<?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>2602-8492</journal-id>
<journal-title><![CDATA[Revista Técnica energía]]></journal-title>
<abbrev-journal-title><![CDATA[Revista Técnica energía]]></abbrev-journal-title>
<issn>2602-8492</issn>
<publisher>
<publisher-name><![CDATA[Operador Nacional de Electricidad CENACE]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S2602-84922021000100124</article-id>
<article-id pub-id-type="doi">10.37116/revistaenergia.v17.n2.2021.441</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Integración de un Sistema de Monitoreo de Condiciones Climáticas al Sistema de Gestión de Energía Nacional]]></article-title>
<article-title xml:lang="en"><![CDATA[Integration of a Monitoring System of Climatic Conditions to the National Energy Management System]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Enríquez]]></surname>
<given-names><![CDATA[José]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Hierro]]></surname>
<given-names><![CDATA[Carlos Del]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sánchez]]></surname>
<given-names><![CDATA[Roberto]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Panchi]]></surname>
<given-names><![CDATA[David]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Operador Nacional de Electricidad - CENACE  ]]></institution>
<addr-line><![CDATA[Quito ]]></addr-line>
<country>Ecuador</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Operador Nacional de Electricidad - CENACE  ]]></institution>
<addr-line><![CDATA[Quito ]]></addr-line>
<country>Ecuador</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Operador Nacional de Electricidad - CENACE  ]]></institution>
<addr-line><![CDATA[Quito ]]></addr-line>
<country>Ecuador</country>
</aff>
<aff id="Af4">
<institution><![CDATA[,Operador Nacional de Electricidad - CENACE  ]]></institution>
<addr-line><![CDATA[Quito ]]></addr-line>
<country>Ecuador</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2021</year>
</pub-date>
<volume>17</volume>
<numero>2</numero>
<fpage>124</fpage>
<lpage>132</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://scielo.senescyt.gob.ec/scielo.php?script=sci_arttext&amp;pid=S2602-84922021000100124&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.senescyt.gob.ec/scielo.php?script=sci_abstract&amp;pid=S2602-84922021000100124&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.senescyt.gob.ec/scielo.php?script=sci_pdf&amp;pid=S2602-84922021000100124&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen: Este trabajo presenta el desarrollo de un sistema para la adquisición de datos en tiempo real de variables climáticas como son temperatura y condiciones climáticas; y su integración con el Sistema de Gestión de Energía - EMS de CENACE. Las variables climáticas adquiridas servirán para el análisis de la relación existente entre temperatura y demanda eléctrica en diferentes ciudades de Ecuador. Adicionalmente, la presentación de las condiciones meteorológicas en un despliegue operativo dentro del SCADA/EMS ayudará a la toma de decisiones en la operación en tiempo real del Sistema Nacional Interconectado. Este articulo mostrará los distintos conceptos y componentes utilizados para el desarrollo de este sistema, así como los resultados alcanzados a nivel de visualización. Para finalizar se presentarán los resultados de un análisis de la variabilidad de la demanda diaria horaria por seis meses, enfocándose en las ciudades de Guayaquil, Quito y Cuenca. A través de la técnica de minería de datos llamada Funciones Empíricas Ortogonales se explicará la correlación existente entre la amplitud de los vectores empíricos ortogonales calculados de la demanda y la temperatura de cada ciudad.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract: This work presents the development of a data acquisition system in real time for climatic variables such as temperature and climatic conditions; and its integration with the Energy Management System - EMS of CENACE. The acquired climatic variables will be used to analyze the relationship between temperature and electricity demand in different cities of Ecuador. Additionally, the presentation of meteorological conditions in an operational display within SCADA / EMS will help decision-making in the real-time operation of the National Interconnected System. This article shows the different concepts and components used for its development, as well as the results achieved at the visualization level. Finally, the results of an analysis of the variability of the daily hourly demand for six months will be presented, focusing on the cities of Guayaquil, Quito and Cuenca. Through the data mining technique called Orthogonal Empirical Functions, this work explains the existing correlation between the amplitude of the orthogonal empirical vectors calculated of the demand and the temperature of each city.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Sistema Eléctrico de Potencia (SEP)]]></kwd>
<kwd lng="es"><![CDATA[Condiciones Climatológicas]]></kwd>
<kwd lng="es"><![CDATA[API]]></kwd>
<kwd lng="es"><![CDATA[Servicio Web]]></kwd>
<kwd lng="es"><![CDATA[Protocolos de Comunicación]]></kwd>
<kwd lng="es"><![CDATA[SCADA/EMS]]></kwd>
<kwd lng="en"><![CDATA[Electrical Power System]]></kwd>
<kwd lng="en"><![CDATA[Weather Conditions]]></kwd>
<kwd lng="en"><![CDATA[API]]></kwd>
<kwd lng="en"><![CDATA[WebService]]></kwd>
<kwd lng="en"><![CDATA[Communication Protocols]]></kwd>
<kwd lng="en"><![CDATA[SCADA/EMS]]></kwd>
</kwd-group>
</article-meta>
</front><back>
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