<?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>0124-2253</journal-id>
<journal-title><![CDATA[Revista científica]]></journal-title>
<abbrev-journal-title><![CDATA[Rev. Cient.]]></abbrev-journal-title>
<issn>0124-2253</issn>
<publisher>
<publisher-name><![CDATA[Universidad Distrital Francisco José de Caldas]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0124-22532019000300313</article-id>
<article-id pub-id-type="doi">10.14483/23448350.14345</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Diseño de un sistema de reconocimiento de patrones en imágenes termográficas y de huella plantar para la identificación de pie plano en niños con edades entre cinco y seis años]]></article-title>
<article-title xml:lang="en"><![CDATA[Design of a pattern recognition system in thermographic and footprint images for flatfoot identification in children between five and six years old]]></article-title>
<article-title xml:lang="pt"><![CDATA[Desenho de um sistema de reconhecimento de padrões em imagens termográficas e de pegada plantar para a identificação de pé chato em crianças com idade entre cinco e seis anos]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Muñoz-Neira]]></surname>
<given-names><![CDATA[Milton Javier]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Martínez-Parra]]></surname>
<given-names><![CDATA[Anyed Stephany]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Ruiz-Adarme]]></surname>
<given-names><![CDATA[Cristian Gerardo]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Triana-Castro]]></surname>
<given-names><![CDATA[Carlos Humberto]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Cornejo-Plata]]></surname>
<given-names><![CDATA[Jorge Luis]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Fundación Universitaria de San Gil  ]]></institution>
<addr-line><![CDATA[Santander San Gil]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Fundación Universitaria de San Gil  ]]></institution>
<addr-line><![CDATA[Santander San Gil]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Fundación Universitaria de San Gil  ]]></institution>
<addr-line><![CDATA[Santander San Gil]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af4">
<institution><![CDATA[,Fundación Universitaria de San Gil  ]]></institution>
<addr-line><![CDATA[Santander San Gil]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af5">
<institution><![CDATA[,Fundación Universitaria de San Gil  ]]></institution>
<addr-line><![CDATA[Santander San Gil]]></addr-line>
<country>Colombia</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2019</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2019</year>
</pub-date>
<numero>36</numero>
<fpage>313</fpage>
<lpage>324</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0124-22532019000300313&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0124-22532019000300313&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0124-22532019000300313&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen El siguiente artículo presenta los principales resultados de una investigación exploratoria, orientada al diseño e implementación de un sistema de reconocimiento de patrones para la identificación de pie plano en niños entre los 5 y 6 años. Los patrones se determinaron a partir del análisis de textura en imágenes termográficas del pie y del contorno en imágenes de la huella plantar. Para cada caso, se entrenó una red neuronal artificial con un algoritmo de retro propagación. En cada ensayo, 70 % de los datos se utilizaron para entrenamiento y 30 % para la validación. Para los sistemas experimentados se encontraron tasas de acierto superiores al 80 %. Los mejores resultados de reconocimiento se lograron para un sistema binario (pie plano, pie sano), entrenado con patrones de contorno reducidos por análisis de componentes principales (ACP), con un porcentaje de acierto del 90,84 % en validación cruzada. Los resultados logrados son un aporte para el estudio de técnicas de diagnóstico y tratamiento del pie plano, con base en herramientas tecnológicas.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract The following paper presents the main results of exploratory research oriented to the design and implementation of a pattern recognition system for flatfoot identification in children between 5 and 6 years. Patterns were determined from texture analysis of foot thermographic images, and from contour analysis of footprint images. For each case, an artificial neuronal network was trained, with base in a back-propagation algorithm. In each trial, 70 % of data were used for training, and 30 % for validation. For experiments done, success rates greater than 80 % were achieved. The best results were reached with contour patterns reduced by principal components analysis, PCA, in a binary system, with a success rate of 90.84 % in cross-validation. Results are a contribution to the study of diagnostic techniques for flatfoot treatment through the use of technologic tools.]]></p></abstract>
<abstract abstract-type="short" xml:lang="pt"><p><![CDATA[Resumo O artigo a seguir apresenta os principais resultados de uma investigação exploratória, orientada ao desenho e implementação de um sistema de reconhecimento de padrões para a identificação de pés chatos em crianças entre 5 e 6 anos de idade. Os padrões foram determinados a partir da análise de textura em imagens termográficas do pé, e a análise do contorno em imagens da pegada. Para cada caso, uma rede neural artificial foi treinada, com um algoritmo de retro-propagação. Em cada tentativa, 70 % dos dados foram utilizados para treinamento e 30 % para validação. Para os sistemas experientes, foram encontradas taxas de acerto superiores a 80 %. Os melhores resultados de reconhecimento foram obtidos para um sistema binário (pé plano, pé saudável), treinado com padrões de contorno reduzidos per análise de componentes principais, ACP, com uma taxa de sucesso de 90.84 %, na validação cruzada. Os resultados obtidos são uma contribuição para o estudo de técnicas de diagnóstico e tratamento de pés chatos, baseados em ferramentas tecnológicas.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[pie plano]]></kwd>
<kwd lng="es"><![CDATA[patrones de textura]]></kwd>
<kwd lng="es"><![CDATA[patrones de huella]]></kwd>
<kwd lng="es"><![CDATA[redes neuronales artificiales.]]></kwd>
<kwd lng="en"><![CDATA[artificial neuronal networks]]></kwd>
<kwd lng="en"><![CDATA[flatfoot]]></kwd>
<kwd lng="en"><![CDATA[footprint patterns]]></kwd>
<kwd lng="en"><![CDATA[texture patterns.]]></kwd>
<kwd lng="pt"><![CDATA[pé chato]]></kwd>
<kwd lng="pt"><![CDATA[padrões de textura]]></kwd>
<kwd lng="pt"><![CDATA[padrões de pegada]]></kwd>
<kwd lng="pt"><![CDATA[redes neurais artificiais]]></kwd>
</kwd-group>
</article-meta>
</front><back>
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