<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/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">BGD</journal-id>
<journal-title-group>
<journal-title>Biogeosciences Discussions</journal-title>
<abbrev-journal-title abbrev-type="publisher">BGD</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1810-6285</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/bgd-6-2039-2009</article-id>
<title-group>
<article-title>Influence of landscape heterogeneity on spatial patterns of wood productivity, wood specific density and above ground biomass in Amazonia</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Anderson</surname>
<given-names>L. O.</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>Malhi</surname>
<given-names>Y.</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>Ladle</surname>
<given-names>R. 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>Aragão</surname>
<given-names>L. E. O. C.</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>Shimabukuro</surname>
<given-names>Y.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Phillips</surname>
<given-names>O. L.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Baker</surname>
<given-names>T.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Costa</surname>
<given-names>A. C. L.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Espejo</surname>
<given-names>J. S.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Higuchi</surname>
<given-names>N.</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Laurance</surname>
<given-names>W. F.</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>López-González</surname>
<given-names>G.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Monteagudo</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Núñez-Vargas</surname>
<given-names>P.</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Peacock</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Quesada</surname>
<given-names>C. A.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Almeida</surname>
<given-names>S.</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Vásquez</surname>
<given-names>R.</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>School of Geography and the Environment, University of Oxford, Oxford, UK</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Remote Sensing Division, National Inst. for Space Research, São José dos Campos, Brazil</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Earth and Biosphere Inst., School of Geography, University of Leeds, LS2 9JT, England, UK</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Universidade Federal de Pará, Belém, Brazil</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Universidad Nacional San Antonia Abad del Cusco, Cusco, Perú</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Institito National de Pesquisas da Amazônia, Manaus, Brazil</addr-line>
</aff>
<aff id="aff7">
<label>7</label>
<addr-line>Smithsonian Tropical Research Institute, Balboa, Panama</addr-line>
</aff>
<aff id="aff8">
<label>8</label>
<addr-line>Herbario Vargas, Universidad Nacional San Antonio Abad del Cusco, Cusco, Perú</addr-line>
</aff>
<aff id="aff9">
<label>9</label>
<addr-line>Herbario Vargas, Universidad Nacional San Antonio Abad del Cusco, Cusco, Perú</addr-line>
</aff>
<aff id="aff10">
<label>10</label>
<addr-line>Museu Paraense Emilio Goeldi, Belém, Brazil</addr-line>
</aff>
<pub-date pub-type="epub">
<day>18</day>
<month>02</month>
<year>2009</year>
</pub-date>
<volume>6</volume>
<issue>1</issue>
<fpage>2039</fpage>
<lpage>2083</lpage>
<permissions>
<license xlink:type="simple">
<license-p>This is an open-access article ditributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri xlink:href="http://www.biogeosciences-discuss.net/6/2039/2009/bgd-6-2039-2009.html">This article is available from http://www.biogeosciences-discuss.net/6/2039/2009/bgd-6-2039-2009.html</self-uri>
<self-uri xlink:href="http://www.biogeosciences-discuss.net/6/2039/2009/bgd-6-2039-2009.pdf">The full text article is available as a PDF file from http://www.biogeosciences-discuss.net/6/2039/2009/bgd-6-2039-2009.pdf</self-uri>
<abstract>
<p>Long-term studies using the RAINFOR network of forest plots have generated
significant insights into the spatial and temporal dynamics of forest carbon
cycling in Amazonia. In this work, we map and explore the landscape context
of several major RAINFOR plot clusters using Landsat ETM+ satellite data. In
particular, we explore how representative the plots are of their landscape
context, and test whether bias in plot location within landscapes may be
influencing the regional mean values obtained for important forest
biophysical parameters. Specifically, we evaluate whether the regional
variations in wood productivity, wood specific density and above ground
biomass derived from the RAINFOR network could be driven by systematic and
unintentional biases in plot location. Remote sensing data covering 45 field
plots were aggregated to generate landscape maps to identify the specific
physiognomy of the plots. In the Landsat ETM+ data, it was possible to
spectrally differentiate three types of &lt;i&gt;terra firme&lt;/i&gt; forest, three types of alluvial
terrain forest, two types of bamboo-dominated forest, palm forest,
&lt;i&gt;Heliconia&lt;/i&gt; monodominant vegetation, swamp forest, disturbed forests and land use
areas. Overall, the plots were generally representative of the forest
physiognomies in the landscape in which they are located. Furthermore, the
analysis supports the observed regional trends in those important forest
parameters. This study demonstrates the utility of landscape scale analysis
of forest physiognomies for validating and supporting the finds of plot
based studies. Moreover, the more precise geolocation of many key RAINFOR
plot clusters achieved during this research provides important contextual
information for studies employing the RAINFOR database.</p>
</abstract>
<counts><page-count count="45"/></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"> % vor jede Referenz Almeida-Filho, R. and Shimabukuro, Y. E.: Digital processing of a Landsat-TM time series for mapping and monitoring degraded areas caused by independent gold miners, Roraima State, Brazilian Amazon, Remote Sens. Environ., 79, 42–50, 2002. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Andreae, M. O., Jones, C. D., and Cox, P. M.: Strong present-day aerosol cooling implies a hot future, Nature, 435, 1187–1190, 2005. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Aragão, L. E. O. C., Shimabukuro, Y. E, Espírito-Santo, F. D. B., and Williams, M.: Landscape pattern and spatial variability of leaf area index in Eastern Amazonia, Forest Ecol. Manag., 211, 240–256, 2005. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Asner, G. P. and Wessman, C. A.: Scaling PAR absorption from the leaf to landscape level in spatially heterogeneous ecosystems, Ecol. Model., 103, 81–97 1997. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Baker, T. R., Swaine, M. D., and Burslem, D. F.: Variation in tropical forest growth rates: combined effects of functional group composition and resource availability Perspectives in Plant Ecology, Evolution and Systematics, 6, 21–36, 2003. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Baker, T. R., Phillips, O. L., Malhi, Y., Almeida, S., Arroyo, L., Di Fiore, A., Erwin, T., Higuchi, N., Killeen, T. J., Laurance, S. G., Laurance, W. F., Lewis, S. L., Monteagudo, A., Neill, D. A., Vargas, P. N., Pitman, N. C., Silva, J. N., and Martínez, R. V.: Increasing biomass in Amazonian forest plots, Philos. T. Roy. Soc. B, 359, 353–365, 2004a. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Baker, T. R., Phillips, O. L., Malhi, Y., Almeida, S., Arroyo, L., Di Fiore, A., Killeen, T., Laurance, S. G., Laurance, W. F., Lewis, S. L., Lloyd, J., Monteagudo, A., Neill, D. A., Patiño, S., Pitman, N. C. A., Silva, N., and Vásquez Martínez, R.: Variation in wood density determines spatial patterns in Amazonian forest biomass, Global Change Biol., 10, 545–562, 2004b. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Betts, R. A., Cox, P. M., Collins, M., Harris, P. P., Huntingford, C., Jones, and C. D.: The role of ecosystem-atmosphere interactions in simulated Amazonian precipitation decrease and forest dieback under global climate warming, Theor. Appl. Climatol., 78, 137–158, 2004. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Bins, L. S. E., Bins, G. J., and Fonseca, L. M. G.: Um método de classificação não supervisionada por regiões, Simpósio Brasileiro de Computação Gráfica e Processamento de Imagens, Recife, Brazil, 1, 65–68, 1993. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Câmara, G., Souza, R. C. M., Freitas, U. M., and Garrido, J.: SPRING: Integrating remote sensing and GIS by object-oriented data modelling, Comput. Graph., 20, 395–403, 1996. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Chambers, J. Q., Santos, J., Ribeiro, R. J., and Higuchi, N.: Tree damage, allometric relationships, and above-ground net primary production in central Amazon forest, Forest Ecol. Manag., 152, 73–84, 2001. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Chave, J., Condit, R., Aguilar, S., Hernandez, A., Lao, S., and Perez, R.: Error propagation and scaling for tropical forest biomass estimates, Philos. T. Roy. Soc. B, 359, 409–420 2004. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Chave, J., Andalo, C., Brown, S., Cairns, M. A., Chambers, J. Q., Eamus, D., Fölster, H., Fromard, F., Higuchi, N., Kira, T., Lescure, J.-P., Nelson, B. W., Ogawa, H., Puig, H., Riéra, B., and Yamakura, T.: Tree allometry and improved estimation of carbon stocks and balance in tropical forest, Oecologia, 145, 87–99, 2005. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Clark, D. A., Brown, S., Kicklighter, D. W., Chambers, J. Q., Thomlinson, J. R., Ni, J., and Holland, E. A.: Net primary production in tropical forests: An evaluation and synthesis of existing field data, Ecol. Appl., 11, 371–384, 2001. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Clinebell II, R. R., Phillips, O. L., Gentry, A. H., Stark, N., and Zuuring, H.: Prediction of neotropical tree and liana species richness from soil and climatic data, Biodivers. Conserv., 4, 56–90, 1995. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Condit, R., Pitman, N., Leigh Jr., E. G., Chave, J., Terborgh, J., Foster, R. B., Nunez, P., Aguilar, S., Valencia, R., Villa, G., Muller-Landau, H. C., Losos, E., and Hubbell, S. P.: Beta-diversity in tropical forest trees, Science, 295, 666–669, doi:10.1126/science.1066854, 2002. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> de Grandi, G. F., Mayaux, P., Malingreau, J. P., Rosenqvist, A., Saatchi, S., and Simard, M.: New perspectives on global ecosystems from wide-area radar mosaics: Flooded forest mapping in the tropics, Int. J. Remote Sens., 21, 1235–1249, 2000. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Duque, A., Cavelier, J., and Posada, A.: Strategies of tree occupation at a local scale in terra firme forests in the Colombian Amazon, Biotropica, 35, 20–27, 2003. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Fitzgerald, R. W. and Lees, B. G.: Assessing the classification accuracy of multisource remote sensing data, Remote Sens. Environ., 47, 362–368, 1994. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Foody, G. M. and Hill, R. A.: Classification of tropical forest classes from Landsat TM data, Int. J. Remote Sens., 17, 2353–2367, 1996. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Franklin, J. and Woodcock, C. E.: Multiscale vegetation data for the mountains of Southern California: spatial and categorical resolution, Scale in Remote Sensing and GIS, edited by: Goodchild, D. A. Q. and Goodchild, M. F., CRC/Lewis 141–168, 1997. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Gentry, A. H.: Tree species richness of upper Amazonian forests, P. Natl. Acad. Sci.-Biol., 85, 156–159, 1988. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Hess, L., Melack, J. M., Novo, E., Barbosa, C. C. F., and Gastil, M.: Dual-season mapping of wetland inundation and vegetation for the central Amazon basin, Remote Sens. Environ., 87, 404–428, 2003. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Higuchi, N., dos Santos, J., Ribeiro, R. J., Minette, L., and Biot, Y.: Biomassa da parte aérea da vegetação da floresta tropical \&apos;umida de terra-firme da Amazônia Brasileira, Acta Amazonica, 28, 153–166, 1998. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Hill, R. A.: Image segmentation for humid tropical forest classification in Landsat TM data, Int. J. Remote Sens., 20, 1039–1044, 1999. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Houghton, R. A., Lawrence, K. T., Hackler, J. L., and Brown, S.: The spatial distribution of forest biomass in the Brazilian Amazon: A comparison of estimates, Global Change Biol., 7, 731–746, 2001. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Huston, M.: Soil nutrients and tree species richness in Costa Rican forests, J. Biogeogr., 7, 147–157, 1980. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Kai, L. and Muller, J. P.: Segmenting satellite imagery: A region growing scheme, Digest – International Geoscience and Remote Sensing Symposium (IGARSS), 1075–1078, 1991. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Laurance, W. F., Laurance, S. G., Ferreira, L. V., Rankin-de Merona, J. M. Gascon, C., and Lovejoy, T. E.: Biomass collapse in Amazonian forest fragments, Science, 278, 1117–1118, 1997. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Laurance, W. F., Ferreira, L. V., Rankin-de Merona, J. M., and Laurance, S. G.: Rain forest fragmentation and the dynamics of Amazonian tree communities, Ecology, 79, 2032–2040, 1998. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Lewis, S. L., Phillips, O. L., Baker, T. R., Lloyd, J., Malhi, Y., Almeida, S., Higuchi, N., Laurance, W. F., Neill, D., Silva, N., Terborgh, J., Torres Lezama, A., Vásquez, M. R., Brown, S., Chave, J., Kuebler, C., N\&apos;uñez, V. P., and Vinceti, B.: Concerted changes in tropical forest structure and dynamics: evidence from 50 South American long-term plots, Philos. T. Roy. Soc. B, 359, 421–436, 2004. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Malhi, Y., Phillips, O. L., Baker, T., Almeida, S., Fredericksen, T., Grace, J., Higuchi, N., Killeen, T., Laurance, W. F., Leano, C., Lloyd, J., Meir, P., Monteagudo, A., Neill, D., Nunez, P. V., Panfil, S. N., Pitman, N., Rudas, A., Salomao, R., Saleska, S., Silva, N., Silveira, M., Sombroek, W. G., Valencia, R., Vieira, I., and Vinceti, B.: An international network to understand the biomass and dynamics of Amazonian forests (RAINFOR), J. Veg. Sci., 13, 439–450, 2002. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Malhi, Y., Baker, T. R., Phillips, O., Almeida, S., Alvarez, E., Arroyo, L., Chave, J., Czimczik, C., Di Fiore, A., Higuchi, N., Killeen, T., Laurance, S. G., Laurance, W. F., Lewis, S. L., Mercado, L. M., Monteagudo, A., Neill, D. A., Pitman, N. C. A., Quesada, C. A., Silva, J. N. M., Vásquez Martínez, R., Terborgh, J., Vinceti, B., and Lloyd, J.: The above-ground wood productivity and net primary productivity of 100 Neotropical forests, Global Change Biol., 10, 563–591, 2004. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Malhi, Y., Wood, D., Baker, T. R., Wright, J., and Phillips, O.: regional variation of above-ground live biomass in old-growth Amazonian forests, Global Change Biol., 12, 1–32, 2006. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Malhi, Y., Roberts, J. T., Betts, R. A., Killeen, T. J., Li, W., and Nobre, C. A.: Climate change, deforestation and the fate of the Amazon, Science, 319, 5860, 169–172, 2008. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Marengo, J. A.: Characteristics and spatio-temporal variability of the Amazon River Basin Water Budget, Clim. Dynam., 24, 11–22, 2005. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Muller-Landau, H. C.: Interspecific and inter-site variation in wood specific gravity of tropical trees, Biotropica, 36, 20–32, 2004. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Nebel, G., Kvist, L. P., Vanclay, J. K., and Vidaurre, H.: Forest dynamics in flood plain forests in the Peruvian Amazon: effects of disturbance and implications for management, Forest Ecol. Manag., 150, 79–92, 2001. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Nepstad, D. C., Verssimo, A., Alencar, A., Nobre, C., Lima, E., Lefebvre, P., Schlesinger, P., Potter, C., Moutinho, P., Mendoza, E., Cochrane, M., and Brooks, V.: Large-scale impoverishment of Amazonian forests by logging and fire, Nature, 398, 505–508, 1999. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Patiño, S., Lloyd, J., Paiva, R., Quesada, C. A., Baker, T. R., Santos, A. J. B., Mercado, L. M., Malhi, Y., Phillips, O. L., Aguilar, A., Alvarez, E., Arroyo, L., Bonal, D., Costa, A. C. L., Czimczik, C. I., Gallo, J., Herrera, R., Higuchi, N., Horna, V., Hoyos, E. J., Jimenez, E. M., Killeen, T., Leal, E., Luizão, F., Meir, P., Monteagudo, A., Neill, D., Núñez-Vargas, P., Palomino, W., Peacock, J., Peña-Cruz, A., Peñuela, M. C., Pitman, N., Priante Filho, N., Prieto, A., Panfil, S. N., Rudas, A., Salomão, R., Silva, N., Silveira, M., Soares de Almeida, S., Torres-Lezama, A., Turriago, J. D., Vásquez-Mart\&apos;inez, R., Schwarz, M., Sota, A., Schmerler, J., Vieira, I., Villanueva, B., and Vitzthum, P.: Branch xylem density variations across Amazonia, Biogeosciences Discuss., 5, 2003–2047, 2008. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Peacock, J., Baker, T. R., Lewis, S. L., Lopez-Gonzalez, G., and Phillips, O. L.: The RAINFOR plot database: monitoring forest biomass and dynamics, J. Veg. Sci., 18, 542–553, 2007. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Phillips, O. L., Hall P., Gentry A. H., Sawyer A. S., and Vasquez R.: Dynamics and species richness of tropical rain forests, P. Natl. Acad. Sci. USA, 91, 2805–2809, 1994. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Phillips, O. L., Malhi, Y., Higuchi, N., Laurance, W. F., Nuñez Vargas P., Vásquez Martinez, R., Laurance, S. G., Ferriera, L. V., Stern, M., Brown, S., and Grace, J.: Changes in the carbon balance of tropical forest: evidence from long-term plots, Science, 282, 439–442, 1998. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Phillips, O. L., Malhi, Y., Vinceti, B., Baker, T., Lewis, S. L., Higuchi, N., Laurance, W. F., N\&apos;uñez, V. P., Vásquez, M. R., Laurance, S. G., Ferreira, L. V., Stern, M., Brown, S., and Grace, J.: Changes in growth of tropical forests: evaluating potential biases, Ecol. Appl., 12, 576–587, 2002. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Phillips, O. L., N\&apos;uñez Vargas, P., Monteagudo, A. L., Peña Cruz, A., Chuspe Zans, M.-E., Sánchez, W. G., Yli-Halla, M., and Rose, S.: Habitat association among Amazonian tree species: a landscape-scale approach, J. Ecol., 91, 757–775, 2003. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Phillips, O., Baker, T. R., Arroyo, L., Higuchi, N., Killeen, T., Laurance, W. F., Lewis, S. L., Lloyd, J., Malhi, Y., Monteagudo, A., Neill, D., N\&apos;uñez Vargas, P., Silva, N., Terborgh, J., Vásquez Martínez, R., Alexiades, M., Almeida, S., Brown, S., Chave, J., Comiskey, J. A., Czimczik, C. I., Di Fiore, A., Erwin, T., Kuebler, C., Laurance, S. G., Nascimento, H. E. M., Palacios, W., Patiño, S., Pitman, N., Olivier, J., Quesada, C. A., Saldias, M., Torres Lezama, A., and Vinceti, B.: Pattern and process in Amazon tree turnover, 1976–2001, Philos. T. Roy. Soc. B, 359, 381–407, 2004. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Phillips, O. L., Aragão, L., Fisher, J. B., Lewis, S. L., Lloyd, J., López-González, G., Malhi, Y,. Monteagudo, A., Peacock, J., Quesada, C., van der Heijden, G., Almeida, S., Amaral, I., Arroyo, L., Aymard, G., Baker, T. R., Banki, O. S., Blanc, L., Bonal, D., Brando, P., Chave, J., de Oliveira, A. C., Dávila Cardozo, N., Espejo, J., Feldpausch, T., Aparecida Freitas, M., Higuchi, N., Jiménez, E., Meir, P., Mendoza B. C., Morel, A., Neill, D., Nepstad, D., Patiño, S., Peñuela, M. C., Prieto, A., Ram\&apos;irez, F., Schwarz, M., Silveira, M., Sota, A., ter Steege, H., Stropp, J., Vásquez, R., Zelazowski, P., Alvarez Dávila, E., Andelman, S., Erwin, T., di Fiore, A., Chao, K.-J., Honorio, E., Keeling, H., Killeen, T., Laurance, W., Nascimento, H., Peña Cruz, A., Pitman, N., Núñez Vargas, P., Ram\&apos;irez, H., Rudas, A., Salamão, R., Silva, N., Terborgh, J., and Torres, A.: Drought sensitivity of the Amazon rainforest, Science, accepted, 2009. </mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple"> Quesada, C. A., Lloyd, J., Anderson, L. O., Schwarz, M., and Czimczik, C. I.: Soils of Amazonia with particular reference to the RAINFOR sites, in review, 2009. </mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple"> Quesada, C. A., Lloyd, J., Schwarz, M., Baker, T. R., Phillips, O. L., Patiño, S., Czimczik, C. I., Hodnett, M., Herrera, R., Arneth, A., Lloyd, G., Malhi, Y., Dezzeo, N., Luizão, F. J., Santos, A. J. B., Schmerler, J., Arroyo, L., Silveira, M., Priante Filho, N., Jiménez, E. M., Paiva, R., Vieira, I., Neill, D. A., Silva, N. M., Peñuela, M. C., Monteagudo, A., Vásquez, R., Prieto, A., Rudas, A., Almeida, S., Higuchi, N., Lezama, A. T., López-González, G., Peacock, J., Fyllas, N. M., Alvarez Dávila, E., Erwin, T., di Fiore, A., Chao, K.-J., Honorio, E. N., Killeen, T. J., Peña Cruz, A., Pitman, N. C. A., N\&apos;uñez, P., Salomão, R., Terborgh, J., and Ramírez, H.: Regional and large-scale patterns in Amazon forest structure and function are mediated by variations in soil physical and chemical properties, Biogeoscience Discuss., accepted, 2009. </mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple"> Richards, J. A.: Remote Sensing Digital Analysis: An lntroduction, Springer Verlag, New York, USA, 133–154, 1993. </mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple"> Rodriguez-Yi, J. L., Shimabukuro, Y. E., and Rudorff, B. F. T.: Image segmentation for classification of vegetation using NOAA AVHRR data, Int. J. Remote Sens., 21, 167–172, 2000. </mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple"> Salo, J., Kalliola, R., Hakkinen, I., Makinen, Y., Niemela, P., Puhakka, M., and Colley, P. D.: River dynamics and the diversity of Amazon lowland forest, Nature, 322, 254–258, 1986. </mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple"> Salovaara, K. J., Cárdenas, G. G., and Tuomisto, H.: Forest classification in an Amazonian rainforest landscape using pteridophytes as indicator species, Ecography, 27, 689–700, 2004. </mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple"> Salovaara, K. J., Thessler, S., Malik, R. N., and Tuomisto, H.: Classification of Amazonian primary rain forest vegetation using Landsat ETM+ satellite imagery, Remote Sens. Environ., 97, 39–51, 2005. </mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple"> Shlien, S. and Smith, A.: A rapid method to generate spectral theme classification of Landsat imagery, Remote Sens. Environ., 4, 67–77, 1975. </mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple"> Stehman, S. V.: Estimating standard errors of accuracy assessment statistics under cluster sampling, Remote Sens. Environ., 60, 258–269, 1997. </mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple"> Swaine, M. D. and Becker, P.: Woody-life form composition and association on rainfall and soil fertility gradients in Ghana, Plant Ecol., 145, 167–173, 1999. </mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple"> Telles, E. D. C., de Camargo, P. B., Martinelli, L. A., Trumbore, S. E., da Costa, E. S., Santos, J., Higuchi, N., and Oliveira, R. C.: Influence of soil texture on carbon dynamics and storage potential in tropical forest soils of Amazonia, Global Biogeochem. Cy., 17, 1–9, 2003. </mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple"> ter Steege, H., Sabatier, S., Castellanos, H., van Andel, T., Duivenvoorden, J., de Oliveira, A. A., Ek, R. C., Lilwah, R., Maas, P. J. M., and Mori, S. A.: An analysis of Amazonian floristic composition, including those of the Guiana Shield, J. Trop. Ecol., 16, 801–828, 2000. </mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple"> ter Steege, H., Pitman, N. C. A., Phillips, O. L., Chave, J., Sabatier, D., Duque, A., Molino, J.-F., Prévost, M.-F., Spichiger, R., Castellanos, H., von Hildebrand, P., and Vásquez, R.: Continental-scale patterns of canopy tree composition and function across Amazonia, Nature, 443, 444–447, 2006. </mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple"> Tuomisto, H. and Ruokolainen, K.: Distribution of Pteridophyta and Melastomataceae along an edaphic gradient in an Amazonian rain forest, J. Veg. Sci., 5, 25–34, 1994. </mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple"> Tuomisto, H., Ruokolainen, K., and Yli-Halla, M.: Dispersal, environment, and floristic variation of western Amazonian forests, Science, 299, 241–244, doi:10.1126/science.1078037, 2003. </mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple"> Worbes, M.: The forest ecosystem of the floodplains, The Central Amazon Floodplain, edited by: Junk, W. J., Springer, Berlin, Germany, 223–266, 1997. </mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple"> Wright, S. J.: Seasonal drought, soil fertility and the species density of tropical forest plant communities, Trends Ecol. Evol., 7, 260–263, 1992. </mixed-citation>
</ref>
<ref id="ref65">
<label>65</label><mixed-citation publication-type="other" xlink:type="simple"> Zonneveld, I.: The land unit: a fundamental concept on Landscape ecology, Landscape Ecol., 3, 67–89, 1989. </mixed-citation>
</ref>
</ref-list>
</back>
</article>