<?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>S1405-55462008000200009</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Filtrado Digital Difuso en Tiempo Real]]></article-title>
<article-title xml:lang="en"><![CDATA[Real-Time Fuzzy Digital Filtering]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[García Infante]]></surname>
<given-names><![CDATA[Juan Carlos]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Medel Juárez]]></surname>
<given-names><![CDATA[José de Jesús]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Guevara López]]></surname>
<given-names><![CDATA[Pedro]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,IPN Centro de Investigación en Ciencia Aplicada y Tecnología Avanzada ]]></institution>
<addr-line><![CDATA[México D.F.]]></addr-line>
</aff>
<aff id="A02">
<institution><![CDATA[,IPN Centro de Investigación en Computación ]]></institution>
<addr-line><![CDATA[México D.F.]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2008</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2008</year>
</pub-date>
<volume>11</volume>
<numero>4</numero>
<fpage>390</fpage>
<lpage>401</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462008000200009&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462008000200009&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462008000200009&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Una de las herramientas tecnológicas empleadas para interactuar con procesos dinámicos son los filtros digitales, los cuales tienen diferentes utilidades como: la eliminación de errores de un sistema, extracción de información específica, reconstrucción y predicción del comportamiento de un sistema a describir. Los filtros digitales tienen distintas aplicaciones y pueden emplearse en diversos tipos de sistemas: control, medicina, instrumentación, electrónica, computación, comunicaciones, entre otras. Los sistemas tecnológicos de filtrado van encaminados a ser desarrollados con capacidades que les permitan dar un seguimiento a los procesos de forma natural. En la vida real podemos encontrar procesos con dinámicas de operación que requieren de aplicaciones tecnológicas que tengan mecanismos expertos en su construcción interna para que puedan dar respuestas de una forma adecuada con respecto a las variaciones de los diferentes estados de operación del proceso, teniendo una caracterización del mismo en la estructura interna del filtro y por medio de un mecanismo de inferencia, realizar una selección de la respuesta más adecuada que permita llevar al sistema de filtrado de una condición previa hacia un estado de equilibrio con el proceso con el cual interactúa y de manera natural. En la actualidad los sistemas de filtrado digital tienen diversas áreas de desarrollo, por lo cual el estudio de este tipo de tecnología es importante. La caracterización de sus respuestas y un mecanismo de inferencia que pueda determinar cuál es la acción más correcta en cada instante de tiempo es una de las necesidades que se deben resolver para que el filtrado digital en un futuro sea aplicado a sistemas con propiedades más avanzadas relacionadas con movilidad, velocidad, interoperabilidad, integración, etc. Basado en lo anterior, en este proyecto se realizó un estudio de los sistemas de filtrado digital, considerando emplear un filtro digital adaptivo ya que cuenta con elementos que aportaran ventajas como: la posibilidad de ajustarse automáticamente, la capacidad de tener altos niveles de convergencia. De forma paralela se ha estudiado sobre otras áreas como control difuso y sistemas en tiempo real, las cuales serán de utilidad para desarrollar la teoría del tema de este proyecto titulado "filtro difuso en tiempo real".]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[One of the technological tools most used to interact with dynamical processes are the digital filters, which work for different utilities as: the error elimination of a system, get specific data, reconstruct and predict the system operation. Digital filters have many applications to use in many systems: control, medicine, instrumentation, electronics, computation and communications. The filter technological systems are designed to be developed with capacities as the ability to follow a process in a natural way. In the real life we can find systems with dynamical operation that requires technological applications with expert mechanisms into its internal construction in order to give answers dynamically to the different operation states of a system, moreover, having a characterization of it into its own filter structure and using an inference mechanism to select the correct response to perform a system trajectory from a previous condition to a balance state with the interaction process. Actually, the digital filters systems have many developing topic areas; therefore the study about this topic is important. The characterization of a filter responses and the inference mechanism in order to allow us to find a correct action at each time is one of the requirements to solve in order to apply the digital filters in the future into systems with more advanced properties related with mobility, velocity, interoperability, integration. Based in the previous paragraphs this project is a study of digital filters systems, considering to apply an adaptive filtering techniques, because it has important elements that will give advantages as: the possibility to adjust its parameters automatically, the capacity to have high convergence levels. Meanwhile, in a parallel way this study contains topics as fuzzy logic and real time systems, which will be useful to develop the theory of this project titled: "real-time fuzzy digital filter".]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Filtrado digital]]></kwd>
<kwd lng="es"><![CDATA[filtrado adaptivo]]></kwd>
<kwd lng="es"><![CDATA[lógica difusa]]></kwd>
<kwd lng="es"><![CDATA[tiempo real]]></kwd>
<kwd lng="en"><![CDATA[Digital filtering]]></kwd>
<kwd lng="en"><![CDATA[adaptive filtering]]></kwd>
<kwd lng="en"><![CDATA[fuzzy logic]]></kwd>
<kwd lng="en"><![CDATA[real time]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <p align="justify"><font face="verdana" size="4">Resumen de tesis doctoral</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="4"><b>Filtrado Digital Difuso en Tiempo Real</b></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="3"><b><i>Real&#150;Time Fuzzy Digital Filtering</i></b></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>Graduado: Juan Carlos Garc&iacute;a Infante    <br> </b><i>Centro de Investigaci&oacute;n en Ciencia Aplicada y Tecnolog&iacute;a Avanzada &#150; IPN     <br> Legaria # 694 Col. Irrigaci&oacute;n M&eacute;xico D.F., C.P. 11500</i>    <br> e&#150;mail: <a href="mailto:jcnet21@yahoo.com">jcnet21@yahoo.com</a> </font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2"><b>Director de Tesis: Jos&eacute; de Jes&uacute;s Medel Ju&aacute;rez    <br> </b><i>Centro de Investigaci&oacute;n en Computaci&oacute;n &#150; IPN    <br> Av. Juan de Dios B&aacute;tiz s/n, Col. Nueva Industrial Vallejo     <br> M&eacute;xico D.F., C.P. 07738</i>    <br> e&#150;mail: <a href="mailto:jjmedelj@yahoo.com.mx">jjmedelj@yahoo.com.mx</a></font></p>     <p align="justify"><font face="verdana" size="2"><b>Co&#150;director de Tesis: Pedro Guevara L&oacute;pez    <br> </b><i>Centro de Investigaci&oacute;n en Ciencia Aplicada y Tecnolog&iacute;a Avanzada &#150; IPN     <br> Legaria # 694 Col. Irrigaci&oacute;n M&eacute;xico D.F., C.P. 11500</i>    <br> e&#150;mail: <a href="mailto:pguevara@ipn.mx">pguevara@ipn.mx</a></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     ]]></body>
<body><![CDATA[<p align="center"><font face="verdana" size="2"><u>Graduado en Diciembre 14, 2007</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">Una de las herramientas tecnol&oacute;gicas empleadas para interactuar con procesos din&aacute;micos son los filtros digitales, los cuales tienen diferentes utilidades como: la eliminaci&oacute;n de errores de un sistema, extracci&oacute;n de informaci&oacute;n espec&iacute;fica, reconstrucci&oacute;n y predicci&oacute;n del comportamiento de un sistema a describir. Los filtros digitales tienen distintas aplicaciones y pueden emplearse en diversos tipos de sistemas: control, medicina, instrumentaci&oacute;n, electr&oacute;nica, computaci&oacute;n, comunicaciones, entre otras.</font></p>     <p align="justify"><font face="verdana" size="2">Los sistemas tecnol&oacute;gicos de filtrado van encaminados a ser desarrollados con capacidades que les permitan dar un seguimiento a los procesos de forma natural. En la vida real podemos encontrar procesos con din&aacute;micas de operaci&oacute;n que requieren de aplicaciones tecnol&oacute;gicas que tengan mecanismos expertos en su construcci&oacute;n interna para que puedan dar respuestas de una forma adecuada con respecto a las variaciones de los diferentes estados de operaci&oacute;n del proceso, teniendo una caracterizaci&oacute;n del mismo en la estructura interna del filtro y por medio de un mecanismo de inferencia, realizar una selecci&oacute;n de la respuesta m&aacute;s adecuada que permita llevar al sistema de filtrado de una condici&oacute;n previa hacia un estado de equilibrio con el proceso con el cual interact&uacute;a y de manera natural.</font></p>     <p align="justify"><font face="verdana" size="2">En la actualidad los sistemas de filtrado digital tienen diversas &aacute;reas de desarrollo, por lo cual el estudio de este tipo de tecnolog&iacute;a es importante. La caracterizaci&oacute;n de sus respuestas y un mecanismo de inferencia que pueda determinar cu&aacute;l es la acci&oacute;n m&aacute;s correcta en cada instante de tiempo es una de las necesidades que se deben resolver para que el filtrado digital en un futuro sea aplicado a sistemas con propiedades m&aacute;s avanzadas relacionadas con movilidad, velocidad, interoperabilidad, integraci&oacute;n, etc.</font></p>     <p align="justify"><font face="verdana" size="2">Basado en lo anterior, en este proyecto se realiz&oacute; un estudio de los sistemas de filtrado digital, considerando emplear un filtro digital adaptivo ya que cuenta con elementos que aportaran ventajas como: la posibilidad de ajustarse autom&aacute;ticamente, la capacidad de tener altos niveles de convergencia. De forma paralela se ha estudiado sobre otras &aacute;reas como control difuso y sistemas en tiempo real, las cuales ser&aacute;n de utilidad para desarrollar la teor&iacute;a del tema de este proyecto titulado "filtro difuso en tiempo real". </font></p>     <p align="justify"><font face="verdana" size="2"><b>Palabras clave: </b>Filtrado digital, filtrado adaptivo, l&oacute;gica difusa, tiempo real.</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>     ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">One of the technological tools most used to interact with dynamical processes are the digital filters, which work for different utilities as: the error elimination of a system, get specific data, reconstruct and predict the system operation. Digital filters have many applications to use in many systems: control, medicine, instrumentation, electronics, computation and communications.</font></p>     <p align="justify"><font face="verdana" size="2">The filter technological systems are designed to be developed with capacities as the ability to follow a process in a natural way. In the real life we can find systems with dynamical operation that requires technological applications with expert mechanisms into its internal construction in order to give answers dynamically to the different operation states of a system, moreover, having a characterization of it into its own filter structure and using an inference mechanism to select the correct response to perform a system trajectory from a previous condition to a balance state with the interaction process.</font></p>     <p align="justify"><font face="verdana" size="2">Actually, the digital filters systems have many developing topic areas; therefore the study about this topic is important. The characterization of a filter responses and the inference mechanism in order to allow us to find a correct action at each time is one of the requirements to solve in order to apply the digital filters in the future into systems with more advanced properties related with mobility, velocity, interoperability, integration.</font></p>     <p align="justify"><font face="verdana" size="2">Based in the previous paragraphs this project is a study of digital filters systems, considering to apply an adaptive filtering techniques, because it has important elements that will give advantages as: the possibility to adjust its parameters automatically, the capacity to have high convergence levels. Meanwhile, in a parallel way this study contains topics as fuzzy logic and real time systems, which will be useful to develop the theory of this project titled: "real&#150;time fuzzy digital filter".</font></p>     <p align="justify"><font face="verdana" size="2"><b>Keywords:</b> Digital filtering, adaptive filtering, fuzzy logic, real time.</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><a href="/pdf/cys/v11n4/v11n4a9.pdf" target="_blank">DESCARGAR ART&Iacute;CULO 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>     <!-- ref --><p align="justify"><font face="verdana" size="2">1. <b>Abdul, S.,</b> Fuzzy Logic and its uses, <a href="http://www3.imperial.ac.uk/computing/" target="_blank">http://www.doc.ic.ac.uk</a>, (2006).</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2055335&pid=S1405-5546200800020000900001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">2. <b>Ali, H. 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