<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "https://jats.nlm.nih.gov/nlm-dtd/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="3.0" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher">BG</journal-id>
<journal-title-group>
<journal-title>Biogeosciences</journal-title>
<abbrev-journal-title abbrev-type="publisher">BG</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Biogeosciences</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1726-4189</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/bg-10-3917-2013</article-id>
<title-group>
<article-title>Detection of large above-ground biomass variability in lowland forest ecosystems by airborne LiDAR</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jubanski</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ballhorn</surname>
<given-names>U.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kronseder</surname>
<given-names>K.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>J Franke</surname>
<given-names></given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Siegert</surname>
<given-names>F.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Remote Sensing Solutions GmbH, Isarstrasse 3, 82065 Baierbrunn, Germany</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Biology Department II, GeoBio Center, Ludwig-Maximilians-University, Grosshaderner Strasse 2, 82152 Planegg-Martinsried, Germany</addr-line>
</aff>
<pub-date pub-type="epub">
<day>17</day>
<month>06</month>
<year>2013</year>
</pub-date>
<volume>10</volume>
<issue>6</issue>
<fpage>3917</fpage>
<lpage>3930</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2013 J. Jubanski et al.</copyright-statement>
<copyright-year>2013</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 3.0 Unported License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/3.0/">https://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://bg.copernicus.org/articles/10/3917/2013/bg-10-3917-2013.html">This article is available from https://bg.copernicus.org/articles/10/3917/2013/bg-10-3917-2013.html</self-uri>
<self-uri xlink:href="https://bg.copernicus.org/articles/10/3917/2013/bg-10-3917-2013.pdf">The full text article is available as a PDF file from https://bg.copernicus.org/articles/10/3917/2013/bg-10-3917-2013.pdf</self-uri>
<abstract>
<p>Quantification of tropical forest above-ground biomass (AGB) over large
areas as input for Reduced Emissions from Deforestation and forest
Degradation (REDD+) projects and climate change models is challenging.
This is the first study which attempts to estimate AGB and its variability
across large areas of tropical lowland forests in Central Kalimantan
(Indonesia) through correlating airborne light detection and ranging (LiDAR)
to forest inventory data. Two LiDAR height metrics were analysed, and
regression models could be improved through the use of LiDAR point densities
as input (&lt;i&gt;R&lt;/i&gt;&lt;sup&gt;2&lt;/sup&gt; = 0.88; &lt;i&gt;n&lt;/i&gt; = 52). Surveying with a LiDAR point density
per square metre of about 4 resulted in the best cost / benefit ratio. We
estimated AGB for 600 km of LiDAR tracks and showed that there exists a
considerable variability of up to 140% within the same forest type due to
varying environmental conditions. Impact from logging operations and the
associated AGB losses dating back more than 10 yr could be assessed by LiDAR
but not by multispectral satellite imagery. Comparison with a Landsat
classification for a 1 million ha study area where AGB values were based on
site-specific field inventory data, regional literature estimates, and
default values by the Intergovernmental Panel on Climate Change (IPCC)
showed an overestimation of 43%, 102%, and 137%, respectively. The
results show that AGB overestimation may lead to wrong greenhouse gas (GHG) emission
estimates due to deforestation in climate models. For REDD+ projects this
leads to inaccurate carbon stock estimates and consequently to significantly
wrong REDD+ based compensation payments.</p>
</abstract>
<counts><page-count count="14"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple">Adams, J. B., Smith, M. O., and Johnson, P. E.: Spectral mixture modeling: A new analysis of rock and soil types at the Viking Lander 1 site, J. Geophys. Res., 91, 8090–8112, 1986.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Anderson,&amp;nbsp;J.&amp;nbsp;A.&amp;nbsp;R.: Ecosystems of the World 4b-Mires: Swamp, Bog, Fern and Moor, edited by: Gore,&amp;nbsp;A.&amp;nbsp;J.&amp;nbsp;P., Elsevier, Amsterdam, The Netherlands, 181–199, 1983.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Asner, G. P., Hughes, R. F., Varga, TA, Knapp, D. E., and Kennedy-Bowdoin, T.: Environmental and biotic controls over aboveground biomass throughout a tropical rain forest, Ecosystems, 12, 261–278, 2009a.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Asner, G. P., Knapp, D. E., Balaji, A., and Paez-Acosta, G.: Automated mapping of tropical deforestation and forest degradation: CLASlite, J. Appl. Remote Sens., 3, 033543, &lt;a href=&quot;http://dx.doi.org/10.1117/1.3223675&quot;&gt;https://doi.org/10.1117/1.3223675&lt;/a&gt;, 2009b.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Asner, G. P., Powell, G. V. N., Mascaro, J., Knapp, D. E., Clark, J. K., Jacobson, J., Kennedy-Bowdoin, T., Balaji, A., Paez-Acosta, G., Victoria, E., Secada, L., Valqui, M., and Hughes, R. F.: Highresolution forest carbon stocks and emissions in the Amazon, P. Natl. Acad. Sci. USA, 107, 16738–16742, 2010.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Assmus, E.: Extension of Stuttgart Contour Program to treating terrain break lines, In: Proceedings of the symposium of the ISP, Commision III, Stuttgart 2.-6.9.1974. DGK, Reihe B, Vol.&amp;nbsp;214, 171–178, 1975.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Baccini, A., Goetz, S. J., Walker, W. S., Laporte, N. T., Sun, M., Sulla-Menashe, D., Hackler, J., Beck, P. S. A., Dubayah, R., Friedl, M. A., Samanta, S., and Houghton, R. A.: Estimated carbon dioxide emissions from tropical deforestation improved by carbon-density maps, Nature Clim. Change, 2, 182–185, &lt;a href=&quot;http://dx.doi.org/10.1038/nclimate1354&quot;&gt;https://doi.org/10.1038/nclimate1354&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Ballhorn, U., Siegert, F., Mason, M., and Limin, S.: Derivation of burn scar depths and estimation of carbon emissions with LIDAR in Indonesian peatlands, P. Natl. Acad. Sci. USA, 106, 21213–21218, 2009.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Breipohl, A.: Probabilistic Systems Analysis: An Introduction to Probabilistic Models, Decisions, and Applications of Random Processes, John Wiley &amp; Sons, 1970.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Chave, J., Andalo, C., Brown, S., Cairns, M. A., Chambers, J. Q., Eamus, D., Folster, H., Fromard, F., Higuchi, N., Kira, T., Lescure, J.-P., Nelson, B. W., Ogawa, H., Puig, H., Riera, B., and Yamakura, T.: Tree allometry and improved estimation of carbon stocks and balance in tropical forests, Oecologia, 145, 87–99, 2005.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Chudnoff, M.: Tropical Timbers of the World. Agriculture Handbook 607, US Department of Agriculture, Forest Service, Forest Products Laboratory, Madison, WI, USA, 1984.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Dewi, S., Khasanah, N., Rahayu, S., Ekadinata, A., and Van Noordwijk, M.: Carbon Footprint of Indonesian Palm Oil Production: a Pilot Study, World Agroforestry Centre (ICRAF), Bogor, Indonesia, 2009.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Drake, J. B., Dubayah, R. O., Clark, D. B., Knox, R. G., Blair, J. B., Hofton, M. A., Chazdon, R. L., Weishampel, J. F., and Prince, S. D.: Estimation of tropical forest structural characteristics using large-footprint lidar, Remote Sens. Environ., 79, 305–319, 2002.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Drake, J. B., Knox, R. G., Dubayah, R. O., Clark, D. B., Condit, R., Blair, J. B., and Hofton, M.: Above-ground biomass estimation in closed canopy Neotropical forests using lidar remote sensing: factors affecting the generality of relationships, Glob. Ecol. Biogeogr., 12, 147–159, 2003.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Englhart, S., Keuck, V., and Siegert, F.: Aboveground biomass retrieval in tropical forests – The potential of combined X- and L-band SAR data use, Remote Sens. Environ., 115, 1260–1271, 2011.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">FAO: Estimating biomass and biomass change of tropical forests: A primer, Food and Agriculture Organization of the United Nations, Rome, Italy, FAO Forestry Paper 134, 1997.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">FAO: Global Forest Resources Assessment 2005, Food and Agriculture Organization of the United Nations, Rome, Italy, FAO Forestry Paper 147, 2006.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Gibbs, H. K., Brown, S., Niles, J. O., and Foley, J. A.: Monitoring and estimating tropical forest carbon stocks: making REDD a reality, Environ. Res. Lett,. 2, 045023, &lt;a href=&quot;http://dx.doi.org/10.1088/1748-9326/2/4/045023&quot;&gt;https://doi.org/10.1088/1748-9326/2/4/045023&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Hansen, M. C., Stehman, S. V., Potapov, P. V., Arunarwati, B., Stolle, F., and Pittman, K.: Quantifying changes in the rates of forest clearing in Indonesia from 1990 to 2005 using remotely sensed data sets, Environ. Res. Lett., 4, 034001, &lt;a href=&quot;http://dx.doi.org/10.1088/1748-9326/4/3/034001&quot;&gt;https://doi.org/10.1088/1748-9326/4/3/034001&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Hooijer A, Page, S., Canadell, J. G., Silvius, M., Kwadijk, J., Wödten, H., and Jauhiainen, J.: Current and future CO&lt;sub&gt;2&lt;/sub&gt; emissions from drained peatlands in Southeast Asia, Biogeosciences, 7, 1505–1514, 2010.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">IPCC: Guidelines for National Greenhouse Gas Inventories, edited by: Eggleston, H. S., Buendia, L., Miwa, K., Ngara, T., and Tanabe, K., Japan, National Greenhouse Gas Inventories Programme, 2006.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">IPCC: Climate Change 2007: The Physical Science Basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, edited by: Solomon, S., Qin, D., Manning, M., Chen, Z., Marquis, M., Averyt, K. B., M. Tignor, M., and Miller, H. L., Cambridge University Press, Cambridge, United Kingdom, 2007.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Jaenicke J., Englhart, S., and Siegert, F.: Monitoring the effect of restoration measures in Indonesian peatlands by radar satellite imagery, J. Environ. Manage., 92, 630–638, 2011.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Kraus, K.: Interpolation nach kleinsten Quadraten versus Kriege-Schätzer, Österreichische Zeitschrift für Vermessung und Geoinformation, 86, 45–48, 1998.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Langner, A., Miettinen, J., and Siegert, F.: Land cover change 2002–2005 in Borneo and the role of fire derived from MODIS imagery, Glob. Change Biol., 13, 1–12, 2007.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Langner, A. and Siegert, F.: Spatiotemporal fire occurence in Borneo over a period of 10 years, Glob. Change Biol., 15, 48–62, 2009.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Lefsky, M. A., Harding, D. J., Cohen W. B., Parker, G. G., and Shugart, H. H.: Surface Lidar Remote Sensing of Basal Area and Biomass in Deciduous Forests of Eastern Maryland, USA, Remote Sensing of Environment, 67, 83–98, 1999.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Lefsky, M. A., Cohen, W. B., Harding, D. J., Parker, G. G., Acker, S. A., and Gower, S. T.: Lidar remote sensing of above-ground biomass in three biomes, Global Ecol. Biogeogr., 11, 393–399, 2002.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Lefsky, M. A., Harding, D. J., Keller, M., Cohen, W. B., Carabajal, C. C., Espirito-Santo, F. D. B., Hunter, M. O., and De Oliveira Jr., R.: Estimates of forest canopy height and aboveground biomass using ICESat, Geophys. Res. Lett., 32, L22S02, 2005.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Matricardi, E. A. T., Skole, D. L., Pedlowski, M. A., Chomentowski, W., and Fernandes, L. C.: Assessment of tropical forest degradation by selective logging and fire using Landsat imagery. Remote Sens. Environ. 114:1117-1129, 2010.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Means, J. E., Acker, S. A., Harding, D. J., Blair, J. B., Lefsky, M. A., Cohen, W. B., Harmon, M. E., and McKee, W. A.: Use of large-footprint scanning airborne lidar to estimate forest stand characteristics in the Western Cascades of Oregon, Remote Sens. Environ., 67, 298–308, 1999.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Page, S. E. and Rieley, J. O.: Tropical peatlands: A review of their natural resource functions with particular reference to Southeast Asia, Int. Peat J., 8, 95–106, 1998.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Page, S. E., Rieley, J. O., Shotyk, W., and Weiss, D.: Interdependence of peat and vegetation in a tropical peat swamp forest, Philos. Trans. R. Soc. Lond., 354, 1885–1897, 1999.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Page, S. E., Siegert, F., Rieley, J. O., Boehm, H.-D., V., Jaya, A., and Limin, S.: The amount of carbon released from peat and forest fires in Indonesia during 1997, Nature, 420, 61–65, 2002.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Page, S. E., Wüst, R. A. J., Weiss, D., Rieley, J. O., Shotyk, W., and Limin, S. H.: Late Pleistocene and Holocene carbon accumulation and climate change from an equatorial peat bog (Kalimantan, Indonesia): Implications for past, present and future carbon dynamics, J. Quat. Sci., 19, 625–635, 2004.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Page, S. E., Rieley, J. O., and Banks, C. J.: Global and regional importance of the tropical peatland carbon pool, Glob. Chang. Biol., 17, 798–818, 2010.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Pearson, T., Walker, S., and Brown, S.: Sourcebook for Land Use, Land-Use Change and Forestry Projects, Winrock International, Little Rock, AR, USA, 2005.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Pfeifer, N., Stadler, P., and Briese, C.: Derivation of digital terrain models in SCOP$++$ environment, in: OEEPE Workshop on Airborne Laserscanning and Interferometric SAR for Detailed Digital Elevation Models, Stockholm, 2001.</mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">Popescu, S. C.: Estimating biomass of individual pine trees using airborne lidar, Biomass and Energy, 31, 646–655, 2007.</mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">Putz, F. E. and Romero, C.: Helping curb tropical forest degradation by linking REDD+ with other conservation interventions: A view from the forest, Current Opinion in Environmental Sustainability, 4, 670–677, 2012.</mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Rieley, J. O., Ahmad-Shah, A. A., and Brady, M. A.: The extent and nature of tropical peat swamps, In: Tropical Lowland Peatlands of Southeast Asia: Proceedings of a Workshop on Integrated Planning and Management of Tropical Lowland Peatlands held at Cisarua, Indonesia, 3–8 July 1992, edited by: Maltby, E., Immirzi, C. P., and Safford, R. J., IUCN, Gland, Switzerland, 17–53, 1996.</mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Richter, R.: Correction of atmospheric and topographic effects for high spatial resolution imagery, Int. J. Remote Sens., 8, 1099–1111, 1997.</mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple">Rieley, J. O. and Page, S. E.: Wise Use of Tropical Peatlands: Focus on Southeast Asia, edited by: Rieley, J. O., and Page, S. E., ALTERRA, Wageningen, Netherlands, 2005.</mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple">Rosenqvist, A., Milne, A., Lucas, R., Imhoff, M., and Dobson, C.: A review of remote sensing technology in support of the Kyoto Protocol, Environ. Sci. Policy, 6, 441–455, 2003.</mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple">Ryan, C. M., Hill, T., Woollen, E., Ghee, C., Mitchard, E., Cassells, G., Grace, J., Woodhouse, I. H., and Williams, M.: Quantifying small-scale deforestation and forest degradation in African woodlands using radar imagery, Glob. Chang. Biol., 18, 243–257, 2012.</mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple">Saatchi, S. S., Harris, N. L., Brown, S., Lefsky, M., Mitchard, E. T. A., Salas, W., Zutta, B. R., Buermann, W., Lewis, S. L., Hagen, S., Petrova, S., White, L., Silman, M., and Morel, A.: Benchmark map of forest carbon stocks in tropical regions across three continents, P. Natl. Acad. Sci., 108, 9899–9904, 2011.</mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple">Siegert, F., Rücker, G., Hinrichs, A., and Hoffmann, A.: Increased fire impacts in logged over forests during El Niño driven fires, Nature, 414, 437–440, 2001.</mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple">Sorensen, K. W.: Indonesian peat swamp forests and their role as a carbon sink, Chemosphere, 27, 1065–1082, 1993.</mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple">Souza, C. M., Roberts, D. A. Jr, and Cochrane, M. A.: Combining spectral and spatial information to map canopy damage from selective logging and forest fires, Remote Sens. Environ., 98, 329–343, 2005.</mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple">Van der Werf, G. R., Morton, D. C., DeFries, R. S., Olivier, J. G. J., Kasibhatla, P. S., Jackson, R. B., Collatz, G. J., and Randerson, J. T.: CO&lt;sub&gt;2&lt;/sub&gt; emissions from forest loss, Nat. Geosci., 2, 737–738, 2009.</mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple">Wild, E.: Die Prädiktion mit Gewichtsfunktionen und deren Anwendung zur Beschreibung von Geländeflächen bei topographischen Geländeaufnahmen, in: DGK, Reihe C, Vol.&amp;nbsp;277, Dissertation at the University Stuttgart, 1983.</mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple">Zhao, K. G., Popescu, S., and Nelson, R.: Lidar remote sensing of forest biomass: A scale-invariant estimation approach using airborne lasers, Remote Sens. Environ., 113, 182–196, 2009.</mixed-citation>
</ref>
</ref-list>
</back>
</article>