<?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>1665-6423</journal-id>
<journal-title><![CDATA[Journal of applied research and technology]]></journal-title>
<abbrev-journal-title><![CDATA[J. appl. res. technol]]></abbrev-journal-title>
<issn>1665-6423</issn>
<publisher>
<publisher-name><![CDATA[Universidad Nacional Autónoma de México, Instituto de Ciencias Aplicadas y Tecnología]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1665-64232005000100003</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Robust control of a mimo thermal-hidraulic process with sensor compensation in real time]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[López-Morales]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Valdés-Asiain]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidad Autónoma del Estado de Hidalgo Instituto de Ciencias Básicas e Ingeniería Centro de Investigaciones en Telecomunicaciones Informática y Sistemas]]></institution>
<addr-line><![CDATA[Pachuca Hidalgo]]></addr-line>
<country>México</country>
</aff>
<aff id="A02">
<institution><![CDATA[,Instituto Tecnológico de Pachuca  ]]></institution>
<addr-line><![CDATA[Pachuca Hidalgo]]></addr-line>
<country>México</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>00</month>
<year>2005</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>00</month>
<year>2005</year>
</pub-date>
<volume>3</volume>
<numero>1</numero>
<fpage>27</fpage>
<lpage>36</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1665-64232005000100003&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1665-64232005000100003&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1665-64232005000100003&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[The main goal of this paper is twofold: To show a kind of robustness in a nonlinear multivariable (NL MIMO) system with feedback control, by employing some linearization and observation techniques well known in reference kind of model; and at the same time it is a proposal to immunize the measurements of a level capacitance-based sensor when there are changes in the measured variables properties, by employing an on-line compensation. The MIMO thermal-hydraulic nonlinear system is stabilized when some linearizing conditions are met and a design methodology for using a state feedback scheme is established. In order to assign poles to the control system, the Jacobian linearization is transformed to the controllable canonical form. This is accomplished by the Brunovsky similarity transformation, and by a static state feedback. A Luenberger observer is added to the control system in order to improve its stability. Illustrations of these techniques are shown via numerical and practical simulations carried out directly in the inexpensive physical process.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[El propósito principal de este artículo es doble: por un lado, mostrar algunos aspectos de robustez en un sistema de control por retroalimentación de un sistema multivariable (MIMO), al emplear algunas técnicas de linealización y observación, bien conocidas, en un modelo de referencia; y presentar, al mismo tiempo, una propuesta para lograr la inmunización de las mediciones de un sensor de nivel de líquido, basado en la variación de capacitancia, cuando existen cambios en las propiedades de las variables medidas, al emplear compensación en tiempo real. El sistema no lineal termo hidráulico MIMO es estabilizado, cuando algunas condiciones de linealización son cumplidas, y con esto se establece una metodología de diseño que utiliza un esquema de retroalimentación de estado. A fin de asignar los polos al sistema de control, la linealización Jacobiana es transformada a la forma canónica controlador. Lo anterior es llevado a cabo por la transformación de similaridad de Brunovsky, y una retroalimentación de estado estática. Un sencillo observador de Luenberger es agregado al sistema de control a fin de mejorar su estabilidad. La aplicación de estas técnicas es mostrada vía simulaciones numéricas y físicas realizadas directamente en esta sencilla y barata, pero útil, plataforma de pruebas de control.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Process modeling]]></kwd>
<kwd lng="en"><![CDATA[Brunovsky canonical transformation]]></kwd>
<kwd lng="en"><![CDATA[Sensor compensation]]></kwd>
<kwd lng="en"><![CDATA[Linearized observer]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[  	    <p align="center"><font face="verdana" size="4"><b>Robust control of a mimo thermal&#45;hidraulic process with sensor compensation in real time</b></font></p>  	    <p>&nbsp;</p>  	    <p align="center"><font face="verdana" size="2"><b>V. L&oacute;pez&#45;Morales<sup>1</sup> &amp; R. Vald&eacute;s&#45;Asiain<sup>2</sup> .</b></font></p>  	    <p>&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2"><sup>1 </sup><i>Centro de Investigaci&oacute;n en Tecnolog&iacute;as de Informaci&oacute;n y Sistemas, CITIS&#45;ICBI&#45;UAEH, Carr. Pachuca Tulancingo, Km. 4.5, C.U., C.P. 42084, Tel. (+52) (01&#45;771) 71 72197, &oacute; 72000 ext. 6734, Fax. 72000 ext. 6732, Pachuca de Soto, Hidalgo, M&eacute;xico</i>. <a href="mailto:virgilio@uaeh.edu.mx">virgilio@uaeh.edu.mx</a></font></p>  	    <p align="justify"><font face="verdana" size="2"><sup>2</sup> <i>Instituto Tecnol&oacute;gico de Pachuca, (AP 276) Carr. M&eacute;xico&#45;Pachuca Km. 87.5, Col. Venta Prieta C.P.42080, Pachuca de Soto, Hidalgo, M&eacute;xico.</i> <a href="mailto:rvaldes@uaeh.reduaeh.mx">rvaldes@uaeh.reduaeh.mx</a></font></p>  	    <p>&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2">Received: January 25<sup>th</sup> 2003.    <br> 	Accepted March 7<sup>th</sup> 2005.</font></p>  	    ]]></body>
<body><![CDATA[<p>&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2"><b>Abstract</b></font></p>  	    <p align="justify"><font face="verdana" size="2">The main goal of this paper is twofold: To show a kind of robustness in a nonlinear multivariable (NL MIMO) system with feedback control, by employing some linearization and observation techniques well known in reference kind of model; and at the same time it is a proposal to immunize the measurements of a level capacitance&#45;based sensor when there are changes in the measured variables properties, by employing an on&#45;line compensation. The MIMO thermal&#45;hydraulic nonlinear system is stabilized when some linearizing conditions are met and a design methodology for using a state feedback scheme is established. In order to assign poles to the control system, the Jacobian linearization is transformed to the controllable canonical form. This is accomplished by the Brunovsky similarity transformation, and by a static state feedback. A Luenberger observer is added to the control system in order to improve its stability. Illustrations of these techniques are shown via numerical and practical simulations carried out directly in the inexpensive physical process.</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>Keywords:</b> Process modeling, Brunovsky canonical transformation, Sensor compensation, Linearized observer.</font></p>  	    <p>&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2"><b>Resumen</b></font></p>  	    <p align="justify"><font face="verdana" size="2">El prop&oacute;sito principal de este art&iacute;culo es doble: por un lado, mostrar algunos aspectos de robustez en un sistema de control por retroalimentaci&oacute;n de un sistema multivariable (MIMO), al emplear algunas t&eacute;cnicas de linealizaci&oacute;n y observaci&oacute;n, bien conocidas, en un modelo de referencia; y presentar, al mismo tiempo, una propuesta para lograr la inmunizaci&oacute;n de las mediciones de un sensor de nivel de l&iacute;quido, basado en la variaci&oacute;n de capacitancia, cuando existen cambios en las propiedades de las variables medidas, al emplear compensaci&oacute;n en tiempo real. El sistema no lineal termo hidr&aacute;ulico MIMO es estabilizado, cuando algunas condiciones de linealizaci&oacute;n son cumplidas, y con esto se establece una metodolog&iacute;a de dise&ntilde;o que utiliza un esquema de retroalimentaci&oacute;n de estado. A fin de asignar los polos al sistema de control, la linealizaci&oacute;n Jacobiana es transformada a la forma can&oacute;nica controlador. Lo anterior es llevado a cabo por la transformaci&oacute;n de similaridad de Brunovsky, y una retroalimentaci&oacute;n de estado est&aacute;tica. Un sencillo observador de Luenberger es agregado al sistema de control a fin de mejorar su estabilidad. La aplicaci&oacute;n de estas t&eacute;cnicas es mostrada v&iacute;a simulaciones num&eacute;ricas y f&iacute;sicas realizadas directamente en esta sencilla y barata, pero &uacute;til, plataforma de pruebas de control.</font></p>      <p>&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2"><a href="/pdf/jart/v3n1/v3n1a3.pdf" target="_blank">DESCARGAR ART&Iacute;CULO EN FORMATO PDF</a></font></p>  	    <p>&nbsp;</p>  	    ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2"><b>Acknowledgement</b></font></p>  	    <p align="justify"><font face="verdana" size="2">The work of Virgilio L&oacute;pez Morales was partially supported by a project A&#45;E&#45;N&#45;M02: M03 under a Grant from ANUIES ECOS NORD, and the PROMEP&#45;RDS&#45;01&#45;05 project under a Grant from SEP&#45;SESIC.</font></p>  	    <p align="justify"><font face="verdana" size="2">The work of Ren&eacute; Valdes Asiain was partially supported by the Instituto Tecnol&oacute;gico de Pachuca and the Universidad Aut&oacute;noma del Estado de Hidalgo.</font></p>  	    <p>&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2"><b>Reference</b></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;1&#93;&nbsp;Krener, A.J., and Respondek, W., Nonlinear observers with linearizable error dynamics. 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</name>
<name>
<surname><![CDATA[Takahashi]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Rabins]]></surname>
<given-names><![CDATA[M. J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Introducing Systems and Control]]></source>
<year>1974</year>
<edition>1rst</edition>
<publisher-name><![CDATA[McGraw-Hill]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B11">
<label>11</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wonham]]></surname>
<given-names><![CDATA[W.N.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[On pole assignments in multi-input controllable linear systems]]></article-title>
<source><![CDATA[IEEE, Transactions on Automatic Control]]></source>
<year>1967</year>
<volume>12</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>660-665</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
