<?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>1405-7743</journal-id>
<journal-title><![CDATA[Ingeniería, investigación y tecnología]]></journal-title>
<abbrev-journal-title><![CDATA[Ing. invest. y tecnol.]]></abbrev-journal-title>
<issn>1405-7743</issn>
<publisher>
<publisher-name><![CDATA[Universidad Nacional Autónoma de México, Facultad de Ingeniería]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1405-77432020000400001</article-id>
<article-id pub-id-type="doi">10.22201/fi.25940732e.2020.21.4.029</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Computación paralela para la geocodificación de direcciones postales cubanas]]></article-title>
<article-title xml:lang="en"><![CDATA[Parallel computing for the Cuban postal addresses geocoding]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Alfonso-Cantillo]]></surname>
<given-names><![CDATA[Ofir]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sánchez-Ansola]]></surname>
<given-names><![CDATA[Eduardo]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Tecnológica de La Habana  ]]></institution>
<addr-line><![CDATA[José Antonio Echeverría ]]></addr-line>
<country>Cuba</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad Tecnológica de La Habana  ]]></institution>
<addr-line><![CDATA[José Antonio Echeverría ]]></addr-line>
<country>Cuba</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2020</year>
</pub-date>
<volume>21</volume>
<numero>4</numero>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-77432020000400001&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-77432020000400001&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-77432020000400001&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen: Teniendo en cuenta la velocidad y cantidad de datos que se generan en la actualidad, se ha convertido en una necesidad la creación de sistemas capaces de procesarlos en breves periodos de tiempo. La información espacial no queda exenta de esto por lo que la utilización de Sistemas de Información Geográfica se ha convertido en una necesidad. GeoServer es uno de los servidores de mapas que brinda estas funcionalidades mediante servicios. Uno de estos servicios es la geocodificación, que se define como el proceso de convertir una dirección postal en coordenadas geográficas. Una petición de geocodificación puede contener una o varias direcciones, siendo esta última conocida como geocodificación por lotes, la cual puede estar compuesta por una cantidad ilimitada de direcciones. Una de las técnicas que se utiliza para aumentar la capacidad de procesamiento de los sistemas geocodificadores es la computación paralela, que utiliza múltiples elementos de procesamiento para resolver determinado problema. El objetivo del presente trabajo consiste en la disminución de los tiempos de respuesta de los algoritmos de geocodificación de direcciones por lotes. Para lograr dicho objetivo, se desarrollaron varias versiones para la geocodificación haciendo uso de la computación paralela. Cada una de estas versiones fue incluida en el servidor de mapas GeoServer como un servicio Web y fueron evaluadas, mediante la utilización de pruebas estadísticas, con el fin de obtener la versión que ofrece menor tiempo de procesamiento. Tanto para el desarrollo de las variantes como para su validación, se tuvieron en cuenta direcciones postales del territorio nacional cubano, pues es el alcance pretendido con este trabajo. A partir de la evaluación realizada, se puede afirmar que la versión del algoritmo, desarrollada de forma independiente a la base de datos de referencia, es en la que mejores tiempos se ofrecen las respuestas.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract: Taking into account the speed and quantity of data generated today, the creation of systems capable of processing them in a short period of time has become a necessity. Spatial information is not exempt from this, so the use of Geographic Information Systems has become a necessity. GeoServer is one of the map servers that provides these functionalities through services. One of these services is geocoding, which is defined as the process of converting a postal address into geographic coordinates. A geocoding request may contain one or more addresses, the latter being known as batch geocoding and may be composed of an unlimited number of addresses. One of the techniques used to increase the processing capacity of geocoder systems is parallel computing, which uses multiple processing elements to solve a given problem. The objective of this work is to reduce the response times of the geocoding algorithms for batch addresses. To achieve this goal, several versions were developed for geocoding using parallel computing. Each of these versions was included in GeoServer as a web service and were evaluated, through the use of statistical tests, in order to obtain which of all versions offers the least processing time. Both for the development of the variants and for their validation, postal addresses of the Cuban national territory were taken into account, as it is the intended scope of this work. From the evaluation carried out, it can be affirmed that the version of the algorithm developed independently of the reference database is in which better times the answers are offered.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Algoritmo]]></kwd>
<kwd lng="es"><![CDATA[computación paralela]]></kwd>
<kwd lng="es"><![CDATA[dirección postal]]></kwd>
<kwd lng="es"><![CDATA[geocodificación]]></kwd>
<kwd lng="es"><![CDATA[GeoServer]]></kwd>
<kwd lng="en"><![CDATA[Algorithm]]></kwd>
<kwd lng="en"><![CDATA[geocoding]]></kwd>
<kwd lng="en"><![CDATA[GeoServer]]></kwd>
<kwd lng="en"><![CDATA[parallel computing]]></kwd>
<kwd lng="en"><![CDATA[postal address]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Burrough]]></surname>
<given-names><![CDATA[P. A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Principles of geographical information systems for land resources assessment]]></source>
<year>1986</year>
<volume>12</volume>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Clarendon Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cetl]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Kliment]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Jogun]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A comparison of address geocoding techniques-case study of the city of Zagreb, Croatia]]></article-title>
<source><![CDATA[Survey Review Ltd]]></source>
<year>2016</year>
<volume>11</volume>
</nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chopin]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Caneppele]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Geocoding child sexual abuse: An explorative analysis on journey to crime and to victimization from French police data]]></article-title>
<source><![CDATA[Child Abuse &amp; Neglect]]></source>
<year>2019</year>
<volume>91</volume>
<page-range>116-30</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[De Armas]]></surname>
<given-names><![CDATA[C. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Gutierrez]]></surname>
<given-names><![CDATA[A. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Deployment of a National Geocoding Service: Cuban Experience]]></article-title>
<source><![CDATA[URISA Journal]]></source>
<year>2013</year>
<volume>25</volume>
</nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dueker]]></surname>
<given-names><![CDATA[K. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Urban Geocoding]]></article-title>
<source><![CDATA[Annals of the association of american geographers]]></source>
<year>1974</year>
<volume>64</volume>
</nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Foster]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<source><![CDATA[Designing and building parallel programs: Concepts and tools for parallel software engineering]]></source>
<year>1995</year>
<publisher-loc><![CDATA[Boston, MA, USA ]]></publisher-loc>
<publisher-name><![CDATA[Addison-Wesley Longman Publishing Co., Inc.]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Lara]]></surname>
<given-names><![CDATA[A.M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Diseño estadístico de experimentos. Análisis de la varianza]]></source>
<year>1998</year>
</nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="">
<collab>GeoServer</collab>
<source><![CDATA[GeoServer User Manual Release]]></source>
<year>2014</year>
</nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Girón]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Sánchez]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<source><![CDATA[Servicios basados en la localización para GeoServer]]></source>
<year>2017</year>
<publisher-loc><![CDATA[La Habana ]]></publisher-loc>
<publisher-name><![CDATA[Paper presented at the VIII Convención Agrimensura]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jiang]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Stefanakis]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[What 3Words Geocoding Extensions]]></article-title>
<source><![CDATA[Journal of Geovisualization and Spatial Analysis]]></source>
<year>2018</year>
<volume>2</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>7</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Küçük]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Avdan]]></surname>
<given-names><![CDATA[U.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Address standardization using the natural language process for improving geocoding results]]></article-title>
<source><![CDATA[Computers, environment and urban systems]]></source>
<year>2018</year>
<volume>70</volume>
<page-range>1-8</page-range></nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[McIntire]]></surname>
<given-names><![CDATA[R. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Keith]]></surname>
<given-names><![CDATA[S. W.]]></given-names>
</name>
<name>
<surname><![CDATA[Boamah]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Leader]]></surname>
<given-names><![CDATA[A. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Glanz]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Klassen]]></surname>
<given-names><![CDATA[A. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Zeigler-Johnson]]></surname>
<given-names><![CDATA[C. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Prostate cancer composite score to identify high burden neighborhoods]]></article-title>
<source><![CDATA[Preventive Medicine]]></source>
<year>2018</year>
<volume>112</volume>
<page-range>47-53</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Marwa Mabrouk]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<collab>Open Geospatial Consortium</collab>
<source><![CDATA[OpenGIS Location Services (OpenLS): Core Services]]></source>
<year>2008</year>
<publisher-name><![CDATA[OGC]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="book">
<collab>Oracle</collab>
<source><![CDATA[Oracle Spatial 11g: Administración avanzada de datos espaciales para aplicaciones empresariales]]></source>
<year>2007</year>
<publisher-name><![CDATA[United States of America]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pacheco]]></surname>
<given-names><![CDATA[P. S.]]></given-names>
</name>
</person-group>
<source><![CDATA[An introduction to parallel programming]]></source>
<year>2011</year>
<publisher-loc><![CDATA[Burlington, USA ]]></publisher-loc>
<publisher-name><![CDATA[Morgan Kaufmann Publishers]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Präger]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Kurz]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Böhm]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Laxy]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Maier]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Using data from online geocoding services for the assessment of environmental obesogenic factors: a feasibility study]]></article-title>
<source><![CDATA[International Journal of Health Geographics]]></source>
<year>2019</year>
<volume>18</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>13</page-range></nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Roongpiboonsopit]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Karimi]]></surname>
<given-names><![CDATA[H. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Comparative evaluation and analysis of online geocoding services]]></article-title>
<source><![CDATA[International Journal of Geographical Information Science]]></source>
<year>2010</year>
<volume>24</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>1081-100</page-range></nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sánchez]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<source><![CDATA[Servicios basados en localización para una infraestructura de datos espaciales]]></source>
<year>2015</year>
<publisher-loc><![CDATA[Habana, Cuba ]]></publisher-loc>
<publisher-name><![CDATA[Instituto Superior "José Antonio Echeverría" (ISPJAE)]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sánchez]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<source><![CDATA[Servicio de directorio para consultas basadas en la localización]]></source>
<year>2012</year>
<publisher-loc><![CDATA[Habana, Cuba ]]></publisher-loc>
<publisher-name><![CDATA[Instituto Superior Politécnico José Antonio Echeverría]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Xu]]></surname>
<given-names><![CDATA[Sen]]></given-names>
</name>
<name>
<surname><![CDATA[Flexner]]></surname>
<given-names><![CDATA[Soren]]></given-names>
</name>
<name>
<surname><![CDATA[Carvalho]]></surname>
<given-names><![CDATA[Vitor]]></given-names>
</name>
</person-group>
<source><![CDATA[Geocoding billions of addresses: toward a spatial record linkage system with big data]]></source>
<year>2012</year>
<publisher-loc><![CDATA[Colombus, OH, USA ]]></publisher-loc>
<publisher-name><![CDATA[Paper presented at the GIScience in the Big Data Age (GIScience 2012)]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vargas]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Horfan]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Proceso de Geocodificación de direcciones en la Ciudad de Medellín, una técnica determinística de georreferenciación de direcciones]]></article-title>
<source><![CDATA[Ing. USBMed]]></source>
<year>2013</year>
<volume>4</volume>
<page-range>15</page-range></nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yin]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Ma]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Goldberg]]></surname>
<given-names><![CDATA[D. W.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A deep learning approach for rooftop geocoding]]></article-title>
<source><![CDATA[Transactions in GIS]]></source>
<year>2019</year>
<volume>23</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>495-514</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
