<?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>S1405-04712019000300202</article-id>
<article-id pub-id-type="doi">10.21829/myb.2019.2531872</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Transectos de datos LiDAR: Una estrategia de muestreo para estimar biomasa aérea en áreas forestales]]></article-title>
<article-title xml:lang="en"><![CDATA[LiDAR data transects a sampling strategy to estimate aboveground biomass in forest areas]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Ortiz-Reyes]]></surname>
<given-names><![CDATA[Alma Delia]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Valdez-Lazalde]]></surname>
<given-names><![CDATA[José René]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Ángeles-Pérez]]></surname>
<given-names><![CDATA[Gregorio]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[De los Santos-Posadas]]></surname>
<given-names><![CDATA[Héctor M.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Schneider]]></surname>
<given-names><![CDATA[Laura]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Aguirre-Salado]]></surname>
<given-names><![CDATA[Carlos Arturo]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Peduzzi]]></surname>
<given-names><![CDATA[Alicia]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Colegio de Postgraduados Postgrado en Ciencias Forestales ]]></institution>
<addr-line><![CDATA[Montecillo, Texcoco ]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Rutgers University Department of Geography ]]></institution>
<addr-line><![CDATA[Piscataway NJ]]></addr-line>
<country>USA</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Universidad Autónoma de San Luis Potosí Facultad de Ingeniería ]]></institution>
<addr-line><![CDATA[San Luis Potosí S.L.P]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af4">
<institution><![CDATA[,Woods Hole Research Center Gilman Ordway Campus ]]></institution>
<addr-line><![CDATA[Falmouth MA]]></addr-line>
<country>USA</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>00</month>
<year>2019</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>00</month>
<year>2019</year>
</pub-date>
<volume>25</volume>
<numero>3</numero>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-04712019000300202&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-04712019000300202&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-04712019000300202&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen: La estimación y el mapeo de la biomasa aérea sobre áreas extensas puede realizarse haciendo uso de las herramientas que ofrece la percepción remota. El objetivo de este estudio fue estimar la biomasa aérea de dos tipos de selva mediana: subperennifolia (SMSP) y subcaducifolia (SMSC) en la península de Yucatán, México, empleando métricas generadas a partir de datos Light Detection and Ranging (LiDAR). Se usaron datos de 365 unidades de muestreo del Inventario Nacional Forestal y de Suelos (INFyS) de México para calibrar modelos de biomasa aérea usando regresión lineal múltiple y Random Forest (RF). Con estos modelos se mapeó la biomasa aérea sobre franjas de datos LiDAR. El modelo de regresión transformado logró explicar la varianza en un 62% (RMSE = 41.44 Mg ha-1 para SMSP y 36.60 Mg ha-1 para SMSC) para ambos tipos de vegetación. Los modelos generados a través de RF lograron explicar la varianza en un 57% (RMSE = 40.73 Mg ha-1) para la SMSP y solo de 52% (RMSE = 35.10 Mg Ha-1) para la SMSC. El desfase entre la toma de datos en campo y LiDAR, así como el error en la precisión de las coordenadas de los sitios de inventario, son factores reconocidos que influyeron en los resultados. A pesar de lo anterior, las estimaciones obtenidas podrían servir de base para estimar el inventario completo de biomasa en el área de estudio incorporando datos espectrales derivados de un sensor remoto que cubra la totalidad de esta.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract: The estimation and mapping of aboveground biomass over large areas can be done using the remote sensing tools. The objective of this study was to estimate the aboveground biomass of two types of tropical forest: semi-evergreen (SETF) and semi-deciduous tropical forest (SDTF) in the Yucatan Peninsula, Mexico, using metrics obtained from LiDAR (Light Detection and Ranging) data. Data from 365 plots of the National Forest and Soils Inventory of Mexico were used to calibrate aboveground biomass models using multiple linear regression and Random Forest. These models were used for mapping aboveground biomass along LiDAR strips. The transformed regression model explained the variance by 62% (RMSE = 41.44 Mg ha-1 for SETF &amp; 36.60 Mg ha-1 for SDTF) for both types of vegetation. The models of Random Forest explained the variance by 57% (RMSE = 40.73 Mg ha-1) for SETF and only 52% (RMSE = 35.10 Mg ha-1) by SDTF. The mismatch between the field data and LiDAR data, as well as the error in the precision of the coordinates of the inventory plots, were recognized as factors that influenced on the results. Despite the above, the estimates obtained could serve as a basis to estimate the complete biomass inventory in the study area by incorporating spectral data derived from a remote sensor that covers the entire area.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[franjas LiDAR]]></kwd>
<kwd lng="es"><![CDATA[inventario forestal]]></kwd>
<kwd lng="es"><![CDATA[muestreo]]></kwd>
<kwd lng="es"><![CDATA[península de Yucatán]]></kwd>
<kwd lng="en"><![CDATA[LiDAR strips]]></kwd>
<kwd lng="en"><![CDATA[forest inventory]]></kwd>
<kwd lng="en"><![CDATA[sampling]]></kwd>
<kwd lng="en"><![CDATA[Yucatan Peninsula]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Andersen]]></surname>
<given-names><![CDATA[H.-E.]]></given-names>
</name>
<name>
<surname><![CDATA[Strunk]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Temesgen]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Using airborne light detection and ranging as a sampling tool for estimating forest biomass resources in the Upper Tanana Valley of Interior Alaska]]></article-title>
<source><![CDATA[Western Journal of Applied Forestry]]></source>
<year>2011</year>
<volume>26</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>157-64</page-range></nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Asner]]></surname>
<given-names><![CDATA[G. P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Tropical forest carbon assessment: integrating satellite and airborne mapping approaches]]></article-title>
<source><![CDATA[Environmental Research Letters]]></source>
<year>2009</year>
<volume>4</volume>
<numero>3</numero>
<issue>3</issue>
</nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Asner]]></surname>
<given-names><![CDATA[G. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Mascaro]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Muller-Landau]]></surname>
<given-names><![CDATA[H. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Vieilledent]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Vaudry]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Rasamoelina]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[van Breugel]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A universal airborne LiDAR approach for tropical forest carbon mapping]]></article-title>
<source><![CDATA[Oecologia]]></source>
<year>2012</year>
<volume>168</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>1147-60</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Baccini]]></surname>
<given-names><![CDATA[Goetz S.]]></given-names>
</name>
<name>
<surname><![CDATA[S.]]></surname>
<given-names><![CDATA[Walker]]></given-names>
</name>
<name>
<surname><![CDATA[W.]]></surname>
<given-names><![CDATA[Laporte]]></given-names>
</name>
<name>
<surname><![CDATA[N.]]></surname>
<given-names><![CDATA[Sun]]></given-names>
</name>
<name>
<surname><![CDATA[M.]]></surname>
<given-names><![CDATA[Sulla-Menashe]]></given-names>
</name>
<name>
<surname><![CDATA[M]]></surname>
<given-names><![CDATA[Friedl]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimated carbon dioxide emissions from tropical deforestation improved by carbon-density maps]]></article-title>
<source><![CDATA[Nature Climate Change]]></source>
<year>2012</year>
<volume>2</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>182</page-range></nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Baccini]]></surname>
<given-names><![CDATA[Laporte N.]]></given-names>
</name>
<name>
<surname><![CDATA[Goetz]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Sun]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Dong]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A first map of tropical Africa&#8217;s above-ground biomass derived from satellite imagery]]></article-title>
<source><![CDATA[Environmental Research Letters]]></source>
<year>2008</year>
<volume>3</volume>
<numero>4</numero>
<issue>4</issue>
</nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Baltsavias]]></surname>
<given-names><![CDATA[E. P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Airborne laser scanning: basic relations and formulas]]></article-title>
<source><![CDATA[ISPRS Journal of Photogrammetry and Remote Sensing]]></source>
<year>1999</year>
<volume>54</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>199-214</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Barbosa]]></surname>
<given-names><![CDATA[J. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Broadbent]]></surname>
<given-names><![CDATA[E. N.]]></given-names>
</name>
<name>
<surname><![CDATA[Bitencourt]]></surname>
<given-names><![CDATA[M. D]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Remote Sensing of Aboveground Biomass in Tropical Secondary Forests: A Review]]></article-title>
<source><![CDATA[International Journal of Forestry Research]]></source>
<year>2014</year>
<volume>2014</volume>
<page-range>1-14</page-range></nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cairns]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Olmsted]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Granados]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Argaez]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Composition and aboveground tree biomass of a dry semi-evergreen forest on Mexico&#8217;s Yucatan Peninsula]]></article-title>
<source><![CDATA[Forest Ecology and Management]]></source>
<year>2003</year>
<volume>186</volume>
<numero>1-3</numero>
<issue>1-3</issue>
<page-range>125-32</page-range></nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cao]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Coops]]></surname>
<given-names><![CDATA[N. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Innes]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Dai]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[She]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Mapping above-and below-ground biomass components in subtropical forests using small-footprint LiDAR]]></article-title>
<source><![CDATA[Forests]]></source>
<year>2014</year>
<volume>5</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>1356-73</page-range></nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cartus]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Kellndorfer]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Walker]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Franco]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Bishop]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Santos]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Fuentes]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A National, Detailed Map of Forest Aboveground Carbon Stocks in Mexico]]></article-title>
<source><![CDATA[Remote Sensing]]></source>
<year>2014</year>
<volume>6</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>5559-88</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chave]]></surname>
<given-names><![CDATA[Condit R.]]></given-names>
</name>
<name>
<surname><![CDATA[Aguilar]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Hernandez]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Lao]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Perez]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Error propagation and scaling for tropical forest biomass estimates]]></article-title>
<source><![CDATA[Philosophical Transactions of the Royal Society B: Biological Sciences]]></source>
<year>2004</year>
<volume>359</volume>
<numero>1443</numero>
<issue>1443</issue>
<page-range>409-20</page-range></nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chave]]></surname>
<given-names><![CDATA[Condit R.]]></given-names>
</name>
<name>
<surname><![CDATA[Lao]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Caspersen]]></surname>
<given-names><![CDATA[J. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Foster]]></surname>
<given-names><![CDATA[R. B.]]></given-names>
</name>
<name>
<surname><![CDATA[Hubbell]]></surname>
<given-names><![CDATA[S. P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Spatial and temporal variation of biomass in a tropical forest: results from a large census plot in Panama]]></article-title>
<source><![CDATA[Journal of Ecology]]></source>
<year>2003</year>
<volume>91</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>240-52</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[Q.]]></given-names>
</name>
<name>
<surname><![CDATA[Lu]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Keller]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[dos-Santos]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Bolfe]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Feng]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Modeling and Mapping Agroforestry Aboveground Biomass in the Brazilian Amazon Using Airborne Lidar Data]]></article-title>
<source><![CDATA[Remote Sensing]]></source>
<year>2015</year>
<volume>8</volume>
<numero>12</numero>
<issue>12</issue>
</nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chi]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Sun]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Huang]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Ren]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
<name>
<surname><![CDATA[Ni]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Fu]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimation of Forest Aboveground Biomass in Changbai Mountain Region Using ICESat/GLAS and Landsat/TM Data]]></article-title>
<source><![CDATA[Remote Sensing]]></source>
<year>2017</year>
<volume>9</volume>
<numero>12</numero>
<issue>12</issue>
</nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Clark]]></surname>
<given-names><![CDATA[M. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Roberts]]></surname>
<given-names><![CDATA[D. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Ewel]]></surname>
<given-names><![CDATA[J. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Clark]]></surname>
<given-names><![CDATA[D. B]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimation of tropical rain forest aboveground biomass with small-footprint lidar and hyperspectral sensors]]></article-title>
<source><![CDATA[Remote Sensing of Environment]]></source>
<year>2011</year>
<volume>115</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>2931-42</page-range></nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="book">
<collab>Comisión Nacional Forestal [Conafor]</collab>
<source><![CDATA[Manual y procedimientos para el muestreo de campo. Remuestreo 2012. Inventario Nacional Forestal y de Suelos]]></source>
<year>2011</year>
<publisher-loc><![CDATA[Zapopan, Jalisco, México ]]></publisher-loc>
<publisher-name><![CDATA[Conafor. Secretaría del Medio Ambiente y Recursos Naturales]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="">
<collab>Comisión Nacional Forestal [Conafor]</collab>
<source><![CDATA[Base de datos del Inventario Nacional Forestal y de Suelos Remedición 2009-2014.]]></source>
<year>2015</year>
</nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cook]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Corp]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Nelson]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Middleton]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Morton]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[McCorkel]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Montesano]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[NASA Goddard&#8217;s LiDAR, Hyperspectral and Thermal (G-LiHT) Airborne Imager]]></article-title>
<source><![CDATA[Remote Sensing]]></source>
<year>2013</year>
<volume>5</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>4045-66</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cutler]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Cutler]]></surname>
<given-names><![CDATA[D. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Stevens]]></surname>
<given-names><![CDATA[J. R]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Random forests]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[C. Zhang]]></surname>
<given-names><![CDATA[Y. Ma]]></given-names>
</name>
</person-group>
<source><![CDATA[Ensemble machine learning: Mehods and applications]]></source>
<year>2012</year>
<page-range>pp. 157-75</page-range><publisher-loc><![CDATA[Nueva York, Estados Unidos ]]></publisher-loc>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[d'Oliveira]]></surname>
<given-names><![CDATA[M. V.]]></given-names>
</name>
<name>
<surname><![CDATA[Reutebuch]]></surname>
<given-names><![CDATA[S. E.]]></given-names>
</name>
<name>
<surname><![CDATA[McGaughey]]></surname>
<given-names><![CDATA[R. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Andersen]]></surname>
<given-names><![CDATA[H.-E]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimating forest biomass and identifying low-intensity logging areas using airborne scanning lidar in Antimary State Forest, Acre State, Western Brazilian Amazon]]></article-title>
<source><![CDATA[Remote Sensing of Environment]]></source>
<year>2012</year>
<volume>124</volume>
<page-range>479-91</page-range></nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Deo]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Russell]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Domke]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Andersen]]></surname>
<given-names><![CDATA[H.-E.]]></given-names>
</name>
<name>
<surname><![CDATA[Cohen]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Woodall]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Evaluating Site-Specific and Generic Spatial Models of Aboveground Forest Biomass Based on Landsat Time-Series and LiDAR Strip Samples in the Eastern USA]]></article-title>
<source><![CDATA[Remote Sensing]]></source>
<year>2017</year>
<volume>9</volume>
<numero>12</numero>
<issue>12</issue>
</nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dupuy]]></surname>
<given-names><![CDATA[J. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Hernández&#8208;Stefanoni]]></surname>
<given-names><![CDATA[J. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Hernández&#8208;Juárez]]></surname>
<given-names><![CDATA[R. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Tetetla&#8208;Rangel]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[López&#8208;Martínez]]></surname>
<given-names><![CDATA[J. O.]]></given-names>
</name>
<name>
<surname><![CDATA[Leyequién&#8208;Abarca]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[May&#8208;Pat]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Patterns and correlates of tropical dry forest structure and composition in a highly replicated chronosequence in Yucatan, Mexico]]></article-title>
<source><![CDATA[Biotropica]]></source>
<year>2012</year>
<volume>44</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>151-62</page-range></nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Echeverría]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Arreola]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Esparza]]></surname>
<given-names><![CDATA[L. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Morales]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[López]]></surname>
<given-names><![CDATA[J. L]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Análisis de la composición y estructura de la selva mediana subperennifolia del Ejido Pachuitz, Hopelchén, Campeche, México]]></article-title>
<source><![CDATA[Foresta Veracruzana]]></source>
<year>2014</year>
<volume>16</volume>
<numero>2</numero>
<issue>2</issue>
</nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Foody]]></surname>
<given-names><![CDATA[G. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Boyd]]></surname>
<given-names><![CDATA[D. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Cutler]]></surname>
<given-names><![CDATA[M. E. J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predictive relations of tropical forest biomass from Landsat TM data and their transferability between regions]]></article-title>
<source><![CDATA[Remote Sensing of Environmen]]></source>
<year>2003</year>
<volume>85</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>463-74</page-range></nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Goetz]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Dubayah]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Advances in remote sensing technology and implications for measuring and monitoring forest carbon stocks and change]]></article-title>
<source><![CDATA[Carbon Managemen]]></source>
<year>2011</year>
<volume>2</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>231-44</page-range></nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gonçalves]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Treuhaft]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Law]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Almeida]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Walker]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Baccini]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Graça]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimating Aboveground Biomass in Tropical Forests: Field Methods and Error Analysis for the Calibration of Remote Sensing Observations]]></article-title>
<source><![CDATA[Remote Sensing]]></source>
<year>2017</year>
<volume>9</volume>
<numero>12</numero>
<issue>12</issue>
</nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hansen]]></surname>
<given-names><![CDATA[A. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Phillips]]></surname>
<given-names><![CDATA[L. B.]]></given-names>
</name>
<name>
<surname><![CDATA[Dubayah]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Goetz]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Hofton]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Regional-scale application of lidar: Variation in forest canopy structure across the southeastern US]]></article-title>
<source><![CDATA[Forest Ecology and Management]]></source>
<year>2014</year>
<volume>329</volume>
<page-range>214-26</page-range></nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hernández-Stefanoni]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Dupuy]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Johnson]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Birdsey]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Tun-Dzul]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Peduzzi]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[López-Merlín]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Improving Species Diversity and Biomass Estimates of Tropical Dry Forests Using Airborne LiDAR]]></article-title>
<source><![CDATA[Remote Sensing]]></source>
<year>2014</year>
<volume>6</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>4741-63</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Houghton]]></surname>
<given-names><![CDATA[R. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Hall]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Goetz]]></surname>
<given-names><![CDATA[S. J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Importance of biomass in the global carbon cycle]]></article-title>
<source><![CDATA[Journal of Geophysical Research: Biogeosciences]]></source>
<year>2009</year>
<volume>114</volume>
<numero>G2</numero>
<issue>G2</issue>
</nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="book">
<collab>Instituto Nacional de Estadística y Geografía [INEGI]</collab>
<source><![CDATA[Conjunto Nacional de Uso del Suelo y Vegetación a escala 1:250,000]]></source>
<year>2013</year>
<publisher-loc><![CDATA[Aguascalientes, México ]]></publisher-loc>
<publisher-name><![CDATA[INEGI]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Laurin]]></surname>
<given-names><![CDATA[G. V.]]></given-names>
</name>
<name>
<surname><![CDATA[Puletti]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[Q.]]></given-names>
</name>
<name>
<surname><![CDATA[Corona]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Papale]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Valentini]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Above ground biomass and tree species richness estimation with airborne lidar in tropical Ghana forests]]></article-title>
<source><![CDATA[International Journal of Applied Earth Observation and Geoinformation]]></source>
<year>2016</year>
<volume>52</volume>
<page-range>371-9</page-range></nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lefsky]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Cohen]]></surname>
<given-names><![CDATA[W. B.]]></given-names>
</name>
<name>
<surname><![CDATA[Harding]]></surname>
<given-names><![CDATA[D. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Parker]]></surname>
<given-names><![CDATA[G. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Acker]]></surname>
<given-names><![CDATA[S. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Gower]]></surname>
<given-names><![CDATA[S. T]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Lidar remote sensing of above&#8208;ground biomass in three biomes]]></article-title>
<source><![CDATA[Global ecology and biogeography]]></source>
<year>2002</year>
<volume>11</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>393-9</page-range></nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Im]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Quackenbush]]></surname>
<given-names><![CDATA[L. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Forest Biomass and Carbon Stock Quantification Using Airborne LiDAR Data: A Case Study Over Huntington Wildlife Forest in the Adirondack Park]]></article-title>
<source><![CDATA[IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing]]></source>
<year>2014</year>
<volume>7</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>3143-56</page-range></nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lu]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[Q.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Moran]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Batistella]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Saah]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Aboveground Forest Biomass Estimation with Landsat and LiDAR Data and Uncertainty Analysis of the Estimates]]></article-title>
<source><![CDATA[International Journal of Forestry Research, 2012]]></source>
<year>2012</year>
<page-range>1-16</page-range></nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mascaro]]></surname>
<given-names><![CDATA[Asner G.P.]]></given-names>
</name>
<name>
<surname><![CDATA[Knapp]]></surname>
<given-names><![CDATA[D.E.]]></given-names>
</name>
<name>
<surname><![CDATA[Kennedy-Bowdoin]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Martin]]></surname>
<given-names><![CDATA[R. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Anderson]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Chadwick]]></surname>
<given-names><![CDATA[K. D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A tale of two "forests": random forest machine learning AIDS tropical forest carbon mapping]]></article-title>
<source><![CDATA[PLoS One]]></source>
<year>2014</year>
<volume>9</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>5993</page-range></nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mascaro]]></surname>
<given-names><![CDATA[Detto M.]]></given-names>
</name>
<name>
<surname><![CDATA[Asner]]></surname>
<given-names><![CDATA[G. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Muller-Landau]]></surname>
<given-names><![CDATA[H. C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Evaluating uncertainty in mapping forest carbon with airborne LiDAR]]></article-title>
<source><![CDATA[Remote Sensing of Environment]]></source>
<year>2011</year>
<volume>115</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>3770-4</page-range></nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[McGaughey]]></surname>
<given-names><![CDATA[R. J]]></given-names>
</name>
</person-group>
<source><![CDATA[FUSION/LDV: software for LiDAR data analysis and visualization]]></source>
<year>2016</year>
<publisher-loc><![CDATA[Seattle, WA, USA ]]></publisher-loc>
<publisher-name><![CDATA[US Department of Agriculture, Forest Service, Pacific Northwest Research Station]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Meyer]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Saatchi]]></surname>
<given-names><![CDATA[S. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Chave]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Dalling]]></surname>
<given-names><![CDATA[J. W.]]></given-names>
</name>
<name>
<surname><![CDATA[Bohlman]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Fricker]]></surname>
<given-names><![CDATA[G. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Hubbell]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Detecting tropical forest biomass dynamics from repeated airborne lidar measurements]]></article-title>
<source><![CDATA[Biogeosciences]]></source>
<year>2013</year>
<volume>10</volume>
<numero>8</numero>
<issue>8</issue>
<page-range>5421-38</page-range></nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Næsset]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Økland]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimating tree height and tree crown properties using airborne scanning laser in a boreal nature reserve]]></article-title>
<source><![CDATA[Remote Sensing of Environment]]></source>
<year>2002</year>
<volume>79</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>105-15</page-range></nlm-citation>
</ref>
<ref id="B40">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nelson]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Margolis]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Montesano]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Sun]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Cook]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Corp]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Prisley]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Lidar-based estimates of aboveground biomass in the continental US and Mexico using ground, airborne, and satellite observations]]></article-title>
<source><![CDATA[Remote Sensing of Environment]]></source>
<year>2017</year>
<volume>188</volume>
<page-range>127-40</page-range></nlm-citation>
</ref>
<ref id="B41">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ningthoujam]]></surname>
<given-names><![CDATA[R. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Joshi]]></surname>
<given-names><![CDATA[P. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Roy]]></surname>
<given-names><![CDATA[P. S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Retrieval of forest biomass for tropical deciduous mixed forest using ALOS PALSAR mosaic imagery and field plot data]]></article-title>
<source><![CDATA[International Journal of Applied Earth Observation and Geoinformation]]></source>
<year>2018</year>
<volume>69</volume>
<page-range>206-16</page-range></nlm-citation>
</ref>
<ref id="B42">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ortiz-Reyes]]></surname>
<given-names><![CDATA[A. D.]]></given-names>
</name>
<name>
<surname><![CDATA[Valdez-Lazalde]]></surname>
<given-names><![CDATA[J. R.]]></given-names>
</name>
<name>
<surname><![CDATA[los Santos-Posadas]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Héctor]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Ángeles-Pérez]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Paz-Pellat]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez-Trinidad]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[nventario y cartografía de variables del bosque con datos derivados de LiDAR: comparación de métodos]]></article-title>
<source><![CDATA[Madera y Bosques]]></source>
<year>2015</year>
<volume>21</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>111-28</page-range></nlm-citation>
</ref>
<ref id="B43">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Peduzzi]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Wynne]]></surname>
<given-names><![CDATA[R. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Fox]]></surname>
<given-names><![CDATA[T. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Nelson]]></surname>
<given-names><![CDATA[R. F.]]></given-names>
</name>
<name>
<surname><![CDATA[Thomas]]></surname>
<given-names><![CDATA[V. A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimating leaf area index in intensively managed pine plantations using airborne laser scanner data]]></article-title>
<source><![CDATA[Forest Ecology and Management]]></source>
<year>2012</year>
<volume>270</volume>
<page-range>54-65</page-range></nlm-citation>
</ref>
<ref id="B44">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pennington]]></surname>
<given-names><![CDATA[T. D]]></given-names>
</name>
</person-group>
<source><![CDATA[Árboles tropicales de México: manual para la identificación de las principales especies]]></source>
<year>2005</year>
<publisher-loc><![CDATA[México, D.F. ]]></publisher-loc>
<publisher-name><![CDATA[UNAM]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B45">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Phua]]></surname>
<given-names><![CDATA[M.-H.]]></given-names>
</name>
<name>
<surname><![CDATA[Johari]]></surname>
<given-names><![CDATA[S. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Wong]]></surname>
<given-names><![CDATA[O. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Ioki]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Mahali]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Nilus]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Hashim]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Synergistic use of Landsat 8 OLI image and airborne LiDAR data for above-ground biomass estimation in tropical lowland rainforests]]></article-title>
<source><![CDATA[Forest Ecology and Management]]></source>
<year>2017</year>
<volume>406</volume>
<page-range>163-71</page-range></nlm-citation>
</ref>
<ref id="B46">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Puc-Kauil]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Ángeles-Pérez]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Valdez-Lazalde]]></surname>
<given-names><![CDATA[J. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Reyes-Hernández]]></surname>
<given-names><![CDATA[V. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Dupuy-Rada]]></surname>
<given-names><![CDATA[J. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Schneider]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[García-Cuevas]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
<name>
<surname><![CDATA[Pérez-Rodríguez]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Species-specific biomass equations for small-size tree species in secondary tropical forests]]></article-title>
<source><![CDATA[Tropical and Subtropical Agroecosystems]]></source>
<year>2019</year>
<volume>22</volume>
<numero>x</numero>
<issue>x</issue>
<page-range>xx</page-range></nlm-citation>
</ref>
<ref id="B47">
<nlm-citation citation-type="">
<collab>R Development Core Team</collab>
<source><![CDATA[R: A language and environment for statistical computing. 2009-2017]]></source>
<year>2013</year>
</nlm-citation>
</ref>
<ref id="B48">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Read]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Lawrence]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Recovery of biomass following shifting cultivation in dry tropical forests of the Yucatan]]></article-title>
<source><![CDATA[Ecological Applications]]></source>
<year>2003</year>
<volume>13</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>85-97</page-range></nlm-citation>
</ref>
<ref id="B49">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rocha de Souza]]></surname>
<given-names><![CDATA[P. F.]]></given-names>
</name>
<name>
<surname><![CDATA[Kampel]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Gomes Soares]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Estrada]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Bentz]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Vincent]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Reducing Uncertainty in Mapping of Mangrove Aboveground Biomass Using Airborne Discrete Return Lidar Data]]></article-title>
<source><![CDATA[Remote Sensing]]></source>
<year>2018</year>
<volume>10</volume>
<numero>4</numero>
<issue>4</issue>
</nlm-citation>
</ref>
<ref id="B50">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rodríguez-Veiga]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Saatchi]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Tansey]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Balzter]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Magnitude, spatial distribution and uncertainty of forest biomass stocks in Mexico]]></article-title>
<source><![CDATA[Remote Sensing of Environment]]></source>
<year>2016</year>
<volume>183</volume>
<page-range>265-81</page-range></nlm-citation>
</ref>
<ref id="B51">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Saarela]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Grafström]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Ståhl]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Kangas]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Holopainen]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Tuominen]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Hyyppä]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Model-assisted estimation of growing stock volume using different combinations of LiDAR and Landsat data as auxiliary information]]></article-title>
<source><![CDATA[Remote Sensing of Environment]]></source>
<year>2015</year>
<volume>158</volume>
<page-range>431-40</page-range></nlm-citation>
</ref>
<ref id="B52">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Saatchi]]></surname>
<given-names><![CDATA[S. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Houghton]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Dos Santos Alvala]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Soares]]></surname>
<given-names><![CDATA[J. V.]]></given-names>
</name>
<name>
<surname><![CDATA[Yu]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Distribution of aboveground live biomass in the Amazon basin]]></article-title>
<source><![CDATA[Global Change Biology]]></source>
<year>2007</year>
<volume>13</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>816-37</page-range></nlm-citation>
</ref>
<ref id="B53">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Urbazaev]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Thiel]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Cremer]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Dubayah]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Migliavacca]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Reichstein]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Schmullius]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimation of forest aboveground biomass and uncertainties by integration of field measurements, airborne LiDAR, and SAR and optical satellite data in Mexico]]></article-title>
<source><![CDATA[Carbon Balance and Management]]></source>
<year>2018</year>
<volume>13</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>5</page-range></nlm-citation>
</ref>
<ref id="B54">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Urquiza-Haas]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Dolman]]></surname>
<given-names><![CDATA[P. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Peres]]></surname>
<given-names><![CDATA[C. A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Regional scale variation in forest structure and biomass in the Yucatan Peninsula, Mexico: Effects of forest disturbance]]></article-title>
<source><![CDATA[Forest Ecology and Management]]></source>
<year>2007</year>
<volume>247</volume>
<numero>1-3</numero>
<issue>1-3</issue>
<page-range>80-90</page-range></nlm-citation>
</ref>
<ref id="B55">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Véga]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Vepakomma]]></surname>
<given-names><![CDATA[U.]]></given-names>
</name>
<name>
<surname><![CDATA[Morel]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Bader]]></surname>
<given-names><![CDATA[J.-L.]]></given-names>
</name>
<name>
<surname><![CDATA[Rajashekar]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Jha]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Dadhwal]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Aboveground-Biomass Estimation of a Complex Tropical Forest in India Using Lidar]]></article-title>
<source><![CDATA[Remote Sensing]]></source>
<year>2015</year>
<volume>7</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>10607-25</page-range></nlm-citation>
</ref>
<ref id="B56">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Qi]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Biophysical estimation in tropical forests using JERS&#8208;1 SAR and VNIR imagery. II. Aboveground woody biomass]]></article-title>
<source><![CDATA[International Journal of Remote Sensing]]></source>
<year>2008</year>
<volume>29</volume>
<numero>23</numero>
<issue>23</issue>
<page-range>6827-49</page-range></nlm-citation>
</ref>
<ref id="B57">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[White]]></surname>
<given-names><![CDATA[J. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Wulder]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Vastaranta]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Coops]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Pitt]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Woods]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The Utility of Image-Based Point Clouds for Forest Inventory: A Comparison with Airborne Laser Scanning]]></article-title>
<source><![CDATA[Forests]]></source>
<year>2013</year>
<volume>4</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>518-36</page-range></nlm-citation>
</ref>
<ref id="B58">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wilkes]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Jones]]></surname>
<given-names><![CDATA[S. D.]]></given-names>
</name>
<name>
<surname><![CDATA[Suarez]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Mellor]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Woodgate]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Soto-Berelov]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Skidmore]]></surname>
<given-names><![CDATA[A. K]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Mapping forest canopy height across large areas by upscaling ALS estimates with freely available satellite data]]></article-title>
<source><![CDATA[Remote Sensing]]></source>
<year>2015</year>
<volume>7</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>12563-87</page-range></nlm-citation>
</ref>
<ref id="B59">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Woods]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Pitt]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Penner]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Lim]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Nesbitt]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Etheridge]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Treitz]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Operational implementation of a LiDAR inventory in Boreal Ontario]]></article-title>
<source><![CDATA[The Forestry Chronicle]]></source>
<year>2011</year>
<volume>87</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>512-28</page-range></nlm-citation>
</ref>
<ref id="B60">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Xu]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Saatchi]]></surname>
<given-names><![CDATA[S. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Yu]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[White]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Performance of non-parametric algorithms for spatial mapping of tropical forest structure.]]></article-title>
<source><![CDATA[Carbon Balance Manag]]></source>
<year>2016</year>
<volume>11</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>18</page-range></nlm-citation>
</ref>
<ref id="B61">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zamora-Crescencio]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Rico-Gray]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Barrientos-Medina]]></surname>
<given-names><![CDATA[R. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Puc-Garrido]]></surname>
<given-names><![CDATA[E. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Villegas]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Domínguez-Carrasco]]></surname>
<given-names><![CDATA[M. d. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Gutiérrez-Báez]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estructura y composición florística de la selva mediana subperennifolia en Bethania, Campeche, México]]></article-title>
<source><![CDATA[Polibotánica]]></source>
<year>2017</year>
<volume>43</volume>
<page-range>67-86</page-range></nlm-citation>
</ref>
<ref id="B62">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zanne]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Lopez-Gonzalez]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Coomes]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Ilic]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Jansen]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Lewis]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Chave]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[Global wood density database 2009.]]></source>
<year>2013</year>
</nlm-citation>
</ref>
<ref id="B63">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zolkos]]></surname>
<given-names><![CDATA[S. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Goetz]]></surname>
<given-names><![CDATA[S. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Dubayah]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A meta-analysis of terrestrial aboveground biomass estimation using lidar remote sensing]]></article-title>
<source><![CDATA[Remote Sensing of Environment]]></source>
<year>2013</year>
<numero>128</numero>
<issue>128</issue>
<page-range>289-98</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
