<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>2663-3981</journal-id>
<journal-title><![CDATA[Revista cartográfica]]></journal-title>
<abbrev-journal-title><![CDATA[Rev. cartogr.]]></abbrev-journal-title>
<issn>2663-3981</issn>
<publisher>
<publisher-name><![CDATA[Instituto Panamericano de Geografía e Historia]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S2663-39812020000100013</article-id>
<article-id pub-id-type="doi">10.35424/rcarto.i100.699</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Modelización y predicción espacio-tiempo de la irradiancia solar global a corto plazo mediante redes neuronales artificiales y geoestadística]]></article-title>
<article-title xml:lang="en"><![CDATA[Space-time short-term solar radiation modeling and forecasting through artificial neural networks and geostatistics]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Gutiérrez-Corea]]></surname>
<given-names><![CDATA[Federico Vladimir]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Manso-Callejo]]></surname>
<given-names><![CDATA[Miguel Ángel]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Serradilla-García]]></surname>
<given-names><![CDATA[Francisco]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Politécnica de Madrid  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Spain</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad Politécnica de Madrid  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Spain</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Universidad Politécnica de Madrid  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Spain</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2020</year>
</pub-date>
<numero>100</numero>
<fpage>13</fpage>
<lpage>40</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S2663-39812020000100013&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S2663-39812020000100013&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S2663-39812020000100013&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen Mejorar el conocimiento de la Irradiancia Solar (IS) sobre la superficie terrestre, así como su predicción (pronóstico), cobra especial interés por su importancia para las energías renovables, a como lo son los sistemas basados en Energía Solar (ES), y para distintas aplicaciones industriales o ecológicas. En la presente investigación se ha experimentado con cinco técnicas de estimación espacial de la IS a intervalos de 15 minutos, en el territorio peninsular español, con distintas configuraciones espaciales. Encontrándose que la geoestadística mediante el Kriging con Regresión, usando variables auxiliares -una de ellas la IS estimada a partir de imágenes satelitales- permite estimar espacialmente la IS más allá de los 25 km, identificados en las investigación científicas previas, como límite de distancia máxima al punto de estimación. Se ha experimentado con el modelado de Redes Neuronales Artificiales (RNA) para la predicción en tiempo futuro (temporal) -a corto plazo- de la IS utilizando observaciones próximas (componentes espaciales) en sus entradas y los resultados son prometedores. Así los niveles de errores disminuyen, en relación a investigaciones relacionadas, bajo las siguientes condiciones: cuando el horizonte temporal de predicción es inferior o igual a tres horas, las estaciones vecinas que se incluyen en los modelos deben encentrarse a una distancia máxima aproximada de 55 km.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract The enrichment of knowledge about solar irradiance (SI) on the Earth&#8217;s surface and its prediction (forecast) has a great interest in renewable energy (RE), such as systems based on solar energy (SE) and for different applications industrial and environmental. At the present research it has been investigated five techniques of spatial estimation of the SI in 15 minutes of temporal resolutions for the Spanish mainland, with several spatial configurations. It&#8217;s been found that the Geostatistics through Regression Kriging, using auxiliary variables -one of this: the SI estimated from Satellite Images- allows spatially estimates the SI beyond the 25 km identified by the related research as the maximum distance limit to the estimation point. It has been experimented with the Artificial Neural Networks (ANN) modelling for the short-term forecasting of the SI, using close observations (spatial component) as part of its inputs, and the results are promising. In this way the error levels diminish, regarding to the related researches, under the following conditions: when the temporal horizons of the forecast is lower or equal to 3 hours, the neighbors stations to be included as input to the models should be at a 55 km of maximum distance.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[redes neuronales artificiales]]></kwd>
<kwd lng="es"><![CDATA[geoestadística]]></kwd>
<kwd lng="es"><![CDATA[pronóstico.]]></kwd>
<kwd lng="en"><![CDATA[artificial neural networks]]></kwd>
<kwd lng="en"><![CDATA[geostatistics]]></kwd>
<kwd lng="en"><![CDATA[forecast.]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Allison]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<source><![CDATA[Multiple regression: A primer]]></source>
<year>1998</year>
<publisher-loc><![CDATA[Thousand Oaks, California, USA ]]></publisher-loc>
<publisher-name><![CDATA[Pine Forge Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Alsamamra]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Ruiz-Arias]]></surname>
<given-names><![CDATA[J.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Pozo-Vázquez]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Tovar-Pescador]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Comparative Study of Ordinary and Residual Kriging Techniques for Mapping Global Solar Radiation Over Southern Spain]]></article-title>
<source><![CDATA[Agric. For. Meteorol]]></source>
<year>2009</year>
<numero>149</numero>
<issue>149</issue>
<page-range>1343-57</page-range></nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Antonanzas-Torres]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Cañizares]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Perpiñán]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Comparative Assessment of Global Irradiation from a Satellite Estimate Model (CM SAF) and on-Ground Measurements (SIAR): A Spanish Case Study]]></article-title>
<source><![CDATA[Renewable and Sustainable Energy Reviews]]></source>
<year>2013</year>
<numero>21</numero>
<issue>21</issue>
<page-range>248-61</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="">
<collab>Automap</collab>
<source><![CDATA[Automatic Interpolation Package]]></source>
<year>2011</year>
</nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Badescu]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
</person-group>
<source><![CDATA[Modeling Solar Radiation at the Earth&#8217;s Surface]]></source>
<year>2008</year>
<page-range>6-17</page-range><publisher-loc><![CDATA[Berlin Heidelberg ]]></publisher-loc>
<publisher-name><![CDATA[Springer-Verlag]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bojanowski]]></surname>
<given-names><![CDATA[J.S.]]></given-names>
</name>
<name>
<surname><![CDATA[Vrieling]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Skidmore]]></surname>
<given-names><![CDATA[A.K.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Calibration of Solar Radiation Models for Europe using Meteosat Second Generation and Weather Station Data]]></article-title>
<source><![CDATA[Agric. For. Meteorol]]></source>
<year>2013</year>
<numero>176</numero>
<issue>176</issue>
<page-range>1-9</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bosch]]></surname>
<given-names><![CDATA[J.L.]]></given-names>
</name>
<name>
<surname><![CDATA[Lopez]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Batlles]]></surname>
<given-names><![CDATA[F.J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Daily solar irradiation estimation over a mountainous area using artificial neural networks]]></article-title>
<source><![CDATA[Renewable Energy]]></source>
<year>2008</year>
<volume>33</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>1622-8</page-range></nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Croarkin]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Tobias]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<source><![CDATA[NIST/SEMATECH e-Handbook of Statistical Methods]]></source>
<year>2010</year>
<publisher-loc><![CDATA[Gaithersburg, MD, USA ]]></publisher-loc>
<publisher-name><![CDATA[The National Institute of Standards and Technology 2010]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Estévez]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Gavilán]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<source><![CDATA[Procedimientos de validación de datos de estaciones meteorológicas automáticas. Aplicación a la Red de Información Agroclimática de Andalucía]]></source>
<year>2008</year>
<conf-name><![CDATA[ IIJornadas de Agrometeorología]]></conf-name>
<conf-date>2008</conf-date>
<conf-loc> </conf-loc>
</nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="book">
<collab>EC (European Commission)</collab>
<source><![CDATA[Joint Research Center Scientific and Policy Report. PV Status Report 2013]]></source>
<year>2013</year>
<publisher-loc><![CDATA[Italy ]]></publisher-loc>
<publisher-name><![CDATA[Ispra]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="">
<collab>EEN (European Economy News)</collab>
<source><![CDATA[SMART, Sustainable and Inclusive Growth. EUR-LEX 2010]]></source>
<year>2010</year>
</nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Evrendilek]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Ertekin]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Statistical Modeling of Spatio-Temporal Variability in Monthly Average Daily Solar Radiation Over Turkey]]></article-title>
<source><![CDATA[Sensors]]></source>
<year>2007</year>
<volume>7</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>2763-78</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Finn]]></surname>
<given-names><![CDATA[P.G.]]></given-names>
</name>
<name>
<surname><![CDATA[Udy]]></surname>
<given-names><![CDATA[N.S.]]></given-names>
</name>
<name>
<surname><![CDATA[Baltais]]></surname>
<given-names><![CDATA[S.J.]]></given-names>
</name>
<name>
<surname><![CDATA[Price]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Coles]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Assessing the Quality of Seagrass Data Collected by Community Volunteers in Moreton Bay Marine Park, Australia]]></article-title>
<source><![CDATA[Environmental Conservation]]></source>
<year>2010</year>
<volume>37</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>83-9</page-range></nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gautier]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Diak]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Masse]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Simple Physical Model to Estimate Incident Solar Radiation at the Surface from GOES Satellite Data]]></article-title>
<source><![CDATA[J. Appl. Meteor]]></source>
<year>1980</year>
<numero>19</numero>
<issue>19</issue>
<page-range>1005-12</page-range></nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gueymard]]></surname>
<given-names><![CDATA[C.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Myers]]></surname>
<given-names><![CDATA[D.R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Solar radiation measurement: Progress in radiometry for improved modeling]]></article-title>
<source><![CDATA[Modeling Solar Radiation at the Earth Surface]]></source>
<year>2008</year>
<page-range>1-27</page-range><publisher-loc><![CDATA[Berlin Heidelberg ]]></publisher-loc>
<publisher-name><![CDATA[Springer-Verlag]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hagan]]></surname>
<given-names><![CDATA[M.T.]]></given-names>
</name>
<name>
<surname><![CDATA[Demuth]]></surname>
<given-names><![CDATA[H. B.]]></given-names>
</name>
<name>
<surname><![CDATA[Beale]]></surname>
<given-names><![CDATA[M.H.]]></given-names>
</name>
</person-group>
<source><![CDATA[Neural network design]]></source>
<year>1996</year>
<volume>1</volume>
<publisher-loc><![CDATA[Boston ]]></publisher-loc>
<publisher-name><![CDATA[Pws]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hartley]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The Internet of Things - Weather Monitoring Too]]></article-title>
<source><![CDATA[WMO technical conference on meteorological and environmental instruments and methods of observation]]></source>
<year>2012</year>
<publisher-loc><![CDATA[Belgium, Brussels ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hengl]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Heuvelink]]></surname>
<given-names><![CDATA[G.B.]]></given-names>
</name>
<name>
<surname><![CDATA[Tadi&#263;]]></surname>
<given-names><![CDATA[M.P.]]></given-names>
</name>
<name>
<surname><![CDATA[Pebesma]]></surname>
<given-names><![CDATA[E.J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Spatio-Temporal Prediction of Daily Temperatures using Time-Series of MODIS LST Images]]></article-title>
<source><![CDATA[Theoretical and applied climatology]]></source>
<year>2012</year>
<volume>107</volume>
<numero>1-2</numero>
<issue>1-2</issue>
<page-range>265-77</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hernández]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Baladrón]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Aguiar]]></surname>
<given-names><![CDATA[J.M.]]></given-names>
</name>
<name>
<surname><![CDATA[Calavia]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Carro]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Sánchez-Esguevillas]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Cook]]></surname>
<given-names><![CDATA[D.J.]]></given-names>
</name>
<name>
<surname><![CDATA[Chinarro]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Gómez]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Study of the Relationship between Weather Variables and Electric Power Demand Inside a Smart grid/smart World Framework]]></article-title>
<source><![CDATA[Sensors]]></source>
<year>2012</year>
<volume>12</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>11571-91</page-range></nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hontoria]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Aguilera]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Zufiria]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Generation of hourly irradiation synthetic series using the neural network multilayer perceptron]]></article-title>
<source><![CDATA[Solar Energy]]></source>
<year>2002</year>
<volume>72</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>441-6</page-range></nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hudson]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Kriging temperature in Scotland using the external drift method]]></article-title>
<source><![CDATA[Geostatistics Troia&#8217;92]]></source>
<year>1993</year>
<numero>1</numero>
<issue>1</issue>
<page-range>577-88</page-range><publisher-loc><![CDATA[Dordrecht ]]></publisher-loc>
<publisher-name><![CDATA[The Netherlands Springer Netherlands]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="">
<collab>IDAE</collab>
<source><![CDATA[Informe de previsión. Plan de Energías Renovables 2011-2020]]></source>
<year>2010</year>
</nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="">
<collab>IEA</collab>
<source><![CDATA[2014 key world energy statistics]]></source>
<year>2014</year>
</nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="">
<collab>IEA</collab>
<collab>SHC</collab>
<source><![CDATA[Task 36 Objectives]]></source>
<year>2010</year>
</nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kaya]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Renewable energy policies in Turkey]]></article-title>
<source><![CDATA[Renewable and Sustainable Energy Reviews]]></source>
<year>2006</year>
<volume>10</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>152-63</page-range></nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Knights]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Web 2.0]]></article-title>
<source><![CDATA[Communications Engineer]]></source>
<year>2007</year>
<volume>5</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>30-5</page-range></nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Koca]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Oztop]]></surname>
<given-names><![CDATA[H.F.]]></given-names>
</name>
<name>
<surname><![CDATA[Varol]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Koca]]></surname>
<given-names><![CDATA[G.O.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimation of solar radiation using artificial neural networks with different input parameters for Mediterranean region of Anatolia in Turkey]]></article-title>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2011</year>
<volume>38</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>8756-62</page-range></nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kumar]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Skidmore]]></surname>
<given-names><![CDATA[A.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Knowles]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Modelling Topographic Variation in Solar Radiation in a GIS Environment]]></article-title>
<source><![CDATA[Int. J. Geogr. Inf. Sci.]]></source>
<year>2009</year>
<volume>11</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>475-97</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Laszloa]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Cirenb]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Liub]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Kondraguntaa]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Tarpleya]]></surname>
<given-names><![CDATA[J.D.]]></given-names>
</name>
<name>
<surname><![CDATA[Goldberga]]></surname>
<given-names><![CDATA[M.D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Remote sensing of aerosol and radiation from geostationary satellites]]></article-title>
<source><![CDATA[Advances in Space Research]]></source>
<year>2008</year>
<volume>41</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>1882-93</page-range></nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Linares-Rodríguez]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Ruiz-Arias]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Pozo-Vázquez]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Tovar-Pescador]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Generation of synthetic daily global solar radiation data based on ERA-Interim reanalysis and artificial neural networks]]></article-title>
<source><![CDATA[Energy]]></source>
<year>2011</year>
<volume>36</volume>
<numero>8</numero>
<issue>8</issue>
<page-range>5356-65</page-range></nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mayo]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<source><![CDATA[The Sun: 101!. Sun-Earth Days]]></source>
<year>2013</year>
<publisher-name><![CDATA[NASA]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mellit]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Benghanem]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Kalogirou]]></surname>
<given-names><![CDATA[S.A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An adaptive wavelet-network model for forecasting daily total solar-radiation]]></article-title>
<source><![CDATA[Applied Energy]]></source>
<year>2006</year>
<volume>83</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>705-22</page-range></nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mellit]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Kalogirou]]></surname>
<given-names><![CDATA[S.A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Artificial intelligence techniques for photovoltaic applications: A review]]></article-title>
<source><![CDATA[Progress in Energy and Combustion Science]]></source>
<year>2008</year>
<volume>34</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>574-632</page-range></nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mellit]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Kalogirou]]></surname>
<given-names><![CDATA[S.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Hontoria]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Shaari]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Artificial intelligence techniques for sizing photovoltaic systems: A review]]></article-title>
<source><![CDATA[Renewable and Sustainable Energy Reviews]]></source>
<year>2008</year>
<volume>13</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>406-19</page-range></nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mellit]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Pavan]]></surname>
<given-names><![CDATA[A.M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A 24-h forecast of solar irradiance using artificial neural network: Application for performance prediction of a grid-connected PV plant at Trieste, Italy]]></article-title>
<source><![CDATA[Solar Energy]]></source>
<year>2010</year>
<volume>5</volume>
<numero>84</numero>
<issue>84</issue>
<page-range>802-21</page-range></nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="">
<collab>MITYC</collab>
<source><![CDATA[Informe en relación con la cumplimentación del artículo 4.3 de la directiva]]></source>
<year>2009</year>
</nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Moebius]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<source><![CDATA[Solar Wind Electricity? NASA&#8217;s Cosmicopia]]></source>
<year>2006</year>
</nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mohandes]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Rehman]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Halawani]]></surname>
<given-names><![CDATA[T. O.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimation of global solar radiation using artificial neural networks]]></article-title>
<source><![CDATA[Renewable Energy]]></source>
<year>1998</year>
<volume>14</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>179-84</page-range></nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Miorandi]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Sicari]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[De Pellegrini]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Chlamtac]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Internet of things: vision, applications and research challenges]]></article-title>
<source><![CDATA[Ad Hoc Netw]]></source>
<year>2012</year>
<volume>10</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>1497-516</page-range></nlm-citation>
</ref>
<ref id="B40">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Moreno]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Gilabert]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Mapping Daily Global Solar Irradiation Over Spain: A Comparative Study of Selected Approaches]]></article-title>
<source><![CDATA[Sol. Energy]]></source>
<year>2011</year>
<volume>85</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>2072-84</page-range></nlm-citation>
</ref>
<ref id="B41">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mubiru]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predicting total solar irradiation values using artificial neural networks]]></article-title>
<source><![CDATA[Renewable Energy]]></source>
<year>2008</year>
<volume>33</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>2329-32</page-range></nlm-citation>
</ref>
<ref id="B42">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mubiru]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Banda]]></surname>
<given-names><![CDATA[E.J.K.B.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimation of monthly average daily global solar irradiation using artificial neural networks]]></article-title>
<source><![CDATA[Solar Energy]]></source>
<year>2008</year>
<volume>82</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>181-7</page-range></nlm-citation>
</ref>
<ref id="B43">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Paoli]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Voyant]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Muselli]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Nivet]]></surname>
<given-names><![CDATA[M.L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Forecasting of preprocessed daily solar radiation time series using neural networks]]></article-title>
<source><![CDATA[Solar Energy]]></source>
<year>2010</year>
<volume>84</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>2146-60</page-range></nlm-citation>
</ref>
<ref id="B44">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pebesma]]></surname>
<given-names><![CDATA[E.J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Multivariable Geostatistics in S: The Gstat Package]]></article-title>
<source><![CDATA[Comput. Geosci.]]></source>
<year>2004</year>
<volume>30</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>683-91</page-range></nlm-citation>
</ref>
<ref id="B45">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pebesma]]></surname>
<given-names><![CDATA[E.J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The Role of External Variables and GIS Databases in Geostatistical Analysis]]></article-title>
<source><![CDATA[Trans. GIS]]></source>
<year>2006</year>
<volume>10</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>615-32</page-range></nlm-citation>
</ref>
<ref id="B46">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Perpiñan]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
</person-group>
<source><![CDATA[Grandes centrales fotovoltaicas: Producción, seguimiento y ciclo de vida]]></source>
<year>2008</year>
<publisher-loc><![CDATA[Madrid, España ]]></publisher-loc>
<publisher-name><![CDATA[ETSII, UNED]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B47">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Perez]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Seals]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Zelenka]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Comparing Satellite Remote Sensing and Ground Network Measurements for the Production of site/time Specific Irradiance Data]]></article-title>
<source><![CDATA[Sol. Energy]]></source>
<year>1997</year>
<volume>60</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>89-96</page-range></nlm-citation>
</ref>
<ref id="B48">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pinker]]></surname>
<given-names><![CDATA[R.T.]]></given-names>
</name>
<name>
<surname><![CDATA[Laszlo]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Modeling Surface Solar Irradiance for Satellite Applications on a Global Scale]]></article-title>
<source><![CDATA[J. Appl. Meteor.]]></source>
<year>1992</year>
<volume>31</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>194-211</page-range></nlm-citation>
</ref>
<ref id="B49">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Polo]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Zarzalejo]]></surname>
<given-names><![CDATA[L.F.]]></given-names>
</name>
<name>
<surname><![CDATA[Ramírez]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Solar radiation derived from satellite images]]></article-title>
<source><![CDATA[Modeling Solar Radiation at the Earth&#8217;s Surface]]></source>
<year>2008</year>
<page-range>449-62</page-range><publisher-loc><![CDATA[Berlin Heidelberg ]]></publisher-loc>
<publisher-name><![CDATA[Springer-Verlag]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B50">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pons]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
<name>
<surname><![CDATA[Ninyerola]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Mapping a topographic global solar radiation model implemented in a GIS and refined with ground data]]></article-title>
<source><![CDATA[Int. J. Climatol.]]></source>
<year>2008</year>
<volume>28</volume>
<numero>13</numero>
<issue>13</issue>
<page-range>1821-34</page-range></nlm-citation>
</ref>
<ref id="B51">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Posselt]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Mueller]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Stöckli]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Trentmann]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Spatial and Temporal Homogeneity of Solar Surface Irradiance across Satellite Generations]]></article-title>
<source><![CDATA[Remote Sens.]]></source>
<year>2011</year>
<volume>3</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>1029-46</page-range></nlm-citation>
</ref>
<ref id="B52">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rigollier]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Lefèvre]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Wald]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The Method Heliosat-2 for Deriving Shortwave Solar Radiation from Satellite Images]]></article-title>
<source><![CDATA[Solar Energy]]></source>
<year>2004</year>
<volume>77</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>159-69</page-range></nlm-citation>
</ref>
<ref id="B53">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Reed]]></surname>
<given-names><![CDATA[R. D.]]></given-names>
</name>
<name>
<surname><![CDATA[Marks]]></surname>
<given-names><![CDATA[R.J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Neural smithing: supervised learning in feedforward artificial neural networks]]></source>
<year>1998</year>
<publisher-name><![CDATA[MIT Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B54">
<nlm-citation citation-type="">
<collab>SoDA-is</collab>
<source><![CDATA[Main Properties of the HelioClim Databases]]></source>
<year>2011</year>
<publisher-loc><![CDATA[France ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B55">
<nlm-citation citation-type="">
<collab>SoDA-is</collab>
<source><![CDATA[HelioClim-3 Uncertainty]]></source>
<year>2013</year>
<publisher-loc><![CDATA[France ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B56">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tarpley]]></surname>
<given-names><![CDATA[J.D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimating Incident Solar Radiation at the Surface from Geostationary Satellite Data]]></article-title>
<source><![CDATA[J. Appl. Meteor.]]></source>
<year>1979</year>
<numero>18</numero>
<issue>18</issue>
<page-range>1172-81</page-range></nlm-citation>
</ref>
<ref id="B57">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Toole]]></surname>
<given-names><![CDATA[G.L.]]></given-names>
</name>
<name>
<surname><![CDATA[Fair]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Berscheid]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Bent]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Electric power transmission network design for wind generation in the western United States: Algorithms, methodology, and analysis]]></source>
<year>2010</year>
<conf-name><![CDATA[ Transmission and distribution conference and exposition]]></conf-name>
<conf-loc> </conf-loc>
<page-range>19-22</page-range></nlm-citation>
</ref>
<ref id="B58">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tymvios]]></surname>
<given-names><![CDATA[F.S.]]></given-names>
</name>
<name>
<surname><![CDATA[Michaelides]]></surname>
<given-names><![CDATA[S.C.]]></given-names>
</name>
<name>
<surname><![CDATA[Skouteli]]></surname>
<given-names><![CDATA[C.S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimation of surface solar radiation with artificial neural networks]]></article-title>
<source><![CDATA[Modeling Solar Radiation at the Earth&#8217;s Surface]]></source>
<year>2008</year>
<page-range>221-56</page-range><publisher-loc><![CDATA[Berlin Heidelberg ]]></publisher-loc>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B59">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Voyant]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Muselli]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Paoli]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Nivet]]></surname>
<given-names><![CDATA[M.L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Optimization of an artificial neural network dedicated to the multivariate forecasting of daily global radiation]]></article-title>
<source><![CDATA[Energy]]></source>
<year>2011</year>
<volume>36</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>348-59</page-range></nlm-citation>
</ref>
<ref id="B60">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Voyant]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Randimbivololona]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Nivet]]></surname>
<given-names><![CDATA[M.L.]]></given-names>
</name>
<name>
<surname><![CDATA[Paoli]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Muselli]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Twenty four hours ahead global irradiation forecasting using multi-layer perceptron]]></article-title>
<source><![CDATA[Meteorological Applications]]></source>
<year>2014</year>
<volume>21</volume>
<numero>3</numero>
<issue>3</issue>
</nlm-citation>
</ref>
<ref id="B61">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Mi]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Su]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhao]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Short-Term Solar Irradiance Forecasting Model Based on Artificial Neural Network Using Statistical Feature Parameters]]></article-title>
<source><![CDATA[Energies]]></source>
<year>2012</year>
<volume>5</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>1355-70</page-range></nlm-citation>
</ref>
<ref id="B62">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wielicki]]></surname>
<given-names><![CDATA[B.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Barkstrom]]></surname>
<given-names><![CDATA[B.R.]]></given-names>
</name>
<name>
<surname><![CDATA[Harrison]]></surname>
<given-names><![CDATA[E.F.]]></given-names>
</name>
<name>
<surname><![CDATA[Lee]]></surname>
<given-names><![CDATA[R. B.]]></given-names>
</name>
<name>
<surname><![CDATA[Smith]]></surname>
<given-names><![CDATA[G.L.]]></given-names>
</name>
<name>
<surname><![CDATA[Cooper]]></surname>
<given-names><![CDATA[J.E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Clouds and the Earth&#8217;s Radiant Energy System (CERES): An Earth Observing System Experiment]]></article-title>
<source><![CDATA[Bull. Amer. Meteor. Soc.]]></source>
<year>1996</year>
<volume>77</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>853-68</page-range></nlm-citation>
</ref>
<ref id="B63">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yadav]]></surname>
<given-names><![CDATA[A.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Chandel]]></surname>
<given-names><![CDATA[S.S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Artificial Neural Network based Prediction of Solar Radiation for Indian Stations]]></article-title>
<source><![CDATA[International Journal of Computer Applications]]></source>
<year>2012</year>
<volume>50</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>1-4</page-range></nlm-citation>
</ref>
<ref id="B64">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yadav]]></surname>
<given-names><![CDATA[A.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Chandel]]></surname>
<given-names><![CDATA[S.S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Solar radiation prediction using Artificial Neural Networks Techniques: A review]]></article-title>
<source><![CDATA[Renewable and Sustainable Energy Reviews]]></source>
<year>2014</year>
<numero>33</numero>
<issue>33</issue>
<page-range>772-81</page-range></nlm-citation>
</ref>
<ref id="B65">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zelenka]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Perez]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Seals]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Renné]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Effective Accuracy of Satellite-Derived Hourly Irradiances]]></article-title>
<source><![CDATA[Theoretical and Applied Climatology]]></source>
<year>1999</year>
<volume>62</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>199-207</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
