<?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>S1665-64232011000100002</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[A Hybrid Metaheuristic Approach to Optimize the Districting Design of a Parcel Company]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[González-Ramírez]]></surname>
<given-names><![CDATA[R.G.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Smith]]></surname>
<given-names><![CDATA[N. R.]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Askin]]></surname>
<given-names><![CDATA[R. G.]]></given-names>
</name>
<xref ref-type="aff" rid="A03"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Miranda]]></surname>
<given-names><![CDATA[Pablo A.]]></given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sánchez]]></surname>
<given-names><![CDATA[J.M.]]></given-names>
</name>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Pontificia Universidad Católica de Valparaíso Escuela de Ingeniería Industrial ]]></institution>
<addr-line><![CDATA[Valparaíso ]]></addr-line>
<country>Chile</country>
</aff>
<aff id="A02">
<institution><![CDATA[,Instituto Tecnológico y de Estudios Superiores de Monterrey Centro de Calidad y Manufactura ]]></institution>
<addr-line><![CDATA[ Nuevo León]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="A03">
<institution><![CDATA[,Arizona State University School of Computing, Informatics and Decision Systems Engineering ]]></institution>
<addr-line><![CDATA[Tempe AZ]]></addr-line>
<country>USA</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>04</month>
<year>2011</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>04</month>
<year>2011</year>
</pub-date>
<volume>9</volume>
<numero>1</numero>
<fpage>19</fpage>
<lpage>35</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1665-64232011000100002&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1665-64232011000100002&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1665-64232011000100002&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[In this article we address a districting problem faced by a pickup and delivery parcel company over a determined service region. The service region is divided into districts, each served by a single vehicle that departs from a central depot. Two objectives are optimized: compactness and balance of the workload content among the districts. We present a mathematical formulation of the problem and a heuristic algorithm to solve the problem. Numerical results are presented in comparison to CPLEX 11.1 solutions for the smaller size instances. The results show that the heuristic performs well. The algorithm is able to solve moderate size instances in reasonable computational time, given the strategic nature of the problem.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[En este artículo abordamos un problema de sectorización para actividades logísticas que enfrenta una empresa de entrega y recolección de paquetería en una determinada región. La región a la que se da servicio es dividida en distritos, cada uno atendido por un solo vehículo que sale de un depósito central. Se busca optimizar dos objetivos: compacidad y balance de la carga de trabajo. Presentamos la formulación matemática del problema y un algoritmo heurístico para resolverlo. Se presentan resultados numéricos en comparación con las soluciones encontradas por CPLEX 11.1 para las instancias de menor tamaño. Los resultados muestran un buen desempeño del algoritmo heurístico, el cual es capaz de resolver instancias de tamaño moderado en tiempos razonables, dada la naturaleza estratégica del problema.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Districting]]></kwd>
<kwd lng="en"><![CDATA[hybrid algorithm]]></kwd>
<kwd lng="en"><![CDATA[metaheuristic]]></kwd>
<kwd lng="en"><![CDATA[graph]]></kwd>
<kwd lng="en"><![CDATA[Tabu search]]></kwd>
<kwd lng="en"><![CDATA[GRASP]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <p align="center"><font face="verdana" size="4"><b>A Hybrid Metaheuristic Approach to Optimize the Districting Design of a Parcel Company</b></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="2"><b>R.G. Gonz&aacute;lez&#150;Ram&iacute;rez*<sup>1</sup>, N. R. Smith<sup>2</sup>, R. G. Askin<sup>3</sup>, Pablo A. Miranda<sup>4</sup>, J.M. S&aacute;nchez<sup>5</sup></b></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><i><sup>1,4</sup> Pontificia Universidad Cat&oacute;lica de Valpara&iacute;so, Escuela de Ingenier&iacute;a Industrial, Av. Brasil 2251, Valpara&iacute;so, Chile. *E&#150;mail:</i> <a href="mailto:rosa.gonzalez@ucv.cl">rosa.gonzalez@ucv.cl</a></font></p>     <p align="justify"><font face="verdana" size="2"><i><sup>2,5</sup> ITESM, Campus Monterrey, Centro de Calidad y Manufactura. 2501 Eugenio Garza Sada South Av. Monterrey, Nuevo Le&oacute;n, Mexico. CP. 64849.</i></font></p>     <p align="justify"><font face="verdana" size="2"><i><sup>3</sup>Arizona State University. School of Computing, Informatics and Decision Systems Engineering, Arizona State University, Tempe, AZ 85287&#150;8809, USA</i></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 this article we address a districting problem faced by a pickup and delivery parcel company over a determined service region. The service region is divided into districts, each served by a single vehicle that departs from a central depot. Two objectives are optimized: compactness and balance of the workload content among the districts. We present a mathematical formulation of the problem and a heuristic algorithm to solve the problem. Numerical results are presented in comparison to CPLEX 11.1 solutions for the smaller size instances. The results show that the heuristic performs well. The algorithm is able to solve moderate size instances in reasonable computational time, given the strategic nature of the problem.</font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2"><b>Keywords:</b> Districting, hybrid algorithm, metaheuristic, graph, Tabu search, GRASP.</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">En este art&iacute;culo abordamos un problema de sectorizaci&oacute;n para actividades log&iacute;sticas que enfrenta una empresa de entrega y recolecci&oacute;n de paqueter&iacute;a en una determinada regi&oacute;n. La regi&oacute;n a la que se da servicio es dividida en distritos, cada uno atendido por un solo veh&iacute;culo que sale de un dep&oacute;sito central. Se busca optimizar dos objetivos: compacidad y balance de la carga de trabajo. Presentamos la formulaci&oacute;n matem&aacute;tica del problema y un algoritmo heur&iacute;stico para resolverlo. Se presentan resultados num&eacute;ricos en comparaci&oacute;n con las soluciones encontradas por CPLEX 11.1 para las instancias de menor tama&ntilde;o. Los resultados muestran un buen desempe&ntilde;o del algoritmo heur&iacute;stico, el cual es capaz de resolver instancias de tama&ntilde;o moderado en tiempos razonables, dada la naturaleza estrat&eacute;gica del problema.</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><a href="/pdf/jart/v9n1/v9n1a2.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><i>References</i></b></font></p>     <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;1&#93; Altman M., "Is Automation the Answer: The Computational Complexity of Automated Redistricting". Rutgers <i>Computer and Law Technology Journal, </i>Vol. 23 No.1, 1997, pp. 81&#150;142.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4855984&pid=S1665-6423201100010000200001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>     ]]></body>
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