id	sid	tid	token	lemma	pos
cet-15696	1	1	doi	doi	NOUN
cet-15696	1	2	:	:	PUNCT
cet-15696	1	3	10.3303	10.3303	NUM
cet-15696	1	4	/	/	SYM
cet-15696	1	5	cet25120071	cet25120071	NOUN
cet-15696	1	6	paper	paper	NOUN
cet-15696	1	7	received	receive	VERB
cet-15696	1	8	:	:	PUNCT
cet-15696	1	9	14	14	NUM
cet-15696	1	10	may	may	PROPN
cet-15696	1	11	2025	2025	NUM
cet-15696	1	12	;	;	PUNCT
cet-15696	1	13	revised	revise	VERB
cet-15696	1	14	:	:	PUNCT
cet-15696	1	15	02	02	NUM
cet-15696	1	16	october	october	PROPN
cet-15696	1	17	2025	2025	NUM
cet-15696	1	18	;	;	PUNCT
cet-15696	1	19	accepted	accept	VERB
cet-15696	1	20	:	:	PUNCT
cet-15696	1	21	2	2	NUM
cet-15696	1	22	october	october	NOUN
cet-15696	1	23	2025	2025	NUM
cet-15696	1	24	please	please	INTJ
cet-15696	1	25	cite	cite	VERB
cet-15696	1	26	this	this	DET
cet-15696	1	27	article	article	NOUN
cet-15696	1	28	as	as	ADP
cet-15696	1	29	:	:	PUNCT
cet-15696	1	30	sánchez	sánchez	PROPN
cet-15696	1	31	martinez	martinez	PROPN
cet-15696	1	32	d.a	d.a	PROPN
cet-15696	1	33	.	.	PROPN
cet-15696	1	34	,	,	PUNCT
cet-15696	1	35	talavera	talavera	PROPN
cet-15696	1	36	lópez	lópez	PROPN
cet-15696	1	37	a.	a.	PROPN
cet-15696	1	38	,	,	PUNCT
cet-15696	1	39	murrieta	murrieta	PROPN
cet-15696	1	40	-	-	PROPN
cet-15696	1	41	luna	luna	PROPN
cet-15696	1	42	e.	e.	PROPN
cet-15696	1	43	,	,	PUNCT
cet-15696	1	44	alvarado	alvarado	PROPN
cet-15696	1	45	perea	perea	PROPN
cet-15696	1	46	l.	l.	PROPN
cet-15696	1	47	,	,	PUNCT
cet-15696	1	48	canizalez	canizalez	PROPN
cet-15696	1	49	dávalos	dávalos	PROPN
cet-15696	1	50	l.	l.	PROPN
cet-15696	1	51	,	,	PUNCT
cet-15696	1	52	2025	2025	NUM
cet-15696	1	53	,	,	PUNCT
cet-15696	1	54	predicting	predict	VERB
cet-15696	1	55	the	the	DET
cet-15696	1	56	thermal	thermal	ADJ
cet-15696	1	57	performance	performance	NOUN
cet-15696	1	58	of	of	ADP
cet-15696	1	59	a	a	DET
cet-15696	1	60	flat	flat	ADJ
cet-15696	1	61	plate	plate	NOUN
cet-15696	1	62	solar	solar	ADJ
cet-15696	1	63	collector	collector	NOUN
cet-15696	1	64	network	network	NOUN
cet-15696	1	65	by	by	ADP
cet-15696	1	66	programming	program	VERB
cet-15696	1	67	a	a	DET
cet-15696	1	68	neural	neural	ADJ
cet-15696	1	69	network	network	NOUN
cet-15696	1	70	,	,	PUNCT
cet-15696	1	71	chemical	chemical	NOUN
cet-15696	1	72	engineering	engineering	NOUN
cet-15696	1	73	transactions	transaction	NOUN
cet-15696	1	74	,	,	PUNCT
cet-15696	1	75	120	120	NUM
cet-15696	1	76	,	,	PUNCT
cet-15696	1	77	421	421	NUM
cet-15696	1	78	-	-	SYM
cet-15696	1	79	426	426	NUM
cet-15696	1	80	doi:10.3303	doi:10.3303	NOUN
cet-15696	1	81	/	/	SYM
cet-15696	1	82	cet25120071	cet25120071	NOUN
cet-15696	1	83	chemical	chemical	PROPN
cet-15696	1	84	engineering	engineering	NOUN
cet-15696	1	85	transactions	transaction	NOUN
cet-15696	1	86	vol	vol	NOUN
cet-15696	1	87	.	.	PUNCT
cet-15696	2	1	120	120	NUM
cet-15696	2	2	,	,	PUNCT
cet-15696	2	3	2025	2025	NUM
cet-15696	2	4	a	a	DET
cet-15696	2	5	publication	publication	NOUN
cet-15696	2	6	of	of	ADP
cet-15696	2	7	the	the	DET
cet-15696	2	8	italian	italian	ADJ
cet-15696	2	9	association	association	NOUN
cet-15696	2	10	of	of	ADP
cet-15696	2	11	chemical	chemical	PROPN
cet-15696	2	12	engineering	engineering	NOUN
cet-15696	2	13	online	online	ADV
cet-15696	2	14	at	at	ADP
cet-15696	2	15	www.cetjournal.it	www.cetjournal.it	PROPN
cet-15696	2	16	guest	guest	NOUN
cet-15696	2	17	editors	editor	NOUN
cet-15696	2	18	:	:	PUNCT
cet-15696	2	19	bing	bing	NOUN
cet-15696	2	20	shen	shen	NOUN
cet-15696	3	1	how	how	SCONJ
cet-15696	3	2	,	,	PUNCT
cet-15696	3	3	viknesh	viknesh	ADJ
cet-15696	3	4	andiappan	andiappan	NOUN
cet-15696	3	5	,	,	PUNCT
cet-15696	3	6	denny	denny	PROPN
cet-15696	3	7	k.s	k.s	PROPN
cet-15696	3	8	.	.	PROPN
cet-15696	3	9	ng	ng	PROPN
cet-15696	3	10	,	,	PUNCT
cet-15696	3	11	hon	hon	PROPN
cet-15696	3	12	loong	loong	PROPN
cet-15696	3	13	lam	lam	PROPN
cet-15696	3	14	,	,	PUNCT
cet-15696	3	15	petar	petar	PROPN
cet-15696	3	16	s.	s.	PROPN
cet-15696	3	17	varbanov	varbanov	PROPN
cet-15696	3	18	copyright	copyright	NOUN
cet-15696	3	19	©	©	PROPN
cet-15696	3	20	2025	2025	NUM
cet-15696	3	21	,	,	PUNCT
cet-15696	3	22	aidic	aidic	ADJ
cet-15696	3	23	servizi	servizi	PROPN
cet-15696	3	24	s.r.l	s.r.l	NOUN
cet-15696	3	25	.	.	PUNCT
cet-15696	4	1	isbn	isbn	PROPN
cet-15696	4	2	979	979	NUM
cet-15696	4	3	-	-	SYM
cet-15696	4	4	12	12	NUM
cet-15696	4	5	-	-	PUNCT
cet-15696	4	6	81206	81206	NUM
cet-15696	4	7	-	-	PUNCT
cet-15696	4	8	21	21	NUM
cet-15696	4	9	-	-	SYM
cet-15696	4	10	2	2	NUM
cet-15696	4	11	;	;	PUNCT
cet-15696	4	12	issn	issn	PROPN
cet-15696	4	13	2283	2283	NUM
cet-15696	4	14	-	-	SYM
cet-15696	4	15	9216	9216	NUM
cet-15696	4	16	predicting	predict	VERB
cet-15696	4	17	the	the	DET
cet-15696	4	18	thermal	thermal	ADJ
cet-15696	4	19	performance	performance	NOUN
cet-15696	4	20	of	of	ADP
cet-15696	4	21	a	a	DET
cet-15696	4	22	flat	flat	ADJ
cet-15696	4	23	plate	plate	NOUN
cet-15696	4	24	solar	solar	ADJ
cet-15696	4	25	collector	collector	NOUN
cet-15696	4	26	network	network	NOUN
cet-15696	4	27	by	by	ADP
cet-15696	4	28	programming	program	VERB
cet-15696	4	29	a	a	DET
cet-15696	4	30	neural	neural	ADJ
cet-15696	4	31	network	network	NOUN
cet-15696	4	32	daniel	daniel	PROPN
cet-15696	4	33	a.	a.	PROPN
cet-15696	4	34	sánchez	sánchez	PROPN
cet-15696	4	35	martínezb	martínezb	PROPN
cet-15696	4	36	,	,	PUNCT
cet-15696	4	37	alfonso	alfonso	PROPN
cet-15696	4	38	talavera	talavera	PROPN
cet-15696	4	39	lópeza	lópeza	PROPN
cet-15696	4	40	,	,	PUNCT
cet-15696	4	41	edilberto	edilberto	VERB
cet-15696	4	42	murrieta	murrieta	PROPN
cet-15696	4	43	lunac	lunac	PROPN
cet-15696	4	44	,	,	PUNCT
cet-15696	4	45	leo	leo	PROPN
cet-15696	4	46	alvarado	alvarado	PROPN
cet-15696	4	47	pereab	pereab	PROPN
cet-15696	4	48	,	,	PUNCT
cet-15696	4	49	lázaro	lázaro	NOUN
cet-15696	4	50	canizalez	canizalez	NOUN
cet-15696	4	51	dávalosa	dávalosa	ADJ
cet-15696	4	52	,	,	PUNCT
cet-15696	4	53	*	*	PUNCT
cet-15696	4	54	aunidad	aunidad	PROPN
cet-15696	4	55	académica	académica	PROPN
cet-15696	4	56	de	de	PROPN
cet-15696	4	57	ciencias	ciencias	PROPN
cet-15696	4	58	químicas	químicas	PROPN
cet-15696	4	59	,	,	PUNCT
cet-15696	4	60	universidad	universidad	PROPN
cet-15696	4	61	autónoma	autónoma	PROPN
cet-15696	4	62	de	de	PROPN
cet-15696	4	63	zacatecas	zacatecas	PROPN
cet-15696	4	64	,	,	PUNCT
cet-15696	4	65	francisco	francisco	PROPN
cet-15696	4	66	garcía	garcía	PROPN
cet-15696	4	67	salinas	salinas	PROPN
cet-15696	4	68	,	,	PUNCT
cet-15696	4	69	zacatecas	zacatecas	PROPN
cet-15696	4	70	,	,	PUNCT
cet-15696	4	71	98160	98160	NUM
cet-15696	4	72	,	,	PUNCT
cet-15696	4	73	méxico	méxico	PROPN
cet-15696	4	74	.	.	PUNCT
cet-15696	5	1	bunidad	bunidad	PROPN
cet-15696	5	2	académica	académica	PROPN
cet-15696	5	3	de	de	PROPN
cet-15696	5	4	ingeniería	ingeniería	PROPN
cet-15696	5	5	eléctrica	eléctrica	PROPN
cet-15696	5	6	,	,	PUNCT
cet-15696	5	7	universidad	universidad	PROPN
cet-15696	5	8	autónoma	autónoma	PROPN
cet-15696	5	9	de	de	PROPN
cet-15696	5	10	zacatecas	zacatecas	PROPN
cet-15696	5	11	,	,	PUNCT
cet-15696	5	12	francisco	francisco	PROPN
cet-15696	5	13	garcía	garcía	PROPN
cet-15696	5	14	salinas	salinas	PROPN
cet-15696	5	15	,	,	PUNCT
cet-15696	5	16	zacatecas	zacatecas	PROPN
cet-15696	5	17	,	,	PUNCT
cet-15696	5	18	98160	98160	NUM
cet-15696	5	19	,	,	PUNCT
cet-15696	5	20	méxico	méxico	PROPN
cet-15696	5	21	.	.	PUNCT
cet-15696	6	1	cuniversidad	cuniversidad	PROPN
cet-15696	6	2	politécnica	politécnica	PROPN
cet-15696	6	3	de	de	PROPN
cet-15696	6	4	juventino	juventino	PROPN
cet-15696	6	5	rosas	rosas	PROPN
cet-15696	6	6	,	,	PUNCT
cet-15696	6	7	hidalgo	hidalgo	PROPN
cet-15696	6	8	102	102	NUM
cet-15696	6	9	,	,	PUNCT
cet-15696	6	10	comunidad	comunidad	PROPN
cet-15696	6	11	de	de	PROPN
cet-15696	6	12	valencia	valencia	PROPN
cet-15696	6	13	,	,	PUNCT
cet-15696	6	14	santa	santa	PROPN
cet-15696	6	15	cruz	cruz	PROPN
cet-15696	6	16	de	de	PROPN
cet-15696	6	17	juventino	juventino	PROPN
cet-15696	6	18	rosas	rosas	PROPN
cet-15696	6	19	,	,	PUNCT
cet-15696	6	20	gto	gto	PROPN
cet-15696	6	21	.	.	PUNCT
cet-15696	6	22	,c.p	,c.p	PROPN
cet-15696	6	23	.	.	PUNCT
cet-15696	7	1	38400	38400	NUM
cet-15696	7	2	.	.	PUNCT
cet-15696	8	1	méxico	méxico	PROPN
cet-15696	8	2	.	.	PUNCT
cet-15696	9	1	lazarocada@uaz.edu.mx	lazarocada@uaz.edu.mx	PROPN
cet-15696	9	2	collector	collector	NOUN
cet-15696	9	3	networks	network	NOUN
cet-15696	9	4	have	have	VERB
cet-15696	9	5	various	various	ADJ
cet-15696	9	6	operational	operational	ADJ
cet-15696	9	7	variables	variable	NOUN
cet-15696	9	8	,	,	PUNCT
cet-15696	9	9	including	include	VERB
cet-15696	9	10	irradiance	irradiance	NOUN
cet-15696	9	11	,	,	PUNCT
cet-15696	9	12	ambient	ambient	ADJ
cet-15696	9	13	temperature	temperature	NOUN
cet-15696	9	14	,	,	PUNCT
cet-15696	9	15	wind	wind	NOUN
cet-15696	9	16	speed	speed	NOUN
cet-15696	9	17	,	,	PUNCT
cet-15696	9	18	flow	flow	NOUN
cet-15696	9	19	rates	rate	NOUN
cet-15696	9	20	,	,	PUNCT
cet-15696	9	21	pressure	pressure	NOUN
cet-15696	9	22	drop	drop	NOUN
cet-15696	9	23	,	,	PUNCT
cet-15696	9	24	flow	flow	NOUN
cet-15696	9	25	distribution	distribution	NOUN
cet-15696	9	26	,	,	PUNCT
cet-15696	9	27	and	and	CCONJ
cet-15696	9	28	pumping	pumping	NOUN
cet-15696	9	29	performance	performance	NOUN
cet-15696	9	30	.	.	PUNCT
cet-15696	10	1	since	since	SCONJ
cet-15696	10	2	a	a	DET
cet-15696	10	3	solar	solar	ADJ
cet-15696	10	4	collector	collector	NOUN
cet-15696	10	5	network	network	NOUN
cet-15696	10	6	is	be	AUX
cet-15696	10	7	hydraulically	hydraulically	ADV
cet-15696	10	8	interconnected	interconnect	VERB
cet-15696	10	9	,	,	PUNCT
cet-15696	10	10	a	a	DET
cet-15696	10	11	non	non	ADJ
cet-15696	10	12	-	-	ADJ
cet-15696	10	13	uniform	uniform	ADJ
cet-15696	10	14	thermal	thermal	ADJ
cet-15696	10	15	behaviour	behaviour	NOUN
cet-15696	10	16	can	can	AUX
cet-15696	10	17	be	be	AUX
cet-15696	10	18	observed	observe	VERB
cet-15696	10	19	.	.	PUNCT
cet-15696	11	1	a	a	DET
cet-15696	11	2	neural	neural	ADJ
cet-15696	11	3	network	network	NOUN
cet-15696	11	4	is	be	AUX
cet-15696	11	5	a	a	DET
cet-15696	11	6	computational	computational	ADJ
cet-15696	11	7	model	model	NOUN
cet-15696	11	8	inspired	inspire	VERB
cet-15696	11	9	by	by	ADP
cet-15696	11	10	the	the	DET
cet-15696	11	11	structure	structure	NOUN
cet-15696	11	12	and	and	CCONJ
cet-15696	11	13	function	function	NOUN
cet-15696	11	14	of	of	ADP
cet-15696	11	15	the	the	DET
cet-15696	11	16	human	human	ADJ
cet-15696	11	17	brain	brain	NOUN
cet-15696	11	18	,	,	PUNCT
cet-15696	11	19	designed	design	VERB
cet-15696	11	20	to	to	PART
cet-15696	11	21	process	process	VERB
cet-15696	11	22	information	information	NOUN
cet-15696	11	23	and	and	CCONJ
cet-15696	11	24	learn	learn	VERB
cet-15696	11	25	patterns	pattern	NOUN
cet-15696	11	26	from	from	ADP
cet-15696	11	27	data	datum	NOUN
cet-15696	11	28	.	.	PUNCT
cet-15696	12	1	it	it	PRON
cet-15696	12	2	comprises	comprise	VERB
cet-15696	12	3	artificial	artificial	ADJ
cet-15696	12	4	neurons	neuron	NOUN
cet-15696	12	5	arranged	arrange	VERB
cet-15696	12	6	in	in	ADP
cet-15696	12	7	interconnected	interconnected	ADJ
cet-15696	12	8	layers	layer	NOUN
cet-15696	12	9	that	that	PRON
cet-15696	12	10	transform	transform	VERB
cet-15696	12	11	and	and	CCONJ
cet-15696	12	12	transmit	transmit	VERB
cet-15696	12	13	signals	signal	NOUN
cet-15696	12	14	using	use	VERB
cet-15696	12	15	mathematical	mathematical	ADJ
cet-15696	12	16	functions	function	NOUN
cet-15696	12	17	.	.	PUNCT
cet-15696	13	1	a	a	DET
cet-15696	13	2	hybrid	hybrid	ADJ
cet-15696	13	3	layer	layer	NOUN
cet-15696	13	4	in	in	ADP
cet-15696	13	5	neural	neural	ADJ
cet-15696	13	6	networks	network	NOUN
cet-15696	13	7	is	be	AUX
cet-15696	13	8	a	a	DET
cet-15696	13	9	layer	layer	NOUN
cet-15696	13	10	that	that	PRON
cet-15696	13	11	combines	combine	VERB
cet-15696	13	12	elements	element	NOUN
cet-15696	13	13	of	of	ADP
cet-15696	13	14	physical	physical	ADJ
cet-15696	13	15	or	or	CCONJ
cet-15696	13	16	mathematical	mathematical	ADJ
cet-15696	13	17	models	model	NOUN
cet-15696	13	18	with	with	ADP
cet-15696	13	19	components	component	NOUN
cet-15696	13	20	of	of	ADP
cet-15696	13	21	neural	neural	ADJ
cet-15696	13	22	networks	network	NOUN
cet-15696	13	23	.	.	PUNCT
cet-15696	14	1	this	this	DET
cet-15696	14	2	work	work	NOUN
cet-15696	14	3	presents	present	VERB
cet-15696	14	4	a	a	DET
cet-15696	14	5	hybrid	hybrid	ADJ
cet-15696	14	6	neural	neural	ADJ
cet-15696	14	7	network	network	NOUN
cet-15696	14	8	model	model	NOUN
cet-15696	14	9	to	to	PART
cet-15696	14	10	improve	improve	VERB
cet-15696	14	11	and	and	CCONJ
cet-15696	14	12	predict	predict	VERB
cet-15696	14	13	the	the	DET
cet-15696	14	14	thermal	thermal	ADJ
cet-15696	14	15	performance	performance	NOUN
cet-15696	14	16	of	of	ADP
cet-15696	14	17	a	a	DET
cet-15696	14	18	flat	flat	ADJ
cet-15696	14	19	plate	plate	NOUN
cet-15696	14	20	solar	solar	ADJ
cet-15696	14	21	collector	collector	NOUN
cet-15696	14	22	network	network	NOUN
cet-15696	14	23	.	.	PUNCT
cet-15696	15	1	this	this	DET
cet-15696	15	2	work	work	NOUN
cet-15696	15	3	consists	consist	VERB
cet-15696	15	4	of	of	ADP
cet-15696	15	5	two	two	NUM
cet-15696	15	6	analytical	analytical	ADJ
cet-15696	15	7	sections	section	NOUN
cet-15696	15	8	.	.	PUNCT
cet-15696	16	1	in	in	ADP
cet-15696	16	2	the	the	DET
cet-15696	16	3	first	first	ADJ
cet-15696	16	4	stage	stage	NOUN
cet-15696	16	5	,	,	PUNCT
cet-15696	16	6	a	a	DET
cet-15696	16	7	hybrid	hybrid	ADJ
cet-15696	16	8	neural	neural	ADJ
cet-15696	16	9	layer	layer	NOUN
cet-15696	16	10	was	be	AUX
cet-15696	16	11	designed	design	VERB
cet-15696	16	12	to	to	PART
cet-15696	16	13	predict	predict	VERB
cet-15696	16	14	the	the	DET
cet-15696	16	15	performance	performance	NOUN
cet-15696	16	16	of	of	ADP
cet-15696	16	17	a	a	DET
cet-15696	16	18	solar	solar	ADJ
cet-15696	16	19	collector	collector	NOUN
cet-15696	16	20	.	.	PUNCT
cet-15696	17	1	each	each	DET
cet-15696	17	2	solar	solar	ADJ
cet-15696	17	3	collector	collector	NOUN
cet-15696	17	4	has	have	VERB
cet-15696	17	5	an	an	DET
cet-15696	17	6	area	area	NOUN
cet-15696	17	7	of	of	ADP
cet-15696	17	8	2.31	2.31	NUM
cet-15696	17	9	m²	m²	NOUN
cet-15696	17	10	,	,	PUNCT
cet-15696	17	11	an	an	DET
cet-15696	17	12	inlet	inlet	ADJ
cet-15696	17	13	temperature	temperature	NOUN
cet-15696	17	14	of	of	ADP
cet-15696	17	15	25	25	NUM
cet-15696	17	16	ºc	ºc	NOUN
cet-15696	17	17	,	,	PUNCT
cet-15696	17	18	and	and	CCONJ
cet-15696	17	19	an	an	DET
cet-15696	17	20	inlet	inlet	NOUN
cet-15696	17	21	flow	flow	NOUN
cet-15696	17	22	rate	rate	NOUN
cet-15696	17	23	of	of	ADP
cet-15696	17	24	4	4	NUM
cet-15696	17	25	l	l	NOUN
cet-15696	17	26	/	/	SYM
cet-15696	17	27	min	min	NOUN
cet-15696	17	28	.	.	PUNCT
cet-15696	18	1	the	the	DET
cet-15696	18	2	input	input	NOUN
cet-15696	18	3	radiation	radiation	NOUN
cet-15696	18	4	data	datum	NOUN
cet-15696	18	5	originated	originate	VERB
cet-15696	18	6	from	from	ADP
cet-15696	18	7	a	a	DET
cet-15696	18	8	dataset	dataset	NOUN
cet-15696	18	9	concerning	concern	VERB
cet-15696	18	10	one	one	NUM
cet-15696	18	11	day	day	NOUN
cet-15696	18	12	of	of	ADP
cet-15696	18	13	operation	operation	NOUN
cet-15696	18	14	at	at	ADP
cet-15696	18	15	a	a	DET
cet-15696	18	16	solar	solar	ADJ
cet-15696	18	17	plant	plant	NOUN
cet-15696	18	18	in	in	ADP
cet-15696	18	19	mexico	mexico	PROPN
cet-15696	18	20	.	.	PUNCT
cet-15696	19	1	based	base	VERB
cet-15696	19	2	on	on	ADP
cet-15696	19	3	the	the	DET
cet-15696	19	4	behaviour	behaviour	NOUN
cet-15696	19	5	of	of	ADP
cet-15696	19	6	the	the	DET
cet-15696	19	7	hybrid	hybrid	ADJ
cet-15696	19	8	neural	neural	ADJ
cet-15696	19	9	layer	layer	NOUN
cet-15696	19	10	,	,	PUNCT
cet-15696	19	11	the	the	DET
cet-15696	19	12	second	second	ADJ
cet-15696	19	13	stage	stage	NOUN
cet-15696	19	14	involved	involve	VERB
cet-15696	19	15	utilising	utilise	VERB
cet-15696	19	16	these	these	DET
cet-15696	19	17	neurons	neuron	NOUN
cet-15696	19	18	to	to	PART
cet-15696	19	19	analyse	analyse	VERB
cet-15696	19	20	the	the	DET
cet-15696	19	21	thermal	thermal	ADJ
cet-15696	19	22	performance	performance	NOUN
cet-15696	19	23	of	of	ADP
cet-15696	19	24	a	a	DET
cet-15696	19	25	line	line	NOUN
cet-15696	19	26	consisting	consist	VERB
cet-15696	19	27	of	of	ADP
cet-15696	19	28	10	10	NUM
cet-15696	19	29	collectors	collector	NOUN
cet-15696	19	30	.	.	PUNCT
cet-15696	20	1	the	the	DET
cet-15696	20	2	maximum	maximum	ADJ
cet-15696	20	3	predicted	predict	VERB
cet-15696	20	4	temperature	temperature	NOUN
cet-15696	20	5	was	be	AUX
cet-15696	20	6	79	79	NUM
cet-15696	20	7	ºc	ºc	NOUN
cet-15696	20	8	versus	versus	ADP
cet-15696	20	9	72	72	NUM
cet-15696	20	10	ºc	ºc	NOUN
cet-15696	20	11	(	(	PUNCT
cet-15696	20	12	solar	solar	ADJ
cet-15696	20	13	plant	plant	NOUN
cet-15696	20	14	value	value	NOUN
cet-15696	20	15	)	)	PUNCT
cet-15696	20	16	.	.	PUNCT
cet-15696	21	1	the	the	DET
cet-15696	21	2	artificial	artificial	ADJ
cet-15696	21	3	neural	neural	ADJ
cet-15696	21	4	network	network	NOUN
cet-15696	21	5	model	model	NOUN
cet-15696	21	6	calculated	calculate	VERB
cet-15696	21	7	an	an	DET
cet-15696	21	8	r²	r²	ADJ
cet-15696	21	9	score	score	NOUN
cet-15696	21	10	of	of	ADP
cet-15696	21	11	0.9884	0.9884	NUM
cet-15696	21	12	for	for	ADP
cet-15696	21	13	the	the	DET
cet-15696	21	14	temperature	temperature	NOUN
cet-15696	21	15	profile	profile	NOUN
cet-15696	21	16	.	.	PUNCT
cet-15696	22	1	it	it	PRON
cet-15696	22	2	is	be	AUX
cet-15696	22	3	feasible	feasible	ADJ
cet-15696	22	4	to	to	PART
cet-15696	22	5	develop	develop	VERB
cet-15696	22	6	specialised	specialised	ADJ
cet-15696	22	7	neural	neural	ADJ
cet-15696	22	8	modules	module	NOUN
cet-15696	22	9	for	for	ADP
cet-15696	22	10	solar	solar	ADJ
cet-15696	22	11	collector	collector	NOUN
cet-15696	22	12	networks	network	NOUN
cet-15696	22	13	.	.	PUNCT
cet-15696	23	1	1	1	X
cet-15696	23	2	.	.	X
cet-15696	23	3	introduction	introduction	NOUN
cet-15696	23	4	an	an	DET
cet-15696	23	5	artificial	artificial	ADJ
cet-15696	23	6	neural	neural	ADJ
cet-15696	23	7	network	network	NOUN
cet-15696	23	8	is	be	AUX
cet-15696	23	9	a	a	DET
cet-15696	23	10	mathematical	mathematical	ADJ
cet-15696	23	11	and	and	CCONJ
cet-15696	23	12	computational	computational	ADJ
cet-15696	23	13	model	model	NOUN
cet-15696	23	14	based	base	VERB
cet-15696	23	15	on	on	ADP
cet-15696	23	16	a	a	DET
cet-15696	23	17	connected	connected	ADJ
cet-15696	23	18	data	data	NOUN
cet-15696	23	19	structure	structure	NOUN
cet-15696	23	20	that	that	PRON
cet-15696	23	21	models	model	NOUN
cet-15696	23	22	,	,	PUNCT
cet-15696	23	23	predicts	predict	NOUN
cet-15696	23	24	,	,	PUNCT
cet-15696	23	25	and	and	CCONJ
cet-15696	23	26	analyses	analyse	VERB
cet-15696	23	27	processes	process	NOUN
cet-15696	23	28	(	(	PUNCT
cet-15696	23	29	hu	hu	PROPN
cet-15696	23	30	et	et	PROPN
cet-15696	23	31	al	al	PROPN
cet-15696	23	32	.	.	PROPN
cet-15696	23	33	,2018	,2018	PROPN
cet-15696	23	34	)	)	PUNCT
cet-15696	23	35	.	.	PUNCT
cet-15696	24	1	the	the	DET
cet-15696	24	2	data	data	NOUN
cet-15696	24	3	comprises	comprise	VERB
cet-15696	24	4	artificial	artificial	ADJ
cet-15696	24	5	neuron	neuron	NOUN
cet-15696	24	6	processing	processing	NOUN
cet-15696	24	7	units	unit	NOUN
cet-15696	24	8	(	(	PUNCT
cet-15696	24	9	petersen	petersen	PROPN
cet-15696	24	10	et	et	PROPN
cet-15696	24	11	al	al	PROPN
cet-15696	24	12	.	.	PROPN
cet-15696	24	13	,	,	PUNCT
cet-15696	24	14	2018	2018	NUM
cet-15696	24	15	)	)	PUNCT
cet-15696	24	16	.	.	PUNCT
cet-15696	25	1	they	they	PRON
cet-15696	25	2	are	be	AUX
cet-15696	25	3	organised	organise	VERB
cet-15696	25	4	in	in	ADP
cet-15696	25	5	layers	layer	NOUN
cet-15696	25	6	,	,	PUNCT
cet-15696	25	7	and	and	CCONJ
cet-15696	25	8	their	their	PRON
cet-15696	25	9	main	main	ADJ
cet-15696	25	10	task	task	NOUN
cet-15696	25	11	is	be	AUX
cet-15696	25	12	to	to	PART
cet-15696	25	13	transform	transform	VERB
cet-15696	25	14	input	input	NOUN
cet-15696	25	15	vectors	vector	NOUN
cet-15696	25	16	into	into	ADP
cet-15696	25	17	output	output	NOUN
cet-15696	25	18	vectors	vector	NOUN
cet-15696	25	19	by	by	ADP
cet-15696	25	20	applying	apply	VERB
cet-15696	25	21	non	non	ADJ
cet-15696	25	22	-	-	ADJ
cet-15696	25	23	linear	linear	ADJ
cet-15696	25	24	activation	activation	NOUN
cet-15696	25	25	functions	function	NOUN
cet-15696	25	26	and	and	CCONJ
cet-15696	25	27	weighted	weight	VERB
cet-15696	25	28	linear	linear	PROPN
cet-15696	25	29	operations	operation	NOUN
cet-15696	25	30	(	(	PUNCT
cet-15696	25	31	jürgen	jürgen	PROPN
cet-15696	25	32	et	et	PROPN
cet-15696	25	33	al	al	PROPN
cet-15696	25	34	.	.	PROPN
cet-15696	25	35	,	,	PUNCT
cet-15696	25	36	2015	2015	NUM
cet-15696	25	37	)	)	PUNCT
cet-15696	25	38	.	.	PUNCT
cet-15696	26	1	artificial	artificial	ADJ
cet-15696	26	2	neural	neural	ADJ
cet-15696	26	3	networks	network	NOUN
cet-15696	26	4	(	(	PUNCT
cet-15696	26	5	anns	anns	PROPN
cet-15696	26	6	)	)	PUNCT
cet-15696	26	7	are	be	AUX
cet-15696	26	8	versatile	versatile	ADJ
cet-15696	26	9	tools	tool	NOUN
cet-15696	26	10	for	for	ADP
cet-15696	26	11	numerous	numerous	ADJ
cet-15696	26	12	applications	application	NOUN
cet-15696	26	13	,	,	PUNCT
cet-15696	26	14	including	include	VERB
cet-15696	26	15	natural	natural	ADJ
cet-15696	26	16	language	language	NOUN
cet-15696	26	17	processing	processing	NOUN
cet-15696	26	18	(	(	PUNCT
cet-15696	26	19	petersen	petersen	PROPN
cet-15696	26	20	et	et	PROPN
cet-15696	26	21	al	al	PROPN
cet-15696	26	22	.	.	PROPN
cet-15696	26	23	,	,	PUNCT
cet-15696	26	24	2018	2018	NUM
cet-15696	26	25	)	)	PUNCT
cet-15696	26	26	,	,	PUNCT
cet-15696	26	27	image	image	NOUN
cet-15696	26	28	analysis	analysis	NOUN
cet-15696	26	29	(	(	PUNCT
cet-15696	26	30	such	such	ADJ
cet-15696	26	31	as	as	ADP
cet-15696	26	32	facial	facial	ADJ
cet-15696	26	33	recognition	recognition	NOUN
cet-15696	26	34	)	)	PUNCT
cet-15696	26	35	(	(	PUNCT
cet-15696	26	36	qamar	qamar	PROPN
cet-15696	26	37	et	et	PROPN
cet-15696	26	38	al	al	PROPN
cet-15696	26	39	.	.	PROPN
cet-15696	26	40	,	,	PUNCT
cet-15696	26	41	2023	2023	NUM
cet-15696	26	42	)	)	PUNCT
cet-15696	26	43	,	,	PUNCT
cet-15696	26	44	science	science	NOUN
cet-15696	26	45	,	,	PUNCT
cet-15696	26	46	technology	technology	NOUN
cet-15696	26	47	,	,	PUNCT
cet-15696	26	48	engineering	engineering	NOUN
cet-15696	26	49	,	,	PUNCT
cet-15696	26	50	and	and	CCONJ
cet-15696	26	51	even	even	ADV
cet-15696	26	52	social	social	ADJ
cet-15696	26	53	media	medium	NOUN
cet-15696	26	54	(	(	PUNCT
cet-15696	26	55	goodfellow	goodfellow	PROPN
cet-15696	26	56	et	et	PROPN
cet-15696	26	57	al	al	PROPN
cet-15696	26	58	.	.	PROPN
cet-15696	26	59	,	,	PUNCT
cet-15696	26	60	2016	2016	NUM
cet-15696	26	61	)	)	PUNCT
cet-15696	26	62	.	.	PUNCT
cet-15696	27	1	additionally	additionally	ADV
cet-15696	27	2	,	,	PUNCT
cet-15696	27	3	an	an	DET
cet-15696	27	4	ann	ann	PROPN
cet-15696	27	5	can	can	AUX
cet-15696	27	6	be	be	AUX
cet-15696	27	7	designed	design	VERB
cet-15696	27	8	for	for	ADP
cet-15696	27	9	engineering	engineering	NOUN
cet-15696	27	10	applications	application	NOUN
cet-15696	27	11	,	,	PUNCT
cet-15696	27	12	such	such	ADJ
cet-15696	27	13	as	as	ADP
cet-15696	27	14	solar	solar	ADJ
cet-15696	27	15	energy	energy	NOUN
cet-15696	27	16	(	(	PUNCT
cet-15696	27	17	elsheikh	elsheikh	VERB
cet-15696	27	18	et	et	PROPN
cet-15696	27	19	al	al	PROPN
cet-15696	27	20	.	.	PROPN
cet-15696	27	21	,	,	PUNCT
cet-15696	27	22	2019	2019	NUM
cet-15696	27	23	)	)	PUNCT
cet-15696	27	24	,	,	PUNCT
cet-15696	27	25	dryers	dryer	NOUN
cet-15696	27	26	,	,	PUNCT
cet-15696	27	27	water	water	NOUN
cet-15696	27	28	/	/	SYM
cet-15696	27	29	air	air	NOUN
cet-15696	27	30	heaters	heater	NOUN
cet-15696	27	31	,	,	PUNCT
cet-15696	27	32	heat	heat	NOUN
cet-15696	27	33	exchangers	exchanger	NOUN
cet-15696	27	34	,	,	PUNCT
cet-15696	27	35	and	and	CCONJ
cet-15696	27	36	other	other	ADJ
cet-15696	27	37	similar	similar	ADJ
cet-15696	27	38	applications	application	NOUN
cet-15696	27	39	(	(	PUNCT
cet-15696	27	40	shahrukh	shahrukh	PROPN
cet-15696	27	41	et	et	PROPN
cet-15696	27	42	al	al	PROPN
cet-15696	27	43	.	.	PROPN
cet-15696	27	44	,	,	PUNCT
cet-15696	27	45	2024	2024	NUM
cet-15696	27	46	)	)	PUNCT
cet-15696	27	47	.	.	PUNCT
cet-15696	28	1	this	this	DET
cet-15696	28	2	paper	paper	NOUN
cet-15696	28	3	presents	present	VERB
cet-15696	28	4	the	the	DET
cet-15696	28	5	development	development	NOUN
cet-15696	28	6	and	and	CCONJ
cet-15696	28	7	application	application	NOUN
cet-15696	28	8	of	of	ADP
cet-15696	28	9	a	a	DET
cet-15696	28	10	neural	neural	ADJ
cet-15696	28	11	network	network	NOUN
cet-15696	28	12	to	to	PART
cet-15696	28	13	predict	predict	VERB
cet-15696	28	14	the	the	DET
cet-15696	28	15	thermal	thermal	ADJ
cet-15696	28	16	performance	performance	NOUN
cet-15696	28	17	of	of	ADP
cet-15696	28	18	a	a	DET
cet-15696	28	19	flat	flat	ADJ
cet-15696	28	20	-	-	PUNCT
cet-15696	28	21	plate	plate	NOUN
cet-15696	28	22	solar	solar	ADJ
cet-15696	28	23	collector	collector	NOUN
cet-15696	28	24	network	network	NOUN
cet-15696	28	25	.	.	PUNCT
cet-15696	29	1	it	it	PRON
cet-15696	29	2	also	also	ADV
cet-15696	29	3	describes	describe	VERB
cet-15696	29	4	a	a	DET
cet-15696	29	5	special	special	ADJ
cet-15696	29	6	hybrid	hybrid	NOUN
cet-15696	29	7	layer	layer	NOUN
cet-15696	29	8	for	for	ADP
cet-15696	29	9	solar	solar	ADJ
cet-15696	29	10	collectors	collector	NOUN
cet-15696	29	11	,	,	PUNCT
cet-15696	29	12	incorporating	incorporate	VERB
cet-15696	29	13	the	the	DET
cet-15696	29	14	typical	typical	ADJ
cet-15696	29	15	parameters	parameter	NOUN
cet-15696	29	16	of	of	ADP
cet-15696	29	17	solar	solar	ADJ
cet-15696	29	18	collectors	collector	NOUN
cet-15696	29	19	and	and	CCONJ
cet-15696	29	20	combining	combine	VERB
cet-15696	29	21	machine	machine	NOUN
cet-15696	29	22	learning	learning	NOUN
cet-15696	29	23	with	with	ADP
cet-15696	29	24	energy	energy	NOUN
cet-15696	29	25	balance	balance	NOUN
cet-15696	29	26	,	,	PUNCT
cet-15696	29	27	heat	heat	NOUN
cet-15696	29	28	transfer	transfer	NOUN
cet-15696	29	29	,	,	PUNCT
cet-15696	29	30	and	and	CCONJ
cet-15696	29	31	profile	profile	VERB
cet-15696	29	32	temperature	temperature	NOUN
cet-15696	29	33	.	.	PUNCT
cet-15696	30	1	421	421	NUM
cet-15696	30	2	2	2	NUM
cet-15696	30	3	.	.	PUNCT
cet-15696	30	4	methodology	methodology	NOUN
cet-15696	30	5	this	this	DET
cet-15696	30	6	work	work	NOUN
cet-15696	30	7	was	be	AUX
cet-15696	30	8	validated	validate	VERB
cet-15696	30	9	using	use	VERB
cet-15696	30	10	data	datum	NOUN
cet-15696	30	11	from	from	ADP
cet-15696	30	12	the	the	DET
cet-15696	30	13	solar	solar	ADJ
cet-15696	30	14	plant	plant	NOUN
cet-15696	30	15	located	locate	VERB
cet-15696	30	16	in	in	ADP
cet-15696	30	17	calera	calera	PROPN
cet-15696	30	18	zacatecas	zacatecas	PROPN
cet-15696	30	19	,	,	PUNCT
cet-15696	30	20	mexico	mexico	PROPN
cet-15696	30	21	(	(	PUNCT
cet-15696	30	22	garcía	garcía	PROPN
cet-15696	30	23	et	et	PROPN
cet-15696	30	24	al	al	PROPN
cet-15696	30	25	.	.	PROPN
cet-15696	30	26	,	,	PUNCT
cet-15696	30	27	2019	2019	NUM
cet-15696	30	28	)	)	PUNCT
cet-15696	30	29	.	.	PUNCT
cet-15696	31	1	these	these	DET
cet-15696	31	2	40	40	NUM
cet-15696	31	3	flat	flat	ADJ
cet-15696	31	4	-	-	PUNCT
cet-15696	31	5	plate	plate	NOUN
cet-15696	31	6	solar	solar	ADJ
cet-15696	31	7	collectors	collector	NOUN
cet-15696	31	8	are	be	AUX
cet-15696	31	9	used	use	VERB
cet-15696	31	10	to	to	PART
cet-15696	31	11	heat	heat	VERB
cet-15696	31	12	water	water	NOUN
cet-15696	31	13	.	.	PUNCT
cet-15696	32	1	the	the	DET
cet-15696	32	2	network	network	NOUN
cet-15696	32	3	configuration	configuration	NOUN
cet-15696	32	4	consists	consist	VERB
cet-15696	32	5	of	of	ADP
cet-15696	32	6	four	four	NUM
cet-15696	32	7	lines	line	NOUN
cet-15696	32	8	,	,	PUNCT
cet-15696	32	9	with	with	ADP
cet-15696	32	10	10	10	NUM
cet-15696	32	11	units	unit	NOUN
cet-15696	32	12	installed	instal	VERB
cet-15696	32	13	in	in	ADP
cet-15696	32	14	each	each	DET
cet-15696	32	15	line	line	NOUN
cet-15696	32	16	.	.	PUNCT
cet-15696	33	1	the	the	DET
cet-15696	33	2	total	total	ADJ
cet-15696	33	3	water	water	NOUN
cet-15696	33	4	flow	flow	NOUN
cet-15696	33	5	is	be	AUX
cet-15696	33	6	80	80	NUM
cet-15696	33	7	l	l	NOUN
cet-15696	33	8	/	/	SYM
cet-15696	33	9	min	min	NOUN
cet-15696	33	10	.	.	PROPN
cet-15696	33	11	in	in	ADP
cet-15696	33	12	the	the	DET
cet-15696	33	13	first	first	ADJ
cet-15696	33	14	line	line	NOUN
cet-15696	33	15	,	,	PUNCT
cet-15696	33	16	20	20	NUM
cet-15696	33	17	l	l	NOUN
cet-15696	33	18	/	/	SYM
cet-15696	33	19	min	min	NOUN
cet-15696	33	20	of	of	ADP
cet-15696	33	21	water	water	NOUN
cet-15696	33	22	is	be	AUX
cet-15696	33	23	fed	feed	VERB
cet-15696	33	24	in	in	ADP
cet-15696	33	25	parallel	parallel	NOUN
cet-15696	33	26	into	into	ADP
cet-15696	33	27	five	five	NUM
cet-15696	33	28	collectors	collector	NOUN
cet-15696	33	29	(	(	PUNCT
cet-15696	33	30	lugo	lugo	PROPN
cet-15696	33	31	et	et	PROPN
cet-15696	33	32	al	al	PROPN
cet-15696	33	33	.	.	PROPN
cet-15696	33	34	,	,	PUNCT
cet-15696	33	35	2024	2024	NUM
cet-15696	33	36	)	)	PUNCT
cet-15696	33	37	.	.	PUNCT
cet-15696	34	1	subsequently	subsequently	ADV
cet-15696	34	2	,	,	PUNCT
cet-15696	34	3	this	this	DET
cet-15696	34	4	flow	flow	NOUN
cet-15696	34	5	is	be	AUX
cet-15696	34	6	fed	feed	VERB
cet-15696	34	7	in	in	ADP
cet-15696	34	8	series	series	NOUN
cet-15696	34	9	to	to	ADP
cet-15696	34	10	another	another	DET
cet-15696	34	11	five	five	NUM
cet-15696	34	12	collectors	collector	NOUN
cet-15696	34	13	.	.	PUNCT
cet-15696	35	1	figure	figure	NOUN
cet-15696	35	2	1	1	NUM
cet-15696	35	3	shows	show	VERB
cet-15696	35	4	a	a	DET
cet-15696	35	5	schematic	schematic	ADJ
cet-15696	35	6	representation	representation	NOUN
cet-15696	35	7	of	of	ADP
cet-15696	35	8	a	a	DET
cet-15696	35	9	single	single	ADJ
cet-15696	35	10	branch	branch	NOUN
cet-15696	35	11	(	(	PUNCT
cet-15696	35	12	branch	branch	NOUN
cet-15696	35	13	1	1	NUM
cet-15696	35	14	)	)	PUNCT
cet-15696	35	15	(	(	PUNCT
cet-15696	35	16	ortiz	ortiz	PROPN
cet-15696	35	17	et	et	PROPN
cet-15696	35	18	al	al	PROPN
cet-15696	35	19	.	.	PROPN
cet-15696	35	20	,	,	PUNCT
cet-15696	35	21	2020	2020	NUM
cet-15696	35	22	)	)	PUNCT
cet-15696	35	23	.	.	PUNCT
cet-15696	36	1	these	these	DET
cet-15696	36	2	measurements	measurement	NOUN
cet-15696	36	3	were	be	AUX
cet-15696	36	4	taken	take	VERB
cet-15696	36	5	at	at	ADP
cet-15696	36	6	14:00	14:00	NUM
cet-15696	36	7	h	h	NOUN
cet-15696	36	8	,	,	PUNCT
cet-15696	36	9	representing	represent	VERB
cet-15696	36	10	only	only	ADV
cet-15696	36	11	an	an	DET
cet-15696	36	12	intermediate	intermediate	ADJ
cet-15696	36	13	operation	operation	NOUN
cet-15696	36	14	to	to	PART
cet-15696	36	15	gain	gain	VERB
cet-15696	36	16	a	a	DET
cet-15696	36	17	closer	close	ADJ
cet-15696	36	18	insight	insight	NOUN
cet-15696	36	19	into	into	ADP
cet-15696	36	20	the	the	DET
cet-15696	36	21	temperature	temperature	NOUN
cet-15696	36	22	profile	profile	NOUN
cet-15696	36	23	of	of	ADP
cet-15696	36	24	the	the	DET
cet-15696	36	25	network	network	NOUN
cet-15696	36	26	.	.	PUNCT
cet-15696	37	1	figure	figure	NOUN
cet-15696	37	2	1	1	NUM
cet-15696	37	3	:	:	PUNCT
cet-15696	37	4	solar	solar	ADJ
cet-15696	37	5	collector	collector	NOUN
cet-15696	37	6	configuration	configuration	NOUN
cet-15696	37	7	a	a	DET
cet-15696	37	8	water	water	NOUN
cet-15696	37	9	flow	flow	NOUN
cet-15696	37	10	of	of	ADP
cet-15696	37	11	20	20	NUM
cet-15696	37	12	l	l	NOUN
cet-15696	37	13	/	/	SYM
cet-15696	37	14	min	min	NOUN
cet-15696	37	15	was	be	AUX
cet-15696	37	16	fed	feed	VERB
cet-15696	37	17	to	to	ADP
cet-15696	37	18	five	five	NUM
cet-15696	37	19	collectors	collector	NOUN
cet-15696	37	20	in	in	ADP
cet-15696	37	21	parallel	parallel	NOUN
cet-15696	37	22	at	at	ADP
cet-15696	37	23	a	a	DET
cet-15696	37	24	temperature	temperature	NOUN
cet-15696	37	25	of	of	ADP
cet-15696	37	26	34.24	34.24	NUM
cet-15696	37	27	ºc	ºc	NOUN
cet-15696	37	28	.	.	PUNCT
cet-15696	38	1	after	after	ADP
cet-15696	38	2	heating	heating	NOUN
cet-15696	38	3	,	,	PUNCT
cet-15696	38	4	the	the	DET
cet-15696	38	5	water	water	NOUN
cet-15696	38	6	reached	reach	VERB
cet-15696	38	7	35.92	35.92	NUM
cet-15696	38	8	ºc	ºc	PROPN
cet-15696	38	9	.	.	PROPN
cet-15696	38	10	subsequently	subsequently	ADV
cet-15696	38	11	,	,	PUNCT
cet-15696	38	12	with	with	ADP
cet-15696	38	13	these	these	DET
cet-15696	38	14	output	output	NOUN
cet-15696	38	15	conditions	condition	NOUN
cet-15696	38	16	,	,	PUNCT
cet-15696	38	17	it	it	PRON
cet-15696	38	18	was	be	AUX
cet-15696	38	19	fed	feed	VERB
cet-15696	38	20	in	in	ADP
cet-15696	38	21	series	series	NOUN
cet-15696	38	22	to	to	ADP
cet-15696	38	23	another	another	DET
cet-15696	38	24	five	five	NUM
cet-15696	38	25	collectors	collector	NOUN
cet-15696	38	26	,	,	PUNCT
cet-15696	38	27	which	which	PRON
cet-15696	38	28	were	be	AUX
cet-15696	38	29	configured	configure	VERB
cet-15696	38	30	in	in	ADP
cet-15696	38	31	parallel	parallel	NOUN
cet-15696	38	32	.	.	PUNCT
cet-15696	39	1	the	the	DET
cet-15696	39	2	outflow	outflow	NOUN
cet-15696	39	3	reached	reach	VERB
cet-15696	39	4	37.72	37.72	NUM
cet-15696	39	5	ºc	ºc	NOUN
cet-15696	39	6	.	.	PUNCT
cet-15696	40	1	the	the	DET
cet-15696	40	2	target	target	NOUN
cet-15696	40	3	temperature	temperature	NOUN
cet-15696	40	4	should	should	AUX
cet-15696	40	5	reach	reach	VERB
cet-15696	40	6	70	70	NUM
cet-15696	40	7	ºc	ºc	NOUN
cet-15696	40	8	throughout	throughout	ADP
cet-15696	40	9	the	the	DET
cet-15696	40	10	day	day	NOUN
cet-15696	40	11	.	.	PUNCT
cet-15696	41	1	the	the	DET
cet-15696	41	2	solar	solar	ADJ
cet-15696	41	3	energy	energy	NOUN
cet-15696	41	4	received	receive	VERB
cet-15696	41	5	during	during	ADP
cet-15696	41	6	this	this	DET
cet-15696	41	7	time	time	NOUN
cet-15696	41	8	was	be	AUX
cet-15696	41	9	measured	measure	VERB
cet-15696	41	10	in	in	ADP
cet-15696	41	11	terms	term	NOUN
cet-15696	41	12	of	of	ADP
cet-15696	41	13	direct	direct	ADJ
cet-15696	41	14	solar	solar	ADJ
cet-15696	41	15	irradiance	irradiance	NOUN
cet-15696	41	16	,	,	PUNCT
cet-15696	41	17	ranging	range	VERB
cet-15696	41	18	from	from	ADP
cet-15696	41	19	488	488	NUM
cet-15696	41	20	to	to	ADP
cet-15696	41	21	675.1	675.1	NUM
cet-15696	41	22	w	w	NOUN
cet-15696	41	23	/	/	SYM
cet-15696	41	24	m²	m²	PROPN
cet-15696	41	25	,	,	PUNCT
cet-15696	41	26	and	and	CCONJ
cet-15696	41	27	global	global	ADJ
cet-15696	41	28	solar	solar	ADJ
cet-15696	41	29	irradiance	irradiance	NOUN
cet-15696	41	30	,	,	PUNCT
cet-15696	41	31	from	from	ADP
cet-15696	41	32	493.2	493.2	NUM
cet-15696	41	33	to	to	ADP
cet-15696	41	34	628.5	628.5	NUM
cet-15696	41	35	w	w	NOUN
cet-15696	41	36	/	/	SYM
cet-15696	41	37	m²	m²	PROPN
cet-15696	41	38	.	.	PUNCT
cet-15696	42	1	tmix	tmix	PROPN
cet-15696	42	2	determines	determine	VERB
cet-15696	42	3	the	the	DET
cet-15696	42	4	maximum	maximum	ADJ
cet-15696	42	5	temperature	temperature	NOUN
cet-15696	42	6	reached	reach	VERB
cet-15696	42	7	at	at	ADP
cet-15696	42	8	the	the	DET
cet-15696	42	9	outlet	outlet	NOUN
cet-15696	42	10	of	of	ADP
cet-15696	42	11	the	the	DET
cet-15696	42	12	network	network	NOUN
cet-15696	42	13	.	.	PUNCT
cet-15696	43	1	at	at	ADP
cet-15696	43	2	these	these	DET
cet-15696	43	3	operating	operating	NOUN
cet-15696	43	4	conditions	condition	NOUN
cet-15696	43	5	,	,	PUNCT
cet-15696	43	6	the	the	DET
cet-15696	43	7	solar	solar	ADJ
cet-15696	43	8	plant	plant	NOUN
cet-15696	43	9	reported	report	VERB
cet-15696	43	10	a	a	DET
cet-15696	43	11	maximum	maximum	ADJ
cet-15696	43	12	temperature	temperature	NOUN
cet-15696	43	13	of	of	ADP
cet-15696	43	14	39.67	39.67	NUM
cet-15696	43	15	ºc	ºc	PROPN
cet-15696	43	16	.	.	PUNCT
cet-15696	44	1	the	the	DET
cet-15696	44	2	temperature	temperature	NOUN
cet-15696	44	3	profile	profile	NOUN
cet-15696	44	4	of	of	ADP
cet-15696	44	5	this	this	DET
cet-15696	44	6	intermediate	intermediate	ADJ
cet-15696	44	7	operation	operation	NOUN
cet-15696	44	8	is	be	AUX
cet-15696	44	9	presented	present	VERB
cet-15696	44	10	in	in	ADP
cet-15696	44	11	table	table	NOUN
cet-15696	44	12	1	1	NUM
cet-15696	44	13	.	.	PUNCT
cet-15696	44	14	table	table	NOUN
cet-15696	44	15	1	1	NUM
cet-15696	44	16	:	:	PUNCT
cet-15696	44	17	solar	solar	ADJ
cet-15696	44	18	collector	collector	NOUN
cet-15696	44	19	network	network	NOUN
cet-15696	44	20	branch	branch	NOUN
cet-15696	44	21	temperature	temperature	NOUN
cet-15696	44	22	profile	profile	NOUN
cet-15696	44	23	temperature	temperature	NOUN
cet-15696	44	24	sensor	sensor	NOUN
cet-15696	44	25	time	time	NOUN
cet-15696	44	26	time	time	NOUN
cet-15696	44	27	time	time	NOUN
cet-15696	44	28	unit	unit	NOUN
cet-15696	44	29	14:00	14:00	NUM
cet-15696	44	30	14:10	14:10	NUM
cet-15696	44	31	14:15	14:15	NUM
cet-15696	44	32	h	h	NOUN
cet-15696	44	33	t1	t1	NOUN
cet-15696	44	34	34.24	34.24	NUM
cet-15696	44	35	35.11	35.11	NUM
cet-15696	44	36	35.75	35.75	NUM
cet-15696	44	37	ºc	ºc	PROPN
cet-15696	44	38	t2	t2	PROPN
cet-15696	44	39	35.92	35.92	NUM
cet-15696	44	40	36.72	36.72	NUM
cet-15696	44	41	37.85	37.85	NUM
cet-15696	44	42	ºc	ºc	PROPN
cet-15696	44	43	t3	t3	PROPN
cet-15696	44	44	37.72	37.72	NUM
cet-15696	44	45	38.37	38.37	NUM
cet-15696	44	46	39.89	39.89	NUM
cet-15696	44	47	ºc	ºc	PROPN
cet-15696	44	48	tmix	tmix	NOUN
cet-15696	44	49	37.54	37.54	NUM
cet-15696	44	50	38.24	38.24	NUM
cet-15696	44	51	39.67	39.67	NUM
cet-15696	44	52	ºc	ºc	NUM
cet-15696	44	53	i	i	PROPN
cet-15696	44	54	d	d	PROPN
cet-15696	44	55	488	488	NUM
cet-15696	44	56	523.7	523.7	NUM
cet-15696	44	57	675.1	675.1	NUM
cet-15696	44	58	w	w	PROPN
cet-15696	44	59	/	/	SYM
cet-15696	44	60	m2	m2	PROPN
cet-15696	44	61	ig	ig	PROPN
cet-15696	44	62	493.2	493.2	NUM
cet-15696	44	63	508.9	508.9	NUM
cet-15696	44	64	628.5	628.5	NUM
cet-15696	44	65	w	w	NOUN
cet-15696	44	66	/	/	SYM
cet-15696	44	67	m2	m2	PROPN
cet-15696	44	68	a	a	DET
cet-15696	44	69	hybrid	hybrid	ADJ
cet-15696	44	70	layer	layer	NOUN
cet-15696	44	71	in	in	ADP
cet-15696	44	72	a	a	DET
cet-15696	44	73	neural	neural	ADJ
cet-15696	44	74	network	network	NOUN
cet-15696	44	75	is	be	AUX
cet-15696	44	76	a	a	DET
cet-15696	44	77	layer	layer	NOUN
cet-15696	44	78	that	that	PRON
cet-15696	44	79	combines	combine	VERB
cet-15696	44	80	different	different	ADJ
cet-15696	44	81	types	type	NOUN
cet-15696	44	82	of	of	ADP
cet-15696	44	83	operations	operation	NOUN
cet-15696	44	84	,	,	PUNCT
cet-15696	44	85	architectures	architecture	NOUN
cet-15696	44	86	,	,	PUNCT
cet-15696	44	87	or	or	CCONJ
cet-15696	44	88	representations	representation	NOUN
cet-15696	44	89	within	within	ADP
cet-15696	44	90	a	a	DET
cet-15696	44	91	single	single	ADJ
cet-15696	44	92	functional	functional	ADJ
cet-15696	44	93	unit	unit	NOUN
cet-15696	44	94	.	.	PUNCT
cet-15696	45	1	unlike	unlike	ADP
cet-15696	45	2	a	a	DET
cet-15696	45	3	dense	dense	ADJ
cet-15696	45	4	or	or	CCONJ
cet-15696	45	5	convolutional	convolutional	ADJ
cet-15696	45	6	layer	layer	NOUN
cet-15696	45	7	,	,	PUNCT
cet-15696	45	8	this	this	DET
cet-15696	45	9	layer	layer	NOUN
cet-15696	45	10	performs	perform	VERB
cet-15696	45	11	multiple	multiple	ADJ
cet-15696	45	12	tasks	task	NOUN
cet-15696	45	13	and	and	CCONJ
cet-15696	45	14	can	can	AUX
cet-15696	45	15	even	even	ADV
cet-15696	45	16	combine	combine	VERB
cet-15696	45	17	several	several	ADJ
cet-15696	45	18	forms	form	NOUN
cet-15696	45	19	of	of	ADP
cet-15696	45	20	processing	processing	NOUN
cet-15696	45	21	simultaneously	simultaneously	ADV
cet-15696	45	22	.	.	PUNCT
cet-15696	46	1	for	for	ADP
cet-15696	46	2	example	example	NOUN
cet-15696	46	3	,	,	PUNCT
cet-15696	46	4	it	it	PRON
cet-15696	46	5	can	can	AUX
cet-15696	46	6	perform	perform	VERB
cet-15696	46	7	a	a	DET
cet-15696	46	8	convolution	convolution	NOUN
cet-15696	46	9	,	,	PUNCT
cet-15696	46	10	then	then	ADV
cet-15696	46	11	an	an	DET
cet-15696	46	12	activation	activation	NOUN
cet-15696	46	13	,	,	PUNCT
cet-15696	46	14	and	and	CCONJ
cet-15696	46	15	finally	finally	ADV
cet-15696	46	16	a	a	DET
cet-15696	46	17	normalisation	normalisation	NOUN
cet-15696	46	18	,	,	PUNCT
cet-15696	46	19	all	all	PRON
cet-15696	46	20	within	within	ADP
cet-15696	46	21	the	the	DET
cet-15696	46	22	same	same	ADJ
cet-15696	46	23	layer	layer	NOUN
cet-15696	46	24	.	.	PUNCT
cet-15696	47	1	it	it	PRON
cet-15696	47	2	can	can	AUX
cet-15696	47	3	also	also	ADV
cet-15696	47	4	incorporate	incorporate	VERB
cet-15696	47	5	ideas	idea	NOUN
cet-15696	47	6	from	from	ADP
cet-15696	47	7	various	various	ADJ
cet-15696	47	8	types	type	NOUN
cet-15696	47	9	of	of	ADP
cet-15696	47	10	networks	network	NOUN
cet-15696	47	11	,	,	PUNCT
cet-15696	47	12	such	such	ADJ
cet-15696	47	13	as	as	ADP
cet-15696	47	14	convolutional	convolutional	ADJ
cet-15696	47	15	neural	neural	ADJ
cet-15696	47	16	networks	network	NOUN
cet-15696	47	17	(	(	PUNCT
cet-15696	47	18	cnns	cnns	PROPN
cet-15696	47	19	)	)	PUNCT
cet-15696	47	20	and	and	CCONJ
cet-15696	47	21	recurrent	recurrent	ADJ
cet-15696	47	22	neural	neural	ADJ
cet-15696	47	23	networks	network	NOUN
cet-15696	47	24	(	(	PUNCT
cet-15696	47	25	rnns	rnns	PROPN
cet-15696	47	26	)	)	PUNCT
cet-15696	47	27	and	and	CCONJ
cet-15696	47	28	utilise	utilise	VERB
cet-15696	47	29	them	they	PRON
cet-15696	47	30	simultaneously	simultaneously	ADV
cet-15696	47	31	.	.	PUNCT
cet-15696	48	1	the	the	DET
cet-15696	48	2	hybrid	hybrid	ADJ
cet-15696	48	3	layer	layer	NOUN
cet-15696	48	4	enables	enable	VERB
cet-15696	48	5	the	the	DET
cet-15696	48	6	integration	integration	NOUN
cet-15696	48	7	of	of	ADP
cet-15696	48	8	physical	physical	ADJ
cet-15696	48	9	models	model	NOUN
cet-15696	48	10	or	or	CCONJ
cet-15696	48	11	empirical	empirical	ADJ
cet-15696	48	12	equations	equation	NOUN
cet-15696	48	13	related	relate	VERB
cet-15696	48	14	to	to	ADP
cet-15696	48	15	the	the	DET
cet-15696	48	16	system	system	NOUN
cet-15696	48	17	being	be	AUX
cet-15696	48	18	examined	examine	VERB
cet-15696	48	19	.	.	PUNCT
cet-15696	49	1	the	the	DET
cet-15696	49	2	mathematical	mathematical	ADJ
cet-15696	49	3	constraints	constraint	NOUN
cet-15696	49	4	of	of	ADP
cet-15696	49	5	these	these	DET
cet-15696	49	6	physical	physical	ADJ
cet-15696	49	7	models	model	NOUN
cet-15696	49	8	provide	provide	VERB
cet-15696	49	9	structure	structure	NOUN
cet-15696	49	10	and	and	CCONJ
cet-15696	49	11	ensure	ensure	VERB
cet-15696	49	12	that	that	SCONJ
cet-15696	49	13	predictions	prediction	NOUN
cet-15696	49	14	adhere	adhere	VERB
cet-15696	49	15	to	to	ADP
cet-15696	49	16	known	know	VERB
cet-15696	49	17	laws	law	NOUN
cet-15696	49	18	.	.	PUNCT
cet-15696	50	1	additionally	additionally	ADV
cet-15696	50	2	,	,	PUNCT
cet-15696	50	3	they	they	PRON
cet-15696	50	4	prevent	prevent	VERB
cet-15696	50	5	the	the	DET
cet-15696	50	6	network	network	NOUN
cet-15696	50	7	from	from	ADP
cet-15696	50	8	generating	generate	VERB
cet-15696	50	9	physically	physically	ADV
cet-15696	50	10	impossible	impossible	ADJ
cet-15696	50	11	values	value	NOUN
cet-15696	50	12	(	(	PUNCT
cet-15696	50	13	e.g.	e.g.	ADV
cet-15696	50	14	,	,	PUNCT
cet-15696	50	15	breaking	break	VERB
cet-15696	50	16	the	the	DET
cet-15696	50	17	conservation	conservation	NOUN
cet-15696	50	18	of	of	ADP
cet-15696	50	19	)	)	PUNCT
cet-15696	50	20	energy	energy	NOUN
cet-15696	50	21	)	)	PUNCT
cet-15696	50	22	.	.	PUNCT
cet-15696	51	1	this	this	DET
cet-15696	51	2	work	work	NOUN
cet-15696	51	3	developed	develop	VERB
cet-15696	51	4	a	a	DET
cet-15696	51	5	custom	custom	NOUN
cet-15696	51	6	hybrid	hybrid	ADJ
cet-15696	51	7	layer	layer	NOUN
cet-15696	51	8	in	in	ADP
cet-15696	51	9	python	python	NOUN
cet-15696	51	10	3.11.9	3.11.9	NUM
cet-15696	51	11	using	use	VERB
cet-15696	51	12	the	the	DET
cet-15696	51	13	tensorflow	tensorflow	NOUN
cet-15696	51	14	library	library	NOUN
cet-15696	51	15	.	.	PUNCT
cet-15696	52	1	it	it	PRON
cet-15696	52	2	contains	contain	VERB
cet-15696	52	3	the	the	DET
cet-15696	52	4	activation	activation	NOUN
cet-15696	52	5	function	function	NOUN
cet-15696	52	6	and	and	CCONJ
cet-15696	52	7	operation	operation	NOUN
cet-15696	52	8	parameters	parameter	NOUN
cet-15696	52	9	of	of	ADP
cet-15696	52	10	the	the	DET
cet-15696	52	11	solar	solar	ADJ
cet-15696	52	12	collector	collector	NOUN
cet-15696	52	13	network	network	NOUN
cet-15696	52	14	.	.	PUNCT
cet-15696	53	1	figure	figure	NOUN
cet-15696	53	2	2	2	NUM
cet-15696	53	3	presents	present	VERB
cet-15696	53	4	a	a	DET
cet-15696	53	5	hybrid	hybrid	ADJ
cet-15696	53	6	layer	layer	NOUN
cet-15696	53	7	configuration	configuration	NOUN
cet-15696	53	8	.	.	PUNCT
cet-15696	54	1	within	within	ADP
cet-15696	54	2	the	the	DET
cet-15696	54	3	programming	programming	NOUN
cet-15696	54	4	of	of	ADP
cet-15696	54	5	the	the	DET
cet-15696	54	6	layer	layer	NOUN
cet-15696	54	7	,	,	PUNCT
cet-15696	54	8	mathematical	mathematical	ADJ
cet-15696	54	9	equations	equation	NOUN
cet-15696	54	10	specific	specific	ADJ
cet-15696	54	11	to	to	ADP
cet-15696	54	12	the	the	DET
cet-15696	54	13	analysis	analysis	NOUN
cet-15696	54	14	case	case	NOUN
cet-15696	54	15	can	can	AUX
cet-15696	54	16	be	be	AUX
cet-15696	54	17	added	add	VERB
cet-15696	54	18	.	.	PUNCT
cet-15696	55	1	this	this	DET
cet-15696	55	2	layer	layer	NOUN
cet-15696	55	3	comprises	comprise	VERB
cet-15696	55	4	a	a	DET
cet-15696	55	5	dense	dense	ADJ
cet-15696	55	6	layer	layer	NOUN
cet-15696	55	7	and	and	CCONJ
cet-15696	55	8	a	a	DET
cet-15696	55	9	physical	physical	ADJ
cet-15696	55	10	model	model	NOUN
cet-15696	55	11	,	,	PUNCT
cet-15696	55	12	aiming	aim	VERB
cet-15696	55	13	to	to	PART
cet-15696	55	14	integrate	integrate	VERB
cet-15696	55	15	pattern	pattern	NOUN
cet-15696	55	16	learning	learn	VERB
cet-15696	55	17	with	with	ADP
cet-15696	55	18	physical	physical	ADJ
cet-15696	55	19	knowledge	knowledge	NOUN
cet-15696	55	20	of	of	ADP
cet-15696	55	21	the	the	DET
cet-15696	55	22	system	system	NOUN
cet-15696	55	23	.	.	PUNCT
cet-15696	56	1	422	422	NUM
cet-15696	56	2	figure	figure	NOUN
cet-15696	56	3	2	2	NUM
cet-15696	56	4	:	:	PUNCT
cet-15696	56	5	hybrid	hybrid	ADJ
cet-15696	56	6	layer	layer	NOUN
cet-15696	56	7	description	description	NOUN
cet-15696	56	8	the	the	DET
cet-15696	56	9	hybrid	hybrid	ADJ
cet-15696	56	10	layer	layer	NOUN
cet-15696	56	11	learned	learn	VERB
cet-15696	56	12	from	from	ADP
cet-15696	56	13	the	the	DET
cet-15696	56	14	data	datum	NOUN
cet-15696	56	15	by	by	ADP
cet-15696	56	16	adjusting	adjust	VERB
cet-15696	56	17	the	the	DET
cet-15696	56	18	weights	weight	NOUN
cet-15696	56	19	and	and	CCONJ
cet-15696	56	20	biases	bias	NOUN
cet-15696	56	21	during	during	ADP
cet-15696	56	22	training	training	NOUN
cet-15696	56	23	.	.	PUNCT
cet-15696	57	1	the	the	DET
cet-15696	57	2	physical	physical	ADJ
cet-15696	57	3	model	model	NOUN
cet-15696	57	4	represents	represent	VERB
cet-15696	57	5	known	know	VERB
cet-15696	57	6	and	and	CCONJ
cet-15696	57	7	well	well	ADV
cet-15696	57	8	-	-	PUNCT
cet-15696	57	9	defined	define	VERB
cet-15696	57	10	relationships	relationship	NOUN
cet-15696	57	11	,	,	PUNCT
cet-15696	57	12	such	such	ADJ
cet-15696	57	13	as	as	ADP
cet-15696	57	14	energy	energy	NOUN
cet-15696	57	15	conservation	conservation	NOUN
cet-15696	57	16	laws	law	NOUN
cet-15696	57	17	and	and	CCONJ
cet-15696	57	18	empirical	empirical	ADJ
cet-15696	57	19	equations	equation	NOUN
cet-15696	57	20	.	.	PUNCT
cet-15696	58	1	in	in	ADP
cet-15696	58	2	this	this	DET
cet-15696	58	3	work	work	NOUN
cet-15696	58	4	,	,	PUNCT
cet-15696	58	5	eq(1	eq(1	NOUN
cet-15696	58	6	)	)	PUNCT
cet-15696	58	7	was	be	AUX
cet-15696	58	8	used	use	VERB
cet-15696	58	9	to	to	PART
cet-15696	58	10	calculate	calculate	VERB
cet-15696	58	11	the	the	DET
cet-15696	58	12	output	output	NOUN
cet-15696	58	13	temperature	temperature	NOUN
cet-15696	58	14	.	.	PUNCT
cet-15696	59	1	figure	figure	NOUN
cet-15696	59	2	3	3	NUM
cet-15696	59	3	illustrates	illustrate	VERB
cet-15696	59	4	a	a	DET
cet-15696	59	5	graphical	graphical	ADJ
cet-15696	59	6	representation	representation	NOUN
cet-15696	59	7	of	of	ADP
cet-15696	59	8	the	the	DET
cet-15696	59	9	hybrid	hybrid	ADJ
cet-15696	59	10	layer	layer	NOUN
cet-15696	59	11	,	,	PUNCT
cet-15696	59	12	known	know	VERB
cet-15696	59	13	as	as	ADP
cet-15696	59	14	water_flat_solar_collector	water_flat_solar_collector	PROPN
cet-15696	59	15	.	.	PUNCT
cet-15696	60	1	tw_1	tw_1	PROPN
cet-15696	60	2	represents	represent	VERB
cet-15696	60	3	the	the	DET
cet-15696	60	4	inlet	inlet	ADJ
cet-15696	60	5	temperature	temperature	NOUN
cet-15696	60	6	,	,	PUNCT
cet-15696	60	7	tw_2	tw_2	NOUN
cet-15696	60	8	is	be	AUX
cet-15696	60	9	related	relate	VERB
cet-15696	60	10	to	to	ADP
cet-15696	60	11	a	a	DET
cet-15696	60	12	mid	mid	ADJ
cet-15696	60	13	-	-	NOUN
cet-15696	60	14	temperature	temperature	NOUN
cet-15696	60	15	,	,	PUNCT
cet-15696	60	16	tw_4	tw_4	PRON
cet-15696	60	17	is	be	AUX
cet-15696	60	18	the	the	DET
cet-15696	60	19	outlet	outlet	NOUN
cet-15696	60	20	temperature	temperature	NOUN
cet-15696	60	21	,	,	PUNCT
cet-15696	60	22	and	and	CCONJ
cet-15696	60	23	tw_6	tw_6	NOUN
cet-15696	60	24	is	be	AUX
cet-15696	60	25	the	the	DET
cet-15696	60	26	maximum	maximum	ADJ
cet-15696	60	27	temperature	temperature	NOUN
cet-15696	60	28	reached	reach	VERB
cet-15696	60	29	by	by	ADP
cet-15696	60	30	the	the	DET
cet-15696	60	31	solar	solar	ADJ
cet-15696	60	32	collector	collector	NOUN
cet-15696	60	33	network	network	NOUN
cet-15696	60	34	.	.	PUNCT
cet-15696	61	1	the	the	DET
cet-15696	61	2	physical	physical	ADJ
cet-15696	61	3	model	model	NOUN
cet-15696	61	4	used	use	VERB
cet-15696	61	5	in	in	ADP
cet-15696	61	6	the	the	DET
cet-15696	61	7	programming	programming	NOUN
cet-15696	61	8	of	of	ADP
cet-15696	61	9	the	the	DET
cet-15696	61	10	hybrid	hybrid	NOUN
cet-15696	61	11	neuron	neuron	NOUN
cet-15696	61	12	is	be	AUX
cet-15696	61	13	presented	present	VERB
cet-15696	61	14	in	in	ADP
cet-15696	61	15	eq(1	eq(1	NOUN
cet-15696	61	16	)	)	PUNCT
cet-15696	61	17	.	.	PUNCT
cet-15696	62	1	where	where	SCONJ
cet-15696	62	2	tout	tout	NOUN
cet-15696	62	3	and	and	CCONJ
cet-15696	62	4	tin	tin	NOUN
cet-15696	62	5	are	be	AUX
cet-15696	62	6	the	the	DET
cet-15696	62	7	output	output	NOUN
cet-15696	62	8	and	and	CCONJ
cet-15696	62	9	input	input	NOUN
cet-15696	62	10	temperatures	temperature	NOUN
cet-15696	62	11	respectively	respectively	ADV
cet-15696	62	12	,	,	PUNCT
cet-15696	62	13	both	both	CCONJ
cet-15696	62	14	in	in	ADP
cet-15696	62	15	ºc	ºc	PROPN
cet-15696	62	16	.	.	PUNCT
cet-15696	63	1	ac	ac	PROPN
cet-15696	63	2	is	be	AUX
cet-15696	63	3	the	the	DET
cet-15696	63	4	collector	collector	NOUN
cet-15696	63	5	area	area	NOUN
cet-15696	63	6	in	in	ADP
cet-15696	63	7	m2	m2	PROPN
cet-15696	63	8	,	,	PUNCT
cet-15696	63	9	fr	fr	PROPN
cet-15696	63	10	is	be	AUX
cet-15696	63	11	the	the	DET
cet-15696	63	12	removal	removal	NOUN
cet-15696	63	13	factor	factor	NOUN
cet-15696	63	14	,	,	PUNCT
cet-15696	63	15	tamb	tamb	PROPN
cet-15696	63	16	is	be	AUX
cet-15696	63	17	the	the	DET
cet-15696	63	18	ambient	ambient	ADJ
cet-15696	63	19	temperature	temperature	NOUN
cet-15696	63	20	,	,	PUNCT
cet-15696	63	21	in	in	ADP
cet-15696	63	22	ºc	ºc	PROPN
cet-15696	63	23	,	,	PUNCT
cet-15696	63	24	m	m	VERB
cet-15696	63	25	is	be	AUX
cet-15696	63	26	the	the	DET
cet-15696	63	27	mass	mass	ADJ
cet-15696	63	28	flow	flow	NOUN
cet-15696	63	29	in	in	ADP
cet-15696	63	30	kg	kg	PROPN
cet-15696	63	31	/	/	SYM
cet-15696	63	32	s	s	PROPN
cet-15696	63	33	and	and	CCONJ
cet-15696	63	34	cp	cp	PROPN
cet-15696	63	35	is	be	AUX
cet-15696	63	36	the	the	DET
cet-15696	63	37	heat	heat	NOUN
cet-15696	63	38	capacity	capacity	NOUN
cet-15696	63	39	in	in	ADP
cet-15696	63	40	j	j	PROPN
cet-15696	63	41	/	/	SYM
cet-15696	63	42	kg	kg	PROPN
cet-15696	63	43	k.	k.	PROPN
cet-15696	64	1	𝑇𝑜𝑢𝑡	𝑇𝑜𝑢𝑡	PROPN
cet-15696	64	2	=	=	PUNCT
cet-15696	65	1	𝑇𝑖𝑛	𝑇𝑖𝑛	PROPN
cet-15696	65	2	+	+	PROPN
cet-15696	66	1	[	[	X
cet-15696	66	2	𝐴𝑐𝐹𝑅	𝐴𝑐𝐹𝑅	X
cet-15696	66	3	(	(	PUNCT
cet-15696	66	4	𝑇𝑖𝑛	𝑇𝑖𝑛	PROPN
cet-15696	66	5	−	−	PROPN
cet-15696	66	6	𝑇𝑎𝑚𝑏	𝑇𝑎𝑚𝑏	PROPN
cet-15696	66	7	𝑚𝐶𝑝	𝑚𝐶𝑝	NOUN
cet-15696	66	8	)	)	PUNCT
cet-15696	66	9	]	]	PUNCT
cet-15696	66	10	(	(	PUNCT
cet-15696	66	11	1	1	X
cet-15696	66	12	)	)	PUNCT
cet-15696	66	13	figure	figure	NOUN
cet-15696	66	14	3	3	NUM
cet-15696	66	15	:	:	PUNCT
cet-15696	66	16	ts-1	ts-1	ADP
cet-15696	66	17	neural	neural	ADJ
cet-15696	66	18	topology	topology	NOUN
cet-15696	66	19	the	the	DET
cet-15696	66	20	hybrid	hybrid	NOUN
cet-15696	66	21	model	model	NOUN
cet-15696	66	22	combines	combine	VERB
cet-15696	66	23	sequential	sequential	ADJ
cet-15696	66	24	and	and	CCONJ
cet-15696	66	25	functional	functional	ADJ
cet-15696	66	26	networks	network	NOUN
cet-15696	66	27	.	.	PUNCT
cet-15696	67	1	figure	figure	NOUN
cet-15696	67	2	3	3	NUM
cet-15696	67	3	shows	show	VERB
cet-15696	67	4	the	the	DET
cet-15696	67	5	input	input	NOUN
cet-15696	67	6	layers	layer	NOUN
cet-15696	67	7	,	,	PUNCT
cet-15696	67	8	input_tw_1	input_tw_1	NUM
cet-15696	67	9	and	and	CCONJ
cet-15696	67	10	solar	solar	ADJ
cet-15696	67	11	energy	energy	NOUN
cet-15696	67	12	(	(	PUNCT
cet-15696	67	13	irradiance	irradiance	NOUN
cet-15696	67	14	)	)	PUNCT
cet-15696	67	15	.	.	PUNCT
cet-15696	68	1	the	the	DET
cet-15696	68	2	first	first	ADJ
cet-15696	68	3	input	input	NOUN
cet-15696	68	4	layer	layer	NOUN
cet-15696	68	5	is	be	AUX
cet-15696	68	6	connected	connect	VERB
cet-15696	68	7	to	to	ADP
cet-15696	68	8	tw_2	tw_2	PROPN
cet-15696	68	9	and	and	CCONJ
cet-15696	68	10	tw_4	tw_4	NOUN
cet-15696	68	11	,	,	PUNCT
cet-15696	68	12	two	two	NUM
cet-15696	68	13	different	different	ADJ
cet-15696	68	14	sequential	sequential	ADJ
cet-15696	68	15	models	model	NOUN
cet-15696	68	16	developed	develop	VERB
cet-15696	68	17	using	use	VERB
cet-15696	68	18	the	the	DET
cet-15696	68	19	hybrid	hybrid	ADJ
cet-15696	68	20	layer	layer	NOUN
cet-15696	68	21	but	but	CCONJ
cet-15696	68	22	with	with	ADP
cet-15696	68	23	varying	vary	VERB
cet-15696	68	24	hyperparameter	hyperparameter	NOUN
cet-15696	68	25	settings	setting	NOUN
cet-15696	68	26	to	to	PART
cet-15696	68	27	optimise	optimise	VERB
cet-15696	68	28	them	they	PRON
cet-15696	68	29	.	.	PUNCT
cet-15696	69	1	the	the	DET
cet-15696	69	2	predicted	predict	VERB
cet-15696	69	3	temperature	temperature	NOUN
cet-15696	69	4	values	value	NOUN
cet-15696	69	5	in	in	ADP
cet-15696	69	6	tw_2	tw_2	NOUN
cet-15696	69	7	and	and	CCONJ
cet-15696	69	8	tw_4	tw_4	NOUN
cet-15696	69	9	are	be	AUX
cet-15696	69	10	concatenated	concatenate	VERB
cet-15696	69	11	into	into	ADP
cet-15696	69	12	a	a	DET
cet-15696	69	13	functional	functional	ADJ
cet-15696	69	14	model	model	NOUN
cet-15696	69	15	called	call	VERB
cet-15696	69	16	tw_6	tw_6	NOUN
cet-15696	69	17	.	.	PUNCT
cet-15696	70	1	the	the	DET
cet-15696	70	2	final	final	ADJ
cet-15696	70	3	output	output	NOUN
cet-15696	70	4	temperature	temperature	NOUN
cet-15696	70	5	value	value	NOUN
cet-15696	70	6	is	be	AUX
cet-15696	70	7	then	then	ADV
cet-15696	70	8	predicted	predict	VERB
cet-15696	70	9	.	.	PUNCT
cet-15696	71	1	real	real	ADJ
cet-15696	71	2	data	datum	NOUN
cet-15696	71	3	from	from	ADP
cet-15696	71	4	the	the	DET
cet-15696	71	5	solar	solar	ADJ
cet-15696	71	6	thermal	thermal	ADJ
cet-15696	71	7	plant	plant	NOUN
cet-15696	71	8	located	locate	VERB
cet-15696	71	9	in	in	ADP
cet-15696	71	10	morelos	morelos	PROPN
cet-15696	71	11	,	,	PUNCT
cet-15696	71	12	zacatecas	zacatecas	PROPN
cet-15696	71	13	,	,	PUNCT
cet-15696	71	14	mexico	mexico	PROPN
cet-15696	71	15	,	,	PUNCT
cet-15696	71	16	was	be	AUX
cet-15696	71	17	used	use	VERB
cet-15696	71	18	(	(	PUNCT
cet-15696	71	19	garcía	garcía	PROPN
cet-15696	71	20	et	et	PROPN
cet-15696	71	21	al	al	PROPN
cet-15696	71	22	.	.	PROPN
cet-15696	71	23	,	,	PUNCT
cet-15696	71	24	2019	2019	NUM
cet-15696	71	25	)	)	PUNCT
cet-15696	71	26	.	.	PUNCT
cet-15696	72	1	the	the	DET
cet-15696	72	2	dataset	dataset	NOUN
cet-15696	72	3	was	be	AUX
cet-15696	72	4	stored	store	VERB
cet-15696	72	5	in	in	ADP
cet-15696	72	6	different	different	ADJ
cet-15696	72	7	excel	excel	NOUN
cet-15696	72	8	files	file	NOUN
cet-15696	72	9	.	.	PUNCT
cet-15696	73	1	the	the	DET
cet-15696	73	2	following	follow	VERB
cet-15696	73	3	libraries	library	NOUN
cet-15696	73	4	were	be	AUX
cet-15696	73	5	imported	import	VERB
cet-15696	73	6	:	:	PUNCT
cet-15696	73	7	tensorflow	tensorflow	NOUN
cet-15696	73	8	(	(	PUNCT
cet-15696	73	9	is	be	AUX
cet-15696	73	10	an	an	DET
cet-15696	73	11	open	open	ADJ
cet-15696	73	12	-	-	PUNCT
cet-15696	73	13	source	source	NOUN
cet-15696	73	14	library	library	NOUN
cet-15696	73	15	developed	develop	VERB
cet-15696	73	16	by	by	ADP
cet-15696	73	17	google	google	PROPN
cet-15696	73	18	for	for	ADP
cet-15696	73	19	numerical	numerical	ADJ
cet-15696	73	20	computation	computation	NOUN
cet-15696	73	21	and	and	CCONJ
cet-15696	73	22	machine	machine	NOUN
cet-15696	73	23	learning	learning	NOUN
cet-15696	73	24	)	)	PUNCT
cet-15696	73	25	,	,	PUNCT
cet-15696	73	26	numpy	numpy	NOUN
cet-15696	73	27	(	(	PUNCT
cet-15696	73	28	a	a	DET
cet-15696	73	29	fundamental	fundamental	ADJ
cet-15696	73	30	package	package	NOUN
cet-15696	73	31	for	for	ADP
cet-15696	73	32	scientific	scientific	ADJ
cet-15696	73	33	computing	computing	NOUN
cet-15696	73	34	in	in	ADP
cet-15696	73	35	python	python	PROPN
cet-15696	73	36	.	.	PUNCT
cet-15696	74	1	it	it	PRON
cet-15696	74	2	provides	provide	VERB
cet-15696	74	3	support	support	NOUN
cet-15696	74	4	for	for	ADP
cet-15696	74	5	arrays	array	NOUN
cet-15696	74	6	,	,	PUNCT
cet-15696	74	7	matrices	matrix	NOUN
cet-15696	74	8	,	,	PUNCT
cet-15696	74	9	and	and	CCONJ
cet-15696	74	10	a	a	DET
cet-15696	74	11	wide	wide	ADJ
cet-15696	74	12	range	range	NOUN
cet-15696	74	13	of	of	ADP
cet-15696	74	14	mathematical	mathematical	ADJ
cet-15696	74	15	functions	function	NOUN
cet-15696	74	16	to	to	PART
cet-15696	74	17	operate	operate	VERB
cet-15696	74	18	on	on	ADP
cet-15696	74	19	these	these	DET
cet-15696	74	20	data	datum	NOUN
cet-15696	74	21	structures	structure	NOUN
cet-15696	74	22	)	)	PUNCT
cet-15696	74	23	,	,	PUNCT
cet-15696	74	24	pandas	panda	NOUN
cet-15696	74	25	(	(	PUNCT
cet-15696	74	26	is	be	AUX
cet-15696	74	27	a	a	DET
cet-15696	74	28	powerful	powerful	ADJ
cet-15696	74	29	data	data	NOUN
cet-15696	74	30	manipulation	manipulation	NOUN
cet-15696	74	31	and	and	CCONJ
cet-15696	74	32	analysis	analysis	NOUN
cet-15696	74	33	library	library	NOUN
cet-15696	74	34	that	that	PRON
cet-15696	74	35	provides	provide	VERB
cet-15696	74	36	data	data	NOUN
cet-15696	74	37	structures	structure	NOUN
cet-15696	74	38	like	like	ADP
cet-15696	74	39	data	datum	NOUN
cet-15696	74	40	frames	frame	NOUN
cet-15696	74	41	and	and	CCONJ
cet-15696	74	42	series	series	NOUN
cet-15696	74	43	)	)	PUNCT
cet-15696	74	44	,	,	PUNCT
cet-15696	74	45	matplotlib	matplotlib	PROPN
cet-15696	74	46	(	(	PUNCT
cet-15696	74	47	is	be	AUX
cet-15696	74	48	a	a	DET
cet-15696	74	49	plotting	plot	VERB
cet-15696	74	50	library	library	NOUN
cet-15696	74	51	for	for	ADP
cet-15696	74	52	python	python	NOUN
cet-15696	74	53	that	that	PRON
cet-15696	74	54	enables	enable	VERB
cet-15696	74	55	users	user	NOUN
cet-15696	74	56	to	to	PART
cet-15696	74	57	create	create	VERB
cet-15696	74	58	static	static	ADJ
cet-15696	74	59	,	,	PUNCT
cet-15696	74	60	animated	animate	VERB
cet-15696	74	61	,	,	PUNCT
cet-15696	74	62	and	and	CCONJ
cet-15696	74	63	interactive	interactive	ADJ
cet-15696	74	64	visualisations	visualisation	NOUN
cet-15696	74	65	)	)	PUNCT
cet-15696	74	66	,	,	PUNCT
cet-15696	74	67	keras	keras	PROPN
cet-15696	74	68	(	(	PUNCT
cet-15696	74	69	it	it	PRON
cet-15696	74	70	simplifies	simplify	VERB
cet-15696	74	71	the	the	DET
cet-15696	74	72	process	process	NOUN
cet-15696	74	73	of	of	ADP
cet-15696	74	74	building	building	NOUN
cet-15696	74	75	and	and	CCONJ
cet-15696	74	76	training	train	VERB
cet-15696	74	77	deep	deep	ADJ
cet-15696	74	78	learning	learning	NOUN
cet-15696	74	79	models	model	NOUN
cet-15696	74	80	by	by	ADP
cet-15696	74	81	providing	provide	VERB
cet-15696	74	82	an	an	DET
cet-15696	74	83	intuitive	intuitive	ADJ
cet-15696	74	84	interface	interface	NOUN
cet-15696	74	85	)	)	PUNCT
cet-15696	74	86	,	,	PUNCT
cet-15696	74	87	sklearn	sklearn	PROPN
cet-15696	74	88	(	(	PUNCT
cet-15696	74	89	it	it	PRON
cet-15696	74	90	offers	offer	VERB
cet-15696	74	91	simple	simple	ADJ
cet-15696	74	92	and	and	CCONJ
cet-15696	74	93	efficient	efficient	ADJ
cet-15696	74	94	tools	tool	NOUN
cet-15696	74	95	for	for	ADP
cet-15696	74	96	data	datum	NOUN
cet-15696	74	97	mining	mining	NOUN
cet-15696	74	98	and	and	CCONJ
cet-15696	74	99	data	datum	NOUN
cet-15696	74	100	analysis	analysis	NOUN
cet-15696	74	101	,	,	PUNCT
cet-15696	74	102	including	include	VERB
cet-15696	74	103	classification	classification	NOUN
cet-15696	74	104	,	,	PUNCT
cet-15696	74	105	regression	regression	NOUN
cet-15696	74	106	,	,	PUNCT
cet-15696	74	107	clustering	clustering	NOUN
cet-15696	74	108	,	,	PUNCT
cet-15696	74	109	and	and	CCONJ
cet-15696	74	110	dimensionality	dimensionality	NOUN
cet-15696	74	111	reduction	reduction	NOUN
cet-15696	74	112	)	)	PUNCT
cet-15696	74	113	,	,	PUNCT
cet-15696	74	114	viznet	viznet	NOUN
cet-15696	74	115	(	(	PUNCT
cet-15696	74	116	it	it	PRON
cet-15696	74	117	provides	provide	VERB
cet-15696	74	118	tools	tool	NOUN
cet-15696	74	119	for	for	ADP
cet-15696	74	120	creating	create	VERB
cet-15696	74	121	423	423	NUM
cet-15696	74	122	interactive	interactive	ADJ
cet-15696	74	123	visualizations	visualization	NOUN
cet-15696	74	124	of	of	ADP
cet-15696	74	125	neural	neural	ADJ
cet-15696	74	126	network	network	NOUN
cet-15696	74	127	architectures	architecture	NOUN
cet-15696	74	128	,	,	PUNCT
cet-15696	74	129	helping	help	VERB
cet-15696	74	130	users	user	NOUN
cet-15696	74	131	understand	understand	VERB
cet-15696	74	132	the	the	DET
cet-15696	74	133	structure	structure	NOUN
cet-15696	74	134	and	and	CCONJ
cet-15696	74	135	flow	flow	NOUN
cet-15696	74	136	of	of	ADP
cet-15696	74	137	data	datum	NOUN
cet-15696	74	138	within	within	ADP
cet-15696	74	139	their	their	PRON
cet-15696	74	140	models	model	NOUN
cet-15696	74	141	)	)	PUNCT
cet-15696	74	142	y	y	PROPN
cet-15696	74	143	random	random	ADJ
cet-15696	74	144	(	(	PUNCT
cet-15696	74	145	it	it	PRON
cet-15696	74	146	is	be	AUX
cet-15696	74	147	commonly	commonly	ADV
cet-15696	74	148	used	use	VERB
cet-15696	74	149	in	in	ADP
cet-15696	74	150	data	data	NOUN
cet-15696	74	151	science	science	NOUN
cet-15696	74	152	and	and	CCONJ
cet-15696	74	153	machine	machine	NOUN
cet-15696	74	154	learning	learn	VERB
cet-15696	74	155	for	for	ADP
cet-15696	74	156	tasks	task	NOUN
cet-15696	74	157	such	such	ADJ
cet-15696	74	158	as	as	ADP
cet-15696	74	159	shuffling	shuffle	VERB
cet-15696	74	160	datasets	dataset	NOUN
cet-15696	74	161	,	,	PUNCT
cet-15696	74	162	creating	create	VERB
cet-15696	74	163	random	random	ADJ
cet-15696	74	164	samples	sample	NOUN
cet-15696	74	165	,	,	PUNCT
cet-15696	74	166	and	and	CCONJ
cet-15696	74	167	initializing	initialize	VERB
cet-15696	74	168	weights	weight	NOUN
cet-15696	74	169	in	in	ADP
cet-15696	74	170	neural	neural	ADJ
cet-15696	74	171	networks	network	NOUN
cet-15696	74	172	)	)	PUNCT
cet-15696	74	173	.	.	PUNCT
cet-15696	75	1	the	the	DET
cet-15696	75	2	hybrid	hybrid	ADJ
cet-15696	75	3	layers	layer	NOUN
cet-15696	75	4	were	be	AUX
cet-15696	75	5	trained	train	VERB
cet-15696	75	6	and	and	CCONJ
cet-15696	75	7	tested	test	VERB
cet-15696	75	8	using	use	VERB
cet-15696	75	9	skealrn	skealrn	NOUN
cet-15696	75	10	on	on	ADP
cet-15696	75	11	training	training	NOUN
cet-15696	75	12	and	and	CCONJ
cet-15696	75	13	test	test	NOUN
cet-15696	75	14	sets	set	NOUN
cet-15696	75	15	with	with	ADP
cet-15696	75	16	a	a	DET
cet-15696	75	17	60	60	NUM
cet-15696	75	18	%	%	NOUN
cet-15696	75	19	training	training	NOUN
cet-15696	75	20	and	and	CCONJ
cet-15696	75	21	25	25	NUM
cet-15696	75	22	%	%	NOUN
cet-15696	75	23	testing	testing	NOUN
cet-15696	75	24	ratio	ratio	NOUN
cet-15696	75	25	.	.	PUNCT
cet-15696	76	1	the	the	DET
cet-15696	76	2	model	model	NOUN
cet-15696	76	3	converged	converge	VERB
cet-15696	76	4	after	after	ADP
cet-15696	76	5	40	40	NUM
cet-15696	76	6	iterations	iteration	NOUN
cet-15696	76	7	.	.	PUNCT
cet-15696	77	1	table	table	NOUN
cet-15696	77	2	2	2	NUM
cet-15696	77	3	presents	present	VERB
cet-15696	77	4	the	the	DET
cet-15696	77	5	configuration	configuration	NOUN
cet-15696	77	6	of	of	ADP
cet-15696	77	7	the	the	DET
cet-15696	77	8	hyperparameters	hyperparameter	NOUN
cet-15696	77	9	that	that	PRON
cet-15696	77	10	controlled	control	VERB
cet-15696	77	11	the	the	DET
cet-15696	77	12	learning	learning	NOUN
cet-15696	77	13	process	process	NOUN
cet-15696	77	14	.	.	PUNCT
cet-15696	78	1	the	the	DET
cet-15696	78	2	learning	learning	NOUN
cet-15696	78	3	rate	rate	NOUN
cet-15696	78	4	for	for	ADP
cet-15696	78	5	tw-2	tw-2	NOUN
cet-15696	78	6	and	and	CCONJ
cet-15696	78	7	tw-4	tw-4	PRON
cet-15696	78	8	was	be	AUX
cet-15696	78	9	0.01	0.01	NUM
cet-15696	78	10	and	and	CCONJ
cet-15696	78	11	0.2	0.2	NUM
cet-15696	78	12	,	,	PUNCT
cet-15696	78	13	respectively	respectively	ADV
cet-15696	78	14	,	,	PUNCT
cet-15696	78	15	as	as	ADV
cet-15696	78	16	well	well	ADV
cet-15696	78	17	as	as	ADP
cet-15696	78	18	the	the	DET
cet-15696	78	19	number	number	NOUN
cet-15696	78	20	of	of	ADP
cet-15696	78	21	epochs	epoch	NOUN
cet-15696	78	22	,	,	PUNCT
cet-15696	78	23	15	15	NUM
cet-15696	78	24	and	and	CCONJ
cet-15696	78	25	1	1	NUM
cet-15696	78	26	,	,	PUNCT
cet-15696	78	27	respectively	respectively	ADV
cet-15696	78	28	.	.	PUNCT
cet-15696	78	29	table	table	NOUN
cet-15696	78	30	2	2	NUM
cet-15696	78	31	:	:	PUNCT
cet-15696	78	32	ts-1	ts-1	NOUN
cet-15696	78	33	hipper	hip	ADJ
cet-15696	78	34	parameters	parameter	NOUN
cet-15696	78	35	variable	variable	ADJ
cet-15696	78	36	model	model	NOUN
cet-15696	78	37	hidden	hide	VERB
cet-15696	78	38	layers	layer	NOUN
cet-15696	78	39	neurons	neuron	NOUN
cet-15696	78	40	number	number	NOUN
cet-15696	78	41	activation	activation	NOUN
cet-15696	78	42	function	function	NOUN
cet-15696	78	43	optimizer	optimizer	NOUN
cet-15696	78	44	lost	lose	VERB
cet-15696	78	45	function	function	NOUN
cet-15696	78	46	tw-2	tw-2	NOUN
cet-15696	78	47	sequential	sequential	ADJ
cet-15696	78	48	1	1	NUM
cet-15696	78	49	149	149	NUM
cet-15696	78	50	relu	relu	NOUN
cet-15696	78	51	adam	adam	PROPN
cet-15696	78	52	huber	huber	PROPN
cet-15696	78	53	(	(	PUNCT
cet-15696	78	54	1.0	1.0	NUM
cet-15696	78	55	)	)	PUNCT
cet-15696	78	56	tw-4	tw-4	NOUN
cet-15696	79	1	sequential	sequential	ADJ
cet-15696	79	2	1	1	NUM
cet-15696	79	3	15	15	NUM
cet-15696	79	4	relu	relu	NOUN
cet-15696	79	5	adam	adam	PROPN
cet-15696	79	6	huber	huber	PROPN
cet-15696	79	7	(	(	PUNCT
cet-15696	79	8	1.0	1.0	NUM
cet-15696	79	9	)	)	PUNCT
cet-15696	79	10	tw-6	tw-6	NOUN
cet-15696	79	11	functional	functional	ADJ
cet-15696	79	12	3	3	NUM
cet-15696	79	13	.	.	PUNCT
cet-15696	79	14	results	result	VERB
cet-15696	79	15	the	the	DET
cet-15696	79	16	case	case	NOUN
cet-15696	79	17	study	study	NOUN
cet-15696	79	18	consisted	consist	VERB
cet-15696	79	19	of	of	ADP
cet-15696	79	20	a	a	DET
cet-15696	79	21	row	row	NOUN
cet-15696	79	22	of	of	ADP
cet-15696	79	23	10	10	NUM
cet-15696	79	24	solar	solar	ADJ
cet-15696	79	25	collectors	collector	NOUN
cet-15696	79	26	(	(	PUNCT
cet-15696	79	27	figure	figure	NOUN
cet-15696	79	28	1	1	NUM
cet-15696	79	29	)	)	PUNCT
cet-15696	79	30	.	.	PUNCT
cet-15696	80	1	each	each	DET
cet-15696	80	2	collector	collector	NOUN
cet-15696	80	3	has	have	VERB
cet-15696	80	4	a	a	DET
cet-15696	80	5	net	net	ADJ
cet-15696	80	6	solar	solar	ADJ
cet-15696	80	7	absorption	absorption	NOUN
cet-15696	80	8	area	area	NOUN
cet-15696	80	9	of	of	ADP
cet-15696	80	10	2.31	2.31	NUM
cet-15696	80	11	m2	m2	NOUN
cet-15696	80	12	.	.	PUNCT
cet-15696	81	1	the	the	DET
cet-15696	81	2	total	total	ADJ
cet-15696	81	3	flow	flow	NOUN
cet-15696	81	4	in	in	ADP
cet-15696	81	5	the	the	DET
cet-15696	81	6	line	line	NOUN
cet-15696	81	7	was	be	AUX
cet-15696	81	8	20	20	NUM
cet-15696	81	9	l	l	NOUN
cet-15696	81	10	/	/	SYM
cet-15696	81	11	min	min	NOUN
cet-15696	81	12	.	.	PROPN
cet-15696	81	13	a	a	DET
cet-15696	81	14	uniform	uniform	ADJ
cet-15696	81	15	water	water	NOUN
cet-15696	81	16	flow	flow	NOUN
cet-15696	81	17	distribution	distribution	NOUN
cet-15696	81	18	of	of	ADP
cet-15696	81	19	4	4	NUM
cet-15696	81	20	l	l	NOUN
cet-15696	81	21	/	/	SYM
cet-15696	81	22	min	min	NOUN
cet-15696	81	23	per	per	ADP
cet-15696	81	24	collector	collector	NOUN
cet-15696	81	25	was	be	AUX
cet-15696	81	26	considered	consider	VERB
cet-15696	81	27	.	.	PUNCT
cet-15696	82	1	wind	wind	NOUN
cet-15696	82	2	speed	speed	NOUN
cet-15696	82	3	and	and	CCONJ
cet-15696	82	4	ambient	ambient	ADJ
cet-15696	82	5	temperature	temperature	NOUN
cet-15696	82	6	were	be	AUX
cet-15696	82	7	kept	keep	VERB
cet-15696	82	8	at	at	ADP
cet-15696	82	9	constant	constant	ADJ
cet-15696	82	10	levels	level	NOUN
cet-15696	82	11	.	.	PUNCT
cet-15696	83	1	radiation	radiation	NOUN
cet-15696	83	2	was	be	AUX
cet-15696	83	3	considered	consider	VERB
cet-15696	83	4	variable	variable	ADJ
cet-15696	83	5	over	over	ADP
cet-15696	83	6	time	time	NOUN
cet-15696	83	7	,	,	PUNCT
cet-15696	83	8	depending	depend	VERB
cet-15696	83	9	on	on	ADP
cet-15696	83	10	the	the	DET
cet-15696	83	11	operation	operation	NOUN
cet-15696	83	12	of	of	ADP
cet-15696	83	13	the	the	DET
cet-15696	83	14	solar	solar	ADJ
cet-15696	83	15	plant	plant	NOUN
cet-15696	83	16	(	(	PUNCT
cet-15696	83	17	garcía	garcía	ADJ
cet-15696	83	18	-	-	PUNCT
cet-15696	83	19	valladares	valladare	NOUN
cet-15696	83	20	et	et	PROPN
cet-15696	83	21	al	al	PROPN
cet-15696	83	22	.	.	PROPN
cet-15696	83	23	,	,	PUNCT
cet-15696	83	24	2019	2019	NUM
cet-15696	83	25	)	)	PUNCT
cet-15696	83	26	.	.	PUNCT
cet-15696	84	1	the	the	DET
cet-15696	84	2	heating	heating	NOUN
cet-15696	84	3	operation	operation	NOUN
cet-15696	84	4	begins	begin	VERB
cet-15696	84	5	by	by	ADP
cet-15696	84	6	feeding	feed	VERB
cet-15696	84	7	20	20	NUM
cet-15696	84	8	l	l	NOUN
cet-15696	84	9	/	/	SYM
cet-15696	84	10	min	min	NOUN
cet-15696	84	11	of	of	ADP
cet-15696	84	12	water	water	NOUN
cet-15696	84	13	at	at	ADP
cet-15696	84	14	ambient	ambient	ADJ
cet-15696	84	15	temperature	temperature	NOUN
cet-15696	84	16	into	into	ADP
cet-15696	84	17	the	the	DET
cet-15696	84	18	first	first	ADJ
cet-15696	84	19	five	five	NUM
cet-15696	84	20	collectors	collector	NOUN
cet-15696	84	21	(	(	PUNCT
cet-15696	84	22	an	an	DET
cet-15696	84	23	area	area	NOUN
cet-15696	84	24	of	of	ADP
cet-15696	84	25	11.55	11.55	NUM
cet-15696	84	26	m²	m²	NOUN
cet-15696	84	27	)	)	PUNCT
cet-15696	84	28	.	.	PUNCT
cet-15696	85	1	then	then	ADV
cet-15696	85	2	,	,	PUNCT
cet-15696	85	3	that	that	DET
cet-15696	85	4	amount	amount	NOUN
cet-15696	85	5	of	of	ADP
cet-15696	85	6	water	water	NOUN
cet-15696	85	7	is	be	AUX
cet-15696	85	8	fed	feed	VERB
cet-15696	85	9	in	in	ADP
cet-15696	85	10	series	series	NOUN
cet-15696	85	11	to	to	ADP
cet-15696	85	12	another	another	DET
cet-15696	85	13	five	five	NUM
cet-15696	85	14	solar	solar	ADJ
cet-15696	85	15	collectors	collector	NOUN
cet-15696	85	16	to	to	PART
cet-15696	85	17	increase	increase	VERB
cet-15696	85	18	its	its	PRON
cet-15696	85	19	temperature	temperature	NOUN
cet-15696	85	20	(	(	PUNCT
cet-15696	85	21	figure	figure	NOUN
cet-15696	85	22	1	1	NUM
cet-15696	85	23	)	)	PUNCT
cet-15696	85	24	.	.	PUNCT
cet-15696	86	1	the	the	DET
cet-15696	86	2	actual	actual	ADJ
cet-15696	86	3	plant	plant	NOUN
cet-15696	86	4	operation	operation	NOUN
cet-15696	86	5	involves	involve	VERB
cet-15696	86	6	a	a	DET
cet-15696	86	7	continuous	continuous	ADJ
cet-15696	86	8	heating	heating	NOUN
cet-15696	86	9	cycle	cycle	NOUN
cet-15696	86	10	,	,	PUNCT
cet-15696	86	11	starting	start	VERB
cet-15696	86	12	from	from	ADP
cet-15696	86	13	an	an	DET
cet-15696	86	14	initial	initial	ADJ
cet-15696	86	15	temperature	temperature	NOUN
cet-15696	86	16	of	of	ADP
cet-15696	86	17	25	25	NUM
cet-15696	86	18	ºc	ºc	NUM
cet-15696	86	19	and	and	CCONJ
cet-15696	86	20	progressing	progress	VERB
cet-15696	86	21	until	until	SCONJ
cet-15696	86	22	the	the	DET
cet-15696	86	23	water	water	NOUN
cet-15696	86	24	reaches	reach	VERB
cet-15696	86	25	a	a	DET
cet-15696	86	26	temperature	temperature	NOUN
cet-15696	86	27	of	of	ADP
cet-15696	86	28	70	70	NUM
cet-15696	86	29	-	-	SYM
cet-15696	86	30	90	90	NUM
cet-15696	86	31	ºc	ºc	NOUN
cet-15696	86	32	.	.	PUNCT
cet-15696	87	1	the	the	DET
cet-15696	87	2	solar	solar	ADJ
cet-15696	87	3	plant	plant	NOUN
cet-15696	87	4	operational	operational	ADJ
cet-15696	87	5	period	period	NOUN
cet-15696	87	6	was	be	AUX
cet-15696	87	7	from	from	ADP
cet-15696	87	8	06:00	06:00	NUM
cet-15696	87	9	to	to	ADP
cet-15696	87	10	16:00	16:00	NUM
cet-15696	87	11	hours	hour	NOUN
cet-15696	87	12	.	.	PUNCT
cet-15696	88	1	however	however	ADV
cet-15696	88	2	,	,	PUNCT
cet-15696	88	3	in	in	ADP
cet-15696	88	4	the	the	DET
cet-15696	88	5	actual	actual	ADJ
cet-15696	88	6	operation	operation	NOUN
cet-15696	88	7	of	of	ADP
cet-15696	88	8	the	the	DET
cet-15696	88	9	solar	solar	ADJ
cet-15696	88	10	plant	plant	NOUN
cet-15696	88	11	,	,	PUNCT
cet-15696	88	12	from	from	ADP
cet-15696	88	13	09:00	09:00	NUM
cet-15696	88	14	h	h	NOUN
cet-15696	88	15	onwards	onward	NOUN
cet-15696	88	16	,	,	PUNCT
cet-15696	88	17	thermal	thermal	ADJ
cet-15696	88	18	energy	energy	NOUN
cet-15696	88	19	starts	start	VERB
cet-15696	88	20	to	to	PART
cet-15696	88	21	be	be	AUX
cet-15696	88	22	produced	produce	VERB
cet-15696	88	23	with	with	ADP
cet-15696	88	24	an	an	DET
cet-15696	88	25	initial	initial	ADJ
cet-15696	88	26	water	water	NOUN
cet-15696	88	27	temperature	temperature	NOUN
cet-15696	88	28	of	of	ADP
cet-15696	88	29	25	25	NUM
cet-15696	88	30	ºc	ºc	NOUN
cet-15696	88	31	.	.	PUNCT
cet-15696	89	1	at	at	ADP
cet-15696	89	2	approximately	approximately	ADV
cet-15696	89	3	14:00	14:00	NUM
cet-15696	89	4	h	h	NOUN
cet-15696	89	5	,	,	PUNCT
cet-15696	89	6	the	the	DET
cet-15696	89	7	heating	heating	NOUN
cet-15696	89	8	of	of	ADP
cet-15696	89	9	the	the	DET
cet-15696	89	10	water	water	NOUN
cet-15696	89	11	ends	end	VERB
cet-15696	89	12	,	,	PUNCT
cet-15696	89	13	as	as	SCONJ
cet-15696	89	14	the	the	DET
cet-15696	89	15	maximum	maximum	ADJ
cet-15696	89	16	temperature	temperature	NOUN
cet-15696	89	17	has	have	AUX
cet-15696	89	18	been	be	AUX
cet-15696	89	19	reached	reach	VERB
cet-15696	89	20	.	.	PUNCT
cet-15696	90	1	after	after	ADP
cet-15696	90	2	that	that	DET
cet-15696	90	3	time	time	NOUN
cet-15696	90	4	,	,	PUNCT
cet-15696	90	5	energy	energy	NOUN
cet-15696	90	6	is	be	AUX
cet-15696	90	7	allowed	allow	VERB
cet-15696	90	8	to	to	PART
cet-15696	90	9	be	be	AUX
cet-15696	90	10	recovered	recover	VERB
cet-15696	90	11	in	in	ADP
cet-15696	90	12	the	the	DET
cet-15696	90	13	storage	storage	NOUN
cet-15696	90	14	tank	tank	NOUN
cet-15696	90	15	.	.	PUNCT
cet-15696	91	1	from	from	ADP
cet-15696	91	2	the	the	DET
cet-15696	91	3	operational	operational	ADJ
cet-15696	91	4	data	datum	NOUN
cet-15696	91	5	above	above	ADV
cet-15696	91	6	,	,	PUNCT
cet-15696	91	7	the	the	DET
cet-15696	91	8	ts_1	ts_1	PROPN
cet-15696	91	9	network	network	NOUN
cet-15696	91	10	predicted	predict	VERB
cet-15696	91	11	974	974	NUM
cet-15696	91	12	temperature	temperature	NOUN
cet-15696	91	13	values	value	NOUN
cet-15696	91	14	,	,	PUNCT
cet-15696	91	15	calculating	calculate	VERB
cet-15696	91	16	a	a	DET
cet-15696	91	17	new	new	ADJ
cet-15696	91	18	temperature	temperature	NOUN
cet-15696	91	19	value	value	NOUN
cet-15696	91	20	every	every	PRON
cet-15696	91	21	2	2	NUM
cet-15696	91	22	s.	s.	NOUN
cet-15696	91	23	the	the	DET
cet-15696	91	24	prediction	prediction	NOUN
cet-15696	91	25	time	time	NOUN
cet-15696	91	26	was	be	AUX
cet-15696	91	27	set	set	VERB
cet-15696	91	28	from	from	ADP
cet-15696	91	29	6:22	6:22	NUM
cet-15696	91	30	to	to	ADP
cet-15696	91	31	15:51	15:51	NUM
cet-15696	91	32	h.	h.	NOUN
cet-15696	91	33	figure	figure	NOUN
cet-15696	91	34	4	4	NUM
cet-15696	91	35	illustrates	illustrate	VERB
cet-15696	91	36	the	the	DET
cet-15696	91	37	numerical	numerical	ADJ
cet-15696	91	38	prediction	prediction	NOUN
cet-15696	91	39	profile	profile	NOUN
cet-15696	91	40	of	of	ADP
cet-15696	91	41	the	the	DET
cet-15696	91	42	outlet	outlet	NOUN
cet-15696	91	43	temperatures	temperature	NOUN
cet-15696	91	44	.	.	PUNCT
cet-15696	92	1	at	at	ADP
cet-15696	92	2	15:00	15:00	NUM
cet-15696	92	3	h	h	NOUN
cet-15696	92	4	of	of	ADP
cet-15696	92	5	operation	operation	NOUN
cet-15696	92	6	and	and	CCONJ
cet-15696	92	7	simulation	simulation	NOUN
cet-15696	92	8	,	,	PUNCT
cet-15696	92	9	the	the	DET
cet-15696	92	10	solar	solar	ADJ
cet-15696	92	11	plant	plant	NOUN
cet-15696	92	12	and	and	CCONJ
cet-15696	92	13	the	the	DET
cet-15696	92	14	neural	neural	ADJ
cet-15696	92	15	network	network	NOUN
cet-15696	92	16	,	,	PUNCT
cet-15696	92	17	respectively	respectively	ADV
cet-15696	92	18	,	,	PUNCT
cet-15696	92	19	present	present	VERB
cet-15696	92	20	the	the	DET
cet-15696	92	21	maximum	maximum	ADJ
cet-15696	92	22	temperature	temperature	NOUN
cet-15696	92	23	reached	reach	VERB
cet-15696	92	24	in	in	ADP
cet-15696	92	25	the	the	DET
cet-15696	92	26	solar	solar	ADJ
cet-15696	92	27	collectors	collector	NOUN
cet-15696	92	28	.	.	PUNCT
cet-15696	93	1	after	after	ADP
cet-15696	93	2	that	that	DET
cet-15696	93	3	time	time	NOUN
cet-15696	93	4	,	,	PUNCT
cet-15696	93	5	in	in	ADP
cet-15696	93	6	actual	actual	ADJ
cet-15696	93	7	operation	operation	NOUN
cet-15696	93	8	,	,	PUNCT
cet-15696	93	9	the	the	DET
cet-15696	93	10	collector	collector	NOUN
cet-15696	93	11	plate	plate	NOUN
cet-15696	93	12	temperature	temperature	NOUN
cet-15696	93	13	begins	begin	VERB
cet-15696	93	14	to	to	PART
cet-15696	93	15	drop	drop	VERB
cet-15696	93	16	due	due	ADJ
cet-15696	93	17	to	to	ADP
cet-15696	93	18	a	a	DET
cet-15696	93	19	decrease	decrease	NOUN
cet-15696	93	20	in	in	ADP
cet-15696	93	21	solar	solar	ADJ
cet-15696	93	22	irradiance	irradiance	NOUN
cet-15696	93	23	.	.	PUNCT
cet-15696	94	1	the	the	DET
cet-15696	94	2	neural	neural	ADJ
cet-15696	94	3	network	network	NOUN
cet-15696	94	4	was	be	AUX
cet-15696	94	5	also	also	ADV
cet-15696	94	6	able	able	ADJ
cet-15696	94	7	to	to	PART
cet-15696	94	8	predict	predict	VERB
cet-15696	94	9	the	the	DET
cet-15696	94	10	reduction	reduction	NOUN
cet-15696	94	11	in	in	ADP
cet-15696	94	12	water	water	NOUN
cet-15696	94	13	temperature	temperature	NOUN
cet-15696	94	14	after	after	ADP
cet-15696	94	15	15:00	15:00	NUM
cet-15696	94	16	h.	h.	PROPN
cet-15696	94	17	figure	figure	NOUN
cet-15696	94	18	4	4	NUM
cet-15696	94	19	:	:	PUNCT
cet-15696	94	20	predicted	predict	VERB
cet-15696	94	21	outlet	outlet	NOUN
cet-15696	94	22	temperatures	temperature	NOUN
cet-15696	94	23	by	by	ADP
cet-15696	94	24	ann	ann	PROPN
cet-15696	94	25	ts-1	ts-1	NOUN
cet-15696	94	26	figure	figure	NOUN
cet-15696	94	27	5	5	NUM
cet-15696	94	28	illustrates	illustrate	VERB
cet-15696	94	29	the	the	DET
cet-15696	94	30	linear	linear	ADJ
cet-15696	94	31	regression	regression	NOUN
cet-15696	94	32	of	of	ADP
cet-15696	94	33	the	the	DET
cet-15696	94	34	neural	neural	ADJ
cet-15696	94	35	network	network	NOUN
cet-15696	94	36	temperature	temperature	NOUN
cet-15696	94	37	profile	profile	NOUN
cet-15696	94	38	.	.	PUNCT
cet-15696	95	1	an	an	DET
cet-15696	95	2	r²	r²	NOUN
cet-15696	95	3	of	of	ADP
cet-15696	95	4	0.97	0.97	NUM
cet-15696	95	5	was	be	AUX
cet-15696	95	6	achieved	achieve	VERB
cet-15696	95	7	.	.	PUNCT
cet-15696	96	1	the	the	DET
cet-15696	96	2	value	value	NOUN
cet-15696	96	3	of	of	ADP
cet-15696	96	4	r	r	NOUN
cet-15696	96	5	was	be	AUX
cet-15696	96	6	obtained	obtain	VERB
cet-15696	96	7	by	by	ADP
cet-15696	96	8	considering	consider	VERB
cet-15696	96	9	the	the	DET
cet-15696	96	10	temperature	temperature	NOUN
cet-15696	96	11	profile	profile	NOUN
cet-15696	96	12	calculated	calculate	VERB
cet-15696	96	13	up	up	ADP
cet-15696	96	14	to	to	ADP
cet-15696	96	15	15:00	15:00	NUM
cet-15696	96	16	h	h	NOUN
cet-15696	96	17	of	of	ADP
cet-15696	96	18	the	the	DET
cet-15696	96	19	solar	solar	ADJ
cet-15696	96	20	plant	plant	NOUN
cet-15696	96	21	operation	operation	NOUN
cet-15696	96	22	.	.	PUNCT
cet-15696	97	1	the	the	DET
cet-15696	97	2	maximum	maximum	ADJ
cet-15696	97	3	thermal	thermal	ADJ
cet-15696	97	4	energy	energy	NOUN
cet-15696	97	5	production	production	NOUN
cet-15696	97	6	was	be	AUX
cet-15696	97	7	reached	reach	VERB
cet-15696	97	8	at	at	ADP
cet-15696	97	9	that	that	DET
cet-15696	97	10	time	time	NOUN
cet-15696	97	11	.	.	PUNCT
cet-15696	98	1	the	the	DET
cet-15696	98	2	temperature	temperature	NOUN
cet-15696	98	3	profile	profile	NOUN
cet-15696	98	4	424	424	NUM
cet-15696	98	5	presented	present	VERB
cet-15696	98	6	in	in	ADP
cet-15696	98	7	figure	figure	NOUN
cet-15696	98	8	5	5	NUM
cet-15696	98	9	does	do	AUX
cet-15696	98	10	not	not	PART
cet-15696	98	11	account	account	VERB
cet-15696	98	12	for	for	ADP
cet-15696	98	13	variations	variation	NOUN
cet-15696	98	14	in	in	ADP
cet-15696	98	15	wind	wind	NOUN
cet-15696	98	16	speed	speed	NOUN
cet-15696	98	17	.	.	PUNCT
cet-15696	99	1	it	it	PRON
cet-15696	99	2	also	also	ADV
cet-15696	99	3	assumes	assume	VERB
cet-15696	99	4	that	that	SCONJ
cet-15696	99	5	the	the	DET
cet-15696	99	6	ambient	ambient	ADJ
cet-15696	99	7	temperature	temperature	NOUN
cet-15696	99	8	and	and	CCONJ
cet-15696	99	9	the	the	DET
cet-15696	99	10	heat	heat	NOUN
cet-15696	99	11	transfer	transfer	NOUN
cet-15696	99	12	coefficient	coefficient	NOUN
cet-15696	99	13	to	to	ADP
cet-15696	99	14	the	the	DET
cet-15696	99	15	environment	environment	NOUN
cet-15696	99	16	are	be	AUX
cet-15696	99	17	constant	constant	ADJ
cet-15696	99	18	.	.	PUNCT
cet-15696	100	1	however	however	ADV
cet-15696	100	2	,	,	PUNCT
cet-15696	100	3	the	the	DET
cet-15696	100	4	same	same	ADJ
cet-15696	100	5	solar	solar	ADJ
cet-15696	100	6	irradiance	irradiance	NOUN
cet-15696	100	7	values	value	NOUN
cet-15696	100	8	reported	report	VERB
cet-15696	100	9	by	by	ADP
cet-15696	100	10	the	the	DET
cet-15696	100	11	solar	solar	ADJ
cet-15696	100	12	plant	plant	NOUN
cet-15696	100	13	during	during	ADP
cet-15696	100	14	its	its	PRON
cet-15696	100	15	operation	operation	NOUN
cet-15696	100	16	were	be	AUX
cet-15696	100	17	used	use	VERB
cet-15696	100	18	(	(	PUNCT
cet-15696	100	19	garcía	garcía	PROPN
cet-15696	100	20	et	et	PROPN
cet-15696	100	21	al	al	PROPN
cet-15696	100	22	.	.	PROPN
cet-15696	100	23	,	,	PUNCT
cet-15696	100	24	2019	2019	NUM
cet-15696	100	25	)	)	PUNCT
cet-15696	100	26	.	.	PUNCT
cet-15696	101	1	figure	figure	VERB
cet-15696	101	2	5	5	NUM
cet-15696	101	3	:	:	PUNCT
cet-15696	101	4	linear	linear	ADJ
cet-15696	101	5	regression	regression	NOUN
cet-15696	101	6	of	of	ADP
cet-15696	101	7	the	the	DET
cet-15696	101	8	neural	neural	ADJ
cet-15696	101	9	network	network	NOUN
cet-15696	101	10	prediction	prediction	NOUN
cet-15696	101	11	figure	figure	NOUN
cet-15696	101	12	6	6	NUM
cet-15696	101	13	illustrates	illustrate	VERB
cet-15696	101	14	the	the	DET
cet-15696	101	15	temperature	temperature	NOUN
cet-15696	101	16	profile	profile	NOUN
cet-15696	101	17	reported	report	VERB
cet-15696	101	18	by	by	ADP
cet-15696	101	19	the	the	DET
cet-15696	101	20	solar	solar	ADJ
cet-15696	101	21	plant	plant	NOUN
cet-15696	101	22	(	(	PUNCT
cet-15696	101	23	represented	represent	VERB
cet-15696	101	24	by	by	ADP
cet-15696	101	25	the	the	DET
cet-15696	101	26	orange	orange	PROPN
cet-15696	101	27	line	line	PROPN
cet-15696	101	28	)	)	PUNCT
cet-15696	101	29	.	.	PUNCT
cet-15696	102	1	the	the	DET
cet-15696	102	2	actual	actual	ADJ
cet-15696	102	3	temperature	temperature	NOUN
cet-15696	102	4	profile	profile	NOUN
cet-15696	102	5	of	of	ADP
cet-15696	102	6	the	the	DET
cet-15696	102	7	solar	solar	ADJ
cet-15696	102	8	plant	plant	NOUN
cet-15696	102	9	exhibits	exhibit	VERB
cet-15696	102	10	a	a	DET
cet-15696	102	11	polynomial	polynomial	ADJ
cet-15696	102	12	behaviour	behaviour	NOUN
cet-15696	102	13	.	.	PUNCT
cet-15696	103	1	figure	figure	VERB
cet-15696	103	2	6	6	NUM
cet-15696	103	3	compares	compare	VERB
cet-15696	103	4	the	the	DET
cet-15696	103	5	solar	solar	ADJ
cet-15696	103	6	plant	plant	NOUN
cet-15696	103	7	temperature	temperature	NOUN
cet-15696	103	8	profile	profile	NOUN
cet-15696	103	9	with	with	ADP
cet-15696	103	10	the	the	DET
cet-15696	103	11	ann	ann	PROPN
cet-15696	103	12	-	-	PUNCT
cet-15696	103	13	predicted	predict	VERB
cet-15696	103	14	temperature	temperature	NOUN
cet-15696	103	15	.	.	PUNCT
cet-15696	104	1	both	both	DET
cet-15696	104	2	processes	process	NOUN
cet-15696	104	3	report	report	VERB
cet-15696	104	4	a	a	DET
cet-15696	104	5	temperature	temperature	NOUN
cet-15696	104	6	of	of	ADP
cet-15696	104	7	approximately	approximately	ADV
cet-15696	104	8	82	82	NUM
cet-15696	104	9	°	°	NOUN
cet-15696	104	10	c	c	X
cet-15696	104	11	.	.	PUNCT
cet-15696	105	1	environmental	environmental	ADJ
cet-15696	105	2	variations	variation	NOUN
cet-15696	105	3	,	,	PUNCT
cet-15696	105	4	including	include	VERB
cet-15696	105	5	solar	solar	ADJ
cet-15696	105	6	irradiance	irradiance	NOUN
cet-15696	105	7	,	,	PUNCT
cet-15696	105	8	wind	wind	NOUN
cet-15696	105	9	speed	speed	NOUN
cet-15696	105	10	,	,	PUNCT
cet-15696	105	11	ambient	ambient	ADJ
cet-15696	105	12	temperature	temperature	NOUN
cet-15696	105	13	,	,	PUNCT
cet-15696	105	14	and	and	CCONJ
cet-15696	105	15	dynamic	dynamic	ADJ
cet-15696	105	16	loss	loss	NOUN
cet-15696	105	17	heat	heat	NOUN
cet-15696	105	18	transfer	transfer	NOUN
cet-15696	105	19	coefficient	coefficient	NOUN
cet-15696	105	20	,	,	PUNCT
cet-15696	105	21	influence	influence	VERB
cet-15696	105	22	the	the	DET
cet-15696	105	23	thermal	thermal	ADJ
cet-15696	105	24	performance	performance	NOUN
cet-15696	105	25	of	of	ADP
cet-15696	105	26	a	a	DET
cet-15696	105	27	solar	solar	ADJ
cet-15696	105	28	plant	plant	NOUN
cet-15696	105	29	.	.	PUNCT
cet-15696	106	1	the	the	DET
cet-15696	106	2	neural	neural	ADJ
cet-15696	106	3	network	network	NOUN
cet-15696	106	4	is	be	AUX
cet-15696	106	5	related	relate	VERB
cet-15696	106	6	to	to	ADP
cet-15696	106	7	solar	solar	ADJ
cet-15696	106	8	irradiance	irradiance	NOUN
cet-15696	106	9	while	while	SCONJ
cet-15696	106	10	holding	hold	VERB
cet-15696	106	11	ambient	ambient	ADJ
cet-15696	106	12	temperature	temperature	NOUN
cet-15696	106	13	and	and	CCONJ
cet-15696	106	14	wind	wind	NOUN
cet-15696	106	15	speed	speed	NOUN
cet-15696	106	16	constant	constant	ADJ
cet-15696	106	17	.	.	PUNCT
cet-15696	107	1	the	the	DET
cet-15696	107	2	objective	objective	NOUN
cet-15696	107	3	of	of	ADP
cet-15696	107	4	this	this	DET
cet-15696	107	5	work	work	NOUN
cet-15696	107	6	was	be	AUX
cet-15696	107	7	to	to	PART
cet-15696	107	8	propose	propose	VERB
cet-15696	107	9	a	a	DET
cet-15696	107	10	customised	customised	ADJ
cet-15696	107	11	hybrid	hybrid	NOUN
cet-15696	107	12	neuron	neuron	NOUN
cet-15696	107	13	designed	design	VERB
cet-15696	107	14	to	to	PART
cet-15696	107	15	predict	predict	VERB
cet-15696	107	16	the	the	DET
cet-15696	107	17	thermal	thermal	ADJ
cet-15696	107	18	performance	performance	NOUN
cet-15696	107	19	of	of	ADP
cet-15696	107	20	a	a	DET
cet-15696	107	21	solar	solar	ADJ
cet-15696	107	22	collector	collector	NOUN
cet-15696	107	23	network	network	NOUN
cet-15696	107	24	.	.	PUNCT
cet-15696	108	1	this	this	PRON
cet-15696	108	2	represents	represent	VERB
cet-15696	108	3	an	an	DET
cet-15696	108	4	opportunity	opportunity	NOUN
cet-15696	108	5	to	to	PART
cet-15696	108	6	develop	develop	VERB
cet-15696	108	7	a	a	DET
cet-15696	108	8	general	general	ADJ
cet-15696	108	9	neural	neural	ADJ
cet-15696	108	10	model	model	NOUN
cet-15696	108	11	that	that	PRON
cet-15696	108	12	enables	enable	VERB
cet-15696	108	13	the	the	DET
cet-15696	108	14	modelling	modelling	NOUN
cet-15696	108	15	of	of	ADP
cet-15696	108	16	solar	solar	ADJ
cet-15696	108	17	collector	collector	NOUN
cet-15696	108	18	network	network	NOUN
cet-15696	108	19	performance	performance	NOUN
cet-15696	108	20	under	under	ADP
cet-15696	108	21	various	various	ADJ
cet-15696	108	22	environmental	environmental	ADJ
cet-15696	108	23	conditions	condition	NOUN
cet-15696	108	24	.	.	PUNCT
cet-15696	109	1	figure	figure	VERB
cet-15696	109	2	6	6	NUM
cet-15696	109	3	:	:	PUNCT
cet-15696	109	4	temperature	temperature	NOUN
cet-15696	109	5	comparison	comparison	NOUN
cet-15696	109	6	between	between	ADP
cet-15696	109	7	the	the	DET
cet-15696	109	8	solar	solar	ADJ
cet-15696	109	9	plant	plant	NOUN
cet-15696	109	10	and	and	CCONJ
cet-15696	109	11	an	an	DET
cet-15696	109	12	artificial	artificial	ADJ
cet-15696	109	13	neural	neural	ADJ
cet-15696	109	14	network	network	NOUN
cet-15696	109	15	(	(	PUNCT
cet-15696	109	16	ann	ann	PROPN
cet-15696	109	17	)	)	PUNCT
cet-15696	109	18	the	the	DET
cet-15696	109	19	solar	solar	ADJ
cet-15696	109	20	plant	plant	NOUN
cet-15696	109	21	contains	contain	VERB
cet-15696	109	22	four	four	NUM
cet-15696	109	23	branches	branch	NOUN
cet-15696	109	24	.	.	PUNCT
cet-15696	110	1	these	these	DET
cet-15696	110	2	results	result	NOUN
cet-15696	110	3	were	be	AUX
cet-15696	110	4	calculated	calculate	VERB
cet-15696	110	5	for	for	ADP
cet-15696	110	6	the	the	DET
cet-15696	110	7	first	first	ADJ
cet-15696	110	8	branch	branch	NOUN
cet-15696	110	9	,	,	PUNCT
cet-15696	110	10	as	as	SCONJ
cet-15696	110	11	that	that	DET
cet-15696	110	12	line	line	NOUN
cet-15696	110	13	is	be	AUX
cet-15696	110	14	equipped	equip	VERB
cet-15696	110	15	with	with	ADP
cet-15696	110	16	the	the	DET
cet-15696	110	17	suitable	suitable	ADJ
cet-15696	110	18	instrumentation	instrumentation	NOUN
cet-15696	110	19	to	to	PART
cet-15696	110	20	measure	measure	VERB
cet-15696	110	21	both	both	PRON
cet-15696	110	22	inlet	inlet	NOUN
cet-15696	110	23	and	and	CCONJ
cet-15696	110	24	outlet	outlet	NOUN
cet-15696	110	25	flows	flow	NOUN
cet-15696	110	26	,	,	PUNCT
cet-15696	110	27	as	as	ADV
cet-15696	110	28	well	well	ADV
cet-15696	110	29	as	as	ADP
cet-15696	110	30	inlet	inlet	ADJ
cet-15696	110	31	temperatures	temperature	NOUN
cet-15696	110	32	at	at	ADP
cet-15696	110	33	the	the	DET
cet-15696	110	34	midpoint	midpoint	NOUN
cet-15696	110	35	of	of	ADP
cet-15696	110	36	the	the	DET
cet-15696	110	37	line	line	NOUN
cet-15696	110	38	and	and	CCONJ
cet-15696	110	39	the	the	DET
cet-15696	110	40	branch	branch	NOUN
cet-15696	110	41	outlet	outlet	NOUN
cet-15696	110	42	.	.	PUNCT
cet-15696	111	1	for	for	ADP
cet-15696	111	2	these	these	DET
cet-15696	111	3	reasons	reason	NOUN
cet-15696	111	4	,	,	PUNCT
cet-15696	111	5	only	only	ADV
cet-15696	111	6	the	the	DET
cet-15696	111	7	first	first	ADJ
cet-15696	111	8	branch	branch	NOUN
cet-15696	111	9	was	be	AUX
cet-15696	111	10	considered	consider	VERB
cet-15696	111	11	,	,	PUNCT
cet-15696	111	12	as	as	SCONJ
cet-15696	111	13	these	these	DET
cet-15696	111	14	results	result	NOUN
cet-15696	111	15	allowed	allow	VERB
cet-15696	111	16	predictions	prediction	NOUN
cet-15696	111	17	of	of	ADP
cet-15696	111	18	the	the	DET
cet-15696	111	19	ts-1	ts-1	NOUN
cet-15696	111	20	neural	neural	ADJ
cet-15696	111	21	network	network	NOUN
cet-15696	111	22	to	to	PART
cet-15696	111	23	be	be	AUX
cet-15696	111	24	validated	validate	VERB
cet-15696	111	25	numerically	numerically	ADV
cet-15696	111	26	.	.	PUNCT
cet-15696	112	1	to	to	PART
cet-15696	112	2	perform	perform	VERB
cet-15696	112	3	a	a	DET
cet-15696	112	4	complete	complete	ADJ
cet-15696	112	5	prediction	prediction	NOUN
cet-15696	112	6	of	of	ADP
cet-15696	112	7	the	the	DET
cet-15696	112	8	solar	solar	ADJ
cet-15696	112	9	plant	plant	NOUN
cet-15696	112	10	,	,	PUNCT
cet-15696	112	11	it	it	PRON
cet-15696	112	12	is	be	AUX
cet-15696	112	13	necessary	necessary	ADJ
cet-15696	112	14	to	to	PART
cet-15696	112	15	assume	assume	VERB
cet-15696	112	16	that	that	SCONJ
cet-15696	112	17	the	the	DET
cet-15696	112	18	water	water	NOUN
cet-15696	112	19	flow	flow	VERB
cet-15696	112	20	through	through	ADP
cet-15696	112	21	the	the	DET
cet-15696	112	22	4	4	NUM
cet-15696	112	23	branches	branch	NOUN
cet-15696	112	24	is	be	AUX
cet-15696	112	25	uniform	uniform	ADJ
cet-15696	112	26	,	,	PUNCT
cet-15696	112	27	as	as	ADV
cet-15696	112	28	well	well	ADV
cet-15696	112	29	as	as	ADP
cet-15696	112	30	to	to	PART
cet-15696	112	31	consider	consider	VERB
cet-15696	112	32	that	that	SCONJ
cet-15696	112	33	the	the	DET
cet-15696	112	34	feed	feed	NOUN
cet-15696	112	35	temperature	temperature	NOUN
cet-15696	112	36	is	be	AUX
cet-15696	112	37	the	the	DET
cet-15696	112	38	same	same	ADJ
cet-15696	112	39	in	in	ADP
cet-15696	112	40	all	all	DET
cet-15696	112	41	four	four	NUM
cet-15696	112	42	lines	line	NOUN
cet-15696	112	43	,	,	PUNCT
cet-15696	112	44	and	and	CCONJ
cet-15696	112	45	that	that	SCONJ
cet-15696	112	46	the	the	DET
cet-15696	112	47	outlet	outlet	NOUN
cet-15696	112	48	temperatures	temperature	NOUN
cet-15696	112	49	of	of	ADP
cet-15696	112	50	each	each	DET
cet-15696	112	51	branch	branch	NOUN
cet-15696	112	52	are	be	AUX
cet-15696	112	53	the	the	DET
cet-15696	112	54	same	same	ADJ
cet-15696	112	55	.	.	PUNCT
cet-15696	113	1	however	however	ADV
cet-15696	113	2	,	,	PUNCT
cet-15696	113	3	it	it	PRON
cet-15696	113	4	is	be	AUX
cet-15696	113	5	possible	possible	ADJ
cet-15696	113	6	to	to	PART
cet-15696	113	7	balance	balance	VERB
cet-15696	113	8	the	the	DET
cet-15696	113	9	hydraulic	hydraulic	ADJ
cet-15696	113	10	resistances	resistance	NOUN
cet-15696	113	11	that	that	PRON
cet-15696	113	12	make	make	VERB
cet-15696	113	13	up	up	ADP
cet-15696	113	14	the	the	DET
cet-15696	113	15	network	network	NOUN
cet-15696	113	16	to	to	PART
cet-15696	113	17	predict	predict	VERB
cet-15696	113	18	the	the	DET
cet-15696	113	19	distribution	distribution	NOUN
cet-15696	113	20	of	of	ADP
cet-15696	113	21	the	the	DET
cet-15696	113	22	water	water	NOUN
cet-15696	113	23	flow	flow	NOUN
cet-15696	113	24	in	in	ADP
cet-15696	113	25	each	each	DET
cet-15696	113	26	branch	branch	NOUN
cet-15696	113	27	and	and	CCONJ
cet-15696	113	28	thus	thus	ADV
cet-15696	113	29	calculate	calculate	VERB
cet-15696	113	30	the	the	DET
cet-15696	113	31	useful	useful	ADJ
cet-15696	113	32	energy	energy	NOUN
cet-15696	113	33	in	in	ADP
cet-15696	113	34	each	each	DET
cet-15696	113	35	collector	collector	NOUN
cet-15696	113	36	425	425	NUM
cet-15696	113	37	line	line	NOUN
cet-15696	113	38	.	.	PUNCT
cet-15696	114	1	therefore	therefore	ADV
cet-15696	114	2	,	,	PUNCT
cet-15696	114	3	it	it	PRON
cet-15696	114	4	is	be	AUX
cet-15696	114	5	possible	possible	ADJ
cet-15696	114	6	to	to	PART
cet-15696	114	7	calculate	calculate	VERB
cet-15696	114	8	the	the	DET
cet-15696	114	9	mixing	mix	VERB
cet-15696	114	10	temperature	temperature	NOUN
cet-15696	114	11	(	(	PUNCT
cet-15696	114	12	t_mix	t_mix	NOUN
cet-15696	114	13	)	)	PUNCT
cet-15696	114	14	among	among	ADP
cet-15696	114	15	the	the	DET
cet-15696	114	16	four	four	NUM
cet-15696	114	17	lines	line	NOUN
cet-15696	114	18	and	and	CCONJ
cet-15696	114	19	to	to	PART
cet-15696	114	20	determine	determine	VERB
cet-15696	114	21	the	the	DET
cet-15696	114	22	total	total	ADJ
cet-15696	114	23	heat	heat	NOUN
cet-15696	114	24	load	load	NOUN
cet-15696	114	25	.	.	PUNCT
cet-15696	115	1	4	4	X
cet-15696	115	2	.	.	X
cet-15696	115	3	conclusions	conclusion	NOUN
cet-15696	115	4	it	it	PRON
cet-15696	115	5	is	be	AUX
cet-15696	115	6	possible	possible	ADJ
cet-15696	115	7	to	to	PART
cet-15696	115	8	simulate	simulate	VERB
cet-15696	115	9	a	a	DET
cet-15696	115	10	flat	flat	ADJ
cet-15696	115	11	-	-	PUNCT
cet-15696	115	12	plate	plate	NOUN
cet-15696	115	13	solar	solar	ADJ
cet-15696	115	14	collector	collector	NOUN
cet-15696	115	15	network	network	NOUN
cet-15696	115	16	using	use	VERB
cet-15696	115	17	an	an	DET
cet-15696	115	18	artificial	artificial	ADJ
cet-15696	115	19	neural	neural	ADJ
cet-15696	115	20	network	network	NOUN
cet-15696	115	21	(	(	PUNCT
cet-15696	115	22	ann	ann	PROPN
cet-15696	115	23	)	)	PUNCT
cet-15696	115	24	.	.	PUNCT
cet-15696	116	1	incorporating	incorporate	VERB
cet-15696	116	2	a	a	DET
cet-15696	116	3	hybrid	hybrid	ADJ
cet-15696	116	4	layer	layer	NOUN
cet-15696	116	5	into	into	ADP
cet-15696	116	6	the	the	DET
cet-15696	116	7	modelling	modelling	NOUN
cet-15696	116	8	of	of	ADP
cet-15696	116	9	engineering	engineering	NOUN
cet-15696	116	10	problems	problem	NOUN
cet-15696	116	11	enables	enable	VERB
cet-15696	116	12	more	more	ADV
cet-15696	116	13	accurate	accurate	ADJ
cet-15696	116	14	predictions	prediction	NOUN
cet-15696	116	15	of	of	ADP
cet-15696	116	16	system	system	NOUN
cet-15696	116	17	behaviour	behaviour	NOUN
cet-15696	116	18	.	.	PUNCT
cet-15696	117	1	this	this	DET
cet-15696	117	2	approach	approach	NOUN
cet-15696	117	3	enhances	enhance	VERB
cet-15696	117	4	the	the	DET
cet-15696	117	5	ability	ability	NOUN
cet-15696	117	6	to	to	PART
cet-15696	117	7	generalise	generalise	VERB
cet-15696	117	8	using	use	VERB
cet-15696	117	9	a	a	DET
cet-15696	117	10	smaller	small	ADJ
cet-15696	117	11	amount	amount	NOUN
cet-15696	117	12	of	of	ADP
cet-15696	117	13	data	datum	NOUN
cet-15696	117	14	,	,	PUNCT
cet-15696	117	15	reduces	reduce	VERB
cet-15696	117	16	the	the	DET
cet-15696	117	17	presence	presence	NOUN
cet-15696	117	18	of	of	ADP
cet-15696	117	19	non	non	ADJ
cet-15696	117	20	-	-	ADJ
cet-15696	117	21	physical	physical	ADJ
cet-15696	117	22	errors	error	NOUN
cet-15696	117	23	and	and	CCONJ
cet-15696	117	24	provides	provide	VERB
cet-15696	117	25	higher	high	ADJ
cet-15696	117	26	interpretability	interpretability	NOUN
cet-15696	117	27	to	to	ADP
cet-15696	117	28	the	the	DET
cet-15696	117	29	process	process	NOUN
cet-15696	117	30	by	by	ADP
cet-15696	117	31	integrating	integrate	VERB
cet-15696	117	32	physical	physical	ADJ
cet-15696	117	33	insights	insight	NOUN
cet-15696	117	34	with	with	ADP
cet-15696	117	35	machine	machine	NOUN
cet-15696	117	36	learning	learning	NOUN
cet-15696	117	37	.	.	PUNCT
cet-15696	118	1	this	this	PRON
cet-15696	118	2	represents	represent	VERB
cet-15696	118	3	an	an	DET
cet-15696	118	4	opportunity	opportunity	NOUN
cet-15696	118	5	to	to	PART
cet-15696	118	6	analyse	analyse	VERB
cet-15696	118	7	outlet	outlet	NOUN
cet-15696	118	8	temperature	temperature	NOUN
cet-15696	118	9	,	,	PUNCT
cet-15696	118	10	improve	improve	VERB
cet-15696	118	11	the	the	DET
cet-15696	118	12	thermal	thermal	ADJ
cet-15696	118	13	and	and	CCONJ
cet-15696	118	14	hydraulic	hydraulic	ADJ
cet-15696	118	15	performance	performance	NOUN
cet-15696	118	16	of	of	ADP
cet-15696	118	17	solar	solar	ADJ
cet-15696	118	18	collector	collector	NOUN
cet-15696	118	19	networks	network	NOUN
cet-15696	118	20	,	,	PUNCT
cet-15696	118	21	and	and	CCONJ
cet-15696	118	22	design	design	VERB
cet-15696	118	23	a	a	DET
cet-15696	118	24	solar	solar	ADJ
cet-15696	118	25	collector	collector	NOUN
cet-15696	118	26	network	network	NOUN
cet-15696	118	27	.	.	PUNCT
cet-15696	119	1	the	the	DET
cet-15696	119	2	use	use	NOUN
cet-15696	119	3	of	of	ADP
cet-15696	119	4	neural	neural	ADJ
cet-15696	119	5	networks	network	NOUN
cet-15696	119	6	will	will	AUX
cet-15696	119	7	enable	enable	VERB
cet-15696	119	8	engineers	engineer	NOUN
cet-15696	119	9	to	to	PART
cet-15696	119	10	size	size	VERB
cet-15696	119	11	,	,	PUNCT
cet-15696	119	12	integrate	integrate	VERB
cet-15696	119	13	,	,	PUNCT
cet-15696	119	14	and	and	CCONJ
cet-15696	119	15	control	control	VERB
cet-15696	119	16	solar	solar	ADJ
cet-15696	119	17	collector	collector	NOUN
cet-15696	119	18	networks	network	NOUN
cet-15696	119	19	more	more	ADV
cet-15696	119	20	precisely	precisely	ADV
cet-15696	119	21	.	.	PUNCT
cet-15696	120	1	they	they	PRON
cet-15696	120	2	will	will	AUX
cet-15696	120	3	also	also	ADV
cet-15696	120	4	facilitate	facilitate	VERB
cet-15696	120	5	more	more	ADV
cet-15696	120	6	accurate	accurate	ADJ
cet-15696	120	7	predictions	prediction	NOUN
cet-15696	120	8	of	of	ADP
cet-15696	120	9	heat	heat	NOUN
cet-15696	120	10	recovery	recovery	NOUN
cet-15696	120	11	,	,	PUNCT
cet-15696	120	12	leading	lead	VERB
cet-15696	120	13	to	to	ADP
cet-15696	120	14	better	well	ADJ
cet-15696	120	15	utilisation	utilisation	NOUN
cet-15696	120	16	of	of	ADP
cet-15696	120	17	renewable	renewable	ADJ
cet-15696	120	18	energy	energy	NOUN
cet-15696	120	19	and	and	CCONJ
cet-15696	120	20	a	a	DET
cet-15696	120	21	reduction	reduction	NOUN
cet-15696	120	22	in	in	ADP
cet-15696	120	23	fossil	fossil	NOUN
cet-15696	120	24	fuel	fuel	NOUN
cet-15696	120	25	consumption	consumption	NOUN
cet-15696	120	26	to	to	PART
cet-15696	120	27	lower	lower	VERB
cet-15696	120	28	the	the	DET
cet-15696	120	29	carbon	carbon	NOUN
cet-15696	120	30	footprint	footprint	NOUN
cet-15696	120	31	.	.	PUNCT
cet-15696	121	1	the	the	DET
cet-15696	121	2	empirical	empirical	ADJ
cet-15696	121	3	equations	equation	NOUN
cet-15696	121	4	provide	provide	VERB
cet-15696	121	5	structure	structure	NOUN
cet-15696	121	6	,	,	PUNCT
cet-15696	121	7	physics	physics	NOUN
cet-15696	121	8	,	,	PUNCT
cet-15696	121	9	and	and	CCONJ
cet-15696	121	10	interpretability	interpretability	NOUN
cet-15696	121	11	,	,	PUNCT
cet-15696	121	12	while	while	SCONJ
cet-15696	121	13	the	the	DET
cet-15696	121	14	ann	ann	PROPN
cet-15696	121	15	adds	add	VERB
cet-15696	121	16	flexibility	flexibility	NOUN
cet-15696	121	17	,	,	PUNCT
cet-15696	121	18	adaptability	adaptability	NOUN
cet-15696	121	19	,	,	PUNCT
cet-15696	121	20	and	and	CCONJ
cet-15696	121	21	data	data	NOUN
cet-15696	121	22	-	-	PUNCT
cet-15696	121	23	driven	drive	VERB
cet-15696	121	24	corrections	correction	NOUN
cet-15696	121	25	.	.	PUNCT
cet-15696	122	1	this	this	DET
cet-15696	122	2	work	work	NOUN
cet-15696	122	3	demonstrates	demonstrate	VERB
cet-15696	122	4	that	that	SCONJ
cet-15696	122	5	it	it	PRON
cet-15696	122	6	is	be	AUX
cet-15696	122	7	possible	possible	ADJ
cet-15696	122	8	to	to	PART
cet-15696	122	9	develop	develop	VERB
cet-15696	122	10	customised	customise	VERB
cet-15696	122	11	ann	ann	PROPN
cet-15696	122	12	models	model	NOUN
cet-15696	122	13	for	for	ADP
cet-15696	122	14	specific	specific	ADJ
cet-15696	122	15	applications	application	NOUN
cet-15696	122	16	,	,	PUNCT
cet-15696	122	17	particularly	particularly	ADV
cet-15696	122	18	for	for	ADP
cet-15696	122	19	solar	solar	ADJ
cet-15696	122	20	collector	collector	NOUN
cet-15696	122	21	networks	network	NOUN
cet-15696	122	22	.	.	PUNCT
cet-15696	123	1	there	there	PRON
cet-15696	123	2	is	be	VERB
cet-15696	123	3	also	also	ADV
cet-15696	123	4	a	a	DET
cet-15696	123	5	need	need	NOUN
cet-15696	123	6	to	to	PART
cet-15696	123	7	improve	improve	VERB
cet-15696	123	8	the	the	DET
cet-15696	123	9	structure	structure	NOUN
cet-15696	123	10	or	or	CCONJ
cet-15696	123	11	architecture	architecture	NOUN
cet-15696	123	12	of	of	ADP
cet-15696	123	13	these	these	DET
cet-15696	123	14	models	model	NOUN
cet-15696	123	15	to	to	PART
cet-15696	123	16	optimise	optimise	VERB
cet-15696	123	17	the	the	DET
cet-15696	123	18	convergence	convergence	NOUN
cet-15696	123	19	for	for	ADP
cet-15696	123	20	predicting	predict	VERB
cet-15696	123	21	and	and	CCONJ
cet-15696	123	22	training	train	VERB
cet-15696	123	23	neural	neural	ADJ
cet-15696	123	24	networks	network	NOUN
cet-15696	123	25	for	for	ADP
cet-15696	123	26	more	more	ADJ
cet-15696	123	27	complex	complex	ADJ
cet-15696	123	28	chemical	chemical	NOUN
cet-15696	123	29	processes	process	NOUN
cet-15696	123	30	,	,	PUNCT
cet-15696	123	31	such	such	ADJ
cet-15696	123	32	as	as	ADP
cet-15696	123	33	distillation	distillation	NOUN
cet-15696	123	34	,	,	PUNCT
cet-15696	123	35	chemical	chemical	ADJ
cet-15696	123	36	reactors	reactor	NOUN
cet-15696	123	37	,	,	PUNCT
cet-15696	123	38	heat	heat	NOUN
cet-15696	123	39	exchanger	exchanger	NOUN
cet-15696	123	40	networks	network	NOUN
cet-15696	123	41	and	and	CCONJ
cet-15696	123	42	bioprocess	bioprocess	NOUN
cet-15696	123	43	.	.	PUNCT
cet-15696	124	1	nomenclature	nomenclature	NOUN
cet-15696	124	2	ac	ac	PROPN
cet-15696	124	3	–	–	PUNCT
cet-15696	124	4	collector	collector	NOUN
cet-15696	124	5	area	area	NOUN
cet-15696	124	6	,	,	PUNCT
cet-15696	124	7	m2	m2	PROPN
cet-15696	124	8	cp	cp	PROPN
cet-15696	124	9	–	–	PUNCT
cet-15696	124	10	heat	heat	NOUN
cet-15696	124	11	capacity	capacity	NOUN
cet-15696	124	12	,	,	PUNCT
cet-15696	124	13	j	j	PROPN
cet-15696	124	14	/	/	SYM
cet-15696	124	15	kg	kg	PROPN
cet-15696	124	16	ºc	ºc	PROPN
cet-15696	124	17	fr	fr	PROPN
cet-15696	124	18	–	–	PUNCT
cet-15696	124	19	removal	removal	NOUN
cet-15696	124	20	factor	factor	NOUN
cet-15696	124	21	m	m	PROPN
cet-15696	124	22	–	–	PUNCT
cet-15696	124	23	mass	mass	ADJ
cet-15696	124	24	flow	flow	NOUN
cet-15696	124	25	rate	rate	NOUN
cet-15696	124	26	,	,	PUNCT
cet-15696	124	27	kg	kg	PROPN
cet-15696	124	28	/	/	SYM
cet-15696	124	29	s	s	PART
cet-15696	124	30	tamb	tamb	ADJ
cet-15696	124	31	–	–	PUNCT
cet-15696	124	32	ambient	ambient	ADJ
cet-15696	124	33	temperature	temperature	NOUN
cet-15696	124	34	,	,	PUNCT
cet-15696	124	35	ºc	ºc	PROPN
cet-15696	124	36	tin	tin	NOUN
cet-15696	124	37	–	–	PUNCT
cet-15696	124	38	inlet	inlet	NOUN
cet-15696	124	39	temperature	temperature	NOUN
cet-15696	124	40	,	,	PUNCT
cet-15696	124	41	ºc	ºc	PROPN
cet-15696	124	42	tout	tout	PROPN
cet-15696	124	43	–	–	PUNCT
cet-15696	124	44	outlet	outlet	NOUN
cet-15696	124	45	temperature	temperature	NOUN
cet-15696	124	46	,	,	PUNCT
cet-15696	124	47	ºc	ºc	PROPN
cet-15696	124	48	acknowledgments	acknowledgment	NOUN
cet-15696	124	49	we	we	PRON
cet-15696	124	50	would	would	AUX
cet-15696	124	51	like	like	VERB
cet-15696	124	52	to	to	PART
cet-15696	124	53	thank	thank	VERB
cet-15696	124	54	the	the	DET
cet-15696	124	55	administrators	administrator	NOUN
cet-15696	124	56	of	of	ADP
cet-15696	124	57	the	the	DET
cet-15696	124	58	solar	solar	ADJ
cet-15696	124	59	drying	dry	VERB
cet-15696	124	60	plant	plant	NOUN
cet-15696	124	61	in	in	ADP
cet-15696	124	62	calera	calera	PROPN
cet-15696	124	63	,	,	PUNCT
cet-15696	124	64	zacatecas	zacatecas	PROPN
cet-15696	124	65	,	,	PUNCT
cet-15696	124	66	mexico	mexico	PROPN
cet-15696	124	67	.	.	PUNCT
cet-15696	125	1	over	over	ADP
cet-15696	125	2	the	the	DET
cet-15696	125	3	years	year	NOUN
cet-15696	125	4	,	,	PUNCT
cet-15696	125	5	they	they	PRON
cet-15696	125	6	have	have	AUX
cet-15696	125	7	granted	grant	VERB
cet-15696	125	8	us	we	PRON
cet-15696	125	9	access	access	NOUN
cet-15696	125	10	to	to	ADP
cet-15696	125	11	their	their	PRON
cet-15696	125	12	facilities	facility	NOUN
cet-15696	125	13	and	and	CCONJ
cet-15696	125	14	operational	operational	ADJ
cet-15696	125	15	data	datum	NOUN
cet-15696	125	16	.	.	PUNCT
cet-15696	126	1	we	we	PRON
cet-15696	126	2	greatly	greatly	ADV
cet-15696	126	3	appreciate	appreciate	VERB
cet-15696	126	4	their	their	PRON
cet-15696	126	5	support	support	NOUN
cet-15696	126	6	in	in	ADP
cet-15696	126	7	helping	help	VERB
cet-15696	126	8	us	we	PRON
cet-15696	126	9	deepen	deepen	VERB
cet-15696	126	10	our	our	PRON
cet-15696	126	11	knowledge	knowledge	NOUN
cet-15696	126	12	and	and	CCONJ
cet-15696	126	13	apply	apply	VERB
cet-15696	126	14	it	it	PRON
cet-15696	126	15	to	to	ADP
cet-15696	126	16	the	the	DET
cet-15696	126	17	efficient	efficient	ADJ
cet-15696	126	18	use	use	NOUN
cet-15696	126	19	of	of	ADP
cet-15696	126	20	thermal	thermal	ADJ
cet-15696	126	21	energy	energy	NOUN
cet-15696	126	22	.	.	PUNCT
cet-15696	127	1	the	the	DET
cet-15696	127	2	projects	project	NOUN
cet-15696	127	3	developed	develop	VERB
cet-15696	127	4	will	will	AUX
cet-15696	127	5	enable	enable	VERB
cet-15696	127	6	students	student	NOUN
cet-15696	127	7	to	to	PART
cet-15696	127	8	obtain	obtain	VERB
cet-15696	127	9	their	their	PRON
cet-15696	127	10	bachelor	bachelor	NOUN
cet-15696	127	11	,	,	PUNCT
cet-15696	127	12	master	master	NOUN
cet-15696	127	13	,	,	PUNCT
cet-15696	127	14	or	or	CCONJ
cet-15696	127	15	phd	phd	NOUN
cet-15696	127	16	degrees	degree	NOUN
cet-15696	127	17	while	while	SCONJ
cet-15696	127	18	also	also	ADV
cet-15696	127	19	fostering	foster	VERB
cet-15696	127	20	the	the	DET
cet-15696	127	21	advancement	advancement	NOUN
cet-15696	127	22	of	of	ADP
cet-15696	127	23	research	research	NOUN
cet-15696	127	24	related	relate	VERB
cet-15696	127	25	to	to	ADP
cet-15696	127	26	renewable	renewable	ADJ
cet-15696	127	27	energy	energy	NOUN
cet-15696	127	28	.	.	PUNCT
cet-15696	128	1	references	reference	NOUN
cet-15696	128	2	elsheikh	elsheikh	VERB
cet-15696	128	3	a.h	a.h	PROPN
cet-15696	128	4	.	.	PROPN
cet-15696	128	5	,	,	PUNCT
cet-15696	128	6	sharshir	sharshir	PROPN
cet-15696	128	7	s.w	s.w	PROPN
cet-15696	128	8	.	.	PROPN
cet-15696	128	9	,	,	PUNCT
cet-15696	128	10	abd	abd	PROPN
cet-15696	128	11	e.m	e.m	PROPN
cet-15696	128	12	.	.	PROPN
cet-15696	128	13	,	,	PUNCT
cet-15696	128	14	kabeel	kabeel	PROPN
cet-15696	128	15	a.e	a.e	PROPN
cet-15696	128	16	.	.	PROPN
cet-15696	128	17	,	,	PUNCT
cet-15696	128	18	guilan	guilan	PROPN
cet-15696	128	19	w.	w.	PROPN
cet-15696	128	20	,	,	PUNCT
cet-15696	128	21	haiou	haiou	PROPN
cet-15696	128	22	z.	z.	PROPN
cet-15696	128	23	,	,	PUNCT
cet-15696	128	24	2019	2019	NUM
cet-15696	128	25	,	,	PUNCT
cet-15696	128	26	modelling	modelling	NOUN
cet-15696	128	27	of	of	ADP
cet-15696	128	28	solar	solar	ADJ
cet-15696	128	29	energy	energy	NOUN
cet-15696	128	30	systems	system	NOUN
cet-15696	128	31	using	use	VERB
cet-15696	128	32	artificial	artificial	ADJ
cet-15696	128	33	neural	neural	ADJ
cet-15696	128	34	network	network	NOUN
cet-15696	128	35	:	:	PUNCT
cet-15696	128	36	a	a	DET
cet-15696	128	37	comprehensive	comprehensive	ADJ
cet-15696	128	38	review	review	NOUN
cet-15696	128	39	.	.	PUNCT
cet-15696	129	1	solar	solar	ADJ
cet-15696	129	2	energy	energy	NOUN
cet-15696	129	3	,	,	PUNCT
cet-15696	129	4	180	180	NUM
cet-15696	129	5	,	,	PUNCT
cet-15696	129	6	622–639	622–639	NUM
cet-15696	129	7	.	.	PUNCT
cet-15696	130	1	goodfellow	goodfellow	PROPN
cet-15696	130	2	i.	i.	PROPN
cet-15696	130	3	,	,	PUNCT
cet-15696	130	4	bengio	bengio	PROPN
cet-15696	130	5	y.	y.	PROPN
cet-15696	130	6	,	,	PUNCT
cet-15696	130	7	courville	courville	ADJ
cet-15696	130	8	a.	a.	NOUN
cet-15696	130	9	(	(	PUNCT
cet-15696	130	10	eds	ed	NOUN
cet-15696	130	11	)	)	PUNCT
cet-15696	130	12	,	,	PUNCT
cet-15696	130	13	2016	2016	NUM
cet-15696	130	14	,	,	PUNCT
cet-15696	130	15	deep	deep	ADJ
cet-15696	130	16	learning	learning	NOUN
cet-15696	130	17	.	.	PUNCT
cet-15696	131	1	the	the	DET
cet-15696	131	2	mit	mit	PROPN
cet-15696	131	3	press	press	PROPN
cet-15696	131	4	,	,	PUNCT
cet-15696	131	5	cambridge	cambridge	PROPN
cet-15696	131	6	,	,	PUNCT
cet-15696	131	7	massachusetts	massachusetts	PROPN
cet-15696	131	8	,	,	PUNCT
cet-15696	131	9	u.s	u.s	PROPN
cet-15696	131	10	...	...	PROPN
cet-15696	131	11	garcía	garcía	PROPN
cet-15696	131	12	v.o	v.o	PROPN
cet-15696	131	13	.	.	PROPN
cet-15696	131	14	,	,	PUNCT
cet-15696	131	15	pilatowsky	pilatowsky	PROPN
cet-15696	131	16	f.i	f.i	PROPN
cet-15696	131	17	.	.	PROPN
cet-15696	131	18	,	,	PUNCT
cet-15696	131	19	ortiz	ortiz	PROPN
cet-15696	131	20	r.n	r.n	PROPN
cet-15696	131	21	.	.	PROPN
cet-15696	131	22	,	,	PUNCT
cet-15696	131	23	menchaca	menchaca	PROPN
cet-15696	131	24	v.c	v.c	PROPN
cet-15696	131	25	.	.	PROPN
cet-15696	131	26	,	,	PUNCT
cet-15696	131	27	2019	2019	NUM
cet-15696	131	28	,	,	PUNCT
cet-15696	131	29	solar	solar	ADJ
cet-15696	131	30	thermal	thermal	ADJ
cet-15696	131	31	dehydrating	dehydrate	VERB
cet-15696	131	32	plant	plant	NOUN
cet-15696	131	33	for	for	ADP
cet-15696	131	34	agricultural	agricultural	ADJ
cet-15696	131	35	products	product	NOUN
cet-15696	131	36	installed	instal	VERB
cet-15696	131	37	in	in	ADP
cet-15696	131	38	zacatecas	zacatecas	PROPN
cet-15696	131	39	,	,	PUNCT
cet-15696	131	40	méxico	méxico	PROPN
cet-15696	131	41	.	.	PUNCT
cet-15696	132	1	weentech	weentech	PROPN
cet-15696	132	2	proceedings	proceeding	NOUN
cet-15696	132	3	in	in	ADP
cet-15696	132	4	energy	energy	NOUN
cet-15696	132	5	,	,	PUNCT
cet-15696	132	6	1–19	1–19	PROPN
cet-15696	132	7	.	.	PUNCT
cet-15696	133	1	hu	hu	PROPN
cet-15696	133	2	h.	h.	PROPN
cet-15696	133	3	,	,	PUNCT
cet-15696	133	4	2018	2018	NUM
cet-15696	133	5	,	,	PUNCT
cet-15696	133	6	vrelu	vrelu	ADJ
cet-15696	133	7	activation	activation	NOUN
cet-15696	133	8	functions	function	NOUN
cet-15696	133	9	for	for	ADP
cet-15696	133	10	artificial	artificial	ADJ
cet-15696	133	11	neural	neural	ADJ
cet-15696	133	12	networks	network	NOUN
cet-15696	133	13	.	.	PUNCT
cet-15696	134	1	14th	14th	ADJ
cet-15696	134	2	international	international	ADJ
cet-15696	134	3	conference	conference	NOUN
cet-15696	134	4	on	on	ADP
cet-15696	134	5	natural	natural	ADJ
cet-15696	134	6	computation	computation	NOUN
cet-15696	134	7	,	,	PUNCT
cet-15696	134	8	fuzzy	fuzzy	ADJ
cet-15696	134	9	systems	system	NOUN
cet-15696	134	10	and	and	CCONJ
cet-15696	134	11	knowledge	knowledge	NOUN
cet-15696	134	12	discovery	discovery	PROPN
cet-15696	134	13	(	(	PUNCT
cet-15696	134	14	icnc	icnc	ADJ
cet-15696	134	15	-	-	PUNCT
cet-15696	134	16	fskd	fskd	NOUN
cet-15696	134	17	)	)	PUNCT
cet-15696	134	18	.	.	PUNCT
cet-15696	135	1	jürgen	jürgen	PROPN
cet-15696	135	2	s.	s.	PROPN
cet-15696	135	3	,	,	PUNCT
cet-15696	135	4	2015	2015	NUM
cet-15696	135	5	.	.	PUNCT
cet-15696	136	1	deep	deep	ADJ
cet-15696	136	2	learning	learning	NOUN
cet-15696	136	3	in	in	ADP
cet-15696	136	4	neural	neural	ADJ
cet-15696	136	5	networks	network	NOUN
cet-15696	136	6	:	:	PUNCT
cet-15696	136	7	an	an	DET
cet-15696	136	8	overview	overview	NOUN
cet-15696	136	9	,	,	PUNCT
cet-15696	136	10	neural	neural	ADJ
cet-15696	136	11	networks	network	NOUN
cet-15696	136	12	,	,	PUNCT
cet-15696	136	13	61	61	NUM
cet-15696	136	14	,	,	PUNCT
cet-15696	136	15	85	85	NUM
cet-15696	136	16	-	-	SYM
cet-15696	136	17	117	117	NUM
cet-15696	136	18	.	.	PUNCT
cet-15696	137	1	lugo	lugo	PROPN
cet-15696	137	2	g.h.g	g.h.g	PROPN
cet-15696	137	3	.	.	PROPN
cet-15696	137	4	,	,	PUNCT
cet-15696	137	5	picón	picón	NOUN
cet-15696	137	6	n.m	n.m	PROPN
cet-15696	137	7	.	.	PROPN
cet-15696	137	8	,	,	PUNCT
cet-15696	137	9	canizalez	canizalez	PROPN
cet-15696	137	10	d.l	d.l	PROPN
cet-15696	137	11	.	.	PROPN
cet-15696	137	12	,	,	PUNCT
cet-15696	137	13	2024	2024	NUM
cet-15696	137	14	,	,	PUNCT
cet-15696	137	15	flat	flat	ADJ
cet-15696	137	16	plate	plate	NOUN
cet-15696	137	17	solar	solar	ADJ
cet-15696	137	18	collector	collector	NOUN
cet-15696	137	19	networks	network	NOUN
cet-15696	137	20	:	:	PUNCT
cet-15696	137	21	design	design	NOUN
cet-15696	137	22	and	and	CCONJ
cet-15696	137	23	retrofit	retrofit	NOUN
cet-15696	137	24	considering	consider	VERB
cet-15696	137	25	fouling	fouling	NOUN
cet-15696	137	26	effects	effect	NOUN
cet-15696	137	27	.	.	PUNCT
cet-15696	138	1	thermal	thermal	ADJ
cet-15696	138	2	science	science	NOUN
cet-15696	138	3	and	and	CCONJ
cet-15696	138	4	engineering	engineering	NOUN
cet-15696	138	5	progress	progress	NOUN
cet-15696	138	6	,	,	PUNCT
cet-15696	138	7	51	51	NUM
cet-15696	138	8	,	,	PUNCT
cet-15696	138	9	102633	102633	NUM
cet-15696	138	10	.	.	PUNCT
cet-15696	139	1	ortiz	ortiz	PROPN
cet-15696	139	2	r.n.m	r.n.m	NOUN
cet-15696	139	3	.	.	PUNCT
cet-15696	139	4	,	,	PUNCT
cet-15696	139	5	garcía	garcía	PROPN
cet-15696	139	6	v.o	v.o	PROPN
cet-15696	139	7	.	.	PROPN
cet-15696	139	8	,	,	PUNCT
cet-15696	139	9	pilatowsky	pilatowsky	PROPN
cet-15696	139	10	f.i	f.i	PROPN
cet-15696	139	11	.	.	PROPN
cet-15696	139	12	,	,	PUNCT
cet-15696	139	13	menchaca	menchaca	PROPN
cet-15696	139	14	v.a.c	v.a.c	PROPN
cet-15696	139	15	.	.	PROPN
cet-15696	139	16	,	,	PUNCT
cet-15696	139	17	2020	2020	NUM
cet-15696	139	18	,	,	PUNCT
cet-15696	139	19	solar	solar	ADJ
cet-15696	139	20	-	-	PUNCT
cet-15696	139	21	lp	lp	PROPN
cet-15696	139	22	gas	gas	NOUN
cet-15696	139	23	hybrid	hybrid	NOUN
cet-15696	139	24	plant	plant	NOUN
cet-15696	139	25	for	for	ADP
cet-15696	139	26	dehydration	dehydration	NOUN
cet-15696	139	27	of	of	ADP
cet-15696	139	28	food	food	NOUN
cet-15696	139	29	.	.	PUNCT
cet-15696	140	1	applied	apply	VERB
cet-15696	140	2	thermal	thermal	ADJ
cet-15696	140	3	engineering	engineering	NOUN
cet-15696	140	4	,	,	PUNCT
cet-15696	140	5	177	177	NUM
cet-15696	140	6	,	,	PUNCT
cet-15696	140	7	115496	115496	NUM
cet-15696	140	8	.	.	PUNCT
cet-15696	141	1	petersen	petersen	PROPN
cet-15696	141	2	p.	p.	PROPN
cet-15696	141	3	,	,	PUNCT
cet-15696	141	4	voigtlaender	voigtlaender	PROPN
cet-15696	141	5	f.	f.	PROPN
cet-15696	141	6	,	,	PUNCT
cet-15696	141	7	2018	2018	NUM
cet-15696	141	8	,	,	PUNCT
cet-15696	141	9	optimal	optimal	ADJ
cet-15696	141	10	approximation	approximation	NOUN
cet-15696	141	11	of	of	ADP
cet-15696	141	12	piecewise	piecewise	NOUN
cet-15696	141	13	smooth	smooth	ADJ
cet-15696	141	14	functions	function	NOUN
cet-15696	141	15	using	use	VERB
cet-15696	141	16	deep	deep	ADJ
cet-15696	141	17	relu	relu	NOUN
cet-15696	141	18	neural	neural	ADJ
cet-15696	141	19	networks	network	NOUN
cet-15696	141	20	.	.	PUNCT
cet-15696	142	1	neural	neural	ADJ
cet-15696	142	2	networks	network	NOUN
cet-15696	142	3	:	:	PUNCT
cet-15696	142	4	the	the	DET
cet-15696	142	5	official	official	ADJ
cet-15696	142	6	journal	journal	NOUN
cet-15696	142	7	of	of	ADP
cet-15696	142	8	the	the	DET
cet-15696	142	9	international	international	ADJ
cet-15696	142	10	neural	neural	ADJ
cet-15696	142	11	network	network	NOUN
cet-15696	142	12	society	society	NOUN
cet-15696	142	13	,	,	PUNCT
cet-15696	142	14	108	108	NUM
cet-15696	142	15	,	,	PUNCT
cet-15696	142	16	296–330	296–330	NUM
cet-15696	142	17	.	.	PUNCT
cet-15696	143	1	qamar	qamar	PROPN
cet-15696	143	2	r.	r.	PROPN
cet-15696	143	3	,	,	PUNCT
cet-15696	143	4	ali	ali	PROPN
cet-15696	143	5	z.b	z.b	PROPN
cet-15696	143	6	.	.	PROPN
cet-15696	143	7	,	,	PUNCT
cet-15696	143	8	2023	2023	NUM
cet-15696	143	9	,	,	PUNCT
cet-15696	143	10	artificial	artificial	ADJ
cet-15696	143	11	neural	neural	ADJ
cet-15696	143	12	networks	network	NOUN
cet-15696	143	13	:	:	PUNCT
cet-15696	143	14	an	an	DET
cet-15696	143	15	overview	overview	NOUN
cet-15696	143	16	.	.	PUNCT
cet-15696	144	1	mesopotamian	mesopotamian	PROPN
cet-15696	144	2	journal	journal	PROPN
cet-15696	144	3	of	of	ADP
cet-15696	144	4	computer	computer	NOUN
cet-15696	144	5	science	science	NOUN
cet-15696	144	6	,	,	PUNCT
cet-15696	144	7	2023	2023	NUM
cet-15696	144	8	,	,	PUNCT
cet-15696	144	9	130–139	130–139	NUM
cet-15696	144	10	.	.	PUNCT
cet-15696	145	1	shahrukh	shahrukh	PROPN
cet-15696	145	2	k.l	k.l	PROPN
cet-15696	145	3	.	.	PROPN
cet-15696	145	4	,	,	PUNCT
cet-15696	145	5	hafiz	hafiz	PROPN
cet-15696	145	6	k.h	k.h	PROPN
cet-15696	145	7	.	.	PROPN
cet-15696	145	8	,	,	PUNCT
cet-15696	145	9	ibrar	ibrar	PROPN
cet-15696	145	10	h.	h.	PROPN
cet-15696	145	11	,	,	PUNCT
cet-15696	145	12	2024	2024	NUM
cet-15696	145	13	,	,	PUNCT
cet-15696	145	14	using	use	VERB
cet-15696	145	15	ai	ai	VERB
cet-15696	145	16	to	to	PART
cet-15696	145	17	increase	increase	VERB
cet-15696	145	18	heat	heat	NOUN
cet-15696	145	19	exchanger	exchanger	NOUN
cet-15696	145	20	efficiency	efficiency	NOUN
cet-15696	145	21	:	:	PUNCT
cet-15696	145	22	an	an	DET
cet-15696	145	23	extensive	extensive	ADJ
cet-15696	145	24	analysis	analysis	NOUN
cet-15696	145	25	of	of	ADP
cet-15696	145	26	innovations	innovation	NOUN
cet-15696	145	27	and	and	CCONJ
cet-15696	145	28	uses	use	NOUN
cet-15696	145	29	.	.	PUNCT
cet-15696	146	1	international	international	ADJ
cet-15696	146	2	journal	journal	NOUN
cet-15696	146	3	of	of	ADP
cet-15696	146	4	multidisciplinary	multidisciplinary	ADJ
cet-15696	146	5	sciences	science	NOUN
cet-15696	146	6	and	and	CCONJ
cet-15696	146	7	arts	art	NOUN
cet-15696	146	8	,	,	PUNCT
cet-15696	146	9	3	3	NUM
cet-15696	146	10	,	,	PUNCT
cet-15696	146	11	4	4	NUM
cet-15696	146	12	.	.	NOUN
cet-15696	146	13	426	426	NUM
cet-15696	146	14	0216.pdf	0216.pdf	NOUN
cet-15696	146	15	predicting	predict	VERB
cet-15696	146	16	the	the	DET
cet-15696	146	17	thermal	thermal	ADJ
cet-15696	146	18	performance	performance	NOUN
cet-15696	146	19	of	of	ADP
cet-15696	146	20	a	a	DET
cet-15696	146	21	flat	flat	ADJ
cet-15696	146	22	plate	plate	NOUN
cet-15696	146	23	solar	solar	ADJ
cet-15696	146	24	collector	collector	NOUN
cet-15696	146	25	network	network	NOUN
cet-15696	146	26	by	by	ADP
cet-15696	146	27	programming	program	VERB
cet-15696	146	28	a	a	DET
cet-15696	146	29	neural	neural	ADJ
cet-15696	146	30	network	network	NOUN