id	sid	tid	token	lemma	pos
essd-73	1	1	http://www.press.ierek.com	http://www.press.ierek.com	PROPN
essd-73	1	2	issn	issn	PROPN
essd-73	1	3	(	(	PUNCT
essd-73	1	4	print	print	NOUN
essd-73	1	5	:	:	PUNCT
essd-73	1	6	2357	2357	NUM
essd-73	1	7	-	-	SYM
essd-73	1	8	0849	0849	NUM
essd-73	1	9	,	,	PUNCT
essd-73	1	10	online	online	ADJ
essd-73	1	11	:	:	PUNCT
essd-73	1	12	2357	2357	NUM
essd-73	1	13	-	-	SYM
essd-73	1	14	0857	0857	NUM
essd-73	1	15	)	)	PUNCT
essd-73	1	16	environmental	environmental	ADJ
essd-73	1	17	science	science	NOUN
essd-73	1	18	and	and	CCONJ
essd-73	1	19	sustainable	sustainable	ADJ
essd-73	1	20	development	development	NOUN
essd-73	1	21	doi	doi	NOUN
essd-73	1	22	:	:	PUNCT
essd-73	1	23	10.21625	10.21625	NUM
essd-73	1	24	/	/	SYM
essd-73	1	25	essd.v2i1.73	essd.v2i1.73	NOUN
essd-73	1	26	performance	performance	NOUN
essd-73	1	27	evaluation	evaluation	NOUN
essd-73	1	28	of	of	ADP
essd-73	1	29	artificial	artificial	ADJ
essd-73	1	30	neural	neural	ADJ
essd-73	1	31	networks	network	NOUN
essd-73	1	32	in	in	ADP
essd-73	1	33	estimating	estimate	VERB
essd-73	1	34	global	global	ADJ
essd-73	1	35	solar	solar	ADJ
essd-73	1	36	radiation	radiation	NOUN
essd-73	1	37	,	,	PUNCT
essd-73	1	38	case	case	NOUN
essd-73	1	39	study	study	NOUN
essd-73	1	40	:	:	PUNCT
essd-73	1	41	new	new	PROPN
essd-73	1	42	borg	borg	PROPN
essd-73	1	43	el	el	PROPN
essd-73	1	44	-	-	PROPN
essd-73	1	45	arab	arab	PROPN
essd-73	1	46	city	city	PROPN
essd-73	1	47	,	,	PUNCT
essd-73	1	48	egypt	egypt	PROPN
essd-73	1	49	gasser	gasser	PROPN
essd-73	1	50	e.	e.	PROPN
essd-73	1	51	hassan1	hassan1	PROPN
essd-73	1	52	,	,	PUNCT
essd-73	1	53	mohamed	mohamed	PROPN
essd-73	1	54	a.	a.	PROPN
essd-73	1	55	ali1	ali1	PROPN
essd-73	2	1	1computer	1computer	NUM
essd-73	2	2	based	base	VERB
essd-73	2	3	engineering	engineering	NOUN
essd-73	2	4	applications	application	NOUN
essd-73	2	5	department	department	PROPN
essd-73	2	6	,	,	PUNCT
essd-73	2	7	informatics	informatics	PROPN
essd-73	2	8	research	research	PROPN
essd-73	2	9	institute	institute	PROPN
essd-73	2	10	-	-	PUNCT
essd-73	2	11	city	city	NOUN
essd-73	2	12	for	for	ADP
essd-73	2	13	scientific	scientific	ADJ
essd-73	2	14	research	research	NOUN
essd-73	2	15	and	and	CCONJ
essd-73	2	16	technological	technological	ADJ
essd-73	2	17	applications	application	NOUN
essd-73	2	18	abstract	abstract	VERB
essd-73	2	19	the	the	DET
essd-73	2	20	most	most	ADV
essd-73	2	21	sustainable	sustainable	ADJ
essd-73	2	22	source	source	NOUN
essd-73	2	23	of	of	ADP
essd-73	2	24	energy	energy	NOUN
essd-73	2	25	with	with	ADP
essd-73	2	26	unlimited	unlimited	ADJ
essd-73	2	27	reserves	reserve	NOUN
essd-73	2	28	is	be	AUX
essd-73	2	29	the	the	DET
essd-73	2	30	solar	solar	ADJ
essd-73	2	31	energy	energy	NOUN
essd-73	2	32	,	,	PUNCT
essd-73	2	33	which	which	PRON
essd-73	2	34	is	be	AUX
essd-73	2	35	the	the	DET
essd-73	2	36	main	main	ADJ
essd-73	2	37	source	source	NOUN
essd-73	2	38	of	of	ADP
essd-73	2	39	all	all	DET
essd-73	2	40	types	type	NOUN
essd-73	2	41	of	of	ADP
essd-73	2	42	energy	energy	NOUN
essd-73	2	43	on	on	ADP
essd-73	2	44	earth	earth	NOUN
essd-73	2	45	.	.	PUNCT
essd-73	3	1	accurate	accurate	ADJ
essd-73	3	2	knowledge	knowledge	NOUN
essd-73	3	3	of	of	ADP
essd-73	3	4	solar	solar	ADJ
essd-73	3	5	radiation	radiation	NOUN
essd-73	3	6	is	be	AUX
essd-73	3	7	considered	consider	VERB
essd-73	3	8	to	to	PART
essd-73	3	9	be	be	AUX
essd-73	3	10	the	the	DET
essd-73	3	11	first	first	ADJ
essd-73	3	12	step	step	NOUN
essd-73	3	13	in	in	ADP
essd-73	3	14	solar	solar	ADJ
essd-73	3	15	energy	energy	NOUN
essd-73	3	16	availability	availability	NOUN
essd-73	3	17	assessment	assessment	NOUN
essd-73	3	18	,	,	PUNCT
essd-73	3	19	and	and	CCONJ
essd-73	3	20	it	it	PRON
essd-73	3	21	is	be	AUX
essd-73	3	22	the	the	DET
essd-73	3	23	primary	primary	ADJ
essd-73	3	24	input	input	NOUN
essd-73	3	25	for	for	ADP
essd-73	3	26	various	various	ADJ
essd-73	3	27	solar	solar	ADJ
essd-73	3	28	energy	energy	NOUN
essd-73	3	29	applications	application	NOUN
essd-73	3	30	.	.	PUNCT
essd-73	4	1	the	the	DET
essd-73	4	2	unavailability	unavailability	NOUN
essd-73	4	3	of	of	ADP
essd-73	4	4	the	the	DET
essd-73	4	5	solar	solar	ADJ
essd-73	4	6	radiation	radiation	NOUN
essd-73	4	7	measurements	measurement	NOUN
essd-73	4	8	for	for	ADP
essd-73	4	9	several	several	ADJ
essd-73	4	10	sites	site	NOUN
essd-73	4	11	around	around	ADP
essd-73	4	12	the	the	DET
essd-73	4	13	world	world	NOUN
essd-73	4	14	leads	lead	VERB
essd-73	4	15	to	to	ADP
essd-73	4	16	proposing	propose	VERB
essd-73	4	17	different	different	ADJ
essd-73	4	18	models	model	NOUN
essd-73	4	19	for	for	ADP
essd-73	4	20	predicting	predict	VERB
essd-73	4	21	the	the	DET
essd-73	4	22	global	global	ADJ
essd-73	4	23	solar	solar	ADJ
essd-73	4	24	radiation	radiation	NOUN
essd-73	4	25	.	.	PUNCT
essd-73	5	1	artificial	artificial	ADJ
essd-73	5	2	neural	neural	ADJ
essd-73	5	3	network	network	NOUN
essd-73	5	4	technique	technique	NOUN
essd-73	5	5	is	be	AUX
essd-73	5	6	considered	consider	VERB
essd-73	5	7	to	to	PART
essd-73	5	8	be	be	AUX
essd-73	5	9	an	an	DET
essd-73	5	10	effective	effective	ADJ
essd-73	5	11	tool	tool	NOUN
essd-73	5	12	for	for	ADP
essd-73	5	13	modelling	model	VERB
essd-73	5	14	nonlinear	nonlinear	ADJ
essd-73	5	15	systems	system	NOUN
essd-73	5	16	and	and	CCONJ
essd-73	5	17	requires	require	VERB
essd-73	5	18	fewer	few	ADJ
essd-73	5	19	input	input	NOUN
essd-73	5	20	parameters	parameter	NOUN
essd-73	5	21	.	.	PUNCT
essd-73	6	1	this	this	DET
essd-73	6	2	work	work	NOUN
essd-73	6	3	aims	aim	VERB
essd-73	6	4	to	to	PART
essd-73	6	5	investigate	investigate	VERB
essd-73	6	6	the	the	DET
essd-73	6	7	performance	performance	NOUN
essd-73	6	8	of	of	ADP
essd-73	6	9	artificial	artificial	ADJ
essd-73	6	10	neural	neural	ADJ
essd-73	6	11	network	network	NOUN
essd-73	6	12	-	-	PUNCT
essd-73	6	13	based	base	VERB
essd-73	6	14	models	model	NOUN
essd-73	6	15	in	in	ADP
essd-73	6	16	estimating	estimate	VERB
essd-73	6	17	global	global	ADJ
essd-73	6	18	solar	solar	ADJ
essd-73	6	19	radiation	radiation	NOUN
essd-73	6	20	.	.	PUNCT
essd-73	7	1	to	to	PART
essd-73	7	2	achieve	achieve	VERB
essd-73	7	3	this	this	DET
essd-73	7	4	goal	goal	NOUN
essd-73	7	5	,	,	PUNCT
essd-73	7	6	measured	measure	VERB
essd-73	7	7	dataset	dataset	NOUN
essd-73	7	8	of	of	ADP
essd-73	7	9	global	global	ADJ
essd-73	7	10	solar	solar	ADJ
essd-73	7	11	radiation	radiation	NOUN
essd-73	7	12	for	for	ADP
essd-73	7	13	the	the	DET
essd-73	7	14	case	case	NOUN
essd-73	7	15	study	study	NOUN
essd-73	7	16	location	location	NOUN
essd-73	7	17	(	(	PUNCT
essd-73	7	18	lat	lat	NOUN
essd-73	7	19	.	.	PUNCT
essd-73	8	1	30	30	NUM
essd-73	8	2	°	°	NUM
essd-73	8	3	51	51	NUM
essd-73	8	4	n	n	NOUN
essd-73	8	5	and	and	CCONJ
essd-73	8	6	long	long	ADV
essd-73	8	7	.	.	PUNCT
essd-73	9	1	29	29	NUM
essd-73	9	2	°	°	NUM
essd-73	9	3	34	34	NUM
essd-73	9	4	e	e	NOUN
essd-73	9	5	)	)	PUNCT
essd-73	9	6	are	be	AUX
essd-73	9	7	utilized	utilize	VERB
essd-73	9	8	for	for	ADP
essd-73	9	9	modelestablishment	modelestablishment	ADJ
essd-73	9	10	and	and	CCONJ
essd-73	9	11	validation	validation	NOUN
essd-73	9	12	.	.	PUNCT
essd-73	10	1	mostly	mostly	ADV
essd-73	10	2	,	,	PUNCT
essd-73	10	3	common	common	ADJ
essd-73	10	4	statistical	statistical	ADJ
essd-73	10	5	indicators	indicator	NOUN
essd-73	10	6	are	be	AUX
essd-73	10	7	employed	employ	VERB
essd-73	10	8	for	for	ADP
essd-73	10	9	evaluating	evaluate	VERB
essd-73	10	10	the	the	DET
essd-73	10	11	performance	performance	NOUN
essd-73	10	12	of	of	ADP
essd-73	10	13	these	these	DET
essd-73	10	14	models	model	NOUN
essd-73	10	15	and	and	CCONJ
essd-73	10	16	recognizing	recognize	VERB
essd-73	10	17	the	the	DET
essd-73	10	18	best	good	ADJ
essd-73	10	19	model	model	NOUN
essd-73	10	20	.	.	PUNCT
essd-73	11	1	the	the	DET
essd-73	11	2	obtained	obtain	VERB
essd-73	11	3	results	result	NOUN
essd-73	11	4	show	show	VERB
essd-73	11	5	that	that	SCONJ
essd-73	11	6	the	the	DET
essd-73	11	7	artificial	artificial	ADJ
essd-73	11	8	neural	neural	ADJ
essd-73	11	9	network	network	NOUN
essd-73	11	10	models	model	NOUN
essd-73	11	11	demonstrate	demonstrate	VERB
essd-73	11	12	promising	promising	ADJ
essd-73	11	13	performance	performance	NOUN
essd-73	11	14	in	in	ADP
essd-73	11	15	the	the	DET
essd-73	11	16	prediction	prediction	NOUN
essd-73	11	17	of	of	ADP
essd-73	11	18	global	global	ADJ
essd-73	11	19	solar	solar	ADJ
essd-73	11	20	radiation	radiation	NOUN
essd-73	11	21	.	.	PUNCT
essd-73	12	1	in	in	ADP
essd-73	12	2	addition	addition	NOUN
essd-73	12	3	,	,	PUNCT
essd-73	12	4	the	the	DET
essd-73	12	5	proposed	propose	VERB
essd-73	12	6	models	model	NOUN
essd-73	12	7	provide	provide	VERB
essd-73	12	8	superior	superior	ADJ
essd-73	12	9	consistency	consistency	NOUN
essd-73	12	10	between	between	ADP
essd-73	12	11	the	the	DET
essd-73	12	12	measured	measure	VERB
essd-73	12	13	and	and	CCONJ
essd-73	12	14	estimated	estimated	ADJ
essd-73	12	15	values	value	NOUN
essd-73	12	16	.	.	PUNCT
essd-73	13	1	©	©	ADP
essd-73	13	2	2019	2019	NUM
essd-73	13	3	the	the	DET
essd-73	13	4	authors	author	NOUN
essd-73	13	5	.	.	PUNCT
essd-73	14	1	published	publish	VERB
essd-73	14	2	by	by	ADP
essd-73	14	3	ierek	ierek	PROPN
essd-73	14	4	press	press	NOUN
essd-73	14	5	.	.	PUNCT
essd-73	15	1	this	this	PRON
essd-73	15	2	is	be	AUX
essd-73	15	3	an	an	DET
essd-73	15	4	open	open	ADJ
essd-73	15	5	access	access	NOUN
essd-73	15	6	article	article	NOUN
essd-73	15	7	under	under	ADP
essd-73	15	8	the	the	DET
essd-73	15	9	cc	cc	NOUN
essd-73	15	10	by	by	ADP
essd-73	15	11	license	license	NOUN
essd-73	15	12	(	(	PUNCT
essd-73	15	13	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
essd-73	15	14	)	)	PUNCT
essd-73	15	15	.	.	PUNCT
essd-73	16	1	peer	peer	NOUN
essd-73	16	2	-	-	PUNCT
essd-73	16	3	review	review	NOUN
essd-73	16	4	under	under	ADP
essd-73	16	5	responsibility	responsibility	NOUN
essd-73	16	6	of	of	ADP
essd-73	16	7	essd	essd	NOUN
essd-73	16	8	’s	’s	PART
essd-73	16	9	international	international	ADJ
essd-73	16	10	scientific	scientific	ADJ
essd-73	16	11	committee	committee	NOUN
essd-73	16	12	of	of	ADP
essd-73	16	13	reviewers	reviewer	NOUN
essd-73	16	14	.	.	PUNCT
essd-73	17	1	keywords	keyword	VERB
essd-73	17	2	artificial	artificial	ADJ
essd-73	17	3	neural	neural	ADJ
essd-73	17	4	networks	network	NOUN
essd-73	17	5	(	(	PUNCT
essd-73	17	6	ann	ann	PROPN
essd-73	17	7	)	)	PUNCT
essd-73	17	8	;	;	PUNCT
essd-73	17	9	solar	solar	ADJ
essd-73	17	10	energy	energy	NOUN
essd-73	17	11	;	;	PUNCT
essd-73	17	12	solar	solar	ADJ
essd-73	17	13	radiation	radiation	NOUN
essd-73	17	14	models	model	NOUN
essd-73	17	15	;	;	PUNCT
essd-73	17	16	statistical	statistical	ADJ
essd-73	17	17	indicators	indicator	NOUN
essd-73	17	18	;	;	PUNCT
essd-73	17	19	temperature	temperature	NOUN
essd-73	17	20	-	-	PUNCT
essd-73	17	21	based	base	VERB
essd-73	17	22	models	model	NOUN
essd-73	17	23	;	;	PUNCT
essd-73	17	24	egypt	egypt	PROPN
essd-73	17	25	1	1	NUM
essd-73	17	26	.	.	PUNCT
essd-73	18	1	introduction	introduction	NOUN
essd-73	18	2	affordable	affordable	ADJ
essd-73	18	3	and	and	CCONJ
essd-73	18	4	clean	clean	ADJ
essd-73	18	5	energy	energy	NOUN
essd-73	18	6	is	be	AUX
essd-73	18	7	the	the	DET
essd-73	18	8	7th	7th	ADJ
essd-73	18	9	goal	goal	NOUN
essd-73	18	10	in	in	ADP
essd-73	18	11	the	the	DET
essd-73	18	12	sustainable	sustainable	ADJ
essd-73	18	13	development	development	NOUN
essd-73	18	14	goals	goal	NOUN
essd-73	18	15	(	(	PUNCT
essd-73	18	16	sdgs	sdgs	ADJ
essd-73	18	17	)	)	PUNCT
essd-73	18	18	,	,	PUNCT
essd-73	18	19	which	which	PRON
essd-73	18	20	not	not	PART
essd-73	18	21	only	only	ADV
essd-73	18	22	satisfies	satisfy	VERB
essd-73	18	23	the	the	DET
essd-73	18	24	sustainability	sustainability	NOUN
essd-73	18	25	but	but	CCONJ
essd-73	18	26	also	also	ADV
essd-73	18	27	saves	save	VERB
essd-73	18	28	the	the	DET
essd-73	18	29	climate	climate	NOUN
essd-73	18	30	and	and	CCONJ
essd-73	18	31	environment	environment	NOUN
essd-73	18	32	.	.	PUNCT
essd-73	19	1	the	the	DET
essd-73	19	2	most	most	ADV
essd-73	19	3	sustainable	sustainable	ADJ
essd-73	19	4	source	source	NOUN
essd-73	19	5	of	of	ADP
essd-73	19	6	energy	energy	NOUN
essd-73	19	7	with	with	ADP
essd-73	19	8	unlimited	unlimited	ADJ
essd-73	19	9	and	and	CCONJ
essd-73	19	10	infinity	infinity	NOUN
essd-73	19	11	reserves	reserve	NOUN
essd-73	19	12	is	be	AUX
essd-73	19	13	the	the	DET
essd-73	19	14	solar	solar	ADJ
essd-73	19	15	energy	energy	NOUN
essd-73	19	16	,	,	PUNCT
essd-73	19	17	which	which	PRON
essd-73	19	18	is	be	AUX
essd-73	19	19	the	the	DET
essd-73	19	20	main	main	ADJ
essd-73	19	21	source	source	NOUN
essd-73	19	22	of	of	ADP
essd-73	19	23	all	all	DET
essd-73	19	24	types	type	NOUN
essd-73	19	25	of	of	ADP
essd-73	19	26	energy	energy	NOUN
essd-73	19	27	on	on	ADP
essd-73	19	28	earth	earth	NOUN
essd-73	19	29	.	.	PUNCT
essd-73	20	1	accurate	accurate	ADJ
essd-73	20	2	knowledge	knowledge	NOUN
essd-73	20	3	of	of	ADP
essd-73	20	4	solar	solar	ADJ
essd-73	20	5	radiation	radiation	NOUN
essd-73	20	6	is	be	AUX
essd-73	20	7	considered	consider	VERB
essd-73	20	8	to	to	PART
essd-73	20	9	be	be	AUX
essd-73	20	10	the	the	DET
essd-73	20	11	primary	primary	ADJ
essd-73	20	12	step	step	NOUN
essd-73	20	13	in	in	ADP
essd-73	20	14	solar	solar	ADJ
essd-73	20	15	energy	energy	NOUN
essd-73	20	16	availability	availability	NOUN
essd-73	20	17	assessment	assessment	NOUN
essd-73	20	18	and	and	CCONJ
essd-73	20	19	serves	serve	VERB
essd-73	20	20	as	as	ADP
essd-73	20	21	the	the	DET
essd-73	20	22	first	first	ADJ
essd-73	20	23	input	input	NOUN
essd-73	20	24	for	for	ADP
essd-73	20	25	various	various	ADJ
essd-73	20	26	applications	application	NOUN
essd-73	20	27	of	of	ADP
essd-73	20	28	solar	solar	ADJ
essd-73	20	29	energy	energy	NOUN
essd-73	20	30	(	(	PUNCT
essd-73	20	31	janjai	janjai	PROPN
essd-73	20	32	,	,	PUNCT
essd-73	20	33	pankaew	pankaew	PROPN
essd-73	20	34	&	&	CCONJ
essd-73	20	35	laksanaboonsong	laksanaboonsong	PROPN
essd-73	20	36	,	,	PUNCT
essd-73	20	37	2009	2009	NUM
essd-73	20	38	;	;	PUNCT
essd-73	20	39	wong	wong	PROPN
essd-73	20	40	&	&	CCONJ
essd-73	20	41	chow	chow	PROPN
essd-73	20	42	,	,	PUNCT
essd-73	20	43	2001	2001	NUM
essd-73	20	44	;	;	PUNCT
essd-73	20	45	hassan	hassan	PROPN
essd-73	20	46	,	,	PUNCT
essd-73	20	47	ali	ali	PROPN
essd-73	20	48	&	&	CCONJ
essd-73	20	49	youssef	youssef	PROPN
essd-73	20	50	,	,	PUNCT
essd-73	20	51	2017	2017	NUM
essd-73	20	52	)	)	PUNCT
essd-73	20	53	.	.	PUNCT
essd-73	21	1	the	the	DET
essd-73	21	2	unavailability	unavailability	NOUN
essd-73	21	3	of	of	ADP
essd-73	21	4	the	the	DET
essd-73	21	5	solar	solar	ADJ
essd-73	21	6	radiation	radiation	NOUN
essd-73	21	7	measurements	measurement	NOUN
essd-73	21	8	for	for	ADP
essd-73	21	9	several	several	ADJ
essd-73	21	10	sites	site	NOUN
essd-73	21	11	around	around	ADP
essd-73	21	12	the	the	DET
essd-73	21	13	world	world	NOUN
essd-73	21	14	,	,	PUNCT
essd-73	21	15	because	because	SCONJ
essd-73	21	16	of	of	ADP
essd-73	21	17	the	the	DET
essd-73	21	18	high	high	ADJ
essd-73	21	19	cost	cost	NOUN
essd-73	21	20	and	and	CCONJ
essd-73	21	21	equipment	equipment	NOUN
essd-73	21	22	calibration	calibration	NOUN
essd-73	21	23	and	and	CCONJ
essd-73	21	24	maintenance	maintenance	NOUN
essd-73	21	25	requirements	requirement	NOUN
essd-73	21	26	(	(	PUNCT
essd-73	21	27	el	el	NOUN
essd-73	21	28	-	-	NOUN
essd-73	21	29	sebaii	sebaii	PROPN
essd-73	21	30	,	,	PUNCT
essd-73	21	31	al	al	PROPN
essd-73	21	32	-	-	PUNCT
essd-73	21	33	hazmi	hazmi	NOUN
essd-73	21	34	,	,	PUNCT
essd-73	21	35	al	al	PROPN
essd-73	21	36	-	-	PUNCT
essd-73	21	37	ghamdi	ghamdi	PROPN
essd-73	21	38	&	&	CCONJ
essd-73	21	39	yaghmour	yaghmour	PROPN
essd-73	21	40	,	,	PUNCT
essd-73	21	41	2010	2010	NUM
essd-73	21	42	;	;	PUNCT
essd-73	21	43	hassan	hassan	PROPN
essd-73	21	44	,	,	PUNCT
essd-73	21	45	youssef	youssef	PROPN
essd-73	21	46	,	,	PUNCT
essd-73	21	47	ali	ali	PROPN
essd-73	21	48	,	,	PUNCT
essd-73	21	49	mohamed	mohamed	PROPN
essd-73	21	50	&	&	CCONJ
essd-73	21	51	hanafy	hanafy	PROPN
essd-73	21	52	,	,	PUNCT
essd-73	21	53	2017	2017	NUM
essd-73	21	54	)	)	PUNCT
essd-73	21	55	,	,	PUNCT
essd-73	21	56	leads	lead	VERB
essd-73	21	57	to	to	ADP
essd-73	21	58	proposing	propose	VERB
essd-73	21	59	pg	pg	NOUN
essd-73	21	60	.	.	PUNCT
essd-73	22	1	16	16	NUM
essd-73	22	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
essd-73	22	3	https://crossmark.crossref.org/dialog/?doi=10.21625/essd.v2i1.73&domain=press.ierek.com	https://crossmark.crossref.org/dialog/?doi=10.21625/essd.v2i1.73&domain=press.ierek.com	X
essd-73	22	4	hassan	hassan	PROPN
essd-73	22	5	/	/	SYM
essd-73	22	6	environmental	environmental	ADJ
essd-73	22	7	science	science	NOUN
essd-73	22	8	and	and	CCONJ
essd-73	22	9	sustainable	sustainable	ADJ
essd-73	22	10	development	development	NOUN
essd-73	22	11	,	,	PUNCT
essd-73	22	12	essd	essd	NOUN
essd-73	22	13	different	different	ADJ
essd-73	22	14	models	model	NOUN
essd-73	22	15	for	for	ADP
essd-73	22	16	predicting	predict	VERB
essd-73	22	17	the	the	DET
essd-73	22	18	global	global	ADJ
essd-73	22	19	solar	solar	ADJ
essd-73	22	20	radiation	radiation	NOUN
essd-73	22	21	.	.	PUNCT
essd-73	23	1	angström	angström	PRON
essd-73	23	2	(	(	PUNCT
essd-73	23	3	1924	1924	NUM
essd-73	23	4	)	)	PUNCT
essd-73	23	5	introduced	introduce	VERB
essd-73	23	6	the	the	DET
essd-73	23	7	primary	primary	ADJ
essd-73	23	8	sunshine	sunshine	NOUN
essd-73	23	9	-	-	PUNCT
essd-73	23	10	based	base	VERB
essd-73	23	11	model	model	NOUN
essd-73	23	12	,	,	PUNCT
essd-73	23	13	which	which	PRON
essd-73	23	14	was	be	AUX
essd-73	23	15	modified	modify	VERB
essd-73	23	16	by	by	ADP
essd-73	23	17	prescott	prescott	PROPN
essd-73	23	18	(	(	PUNCT
essd-73	23	19	1940	1940	NUM
essd-73	23	20	)	)	PUNCT
essd-73	23	21	and	and	CCONJ
essd-73	23	22	has	have	AUX
essd-73	23	23	become	become	VERB
essd-73	23	24	the	the	DET
essd-73	23	25	most	most	ADV
essd-73	23	26	widely	widely	ADV
essd-73	23	27	used	use	VERB
essd-73	23	28	model	model	NOUN
essd-73	23	29	around	around	ADP
essd-73	23	30	the	the	DET
essd-73	23	31	world	world	NOUN
essd-73	23	32	for	for	ADP
essd-73	23	33	evaluating	evaluate	VERB
essd-73	23	34	solar	solar	ADJ
essd-73	23	35	radiation	radiation	NOUN
essd-73	23	36	(	(	PUNCT
essd-73	23	37	besharat	besharat	NOUN
essd-73	23	38	,	,	PUNCT
essd-73	23	39	dehghan	dehghan	PROPN
essd-73	23	40	,	,	PUNCT
essd-73	23	41	faghih	faghih	PROPN
essd-73	23	42	&	&	CCONJ
essd-73	23	43	2013	2013	NUM
essd-73	23	44	;	;	PUNCT
essd-73	23	45	almorox	almorox	PROPN
essd-73	23	46	,	,	PUNCT
essd-73	23	47	benito	benito	PROPN
essd-73	23	48	&	&	CCONJ
essd-73	23	49	hontoria	hontoria	PROPN
essd-73	23	50	,	,	PUNCT
essd-73	23	51	2005	2005	NUM
essd-73	23	52	)	)	PUNCT
essd-73	23	53	.	.	PUNCT
essd-73	24	1	the	the	DET
essd-73	24	2	study	study	NOUN
essd-73	24	3	of	of	ADP
essd-73	24	4	investigating	investigate	VERB
essd-73	24	5	the	the	DET
essd-73	24	6	performance	performance	NOUN
essd-73	24	7	of	of	ADP
essd-73	24	8	31	31	NUM
essd-73	24	9	non	non	ADJ
essd-73	24	10	-	-	ADJ
essd-73	24	11	sunshine	sunshine	ADJ
essd-73	24	12	-	-	PUNCT
essd-73	24	13	based	base	VERB
essd-73	24	14	models	model	NOUN
essd-73	24	15	for	for	ADP
essd-73	24	16	predicting	predict	VERB
essd-73	24	17	the	the	DET
essd-73	24	18	monthly	monthly	ADJ
essd-73	24	19	average	average	NOUN
essd-73	24	20	of	of	ADP
essd-73	24	21	daily	daily	ADJ
essd-73	24	22	global	global	ADJ
essd-73	24	23	solar	solar	ADJ
essd-73	24	24	radiation	radiation	NOUN
essd-73	24	25	on	on	ADP
essd-73	24	26	a	a	DET
essd-73	24	27	horizontal	horizontal	ADJ
essd-73	24	28	surface	surface	NOUN
essd-73	24	29	was	be	AUX
essd-73	24	30	carried	carry	VERB
essd-73	24	31	out	out	ADP
essd-73	24	32	by	by	ADP
essd-73	24	33	(	(	PUNCT
essd-73	24	34	youssef	youssef	PROPN
essd-73	24	35	,	,	PUNCT
essd-73	24	36	hassan	hassan	PROPN
essd-73	24	37	,	,	PUNCT
essd-73	24	38	youssif	youssif	PROPN
essd-73	24	39	&	&	CCONJ
essd-73	24	40	ali	ali	PROPN
essd-73	24	41	,	,	PUNCT
essd-73	24	42	2016	2016	NUM
essd-73	24	43	)	)	PUNCT
essd-73	24	44	.	.	PUNCT
essd-73	25	1	the	the	DET
essd-73	25	2	models	model	NOUN
essd-73	25	3	that	that	PRON
essd-73	25	4	have	have	VERB
essd-73	25	5	the	the	DET
essd-73	25	6	most	most	ADV
essd-73	25	7	accurate	accurate	ADJ
essd-73	25	8	estimations	estimation	NOUN
essd-73	25	9	are	be	AUX
essd-73	25	10	recognized	recognize	VERB
essd-73	25	11	,	,	PUNCT
essd-73	25	12	and	and	CCONJ
essd-73	25	13	the	the	DET
essd-73	25	14	best	good	ADJ
essd-73	25	15	model	model	NOUN
essd-73	25	16	among	among	ADP
essd-73	25	17	all	all	DET
essd-73	25	18	models	model	NOUN
essd-73	25	19	is	be	AUX
essd-73	25	20	also	also	ADV
essd-73	25	21	identified	identify	VERB
essd-73	25	22	.	.	PUNCT
essd-73	26	1	similarly	similarly	ADV
essd-73	26	2	,	,	PUNCT
essd-73	26	3	(	(	PUNCT
essd-73	26	4	hassan	hassan	PROPN
essd-73	26	5	,	,	PUNCT
essd-73	26	6	youssef	youssef	PROPN
essd-73	26	7	,	,	PUNCT
essd-73	26	8	mohamed	mohamed	PROPN
essd-73	26	9	,	,	PUNCT
essd-73	26	10	ali	ali	PROPN
essd-73	26	11	&	&	CCONJ
essd-73	26	12	hanafy	hanafy	PROPN
essd-73	26	13	,	,	PUNCT
essd-73	26	14	2016	2016	NUM
essd-73	26	15	)	)	PUNCT
essd-73	26	16	presented	present	VERB
essd-73	26	17	a	a	DET
essd-73	26	18	new	new	ADJ
essd-73	26	19	temperature	temperature	NOUN
essd-73	26	20	-	-	PUNCT
essd-73	26	21	based	base	VERB
essd-73	26	22	model	model	NOUN
essd-73	26	23	for	for	ADP
essd-73	26	24	estimating	estimate	VERB
essd-73	26	25	global	global	ADJ
essd-73	26	26	solar	solar	ADJ
essd-73	26	27	radiation	radiation	NOUN
essd-73	26	28	.	.	PUNCT
essd-73	27	1	the	the	DET
essd-73	27	2	results	result	NOUN
essd-73	27	3	showed	show	VERB
essd-73	27	4	that	that	SCONJ
essd-73	27	5	the	the	DET
essd-73	27	6	new	new	ADJ
essd-73	27	7	suggested	suggest	VERB
essd-73	27	8	models	model	NOUN
essd-73	27	9	have	have	VERB
essd-73	27	10	accurate	accurate	ADJ
essd-73	27	11	and	and	CCONJ
essd-73	27	12	excellent	excellent	ADJ
essd-73	27	13	predictions	prediction	NOUN
essd-73	27	14	for	for	ADP
essd-73	27	15	global	global	ADJ
essd-73	27	16	solar	solar	ADJ
essd-73	27	17	radiation	radiation	NOUN
essd-73	27	18	at	at	ADP
essd-73	27	19	different	different	ADJ
essd-73	27	20	locations	location	NOUN
essd-73	27	21	,	,	PUNCT
essd-73	27	22	especially	especially	ADV
essd-73	27	23	at	at	ADP
essd-73	27	24	coastal	coastal	ADJ
essd-73	27	25	sites	site	NOUN
essd-73	27	26	.	.	PUNCT
essd-73	28	1	furthermore	furthermore	ADV
essd-73	28	2	,	,	PUNCT
essd-73	28	3	the	the	DET
essd-73	28	4	new	new	ADJ
essd-73	28	5	presented	present	VERB
essd-73	28	6	formulas	formula	NOUN
essd-73	28	7	of	of	ADP
essd-73	28	8	the	the	DET
essd-73	28	9	best	good	ADJ
essd-73	28	10	temperature	temperature	NOUN
essd-73	28	11	-	-	PUNCT
essd-73	28	12	based	base	VERB
essd-73	28	13	model	model	NOUN
essd-73	28	14	also	also	ADV
essd-73	28	15	provide	provide	VERB
essd-73	28	16	better	well	ADJ
essd-73	28	17	results	result	NOUN
essd-73	28	18	compared	compare	VERB
essd-73	28	19	with	with	ADP
essd-73	28	20	those	those	PRON
essd-73	28	21	for	for	ADP
essd-73	28	22	the	the	DET
essd-73	28	23	most	most	ADV
essd-73	28	24	accurate	accurate	ADJ
essd-73	28	25	sunshine	sunshine	NOUN
essd-73	28	26	-	-	PUNCT
essd-73	28	27	based	base	VERB
essd-73	28	28	models	model	NOUN
essd-73	28	29	from	from	ADP
essd-73	28	30	the	the	DET
essd-73	28	31	literature	literature	NOUN
essd-73	28	32	.	.	PUNCT
essd-73	29	1	in	in	ADP
essd-73	29	2	addition	addition	NOUN
essd-73	29	3	,	,	PUNCT
essd-73	29	4	the	the	DET
essd-73	29	5	issue	issue	NOUN
essd-73	29	6	of	of	ADP
essd-73	29	7	assessing	assess	VERB
essd-73	29	8	the	the	DET
essd-73	29	9	performance	performance	NOUN
essd-73	29	10	of	of	ADP
essd-73	29	11	different	different	ADJ
essd-73	29	12	day	day	NOUN
essd-73	29	13	-	-	PUNCT
essd-73	29	14	of	of	ADP
essd-73	29	15	-	-	PUNCT
essd-73	29	16	the	the	DET
essd-73	29	17	-	-	PUNCT
essd-73	29	18	year	year	NOUN
essd-73	29	19	-	-	PUNCT
essd-73	29	20	based	base	VERB
essd-73	29	21	models	model	NOUN
essd-73	29	22	to	to	PART
essd-73	29	23	estimate	estimate	VERB
essd-73	29	24	global	global	ADJ
essd-73	29	25	solar	solar	ADJ
essd-73	29	26	radiation	radiation	NOUN
essd-73	29	27	case	case	NOUN
essd-73	29	28	study	study	NOUN
essd-73	29	29	:	:	PUNCT
essd-73	29	30	egypt	egypt	PROPN
essd-73	29	31	was	be	AUX
essd-73	29	32	carried	carry	VERB
essd-73	29	33	out	out	ADP
essd-73	29	34	by	by	ADP
essd-73	29	35	(	(	PUNCT
essd-73	29	36	hassan	hassan	PROPN
essd-73	29	37	et	et	PROPN
essd-73	29	38	al	al	PROPN
essd-73	29	39	.	.	PROPN
essd-73	29	40	,	,	PUNCT
essd-73	29	41	2016	2016	NUM
essd-73	29	42	)	)	PUNCT
essd-73	29	43	.	.	PUNCT
essd-73	30	1	the	the	DET
essd-73	30	2	obtained	obtain	VERB
essd-73	30	3	results	result	NOUN
essd-73	30	4	illustrated	illustrate	VERB
essd-73	30	5	that	that	SCONJ
essd-73	30	6	the	the	DET
essd-73	30	7	hybrid	hybrid	ADJ
essd-73	30	8	sine	sine	NOUN
essd-73	30	9	and	and	CCONJ
essd-73	30	10	cosine	cosine	NOUN
essd-73	30	11	wave	wave	NOUN
essd-73	30	12	model	model	NOUN
essd-73	30	13	and	and	CCONJ
essd-73	30	14	the	the	DET
essd-73	30	15	4th	4th	ADJ
essd-73	30	16	order	order	NOUN
essd-73	30	17	polynomial	polynomial	ADJ
essd-73	30	18	degree	degree	NOUN
essd-73	30	19	model	model	NOUN
essd-73	30	20	have	have	VERB
essd-73	30	21	the	the	DET
essd-73	30	22	best	good	ADJ
essd-73	30	23	estimations	estimation	NOUN
essd-73	30	24	for	for	ADP
essd-73	30	25	global	global	ADJ
essd-73	30	26	solar	solar	ADJ
essd-73	30	27	radiation	radiation	NOUN
essd-73	30	28	on	on	ADP
essd-73	30	29	a	a	DET
essd-73	30	30	horizontal	horizontal	ADJ
essd-73	30	31	surface	surface	NOUN
essd-73	30	32	.	.	PUNCT
essd-73	31	1	jiang	jiang	PROPN
essd-73	31	2	(	(	PUNCT
essd-73	31	3	2009	2009	NUM
essd-73	31	4	)	)	PUNCT
essd-73	31	5	proposes	propose	VERB
essd-73	31	6	study	study	NOUN
essd-73	31	7	of	of	ADP
essd-73	31	8	computation	computation	NOUN
essd-73	31	9	of	of	ADP
essd-73	31	10	the	the	DET
essd-73	31	11	monthly	monthly	ADJ
essd-73	31	12	average	average	ADJ
essd-73	31	13	daily	daily	ADJ
essd-73	31	14	global	global	ADJ
essd-73	31	15	solar	solar	ADJ
essd-73	31	16	radiation	radiation	NOUN
essd-73	31	17	using	use	VERB
essd-73	31	18	artificial	artificial	ADJ
essd-73	31	19	neural	neural	ADJ
essd-73	31	20	networks	network	NOUN
essd-73	31	21	and	and	CCONJ
essd-73	31	22	comparison	comparison	NOUN
essd-73	31	23	with	with	ADP
essd-73	31	24	other	other	ADJ
essd-73	31	25	empirical	empirical	ADJ
essd-73	31	26	models	model	NOUN
essd-73	31	27	in	in	ADP
essd-73	31	28	china	china	PROPN
essd-73	31	29	.	.	PUNCT
essd-73	32	1	the	the	DET
essd-73	32	2	developed	develop	VERB
essd-73	32	3	ann	ann	PROPN
essd-73	32	4	model	model	NOUN
essd-73	32	5	used	use	VERB
essd-73	32	6	feed	feed	NOUN
essd-73	32	7	-	-	PUNCT
essd-73	32	8	forward	forward	NOUN
essd-73	32	9	back	back	NOUN
essd-73	32	10	propagation	propagation	NOUN
essd-73	32	11	algorithm	algorithm	NOUN
essd-73	32	12	in	in	ADP
essd-73	32	13	the	the	DET
essd-73	32	14	analysis	analysis	NOUN
essd-73	32	15	.	.	PUNCT
essd-73	33	1	şenkal	şenkal	PROPN
essd-73	33	2	&	&	CCONJ
essd-73	33	3	kuleli	kuleli	PROPN
essd-73	33	4	(	(	PUNCT
essd-73	33	5	2009	2009	NUM
essd-73	33	6	)	)	PUNCT
essd-73	33	7	evaluated	evaluate	VERB
essd-73	33	8	solar	solar	ADJ
essd-73	33	9	radiation	radiation	NOUN
essd-73	33	10	in	in	ADP
essd-73	33	11	turkey	turkey	NOUN
essd-73	33	12	using	use	VERB
essd-73	33	13	artificial	artificial	ADJ
essd-73	33	14	neural	neural	ADJ
essd-73	33	15	networks	network	NOUN
essd-73	33	16	and	and	CCONJ
essd-73	33	17	satellite	satellite	NOUN
essd-73	33	18	data	datum	NOUN
essd-73	33	19	.	.	PUNCT
essd-73	34	1	the	the	DET
essd-73	34	2	ann	ann	PROPN
essd-73	34	3	model	model	NOUN
essd-73	34	4	used	use	VERB
essd-73	34	5	scale	scale	NOUN
essd-73	34	6	conjugate	conjugate	ADJ
essd-73	34	7	gradient	gradient	NOUN
essd-73	34	8	(	(	PUNCT
essd-73	34	9	scg	scg	NOUN
essd-73	34	10	)	)	PUNCT
essd-73	34	11	and	and	CCONJ
essd-73	34	12	resilient	resilient	ADJ
essd-73	34	13	propagation	propagation	NOUN
essd-73	34	14	(	(	PUNCT
essd-73	34	15	rp	rp	NOUN
essd-73	34	16	)	)	PUNCT
essd-73	34	17	learning	learn	VERB
essd-73	34	18	algorithms	algorithm	NOUN
essd-73	34	19	and	and	CCONJ
essd-73	34	20	logistic	logistic	ADJ
essd-73	34	21	sigmoid	sigmoid	NOUN
essd-73	34	22	transfer	transfer	NOUN
essd-73	34	23	function	function	NOUN
essd-73	34	24	.	.	PUNCT
essd-73	35	1	this	this	DET
essd-73	35	2	study	study	NOUN
essd-73	35	3	aims	aim	VERB
essd-73	35	4	to	to	PART
essd-73	35	5	investigate	investigate	VERB
essd-73	35	6	the	the	DET
essd-73	35	7	performance	performance	NOUN
essd-73	35	8	of	of	ADP
essd-73	35	9	artificial	artificial	ADJ
essd-73	35	10	neural	neural	ADJ
essd-73	35	11	network	network	NOUN
essd-73	35	12	models	model	NOUN
essd-73	35	13	for	for	ADP
essd-73	35	14	estimating	estimate	VERB
essd-73	35	15	the	the	DET
essd-73	35	16	monthly	monthly	ADJ
essd-73	35	17	average	average	ADJ
essd-73	35	18	daily	daily	ADJ
essd-73	35	19	global	global	ADJ
essd-73	35	20	solar	solar	ADJ
essd-73	35	21	radiation	radiation	NOUN
essd-73	35	22	on	on	ADP
essd-73	35	23	a	a	DET
essd-73	35	24	horizontal	horizontal	ADJ
essd-73	35	25	surface	surface	NOUN
essd-73	35	26	,	,	PUNCT
essd-73	35	27	(	(	PUNCT
essd-73	35	28	g	g	NOUN
essd-73	35	29	)	)	PUNCT
essd-73	35	30	,	,	PUNCT
essd-73	35	31	at	at	ADP
essd-73	35	32	study	study	NOUN
essd-73	35	33	location	location	NOUN
essd-73	35	34	as	as	ADP
essd-73	35	35	a	a	DET
essd-73	35	36	case	case	NOUN
essd-73	35	37	study	study	NOUN
essd-73	35	38	.	.	PUNCT
essd-73	36	1	for	for	ADP
essd-73	36	2	achieving	achieve	VERB
essd-73	36	3	this	this	DET
essd-73	36	4	purpose	purpose	NOUN
essd-73	36	5	,	,	PUNCT
essd-73	36	6	the	the	DET
essd-73	36	7	measured	measure	VERB
essd-73	36	8	global	global	ADJ
essd-73	36	9	solar	solar	ADJ
essd-73	36	10	radiation	radiation	NOUN
essd-73	36	11	data	datum	NOUN
essd-73	36	12	at	at	ADP
essd-73	36	13	new	new	PROPN
essd-73	36	14	borg	borg	PROPN
essd-73	36	15	el	el	PROPN
essd-73	36	16	-	-	PROPN
essd-73	36	17	arab	arab	PROPN
essd-73	36	18	,	,	PUNCT
essd-73	36	19	egypt	egypt	PROPN
essd-73	36	20	(	(	PUNCT
essd-73	36	21	lat	lat	PROPN
essd-73	36	22	.	.	PUNCT
essd-73	36	23	30	30	NUM
essd-73	36	24	°	°	NUM
essd-73	36	25	51	51	NUM
essd-73	36	26	n	n	NOUN
essd-73	36	27	and	and	CCONJ
essd-73	36	28	long	long	ADV
essd-73	36	29	.	.	PUNCT
essd-73	37	1	29	29	NUM
essd-73	37	2	°	°	NUM
essd-73	37	3	34	34	NUM
essd-73	37	4	e	e	NOUN
essd-73	37	5	)	)	PUNCT
essd-73	37	6	are	be	AUX
essd-73	37	7	utilized	utilize	VERB
essd-73	37	8	for	for	ADP
essd-73	37	9	establishing	establish	VERB
essd-73	37	10	and	and	CCONJ
essd-73	37	11	validating	validate	VERB
essd-73	37	12	the	the	DET
essd-73	37	13	proposed	propose	VERB
essd-73	37	14	models	model	NOUN
essd-73	37	15	.	.	PUNCT
essd-73	38	1	moreover	moreover	ADV
essd-73	38	2	,	,	PUNCT
essd-73	38	3	the	the	DET
essd-73	38	4	most	most	ADV
essd-73	38	5	commonly	commonly	ADV
essd-73	38	6	statistical	statistical	ADJ
essd-73	38	7	indicators	indicator	NOUN
essd-73	38	8	,	,	PUNCT
essd-73	38	9	such	such	ADJ
essd-73	38	10	as	as	ADP
essd-73	38	11	root	root	NOUN
essd-73	38	12	mean	mean	ADJ
essd-73	38	13	square	square	ADJ
essd-73	38	14	error	error	NOUN
essd-73	38	15	(	(	PUNCT
essd-73	38	16	rmse	rmse	NOUN
essd-73	38	17	)	)	PUNCT
essd-73	38	18	and	and	CCONJ
essd-73	38	19	coefficient	coefficient	NOUN
essd-73	38	20	of	of	ADP
essd-73	38	21	determination	determination	NOUN
essd-73	38	22	(	(	PUNCT
essd-73	38	23	r2	r2	PROPN
essd-73	38	24	)	)	PUNCT
essd-73	38	25	,	,	PUNCT
essd-73	38	26	are	be	AUX
essd-73	38	27	calculated	calculate	VERB
essd-73	38	28	to	to	PART
essd-73	38	29	evaluate	evaluate	VERB
essd-73	38	30	the	the	DET
essd-73	38	31	performance	performance	NOUN
essd-73	38	32	of	of	ADP
essd-73	38	33	these	these	DET
essd-73	38	34	models	model	NOUN
essd-73	38	35	(	(	PUNCT
essd-73	38	36	besharat	besharat	NOUN
essd-73	38	37	et	et	PROPN
essd-73	38	38	al	al	PROPN
essd-73	38	39	.	.	PROPN
essd-73	38	40	2013	2013	NUM
essd-73	38	41	;	;	PUNCT
essd-73	38	42	li	li	PROPN
essd-73	38	43	,	,	PUNCT
essd-73	38	44	ma	ma	PROPN
essd-73	38	45	,	,	PUNCT
essd-73	38	46	lian	lian	PROPN
essd-73	38	47	&	&	CCONJ
essd-73	38	48	wang	wang	PROPN
essd-73	38	49	,	,	PUNCT
essd-73	38	50	2010	2010	NUM
essd-73	38	51	)	)	PUNCT
essd-73	38	52	.	.	PUNCT
essd-73	39	1	2	2	X
essd-73	39	2	.	.	X
essd-73	39	3	material	material	NOUN
essd-73	39	4	and	and	CCONJ
essd-73	39	5	methods	method	NOUN
essd-73	39	6	2.1	2.1	NUM
essd-73	39	7	.	.	PUNCT
essd-73	40	1	data	datum	NOUN
essd-73	40	2	collection	collection	NOUN
essd-73	40	3	the	the	DET
essd-73	40	4	measured	measure	VERB
essd-73	40	5	dataset	dataset	NOUN
essd-73	40	6	of	of	ADP
essd-73	40	7	ambient	ambient	ADJ
essd-73	40	8	temperature	temperature	NOUN
essd-73	40	9	and	and	CCONJ
essd-73	40	10	global	global	ADJ
essd-73	40	11	solar	solar	ADJ
essd-73	40	12	radiation	radiation	NOUN
essd-73	40	13	between	between	ADP
essd-73	40	14	1st	1st	NOUN
essd-73	40	15	of	of	ADP
essd-73	40	16	july	july	PROPN
essd-73	40	17	1983	1983	NUM
essd-73	40	18	and	and	CCONJ
essd-73	40	19	30th	30th	NOUN
essd-73	40	20	of	of	ADP
essd-73	40	21	june	june	PROPN
essd-73	40	22	2005	2005	NUM
essd-73	40	23	are	be	AUX
essd-73	40	24	used	use	VERB
essd-73	40	25	for	for	ADP
essd-73	40	26	establishing	establish	VERB
essd-73	40	27	and	and	CCONJ
essd-73	40	28	validating	validate	VERB
essd-73	40	29	the	the	DET
essd-73	40	30	applicability	applicability	NOUN
essd-73	40	31	of	of	ADP
essd-73	40	32	models	model	NOUN
essd-73	40	33	to	to	PART
essd-73	40	34	predict	predict	VERB
essd-73	40	35	the	the	DET
essd-73	40	36	monthly	monthly	ADJ
essd-73	40	37	average	average	ADJ
essd-73	40	38	daily	daily	ADJ
essd-73	40	39	global	global	ADJ
essd-73	40	40	solar	solar	ADJ
essd-73	40	41	radiation	radiation	NOUN
essd-73	40	42	on	on	ADP
essd-73	40	43	a	a	DET
essd-73	40	44	horizontal	horizontal	ADJ
essd-73	40	45	surface	surface	NOUN
essd-73	40	46	.	.	PUNCT
essd-73	41	1	these	these	DET
essd-73	41	2	data	datum	NOUN
essd-73	41	3	are	be	AUX
essd-73	41	4	retrieved	retrieve	VERB
essd-73	41	5	from	from	ADP
essd-73	41	6	the	the	DET
essd-73	41	7	nasa	nasa	PROPN
essd-73	41	8	surface	surface	NOUN
essd-73	41	9	meteorology	meteorology	NOUN
essd-73	41	10	and	and	CCONJ
essd-73	41	11	solar	solar	ADJ
essd-73	41	12	energy	energy	NOUN
essd-73	41	13	website	website	NOUN
essd-73	41	14	(	(	PUNCT
essd-73	41	15	youssef	youssef	PROPN
essd-73	41	16	et	et	PROPN
essd-73	41	17	al	al	PROPN
essd-73	41	18	.	.	PROPN
essd-73	41	19	,	,	PUNCT
essd-73	41	20	2016	2016	NUM
essd-73	41	21	;	;	PUNCT
essd-73	41	22	hassan	hassan	PROPN
essd-73	41	23	et	et	PROPN
essd-73	41	24	al	al	PROPN
essd-73	41	25	.	.	PROPN
essd-73	41	26	,	,	PUNCT
essd-73	41	27	2016	2016	NUM
essd-73	41	28	)	)	PUNCT
essd-73	41	29	,	,	PUNCT
essd-73	41	30	(	(	PUNCT
essd-73	41	31	“	"	PUNCT
essd-73	41	32	nasa	nasa	PROPN
essd-73	41	33	surface	surface	NOUN
essd-73	41	34	meteorology	meteorology	NOUN
essd-73	41	35	and	and	CCONJ
essd-73	41	36	solar	solar	ADJ
essd-73	41	37	energy	energy	NOUN
essd-73	41	38	”	"	PUNCT
essd-73	41	39	,	,	PUNCT
essd-73	41	40	n.d	n.d	PROPN
essd-73	41	41	.	.	PROPN
essd-73	41	42	)	)	PUNCT
essd-73	41	43	.	.	PUNCT
essd-73	42	1	2.2	2.2	NUM
essd-73	42	2	.	.	PUNCT
essd-73	42	3	artificial	artificial	ADJ
essd-73	42	4	neural	neural	ADJ
essd-73	42	5	network	network	NOUN
essd-73	42	6	(	(	PUNCT
essd-73	42	7	ann	ann	PROPN
essd-73	42	8	)	)	PUNCT
essd-73	42	9	ann	ann	PROPN
essd-73	42	10	is	be	AUX
essd-73	42	11	a	a	DET
essd-73	42	12	type	type	NOUN
essd-73	42	13	of	of	ADP
essd-73	42	14	artificial	artificial	ADJ
essd-73	42	15	intelligence	intelligence	NOUN
essd-73	42	16	(	(	PUNCT
essd-73	42	17	ai	ai	NOUN
essd-73	42	18	)	)	PUNCT
essd-73	42	19	technique	technique	NOUN
essd-73	42	20	,	,	PUNCT
essd-73	42	21	which	which	PRON
essd-73	42	22	is	be	AUX
essd-73	42	23	a	a	DET
essd-73	42	24	non	non	ADJ
essd-73	42	25	-	-	ADJ
essd-73	42	26	linear	linear	ADJ
essd-73	42	27	mapping	mapping	NOUN
essd-73	42	28	computational	computational	ADJ
essd-73	42	29	algorithm	algorithm	NOUN
essd-73	42	30	based	base	VERB
essd-73	42	31	on	on	ADP
essd-73	42	32	a	a	DET
essd-73	42	33	black	black	ADJ
essd-73	42	34	-	-	PUNCT
essd-73	42	35	box	box	NOUN
essd-73	42	36	modelling	modelling	NOUN
essd-73	42	37	technique	technique	NOUN
essd-73	42	38	.	.	PUNCT
essd-73	43	1	it	it	PRON
essd-73	43	2	is	be	AUX
essd-73	43	3	designed	design	VERB
essd-73	43	4	to	to	PART
essd-73	43	5	deal	deal	VERB
essd-73	43	6	with	with	ADP
essd-73	43	7	training	training	NOUN
essd-73	43	8	data	datum	NOUN
essd-73	43	9	set	set	VERB
essd-73	43	10	in	in	ADP
essd-73	43	11	order	order	NOUN
essd-73	43	12	to	to	PART
essd-73	43	13	learn	learn	VERB
essd-73	43	14	,	,	PUNCT
essd-73	43	15	store	store	NOUN
essd-73	43	16	and	and	CCONJ
essd-73	43	17	recall	recall	VERB
essd-73	43	18	the	the	DET
essd-73	43	19	data	datum	NOUN
essd-73	43	20	to	to	PART
essd-73	43	21	perform	perform	VERB
essd-73	43	22	a	a	DET
essd-73	43	23	multidimensional	multidimensional	ADJ
essd-73	43	24	transformation	transformation	NOUN
essd-73	43	25	between	between	ADP
essd-73	43	26	the	the	DET
essd-73	43	27	input	input	NOUN
essd-73	43	28	and	and	CCONJ
essd-73	43	29	output	output	NOUN
essd-73	43	30	spaces	space	NOUN
essd-73	43	31	without	without	ADP
essd-73	43	32	understanding	understand	VERB
essd-73	43	33	the	the	DET
essd-73	43	34	dynamic	dynamic	ADJ
essd-73	43	35	relation	relation	NOUN
essd-73	43	36	between	between	ADP
essd-73	43	37	them	they	PRON
essd-73	43	38	.	.	PUNCT
essd-73	44	1	ann	ann	PROPN
essd-73	44	2	is	be	AUX
essd-73	44	3	efficient	efficient	ADJ
essd-73	44	4	and	and	CCONJ
essd-73	44	5	less	less	ADJ
essd-73	44	6	time	time	NOUN
essd-73	44	7	-	-	PUNCT
essd-73	44	8	consuming	consume	VERB
essd-73	44	9	in	in	ADP
essd-73	44	10	modelling	model	VERB
essd-73	44	11	different	different	ADJ
essd-73	44	12	complex	complex	ADJ
essd-73	44	13	engineering	engineering	NOUN
essd-73	44	14	problems	problem	NOUN
essd-73	44	15	,	,	PUNCT
essd-73	44	16	such	such	ADJ
essd-73	44	17	as	as	ADP
essd-73	44	18	control	control	NOUN
essd-73	44	19	systems	system	NOUN
essd-73	44	20	,	,	PUNCT
essd-73	44	21	classification	classification	NOUN
essd-73	44	22	,	,	PUNCT
essd-73	44	23	speech	speech	NOUN
essd-73	44	24	,	,	PUNCT
essd-73	44	25	vision	vision	NOUN
essd-73	44	26	and	and	CCONJ
essd-73	44	27	pattern	pattern	NOUN
essd-73	44	28	recognition	recognition	NOUN
essd-73	44	29	compared	compare	VERB
essd-73	44	30	to	to	ADP
essd-73	44	31	other	other	ADJ
essd-73	44	32	mathematical	mathematical	ADJ
essd-73	44	33	models	model	NOUN
essd-73	44	34	,	,	PUNCT
essd-73	44	35	such	such	ADJ
essd-73	44	36	as	as	ADP
essd-73	44	37	regression	regression	NOUN
essd-73	44	38	regression	regression	NOUN
essd-73	44	39	(	(	PUNCT
essd-73	44	40	fadare	fadare	PROPN
essd-73	44	41	,	,	PUNCT
essd-73	44	42	2009	2009	NUM
essd-73	44	43	;	;	PUNCT
essd-73	44	44	kalogirou	kalogirou	PROPN
essd-73	44	45	,	,	PUNCT
essd-73	44	46	2001	2001	NUM
essd-73	44	47	;	;	PUNCT
essd-73	44	48	lin	lin	PROPN
essd-73	44	49	,	,	PUNCT
essd-73	44	50	bhattacharyya	bhattacharyya	PROPN
essd-73	44	51	&	&	CCONJ
essd-73	44	52	kecman	kecman	PROPN
essd-73	44	53	,	,	PUNCT
essd-73	44	54	2003	2003	NUM
essd-73	44	55	)	)	PUNCT
essd-73	44	56	.	.	PUNCT
essd-73	45	1	the	the	DET
essd-73	45	2	ann	ann	PROPN
essd-73	45	3	model	model	NOUN
essd-73	45	4	consists	consist	VERB
essd-73	45	5	of	of	ADP
essd-73	45	6	multiple	multiple	ADJ
essd-73	45	7	connected	connected	ADJ
essd-73	45	8	processing	processing	NOUN
essd-73	45	9	elements	element	NOUN
essd-73	45	10	called	call	VERB
essd-73	45	11	artificial	artificial	ADJ
essd-73	45	12	neurons	neuron	NOUN
essd-73	45	13	.	.	PUNCT
essd-73	46	1	figure	figure	NOUN
essd-73	46	2	(	(	PUNCT
essd-73	46	3	1	1	X
essd-73	46	4	)	)	PUNCT
essd-73	46	5	shows	show	VERB
essd-73	46	6	the	the	DET
essd-73	46	7	five	five	NUM
essd-73	46	8	basic	basic	ADJ
essd-73	46	9	components	component	NOUN
essd-73	46	10	of	of	ADP
essd-73	46	11	the	the	DET
essd-73	46	12	artificial	artificial	ADJ
essd-73	46	13	neuron	neuron	NOUN
essd-73	46	14	,	,	PUNCT
essd-73	46	15	which	which	PRON
essd-73	46	16	are	be	AUX
essd-73	46	17	input	input	NOUN
essd-73	46	18	,	,	PUNCT
essd-73	46	19	weight	weight	NOUN
essd-73	46	20	and	and	CCONJ
essd-73	46	21	biases	bias	NOUN
essd-73	46	22	,	,	PUNCT
essd-73	46	23	summing	sum	VERB
essd-73	46	24	junction	junction	NOUN
essd-73	46	25	,	,	PUNCT
essd-73	46	26	transfer	transfer	NOUN
essd-73	46	27	(	(	PUNCT
essd-73	46	28	activation	activation	NOUN
essd-73	46	29	)	)	PUNCT
essd-73	46	30	function	function	NOUN
essd-73	46	31	,	,	PUNCT
essd-73	46	32	and	and	CCONJ
essd-73	46	33	output	output	NOUN
essd-73	46	34	.	.	PUNCT
essd-73	47	1	for	for	ADP
essd-73	47	2	each	each	DET
essd-73	47	3	artificial	artificial	ADJ
essd-73	47	4	neuron	neuron	NOUN
essd-73	47	5	,	,	PUNCT
essd-73	47	6	every	every	DET
essd-73	47	7	input	input	NOUN
essd-73	47	8	is	be	AUX
essd-73	47	9	multiplied	multiply	VERB
essd-73	47	10	with	with	ADP
essd-73	47	11	individual	individual	ADJ
essd-73	47	12	weight	weight	NOUN
essd-73	47	13	.	.	PUNCT
essd-73	48	1	in	in	ADP
essd-73	48	2	the	the	DET
essd-73	48	3	middle	middle	ADJ
essd-73	48	4	part	part	NOUN
essd-73	48	5	of	of	ADP
essd-73	48	6	the	the	DET
essd-73	48	7	model	model	NOUN
essd-73	48	8	,	,	PUNCT
essd-73	48	9	the	the	DET
essd-73	48	10	sum	sum	NOUN
essd-73	48	11	function	function	NOUN
essd-73	48	12	is	be	AUX
essd-73	48	13	applied	apply	VERB
essd-73	48	14	to	to	ADP
essd-73	48	15	all	all	DET
essd-73	48	16	weighted	weight	VERB
essd-73	48	17	inputs	input	NOUN
essd-73	48	18	and	and	CCONJ
essd-73	48	19	bias	bias	NOUN
essd-73	48	20	.	.	PUNCT
essd-73	49	1	at	at	ADP
essd-73	49	2	the	the	DET
essd-73	49	3	exit	exit	NOUN
essd-73	49	4	of	of	ADP
essd-73	49	5	artificial	artificial	ADJ
essd-73	49	6	pg	pg	NOUN
essd-73	49	7	.	.	PROPN
essd-73	50	1	17	17	NUM
essd-73	50	2	hassan	hassan	PROPN
essd-73	50	3	/	/	SYM
essd-73	50	4	environmental	environmental	ADJ
essd-73	50	5	science	science	NOUN
essd-73	50	6	and	and	CCONJ
essd-73	50	7	sustainable	sustainable	ADJ
essd-73	50	8	development	development	NOUN
essd-73	50	9	,	,	PUNCT
essd-73	50	10	essd	essd	NOUN
essd-73	50	11	neuron	neuron	NOUN
essd-73	50	12	,	,	PUNCT
essd-73	50	13	the	the	DET
essd-73	50	14	sum	sum	NOUN
essd-73	50	15	of	of	ADP
essd-73	50	16	previously	previously	ADV
essd-73	50	17	weighted	weight	VERB
essd-73	50	18	inputs	input	NOUN
essd-73	50	19	is	be	AUX
essd-73	50	20	passing	pass	VERB
essd-73	50	21	through	through	ADP
essd-73	50	22	the	the	DET
essd-73	50	23	transfer	transfer	NOUN
essd-73	50	24	function	function	NOUN
essd-73	50	25	.	.	PUNCT
essd-73	51	1	a	a	DET
essd-73	51	2	simple	simple	ADJ
essd-73	51	3	ann	ann	PROPN
essd-73	51	4	with	with	ADP
essd-73	51	5	multiple	multiple	ADJ
essd-73	51	6	connected	connected	ADJ
essd-73	51	7	artificial	artificial	ADJ
essd-73	51	8	neurons	neuron	NOUN
essd-73	51	9	distributed	distribute	VERB
essd-73	51	10	in	in	ADP
essd-73	51	11	three	three	NUM
essd-73	51	12	multiple	multiple	ADJ
essd-73	51	13	layers	layer	NOUN
essd-73	51	14	called	call	VERB
essd-73	51	15	input	input	NOUN
essd-73	51	16	,	,	PUNCT
essd-73	51	17	hidden	hide	VERB
essd-73	51	18	,	,	PUNCT
essd-73	51	19	and	and	CCONJ
essd-73	51	20	output	output	NOUN
essd-73	51	21	layer	layer	NOUN
essd-73	51	22	is	be	AUX
essd-73	51	23	shown	show	VERB
essd-73	51	24	in	in	ADP
essd-73	51	25	fig	fig	NOUN
essd-73	51	26	.	.	PUNCT
essd-73	52	1	(	(	PUNCT
essd-73	52	2	1	1	NUM
essd-73	52	3	)	)	PUNCT
essd-73	52	4	.	.	PUNCT
essd-73	53	1	the	the	DET
essd-73	53	2	network	network	NOUN
essd-73	53	3	weights	weight	NOUN
essd-73	53	4	are	be	AUX
essd-73	53	5	updated	update	VERB
essd-73	53	6	and	and	CCONJ
essd-73	53	7	adjusted	adjust	VERB
essd-73	53	8	during	during	ADP
essd-73	53	9	the	the	DET
essd-73	53	10	training	training	NOUN
essd-73	53	11	process	process	NOUN
essd-73	53	12	through	through	ADP
essd-73	53	13	different	different	ADJ
essd-73	53	14	algorithms	algorithm	NOUN
essd-73	53	15	until	until	SCONJ
essd-73	53	16	the	the	DET
essd-73	53	17	desired	desire	VERB
essd-73	53	18	output	output	NOUN
essd-73	53	19	is	be	AUX
essd-73	53	20	reproduced	reproduce	VERB
essd-73	53	21	from	from	ADP
essd-73	53	22	a	a	DET
essd-73	53	23	set	set	NOUN
essd-73	53	24	of	of	ADP
essd-73	53	25	inputs	input	NOUN
essd-73	53	26	.	.	PUNCT
essd-73	54	1	the	the	DET
essd-73	54	2	training	training	NOUN
essd-73	54	3	process	process	NOUN
essd-73	54	4	is	be	AUX
essd-73	54	5	based	base	VERB
essd-73	54	6	on	on	ADP
essd-73	54	7	either	either	CCONJ
essd-73	54	8	supervised	supervised	ADJ
essd-73	54	9	or	or	CCONJ
essd-73	54	10	unsupervised	unsupervised	ADJ
essd-73	54	11	learning	learning	NOUN
essd-73	54	12	depending	depend	VERB
essd-73	54	13	on	on	ADP
essd-73	54	14	whether	whether	SCONJ
essd-73	54	15	the	the	DET
essd-73	54	16	expected	expect	VERB
essd-73	54	17	targets	target	NOUN
essd-73	54	18	are	be	AUX
essd-73	54	19	involved	involve	VERB
essd-73	54	20	in	in	ADP
essd-73	54	21	the	the	DET
essd-73	54	22	training	training	NOUN
essd-73	54	23	process	process	NOUN
essd-73	54	24	or	or	CCONJ
essd-73	54	25	not	not	PART
essd-73	54	26	.	.	PUNCT
essd-73	55	1	the	the	DET
essd-73	55	2	ann	ann	PROPN
essd-73	55	3	training	training	NOUN
essd-73	55	4	topology	topology	NOUN
essd-73	55	5	can	can	AUX
essd-73	55	6	allow	allow	VERB
essd-73	55	7	the	the	DET
essd-73	55	8	feed	feed	NOUN
essd-73	55	9	-	-	PUNCT
essd-73	55	10	forward	forward	NOUN
essd-73	55	11	and	and	CCONJ
essd-73	55	12	back	back	NOUN
essd-73	55	13	-	-	PUNCT
essd-73	55	14	propagation	propagation	NOUN
essd-73	55	15	of	of	ADP
essd-73	55	16	the	the	DET
essd-73	55	17	information	information	NOUN
essd-73	55	18	flow	flow	NOUN
essd-73	55	19	in	in	ADP
essd-73	55	20	order	order	NOUN
essd-73	55	21	to	to	PART
essd-73	55	22	minimize	minimize	VERB
essd-73	55	23	the	the	DET
essd-73	55	24	difference	difference	NOUN
essd-73	55	25	between	between	ADP
essd-73	55	26	the	the	DET
essd-73	55	27	output	output	NOUN
essd-73	55	28	and	and	CCONJ
essd-73	55	29	the	the	DET
essd-73	55	30	desired	desire	VERB
essd-73	55	31	target	target	NOUN
essd-73	55	32	.	.	PUNCT
essd-73	56	1	considerable	considerable	ADJ
essd-73	56	2	computational	computational	ADJ
essd-73	56	3	resources	resource	NOUN
essd-73	56	4	are	be	AUX
essd-73	56	5	required	require	VERB
essd-73	56	6	to	to	PART
essd-73	56	7	perform	perform	VERB
essd-73	56	8	a	a	DET
essd-73	56	9	sufficient	sufficient	ADJ
essd-73	56	10	training	training	NOUN
essd-73	56	11	session	session	NOUN
essd-73	56	12	.	.	PUNCT
essd-73	57	1	a	a	DET
essd-73	57	2	non	non	ADJ
essd-73	57	3	-	-	ADJ
essd-73	57	4	linear	linear	ADJ
essd-73	57	5	relation	relation	NOUN
essd-73	57	6	between	between	ADP
essd-73	57	7	input	input	NOUN
essd-73	57	8	and	and	CCONJ
essd-73	57	9	output	output	NOUN
essd-73	57	10	variables	variable	NOUN
essd-73	57	11	is	be	AUX
essd-73	57	12	associated	associate	VERB
essd-73	57	13	with	with	ADP
essd-73	57	14	the	the	DET
essd-73	57	15	trained	train	VERB
essd-73	57	16	ann	ann	PROPN
essd-73	57	17	in	in	ADP
essd-73	57	18	order	order	NOUN
essd-73	57	19	to	to	PART
essd-73	57	20	be	be	AUX
essd-73	57	21	used	use	VERB
essd-73	57	22	to	to	PART
essd-73	57	23	predict	predict	VERB
essd-73	57	24	the	the	DET
essd-73	57	25	output	output	NOUN
essd-73	57	26	for	for	ADP
essd-73	57	27	any	any	DET
essd-73	57	28	new	new	ADJ
essd-73	57	29	input	input	NOUN
essd-73	57	30	data	datum	NOUN
essd-73	57	31	set	set	VERB
essd-73	57	32	,	,	PUNCT
essd-73	57	33	which	which	PRON
essd-73	57	34	is	be	AUX
essd-73	57	35	not	not	PART
essd-73	57	36	a	a	DET
essd-73	57	37	part	part	NOUN
essd-73	57	38	of	of	ADP
essd-73	57	39	the	the	DET
essd-73	57	40	training	training	NOUN
essd-73	57	41	data	datum	NOUN
essd-73	57	42	.	.	PUNCT
essd-73	58	1	more	more	ADJ
essd-73	58	2	detailed	detailed	ADJ
essd-73	58	3	theories	theory	NOUN
essd-73	58	4	and	and	CCONJ
essd-73	58	5	applications	application	NOUN
essd-73	58	6	can	can	AUX
essd-73	58	7	be	be	AUX
essd-73	58	8	found	find	VERB
essd-73	58	9	in	in	ADP
essd-73	58	10	picton	picton	PROPN
essd-73	58	11	(	(	PUNCT
essd-73	58	12	2000	2000	NUM
essd-73	58	13	)	)	PUNCT
essd-73	58	14	.	.	PUNCT
essd-73	59	1	2.3	2.3	NUM
essd-73	59	2	.	.	PUNCT
essd-73	60	1	design	design	NOUN
essd-73	60	2	of	of	ADP
essd-73	60	3	the	the	DET
essd-73	60	4	artificial	artificial	ADJ
essd-73	60	5	neural	neural	ADJ
essd-73	60	6	network	network	NOUN
essd-73	60	7	(	(	PUNCT
essd-73	60	8	ann	ann	PROPN
essd-73	60	9	)	)	PUNCT
essd-73	60	10	model	model	NOUN
essd-73	60	11	proposed	propose	VERB
essd-73	60	12	ann	ann	PROPN
essd-73	60	13	models	model	NOUN
essd-73	60	14	are	be	AUX
essd-73	60	15	trained	train	VERB
essd-73	60	16	under	under	ADP
essd-73	60	17	matlab	matlab	PROPN
essd-73	60	18	neural	neural	ADJ
essd-73	60	19	network	network	NOUN
essd-73	60	20	toolbox	toolbox	NOUN
essd-73	60	21	,	,	PUNCT
essd-73	60	22	and	and	CCONJ
essd-73	60	23	the	the	DET
essd-73	60	24	weights	weight	NOUN
essd-73	60	25	’	'	PUNCT
essd-73	60	26	adjustment	adjustment	NOUN
essd-73	60	27	is	be	AUX
essd-73	60	28	performed	perform	VERB
essd-73	60	29	by	by	ADP
essd-73	60	30	lm	lm	PROPN
essd-73	60	31	algorithm	algorithm	NOUN
essd-73	60	32	.	.	PUNCT
essd-73	61	1	for	for	ADP
essd-73	61	2	the	the	DET
essd-73	61	3	output	output	NOUN
essd-73	61	4	layer	layer	NOUN
essd-73	61	5	,	,	PUNCT
essd-73	61	6	a	a	DET
essd-73	61	7	linear	linear	ADJ
essd-73	61	8	activation	activation	NOUN
essd-73	61	9	function	function	NOUN
essd-73	61	10	“	"	PUNCT
essd-73	61	11	purelin	purelin	NOUN
essd-73	61	12	”	"	PUNCT
essd-73	61	13	is	be	AUX
essd-73	61	14	used	use	VERB
essd-73	61	15	.	.	PUNCT
essd-73	62	1	for	for	ADP
essd-73	62	2	the	the	DET
essd-73	62	3	training	training	NOUN
essd-73	62	4	of	of	ADP
essd-73	62	5	network	network	NOUN
essd-73	62	6	,	,	PUNCT
essd-73	62	7	the	the	DET
essd-73	62	8	algorithm	algorithm	NOUN
essd-73	62	9	“	"	PUNCT
essd-73	62	10	trainlm	trainlm	NOUN
essd-73	62	11	”	"	PUNCT
essd-73	62	12	is	be	AUX
essd-73	62	13	used	use	VERB
essd-73	62	14	.	.	PUNCT
essd-73	63	1	tansig	tansig	NOUN
essd-73	63	2	transfer	transfer	NOUN
essd-73	63	3	function	function	NOUN
essd-73	63	4	is	be	AUX
essd-73	63	5	used	use	VERB
essd-73	63	6	in	in	ADP
essd-73	63	7	the	the	DET
essd-73	63	8	hidden	hide	VERB
essd-73	63	9	layer	layer	NOUN
essd-73	63	10	.	.	PUNCT
essd-73	64	1	the	the	DET
essd-73	64	2	input	input	NOUN
essd-73	64	3	layer	layer	NOUN
essd-73	64	4	and	and	CCONJ
essd-73	64	5	the	the	DET
essd-73	64	6	output	output	NOUN
essd-73	64	7	layer	layer	NOUN
essd-73	64	8	,	,	PUNCT
essd-73	64	9	with	with	ADP
essd-73	64	10	two	two	NUM
essd-73	64	11	(	(	PUNCT
essd-73	64	12	extra	extra	ADJ
essd-73	64	13	-	-	ADJ
essd-73	64	14	terrestrial	terrestrial	ADJ
essd-73	64	15	solar	solar	ADJ
essd-73	64	16	radiation	radiation	NOUN
essd-73	64	17	and	and	CCONJ
essd-73	64	18	temperature	temperature	NOUN
essd-73	64	19	)	)	PUNCT
essd-73	64	20	and	and	CCONJ
essd-73	64	21	one	one	NUM
essd-73	64	22	(	(	PUNCT
essd-73	64	23	global	global	ADJ
essd-73	64	24	solar	solar	ADJ
essd-73	64	25	radiation	radiation	NOUN
essd-73	64	26	)	)	PUNCT
essd-73	64	27	neurons	neuron	NOUN
essd-73	64	28	are	be	AUX
essd-73	64	29	used	use	VERB
essd-73	64	30	in	in	ADP
essd-73	64	31	the	the	DET
essd-73	64	32	layers	layer	NOUN
essd-73	64	33	,	,	PUNCT
essd-73	64	34	respectively	respectively	ADV
essd-73	64	35	.	.	PUNCT
essd-73	65	1	on	on	ADP
essd-73	65	2	the	the	DET
essd-73	65	3	other	other	ADJ
essd-73	65	4	side	side	NOUN
essd-73	65	5	,	,	PUNCT
essd-73	65	6	the	the	DET
essd-73	65	7	number	number	NOUN
essd-73	65	8	of	of	ADP
essd-73	65	9	neurons	neuron	NOUN
essd-73	65	10	in	in	ADP
essd-73	65	11	the	the	DET
essd-73	65	12	single	single	ADJ
essd-73	65	13	hidden	hide	VERB
essd-73	65	14	layer	layer	NOUN
essd-73	65	15	varies	vary	VERB
essd-73	65	16	from	from	ADP
essd-73	65	17	three	three	NUM
essd-73	65	18	neurons	neuron	NOUN
essd-73	65	19	to	to	ADP
essd-73	65	20	five	five	NUM
essd-73	65	21	neurons	neuron	NOUN
essd-73	65	22	in	in	ADP
essd-73	65	23	order	order	NOUN
essd-73	65	24	to	to	PART
essd-73	65	25	reach	reach	VERB
essd-73	65	26	the	the	DET
essd-73	65	27	best	good	ADJ
essd-73	65	28	performance	performance	NOUN
essd-73	65	29	.	.	PUNCT
essd-73	66	1	in	in	ADP
essd-73	66	2	order	order	NOUN
essd-73	66	3	to	to	PART
essd-73	66	4	suit	suit	VERB
essd-73	66	5	the	the	DET
essd-73	66	6	consistency	consistency	NOUN
essd-73	66	7	of	of	ADP
essd-73	66	8	the	the	DET
essd-73	66	9	model	model	NOUN
essd-73	66	10	,	,	PUNCT
essd-73	66	11	all	all	DET
essd-73	66	12	source	source	NOUN
essd-73	66	13	data	datum	NOUN
essd-73	66	14	are	be	AUX
essd-73	66	15	normalized	normalize	VERB
essd-73	66	16	in	in	ADP
essd-73	66	17	the	the	DET
essd-73	66	18	range	range	NOUN
essd-73	66	19	0	0	NUM
essd-73	66	20	to	to	ADP
essd-73	66	21	1	1	NUM
essd-73	66	22	and	and	CCONJ
essd-73	66	23	then	then	ADV
essd-73	66	24	returned	return	VERB
essd-73	66	25	to	to	ADP
essd-73	66	26	original	original	ADJ
essd-73	66	27	values	value	NOUN
essd-73	66	28	after	after	ADP
essd-73	66	29	the	the	DET
essd-73	66	30	simulation	simulation	NOUN
essd-73	66	31	(	(	PUNCT
essd-73	66	32	rahimikhoob	rahimikhoob	NOUN
essd-73	66	33	,	,	PUNCT
essd-73	66	34	2010	2010	NUM
essd-73	66	35	)	)	PUNCT
essd-73	66	36	.	.	PUNCT
essd-73	66	37	.	.	PUNCT
essd-73	67	1	3	3	X
essd-73	67	2	.	.	X
essd-73	67	3	performance	performance	NOUN
essd-73	67	4	evaluation	evaluation	NOUN
essd-73	67	5	the	the	DET
essd-73	67	6	performance	performance	NOUN
essd-73	67	7	of	of	ADP
essd-73	67	8	the	the	DET
essd-73	67	9	models	model	NOUN
essd-73	67	10	is	be	AUX
essd-73	67	11	evaluated	evaluate	VERB
essd-73	67	12	using	use	VERB
essd-73	67	13	the	the	DET
essd-73	67	14	most	most	ADV
essd-73	67	15	commonly	commonly	ADV
essd-73	67	16	statistical	statistical	ADJ
essd-73	67	17	indicators	indicator	NOUN
essd-73	67	18	,	,	PUNCT
essd-73	67	19	namely	namely	ADV
essd-73	67	20	:	:	PUNCT
essd-73	67	21	mean	mean	VERB
essd-73	67	22	percentage	percentage	NOUN
essd-73	67	23	error	error	NOUN
essd-73	67	24	(	(	PUNCT
essd-73	67	25	mpe	mpe	NOUN
essd-73	67	26	)	)	PUNCT
essd-73	67	27	,	,	PUNCT
essd-73	67	28	mean	mean	ADJ
essd-73	67	29	bias	bias	NOUN
essd-73	67	30	error	error	NOUN
essd-73	67	31	(	(	PUNCT
essd-73	67	32	mbe	mbe	PROPN
essd-73	67	33	)	)	PUNCT
essd-73	67	34	,	,	PUNCT
essd-73	67	35	root	root	NOUN
essd-73	67	36	mean	mean	VERB
essd-73	67	37	square	square	ADJ
essd-73	67	38	error	error	NOUN
essd-73	67	39	(	(	PUNCT
essd-73	67	40	rmse	rmse	NOUN
essd-73	67	41	)	)	PUNCT
essd-73	67	42	and	and	CCONJ
essd-73	67	43	coefficient	coefficient	NOUN
essd-73	67	44	of	of	ADP
essd-73	67	45	determination	determination	NOUN
essd-73	67	46	(	(	PUNCT
essd-73	67	47	r2	r2	PROPN
essd-73	67	48	)	)	PUNCT
essd-73	67	49	(	(	PUNCT
essd-73	67	50	hassan	hassan	PROPN
essd-73	67	51	et	et	PROPN
essd-73	67	52	al	al	PROPN
essd-73	67	53	.	.	PROPN
essd-73	67	54	,	,	PUNCT
essd-73	67	55	2016	2016	NUM
essd-73	67	56	)	)	PUNCT
essd-73	67	57	.	.	PUNCT
essd-73	68	1	the	the	DET
essd-73	68	2	value	value	NOUN
essd-73	68	3	of	of	ADP
essd-73	68	4	mpe	mpe	X
essd-73	68	5	between	between	ADP
essd-73	68	6	±10	±10	NOUN
essd-73	68	7	%	%	NOUN
essd-73	68	8	is	be	AUX
essd-73	68	9	considered	consider	VERB
essd-73	68	10	an	an	DET
essd-73	68	11	acceptable	acceptable	ADJ
essd-73	68	12	value	value	NOUN
essd-73	68	13	,	,	PUNCT
essd-73	68	14	and	and	CCONJ
essd-73	68	15	it	it	PRON
essd-73	68	16	is	be	AUX
essd-73	68	17	clarified	clarify	VERB
essd-73	68	18	by	by	ADP
essd-73	68	19	(	(	PUNCT
essd-73	68	20	eq	eq	NOUN
essd-73	68	21	.	.	PROPN
essd-73	68	22	1	1	NUM
essd-73	68	23	)	)	PUNCT
essd-73	68	24	.	.	PUNCT
essd-73	69	1	the	the	DET
essd-73	69	2	values	value	NOUN
essd-73	69	3	of	of	ADP
essd-73	69	4	mean	mean	ADJ
essd-73	69	5	bias	bias	NOUN
essd-73	69	6	error	error	NOUN
essd-73	69	7	(	(	PUNCT
essd-73	69	8	mbe	mbe	PROPN
essd-73	69	9	)	)	PUNCT
essd-73	69	10	(	(	PUNCT
essd-73	69	11	eq	eq	NOUN
essd-73	69	12	.	.	NOUN
essd-73	69	13	2	2	X
essd-73	69	14	)	)	PUNCT
essd-73	69	15	give	give	VERB
essd-73	69	16	information	information	NOUN
essd-73	69	17	about	about	ADP
essd-73	69	18	the	the	DET
essd-73	69	19	long	long	ADJ
essd-73	69	20	-	-	PUNCT
essd-73	69	21	term	term	NOUN
essd-73	69	22	performance	performance	NOUN
essd-73	69	23	of	of	ADP
essd-73	69	24	the	the	DET
essd-73	69	25	developed	develop	VERB
essd-73	69	26	model	model	NOUN
essd-73	69	27	,	,	PUNCT
essd-73	69	28	where	where	SCONJ
essd-73	69	29	the	the	DET
essd-73	69	30	positive	positive	ADJ
essd-73	69	31	mbe	mbe	PROPN
essd-73	69	32	value	value	NOUN
essd-73	69	33	refers	refer	VERB
essd-73	69	34	to	to	ADP
essd-73	69	35	overestimation	overestimation	NOUN
essd-73	69	36	in	in	ADP
essd-73	69	37	the	the	DET
essd-73	69	38	calculated	calculate	VERB
essd-73	69	39	value	value	NOUN
essd-73	69	40	,	,	PUNCT
essd-73	69	41	and	and	CCONJ
essd-73	69	42	the	the	DET
essd-73	69	43	negative	negative	ADJ
essd-73	69	44	mbe	mbe	PROPN
essd-73	69	45	value	value	NOUN
essd-73	69	46	refers	refer	VERB
essd-73	69	47	to	to	ADP
essd-73	69	48	under	under	NOUN
essd-73	69	49	-	-	PUNCT
essd-73	69	50	estimation	estimation	NOUN
essd-73	69	51	in	in	ADP
essd-73	69	52	the	the	DET
essd-73	69	53	calculated	calculate	VERB
essd-73	69	54	value	value	NOUN
essd-73	69	55	.	.	PUNCT
essd-73	70	1	the	the	DET
essd-73	70	2	smaller	small	ADJ
essd-73	70	3	mbe	mbe	PROPN
essd-73	70	4	value	value	NOUN
essd-73	70	5	refers	refer	VERB
essd-73	70	6	to	to	ADP
essd-73	70	7	the	the	DET
essd-73	70	8	better	well	ADJ
essd-73	70	9	model	model	NOUN
essd-73	70	10	performance	performance	NOUN
essd-73	70	11	,	,	PUNCT
essd-73	70	12	and	and	CCONJ
essd-73	70	13	the	the	DET
essd-73	70	14	small	small	ADJ
essd-73	70	15	value	value	NOUN
essd-73	70	16	is	be	AUX
essd-73	70	17	desired	desire	VERB
essd-73	70	18	.	.	PUNCT
essd-73	71	1	the	the	DET
essd-73	71	2	values	value	NOUN
essd-73	71	3	of	of	ADP
essd-73	71	4	rmse	rmse	NOUN
essd-73	71	5	(	(	PUNCT
essd-73	71	6	eq	eq	NOUN
essd-73	71	7	.	.	NOUN
essd-73	71	8	3	3	X
essd-73	71	9	)	)	PUNCT
essd-73	71	10	give	give	VERB
essd-73	71	11	information	information	NOUN
essd-73	71	12	about	about	ADP
essd-73	71	13	the	the	DET
essd-73	71	14	short	short	ADJ
essd-73	71	15	-	-	PUNCT
essd-73	71	16	term	term	NOUN
essd-73	71	17	performance	performance	NOUN
essd-73	71	18	of	of	ADP
essd-73	71	19	the	the	DET
essd-73	71	20	model	model	NOUN
essd-73	71	21	and	and	CCONJ
essd-73	71	22	are	be	AUX
essd-73	71	23	always	always	ADV
essd-73	71	24	positive	positive	ADJ
essd-73	71	25	values	value	NOUN
essd-73	71	26	.	.	PUNCT
essd-73	72	1	a	a	DET
essd-73	72	2	smaller	small	ADJ
essd-73	72	3	value	value	NOUN
essd-73	72	4	refers	refer	VERB
essd-73	72	5	to	to	ADP
essd-73	72	6	a	a	DET
essd-73	72	7	better	well	ADJ
essd-73	72	8	performance	performance	NOUN
essd-73	72	9	of	of	ADP
essd-73	72	10	the	the	DET
essd-73	72	11	model	model	NOUN
essd-73	72	12	,	,	PUNCT
essd-73	72	13	and	and	CCONJ
essd-73	72	14	zero	zero	NUM
essd-73	72	15	represents	represent	VERB
essd-73	72	16	the	the	DET
essd-73	72	17	ideal	ideal	ADJ
essd-73	72	18	case	case	NOUN
essd-73	72	19	.	.	PUNCT
essd-73	73	1	the	the	DET
essd-73	73	2	values	value	NOUN
essd-73	73	3	of	of	ADP
essd-73	73	4	(	(	PUNCT
essd-73	73	5	r2	r2	PROPN
essd-73	73	6	)	)	PUNCT
essd-73	73	7	(	(	PUNCT
essd-73	73	8	eq	eq	NOUN
essd-73	73	9	.	.	NOUN
essd-73	73	10	4	4	X
essd-73	73	11	)	)	PUNCT
essd-73	73	12	illustrate	illustrate	VERB
essd-73	73	13	information	information	NOUN
essd-73	73	14	about	about	ADP
essd-73	73	15	the	the	DET
essd-73	73	16	goodness	goodness	NOUN
essd-73	73	17	of	of	ADP
essd-73	73	18	fit	fit	NOUN
essd-73	73	19	;	;	PUNCT
essd-73	73	20	r2	r2	NOUN
essd-73	73	21	values	value	NOUN
essd-73	73	22	are	be	AUX
essd-73	73	23	between	between	ADP
essd-73	73	24	zero	zero	NUM
essd-73	73	25	and	and	CCONJ
essd-73	73	26	one	one	NUM
essd-73	73	27	(	(	PUNCT
essd-73	73	28	0	0	NUM
essd-73	73	29	≤	≤	NUM
essd-73	73	30	r2	r2	PROPN
essd-73	73	31	≤1	≤1	PROPN
essd-73	73	32	)	)	PUNCT
essd-73	73	33	,	,	PUNCT
essd-73	73	34	and	and	CCONJ
essd-73	73	35	the	the	DET
essd-73	73	36	largest	large	ADJ
essd-73	73	37	value	value	NOUN
essd-73	73	38	is	be	AUX
essd-73	73	39	the	the	DET
essd-73	73	40	desired	desire	VERB
essd-73	73	41	value	value	NOUN
essd-73	73	42	.	.	PUNCT
essd-73	74	1	the	the	DET
essd-73	74	2	accepted	accept	VERB
essd-73	74	3	range	range	NOUN
essd-73	74	4	of	of	ADP
essd-73	74	5	rmse	rmse	NOUN
essd-73	74	6	,	,	PUNCT
essd-73	74	7	mpe	mpe	PROPN
essd-73	74	8	,	,	PUNCT
essd-73	74	9	mbe	mbe	PROPN
essd-73	74	10	is	be	AUX
essd-73	74	11	between	between	ADP
essd-73	74	12	±10	±10	NOUN
essd-73	74	13	%	%	NOUN
essd-73	74	14	mj	mj	PROPN
essd-73	74	15	/	/	SYM
essd-73	74	16	m2	m2	PROPN
essd-73	74	17	day−1[22	day−1[22	PROPN
essd-73	74	18	]	]	PUNCT
essd-73	74	19	.	.	PUNCT
essd-73	75	1	the	the	DET
essd-73	75	2	values	value	NOUN
essd-73	75	3	of	of	ADP
essd-73	75	4	these	these	DET
essd-73	75	5	statistical	statistical	ADJ
essd-73	75	6	indicators	indicator	NOUN
essd-73	75	7	are	be	AUX
essd-73	75	8	calculated	calculate	VERB
essd-73	75	9	using	use	VERB
essd-73	75	10	equations	equation	NOUN
essd-73	75	11	:	:	PUNCT
essd-73	75	12	mpe	mpe	PROPN
essd-73	75	13	=	=	SYM
essd-73	75	14	1	1	NUM
essd-73	75	15	n	n	NUM
essd-73	75	16	n	n	PROPN
essd-73	75	17	∑	∑	ADV
essd-73	75	18	i=1	i=1	PROPN
essd-73	75	19	(	(	PUNCT
essd-73	75	20	gi	gi	INTJ
essd-73	75	21	,	,	PUNCT
essd-73	75	22	c	c	PROPN
essd-73	75	23	−gi	−gi	PROPN
essd-73	75	24	,	,	PUNCT
essd-73	75	25	m	m	VERB
essd-73	75	26	gi	gi	INTJ
essd-73	75	27	,	,	PUNCT
essd-73	75	28	m	m	PROPN
essd-73	75	29	)	)	PUNCT
essd-73	75	30	x100	x100	PROPN
essd-73	76	1	(	(	PUNCT
essd-73	76	2	1	1	X
essd-73	76	3	)	)	PUNCT
essd-73	76	4	mbe	mbe	NOUN
essd-73	76	5	=	=	SYM
essd-73	76	6	1	1	NUM
essd-73	76	7	n	n	NUM
essd-73	76	8	n	n	NOUN
essd-73	76	9	∑	∑	ADV
essd-73	76	10	i=1	i=1	PROPN
essd-73	76	11	(	(	PUNCT
essd-73	76	12	gi	gi	INTJ
essd-73	76	13	,	,	PUNCT
essd-73	76	14	c	c	PROPN
essd-73	76	15	−gi	−gi	NOUN
essd-73	76	16	,	,	PUNCT
essd-73	76	17	m	m	NOUN
essd-73	76	18	)	)	PUNCT
essd-73	76	19	(	(	PUNCT
essd-73	76	20	2	2	X
essd-73	76	21	)	)	PUNCT
essd-73	76	22	rmse	rmse	NOUN
essd-73	77	1	=	=	PUNCT
essd-73	77	2	[	[	PUNCT
essd-73	77	3	1	1	NUM
essd-73	77	4	n	n	NUM
essd-73	77	5	∑	∑	PROPN
essd-73	77	6	n	n	SYM
essd-73	77	7	i=1	i=1	PROPN
essd-73	77	8	(	(	PUNCT
essd-73	77	9	gi	gi	INTJ
essd-73	77	10	,	,	PUNCT
essd-73	77	11	c	c	PROPN
essd-73	77	12	−gi	−gi	PROPN
essd-73	77	13	,	,	PUNCT
essd-73	77	14	m	m	NOUN
essd-73	77	15	)	)	PUNCT
essd-73	77	16	2	2	NUM
essd-73	77	17	]	]	SYM
essd-73	77	18	1	1	NUM
essd-73	77	19	2	2	NUM
essd-73	77	20	(	(	PUNCT
essd-73	77	21	3	3	NUM
essd-73	77	22	)	)	PUNCT
essd-73	77	23	pg	pg	NOUN
essd-73	77	24	.	.	PROPN
essd-73	77	25	18	18	NUM
essd-73	77	26	hassan	hassan	PROPN
essd-73	77	27	/	/	SYM
essd-73	77	28	environmental	environmental	ADJ
essd-73	77	29	science	science	NOUN
essd-73	77	30	and	and	CCONJ
essd-73	77	31	sustainable	sustainable	ADJ
essd-73	77	32	development	development	NOUN
essd-73	77	33	,	,	PUNCT
essd-73	77	34	essd	essd	NOUN
essd-73	77	35	r2	r2	NOUN
essd-73	77	36	=	=	SYM
essd-73	77	37	1−	1−	NUM
essd-73	77	38	∑	∑	PROPN
essd-73	77	39	n	n	PROPN
essd-73	77	40	i=1	i=1	PROPN
essd-73	77	41	(	(	PUNCT
essd-73	77	42	gi	gi	INTJ
essd-73	77	43	,	,	PUNCT
essd-73	77	44	m	m	PROPN
essd-73	77	45	−gi	−gi	NOUN
essd-73	77	46	,	,	PUNCT
essd-73	77	47	c	c	NOUN
essd-73	77	48	)	)	PUNCT
essd-73	77	49	2	2	NUM
essd-73	77	50	∑	∑	SYM
essd-73	77	51	n	n	PRON
essd-73	77	52	i=1	i=1	PROPN
essd-73	77	53	(	(	PUNCT
essd-73	77	54	gi	gi	INTJ
essd-73	77	55	,	,	PUNCT
essd-73	77	56	m	m	PROPN
essd-73	77	57	−gm	−gm	NOUN
essd-73	77	58	)	)	PUNCT
essd-73	77	59	2	2	NUM
essd-73	77	60	(	(	PUNCT
essd-73	77	61	4	4	NUM
essd-73	77	62	)	)	PUNCT
essd-73	77	63	where	where	SCONJ
essd-73	77	64	gi	gi	X
essd-73	77	65	,	,	PUNCT
essd-73	77	66	c	c	PROPN
essd-73	77	67	is	be	AUX
essd-73	77	68	the	the	DET
essd-73	77	69	i	i	NOUN
essd-73	77	70	h	h	NOUN
essd-73	77	71	calculated	calculate	VERB
essd-73	77	72	value	value	NOUN
essd-73	77	73	,	,	PUNCT
essd-73	77	74	and	and	CCONJ
essd-73	77	75	gi	gi	INTJ
essd-73	77	76	,	,	PUNCT
essd-73	77	77	m	m	VERB
essd-73	77	78	is	be	AUX
essd-73	77	79	the	the	DET
essd-73	77	80	i	i	PRON
essd-73	77	81	the	the	DET
essd-73	77	82	measured	measure	VERB
essd-73	77	83	value	value	NOUN
essd-73	77	84	is	be	AUX
essd-73	77	85	the	the	DET
essd-73	77	86	average	average	ADJ
essd-73	77	87	value	value	NOUN
essd-73	77	88	of	of	ADP
essd-73	77	89	the	the	DET
essd-73	77	90	measured	measure	VERB
essd-73	77	91	and	and	CCONJ
essd-73	77	92	calculated	calculated	ADJ
essd-73	77	93	values	value	NOUN
essd-73	77	94	;	;	PUNCT
essd-73	77	95	and	and	CCONJ
essd-73	77	96	n	n	PRON
essd-73	77	97	is	be	AUX
essd-73	77	98	the	the	DET
essd-73	77	99	number	number	NOUN
essd-73	77	100	of	of	ADP
essd-73	77	101	observations	observation	NOUN
essd-73	77	102	.	.	PUNCT
essd-73	78	1	figure	figure	NOUN
essd-73	78	2	1	1	NUM
essd-73	78	3	.	.	PUNCT
essd-73	78	4	simple	simple	ADJ
essd-73	78	5	artificial	artificial	ADJ
essd-73	78	6	neural	neural	ADJ
essd-73	78	7	network	network	NOUN
essd-73	78	8	(	(	PUNCT
essd-73	78	9	ann	ann	PROPN
essd-73	78	10	)	)	PUNCT
essd-73	78	11	with	with	ADP
essd-73	78	12	thebasic	thebasic	ADJ
essd-73	78	13	components	component	NOUN
essd-73	78	14	of	of	ADP
essd-73	78	15	arificial	arificial	ADJ
essd-73	78	16	neuron	neuron	NOUN
essd-73	79	1	[	[	X
essd-73	79	2	23	23	NUM
essd-73	79	3	]	]	PUNCT
essd-73	79	4	.	.	PUNCT
essd-73	80	1	4	4	X
essd-73	80	2	.	.	NOUN
essd-73	80	3	results	result	NOUN
essd-73	80	4	and	and	CCONJ
essd-73	80	5	discussion	discussion	NOUN
essd-73	80	6	the	the	DET
essd-73	80	7	measured	measured	ADJ
essd-73	80	8	data	datum	NOUN
essd-73	80	9	of	of	ADP
essd-73	80	10	daily	daily	ADJ
essd-73	80	11	global	global	ADJ
essd-73	80	12	solar	solar	ADJ
essd-73	80	13	radiation	radiation	NOUN
essd-73	80	14	and	and	CCONJ
essd-73	80	15	air	air	NOUN
essd-73	80	16	temperature	temperature	NOUN
essd-73	80	17	are	be	AUX
essd-73	80	18	divided	divide	VERB
essd-73	80	19	into	into	ADP
essd-73	80	20	two	two	NUM
essd-73	80	21	data	datum	NOUN
essd-73	80	22	sets	set	NOUN
essd-73	80	23	and	and	CCONJ
essd-73	80	24	averaged	average	VERB
essd-73	80	25	to	to	PART
essd-73	80	26	acquire	acquire	VERB
essd-73	80	27	the	the	DET
essd-73	80	28	monthly	monthly	ADJ
essd-73	80	29	average	average	ADJ
essd-73	80	30	daily	daily	ADJ
essd-73	80	31	values	value	NOUN
essd-73	80	32	.	.	PUNCT
essd-73	81	1	the	the	DET
essd-73	81	2	first	first	ADJ
essd-73	81	3	data	datum	NOUN
essd-73	81	4	set	set	VERB
essd-73	81	5	from	from	ADP
essd-73	81	6	1st	1st	PROPN
essd-73	81	7	july	july	PROPN
essd-73	81	8	1983	1983	NUM
essd-73	81	9	to	to	ADP
essd-73	81	10	31st	31st	NOUN
essd-73	81	11	december	december	PROPN
essd-73	81	12	2002	2002	NUM
essd-73	81	13	,	,	PUNCT
essd-73	81	14	is	be	AUX
essd-73	81	15	used	use	VERB
essd-73	81	16	to	to	PART
essd-73	81	17	establish	establish	VERB
essd-73	81	18	models	model	NOUN
essd-73	81	19	.	.	PUNCT
essd-73	82	1	the	the	DET
essd-73	82	2	second	second	ADJ
essd-73	82	3	data	datum	NOUN
essd-73	82	4	set	set	VERB
essd-73	82	5	,	,	PUNCT
essd-73	82	6	from	from	ADP
essd-73	82	7	1st	1st	ADJ
essd-73	82	8	january	january	PROPN
essd-73	82	9	2003	2003	NUM
essd-73	82	10	to	to	ADP
essd-73	82	11	30th	30th	NUM
essd-73	82	12	june	june	PROPN
essd-73	82	13	2005	2005	NUM
essd-73	82	14	,	,	PUNCT
essd-73	82	15	is	be	AUX
essd-73	82	16	employed	employ	VERB
essd-73	82	17	for	for	ADP
essd-73	82	18	evaluating	evaluate	VERB
essd-73	82	19	and	and	CCONJ
essd-73	82	20	validating	validate	VERB
essd-73	82	21	the	the	DET
essd-73	82	22	developed	develop	VERB
essd-73	82	23	models	model	NOUN
essd-73	82	24	using	use	VERB
essd-73	82	25	statistical	statistical	ADJ
essd-73	82	26	indicators	indicator	NOUN
essd-73	82	27	.	.	PUNCT
essd-73	83	1	the	the	DET
essd-73	83	2	predictions	prediction	NOUN
essd-73	83	3	of	of	ADP
essd-73	83	4	three	three	NUM
essd-73	83	5	ann	ann	PROPN
essd-73	83	6	models	model	NOUN
essd-73	83	7	are	be	AUX
essd-73	83	8	compared	compare	VERB
essd-73	83	9	with	with	ADP
essd-73	83	10	the	the	DET
essd-73	83	11	measured	measured	ADJ
essd-73	83	12	data	datum	NOUN
essd-73	83	13	of	of	ADP
essd-73	83	14	global	global	ADJ
essd-73	83	15	solar	solar	ADJ
essd-73	83	16	radiation	radiation	NOUN
essd-73	83	17	.	.	PUNCT
essd-73	84	1	the	the	DET
essd-73	84	2	values	value	NOUN
essd-73	84	3	of	of	ADP
essd-73	84	4	statistical	statistical	ADJ
essd-73	84	5	indicators	indicator	NOUN
essd-73	84	6	for	for	ADP
essd-73	84	7	three	three	NUM
essd-73	84	8	ann	ann	PROPN
essd-73	84	9	models	model	NOUN
essd-73	84	10	(	(	PUNCT
essd-73	84	11	2	2	NUM
essd-73	84	12	-	-	SYM
essd-73	84	13	31	31	NUM
essd-73	84	14	,	,	PUNCT
essd-73	84	15	2	2	NUM
essd-73	84	16	-	-	SYM
essd-73	84	17	4	4	NUM
essd-73	84	18	-	-	SYM
essd-73	84	19	1	1	NUM
essd-73	84	20	,	,	PUNCT
essd-73	84	21	2	2	NUM
essd-73	84	22	-	-	SYM
essd-73	84	23	5	5	NUM
essd-73	84	24	-	-	SYM
essd-73	84	25	1	1	NUM
essd-73	84	26	)	)	PUNCT
essd-73	84	27	are	be	AUX
essd-73	84	28	computed	compute	VERB
essd-73	84	29	using	use	VERB
essd-73	84	30	equations	equation	NOUN
essd-73	84	31	eqs	eqs	X
essd-73	84	32	.	.	PUNCT
essd-73	85	1	(	(	PUNCT
essd-73	85	2	1	1	NUM
essd-73	85	3	-	-	SYM
essd-73	85	4	4	4	NUM
essd-73	85	5	)	)	PUNCT
essd-73	85	6	.	.	PUNCT
essd-73	86	1	the	the	DET
essd-73	86	2	obtained	obtain	VERB
essd-73	86	3	values	value	NOUN
essd-73	86	4	of	of	ADP
essd-73	86	5	different	different	ADJ
essd-73	86	6	statistical	statistical	ADJ
essd-73	86	7	indicators	indicator	NOUN
essd-73	86	8	(	(	PUNCT
essd-73	86	9	rmse	rmse	PROPN
essd-73	86	10	,	,	PUNCT
essd-73	86	11	mpe	mpe	PROPN
essd-73	86	12	,	,	PUNCT
essd-73	86	13	mbe	mbe	PROPN
essd-73	86	14	and	and	CCONJ
essd-73	86	15	r2	r2	PROPN
essd-73	86	16	)	)	PUNCT
essd-73	86	17	are	be	AUX
essd-73	86	18	summarized	summarize	VERB
essd-73	86	19	in	in	ADP
essd-73	86	20	table	table	NOUN
essd-73	86	21	1	1	NUM
essd-73	86	22	.	.	PUNCT
essd-73	87	1	the	the	DET
essd-73	87	2	acceptable	acceptable	ADJ
essd-73	87	3	models	model	NOUN
essd-73	87	4	are	be	AUX
essd-73	87	5	recognized	recognize	VERB
essd-73	87	6	,	,	PUNCT
essd-73	87	7	and	and	CCONJ
essd-73	87	8	the	the	DET
essd-73	87	9	most	most	ADV
essd-73	87	10	accurate	accurate	ADJ
essd-73	87	11	model	model	NOUN
essd-73	87	12	is	be	AUX
essd-73	87	13	identified	identify	VERB
essd-73	87	14	by	by	ADP
essd-73	87	15	comparing	compare	VERB
essd-73	87	16	the	the	DET
essd-73	87	17	statistical	statistical	ADJ
essd-73	87	18	indicators	indicator	NOUN
essd-73	87	19	associated	associate	VERB
essd-73	87	20	with	with	ADP
essd-73	87	21	three	three	NUM
essd-73	87	22	models	model	NOUN
essd-73	87	23	.	.	PUNCT
essd-73	88	1	the	the	DET
essd-73	88	2	best	good	ADJ
essd-73	88	3	ann	ann	PROPN
essd-73	88	4	model	model	NOUN
essd-73	88	5	is	be	AUX
essd-73	88	6	recognized	recognize	VERB
essd-73	88	7	in	in	ADP
essd-73	88	8	bold	bold	ADJ
essd-73	88	9	,	,	PUNCT
essd-73	88	10	as	as	SCONJ
essd-73	88	11	illustrated	illustrate	VERB
essd-73	88	12	in	in	ADP
essd-73	88	13	table	table	NOUN
essd-73	88	14	1	1	NUM
essd-73	88	15	.	.	PUNCT
essd-73	89	1	pg	pg	INTJ
essd-73	89	2	.	.	PROPN
essd-73	90	1	19	19	NUM
essd-73	90	2	hassan	hassan	PROPN
essd-73	90	3	/	/	SYM
essd-73	90	4	environmental	environmental	ADJ
essd-73	90	5	science	science	NOUN
essd-73	90	6	and	and	CCONJ
essd-73	90	7	sustainable	sustainable	ADJ
essd-73	90	8	development	development	NOUN
essd-73	90	9	,	,	PUNCT
essd-73	90	10	essd	essd	NOUN
essd-73	90	11	table	table	NOUN
essd-73	90	12	1	1	NUM
essd-73	90	13	.	.	PUNCT
essd-73	90	14	statistical	statistical	ADJ
essd-73	90	15	indicators	indicator	NOUN
essd-73	90	16	for	for	ADP
essd-73	90	17	three	three	NUM
essd-73	90	18	developed	develop	VERB
essd-73	90	19	models	model	NOUN
essd-73	90	20	model	model	VERB
essd-73	90	21	mpe	mpe	PROPN
essd-73	90	22	mbe	mbe	PROPN
essd-73	90	23	rmse	rmse	PROPN
essd-73	90	24	r2	r2	PROPN
essd-73	90	25	ann	ann	PROPN
essd-73	90	26	model	model	PROPN
essd-73	90	27	hdn3	hdn3	PROPN
essd-73	90	28	0.7150	0.7150	NUM
essd-73	90	29	-0.0963	-0.0963	NOUN
essd-73	90	30	0.6573	0.6573	NUM
essd-73	90	31	0.9916	0.9916	NUM
essd-73	90	32	ann	ann	PROPN
essd-73	90	33	model	model	NOUN
essd-73	90	34	hdn4	hdn4	PROPN
essd-73	90	35	0.7754	0.7754	NUM
essd-73	90	36	-0.0575	-0.0575	NOUN
essd-73	90	37	0.7433	0.7433	NUM
essd-73	90	38	0.9892	0.9892	NUM
essd-73	90	39	ann	ann	PROPN
essd-73	90	40	model	model	NOUN
essd-73	90	41	hdn5	hdn5	PROPN
essd-73	90	42	0.1765	0.1765	NUM
essd-73	90	43	-0.1850	-0.1850	NOUN
essd-73	90	44	0.6794	0.6794	NUM
essd-73	90	45	0.9910	0.9910	NUM
essd-73	90	46	according	accord	VERB
essd-73	90	47	to	to	ADP
essd-73	90	48	the	the	DET
essd-73	90	49	obtained	obtain	VERB
essd-73	90	50	results	result	NOUN
essd-73	90	51	,	,	PUNCT
essd-73	90	52	the	the	DET
essd-73	90	53	three	three	NUM
essd-73	90	54	ann	ann	PROPN
essd-73	90	55	models	model	NOUN
essd-73	90	56	have	have	VERB
essd-73	90	57	excellent	excellent	ADJ
essd-73	90	58	estimations	estimation	NOUN
essd-73	90	59	for	for	ADP
essd-73	90	60	the	the	DET
essd-73	90	61	monthly	monthly	ADJ
essd-73	90	62	average	average	NOUN
essd-73	90	63	of	of	ADP
essd-73	90	64	daily	daily	ADJ
essd-73	90	65	global	global	ADJ
essd-73	90	66	solar	solar	ADJ
essd-73	90	67	radiation	radiation	NOUN
essd-73	90	68	,	,	PUNCT
essd-73	90	69	with	with	ADP
essd-73	90	70	good	good	ADJ
essd-73	90	71	statistical	statistical	ADJ
essd-73	90	72	indicators	indicator	NOUN
essd-73	90	73	values	value	NOUN
essd-73	90	74	in	in	ADP
essd-73	90	75	the	the	DET
essd-73	90	76	acceptable	acceptable	ADJ
essd-73	90	77	range	range	NOUN
essd-73	90	78	.	.	PUNCT
essd-73	91	1	the	the	DET
essd-73	91	2	predictions	prediction	NOUN
essd-73	91	3	of	of	ADP
essd-73	91	4	the	the	DET
essd-73	91	5	three	three	NUM
essd-73	91	6	developed	develop	VERB
essd-73	91	7	ann	ann	PROPN
essd-73	91	8	models	model	NOUN
essd-73	91	9	are	be	AUX
essd-73	91	10	compared	compare	VERB
essd-73	91	11	with	with	ADP
essd-73	91	12	the	the	DET
essd-73	91	13	measured	measure	VERB
essd-73	91	14	data	datum	NOUN
essd-73	91	15	as	as	SCONJ
essd-73	91	16	illustrated	illustrate	VERB
essd-73	91	17	in	in	ADP
essd-73	91	18	fig	fig	NOUN
essd-73	91	19	.	.	PUNCT
essd-73	92	1	2(a	2(a	NUM
essd-73	92	2	)	)	PUNCT
essd-73	92	3	.	.	PUNCT
essd-73	93	1	similarly	similarly	ADV
essd-73	93	2	,	,	PUNCT
essd-73	93	3	fig	fig	NOUN
essd-73	93	4	.	.	PUNCT
essd-73	94	1	2(b	2(b	NUM
essd-73	94	2	)	)	PUNCT
essd-73	95	1	demonstrates	demonstrate	VERB
essd-73	95	2	the	the	DET
essd-73	95	3	prediction	prediction	NOUN
essd-73	95	4	of	of	ADP
essd-73	95	5	the	the	DET
essd-73	95	6	best	good	ADJ
essd-73	95	7	ann	ann	PROPN
essd-73	95	8	model	model	NOUN
essd-73	95	9	(	(	PUNCT
essd-73	95	10	model	model	NOUN
essd-73	95	11	1	1	NUM
essd-73	95	12	;	;	PUNCT
essd-73	95	13	2	2	NUM
essd-73	95	14	-	-	SYM
essd-73	95	15	3	3	NUM
essd-73	95	16	-	-	SYM
essd-73	95	17	1	1	NUM
essd-73	95	18	)	)	PUNCT
essd-73	95	19	compared	compare	VERB
essd-73	95	20	with	with	ADP
essd-73	95	21	the	the	DET
essd-73	95	22	measured	measure	VERB
essd-73	95	23	data	datum	NOUN
essd-73	95	24	.	.	PUNCT
essd-73	96	1	the	the	DET
essd-73	96	2	statistical	statistical	ADJ
essd-73	96	3	indicators	indicator	NOUN
essd-73	96	4	graphs	graph	VERB
essd-73	96	5	for	for	ADP
essd-73	96	6	the	the	DET
essd-73	96	7	estimated	estimate	VERB
essd-73	96	8	values	value	NOUN
essd-73	96	9	of	of	ADP
essd-73	96	10	monthly	monthly	ADJ
essd-73	96	11	average	average	NOUN
essd-73	96	12	of	of	ADP
essd-73	96	13	daily	daily	ADJ
essd-73	96	14	global	global	ADJ
essd-73	96	15	solar	solar	ADJ
essd-73	96	16	radiation	radiation	NOUN
essd-73	96	17	using	use	VERB
essd-73	96	18	three	three	NUM
essd-73	96	19	ann	ann	PROPN
essd-73	96	20	models	model	NOUN
essd-73	96	21	at	at	ADP
essd-73	96	22	new	new	PROPN
essd-73	96	23	borg	borg	PROPN
essd-73	96	24	el	el	PROPN
essd-73	96	25	-	-	PROPN
essd-73	96	26	arab	arab	PROPN
essd-73	96	27	are	be	AUX
essd-73	96	28	clarified	clarify	VERB
essd-73	96	29	in	in	ADP
essd-73	96	30	fig	fig	NOUN
essd-73	96	31	.	.	PUNCT
essd-73	97	1	3	3	X
essd-73	97	2	.	.	X
essd-73	97	3	for	for	ADP
essd-73	97	4	mpe	mpe	NOUN
essd-73	97	5	,	,	PUNCT
essd-73	97	6	all	all	DET
essd-73	97	7	the	the	DET
essd-73	97	8	models	model	NOUN
essd-73	97	9	have	have	VERB
essd-73	97	10	values	value	NOUN
essd-73	97	11	within	within	ADP
essd-73	97	12	the	the	DET
essd-73	97	13	acceptable	acceptable	ADJ
essd-73	97	14	range	range	NOUN
essd-73	97	15	and	and	CCONJ
essd-73	97	16	less	less	ADJ
essd-73	97	17	than	than	ADP
essd-73	97	18	1	1	NUM
essd-73	97	19	%	%	NOUN
essd-73	97	20	,	,	PUNCT
essd-73	97	21	with	with	ADP
essd-73	97	22	the	the	DET
essd-73	97	23	lowest	low	ADJ
essd-73	97	24	value	value	NOUN
essd-73	97	25	of	of	ADP
essd-73	97	26	0.18	0.18	NUM
essd-73	97	27	for	for	ADP
essd-73	97	28	model	model	NOUN
essd-73	97	29	3	3	NUM
essd-73	97	30	.	.	PUNCT
essd-73	98	1	all	all	DET
essd-73	98	2	the	the	DET
essd-73	98	3	three	three	NUM
essd-73	98	4	models	model	NOUN
essd-73	98	5	give	give	VERB
essd-73	98	6	negative	negative	ADJ
essd-73	98	7	small	small	ADJ
essd-73	98	8	values	value	NOUN
essd-73	98	9	for	for	ADP
essd-73	98	10	mbe	mbe	PROPN
essd-73	98	11	,	,	PUNCT
essd-73	98	12	which	which	PRON
essd-73	98	13	indicates	indicate	VERB
essd-73	98	14	a	a	DET
essd-73	98	15	good	good	ADJ
essd-73	98	16	long	long	ADJ
essd-73	98	17	-	-	PUNCT
essd-73	98	18	term	term	NOUN
essd-73	98	19	performance	performance	NOUN
essd-73	98	20	for	for	ADP
essd-73	98	21	the	the	DET
essd-73	98	22	models	model	NOUN
essd-73	98	23	with	with	ADP
essd-73	98	24	slight	slight	ADJ
essd-73	98	25	under	under	NOUN
essd-73	98	26	-	-	PUNCT
essd-73	98	27	estimation	estimation	NOUN
essd-73	98	28	in	in	ADP
essd-73	98	29	the	the	DET
essd-73	98	30	calculated	calculate	VERB
essd-73	98	31	value	value	NOUN
essd-73	98	32	.	.	PUNCT
essd-73	99	1	as	as	SCONJ
essd-73	99	2	shown	show	VERB
essd-73	99	3	in	in	ADP
essd-73	99	4	fig	fig	NOUN
essd-73	99	5	.	.	PUNCT
essd-73	100	1	2(a	2(a	NUM
essd-73	100	2	)	)	PUNCT
essd-73	101	1	,	,	PUNCT
essd-73	101	2	all	all	DET
essd-73	101	3	the	the	DET
essd-73	101	4	three	three	NUM
essd-73	101	5	models	model	NOUN
essd-73	101	6	accurately	accurately	ADV
essd-73	101	7	predict	predict	VERB
essd-73	101	8	the	the	DET
essd-73	101	9	global	global	ADJ
essd-73	101	10	solar	solar	ADJ
essd-73	101	11	radiation	radiation	NOUN
essd-73	101	12	for	for	ADP
essd-73	101	13	the	the	DET
essd-73	101	14	period	period	NOUN
essd-73	101	15	from	from	ADP
essd-73	101	16	january	january	PROPN
essd-73	101	17	to	to	ADP
essd-73	101	18	april	april	PROPN
essd-73	101	19	and	and	CCONJ
essd-73	101	20	from	from	ADP
essd-73	101	21	september	september	PROPN
essd-73	101	22	to	to	ADP
essd-73	101	23	october	october	PROPN
essd-73	101	24	.	.	PUNCT
essd-73	102	1	for	for	ADP
essd-73	102	2	november	november	PROPN
essd-73	102	3	and	and	CCONJ
essd-73	102	4	december	december	PROPN
essd-73	102	5	,	,	PUNCT
essd-73	102	6	the	the	DET
essd-73	102	7	global	global	ADJ
essd-73	102	8	solar	solar	ADJ
essd-73	102	9	radiation	radiation	NOUN
essd-73	102	10	is	be	AUX
essd-73	102	11	slightly	slightly	ADV
essd-73	102	12	predicted	predict	VERB
essd-73	102	13	.	.	PUNCT
essd-73	103	1	during	during	ADP
essd-73	103	2	the	the	DET
essd-73	103	3	months	month	NOUN
essd-73	103	4	from	from	ADP
essd-73	103	5	may	may	PROPN
essd-73	103	6	to	to	ADP
essd-73	103	7	august	august	PROPN
essd-73	103	8	,	,	PUNCT
essd-73	103	9	both	both	DET
essd-73	103	10	model	model	NOUN
essd-73	103	11	1	1	NUM
essd-73	103	12	and	and	CCONJ
essd-73	103	13	model	model	NOUN
essd-73	103	14	3	3	NUM
essd-73	103	15	under	under	AUX
essd-73	103	16	predict	predict	VERB
essd-73	103	17	the	the	DET
essd-73	103	18	global	global	ADJ
essd-73	103	19	solar	solar	ADJ
essd-73	103	20	radiation	radiation	NOUN
essd-73	103	21	while	while	SCONJ
essd-73	103	22	model	model	NOUN
essd-73	103	23	2	2	NUM
essd-73	103	24	over	over	ADP
essd-73	103	25	predicts	predict	VERB
essd-73	103	26	the	the	DET
essd-73	103	27	global	global	ADJ
essd-73	103	28	solar	solar	ADJ
essd-73	103	29	radiation	radiation	NOUN
essd-73	103	30	during	during	ADP
essd-73	103	31	may	may	PROPN
essd-73	103	32	.	.	PUNCT
essd-73	104	1	these	these	DET
essd-73	104	2	results	result	NOUN
essd-73	104	3	are	be	AUX
essd-73	104	4	consistent	consistent	ADJ
essd-73	104	5	with	with	ADP
essd-73	104	6	the	the	DET
essd-73	104	7	values	value	NOUN
essd-73	104	8	of	of	ADP
essd-73	104	9	mbe	mbe	PROPN
essd-73	104	10	,	,	PUNCT
essd-73	104	11	which	which	PRON
essd-73	104	12	have	have	VERB
essd-73	104	13	small	small	ADJ
essd-73	104	14	negative	negative	ADJ
essd-73	104	15	values	value	NOUN
essd-73	104	16	with	with	ADP
essd-73	104	17	the	the	DET
essd-73	104	18	lowest	low	ADJ
essd-73	104	19	value	value	NOUN
essd-73	104	20	of	of	ADP
essd-73	104	21	0.0575	0.0575	NUM
essd-73	104	22	for	for	ADP
essd-73	104	23	model	model	NOUN
essd-73	104	24	2	2	NUM
essd-73	104	25	,	,	PUNCT
essd-73	104	26	as	as	SCONJ
essd-73	104	27	shown	show	VERB
essd-73	104	28	in	in	ADP
essd-73	104	29	fig	fig	NOUN
essd-73	104	30	.	.	PUNCT
essd-73	105	1	3	3	X
essd-73	105	2	.	.	X
essd-73	105	3	for	for	ADP
essd-73	105	4	rmse	rmse	NOUN
essd-73	105	5	,	,	PUNCT
essd-73	105	6	all	all	DET
essd-73	105	7	the	the	DET
essd-73	105	8	three	three	NUM
essd-73	105	9	models	model	NOUN
essd-73	105	10	give	give	VERB
essd-73	105	11	small	small	ADJ
essd-73	105	12	values	value	NOUN
essd-73	105	13	,	,	PUNCT
essd-73	105	14	which	which	PRON
essd-73	105	15	indicate	indicate	VERB
essd-73	105	16	good	good	ADJ
essd-73	105	17	short	short	ADJ
essd-73	105	18	-	-	PUNCT
essd-73	105	19	term	term	NOUN
essd-73	105	20	performance	performance	NOUN
essd-73	105	21	for	for	ADP
essd-73	105	22	the	the	DET
essd-73	105	23	models	model	NOUN
essd-73	105	24	with	with	ADP
essd-73	105	25	the	the	DET
essd-73	105	26	smallest	small	ADJ
essd-73	105	27	rmse	rmse	ADJ
essd-73	105	28	value	value	NOUN
essd-73	105	29	of	of	ADP
essd-73	105	30	0.657	0.657	NUM
essd-73	105	31	and	and	CCONJ
essd-73	105	32	the	the	DET
essd-73	105	33	best	good	ADJ
essd-73	105	34	short	short	ADJ
essd-73	105	35	-	-	PUNCT
essd-73	105	36	term	term	NOUN
essd-73	105	37	performance	performance	NOUN
essd-73	105	38	for	for	ADP
essd-73	105	39	model	model	NOUN
essd-73	105	40	1	1	NUM
essd-73	105	41	.	.	PUNCT
essd-73	106	1	the	the	DET
essd-73	106	2	r2	r2	PROPN
essd-73	106	3	values	value	NOUN
essd-73	106	4	for	for	ADP
essd-73	106	5	three	three	NUM
essd-73	106	6	models	model	NOUN
essd-73	106	7	are	be	AUX
essd-73	106	8	higher	high	ADJ
essd-73	106	9	than	than	ADP
essd-73	106	10	0.989	0.989	NUM
essd-73	106	11	%	%	NOUN
essd-73	106	12	,	,	PUNCT
essd-73	106	13	which	which	PRON
essd-73	106	14	indicate	indicate	VERB
essd-73	106	15	good	good	ADJ
essd-73	106	16	fitting	fitting	ADJ
essd-73	106	17	.	.	PUNCT
essd-73	107	1	in	in	ADP
essd-73	107	2	addition	addition	NOUN
essd-73	107	3	,	,	PUNCT
essd-73	107	4	all	all	DET
essd-73	107	5	ann	ann	PROPN
essd-73	107	6	models	model	NOUN
essd-73	107	7	show	show	VERB
essd-73	107	8	a	a	DET
essd-73	107	9	slight	slight	ADJ
essd-73	107	10	variation	variation	NOUN
essd-73	107	11	in	in	ADP
essd-73	107	12	their	their	PRON
essd-73	107	13	performance	performance	NOUN
essd-73	107	14	with	with	ADP
essd-73	107	15	excellent	excellent	ADJ
essd-73	107	16	r2	r2	NOUN
essd-73	107	17	values	value	NOUN
essd-73	107	18	,	,	PUNCT
essd-73	107	19	higher	high	ADJ
essd-73	107	20	than	than	ADP
essd-73	107	21	0.989	0.989	NUM
essd-73	107	22	%	%	NOUN
essd-73	107	23	.	.	PUNCT
essd-73	108	1	on	on	ADP
essd-73	108	2	the	the	DET
essd-73	108	3	other	other	ADJ
essd-73	108	4	hand	hand	NOUN
essd-73	108	5	,	,	PUNCT
essd-73	108	6	model	model	NOUN
essd-73	108	7	1	1	NUM
essd-73	108	8	,	,	PUNCT
essd-73	108	9	which	which	PRON
essd-73	108	10	has	have	VERB
essd-73	108	11	three	three	NUM
essd-73	108	12	neurons	neuron	NOUN
essd-73	108	13	in	in	ADP
essd-73	108	14	the	the	DET
essd-73	108	15	hidden	hide	VERB
essd-73	108	16	layer	layer	NOUN
essd-73	108	17	,	,	PUNCT
essd-73	108	18	provides	provide	VERB
essd-73	108	19	the	the	DET
essd-73	108	20	best	good	ADJ
essd-73	108	21	performance	performance	NOUN
essd-73	108	22	with	with	ADP
essd-73	108	23	the	the	DET
essd-73	108	24	highest	high	ADJ
essd-73	108	25	r2	r2	NOUN
essd-73	108	26	value	value	NOUN
essd-73	108	27	(	(	PUNCT
essd-73	108	28	ajayi	ajayi	NOUN
essd-73	108	29	,	,	PUNCT
essd-73	108	30	ohijeagbon	ohijeagbon	PROPN
essd-73	108	31	,	,	PUNCT
essd-73	108	32	nwadialo	nwadialo	PROPN
essd-73	108	33	&	&	CCONJ
essd-73	108	34	olasope	olasope	PROPN
essd-73	108	35	,	,	PUNCT
essd-73	108	36	2014	2014	NUM
essd-73	108	37	)	)	PUNCT
essd-73	108	38	,	,	PUNCT
essd-73	108	39	followed	follow	VERB
essd-73	108	40	by	by	ADP
essd-73	108	41	model	model	NOUN
essd-73	108	42	3	3	NUM
essd-73	108	43	that	that	PRON
essd-73	108	44	has	have	VERB
essd-73	108	45	five	five	NUM
essd-73	108	46	neurons	neuron	NOUN
essd-73	108	47	in	in	ADP
essd-73	108	48	the	the	DET
essd-73	108	49	hidden	hide	VERB
essd-73	108	50	layer	layer	NOUN
essd-73	108	51	.	.	PUNCT
essd-73	109	1	for	for	ADP
essd-73	109	2	model	model	NOUN
essd-73	109	3	1	1	NUM
essd-73	109	4	,	,	PUNCT
essd-73	109	5	the	the	DET
essd-73	109	6	statistical	statistical	ADJ
essd-73	109	7	indicators	indicator	NOUN
essd-73	109	8	rmse	rmse	VERB
essd-73	109	9	and	and	CCONJ
essd-73	109	10	r2	r2	PROPN
essd-73	109	11	are	be	AUX
essd-73	109	12	0.66	0.66	NUM
essd-73	109	13	mj	mj	PROPN
essd-73	109	14	/	/	SYM
essd-73	109	15	m2	m2	PROPN
essd-73	109	16	and	and	CCONJ
essd-73	109	17	0.9916	0.9916	NUM
essd-73	109	18	%	%	NOUN
essd-73	109	19	,	,	PUNCT
essd-73	109	20	respectively	respectively	ADV
essd-73	109	21	.	.	PUNCT
essd-73	110	1	figure	figure	NOUN
essd-73	110	2	2	2	NUM
essd-73	110	3	.	.	PUNCT
essd-73	110	4	performance	performance	NOUN
essd-73	110	5	of	of	ADP
essd-73	110	6	the	the	DET
essd-73	110	7	ann	ann	PROPN
essd-73	110	8	models	model	NOUN
essd-73	110	9	compared	compare	VERB
essd-73	110	10	with	with	ADP
essd-73	110	11	the	the	DET
essd-73	110	12	measured	measure	VERB
essd-73	110	13	data	datum	NOUN
essd-73	110	14	at	at	ADP
essd-73	110	15	new	new	ADJ
essd-73	110	16	borg	borg	PROPN
essd-73	110	17	-	-	PUNCT
essd-73	110	18	el	el	PROPN
essd-73	110	19	-	-	PROPN
essd-73	110	20	arab	arab	PROPN
essd-73	110	21	,	,	PUNCT
essd-73	110	22	(	(	PUNCT
essd-73	110	23	a	a	X
essd-73	110	24	)	)	PUNCT
essd-73	110	25	all	all	DET
essd-73	110	26	models	model	NOUN
essd-73	110	27	,	,	PUNCT
essd-73	110	28	(	(	PUNCT
essd-73	110	29	b	b	X
essd-73	110	30	)	)	PUNCT
essd-73	110	31	best	good	ADJ
essd-73	110	32	model	model	NOUN
essd-73	110	33	(	(	PUNCT
essd-73	110	34	model	model	NOUN
essd-73	110	35	1	1	NUM
essd-73	110	36	;	;	PUNCT
essd-73	110	37	2	2	NUM
essd-73	110	38	-	-	SYM
essd-73	110	39	3	3	NUM
essd-73	110	40	-	-	SYM
essd-73	110	41	1	1	NUM
essd-73	110	42	)	)	PUNCT
essd-73	110	43	pg	pg	NOUN
essd-73	110	44	.	.	PROPN
essd-73	111	1	20	20	NUM
essd-73	111	2	hassan	hassan	PROPN
essd-73	111	3	/	/	SYM
essd-73	111	4	environmental	environmental	ADJ
essd-73	111	5	science	science	NOUN
essd-73	111	6	and	and	CCONJ
essd-73	111	7	sustainable	sustainable	ADJ
essd-73	111	8	development	development	NOUN
essd-73	111	9	,	,	PUNCT
essd-73	111	10	essd	essd	NOUN
essd-73	111	11	figure	figure	NOUN
essd-73	111	12	3	3	NUM
essd-73	111	13	.	.	PUNCT
essd-73	111	14	statistical	statistical	ADJ
essd-73	111	15	indicators	indicator	NOUN
essd-73	111	16	(	(	PUNCT
essd-73	111	17	rmse	rmse	NOUN
essd-73	111	18	,	,	PUNCT
essd-73	111	19	r2	r2	PROPN
essd-73	111	20	,	,	PUNCT
essd-73	111	21	mbe	mbe	PROPN
essd-73	111	22	,	,	PUNCT
essd-73	111	23	mpe	mpe	NOUN
essd-73	111	24	)	)	PUNCT
essd-73	111	25	graph	graph	NOUN
essd-73	111	26	forthree	forthree	PROPN
essd-73	111	27	ann	ann	PROPN
essd-73	111	28	models	model	NOUN
essd-73	111	29	at	at	ADP
essd-73	111	30	new	new	PROPN
essd-73	111	31	borg	borg	PROPN
essd-73	111	32	el	el	PROPN
essd-73	111	33	-	-	PROPN
essd-73	111	34	arab	arab	PROPN
essd-73	111	35	.	.	PUNCT
essd-73	112	1	from	from	ADP
essd-73	112	2	the	the	DET
essd-73	112	3	above	above	ADJ
essd-73	112	4	discussion	discussion	NOUN
essd-73	112	5	,	,	PUNCT
essd-73	112	6	it	it	PRON
essd-73	112	7	can	can	AUX
essd-73	112	8	be	be	AUX
essd-73	112	9	concluded	conclude	VERB
essd-73	112	10	that	that	SCONJ
essd-73	112	11	the	the	DET
essd-73	112	12	developed	develop	VERB
essd-73	112	13	models	model	NOUN
essd-73	112	14	in	in	ADP
essd-73	112	15	this	this	DET
essd-73	112	16	study	study	NOUN
essd-73	112	17	can	can	AUX
essd-73	112	18	be	be	AUX
essd-73	112	19	employed	employ	VERB
essd-73	112	20	for	for	ADP
essd-73	112	21	estimating	estimate	VERB
essd-73	112	22	global	global	ADJ
essd-73	112	23	solar	solar	ADJ
essd-73	112	24	radiation	radiation	NOUN
essd-73	112	25	with	with	ADP
essd-73	112	26	high	high	ADJ
essd-73	112	27	accuracy	accuracy	NOUN
essd-73	112	28	.	.	PUNCT
essd-73	113	1	consequently	consequently	ADV
essd-73	113	2	,	,	PUNCT
essd-73	113	3	the	the	DET
essd-73	113	4	presented	present	VERB
essd-73	113	5	models	model	NOUN
essd-73	113	6	are	be	AUX
essd-73	113	7	adequate	adequate	ADJ
essd-73	113	8	for	for	ADP
essd-73	113	9	estimating	estimate	VERB
essd-73	113	10	monthly	monthly	ADJ
essd-73	113	11	average	average	ADJ
essd-73	113	12	daily	daily	ADJ
essd-73	113	13	global	global	ADJ
essd-73	113	14	solar	solar	ADJ
essd-73	113	15	radiation	radiation	NOUN
essd-73	113	16	on	on	ADP
essd-73	113	17	a	a	DET
essd-73	113	18	horizontal	horizontal	ADJ
essd-73	113	19	surface	surface	NOUN
essd-73	113	20	.	.	PUNCT
essd-73	114	1	in	in	ADP
essd-73	114	2	addition	addition	NOUN
essd-73	114	3	,	,	PUNCT
essd-73	114	4	the	the	DET
essd-73	114	5	proposed	propose	VERB
essd-73	114	6	models	model	NOUN
essd-73	114	7	indicate	indicate	VERB
essd-73	114	8	that	that	SCONJ
essd-73	114	9	the	the	DET
essd-73	114	10	artificial	artificial	ADJ
essd-73	114	11	neural	neural	ADJ
essd-73	114	12	network	network	NOUN
essd-73	114	13	models	model	NOUN
essd-73	114	14	demonstrate	demonstrate	VERB
essd-73	114	15	promising	promising	ADJ
essd-73	114	16	predictions	prediction	NOUN
essd-73	114	17	of	of	ADP
essd-73	114	18	monthly	monthly	ADJ
essd-73	114	19	mean	mean	ADJ
essd-73	114	20	daily	daily	PROPN
essd-73	114	21	global	global	ADJ
essd-73	114	22	solar	solar	ADJ
essd-73	114	23	radiation	radiation	NOUN
essd-73	114	24	by	by	ADP
essd-73	114	25	using	use	VERB
essd-73	114	26	commonly	commonly	ADV
essd-73	114	27	available	available	ADJ
essd-73	114	28	data	datum	NOUN
essd-73	114	29	of	of	ADP
essd-73	114	30	extra	extra	ADJ
essd-73	114	31	-	-	ADJ
essd-73	114	32	terrestrial	terrestrial	ADJ
essd-73	114	33	solar	solar	ADJ
essd-73	114	34	radiation	radiation	NOUN
essd-73	114	35	and	and	CCONJ
essd-73	114	36	temperature	temperature	NOUN
essd-73	114	37	.	.	PUNCT
essd-73	115	1	5	5	X
essd-73	115	2	.	.	X
essd-73	115	3	conclusion	conclusion	NOUN
essd-73	115	4	this	this	DET
essd-73	115	5	work	work	NOUN
essd-73	115	6	aims	aim	VERB
essd-73	115	7	to	to	PART
essd-73	115	8	investigate	investigate	VERB
essd-73	115	9	the	the	DET
essd-73	115	10	performance	performance	NOUN
essd-73	115	11	of	of	ADP
essd-73	115	12	artificial	artificial	ADJ
essd-73	115	13	neural	neural	ADJ
essd-73	115	14	network	network	NOUN
essd-73	115	15	models	model	NOUN
essd-73	115	16	for	for	ADP
essd-73	115	17	estimating	estimate	VERB
essd-73	115	18	the	the	DET
essd-73	115	19	monthly	monthly	ADJ
essd-73	115	20	average	average	ADJ
essd-73	115	21	daily	daily	ADJ
essd-73	115	22	global	global	ADJ
essd-73	115	23	solar	solar	ADJ
essd-73	115	24	radiation	radiation	NOUN
essd-73	115	25	on	on	ADP
essd-73	115	26	a	a	DET
essd-73	115	27	horizontal	horizontal	ADJ
essd-73	115	28	surface	surface	NOUN
essd-73	115	29	.	.	PUNCT
essd-73	116	1	to	to	PART
essd-73	116	2	achieve	achieve	VERB
essd-73	116	3	this	this	DET
essd-73	116	4	goal	goal	NOUN
essd-73	116	5	,	,	PUNCT
essd-73	116	6	the	the	DET
essd-73	116	7	measured	measured	ADJ
essd-73	116	8	data	datum	NOUN
essd-73	116	9	of	of	ADP
essd-73	116	10	extraterrestrial	extraterrestrial	ADJ
essd-73	116	11	solar	solar	ADJ
essd-73	116	12	radiation	radiation	NOUN
essd-73	116	13	,	,	PUNCT
essd-73	116	14	temperature	temperature	NOUN
essd-73	116	15	and	and	CCONJ
essd-73	116	16	global	global	ADJ
essd-73	116	17	solar	solar	ADJ
essd-73	116	18	radiation	radiation	NOUN
essd-73	116	19	at	at	ADP
essd-73	116	20	study	study	NOUN
essd-73	116	21	location	location	NOUN
essd-73	116	22	are	be	AUX
essd-73	116	23	utilized	utilize	VERB
essd-73	116	24	for	for	ADP
essd-73	116	25	establishing	establish	VERB
essd-73	116	26	and	and	CCONJ
essd-73	116	27	validating	validate	VERB
essd-73	116	28	the	the	DET
essd-73	116	29	proposed	propose	VERB
essd-73	116	30	ann	ann	PROPN
essd-73	116	31	models	model	NOUN
essd-73	116	32	.	.	PUNCT
essd-73	117	1	according	accord	VERB
essd-73	117	2	to	to	ADP
essd-73	117	3	the	the	DET
essd-73	117	4	obtained	obtain	VERB
essd-73	117	5	results	result	NOUN
essd-73	117	6	,	,	PUNCT
essd-73	117	7	the	the	DET
essd-73	117	8	presented	present	VERB
essd-73	117	9	ann	ann	PROPN
essd-73	117	10	models	model	NOUN
essd-73	117	11	are	be	AUX
essd-73	117	12	applicable	applicable	ADJ
essd-73	117	13	and	and	CCONJ
essd-73	117	14	significant	significant	ADJ
essd-73	117	15	for	for	ADP
essd-73	117	16	the	the	DET
essd-73	117	17	quick	quick	ADJ
essd-73	117	18	and	and	CCONJ
essd-73	117	19	accurate	accurate	ADJ
essd-73	117	20	prediction	prediction	NOUN
essd-73	117	21	of	of	ADP
essd-73	117	22	the	the	DET
essd-73	117	23	monthly	monthly	ADJ
essd-73	117	24	average	average	ADJ
essd-73	117	25	daily	daily	ADJ
essd-73	117	26	global	global	ADJ
essd-73	117	27	solar	solar	ADJ
essd-73	117	28	radiation	radiation	NOUN
essd-73	117	29	on	on	ADP
essd-73	117	30	a	a	DET
essd-73	117	31	horizontal	horizontal	ADJ
essd-73	117	32	surface	surface	NOUN
essd-73	117	33	.	.	PUNCT
essd-73	118	1	6	6	X
essd-73	118	2	.	.	X
essd-73	118	3	acknowledgements	acknowledgement	NOUN
essd-73	118	4	this	this	DET
essd-73	118	5	work	work	NOUN
essd-73	118	6	is	be	AUX
essd-73	118	7	supported	support	VERB
essd-73	118	8	by	by	ADP
essd-73	118	9	the	the	DET
essd-73	118	10	egyptian	egyptian	ADJ
essd-73	118	11	science	science	PROPN
essd-73	118	12	and	and	CCONJ
essd-73	118	13	technology	technology	NOUN
essd-73	118	14	development	development	NOUN
essd-73	118	15	fund	fund	NOUN
essd-73	118	16	(	(	PUNCT
essd-73	118	17	stdf	stdf	NOUN
essd-73	118	18	)	)	PUNCT
essd-73	118	19	.	.	PUNCT
essd-73	119	1	the	the	DET
essd-73	119	2	project	project	NOUN
essd-73	119	3	number	number	NOUN
essd-73	119	4	is	be	AUX
essd-73	119	5	“	"	PUNCT
essd-73	119	6	10495	10495	NUM
essd-73	119	7	”	"	PUNCT
essd-73	119	8	and	and	CCONJ
essd-73	119	9	is	be	AUX
essd-73	119	10	entitled	entitle	VERB
essd-73	119	11	“	"	PUNCT
essd-73	119	12	solar	solar	ADJ
essd-73	119	13	-	-	PUNCT
essd-73	119	14	greenhouse	greenhouse	NOUN
essd-73	119	15	-	-	PUNCT
essd-73	119	16	desalination	desalination	NOUN
essd-73	119	17	system	system	NOUN
essd-73	119	18	self	self	NOUN
essd-73	119	19	productive	productive	NOUN
essd-73	119	20	of	of	ADP
essd-73	119	21	energy	energy	NOUN
essd-73	119	22	and	and	CCONJ
essd-73	119	23	irrigating	irrigate	VERB
essd-73	119	24	water	water	NOUN
essd-73	119	25	demand	demand	NOUN
essd-73	119	26	”	"	PUNCT
essd-73	119	27	.	.	PUNCT
essd-73	120	1	references	reference	NOUN
essd-73	120	2	1	1	NUM
essd-73	120	3	.	.	PUNCT
essd-73	120	4	ajayi	ajayi	PROPN
essd-73	120	5	,	,	PUNCT
essd-73	120	6	o.	o.	PROPN
essd-73	120	7	,	,	PUNCT
essd-73	120	8	ohijeagbon	ohijeagbon	NOUN
essd-73	120	9	,	,	PUNCT
essd-73	120	10	o.	o.	NOUN
essd-73	120	11	,	,	PUNCT
essd-73	120	12	nwadialo	nwadialo	PROPN
essd-73	120	13	,	,	PUNCT
essd-73	120	14	c.	c.	NOUN
essd-73	120	15	,	,	PUNCT
essd-73	120	16	&	&	CCONJ
essd-73	120	17	olasope	olasope	PROPN
essd-73	120	18	,	,	PUNCT
essd-73	120	19	o.	o.	PROPN
essd-73	120	20	(	(	PUNCT
essd-73	120	21	2014	2014	NUM
essd-73	120	22	)	)	PUNCT
essd-73	120	23	.	.	PUNCT
essd-73	121	1	new	new	ADJ
essd-73	121	2	model	model	NOUN
essd-73	121	3	to	to	PART
essd-73	121	4	estimate	estimate	VERB
essd-73	121	5	daily	daily	ADJ
essd-73	121	6	global	global	ADJ
essd-73	121	7	solar	solar	ADJ
essd-73	121	8	radiation	radiation	NOUN
essd-73	121	9	over	over	ADP
essd-73	121	10	nigeria	nigeria	PROPN
essd-73	121	11	.	.	PUNCT
essd-73	122	1	sustainable	sustainable	ADJ
essd-73	122	2	energy	energy	NOUN
essd-73	122	3	technologies	technology	NOUN
essd-73	122	4	and	and	CCONJ
essd-73	122	5	assessments,5	assessments,5	ADJ
essd-73	122	6	,	,	PUNCT
essd-73	122	7	28	28	NUM
essd-73	122	8	-	-	SYM
essd-73	122	9	36	36	NUM
essd-73	122	10	.	.	X
essd-73	123	1	2	2	NUM
essd-73	123	2	.	.	X
essd-73	123	3	almorox	almorox	PROPN
essd-73	123	4	,	,	PUNCT
essd-73	123	5	j.	j.	PROPN
essd-73	123	6	,	,	PUNCT
essd-73	123	7	benito	benito	PROPN
essd-73	123	8	,	,	PUNCT
essd-73	123	9	m.	m.	NOUN
essd-73	123	10	,	,	PUNCT
essd-73	123	11	&	&	CCONJ
essd-73	123	12	hontoria	hontoria	PROPN
essd-73	123	13	,	,	PUNCT
essd-73	123	14	c.	c.	PROPN
essd-73	123	15	(	(	PUNCT
essd-73	123	16	2005	2005	NUM
essd-73	123	17	)	)	PUNCT
essd-73	123	18	.	.	PUNCT
essd-73	124	1	estimation	estimation	NOUN
essd-73	124	2	of	of	ADP
essd-73	124	3	monthly	monthly	ADJ
essd-73	124	4	angström	angström	NUM
essd-73	124	5	–	–	PUNCT
essd-73	124	6	prescott	prescott	NOUN
essd-73	124	7	equation	equation	NOUN
essd-73	124	8	coeffipg	coeffipg	PROPN
essd-73	124	9	.	.	PUNCT
essd-73	125	1	21	21	NUM
essd-73	125	2	hassan	hassan	PROPN
essd-73	125	3	/	/	SYM
essd-73	125	4	environmental	environmental	ADJ
essd-73	125	5	science	science	NOUN
essd-73	125	6	and	and	CCONJ
essd-73	125	7	sustainable	sustainable	ADJ
essd-73	125	8	development	development	NOUN
essd-73	125	9	,	,	PUNCT
essd-73	125	10	essd	essd	NOUN
essd-73	125	11	cients	cient	NOUN
essd-73	125	12	from	from	ADP
essd-73	125	13	measured	measure	VERB
essd-73	125	14	daily	daily	ADJ
essd-73	125	15	data	datum	NOUN
essd-73	125	16	in	in	ADP
essd-73	125	17	toledo	toledo	PROPN
essd-73	125	18	,	,	PUNCT
essd-73	125	19	spain	spain	PROPN
essd-73	125	20	.	.	PUNCT
essd-73	126	1	renewable	renewable	ADJ
essd-73	126	2	energy,30(6	energy,30(6	PROPN
essd-73	126	3	)	)	PUNCT
essd-73	126	4	,	,	PUNCT
essd-73	126	5	931	931	NUM
essd-73	126	6	-	-	SYM
essd-73	126	7	936	936	NUM
essd-73	126	8	.	.	NOUN
essd-73	127	1	3	3	X
essd-73	127	2	.	.	X
essd-73	127	3	angström	angström	PROPN
essd-73	127	4	,	,	PUNCT
essd-73	127	5	a.	a.	NOUN
essd-73	127	6	(	(	PUNCT
essd-73	127	7	1924	1924	NUM
essd-73	127	8	)	)	PUNCT
essd-73	127	9	.	.	PUNCT
essd-73	128	1	solar	solar	ADJ
essd-73	128	2	and	and	CCONJ
essd-73	128	3	terrestrial	terrestrial	ADJ
essd-73	128	4	radiation	radiation	NOUN
essd-73	128	5	.	.	PUNCT
essd-73	129	1	report	report	NOUN
essd-73	129	2	to	to	ADP
essd-73	129	3	the	the	DET
essd-73	129	4	international	international	ADJ
essd-73	129	5	commission	commission	NOUN
essd-73	129	6	for	for	ADP
essd-73	129	7	solar	solar	ADJ
essd-73	129	8	research	research	NOUN
essd-73	129	9	on	on	ADP
essd-73	129	10	actinometric	actinometric	ADJ
essd-73	129	11	investigations	investigation	NOUN
essd-73	129	12	of	of	ADP
essd-73	129	13	solar	solar	ADJ
essd-73	129	14	and	and	CCONJ
essd-73	129	15	atmospheric	atmospheric	ADJ
essd-73	129	16	radiation	radiation	NOUN
essd-73	129	17	.	.	PUNCT
essd-73	130	1	quarterly	quarterly	ADJ
essd-73	130	2	journal	journal	NOUN
essd-73	130	3	of	of	ADP
essd-73	130	4	the	the	DET
essd-73	130	5	royal	royal	ADJ
essd-73	130	6	meteorological	meteorological	ADJ
essd-73	130	7	society,50(210	society,50(210	PROPN
essd-73	130	8	)	)	PUNCT
essd-73	130	9	,	,	PUNCT
essd-73	130	10	121	121	NUM
essd-73	130	11	-	-	SYM
essd-73	130	12	125	125	NUM
essd-73	130	13	.	.	PUNCT
essd-73	131	1	4	4	X
essd-73	131	2	.	.	X
essd-73	131	3	besharat	besharat	PROPN
essd-73	131	4	,	,	PUNCT
essd-73	131	5	f.	f.	PROPN
essd-73	131	6	,	,	PUNCT
essd-73	131	7	dehghan	dehghan	PROPN
essd-73	131	8	,	,	PUNCT
essd-73	131	9	a.	a.	NOUN
essd-73	131	10	a.	a.	PROPN
essd-73	131	11	,	,	PUNCT
essd-73	131	12	&	&	CCONJ
essd-73	131	13	faghih	faghih	PROPN
essd-73	131	14	,	,	PUNCT
essd-73	131	15	a.	a.	PROPN
essd-73	131	16	r.	r.	PROPN
essd-73	131	17	(	(	PUNCT
essd-73	131	18	2013	2013	NUM
essd-73	131	19	)	)	PUNCT
essd-73	131	20	.	.	PUNCT
essd-73	132	1	empirical	empirical	ADJ
essd-73	132	2	models	model	NOUN
essd-73	132	3	for	for	ADP
essd-73	132	4	estimating	estimate	VERB
essd-73	132	5	global	global	ADJ
essd-73	132	6	solar	solar	ADJ
essd-73	132	7	radiation	radiation	NOUN
essd-73	132	8	:	:	PUNCT
essd-73	132	9	a	a	DET
essd-73	132	10	review	review	NOUN
essd-73	132	11	and	and	CCONJ
essd-73	132	12	case	case	NOUN
essd-73	132	13	study	study	NOUN
essd-73	132	14	.	.	PUNCT
essd-73	133	1	renewable	renewable	ADJ
essd-73	133	2	and	and	CCONJ
essd-73	133	3	sustainable	sustainable	ADJ
essd-73	133	4	energy	energy	NOUN
essd-73	133	5	reviews,21	reviews,21	NOUN
essd-73	133	6	,	,	PUNCT
essd-73	133	7	798	798	NUM
essd-73	133	8	-	-	SYM
essd-73	133	9	821	821	NUM
essd-73	133	10	.	.	NOUN
essd-73	134	1	5	5	NUM
essd-73	134	2	.	.	X
essd-73	135	1	el	el	PROPN
essd-73	135	2	-	-	PUNCT
essd-73	135	3	sebaii	sebaii	PROPN
essd-73	135	4	,	,	PUNCT
essd-73	135	5	a.	a.	NOUN
essd-73	135	6	,	,	PUNCT
essd-73	135	7	al	al	PROPN
essd-73	135	8	-	-	PUNCT
essd-73	135	9	hazmi	hazmi	PROPN
essd-73	135	10	,	,	PUNCT
essd-73	135	11	f.	f.	PROPN
essd-73	135	12	,	,	PUNCT
essd-73	135	13	al	al	PROPN
essd-73	135	14	-	-	PUNCT
essd-73	135	15	ghamdi	ghamdi	NOUN
essd-73	135	16	,	,	PUNCT
essd-73	135	17	a.	a.	NOUN
essd-73	135	18	,	,	PUNCT
essd-73	135	19	&	&	CCONJ
essd-73	135	20	yaghmour	yaghmour	PROPN
essd-73	135	21	,	,	PUNCT
essd-73	135	22	s.	s.	PROPN
essd-73	135	23	(	(	PUNCT
essd-73	135	24	2010	2010	NUM
essd-73	135	25	)	)	PUNCT
essd-73	135	26	.	.	PUNCT
essd-73	136	1	global	global	ADJ
essd-73	136	2	,	,	PUNCT
essd-73	136	3	direct	direct	ADJ
essd-73	136	4	and	and	CCONJ
essd-73	136	5	diffuse	diffuse	VERB
essd-73	136	6	solar	solar	ADJ
essd-73	136	7	radiation	radiation	NOUN
essd-73	136	8	on	on	ADP
essd-73	136	9	horizontal	horizontal	ADJ
essd-73	136	10	and	and	CCONJ
essd-73	136	11	tilted	tilted	ADJ
essd-73	136	12	surfaces	surface	NOUN
essd-73	136	13	in	in	ADP
essd-73	136	14	jeddah	jeddah	PROPN
essd-73	136	15	,	,	PUNCT
essd-73	136	16	saudi	saudi	PROPN
essd-73	136	17	arabia	arabia	PROPN
essd-73	136	18	.	.	PUNCT
essd-73	136	19	applied	apply	VERB
essd-73	136	20	energy,87(2	energy,87(2	PROPN
essd-73	136	21	)	)	PUNCT
essd-73	136	22	,	,	PUNCT
essd-73	136	23	568	568	NUM
essd-73	136	24	-	-	SYM
essd-73	136	25	576	576	NUM
essd-73	136	26	.	.	PUNCT
essd-73	137	1	6	6	NUM
essd-73	137	2	.	.	X
essd-73	137	3	fadare	fadare	PROPN
essd-73	137	4	,	,	PUNCT
essd-73	137	5	d.	d.	PROPN
essd-73	137	6	(	(	PUNCT
essd-73	137	7	2009	2009	NUM
essd-73	137	8	)	)	PUNCT
essd-73	137	9	.	.	PUNCT
essd-73	138	1	modelling	modelling	NOUN
essd-73	138	2	of	of	ADP
essd-73	138	3	solar	solar	ADJ
essd-73	138	4	energy	energy	NOUN
essd-73	138	5	potential	potential	NOUN
essd-73	138	6	in	in	ADP
essd-73	138	7	nigeria	nigeria	PROPN
essd-73	138	8	using	use	VERB
essd-73	138	9	an	an	DET
essd-73	138	10	artificial	artificial	ADJ
essd-73	138	11	neural	neural	ADJ
essd-73	138	12	network	network	NOUN
essd-73	138	13	model	model	NOUN
essd-73	138	14	.	.	PUNCT
essd-73	138	15	applied	apply	VERB
essd-73	138	16	energy,86(9	energy,86(9	PROPN
essd-73	138	17	)	)	PUNCT
essd-73	138	18	,	,	PUNCT
essd-73	138	19	1410	1410	NUM
essd-73	138	20	-	-	SYM
essd-73	138	21	1422	1422	NUM
essd-73	138	22	.	.	PUNCT
essd-73	139	1	7	7	X
essd-73	139	2	.	.	X
essd-73	139	3	hassan	hassan	PROPN
essd-73	139	4	,	,	PUNCT
essd-73	139	5	g.	g.	PROPN
essd-73	139	6	e.	e.	PROPN
essd-73	139	7	,	,	PUNCT
essd-73	139	8	youssef	youssef	PROPN
essd-73	139	9	,	,	PUNCT
essd-73	139	10	m.	m.	PROPN
essd-73	139	11	e.	e.	PROPN
essd-73	139	12	,	,	PUNCT
essd-73	139	13	ali	ali	PROPN
essd-73	139	14	,	,	PUNCT
essd-73	139	15	m.	m.	NOUN
essd-73	139	16	a.	a.	PROPN
essd-73	139	17	,	,	PUNCT
essd-73	139	18	mohamed	mohamed	PROPN
essd-73	139	19	,	,	PUNCT
essd-73	139	20	z.	z.	PROPN
essd-73	139	21	e.	e.	PROPN
essd-73	139	22	,	,	PUNCT
essd-73	139	23	&	&	CCONJ
essd-73	139	24	shehata	shehata	PROPN
essd-73	139	25	,	,	PUNCT
essd-73	139	26	a.	a.	NOUN
essd-73	139	27	i.	i.	PROPN
essd-73	139	28	(	(	PUNCT
essd-73	139	29	2016	2016	NUM
essd-73	139	30	)	)	PUNCT
essd-73	139	31	.	.	PUNCT
essd-73	140	1	performance	performance	NOUN
essd-73	140	2	assessment	assessment	NOUN
essd-73	140	3	of	of	ADP
essd-73	140	4	different	different	ADJ
essd-73	140	5	day	day	NOUN
essd-73	140	6	-	-	PUNCT
essd-73	140	7	of	of	ADP
essd-73	140	8	-	-	PUNCT
essd-73	140	9	the	the	DET
essd-73	140	10	-	-	PUNCT
essd-73	140	11	year	year	NOUN
essd-73	140	12	-	-	PUNCT
essd-73	140	13	based	base	VERB
essd-73	140	14	models	model	NOUN
essd-73	140	15	for	for	ADP
essd-73	140	16	estimating	estimate	VERB
essd-73	140	17	global	global	ADJ
essd-73	140	18	solar	solar	ADJ
essd-73	140	19	radiation	radiation	NOUN
essd-73	140	20	case	case	NOUN
essd-73	140	21	study	study	NOUN
essd-73	140	22	:	:	PUNCT
essd-73	140	23	egypt	egypt	PROPN
essd-73	140	24	.	.	PUNCT
essd-73	141	1	journal	journal	PROPN
essd-73	141	2	of	of	ADP
essd-73	141	3	atmospheric	atmospheric	ADJ
essd-73	141	4	and	and	CCONJ
essd-73	141	5	solar	solar	ADJ
essd-73	141	6	-	-	PUNCT
essd-73	141	7	terrestrial	terrestrial	ADJ
essd-73	141	8	physics,149	physics,149	NOUN
essd-73	141	9	,	,	PUNCT
essd-73	141	10	69	69	NUM
essd-73	141	11	-	-	SYM
essd-73	141	12	80	80	NUM
essd-73	141	13	.	.	PUNCT
essd-73	141	14	8	8	NUM
essd-73	141	15	.	.	X
essd-73	142	1	hassan	hassan	PROPN
essd-73	142	2	,	,	PUNCT
essd-73	142	3	g.	g.	PROPN
essd-73	142	4	e.	e.	PROPN
essd-73	142	5	,	,	PUNCT
essd-73	142	6	youssef	youssef	PROPN
essd-73	142	7	,	,	PUNCT
essd-73	142	8	m.	m.	PROPN
essd-73	142	9	e.	e.	PROPN
essd-73	142	10	,	,	PUNCT
essd-73	142	11	mohamed	mohamed	PROPN
essd-73	142	12	,	,	PUNCT
essd-73	142	13	z.	z.	PROPN
essd-73	142	14	e.	e.	PROPN
essd-73	142	15	,	,	PUNCT
essd-73	142	16	ali	ali	PROPN
essd-73	142	17	,	,	PUNCT
essd-73	142	18	m.	m.	NOUN
essd-73	142	19	a.	a.	PROPN
essd-73	142	20	,	,	PUNCT
essd-73	142	21	&	&	CCONJ
essd-73	142	22	hanafy	hanafy	PROPN
essd-73	142	23	,	,	PUNCT
essd-73	142	24	a.	a.	NOUN
essd-73	142	25	a.	a.	NOUN
essd-73	143	1	(	(	PUNCT
essd-73	143	2	2016	2016	NUM
essd-73	143	3	)	)	PUNCT
essd-73	143	4	.	.	PUNCT
essd-73	144	1	new	new	ADJ
essd-73	144	2	temperature	temperature	NOUN
essd-73	144	3	-	-	PUNCT
essd-73	144	4	based	base	VERB
essd-73	144	5	models	model	NOUN
essd-73	144	6	for	for	ADP
essd-73	144	7	predicting	predict	VERB
essd-73	144	8	global	global	ADJ
essd-73	144	9	solar	solar	ADJ
essd-73	144	10	radiation	radiation	NOUN
essd-73	144	11	.	.	PUNCT
essd-73	145	1	applied	apply	VERB
essd-73	145	2	energy	energy	NOUN
essd-73	145	3	,	,	PUNCT
essd-73	145	4	179	179	NUM
essd-73	145	5	,	,	PUNCT
essd-73	145	6	437	437	NUM
essd-73	145	7	-	-	SYM
essd-73	145	8	450	450	NUM
essd-73	145	9	.	.	NOUN
essd-73	145	10	9	9	NUM
essd-73	145	11	.	.	X
essd-73	146	1	hassan	hassan	PROPN
essd-73	146	2	,	,	PUNCT
essd-73	146	3	g.	g.	PROPN
essd-73	146	4	,	,	PUNCT
essd-73	146	5	ali	ali	PROPN
essd-73	146	6	,	,	PUNCT
essd-73	146	7	m.	m.	NOUN
essd-73	146	8	a.	a.	PROPN
essd-73	146	9	,	,	PUNCT
essd-73	146	10	&	&	CCONJ
essd-73	146	11	youssef	youssef	PROPN
essd-73	146	12	,	,	PUNCT
essd-73	146	13	m.	m.	PROPN
essd-73	146	14	e.	e.	PROPN
essd-73	146	15	(	(	PUNCT
essd-73	146	16	2017	2017	NUM
essd-73	146	17	)	)	PUNCT
essd-73	146	18	.	.	PUNCT
essd-73	147	1	solar	solar	ADJ
essd-73	147	2	energy	energy	NOUN
essd-73	147	3	availability	availability	NOUN
essd-73	147	4	in	in	ADP
essd-73	147	5	suez	suez	PROPN
essd-73	147	6	canal	canal	PROPN
essd-73	147	7	’s	’s	PART
essd-73	147	8	zone	zone	NOUN
essd-73	147	9	case	case	NOUN
essd-73	147	10	study	study	NOUN
essd-73	147	11	:	:	PUNCT
essd-73	147	12	port	port	NOUN
essd-73	147	13	said	say	VERB
essd-73	147	14	and	and	CCONJ
essd-73	147	15	suez	suez	PROPN
essd-73	147	16	cities	cities	PROPN
essd-73	147	17	,	,	PUNCT
essd-73	147	18	egypt	egypt	PROPN
essd-73	147	19	.	.	PUNCT
essd-73	148	1	in	in	ADP
essd-73	148	2	the	the	DET
essd-73	148	3	international	international	ADJ
essd-73	148	4	maritime	maritime	ADJ
essd-73	148	5	transport	transport	PROPN
essd-73	148	6	&	&	CCONJ
essd-73	148	7	logistics	logistics	PROPN
essd-73	148	8	conference	conference	NOUN
essd-73	148	9	(	(	PUNCT
essd-73	148	10	marlog	marlog	PROPN
essd-73	148	11	6)(pp	6)(pp	NUM
essd-73	148	12	.	.	PUNCT
essd-73	148	13	1	1	NUM
essd-73	148	14	-	-	SYM
essd-73	148	15	8)	8)	NUM
essd-73	148	16	.	.	PUNCT
essd-73	148	17	alexandria	alexandria	PROPN
essd-73	148	18	,	,	PUNCT
essd-73	148	19	egypt	egypt	PROPN
essd-73	148	20	.	.	PUNCT
essd-73	149	1	10	10	NUM
essd-73	149	2	.	.	PUNCT
essd-73	150	1	hassan	hassan	PROPN
essd-73	150	2	,	,	PUNCT
essd-73	150	3	g.	g.	PROPN
essd-73	150	4	,	,	PUNCT
essd-73	150	5	youssef	youssef	PROPN
essd-73	150	6	,	,	PUNCT
essd-73	150	7	e.	e.	PROPN
essd-73	150	8	,	,	PUNCT
essd-73	150	9	ali	ali	PROPN
essd-73	150	10	,	,	PUNCT
essd-73	150	11	m.	m.	NOUN
essd-73	150	12	,	,	PUNCT
essd-73	150	13	mohamed	mohamed	PROPN
essd-73	150	14	,	,	PUNCT
essd-73	150	15	z.	z.	PROPN
essd-73	150	16	,	,	PUNCT
essd-73	150	17	&	&	CCONJ
essd-73	150	18	hanafy	hanafy	PROPN
essd-73	150	19	,	,	PUNCT
essd-73	150	20	a.	a.	NOUN
essd-73	150	21	(	(	PUNCT
essd-73	150	22	2017	2017	NUM
essd-73	150	23	)	)	PUNCT
essd-73	150	24	.	.	PUNCT
essd-73	151	1	evaluation	evaluation	NOUN
essd-73	151	2	of	of	ADP
essd-73	151	3	different	different	ADJ
essd-73	151	4	sunshinebased	sunshinebase	VERB
essd-73	151	5	models	model	NOUN
essd-73	151	6	for	for	ADP
essd-73	151	7	predicting	predict	VERB
essd-73	151	8	global	global	ADJ
essd-73	151	9	solar	solar	ADJ
essd-73	151	10	radiation	radiation	NOUN
essd-73	151	11	–	–	PUNCT
essd-73	151	12	case	case	NOUN
essd-73	151	13	study	study	NOUN
essd-73	151	14	:	:	PUNCT
essd-73	151	15	new	new	PROPN
essd-73	151	16	borg	borg	PROPN
essd-73	151	17	el	el	PROPN
essd-73	151	18	-	-	PROPN
essd-73	151	19	arab	arab	PROPN
essd-73	151	20	city	city	PROPN
essd-73	151	21	,	,	PUNCT
essd-73	151	22	egypt	egypt	PROPN
essd-73	151	23	.	.	PUNCT
essd-73	152	1	thermal	thermal	ADJ
essd-73	152	2	science,22(2	science,22(2	PROPN
essd-73	152	3	)	)	PUNCT
essd-73	152	4	,	,	PUNCT
essd-73	152	5	979	979	NUM
essd-73	152	6	-	-	SYM
essd-73	152	7	992	992	NUM
essd-73	152	8	.	.	PUNCT
essd-73	153	1	11	11	NUM
essd-73	153	2	.	.	PUNCT
essd-73	154	1	janjai	janjai	PROPN
essd-73	154	2	,	,	PUNCT
essd-73	154	3	s.	s.	PROPN
essd-73	154	4	,	,	PUNCT
essd-73	154	5	pankaew	pankaew	VERB
essd-73	154	6	,	,	PUNCT
essd-73	154	7	p.	p.	PROPN
essd-73	154	8	,	,	PUNCT
essd-73	154	9	&	&	CCONJ
essd-73	154	10	laksanaboonsong	laksanaboonsong	PROPN
essd-73	154	11	,	,	PUNCT
essd-73	154	12	j.	j.	PROPN
essd-73	154	13	(	(	PUNCT
essd-73	154	14	2009	2009	NUM
essd-73	154	15	)	)	PUNCT
essd-73	154	16	.	.	PUNCT
essd-73	155	1	a	a	DET
essd-73	155	2	model	model	NOUN
essd-73	155	3	for	for	ADP
essd-73	155	4	calculating	calculate	VERB
essd-73	155	5	hourly	hourly	ADJ
essd-73	155	6	global	global	ADJ
essd-73	155	7	solar	solar	ADJ
essd-73	155	8	radiation	radiation	NOUN
essd-73	155	9	from	from	ADP
essd-73	155	10	satellite	satellite	NOUN
essd-73	155	11	data	datum	NOUN
essd-73	155	12	in	in	ADP
essd-73	155	13	the	the	DET
essd-73	155	14	tropics	tropic	NOUN
essd-73	155	15	.	.	PUNCT
essd-73	156	1	applied	apply	VERB
essd-73	156	2	energy,86(9	energy,86(9	PROPN
essd-73	156	3	)	)	PUNCT
essd-73	156	4	,	,	PUNCT
essd-73	156	5	1450	1450	NUM
essd-73	156	6	-	-	SYM
essd-73	156	7	1457	1457	NUM
essd-73	156	8	.	.	PUNCT
essd-73	157	1	12	12	NUM
essd-73	157	2	.	.	PUNCT
essd-73	158	1	jiang	jiang	PROPN
essd-73	158	2	,	,	PUNCT
essd-73	158	3	y.	y.	PROPN
essd-73	158	4	(	(	PUNCT
essd-73	158	5	2009	2009	NUM
essd-73	158	6	)	)	PUNCT
essd-73	158	7	.	.	PUNCT
essd-73	159	1	computation	computation	NOUN
essd-73	159	2	of	of	ADP
essd-73	159	3	monthly	monthly	ADJ
essd-73	159	4	mean	mean	ADJ
essd-73	159	5	daily	daily	PROPN
essd-73	159	6	global	global	ADJ
essd-73	159	7	solar	solar	ADJ
essd-73	159	8	radiation	radiation	NOUN
essd-73	159	9	in	in	ADP
essd-73	159	10	china	china	PROPN
essd-73	159	11	using	use	VERB
essd-73	159	12	artificial	artificial	ADJ
essd-73	159	13	neural	neural	ADJ
essd-73	159	14	networks	network	NOUN
essd-73	159	15	and	and	CCONJ
essd-73	159	16	comparison	comparison	NOUN
essd-73	159	17	with	with	ADP
essd-73	159	18	other	other	ADJ
essd-73	159	19	empirical	empirical	ADJ
essd-73	159	20	models	model	NOUN
essd-73	159	21	.	.	PUNCT
essd-73	160	1	energy,34(9	energy,34(9	NOUN
essd-73	160	2	)	)	PUNCT
essd-73	160	3	,	,	PUNCT
essd-73	160	4	1276	1276	NUM
essd-73	160	5	-	-	SYM
essd-73	160	6	1283	1283	NUM
essd-73	160	7	.	.	PUNCT
essd-73	161	1	13	13	NUM
essd-73	161	2	.	.	X
essd-73	161	3	kalogirou	kalogirou	PROPN
essd-73	161	4	,	,	PUNCT
essd-73	161	5	s.	s.	PROPN
essd-73	161	6	a.	a.	PROPN
essd-73	161	7	(	(	PUNCT
essd-73	161	8	2001	2001	NUM
essd-73	161	9	)	)	PUNCT
essd-73	161	10	.	.	PUNCT
essd-73	162	1	artificial	artificial	ADJ
essd-73	162	2	neural	neural	ADJ
essd-73	162	3	networks	network	NOUN
essd-73	162	4	in	in	ADP
essd-73	162	5	renewable	renewable	ADJ
essd-73	162	6	energy	energy	NOUN
essd-73	162	7	systems	system	NOUN
essd-73	162	8	applications	application	NOUN
essd-73	162	9	:	:	PUNCT
essd-73	162	10	a	a	DET
essd-73	162	11	review	review	NOUN
essd-73	162	12	.	.	PUNCT
essd-73	163	1	renewable	renewable	ADJ
essd-73	163	2	and	and	CCONJ
essd-73	163	3	sustainable	sustainable	ADJ
essd-73	163	4	energy	energy	NOUN
essd-73	163	5	reviews,5(4	reviews,5(4	NOUN
essd-73	163	6	)	)	PUNCT
essd-73	163	7	,	,	PUNCT
essd-73	163	8	373	373	NUM
essd-73	163	9	-	-	SYM
essd-73	163	10	401	401	NUM
essd-73	163	11	.	.	PUNCT
essd-73	163	12	14	14	NUM
essd-73	163	13	.	.	PUNCT
essd-73	164	1	krenker	krenker	PROPN
essd-73	164	2	,	,	PUNCT
essd-73	164	3	a.	a.	NOUN
essd-73	164	4	,	,	PUNCT
essd-73	164	5	bester	bester	PROPN
essd-73	164	6	,	,	PUNCT
essd-73	164	7	j.	j.	PROPN
essd-73	164	8	,	,	PUNCT
essd-73	164	9	&	&	CCONJ
essd-73	164	10	kos	kos	PROPN
essd-73	164	11	,	,	PUNCT
essd-73	164	12	a.	a.	NOUN
essd-73	164	13	(	(	PUNCT
essd-73	164	14	2011	2011	NUM
essd-73	164	15	)	)	PUNCT
essd-73	164	16	.	.	PUNCT
essd-73	165	1	introduction	introduction	NOUN
essd-73	165	2	to	to	ADP
essd-73	165	3	the	the	DET
essd-73	165	4	artificial	artificial	ADJ
essd-73	165	5	neural	neural	ADJ
essd-73	165	6	networks	network	NOUN
essd-73	165	7	.	.	PUNCT
essd-73	166	1	artificial	artificial	ADJ
essd-73	166	2	neural	neural	ADJ
essd-73	166	3	networks	network	NOUN
essd-73	166	4	methodological	methodological	ADJ
essd-73	166	5	advances	advance	NOUN
essd-73	166	6	and	and	CCONJ
essd-73	166	7	biomedical	biomedical	ADJ
essd-73	166	8	applications,1046	applications,1046	PROPN
essd-73	166	9	-	-	PROPN
essd-73	166	10	1054	1054	NUM
essd-73	166	11	.	.	PUNCT
essd-73	167	1	15	15	NUM
essd-73	167	2	.	.	PUNCT
essd-73	168	1	li	li	PROPN
essd-73	168	2	,	,	PUNCT
essd-73	168	3	h.	h.	PROPN
essd-73	168	4	,	,	PUNCT
essd-73	168	5	ma	ma	PROPN
essd-73	168	6	,	,	PUNCT
essd-73	168	7	w.	w.	PROPN
essd-73	168	8	,	,	PUNCT
essd-73	168	9	lian	lian	PROPN
essd-73	168	10	,	,	PUNCT
essd-73	168	11	y.	y.	PROPN
essd-73	168	12	,	,	PUNCT
essd-73	168	13	&	&	CCONJ
essd-73	168	14	wang	wang	PROPN
essd-73	168	15	,	,	PUNCT
essd-73	168	16	x.	x.	NOUN
essd-73	168	17	(	(	PUNCT
essd-73	168	18	2010	2010	NUM
essd-73	168	19	)	)	PUNCT
essd-73	168	20	.	.	PUNCT
essd-73	169	1	estimating	estimate	VERB
essd-73	169	2	daily	daily	ADJ
essd-73	169	3	global	global	ADJ
essd-73	169	4	solar	solar	ADJ
essd-73	169	5	radiation	radiation	NOUN
essd-73	169	6	by	by	ADP
essd-73	169	7	day	day	NOUN
essd-73	169	8	of	of	ADP
essd-73	169	9	year	year	NOUN
essd-73	169	10	in	in	ADP
essd-73	169	11	china	china	PROPN
essd-73	169	12	.	.	PUNCT
essd-73	170	1	applied	apply	VERB
essd-73	170	2	energy,87(10	energy,87(10	NOUN
essd-73	170	3	)	)	PUNCT
essd-73	170	4	,	,	PUNCT
essd-73	170	5	3011	3011	NUM
essd-73	170	6	-	-	SYM
essd-73	170	7	3017	3017	NUM
essd-73	170	8	.	.	PUNCT
essd-73	171	1	16	16	NUM
essd-73	171	2	.	.	PUNCT
essd-73	172	1	lin	lin	PROPN
essd-73	172	2	,	,	PUNCT
essd-73	172	3	j.	j.	PROPN
essd-73	172	4	,	,	PUNCT
essd-73	172	5	bhattacharyya	bhattacharyya	PROPN
essd-73	172	6	,	,	PUNCT
essd-73	172	7	d.	d.	PROPN
essd-73	172	8	,	,	PUNCT
essd-73	172	9	&	&	CCONJ
essd-73	172	10	kecman	kecman	PROPN
essd-73	172	11	,	,	PUNCT
essd-73	172	12	v.	v.	PROPN
essd-73	172	13	(	(	PUNCT
essd-73	172	14	2003	2003	NUM
essd-73	172	15	)	)	PUNCT
essd-73	172	16	.	.	PUNCT
essd-73	173	1	multiple	multiple	ADJ
essd-73	173	2	regression	regression	NOUN
essd-73	173	3	and	and	CCONJ
essd-73	173	4	neural	neural	ADJ
essd-73	173	5	networks	network	NOUN
essd-73	173	6	analyses	analysis	NOUN
essd-73	173	7	in	in	ADP
essd-73	173	8	composites	composite	NOUN
essd-73	173	9	machining	machining	NOUN
essd-73	173	10	.	.	PUNCT
essd-73	174	1	composites	composites	PROPN
essd-73	174	2	science	science	NOUN
essd-73	174	3	and	and	CCONJ
essd-73	174	4	technology,63(3	technology,63(3	PROPN
essd-73	174	5	-	-	PUNCT
essd-73	174	6	4	4	NUM
essd-73	174	7	)	)	PUNCT
essd-73	174	8	,	,	PUNCT
essd-73	174	9	539	539	NUM
essd-73	174	10	-	-	SYM
essd-73	174	11	548	548	NUM
essd-73	174	12	.	.	PUNCT
essd-73	175	1	17	17	NUM
essd-73	175	2	.	.	PUNCT
essd-73	176	1	nasa	nasa	PROPN
essd-73	176	2	surface	surface	NOUN
essd-73	176	3	meteorology	meteorology	NOUN
essd-73	176	4	and	and	CCONJ
essd-73	176	5	solar	solar	ADJ
essd-73	176	6	energy	energy	NOUN
essd-73	176	7	.	.	PUNCT
essd-73	177	1	(	(	PUNCT
essd-73	177	2	n.d	n.d	PROPN
essd-73	177	3	.	.	PROPN
essd-73	177	4	)	)	PUNCT
essd-73	177	5	.	.	PUNCT
essd-73	178	1	retrieved	retrieve	VERB
essd-73	178	2	from	from	ADP
essd-73	178	3	https://eosweb.larc.nasa.gov/cgi-bin/s	https://eosweb.larc.nasa.gov/cgi-bin/s	PROPN
essd-73	178	4	se	se	PROPN
essd-73	178	5	/	/	SYM
essd-73	178	6	daily.cgi	daily.cgi	PROPN
essd-73	178	7	&	&	CCONJ
essd-73	178	8	https://power.larc.nasa.gov/cgi-bin/agro.cgi?email=agroclim@larc.nasa.gov	https://power.larc.nasa.gov/cgi-bin/agro.cgi?email=agroclim@larc.nasa.gov	ADJ
essd-73	178	9	18	18	NUM
essd-73	178	10	.	.	PUNCT
essd-73	179	1	picton	picton	PROPN
essd-73	179	2	,	,	PUNCT
essd-73	179	3	p.	p.	NOUN
essd-73	179	4	(	(	PUNCT
essd-73	179	5	2000	2000	NUM
essd-73	179	6	)	)	PUNCT
essd-73	179	7	.	.	PUNCT
essd-73	180	1	neural	neural	ADJ
essd-73	180	2	networks	network	NOUN
essd-73	180	3	.	.	PUNCT
essd-73	181	1	new	new	PROPN
essd-73	181	2	york	york	PROPN
essd-73	181	3	:	:	PUNCT
essd-73	182	1	palgrave	palgrave	PROPN
essd-73	182	2	.	.	PROPN
essd-73	183	1	19	19	NUM
essd-73	183	2	.	.	X
essd-73	183	3	prescott	prescott	PROPN
essd-73	183	4	,	,	PUNCT
essd-73	183	5	j.a	j.a	PROPN
essd-73	183	6	.	.	PROPN
essd-73	183	7	(	(	PUNCT
essd-73	183	8	1940	1940	NUM
essd-73	183	9	)	)	PUNCT
essd-73	183	10	.	.	PUNCT
essd-73	184	1	evaporation	evaporation	NOUN
essd-73	184	2	from	from	ADP
essd-73	184	3	water	water	NOUN
essd-73	184	4	surface	surface	NOUN
essd-73	184	5	in	in	ADP
essd-73	184	6	relation	relation	NOUN
essd-73	184	7	to	to	ADP
essd-73	184	8	solar	solar	ADJ
essd-73	184	9	radiation	radiation	NOUN
essd-73	184	10	.	.	PUNCT
essd-73	185	1	transactions	transaction	NOUN
essd-73	185	2	of	of	ADP
essd-73	185	3	the	the	DET
essd-73	185	4	royal	royal	ADJ
essd-73	185	5	society	society	NOUN
essd-73	185	6	of	of	ADP
essd-73	185	7	south	south	PROPN
essd-73	185	8	australia,64	australia,64	PROPN
essd-73	185	9	,	,	PUNCT
essd-73	185	10	114	114	NUM
essd-73	185	11	-	-	SYM
essd-73	185	12	118	118	NUM
essd-73	185	13	pg	pg	NOUN
essd-73	185	14	.	.	PROPN
essd-73	186	1	22	22	NUM
essd-73	186	2	hassan	hassan	PROPN
essd-73	186	3	/	/	SYM
essd-73	186	4	environmental	environmental	ADJ
essd-73	186	5	science	science	NOUN
essd-73	186	6	and	and	CCONJ
essd-73	186	7	sustainable	sustainable	ADJ
essd-73	186	8	development	development	NOUN
essd-73	186	9	,	,	PUNCT
essd-73	186	10	essd	essd	NOUN
essd-73	186	11	20	20	NUM
essd-73	186	12	.	.	PUNCT
essd-73	187	1	rahimikhoob	rahimikhoob	NOUN
essd-73	187	2	,	,	PUNCT
essd-73	187	3	a.	a.	NOUN
essd-73	187	4	(	(	PUNCT
essd-73	187	5	2010	2010	NUM
essd-73	187	6	)	)	PUNCT
essd-73	187	7	.	.	PUNCT
essd-73	188	1	estimating	estimate	VERB
essd-73	188	2	global	global	ADJ
essd-73	188	3	solar	solar	ADJ
essd-73	188	4	radiation	radiation	NOUN
essd-73	188	5	using	use	VERB
essd-73	188	6	artificial	artificial	ADJ
essd-73	188	7	neural	neural	ADJ
essd-73	188	8	network	network	NOUN
essd-73	188	9	and	and	CCONJ
essd-73	188	10	air	air	NOUN
essd-73	188	11	temperature	temperature	NOUN
essd-73	188	12	data	datum	NOUN
essd-73	188	13	in	in	ADP
essd-73	188	14	a	a	DET
essd-73	188	15	semi	semi	ADJ
essd-73	188	16	-	-	ADJ
essd-73	188	17	arid	arid	ADJ
essd-73	188	18	environment	environment	NOUN
essd-73	188	19	.	.	PUNCT
essd-73	189	1	renewable	renewable	ADJ
essd-73	189	2	energy,35(9	energy,35(9	PROPN
essd-73	189	3	)	)	PUNCT
essd-73	189	4	,	,	PUNCT
essd-73	189	5	2131	2131	NUM
essd-73	189	6	-	-	SYM
essd-73	189	7	2135	2135	NUM
essd-73	189	8	.	.	PUNCT
essd-73	190	1	21	21	NUM
essd-73	190	2	.	.	X
essd-73	190	3	şenkal	şenkal	NOUN
essd-73	190	4	,	,	PUNCT
essd-73	190	5	o.	o.	PROPN
essd-73	190	6	,	,	PUNCT
essd-73	190	7	&	&	CCONJ
essd-73	190	8	kuleli	kuleli	PROPN
essd-73	190	9	,	,	PUNCT
essd-73	190	10	t.	t.	PROPN
essd-73	190	11	(	(	PUNCT
essd-73	190	12	2009	2009	NUM
essd-73	190	13	)	)	PUNCT
essd-73	190	14	.	.	PUNCT
essd-73	191	1	estimation	estimation	NOUN
essd-73	191	2	of	of	ADP
essd-73	191	3	solar	solar	ADJ
essd-73	191	4	radiation	radiation	NOUN
essd-73	191	5	over	over	ADP
essd-73	191	6	turkey	turkey	NOUN
essd-73	191	7	using	use	VERB
essd-73	191	8	artificial	artificial	ADJ
essd-73	191	9	neural	neural	ADJ
essd-73	191	10	network	network	NOUN
essd-73	191	11	and	and	CCONJ
essd-73	191	12	satellite	satellite	NOUN
essd-73	191	13	data	datum	NOUN
essd-73	191	14	.	.	PUNCT
essd-73	191	15	applied	apply	VERB
essd-73	191	16	energy,86(7	energy,86(7	PROPN
essd-73	191	17	-	-	PUNCT
essd-73	191	18	8)	8)	NUM
essd-73	191	19	,	,	PUNCT
essd-73	191	20	1222	1222	NUM
essd-73	191	21	-	-	SYM
essd-73	191	22	1228	1228	NUM
essd-73	191	23	.	.	PUNCT
essd-73	192	1	22	22	NUM
essd-73	192	2	.	.	PUNCT
essd-73	193	1	wong	wong	PROPN
essd-73	193	2	,	,	PUNCT
essd-73	193	3	l.	l.	PROPN
essd-73	193	4	t.	t.	PROPN
essd-73	193	5	,	,	PUNCT
essd-73	193	6	&	&	CCONJ
essd-73	193	7	chow	chow	PROPN
essd-73	193	8	,	,	PUNCT
essd-73	193	9	w.	w.	PROPN
essd-73	193	10	k.	k.	PROPN
essd-73	193	11	(	(	PUNCT
essd-73	193	12	2001	2001	NUM
essd-73	193	13	)	)	PUNCT
essd-73	193	14	.	.	PUNCT
essd-73	194	1	solar	solar	ADJ
essd-73	194	2	radiation	radiation	NOUN
essd-73	194	3	model	model	NOUN
essd-73	194	4	.	.	PUNCT
essd-73	195	1	applied	apply	VERB
essd-73	195	2	energy,69	energy,69	NOUN
essd-73	195	3	,	,	PUNCT
essd-73	195	4	191	191	NUM
essd-73	195	5	-	-	SYM
essd-73	195	6	224	224	NUM
essd-73	195	7	.	.	PUNCT
essd-73	196	1	23	23	NUM
essd-73	196	2	.	.	PUNCT
essd-73	197	1	youssef	youssef	PROPN
essd-73	197	2	,	,	PUNCT
essd-73	197	3	m.	m.	PROPN
essd-73	197	4	e.	e.	PROPN
essd-73	197	5	,	,	PUNCT
essd-73	197	6	hassan	hassan	PROPN
essd-73	197	7	,	,	PUNCT
essd-73	197	8	g.	g.	PROPN
essd-73	197	9	,	,	PUNCT
essd-73	197	10	youssif	youssif	PROPN
essd-73	197	11	,	,	PUNCT
essd-73	197	12	z.	z.	PROPN
essd-73	197	13	,	,	PUNCT
essd-73	197	14	&	&	CCONJ
essd-73	197	15	ali	ali	PROPN
essd-73	197	16	,	,	PUNCT
essd-73	197	17	m.	m.	NOUN
essd-73	197	18	a.	a.	PROPN
essd-73	197	19	(	(	PUNCT
essd-73	197	20	2016	2016	NUM
essd-73	197	21	)	)	PUNCT
essd-73	197	22	.	.	PUNCT
essd-73	198	1	investigating	investigate	VERB
essd-73	198	2	the	the	DET
essd-73	198	3	performance	performance	NOUN
essd-73	198	4	of	of	ADP
essd-73	198	5	different	different	ADJ
essd-73	198	6	models	model	NOUN
essd-73	198	7	in	in	ADP
essd-73	198	8	estimating	estimate	VERB
essd-73	198	9	global	global	ADJ
essd-73	198	10	solar	solar	ADJ
essd-73	198	11	radiation	radiation	NOUN
essd-73	198	12	.	.	PUNCT
essd-73	199	1	advances	advance	NOUN
essd-73	199	2	in	in	ADP
essd-73	199	3	natural	natural	ADJ
essd-73	199	4	and	and	CCONJ
essd-73	199	5	applied	apply	VERB
essd-73	199	6	sciences,10(4	sciences,10(4	PROPN
essd-73	199	7	)	)	PUNCT
essd-73	199	8	,	,	PUNCT
essd-73	199	9	379	379	NUM
essd-73	199	10	-	-	SYM
essd-73	199	11	389	389	NUM
essd-73	199	12	.	.	PUNCT
essd-73	200	1	pg	pg	INTJ
essd-73	200	2	.	.	PUNCT
essd-73	201	1	23	23	NUM
essd-73	201	2	introduction	introduction	NOUN
essd-73	201	3	material	material	NOUN
essd-73	201	4	and	and	CCONJ
essd-73	201	5	methods	method	NOUN
essd-73	201	6	data	datum	NOUN
essd-73	201	7	collection	collection	NOUN
essd-73	201	8	artificial	artificial	ADJ
essd-73	201	9	neural	neural	ADJ
essd-73	201	10	network	network	NOUN
essd-73	201	11	(	(	PUNCT
essd-73	201	12	ann	ann	PROPN
essd-73	201	13	)	)	PUNCT
essd-73	201	14	design	design	NOUN
essd-73	201	15	of	of	ADP
essd-73	201	16	the	the	DET
essd-73	201	17	artificial	artificial	ADJ
essd-73	201	18	neural	neural	ADJ
essd-73	201	19	network	network	NOUN
essd-73	201	20	(	(	PUNCT
essd-73	201	21	ann	ann	PROPN
essd-73	201	22	)	)	PUNCT
essd-73	201	23	model	model	NOUN
essd-73	201	24	performance	performance	NOUN
essd-73	201	25	evaluation	evaluation	NOUN
essd-73	201	26	results	result	NOUN
essd-73	201	27	and	and	CCONJ
essd-73	201	28	discussion	discussion	NOUN
essd-73	201	29	conclusion	conclusion	NOUN
essd-73	201	30	acknowledgements	acknowledgement	NOUN