<?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>1405-2768</journal-id>
<journal-title><![CDATA[Polibotánica]]></journal-title>
<abbrev-journal-title><![CDATA[Polibotánica]]></abbrev-journal-title>
<issn>1405-2768</issn>
<publisher>
<publisher-name><![CDATA[Instituto Politécnico Nacional, Escuela Nacional de Ciencias Biológicas]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1405-27682025000200177</article-id>
<article-id pub-id-type="doi">10.18387/polibotanica.60.11</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Estimación de carbono a nivel árbol individual en bosque natural mediante vehículos aéreos no tripulados (VANT)]]></article-title>
<article-title xml:lang="en"><![CDATA[Carbon estimation at the individual tree level in natural forest using unmanned aerial vehicles (UAV)]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Hinojosa-Espinoza]]></surname>
<given-names><![CDATA[Susana I.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Briseño-Reyes]]></surname>
<given-names><![CDATA[Jaime]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Corral-Rivas]]></surname>
<given-names><![CDATA[José Javier]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Aguirre-Gutiérrez]]></surname>
<given-names><![CDATA[Jesús]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Vega-Nieva]]></surname>
<given-names><![CDATA[Daniel José]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Santos Posadas]]></surname>
<given-names><![CDATA[Héctor Manuel de los]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Juárez del Estado de Durango Programa Institucional de Doctorado en Ciencias Agropecuarias y Forestales ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>México</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad Juárez del Estado de Durango Facultad de Ciencias Forestales y Ambientales ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>México</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,University of Oxford Environmental Change Institute School of Geography and the Environment]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>United Kingdom</country>
</aff>
<aff id="Af4">
<institution><![CDATA[,Colegio de Postgraduados Posgrado en Ciencias Forestales ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>00</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>00</month>
<year>2025</year>
</pub-date>
<numero>60</numero>
<fpage>177</fpage>
<lpage>198</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-27682025000200177&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-27682025000200177&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-27682025000200177&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen El uso de los vehículos aéreos no tripulados (VANT) ha ido en aumento en los últimos años en el ámbito forestal, con aplicaciones como estimación de variables dendrométricas, biomasa aérea y contenido de carbono. Este trabajo tiene como objetivo estimar el contenido de carbono mediante VANT a nivel de árbol individual en bosques templados de la Sierra Madre Occidental en México. A partir de modelos digitales de terreno (MDT) y superficie (MDS), se generó un modelo de altura de dosel (canopy height model, CHM, por sus siglas en inglés) como base para la estimación de alturas, geolocalización e identificación de árboles, usando el paquete ForestTools de RStudio evaluando tres combinaciones de parámetros del algoritmo de filtro de ventana variable (variable-window-filter, VWF, por sus siglas en inglés). Además, se realizó un reconocimiento de especies mediante análisis de imágenes basado en objetos (object-based image analysis, OBIA, por sus siglas en inglés). Finalmente, se realizó una predicción de biomasa y contenido de carbono usando ecuaciones alométricas. Los resultados mostraron una alta concordancia en la identificación y conteo de árboles (96.10%) con la combinación de 0.05 + 0.6 en los parámetros del algoritmo de VWF. El análisis mostró un coeficiente de determinación (R2) de 0.87 y 0.58 para alturas y diámetros respectivamente, además un índice Kappa de 0.92 en reconocimiento de especies. Comparando las estimaciones de carbono entre el método tradicional y el uso de VANT, se observó un r de 0.74 y un R2 de 0.55, evidenciando una relación moderada entre ambos métodos. Los resultados muestran la viabilidad de los VANT para la estimación de carbono en bosques.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract The use of Unmanned Aerial Vehicles (UAV) has increased in recent years in the forestry field, with applications such as estimating dendrometric variables, aerial biomass, and carbon stock. This work aims to estimate carbon stock using UAV at the individual tree level in temperate forests of the Sierra Madre Occidental in Mexico. From digital terrain models (DTM) and surface models (DSM), a canopy height model (CHM) was generated as a basis for estimating heights, geolocation, and tree identification using the ForestTools package in RStudio, evaluating three parameter combinations of the variable window filter (VWF) algorithm. Additionally, species recognition was performed using object-based image analysis (OBIA). Finally, biomass and carbon stock prediction was performed using allometric equations. The results showed high concordance in tree identification and counting (96.10%) with the combination of 0.05 + 0.6 in the VWF algorithm parameters. The analysis showed a coefficient of determination (R²) of 0.87 and 0.58 for heights and diameters respectively, as well as a Kappa index of 0.92 in species recognition. Comparing carbon estimates between the traditional method and the use of UAV, a r of 0.74 and an R² of 0.55 were observed, evidencing a moderate relationship between both methods. The results demonstrate the feasibility of UAV for carbon estimation in forests]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Algoritmo de filtro de ventana variable]]></kwd>
<kwd lng="es"><![CDATA[contenido de carbono]]></kwd>
<kwd lng="es"><![CDATA[ForestTools]]></kwd>
<kwd lng="es"><![CDATA[modelo de altura de dosel]]></kwd>
<kwd lng="es"><![CDATA[OBIA]]></kwd>
<kwd lng="es"><![CDATA[VANT]]></kwd>
<kwd lng="en"><![CDATA[Variable Window Filter (VWF) algorithm]]></kwd>
<kwd lng="en"><![CDATA[carbon stock]]></kwd>
<kwd lng="en"><![CDATA[ForestTools]]></kwd>
<kwd lng="en"><![CDATA[canopy height model]]></kwd>
<kwd lng="en"><![CDATA[OBIA]]></kwd>
<kwd lng="en"><![CDATA[UAV]]></kwd>
</kwd-group>
</article-meta>
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