<?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>0874-5161</journal-id>
<journal-title><![CDATA[Investigação Operacional]]></journal-title>
<abbrev-journal-title><![CDATA[Inv. Op.]]></abbrev-journal-title>
<issn>0874-5161</issn>
<publisher>
<publisher-name><![CDATA[APDIO - Associação Portuguesa de Investigação Operacional]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0874-51612004000100007</article-id>
<title-group>
<article-title xml:lang="pt"><![CDATA[Análise factorial aplicada a métricas da paisagem definidas em FRAGSTATS]]></article-title>
<article-title xml:lang="en"><![CDATA[Factorial Analysis applied to landscape metrics defined in FRAGSTATS]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Couto]]></surname>
<given-names><![CDATA[Paula]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidade Nova de Lisboa GASA - Grupo de Análise de Sistemas Ambientais ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2004</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2004</year>
</pub-date>
<volume>24</volume>
<numero>1</numero>
<fpage>109</fpage>
<lpage>137</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_arttext&amp;pid=S0874-51612004000100007&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_abstract&amp;pid=S0874-51612004000100007&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_pdf&amp;pid=S0874-51612004000100007&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[A programme for spatial analysis based on a grid of pixels (FRAGSTATS 3.0) was used and the results of the analysis of 50 maps of land occupation using this programme were presented. 33 metrics of the landscape's structure were used and the properties of the metrics for various landscapes (maps of land occupation in Continental Portugal) were investigated. The metrics of the landscape's structure describe the size and form of the landscapes, the abundance of each type of spot and the spatial distribution of similar or different spots. To overcome the ambiguity of individual metrics and behavioural peculiarities, a varied factorial approach was adopted to describe and compare landscape structures. An analysis of main components for the 33 metrics and 50 landscapes was carried out. The first five factors explain 91.2% of the variation. These factors can be interpreted as an average of compaction of the spot, image texture (distribution of the pixels and proximity), landscape area, number of classes, area-perimeter relation (fractional measures).]]></p></abstract>
<abstract abstract-type="short" xml:lang="pt"><p><![CDATA[Um programa de análise espacial baseado numa grelha de pixeis (FRAGSTATS 3.0) foi usado e os resultados da análise de 50 mapas de ocupação do solo usando esse programa são apresentados. Foram usadas 33 métricas da estrutura da paisagem e investigadas as propriedades das métricas para diversas paisagens (mapas de ocupação de solo de Portugal Continental). As métricas da estrutura da paisagem descrevem o tamanho e forma das paisagens, a abundância de cada tipo de mancha e a distribuição espacial de manchas similares ou dissimilares. Para ultrapassar a ambiguidade de métricas individuais e peculiaridades do seu comportamento, foi adoptada uma aproximação factorial multivariada para descrever e comparar estruturas da paisagem. Foi executada uma análise de componentes principais para as 33 métricas e 50 paisagens. Os primeiros cinco factores explicam 91.2% da variação. Estes factores podem ser interpretados como média da compactação da mancha, textura da imagem (distribuição dos pixeis e adjacência), área da paisagem, número de classes, relação área - perímetro (medidas fractais).]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Landscape structure]]></kwd>
<kwd lng="en"><![CDATA[Factorial approach]]></kwd>
<kwd lng="en"><![CDATA[Fragstats]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <p align="center"><b>An&aacute;lise factorial aplicada a m&eacute;tricas da paisagem definidas em FRAGSTATS</b></p>     <p align="center">Paula Couto *</p>     <p align="center">&nbsp; * Grupo de An&aacute;lise de Sistemas Ambientais (GASA) - Universidade Nova de Lisboa </p>     <p align="center"><a href="mailto:mpaula@mail.eunet.pt">mpaula@mail.eunet.pt</a></p>     <p align="center">&nbsp;</p>     <p align="center">&nbsp;</p>     <p align="center"><b>Title:</b> Factorial Analysis applied to landscape metrics    defined in FRAGSTATS </p>     <p align="center"><b>Abstract:</b></p>     <p align="justify">A programme for spatial analysis based on a grid of pixels    (FRAGSTATS 3.0) was used and the results of the analysis of 50 maps of land    occupation using this programme were presented. 33 metrics of the landscape's    structure were used and the properties of the metrics for various landscapes    (maps of land occupation in Continental Portugal) were investigated. The metrics    of the landscape's structure describe the size and form of the landscapes, the    abundance of each type of spot and the spatial distribution of similar or different    spots. To overcome the ambiguity of individual metrics and behavioural peculiarities,    a varied factorial approach was adopted to describe and compare landscape structures.    An analysis of main components for the 33 metrics and 50 landscapes was carried    out. The first five factors explain 91.2% of the variation. These factors can    be interpreted as an average of compaction of the spot, image texture (distribution    of the pixels and proximity), landscape area, number of classes, area-perimeter    relation (fractional measures). </p>     <p><b>Keywords:</b> Landscape structure, Factorial approach, Fragstats </p>     ]]></body>
<body><![CDATA[<p>&nbsp;</p>      <p align="center"><b>Resumo:</b></p>      <p align="justify">Um programa de an&aacute;lise espacial baseado numa grelha    de pixeis (FRAGSTATS 3.0) foi usado e os resultados da an&aacute;lise de 50    mapas de ocupa&ccedil;&atilde;o do solo usando esse programa s&atilde;o apresentados.    Foram usadas 33 m&eacute;tricas da estrutura da paisagem e investigadas as propriedades    das m&eacute;tricas para diversas paisagens (mapas de ocupa&ccedil;&atilde;o    de solo de Portugal Continental). As m&eacute;tricas da estrutura da paisagem    descrevem o tamanho e forma das paisagens, a abund&acirc;ncia de cada tipo de    mancha e a distribui&ccedil;&atilde;o espacial de manchas similares ou dissimilares.    Para ultrapassar a ambiguidade de m&eacute;tricas individuais e peculiaridades    do seu comportamento, foi adoptada uma aproxima&ccedil;&atilde;o factorial multivariada    para descrever e comparar estruturas da paisagem. Foi executada uma an&aacute;lise    de componentes principais para as 33 m&eacute;tricas e 50 paisagens. Os primeiros    cinco factores explicam 91.2% da varia&ccedil;&atilde;o. Estes factores podem    ser interpretados como m&eacute;dia da compacta&ccedil;&atilde;o da mancha,    textura da imagem (distribui&ccedil;&atilde;o dos pixeis e adjac&ecirc;ncia),    &aacute;rea da paisagem, n&uacute;mero de classes, rela&ccedil;&atilde;o &aacute;rea    - per&iacute;metro (medidas fractais). </p>     <p>&nbsp;</p>     <p>Texto completo apenas dispon&iacute;vel em PDF. </p>     <p>Full text only available in PDF format.</p>     <p>&nbsp;</p>     <p><b>Bibliografia</b> </p>     <!-- ref --><p>Baskent EZ, Jordan GA, 1995, Characterizing spatial structure of forest landscapes. 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