkej-164	157	36	in	in	ADP
alkej-164	157	37	heat	heat	NOUN
alkej-164	157	38	and	and	CCONJ
alkej-164	157	39	mass	mass	NOUN
alkej-164	157	40	transfer	transfer	NOUN
alkej-164	157	41	37	37	NUM
alkej-164	157	42	/	/	SYM
alkej-164	157	43	775–781	775–781	NUM
alkej-164	157	44	.	.	PUNCT
alkej-164	158	1	[	[	X
alkej-164	158	2	4	4	X
alkej-164	158	3	]	]	X
alkej-164	158	4	g.n	g.n	PROPN
alkej-164	158	5	.	.	PROPN
alkej-164	158	6	xie	xie	PROPN
alkej-164	158	7	,	,	PUNCT
alkej-164	158	8	q.w	q.w	PROPN
alkej-164	158	9	.	.	PROPN
alkej-164	158	10	wang	wang	PROPN
alkej-164	159	1	*	*	PROPN
alkej-164	159	2	,	,	PUNCT
alkej-164	159	3	m.	m.	PROPN
alkej-164	159	4	zeng	zeng	PROPN
alkej-164	159	5	,	,	PUNCT
alkej-164	159	6	l.q	l.q	PROPN
alkej-164	159	7	.	.	PROPN
alkej-164	159	8	luo	luo	PROPN
alkej-164	159	9	(	(	PUNCT
alkej-164	159	10	2007	2007	NUM
alkej-164	159	11	)	)	PUNCT
alkej-164	159	12	"	"	PUNCT
alkej-164	159	13	heat	heat	NOUN
alkej-164	159	14	transfer	transfer	NOUN
alkej-164	159	15	analysis	analysis	NOUN
alkej-164	159	16	for	for	ADP
alkej-164	159	17	shell	shell	NOUN
alkej-164	159	18	-	-	PUNCT
alkej-164	159	19	andtube	andtube	NOUN
alkej-164	159	20	heat	heat	NOUN
alkej-164	159	21	exchangers	exchanger	NOUN
alkej-164	159	22	with	with	ADP
alkej-164	159	23	experimental	experimental	ADJ
alkej-164	159	24	data	datum	NOUN
alkej-164	159	25	by	by	ADP
alkej-164	159	26	artificial	artificial	ADJ
alkej-164	159	27	neural	neural	ADJ
alkej-164	159	28	networks	network	NOUN
alkej-164	159	29	approach	approach	NOUN
alkej-164	159	30	"	"	PUNCT
alkej-164	159	31	applied	apply	VERB
alkej-164	159	32	thermal	thermal	ADJ
alkej-164	159	33	engineering	engineering	NOUN
alkej-164	159	34	27	27	NUM
alkej-164	159	35	/	/	SYM
alkej-164	159	36	1096–1104	1096–1104	NUM
alkej-164	159	37	.	.	PUNCT
alkej-164	160	1	[	[	X
alkej-164	160	2	5	5	X
alkej-164	160	3	]	]	PUNCT
alkej-164	160	4	dheerendra	dheerendra	PROPN
alkej-164	160	5	vikram	vikram	PROPN
alkej-164	160	6	singh	singh	PROPN
alkej-164	160	7	,	,	PUNCT
alkej-164	160	8	govind	govind	PROPN
alkej-164	160	9	maheshwari	maheshwari	PROPN
alkej-164	160	10	,	,	PUNCT
alkej-164	160	11	ritu	ritu	PROPN
alkej-164	160	12	shrivastav(2011	shrivastav(2011	PRON
alkej-164	160	13	)	)	PUNCT
alkej-164	160	14	"	"	PUNCT
alkej-164	160	15	neural	neural	ADJ
alkej-164	160	16	network	network	NOUN
alkej-164	160	17	–	–	PUNCT
alkej-164	160	18	comparing	compare	VERB
alkej-164	160	19	the	the	DET
alkej-164	160	20	performances	performance	NOUN
alkej-164	160	21	of	of	ADP
alkej-164	160	22	the	the	DET
alkej-164	160	23	training	training	NOUN
alkej-164	160	24	functions	function	NOUN
alkej-164	160	25	for	for	ADP
alkej-164	160	26	predicting	predict	VERB
alkej-164	160	27	the	the	DET
alkej-164	160	28	value	value	NOUN
alkej-164	160	29	of	of	ADP
alkej-164	160	30	specific	specific	ADJ
alkej-164	160	31	heat	heat	NOUN
alkej-164	160	32	of	of	ADP
alkej-164	160	33	refrigerant	refrigerant	NOUN
alkej-164	160	34	in	in	ADP
alkej-164	160	35	vapor	vapor	NOUN
alkej-164	160	36	absorption	absorption	NOUN
alkej-164	160	37	refrigeration	refrigeration	NOUN
alkej-164	160	38	system	system	NOUN
alkej-164	160	39	"	"	PUNCT
alkej-164	160	40	international	international	ADJ
alkej-164	160	41	journal	journal	NOUN
alkej-164	160	42	of	of	ADP
alkej-164	160	43	computer	computer	NOUN
alkej-164	160	44	applications	application	NOUN
alkej-164	160	45	(	(	PUNCT
alkej-164	160	46	0975	0975	NUM
alkej-164	160	47	–	–	PUNCT
alkej-164	160	48	8887	8887	NUM
alkej-164	160	49	)	)	PUNCT
alkej-164	160	50	volume	volume	NOUN
alkej-164	160	51	18	18	NUM
alkej-164	160	52	–	–	PUNCT
alkej-164	160	53	no.4	no.4	PROPN
alkej-164	160	54	.	.	PUNCT
alkej-164	161	1	[	[	X
alkej-164	161	2	6	6	NUM
alkej-164	161	3	]	]	PUNCT
alkej-164	161	4	design	design	NOUN
alkej-164	161	5	operation	operation	NOUN
alkej-164	161	6	sheet	sheet	NOUN
alkej-164	161	7	with	with	ADP
alkej-164	161	8	practice	practice	NOUN
alkej-164	161	9	data	datum	NOUN
alkej-164	161	10	from	from	ADP
alkej-164	161	11	dura	dura	NOUN
alkej-164	161	12	refinery	refinery	NOUN
alkej-164	161	13	.	.	PUNCT
alkej-164	162	1	[	[	X
alkej-164	162	2	7	7	NUM
alkej-164	162	3	]	]	X
alkej-164	162	4	rojalina	rojalina	PROPN
alkej-164	162	5	priyadarshni	priyadarshni	PROPN
alkej-164	162	6	,	,	PUNCT
alkej-164	162	7	nillamadhub	nillamadhub	ADJ
alkej-164	162	8	dash	dash	NOUN
alkej-164	162	9	,	,	PUNCT
alkej-164	162	10	tripti	tripti	PROPN
alkej-164	162	11	swarnkar	swarnkar	NOUN
alkej-164	162	12	,	,	PUNCT
alkej-164	162	13	rachita	rachita	PROPN
alkej-164	162	14	misra(2010	misra(2010	PROPN
alkej-164	162	15	)	)	PUNCT
alkej-164	162	16	"	"	PUNCT
alkej-164	162	17	functional	functional	ADJ
alkej-164	162	18	analysis	analysis	NOUN
alkej-164	162	19	of	of	ADP
alkej-164	162	20	artificial	artificial	ADJ
alkej-164	162	21	neural	neural	ADJ
alkej-164	162	22	network	network	NOUN
alkej-164	162	23	for	for	ADP
alkej-164	162	24	database	database	NOUN
alkej-164	162	25	classification	classification	NOUN
alkej-164	162	26	"	"	PUNCT
alkej-164	162	27	ijjct	ijjct	NOUN
alkej-164	162	28	,	,	PUNCT
alkej-164	162	29	vol	vol	NOUN
alkej-164	162	30	1(2,3,4	1(2,3,4	NUM
alkej-164	162	31	)	)	PUNCT
alkej-164	162	32	,	,	PUNCT
alkej-164	162	33	pp	pp	ADV
alkej-164	162	34	49	49	NUM
alkej-164	162	35	-	-	SYM
alkej-164	162	36	54	54	NUM
alkej-164	162	37	.	.	PUNCT
alkej-164	163	1	[	[	X
alkej-164	163	2	8	8	NUM
alkej-164	163	3	]	]	X
alkej-164	163	4	ben	ben	PROPN
alkej-164	163	5	krose	krose	PROPN
alkej-164	163	6	,	,	PUNCT
alkej-164	163	7	patrick	patrick	PROPN
alkej-164	163	8	van	van	PROPN
alkej-164	163	9	der	der	PROPN
alkej-164	163	10	smagt	smagt	VERB
alkej-164	163	11	"	"	PUNCT
alkej-164	163	12	an	an	DET
alkej-164	163	13	introduction	introduction	NOUN
alkej-164	163	14	of	of	ADP
alkej-164	163	15	neural	neural	ADJ
alkej-164	163	16	networks	network	NOUN
alkej-164	163	17	"	"	PUNCT
alkej-164	163	18	eighth	eighth	PROPN
alkej-164	163	19	edition	edition	PROPN
alkej-164	163	20	november	november	PROPN
alkej-164	163	21	1996	1996	NUM
alkej-164	163	22	.	.	PUNCT
alkej-164	164	1	[	[	X
alkej-164	164	2	9	9	NUM
alkej-164	164	3	]	]	X
alkej-164	164	4	m.	m.	NOUN
alkej-164	164	5	sen	sen	PROPN
alkej-164	164	6	,	,	PUNCT
alkej-164	164	7	k.t	k.t	PROPN
alkej-164	164	8	.	.	PROPN
alkej-164	164	9	yang	yang	PROPN
alkej-164	164	10	,	,	PUNCT
alkej-164	164	11	(	(	PUNCT
alkej-164	164	12	2000)"applications	2000)"application	NOUN
alkej-164	164	13	of	of	ADP
alkej-164	164	14	artificial	artificial	ADJ
alkej-164	164	15	neural	neural	ADJ
alkej-164	164	16	networks	network	NOUN
alkej-164	164	17	and	and	CCONJ
alkej-164	164	18	genetic	genetic	ADJ
alkej-164	164	19	algorithms	algorithm	NOUN
alkej-164	164	20	in	in	ADP
alkej-164	164	21	thermal	thermal	ADJ
alkej-164	164	22	engineering	engineering	NOUN
alkej-164	164	23	"	"	PUNCT
alkej-164	164	24	,	,	PUNCT
alkej-164	164	25	crc	crc	NOUN
alkej-164	164	26	handbook	handbook	NOUN
alkej-164	164	27	of	of	ADP
alkej-164	164	28	thermal	thermal	ADJ
alkej-164	164	29	engineering	engineering	NOUN
alkej-164	164	30	,	,	PUNCT
alkej-164	164	31	crc	crc	NOUN
alkej-164	164	32	press	press	PROPN
alkej-164	164	33	,	,	PUNCT
alkej-164	164	34	boca	boca	PROPN
alkej-164	164	35	raton	raton	PROPN
alkej-164	164	36	,	,	PUNCT
alkej-164	164	37	fl	fl	PROPN
alkej-164	164	38	,	,	PUNCT
alkej-164	164	39	2000	2000	NUM
alkej-164	164	40	.	.	PUNCT
alkej-164	165	1	[	[	X
alkej-164	165	2	10	10	NUM
alkej-164	165	3	]	]	PUNCT
alkej-164	165	4	m.	m.	NOUN
alkej-164	165	5	jalili	jalili	PROPN
alkej-164	165	6	-	-	PUNCT
alkej-164	165	7	kharaajoo	kharaajoo	PROPN
alkej-164	165	8	,	,	PUNCT
alkej-164	165	9	b.n	b.n	PROPN
alkej-164	165	10	.	.	PROPN
alkej-164	165	11	araabi	araabi	PROPN
alkej-164	165	12	,	,	PUNCT
alkej-164	165	13	"	"	PUNCT
alkej-164	165	14	neuropredictive	neuropredictive	ADJ
alkej-164	165	15	control	control	NOUN
alkej-164	165	16	of	of	ADP
alkej-164	165	17	a	a	DET
alkej-164	165	18	heat	heat	NOUN
alkej-164	165	19	exchanger	exchanger	NOUN
alkej-164	165	20	:	:	PUNCT
alkej-164	165	21	comparison	comparison	NOUN
alkej-164	165	22	with	with	ADP
alkej-164	165	23	generalized	generalized	ADJ
alkej-164	165	24	reductive	reductive	ADJ
alkej-164	165	25	control	control	NOUN
alkej-164	165	26	"	"	PUNCT
alkej-164	165	27	,	,	PUNCT
alkej-164	165	28	ieee	ieee	PROPN
alkej-164	165	29	trans	trans	PROPN
alkej-164	165	30	.	.	PUNCT
alkej-164	166	1	(	(	PUNCT
alkej-164	166	2	2003	2003	NUM
alkej-164	166	3	)	)	PUNCT
alkej-164	167	1	675–678	675–678	NUM
alkej-164	167	2	.	.	PUNCT
alkej-164	167	3	)	)	PUNCT
alkej-164	167	4	2013	2013	NUM
alkej-164	167	5	(	(	PUNCT
alkej-164	167	6	1220	1220	NUM
alkej-164	167	7	،	،	X
alkej-164	167	8	صفحة2	صفحة2	PROPN
alkej-164	167	9	،	،	X
alkej-164	167	10	العدد9مجلة	العدد9مجلة	PROPN
alkej-164	167	11	الخوارزمي	الخوارزمي	AUX
alkej-164	167	12	الھندسیة	الھندسیة	PROPN
alkej-164	167	13	المجلد	المجلد	PROPN
alkej-164	167	14	ھشام	ھشام	PROPN
alkej-164	167	15	حسن	حسن	NOUN
alkej-164	167	16	جاسم	جاسم	NOUN
alkej-164	167	17	20	20	NUM
alkej-164	167	18	انبوب	انبوب	VERB
alkej-164	167	19	باستخدام	باستخدام	PROPN
alkej-164	167	20	الشبكة	الشبكة	PROPN
alkej-164	167	21	–	–	PUNCT
alkej-164	167	22	تخمین	تخمین	NOUN
alkej-164	167	23	درجات	درجات	NOUN
alkej-164	167	24	الحرارة	الحرارة	NOUN
alkej-164	167	25	الخارجة	الخارجة	NOUN
alkej-164	167	26	من	من	NOUN
alkej-164	167	27	مبادل	مبادل	NOUN
alkej-164	167	28	حراري	حراري	NOUN
alkej-164	167	29	نوع	نوع	ADJ
alkej-164	167	30	قشرة	قشرة	PROPN
alkej-164	167	31	اعتمادا	اعتمادا	NOUN
alkej-164	167	32	على	على	PROPN
alkej-164	167	33	معلومات	معلومات	PROPN
alkej-164	167	34	تطبیقیة	تطبیقیة	NOUN
alkej-164	167	35	العصبیة	العصبیة	NOUN
alkej-164	167	36	الصناعیة	الصناعیة	VERB
alkej-164	167	37	ھشام	ھشام	ADJ
alkej-164	167	38	حسن	حسن	PROPN
alkej-164	167	39	جاسم	جاسم	PROPN
alkej-164	167	40	جامعة	جامعة	PROPN
alkej-164	167	41	بغداد	بغداد	PROPN
alkej-164	167	42	/كلیة	/كلیة	PUNCT
alkej-164	167	43	الھندسة	الھندسة	PROPN
alkej-164	167	44	الخوارزمي	الخوارزمي	VERB
alkej-164	167	45	/	/	PUNCT
alkej-164	167	46	قسم	قسم	PROPN
alkej-164	167	47	ھندسة	ھندسة	PROPN
alkej-164	167	48	المیكاترونكس	المیكاترونكس	PROPN
alkej-164	167	49	الخالصة	الخالصة	PROPN
alkej-164	167	50	تقال	تقال	PROPN
alkej-164	167	51	الحرارة	الحرارة	NOUN
alkej-164	167	52	لمبادل	لمبادل	ADJ
alkej-164	167	53	حراري	حراري	PROPN
alkej-164	167	54	وھو	وھو	VERB
alkej-164	167	55	من	من	PRON
alkej-164	167	56	األجھزة	األجھزة	NOUN
alkej-164	167	57	واسعة	واسعة	ADJ
alkej-164	167	58	االستخدام	االستخدام	NOUN
alkej-164	167	59	في	في	SCONJ
alkej-164	167	60	محطات	محطات	PROPN
alkej-164	167	61	تولید	تولید	PROPN
alkej-164	167	62	القدرة	القدرة	PROPN
alkej-164	167	63	ھدف	ھدف	PROPN
alkej-164	167	64	الدراسة	الدراسة	PROPN
alkej-164	167	65	ھو	ھو	ADP
alkej-164	167	66	تطبیق	تطبیق	PROPN
alkej-164	167	67	الشبكة	الشبكة	PROPN
alkej-164	167	68	العصبیة	العصبیة	NOUN
alkej-164	167	69	لتحلیل	لتحلیل	VERB
alkej-164	167	70	ان	ان	ADV
alkej-164	167	71	اعتمدنا	اعتمدنا	PROPN
alkej-164	167	72	أشھر	أشھر	PROPN
alkej-164	167	73	طریقة	طریقة	PROPN
alkej-164	167	74	للتدریب	للتدریب	PROPN
alkej-164	167	75	وتعلیم	وتعلیم	NOUN
alkej-164	167	76	.النتائج	.النتائج	VERB
alkej-164	167	77	العملیة	العملیة	ADP
alkej-164	167	78	تم	تم	PROPN
alkej-164	167	79	الحصول	الحصول	PROPN
alkej-164	167	80	علیھا	علیھا	PROPN
alkej-164	167	81	من	من	PRON
alkej-164	167	82	مبادل	مبادل	NOUN
alkej-164	167	83	حراري	حراري	NOUN
alkej-164	167	84	یعمل	یعمل	VERB
alkej-164	168	1	في	في	ADP
alkej-164	168	2	قسم	قسم	INTJ
alkej-164	168	3	تولید	تولید	PROPN
alkej-164	169	1	الطاقة	الطاقة	PROPN
alkej-164	169	2	داخل	داخل	NOUN
alkej-164	169	3	مصفى	مصفى	VERB
alkej-164	169	4	الدورة.والمصافي	الدورة.والمصافي	PROPN
alkej-164	169	5	للحصول	للحصول	X
alkej-164	169	6	على	على	PROPN
alkej-164	169	7	أفضل	أفضل	NOUN
alkej-164	169	8	تقارب	تقارب	VERB
alkej-164	169	9	)	)	PUNCT
alkej-164	170	1	اختبار	اختبار	NOUN
alkej-164	170	2	تصدیق	تصدیق	PROPN
alkej-164	170	3	،	،	PROPN
alkej-164	170	4	تدریب،(خالل	تدریب،(خالل	PROPN
alkej-164	170	5	تقسیم	تقسیم	PROPN
alkej-164	170	6	النتائج	النتائج	PROPN
alkej-164	170	7	العملیة	العملیة	PROPN
alkej-164	170	8	الى	الى	PROPN
alkej-164	170	9	ثالثة	ثالثة	PROPN
alkej-164	170	10	أقسام	أقسام	VERB
alkej-164	170	11	من	من	PRON
alkej-164	170	12	back	back	NOUN
alkej-164	170	13	propagation	propagation	NOUN
alkej-164	170	14	algorithmالخوارزمیة	algorithmالخوارزمیة	NOUN
alkej-164	170	15	وھي	وھي	PROPN
alkej-164	170	16	قیم	قیم	PROPN
alkej-164	171	1	اإلدخال	اإلدخال	PROPN
alkej-164	171	2	للشبكة	للشبكة	PROPN
alkej-164	171	3	العصبیة	العصبیة	NOUN
alkej-164	171	4	ھي	ھي	ADV
alkej-164	171	5	درجة	درجة	ADJ
alkej-164	171	6	حرارة	حرارة	NOUN
alkej-164	171	7	الماء	الماء	PROPN
alkej-164	171	8	الداخل	الداخل	NOUN
alkej-164	171	9	و	و	PRON
alkej-164	171	10	درجة	درجة	ADJ
alkej-164	171	11	حرارة	حرارة	PROPN
alkej-164	171	12	الھواء	الھواء	PROPN
alkej-164	171	13	الداخل	الداخل	PROPN
alkej-164	171	14	ومعدل	ومعدل	PROPN
alkej-164	171	15	تدفق	تدفق	PROPN
alkej-164	171	16	الھواء	الھواء	PROPN
alkej-164	171	17	أما	أما	PROPN
alkej-164	171	18	قیم	قیم	PROPN
alkej-164	171	19	اإلخراج	اإلخراج	PROPN
alkej-164	171	20	فھي	فھي	NOUN
alkej-164	171	21	درجة	درجة	ADJ
alkej-164	171	22	.	.	PUNCT
alkej-164	172	1	مع	مع	INTJ
alkej-164	172	2	الحالة	الحالة	PROPN
alkej-164	172	3	الحقیقیة	الحقیقیة	PROPN
alkej-164	172	4	قراءة	قراءة	PROPN
alkej-164	172	5	تم	تم	AUX
alkej-164	173	1	أخذھا	أخذھا	NOUN
alkej-164	173	2	من	من	DET
alkej-164	173	3	المودیل	المودیل	NOUN
alkej-164	173	4	في	في	SCONJ
alkej-164	173	5	أیام	أیام	PROPN
alkej-164	173	6	عمل	عمل	PROPN
alkej-164	173	7	مختلفة	مختلفة	PROPN
alkej-164	173	8	لتدریب	لتدریب	NOUN
alkej-164	173	9	الشبكة	الشبكة	NOUN
alkej-164	173	10	١٥٠.	١٥٠.	PROPN
alkej-164	173	11	التبرید	التبرید	VERB
alkej-164	173	12	ودرجة	ودرجة	ADJ
alkej-164	173	13	حرارة	حرارة	PROPN
alkej-164	173	14	الھواء	الھواء	PROPN
alkej-164	173	15	الخارج	الخارج	PROPN
alkej-164	173	16	لضاغط	لضاغط	PROPN
alkej-164	173	17	الھواءحرارة	الھواءحرارة	PROPN
alkej-164	173	18	الماء	الماء	VERB
alkej-164	173	19	الخارج	الخارج	PROPN
alkej-164	174	1	لبرج	لبرج	DET
alkej-164	174	2	قراءة	قراءة	NOUN
alkej-164	174	3	تم	تم	NOUN
alkej-164	174	4	أخذھا	أخذھا	VERB
alkej-164	174	5	الختبار	الختبار	NOUN
alkej-164	174	6	مدى	مدى	NOUN
alkej-164	174	7	دقة	دقة	NOUN
alkej-164	174	8	الشبكة	الشبكة	NOUN
alkej-164	175	1	٥٠	٥٠	NUM
alkej-164	175	2	،	،	PROPN
alkej-164	175	3	مقارنة	مقارنة	PROPN
alkej-164	175	4	نتائج	نتائج	PROPN
alkej-164	176	1	الشبكة	الشبكة	NOUN
alkej-164	176	2	مع	مع	INTJ
alkej-164	176	3	القیم	القیم	PROPN
alkej-164	176	4	العملیة	العملیة	PROPN
alkej-164	176	5	وبأقسامھا	وبأقسامھا	PROPN
alkej-164	176	6	التدریب	التدریب	PROPN
alkej-164	177	1	والتصدیق	والتصدیق	INTJ
alkej-164	177	2	واالختبار	واالختبار	PROPN
alkej-164	177	3	بینة	بینة	PROPN
alkej-164	177	4	تقارب	تقارب	VERB
alkej-164	177	5	عالي	عالي	NOUN
alkej-164	177	6	جدا	جدا	NOUN
alkej-164	177	7	.	.	PUNCT
alkej-164	178	1	العصبیة	العصبیة	NOUN
alkej-164	178	2	نة	نة	VERB
alkej-164	178	3	تقارب	تقارب	VERB
alkej-164	178	4	ودقة	ودقة	NOUN
alkej-164	178	5	العصبیة	العصبیة	NOUN
alkej-164	178	6	في	في	INTJ
alkej-164	178	7	ھذه	ھذه	INTJ
alkej-164	179	1	الدراسة	الدراسة	INTJ
alkej-164	179	2	من	من	PROPN
alkej-164	179	3	خالل	خالل	PROPN
alkej-164	179	4	مقارنة	مقارنة	PROPN
alkej-164	179	5	درجات	درجات	PROPN
alkej-164	179	6	حرارة	حرارة	PROPN
alkej-164	179	7	الخروج	الخروج	PROPN
alkej-164	179	8	للماء	للماء	PUNCT
alkej-164	179	9	ودرجة	ودرجة	ADJ
alkej-164	179	10	حرارة	حرارة	NOUN
alkej-164	179	11	الخروج	الخروج	NOUN
alkej-164	179	12	للھواء	للھواء	NOUN
alkej-164	179	13	الناتجة	الناتجة	NOUN
alkej-164	179	14	من	من	PRON
alkej-164	179	15	الشبكة	الشبكة	PROPN
alkej-164	179	16	والمودیل	والمودیل	PROPN
alkej-164	179	17	العملي	العملي	PROPN
alkej-164	179	18	بی	بی	ADJ
alkej-164	179	19	)	)	PUNCT
alkej-164	179	20	.	.	PUNCT
alkej-164	180	1	±30.%(یث	±30.%(یث	ADP
alkej-164	180	2	بلغت	بلغت	NOUN
alkej-164	180	3	نسبة	نسبة	VERB
alkej-164	180	4	الخطأ	الخطأ	PROPN
alkej-164	180	5	بحدود	بحدود	NOUN
alkej-164	180	6	معقولة	معقولة	NOUN
alkej-164	180	7	ح	ح	NOUN