<?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>1405-5546</journal-id>
<journal-title><![CDATA[Computación y Sistemas]]></journal-title>
<abbrev-journal-title><![CDATA[Comp. y Sist.]]></abbrev-journal-title>
<issn>1405-5546</issn>
<publisher>
<publisher-name><![CDATA[Instituto Politécnico Nacional, Centro de Investigación en Computación]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1405-55462005000200004</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Evaluación de un Detector de Complejo QRS Basado en la Wavelet de Haar, Usando las Bases de Datos MIT-BIH de Arritmias y Europea del Segmento ST y de la Onda T]]></article-title>
<article-title xml:lang="en"><![CDATA[A QRS Detector Based on Haar Wavelet, Evaluation with MIT-BIH Arrhythmia and European ST-T Databases]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Gutiérrez]]></surname>
<given-names><![CDATA[Alfonso]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Lara]]></surname>
<given-names><![CDATA[Mauricio]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Hernández]]></surname>
<given-names><![CDATA[Pablo R]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,IPN Centro de Investigación en Computación ]]></institution>
<addr-line><![CDATA[México ]]></addr-line>
</aff>
<aff id="A02">
<institution><![CDATA[,IPN CINVESTAV ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2005</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2005</year>
</pub-date>
<volume>8</volume>
<numero>4</numero>
<fpage>293</fpage>
<lpage>302</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462005000200004&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462005000200004&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462005000200004&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Se desarrolló e implementó como filtro digital recursivo para ser usado en un monitor electrocardiográfico de isquemia cardiaca, un detector en línea de complejos QRS basado en la wavelet de Haar. Se determinó el desempeño del detector usando los archivos disponibles en PhysioNet de las bases datos MIT-BIH de arritmias y Europea del segmento ST y de la onda T. El detector resultante es rápido en la ejecución, fácil de implementar, no acumula error y presentó tasas de error del 1.19% y 0.19% al ser evaluado con las bases mencionadas. Mediante el coeficiente de correlación y la diferencia máxima en amplitud, se estimó la distorsión causada por los errores de detección en la morfología de latidos promedio. Así, se concluyó que el detector propuesto es apropiado para ser usado en un sistema de monitoreo de isquemia cardíaca y, en general, en cualquier sistema basado en latidos promedio.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[In order to be used in a myocardial ischemia monitoring system, an on line QRS complex detector based on Haar wavelet was developed and implemented as a recursive digital filter. The detector performance was determined using the available PhysioNet records of the MIT-BIH arrhythmia and European ST-T databases. The resultant detector is fast in execution, easy to implement, and it does not lead to accumulative error, producing 1.19% and 0.19% error rates with MIT-BIH and European ST-T databases respectively. The morphological distortion caused in averaged beats by the detection errors was estimated using the correlation coefficient and the maximal amplitude difference. Thus, it was concluded that the proposed detector is proper to be used by an ischemia monitoring system and, in general, by any system based on averaged beats.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[QRS]]></kwd>
<kwd lng="es"><![CDATA[Wavelet]]></kwd>
<kwd lng="es"><![CDATA[Haar]]></kwd>
<kwd lng="es"><![CDATA[ECG]]></kwd>
<kwd lng="es"><![CDATA[Isquemia]]></kwd>
<kwd lng="es"><![CDATA[Monitor]]></kwd>
<kwd lng="en"><![CDATA[QRS]]></kwd>
<kwd lng="en"><![CDATA[Wavelet]]></kwd>
<kwd lng="en"><![CDATA[Haar]]></kwd>
<kwd lng="en"><![CDATA[ECG]]></kwd>
<kwd lng="en"><![CDATA[Ischemia]]></kwd>
<kwd lng="en"><![CDATA[Monitor]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <p align="justify"><font face="verdana" size="4">Art&iacute;culos</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="4"><b>Evaluaci&oacute;n de un Detector de Complejo QRS Basado en la Wavelet de Haar, Usando las Bases de Datos MIT&#150;BIH de Arritmias y Europea del Segmento ST y de la Onda T</b></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="4"><i>A QRS Detector Based on Haar Wavelet, Evaluation with MIT&#150;BIH Arrhythmia and European ST&#150;T Databases</i></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="2"><b>Alfonso Guti&eacute;rrez<sup>1</sup>, Mauricio Lara<sup>2</sup> y Pablo R. Hern&aacute;ndez<sup>2</sup></b></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="2"><i>1 Centro de Investigaci&oacute;n en Computaci&oacute;n &#150; IPN, Departamento de Electr&oacute;nica.    <br>   Av. Juan de Dios B&aacute;tiz s/n, M&eacute;xico DF, 07738, M&eacute;xico.    ]]></body>
<body><![CDATA[<br>   Tel. (52) (55) 5729 6000 Ext. 56616    <br>   e&#150;mail: <a href="mailto:agutierr@cic.ipn.mx">agutierr@cic.ipn.mx</a></i></font></p>     <p align="center"><font face="verdana" size="2"><i>2 CINVESTAV del IPN, Departamento de Ingenier&iacute;a El&eacute;ctrica.    <br>   Av. IPN 2508, M&eacute;xico DE 07300, M&eacute;xico.</i></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="2"><u>Art&iacute;culo recibido en agosto 16, 2002; aceptado en marzo 09, 2005</u></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>Resumen</b></font></p>     <p align="justify"><font face="verdana" size="2">Se desarroll&oacute; e implement&oacute; como filtro digital recursivo para ser usado en un monitor electrocardiogr&aacute;fico de isquemia cardiaca, un detector en l&iacute;nea de complejos QRS basado en la <i>wavelet</i> de Haar. Se determin&oacute; el desempe&ntilde;o del detector usando los archivos disponibles en PhysioNet de las bases datos MIT&#150;BIH de arritmias y Europea del segmento ST y de la onda T. El detector resultante es r&aacute;pido en la ejecuci&oacute;n, f&aacute;cil de implementar, no acumula error y present&oacute; tasas de error del 1.19% y 0.19% al ser evaluado con las bases mencionadas.</font></p>     <p align="justify"><font face="verdana" size="2">Mediante el coeficiente de correlaci&oacute;n y la diferencia m&aacute;xima en amplitud, se estim&oacute; la distorsi&oacute;n causada por los errores de detecci&oacute;n en la morfolog&iacute;a de latidos promedio. As&iacute;, se concluy&oacute; que el detector propuesto es apropiado para ser usado en un sistema de monitoreo de isquemia card&iacute;aca y, en general, en cualquier sistema basado en latidos promedio.</font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2"><b>Palabras Clave:</b> QRS, Wavelet, Haar, ECG, Isquemia, Monitor.</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>Abstract</b></font></p>     <p align="justify"><font face="verdana" size="2">In order to be used in a myocardial ischemia monitoring system, an on line QRS complex detector based on Haar wavelet was developed and implemented as a recursive digital filter. The detector performance was determined using the available PhysioNet records of the MIT&#150;BIH arrhythmia and European ST&#150;T databases. The resultant detector is fast in execution, easy to implement, and it does not lead to accumulative error, producing 1.19% and 0.19% error rates with MIT&#150;BIH and European ST&#150;T databases respectively.</font></p>     <p align="justify"><font face="verdana" size="2">The morphological distortion caused in averaged beats by the detection errors was estimated using the correlation coefficient and the maximal amplitude difference. Thus, it was concluded that the proposed detector is proper to be used by an ischemia monitoring system and, in general, by any system based on averaged beats.</font></p>     <p align="justify"><font face="verdana" size="2"><b>Keywords:</b> QRS, Wavelet, Haar, ECG, Ischemia, Monitor.</font></p>     <p align="justify">&nbsp;</p>     <p align="justify"><font size="2" face="verdana"><a href="/pdf/cys/v8n4/v8n4a4.pdf" target="_blank">DESCARGAR ARTICULO EN FORMATO PDF</a></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>Referencias</b></font></p>     ]]></body>
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