<?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>1405-0471</journal-id>
<journal-title><![CDATA[Madera y bosques]]></journal-title>
<abbrev-journal-title><![CDATA[Madera bosques]]></abbrev-journal-title>
<issn>1405-0471</issn>
<publisher>
<publisher-name><![CDATA[Instituto de Ecología A.C.]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1405-04712020000100213</article-id>
<article-id pub-id-type="doi">10.21829/myb.2020.2611884</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Inventario y mapeo de variables forestales mediante sensores remotos en el estado de Quintana Roo, México]]></article-title>
<article-title xml:lang="en"><![CDATA[Inventory and mapping of forest variables through remote sensors in Quintana Roo state, México]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Hernández-Ramos]]></surname>
<given-names><![CDATA[Jonathan]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[García-Cuevas]]></surname>
<given-names><![CDATA[Xavier]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Peréz-Miranda]]></surname>
<given-names><![CDATA[Ramiro]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[González-Hernández]]></surname>
<given-names><![CDATA[Antonio]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Martinez-Ángel]]></surname>
<given-names><![CDATA[Luis]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Instituto Nacional de Investigaciones Forestales, Agrícolas y Pecuarias  ]]></institution>
<addr-line><![CDATA[Chetumal Quintana Roo]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Instituto Nacional de Investigaciones Forestales, Agrícolas y Pecuarias Centro Nacional de Investigación Disciplinaria en Conservación y Mejoramiento de Ecosistemas Forestales ]]></institution>
<addr-line><![CDATA[ Ciudad de México]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Comisión Nacional Forestal Sistema Nacional de Monitoreo Forestal Unidad Técnica Especializada en Monitoreo, Reporte y Verificación]]></institution>
<addr-line><![CDATA[Zapopan Jalisco]]></addr-line>
<country>México</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>00</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>00</month>
<year>2020</year>
</pub-date>
<volume>26</volume>
<numero>1</numero>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-04712020000100213&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-04712020000100213&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-04712020000100213&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen Los sensores remotos en combinación con información derivada de los inventarios forestales estiman variables de interés con precisión y bajo costo. El objetivo de este trabajo fue estimar el área basal (AB), volumen maderable (VTA) y biomasa aérea (B) en diferentes ecosistemas de selvas mediante información Landsat ETM+ e Inventario Nacional Forestal y de Suelos (INFyS) en Quintana Roo, México. Se generó una matriz de correlación entre datos del INFyS e información espectral, posteriormente, un modelo de regresión lineal múltiple. Con las ecuaciones seleccionadas se generaron mapas de distribución espacial de AB (m2 ha-1), VTA (m3 ha-1) y B (Mg ha-1). El inventario total se estimó mediante tres enfoques: i) estimadores de razón (ERaz), ii) estimadores de regresión (EReg) y iii) estimadores del muestreo simple al azar. Los dos primeros enfoques corresponden al inventario alternativo mediante sensores remotos y el tercero al inventario tradicional. El coeficiente de correlación resultó mayor del índice de diferencia normalizada con 0.35, 0.39 y 0.39 para AB, VTA y B. Los modelos de regresión presentaron coeficientes de determinación ajustada de 0.28, 0.32 y 0.32 para estimar AB, VTA y B, respectivamente. Los tres estimadores son estadísticamente diferentes y muestran que el EReg es el más conservador y con precisión en AB, VTA y B de 2.73%, 2.92% y 2.71%, respectivamente, además de intervalos de confianza de menor amplitud que el MSA y ERaz. Con la actualización del inventario mediante sensores remotos se mejora el proceso de evaluación de los recursos forestales y su planificación.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract Remote sensors in combination with information derived from forest inventories estimate variables of interest with precision and low cost. The objective was to estimate the basal area (AB), timber volume (VTA) and aboveground biomass (B) in different forest ecosystems using Landsat ETM information and National Forest and Soil Inventory (INFyS) in Quintana Roo, Mexico. A correlation matrix was generated between INFyS data and spectral information, and later, a multiple linear regression model. With the selected equations, spatial distribution maps of AB (m2 ha-1), VTA (m3 ha-1) and B (Mg ha-1) were generated. The total inventory was estimated using three approaches: i) Reason Estimators (ERaz), ii) Regression Estimators (EReg), and iii) Estimators of Random Simple Sampling. The first two approaches correspond to the alternative inventory using remote sensors and the third corresponds to the traditional inventory. The correlation coefficient was greater than the normalized difference index with 0.35, 0.39 and 0.39 for AB, VTA and B. The regression models had adjusted determination coefficients of 0.28, 0.32 and 0.32 to estimate AB, VTA and B, respectively. The three estimators are statistically different and show that the EReg is the most conservative and with precision in AB, VTA and B of 2.73%, 2.92% and 2.71%, respectively, in addition to confidence intervals of smaller amplitude than the MSA and ERaz. By updating the inventory using remote sensors, the process of evaluating forest resources and their planning is improved.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Biomasa aérea]]></kwd>
<kwd lng="es"><![CDATA[estructura forestal]]></kwd>
<kwd lng="es"><![CDATA[Landsat]]></kwd>
<kwd lng="es"><![CDATA[modelos de regresión]]></kwd>
<kwd lng="es"><![CDATA[sensores remotos]]></kwd>
<kwd lng="en"><![CDATA[Aerial biomass]]></kwd>
<kwd lng="en"><![CDATA[forest structure]]></kwd>
<kwd lng="en"><![CDATA[Landsat]]></kwd>
<kwd lng="en"><![CDATA[regression models]]></kwd>
<kwd lng="en"><![CDATA[remote sensing]]></kwd>
</kwd-group>
</article-meta>
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<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhu]]></surname>
<given-names><![CDATA[X.]]></given-names>
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<name>
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<article-title xml:lang=""><![CDATA[Improving forest aboveground biomass estimation using seasonal Landsat NDVI time-series]]></article-title>
<source><![CDATA[Journal of Photogrammetry and Remote Sensing]]></source>
<year>2014</year>
<volume>10</volume>
<page-range>222-31</page-range></nlm-citation>
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