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<div id="pf1" class="pf w0 h0" data-page-no="1"><div class="pc pc1 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="https://static.pudn.com/prod/directory_preview_static/62882ea916e0ca7141f08d12/bg1.jpg"><div class="t m0 x1 h2 y1 ff1 fs0 fc0 sc0 ls0 ws0">387</div><div class="t m0 x2 h3 y2 ff2 fs1 fc1 sc0 ls0 ws0">www.metla.fi/silvafennica · ISSN 0037-5330</div><div class="t m0 x3 h3 y3 ff2 fs1 fc1 sc0 ls0 ws0">The Finnish Society of Forest Science · The Finnish Forest Research Institute</div><div class="c x4 y4 w2 h4"><div class="t m0 x5 h5 y5 ff3 fs2 fc0 sc0 ls0 ws0">-<span class="_ _0"></span><span class="fs3"><span class="_ _1"></span><span class="_ _2"></span>6<span class="_ _3"></span><span class="_ _1"></span>Ê<span class="_ _1"></span><span class="fs2"><span class="_ _0"></span><span class="fs3"><span class="_ _1"></span> <span class="_ _1"></span> <span class="_ _1"></span><span class="_ _1"></span><span class="_ _1"></span></span></span></span></div></div><div class="t m0 x6 h6 y6 ff2 fs4 fc0 sc0 ls0 ws0">Silva Fennica 42(3) <span class="fc1">research articles</span></div><div class="t m0 x7 h7 y7 ff4 fs5 fc0 sc0 ls0 ws0">A Global F<span class="_ _4"></span>or<span class="_ _4"></span>est Gro<span class="_ _4"></span>wing Stock, Biomass </div><div class="t m0 x7 h7 y8 ff4 fs5 fc0 sc0 ls0 ws0">and Carbon Map Based on F<span class="_ _2"></span>A<span class="_ _4"></span>O Statistics</div><div class="t m0 x7 h8 y9 ff2 fs6 fc0 sc0 ls0 ws0">Georg E. Kindermann, Ian McCallum, Steffen Fritz and Michael Obersteiner</div><div class="t m0 x7 h9 ya ff5 fs1 fc0 sc0 ls0 ws0">Kindermann, <span class="_ _5"></span>G.E., <span class="_ _5"></span>McCallum, <span class="_ _5"></span>I., <span class="_ _5"></span>Fritz, <span class="_ _5"></span>S. <span class="_ _5"></span>& <span class="_ _5"></span>Obersteiner<span class="_ _4"></span>, <span class="_ _5"></span>M.<span class="ff1"> <span class="_ _5"></span>2008. <span class="_ _5"></span>A <span class="_ _5"></span>global <span class="_ _5"></span>forest <span class="_ _5"></span>growing stock, </span></div><div class="t m0 x7 ha yb ff1 fs1 fc0 sc0 ls0 ws0">biomass and carbon map based on F<span class="_ _4"></span>A<span class="_ _4"></span>O statistics. Silv<span class="_ _4"></span>a Fennica 42(3): 387–396.</div><div class="t m0 x7 ha yc ff1 fs1 fc0 sc0 ls0 ws0">Currently<span class="_ _4"></span>, <span class="_ _5"></span>information <span class="_ _5"></span>on <span class="_ _5"></span>forest <span class="_ _6"></span>biomass <span class="_ _5"></span>is <span class="_ _5"></span>available <span class="_ _5"></span>from <span class="_ _5"></span>a <span class="_ _5"></span>mixture <span class="_ _5"></span>of <span class="_ _6"></span>sources, <span class="_ _5"></span>including </div><div class="t m0 x7 ha yd ff1 fs1 fc0 sc0 ls0 ws0">in-s<span class="_ _4"></span>itu <span class="_ _4"></span>me<span class="_ _4"></span>asureme<span class="_ _4"></span>nts, <span class="_ _4"></span>n<span class="_ _4"></span>ational<span class="_ _4"></span> <span class="_ _4"></span>fores<span class="_ _4"></span>t <span class="_ _4"></span>in<span class="_ _4"></span>ve<span class="_ _4"></span>ntorie<span class="_ _4"></span>s, <span class="_ _4"></span>admi<span class="_ _4"></span>nistra<span class="_ _4"></span>tiv<span class="_ _4"></span>e-le<span class="_ _4"></span>ve<span class="_ _4"></span>l <span class="_ _4"></span>stati<span class="_ _4"></span>stics,<span class="_ _4"></span> <span class="_ _4"></span>model<span class="_ _4"></span> <span class="_ _4"></span>output<span class="_ _4"></span>s </div><div class="t m0 x7 ha ye ff1 fs1 fc0 sc0 ls0 ws0">and re<span class="_ _4"></span>gional satellite products. <span class="_ _4"></span>These data tend <span class="_ _4"></span>to be re<span class="_ _4"></span>gional or national, <span class="_ _4"></span>based on dif<span class="_ _4"></span>ferent </div><div class="t m0 x7 ha yf ff1 fs1 fc0 sc0 ls0 ws0">methodologies and not <span class="_ _4"></span>easily accessible. One of <span class="_ _4"></span>the few <span class="_ _4"></span>maps av<span class="_ _4"></span>ailable is the <span class="_ _4"></span><span class="fc2 sc0">Global </span><span class="fc2 sc0">F</span><span class="fc2 sc0">orest </span></div><div class="t m0 x7 ha y10 ff1 fs1 fc0 sc0 ls0 ws0"><span class="fc2 sc0">Resources </span><span class="_ _6"></span><span class="fc2 sc0">Assessment </span><span class="_ _7"> </span><span class="fc2 sc0">(FRA)</span> <span class="_ _6"></span>produced <span class="_ _7"> </span>by <span class="_ _6"></span>the <span class="_ _7"> </span>Food <span class="_ _6"></span>and <span class="_ _6"></span>Agriculture <span class="_ _7"> </span>Organization <span class="_ _6"></span>of <span class="_ _6"></span>the </div><div class="t m0 x7 ha y11 ff1 fs1 fc0 sc0 ls0 ws0">United Nations (F<span class="_ _4"></span>A<span class="_ _4"></span>O 2005) which contains aggregated <span class="fc2 sc0">country-le</span><span class="_ _4"></span><span class="fc2 sc0">v</span><span class="fc2 sc0">el </span><span class="fc2 sc0">information </span><span class="fc2 sc0">about </span><span class="fc2 sc0">the </span></div><div class="t m0 x7 ha y12 ff1 fs1 fc0 sc0 ls0 ws0"><span class="fc2 sc0">g</span><span class="fc2 sc0">r</span><span class="fc2 sc0">o</span><span class="_ _4"></span><span class="fc2 sc0">w</span><span class="fc2 sc0">i</span><span class="fc2 sc0">n</span><span class="_ _4"></span><span class="fc2 sc0">g</span><span class="fc2 sc0"> </span><span class="_ _4"></span><span class="fc2 sc0">s</span><span class="fc2 sc0">t</span><span class="fc2 sc0">o</span><span class="fc2 sc0">c</span><span class="_ _4"></span><span class="fc2 sc0">k</span><span class="fc2 sc0">,</span><span class="fc2 sc0"> </span><span class="_ _4"></span><span class="fc2 sc0">b</span><span class="fc2 sc0">i</span><span class="fc2 sc0">o</span><span class="_ _4"></span><span class="fc2 sc0">m</span><span class="fc2 sc0">a</span><span class="fc2 sc0">s</span><span class="fc2 sc0">s</span><span class="fc2 sc0"> </span><span class="_ _4"></span><span class="fc2 sc0">a</span><span class="_ _4"></span><span class="fc2 sc0">n</span><span class="fc2 sc0">d</span><span class="fc2 sc0"> </span><span class="_ _4"></span><span class="fc2 sc0">c</span><span class="fc2 sc0">a</span><span class="_ _4"></span><span class="fc2 sc0">r</span><span class="fc2 sc0">b</span><span class="fc2 sc0">o</span><span class="fc2 sc0">n</span><span class="fc2 sc0"> </span><span class="_ _4"></span><span class="fc2 sc0">s</span><span class="_ _4"></span><span class="fc2 sc0">t</span><span class="fc2 sc0">o</span><span class="fc2 sc0">c</span><span class="fc2 sc0">k</span><span class="fc2 sc0"> </span><span class="_ _4"></span><span class="fc2 sc0">i</span><span class="_ _4"></span><span class="fc2 sc0">n</span><span class="fc2 sc0"> </span><span class="_ _4"></span><span class="fc2 sc0">f</span><span class="fc2 sc0">o</span><span class="fc2 sc0">r</span><span class="fc2 sc0">e</span><span class="_ _4"></span><span class="fc2 sc0">s</span><span class="fc2 sc0">t</span><span class="fc2 sc0">s</span><span class="fc2 sc0"> </span><span class="_ _4"></span><span class="fc2 sc0">f</span><span class="_ _4"></span><span class="fc2 sc0">o</span><span class="fc2 sc0">r</span><span class="fc2 sc0"> </span><span class="_ _4"></span><span class="fc2 sc0">2</span><span class="fc2 sc0">2</span><span class="fc2 sc0">9</span><span class="_ _4"></span><span class="fc2 sc0"> </span><span class="_ _4"></span><span class="fc2 sc0">c</span><span class="fc2 sc0">o</span><span class="fc2 sc0">u</span><span class="fc2 sc0">n</span><span class="fc2 sc0">t</span><span class="_ _4"></span><span class="fc2 sc0">r</span><span class="fc2 sc0">i</span><span class="fc2 sc0">e</span><span class="fc2 sc0">s</span><span class="fc2 sc0"> </span><span class="_ _4"></span><span class="fc2 sc0">a</span><span class="_ _4"></span><span class="fc2 sc0">n</span><span class="fc2 sc0">d</span><span class="fc2 sc0"> </span><span class="_ _4"></span><span class="fc2 sc0">t</span><span class="fc2 sc0">e</span><span class="_ _4"></span><span class="fc2 sc0">r</span><span class="fc2 sc0">r</span><span class="fc2 sc0">i</span><span class="fc2 sc0">t</span><span class="fc2 sc0">o</span><span class="fc2 sc0">r</span><span class="_ _4"></span><span class="fc2 sc0">i</span><span class="fc2 sc0">e</span><span class="fc2 sc0">s</span>. <span class="_ _4"></span>T<span class="_ _4"></span>his <span class="_ _4"></span>p<span class="_ _4"></span>aper </div><div class="t m0 x7 ha y13 ff1 fs1 fc0 sc0 ls0 ws0">presents a <span class="_ _5"></span>technique to <span class="_ _5"></span>downscale the aggregated results <span class="_ _5"></span>of the <span class="_ _5"></span>FRA2005 <span class="_ _5"></span>from the <span class="_ _5"></span>country </div><div class="t m0 x7 ha y14 ff1 fs1 fc0 sc0 ls0 ws0">lev<span class="_ _4"></span>el <span class="_ _6"></span>to <span class="_ _5"></span>a <span class="_ _6"></span>half <span class="_ _5"></span>degree <span class="_ _5"></span>global <span class="_ _6"></span>spatial <span class="_ _5"></span>dataset <span class="_ _6"></span>containing <span class="_ _6"></span>forest <span class="_ _5"></span>growing <span class="_ _5"></span>stock; <span class="_ _6"></span>abov<span class="_ _4"></span>e/below-</div><div class="t m0 x7 ha y15 ff1 fs1 fc0 sc0 ls0 ws0">ground <span class="_ _4"></span>biomass, <span class="_ _4"></span>dead <span class="_ _4"></span>w<span class="_ _4"></span>ood <span class="_ _4"></span>and <span class="_ _4"></span>total <span class="_ _4"></span>forest <span class="_ _4"></span>biomass; <span class="_ _4"></span>and <span class="_ _4"></span>abo<span class="_ _4"></span>ve-ground, <span class="_ _4"></span>belo<span class="_ _4"></span>w-ground, <span class="_ _4"></span>dead </div><div class="t m0 x7 ha y16 ff1 fs1 fc0 sc0 ls0 ws0">woo<span class="_ _4"></span>d, <span class="_ _4"></span>litter<span class="_ _4"></span> <span class="_ _4"></span>and <span class="_ _4"></span>soil<span class="_ _4"></span> <span class="_ _4"></span>carbon.<span class="_ _4"></span> <span class="_ _4"></span>In <span class="_ _4"></span>all <span class="_ _4"></span>c<span class="_ _4"></span>ases, <span class="_ _4"></span>the<span class="_ _4"></span> <span class="_ _4"></span>number <span class="_ _4"></span>o<span class="_ _4"></span>f <span class="_ _4"></span>countr<span class="_ _4"></span>ies <span class="_ _4"></span>pro<span class="_ _4"></span>viding <span class="_ _4"></span>d<span class="_ _4"></span>ata <span class="_ _4"></span>is <span class="_ _4"></span>in<span class="_ _4"></span>complete<span class="_ _4"></span>. </div><div class="t m0 x7 ha y17 ff1 fs1 fc0 sc0 ls0 ws0">For<span class="_ _4"></span> <span class="_ _4"></span>those <span class="_ _4"></span>cou<span class="_ _4"></span>ntries <span class="_ _4"></span>wi<span class="_ _4"></span>th <span class="_ _4"></span>missing<span class="_ _4"></span> <span class="_ _4"></span>data, <span class="_ _4"></span>v<span class="_ _4"></span>alues <span class="_ _4"></span>w<span class="_ _4"></span>ere <span class="_ _4"></span>estima<span class="_ _4"></span>ted <span class="_ _4"></span>using<span class="_ _4"></span> <span class="_ _4"></span>regres<span class="_ _4"></span>sion <span class="_ _4"></span>equat<span class="_ _4"></span>ions <span class="_ _4"></span>based </div><div class="t m0 x7 ha y18 ff1 fs1 fc0 sc0 ls0 ws0">on <span class="_ _5"></span>a <span class="_ _5"></span>do<span class="_ _4"></span>wnscaling <span class="_ _5"></span>model. <span class="_ _5"></span><span class="fc2 sc0">The </span><span class="_ _5"></span><span class="fc2 sc0">do</span><span class="_ _4"></span><span class="fc2 sc0">wnscaling </span><span class="_ _5"></span><span class="fc2 sc0">method </span><span class="_ _5"></span>is <span class="_ _5"></span>deriv<span class="_ _4"></span>ed <span class="_ _5"></span>using <span class="_ _5"></span>a <span class="_ _5"></span>relationship <span class="_ _5"></span>between </div><div class="t m0 x7 ha y19 ff1 fs1 fc0 sc0 ls0 ws0">net <span class="_ _7"></span>primary <span class="_ _6"></span>productivity <span class="_ _6"></span>(NPP) <span class="_ _7"> </span>and <span class="_ _7"> </span>biomass <span class="_ _7"></span>and <span class="_ _6"></span>the <span class="_ _7"> </span>relationship <span class="_ _7"></span>between <span class="_ _6"></span>human <span class="_ _7"> </span>impact </div><div class="t m0 x7 ha y1a ff1 fs1 fc0 sc0 ls0 ws0">and biomass assuming a decrease <span class="_ _4"></span>in biomass with an increased le<span class="_ _4"></span>vel of human acti<span class="_ _4"></span>vity<span class="_ _4"></span>. The </div><div class="t m0 x7 ha y1b ff1 fs1 fc0 sc0 ls0 ws0">resul<span class="_ _4"></span>ts, <span class="_ _4"></span>prese<span class="_ _4"></span>nted <span class="_ _4"></span>her<span class="_ _4"></span>e, <span class="_ _4"></span>repres<span class="_ _4"></span>ent <span class="_ _4"></span>one <span class="_ _4"></span>o<span class="_ _4"></span>f <span class="_ _4"></span>the <span class="_ _4"></span>fir<span class="_ _4"></span>st <span class="_ _4"></span>attemp<span class="_ _4"></span>ts <span class="_ _4"></span>to <span class="_ _4"></span>pro<span class="_ _4"></span>duce <span class="_ _4"></span>a <span class="_ _4"></span>co<span class="_ _4"></span>nsistent<span class="_ _4"></span> <span class="_ _4"></span>global <span class="_ _4"></span>s<span class="_ _4"></span>patial </div><div class="t m0 x7 ha y1c ff1 fs1 fc0 sc0 ls0 ws0">database <span class="_ _4"></span>at <span class="_ _4"></span>half <span class="_ _4"></span>degree <span class="_ _4"></span>resolution <span class="_ _4"></span>containing <span class="_ _4"></span>forest <span class="_ _4"></span>growing <span class="_ _4"></span>stock, <span class="_ _4"></span>biomass <span class="_ _4"></span>and <span class="_ _4"></span>carbon <span class="_ _4"></span>stock </div><div class="t m0 x7 ha y1d ff1 fs1 fc0 sc0 ls0 ws0">values. <span class="_ _4"></span>All <span class="_ _4"></span>results <span class="_ _4"></span>from <span class="_ _4"></span>the <span class="_ _4"></span>methodology <span class="_ _4"></span>described <span class="_ _4"></span>in <span class="_ _4"></span>this <span class="_ _4"></span>paper <span class="_ _4"></span>are <span class="_ _4"></span>a<span class="_ _4"></span>vailable <span class="_ _4"></span>online <span class="_ _4"></span>at <span class="_ _4"></span>www<span class="_ _4"></span>.</div><div class="t m0 x7 ha y1e ff1 fs1 fc0 sc0 ls0 ws0">iiasa.ac.at/Research/FOR/.</div><div class="t m0 x7 h9 y1f ff5 fs1 fc0 sc0 ls0 ws0">Keywords<span class="ff1"> biomass map, downscaling, re<span class="_ _4"></span>gression analysis</span></div><div class="t m0 x7 h9 y20 ff5 fs1 fc0 sc0 ls0 ws0">Addresses<span class="ff1"> International Institute for Applied Systems Analysis, Laxenb<span class="_ _4"></span>urg, Austria</span></div><div class="t m0 x7 h9 y21 ff5 fs1 fc0 sc0 ls0 ws0">E-mail<span class="ff1"> kinder(at)iiasa.ac.at</span></div><div class="t m0 x7 h9 y22 ff5 fs1 fc0 sc0 ls0 ws0">Received<span class="ff1"> 6 March 2007 </span>Revised<span class="ff1"> 28 January 2008 </span>Accepted<span class="ff1"> 30 January 2008</span></div><div class="t m0 x7 h9 y23 ff5 fs1 fc0 sc0 ls0 ws0">A<span class="_ _4"></span>vailable at<span class="ff1"> http://www<span class="_ _4"></span>.metla.fi/silvafennica/full/sf42/sf423387.pdf</span></div></div><div class="pi" data-data='{"ctm":[1.910421,0.000000,0.000000,1.910421,-43.322989,-43.322989]}'></div></div>
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<div id="pf2" class="pf w0 h0" data-page-no="2"><div class="pc pc2 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="https://static.pudn.com/prod/directory_preview_static/62882ea916e0ca7141f08d12/bg2.jpg"><div class="c x0 y24 w3 h0"><div class="t m0 x8 h2 y1 ff1 fs0 fc0 sc0 ls0 ws0">388</div><div class="t m0 x8 h3 y25 ff2 fs1 fc0 sc0 ls0 ws0">Silva Fennica 42(3), 2008 <span class="_ _8"> </span>research articles</div></div><div class="t m0 x8 hb y26 ff4 fs7 fc0 sc0 ls0 ws0">1 Intr<span class="_ _4"></span>oduction</div><div class="t m0 x8 h2 y27 ff1 fs0 fc0 sc0 ls0 ws0">Biomass <span class="_ _4"></span>(the quantity <span class="_ _4"></span>of li<span class="_ _4"></span>ving plant <span class="_ _4"></span>material) is </div><div class="t m0 x8 h2 y28 ff1 fs0 fc0 sc0 ls0 ws0">most<span class="_ _4"></span> <span class="_ _4"></span>ab<span class="_ _4"></span>undant <span class="_ _9"></span>in <span class="_ _9"></span>fores<span class="_ _4"></span>ts. <span class="_ _9"></span>Tr<span class="_ _4"></span>opical <span class="_ _9"></span>fore<span class="_ _4"></span>sts <span class="_ _9"></span>account </div><div class="t m0 x8 h2 y29 ff1 fs0 fc0 sc0 ls0 ws0">for 50% of Earth’<span class="_ _4"></span>s total <span class="_ _5"></span>plant biomass, although </div><div class="t m0 x8 h2 y2a ff1 fs0 fc0 sc0 ls0 ws0">they <span class="_ _4"></span>occur <span class="_ _4"></span>on only <span class="_ _4"></span>13% <span class="_ _4"></span>of the <span class="_ _9"></span>ice-free land <span class="_ _4"></span>area; </div><div class="t m0 x8 h2 y2b ff1 fs0 fc0 sc0 ls0 ws0">other <span class="_"> </span>forests <span class="_ _a"> </span>contribute <span class="_ _a"> </span>an <span class="_"> </span>additional <span class="_ _a"> </span>30% <span class="_"> </span>of </div><div class="t m0 x8 h2 y2c ff1 fs0 fc0 sc0 ls0 ws0">global <span class="_ _b"> </span>biomass <span class="_ _b"> </span>(Chapin <span class="_ _b"> </span>et <span class="_ _b"> </span>al. <span class="_ _b"> </span>2002). <span class="_ _b"> </span>Kno<span class="_ _4"></span>wing </div><div class="t m0 x8 h2 y2d ff1 fs0 fc0 sc0 ls0 ws0">the <span class="_ _9"></span>spatia<span class="_ _4"></span>l <span class="_ _4"></span>distr<span class="_ _4"></span>ibut<span class="_ _4"></span>ion <span class="_ _9"></span>of <span class="_ _4"></span>fores<span class="_ _4"></span>t <span class="_ _4"></span>bioma<span class="_ _4"></span>ss <span class="_ _4"></span>is <span class="_ _9"></span>impor<span class="_ _4"></span>-</div><div class="t m0 x8 h2 y2e ff1 fs0 fc0 sc0 ls0 ws0">tant for many reasons, including: <span class="_ _4"></span>calculating the </div><div class="t m0 x8 h2 y2f ff1 fs0 fc0 sc0 ls0 ws0">sources <span class="_ _4"></span>and sinks <span class="_ _4"></span>of carbon <span class="_ _4"></span>that <span class="_ _4"></span>result from <span class="_ _4"></span>con-</div><div class="t m0 x8 h2 y30 ff1 fs0 fc0 sc0 ls0 ws0">verting a <span class="_ _5"></span>forest to <span class="_ _5"></span>cleared <span class="_ _5"></span>land (and <span class="_ _5"></span>vice <span class="_ _5"></span>versa); </div><div class="t m0 x8 h2 y31 ff1 fs0 fc0 sc0 ls0 ws0">and <span class="_ _b"> </span>to <span class="_ _b"> </span>enable <span class="_ _b"> </span>measurement <span class="_ _b"> </span>of <span class="_ _b"> </span>change <span class="_ _c"> </span>through </div><div class="t m0 x8 h2 y32 ff1 fs0 fc0 sc0 ls0 ws0">time <span class="_ _9"></span>(Houghton <span class="_ _4"></span>2005). <span class="_ _9"></span>W<span class="_ _4"></span>ith <span class="_ _4"></span>respect <span class="_ _9"></span>to <span class="_ _4"></span>the <span class="_ _4"></span>K<span class="_ _4"></span>yoto </div><div class="t m0 x8 h2 ya ff1 fs0 fc0 sc0 ls0 ws0">Protocol <span class="_ _b"> </span>and <span class="_ _b"> </span>potential <span class="_ _c"> </span>follo<span class="_ _4"></span>w <span class="_ _c"> </span>up <span class="_ _b"> </span>protocols <span class="_ _b"> </span>not </div><div class="t m0 x8 h2 yb ff1 fs0 fc0 sc0 ls0 ws0">only <span class="_ _c"> </span>information <span class="_ _c"> </span>on <span class="_ _c"> </span>the <span class="_ _c"> </span>spatial <span class="_ _d"> </span>distribution <span class="_ _b"> </span>of </div><div class="t m0 x8 h2 y33 ff1 fs0 fc0 sc0 ls0 ws0">forests <span class="_ _b"> </span>is <span class="_ _b"> </span>essential, <span class="_ _b"> </span>but <span class="_ _b"> </span>also <span class="_ _b"> </span>its <span class="_ _b"> </span>associated <span class="_ _b"> </span>bio-</div><div class="t m0 x8 h2 yc ff1 fs0 fc0 sc0 ls0 ws0">mass<span class="_ _4"></span>. <span class="_ _4"></span>Fo<span class="_ _4"></span>r <span class="_ _4"></span>ex<span class="_ _4"></span>ample,<span class="_ _4"></span> <span class="_ _4"></span>fores<span class="_ _4"></span>t <span class="_ _4"></span>biom<span class="_ _4"></span>ass <span class="_ _9"></span>may <span class="_ _9"></span>be <span class="_ _4"></span>alte<span class="_ _4"></span>red </div><div class="t m0 x8 h2 yd ff1 fs0 fc0 sc0 ls0 ws0">without <span class="_ _4"></span>a change <span class="_ _4"></span>in forest <span class="_ _4"></span>area. <span class="_ _4"></span>Many <span class="_ _4"></span>factors act </div><div class="t m0 x8 h2 ye ff1 fs0 fc0 sc0 ls0 ws0">to alter forest biomass, including <span class="_ _4"></span>selective <span class="_ _4"></span>wood </div><div class="t m0 x8 h2 yf ff1 fs0 fc0 sc0 ls0 ws0">harvest, <span class="_ _4"></span>forest <span class="_ _4"></span>fragmentation, ground <span class="_ _4"></span>fires, <span class="_ _4"></span>shift-</div><div class="t m0 x8 h2 y10 ff1 fs0 fc0 sc0 ls0 ws0">ing <span class="_ _4"></span>culti<span class="_ _4"></span>vation, <span class="_ _9"></span>browsi<span class="_ _4"></span>ng, <span class="_ _4"></span>grazing <span class="_ _4"></span>and <span class="_ _4"></span>accumula-</div><div class="t m0 x8 h2 y11 ff1 fs0 fc0 sc0 ls0 ws0">tions <span class="_ _6"></span>of <span class="_ _6"></span>biomass <span class="_ _6"></span>in <span class="_ _7"></span>gro<span class="_ _4"></span>wing <span class="_ _6"></span>and <span class="_ _7"></span>recov<span class="_ _4"></span>ering <span class="_ _6"></span>(or </div><div class="t m0 x8 h2 y12 ff1 fs0 fc0 sc0 ls0 ws0">secondary) forests (Houghton 2005).</div><div class="t m0 x9 h2 y13 ff1 fs0 fc0 sc0 ls0 ws0">Currently<span class="_ _9"></span>, <span class="_"> </span>information <span class="_"> </span>on <span class="_"> </span>forest <span class="_"> </span>biomass <span class="_"> </span>is </div><div class="t m0 x8 h2 y14 ff1 fs0 fc0 sc0 ls0 ws0">av<span class="_ _4"></span>ailable <span class="_ _4"></span>only from <span class="_ _4"></span>a <span class="_ _4"></span>mixture <span class="_ _4"></span>of sources, <span class="_ _4"></span>includ-</div><div class="t m0 x8 h2 y15 ff1 fs0 fc0 sc0 ls0 ws0">ing <span class="_ _9"></span>in-sit<span class="_ _4"></span>u <span class="_ _4"></span>measu<span class="_ _4"></span>rements<span class="_ _4"></span>, <span class="_ _4"></span>natio<span class="_ _4"></span>nal <span class="_ _4"></span>for<span class="_ _4"></span>est <span class="_ _4"></span>in<span class="_ _9"></span>vento<span class="_ _4"></span>-</div><div class="t m0 x8 h2 y16 ff1 fs0 fc0 sc0 ls0 ws0">ries,<span class="_ _4"></span> <span class="_ _4"></span>adminis<span class="_ _4"></span>trati<span class="_ _4"></span>ve-l<span class="_ _4"></span>ev<span class="_ _4"></span>el <span class="_ _4"></span>stat<span class="_ _4"></span>istics, <span class="_ _9"></span>model <span class="_ _9"></span>outpu<span class="_ _4"></span>ts </div><div class="t m0 x8 h2 y17 ff1 fs0 fc0 sc0 ls0 ws0">and <span class="_ _7"></span>biomass <span class="_ _7"> </span>distribution <span class="_ _7"></span>deri<span class="_ _4"></span>ved <span class="_ _7"> </span>from <span class="_ _7"> </span>regional </div><div class="t m0 x8 h2 y18 ff1 fs0 fc0 sc0 ls0 ws0">satellite products. These data tend <span class="_ _4"></span>to be regional </div><div class="t m0 x8 h2 y19 ff1 fs0 fc0 sc0 ls0 ws0">or <span class="_ _9"></span>national,<span class="_ _4"></span> <span class="_ _4"></span>based <span class="_ _9"></span>on <span class="_ _9"></span>diffe<span class="_ _4"></span>rent <span class="_ _4"></span>meth<span class="_ _4"></span>odologies<span class="_ _4"></span> <span class="_ _4"></span>and </div><div class="t m0 x8 h2 y1a ff1 fs0 fc0 sc0 ls0 ws0">the<span class="_ _4"></span>y <span class="_ _9"></span>are <span class="_ _9"></span>not <span class="_ _9"></span>easily<span class="_ _4"></span> <span class="_ _4"></span>acce<span class="_ _4"></span>ssible<span class="_ _4"></span>. <span class="_ _4"></span>Alt<span class="_ _4"></span>hough <span class="_ _9"></span>prop<span class="_ _4"></span>osals </div><div class="t m0 x8 h2 y1b ff1 fs0 fc0 sc0 ls0 ws0">ha<span class="_ _4"></span>ve <span class="_ _9"></span>been <span class="_ _9"></span>made <span class="_ _4"></span>for <span class="_ _9"></span>the <span class="_ _9"></span>use <span class="_ _4"></span>of <span class="_ _9"></span>satelli<span class="_ _4"></span>tes <span class="_ _4"></span>to <span class="_ _9"></span>address </div><div class="t m0 x8 h2 y1c ff1 fs0 fc0 sc0 ls0 ws0">the lack of data (Hese et al. 2005), there <span class="_ _4"></span>are cur-</div><div class="t m0 x8 h2 y1d ff1 fs0 fc0 sc0 ls0 ws0">rently fe<span class="_ _4"></span>w <span class="_ _4"></span>global spatial <span class="_ _4"></span>forest biomass <span class="_ _4"></span>products </div><div class="t m0 x8 h2 y1e ff1 fs0 fc0 sc0 ls0 ws0">av<span class="_ _4"></span>ailable <span class="_ _7"></span>for <span class="_ _6"></span>the <span class="_ _7"> </span>earth <span class="_ _7"> </span>science <span class="_ _7"></span>community<span class="_ _9"></span>. <span class="_ _7"> </span>The </div><div class="t m0 x8 h2 y34 ff1 fs0 fc0 sc0 ls0 ws0">scarcity <span class="_ _b"> </span>of <span class="_ _c"> </span>those <span class="_ _b"> </span>maps <span class="_ _c"> </span>reflects <span class="_ _b"> </span>the <span class="_ _c"> </span>diffculty <span class="_ _b"> </span>to </div><div class="t m0 x8 h2 y1f ff1 fs0 fc0 sc0 ls0 ws0">deri<span class="_ _4"></span>ve <span class="_ _4"></span>such <span class="_ _4"></span>maps. <span class="_ _4"></span>On <span class="_ _4"></span>a <span class="_ _4"></span>regional <span class="_ _9"></span>level <span class="_ _9"></span>attempts <span class="_ _4"></span>to </div><div class="t m0 x8 h2 y20 ff1 fs0 fc0 sc0 ls0 ws0">use satellite <span class="_ _5"></span>data for the <span class="_ _5"></span>extrapolation of ground </div><div class="t m0 x8 h2 y21 ff1 fs0 fc0 sc0 ls0 ws0">measurements hav<span class="_ _4"></span>e been made (Laporte 2006).</div><div class="t m0 x9 h2 y22 ff1 fs0 fc0 sc0 ls0 ws0">The<span class="_ _4"></span> <span class="_ _4"></span>curr<span class="_ _4"></span>ently<span class="_ _4"></span> <span class="_ _4"></span>a<span class="_ _4"></span>vai<span class="_ _4"></span>lable<span class="_ _4"></span> <span class="_ _4"></span>map<span class="_ _4"></span>s <span class="_ _4"></span>on <span class="_ _9"></span>glo<span class="_ _4"></span>bal <span class="_ _9"></span>bioma<span class="_ _4"></span>ss </div><div class="t m0 x8 h2 y23 ff1 fs0 fc0 sc0 ls0 ws0">distribution are <span class="_ _4"></span>either relatively <span class="_ _4"></span>old and are only </div><div class="t m0 x8 h2 y35 ff1 fs0 fc0 sc0 ls0 ws0">a<span class="_ _4"></span>vai<span class="_ _4"></span>lable <span class="_ _9"></span>in <span class="_ _9"></span>the <span class="_ _9"></span>form <span class="_ _9"></span>of <span class="_ _4"></span>a <span class="_ _9"></span>gener<span class="_ _4"></span>al <span class="_ _4"></span>eco<span class="_ _4"></span>systems<span class="_ _4"></span> <span class="_ _4"></span>map </div><div class="t m0 x8 h2 y36 ff1 fs0 fc0 sc0 ls0 ws0">(Olson et al. <span class="_ _4"></span>2001) or they <span class="_ _4"></span>are outputs of current </div><div class="t m0 x8 h2 y37 ff1 fs0 fc0 sc0 ls0 ws0">global <span class="_ _9"></span>dynamic <span class="_ _4"></span>vegetat<span class="_ _4"></span>ion <span class="_ _4"></span>models <span class="_ _4"></span>which <span class="_ _4"></span>are <span class="_ _9"></span>still </div><div class="t m0 x8 h2 y38 ff1 fs0 fc0 sc0 ls0 ws0">under <span class="_ _9"></span>dev<span class="_ _4"></span>elopment <span class="_ _9"></span>with <span class="_ _4"></span>respect<span class="_ _4"></span> <span class="_ _4"></span>to <span class="_ _4"></span>carbon <span class="_ _9"></span>alloca<span class="_ _4"></span>-</div><div class="t m0 x8 h2 y39 ff1 fs0 fc0 sc0 ls0 ws0">tion <span class="_ _6"></span>and <span class="_ _6"></span>will <span class="_ _6"></span>need <span class="_ _6"></span>to <span class="_ _6"></span>be <span class="_ _6"></span>improv<span class="_ _4"></span>ed <span class="_ _6"></span>(Kucharik <span class="_ _6"></span>et </div><div class="t m0 x8 h2 y3a ff1 fs0 fc0 sc0 ls0 ws0">al. <span class="_ _7"></span>2006). <span class="_ _6"></span>Moreover<span class="_ _4"></span>, <span class="_ _7"></span>these <span class="_ _6"></span>maps <span class="_ _7"> </span>tend <span class="_ _7"></span>to <span class="_ _7"></span>reflect </div><div class="t m0 x8 h2 y3b ff1 fs0 fc0 sc0 ls0 ws0">the <span class="_ _c"> </span>long <span class="_ _d"> </span>term <span class="_ _c"> </span>potential, <span class="_ _d"> </span>but <span class="_ _c"> </span>do <span class="_ _c"> </span>not <span class="_ _d"> </span>reflect <span class="_ _c"> </span>the </div><div class="t m0 xa h2 y3c ff1 fs0 fc0 sc0 ls0 ws0">current <span class="_ _b"> </span>status <span class="_ _b"> </span>of <span class="_ _b"> </span>human <span class="_ _b"> </span>induced <span class="_ _b"> </span>acti<span class="_ _4"></span>vities <span class="_ _b"> </span>(Hu </div><div class="t m0 xa h2 y3d ff1 fs0 fc0 sc0 ls0 ws0">et <span class="_ _6"></span>al. <span class="_ _7"> </span>1996). <span class="_ _7"></span>Even <span class="_ _6"></span>though <span class="_ _7"></span>these <span class="_ _6"></span>models <span class="_ _7"> </span>are <span class="_ _7"></span>not </div><div class="t m0 xa h2 y3e ff1 fs0 fc0 sc0 ls0 ws0">cali<span class="_ _4"></span>brated<span class="_ _4"></span> <span class="_ _4"></span>in <span class="_ _9"></span>terms <span class="_ _9"></span>of <span class="_ _9"></span>bioma<span class="_ _4"></span>ss <span class="_ _9"></span>itself,<span class="_ _4"></span> <span class="_ _4"></span>these<span class="_ _4"></span> <span class="_ _4"></span>mode<span class="_ _4"></span>ls </div><div class="t m0 xa h2 y3f ff1 fs0 fc0 sc0 ls0 ws0">are <span class="_ _9"></span>alre<span class="_ _4"></span>ady <span class="_ _9"></span>in <span class="_ _4"></span>use <span class="_ _9"></span>to <span class="_ _9"></span>deri<span class="_ _4"></span>ve<span class="_ _4"></span> <span class="_ _4"></span>these<span class="_ _4"></span> <span class="_ _4"></span>highl<span class="_ _4"></span>y <span class="_ _4"></span>impo<span class="_ _4"></span>rtant </div><div class="t m0 xa h2 y40 ff1 fs0 fc0 sc0 ls0 ws0">figu<span class="_ _4"></span>res<span class="_ _4"></span> <span class="_ _4"></span>on <span class="_ _9"></span>gl<span class="_ _4"></span>obal<span class="_ _4"></span> <span class="_ _4"></span>bio<span class="_ _4"></span>mas<span class="_ _4"></span>s <span class="_ _4"></span>em<span class="_ _4"></span>issi<span class="_ _4"></span>ons <span class="_ _1"></span>(Hoel<span class="_ _4"></span>zem<span class="_ _4"></span>ann </div><div class="t m0 xa h2 y41 ff1 fs0 fc0 sc0 ls0 ws0">et al. 2004).</div><div class="t m0 xb h2 y42 ff1 fs0 fc0 sc0 ls0 ws0">Another map which <span class="_ _4"></span>provides a<span class="_ _4"></span>verage biomass </div><div class="t m0 xa h2 y43 ff1 fs0 fc0 sc0 ls0 ws0">values per <span class="_ _5"></span>country <span class="_ _5"></span>is <span class="_ _5"></span>the <span class="_ _5"></span>database <span class="_ _5"></span>of <span class="_ _5"></span>the <span class="_ _5"></span>Global </div><div class="t m0 xa h2 y44 ff1 fs0 fc0 sc0 ls0 ws0">Forest <span class="_ _b"> </span>Resources <span class="_ _c"> </span>Assessment <span class="_ _b"> </span>(FRA) <span class="_ _c"> </span>produced </div><div class="t m0 xa h2 y45 ff1 fs0 fc0 sc0 ls0 ws0">by the F<span class="_ _4"></span>ood and Agriculture Organization <span class="_ _4"></span>of the </div><div class="t m0 xa h2 y46 ff1 fs0 fc0 sc0 ls0 ws0">Uni<span class="_ _4"></span>ted <span class="_ _9"></span>Natio<span class="_ _4"></span>ns <span class="_ _9"></span>(F<span class="_ _9"></span>A<span class="_ _9"></span>O <span class="_ _4"></span>200<span class="_ _4"></span>5). <span class="_ _9"></span>This <span class="_ _9"></span>dat<span class="_ _4"></span>aset <span class="_ _9"></span>cont<span class="_ _4"></span>ains </div><div class="t m0 xa h2 y47 ff1 fs0 fc0 sc0 ls0 ws0">aggregated <span class="_ _6"></span>country-level <span class="_ _7"></span>information <span class="_ _7"></span>about <span class="_ _7"> </span>the </div><div class="t m0 xa h2 y48 ff1 fs0 fc0 sc0 ls0 ws0">gro<span class="_ _4"></span>wing <span class="_ _5"></span>stock, biomass and carbon stock in for-</div><div class="t m0 xa h2 y49 ff1 fs0 fc0 sc0 ls0 ws0">ests <span class="_ _6"></span>for <span class="_ _7"> </span>229 <span class="_ _7"></span>countries <span class="_ _7"></span>and <span class="_ _6"></span>territories. <span class="_ _7"></span>Howe<span class="_ _4"></span>ver<span class="_ _4"></span>, </div><div class="t m0 xa h2 y4a ff1 fs0 fc0 sc0 ls0 ws0">for<span class="_ _4"></span> <span class="_ _4"></span>use <span class="_ _9"></span>in <span class="_ _9"></span>spat<span class="_ _4"></span>ially<span class="_ _4"></span> <span class="_ _4"></span>ex<span class="_ _4"></span>plici<span class="_ _4"></span>t <span class="_ _4"></span>an<span class="_ _4"></span>alysis<span class="_ _4"></span> <span class="_ _4"></span>and<span class="_ _4"></span> <span class="_ _4"></span>mode<span class="_ _4"></span>ling, </div><div class="t m0 xa h2 y4b ff1 fs0 fc0 sc0 ls0 ws0">this <span class="_ _c"> </span>information <span class="_ _c"> </span>is <span class="_ _c"> </span>required <span class="_ _d"> </span>at <span class="_ _c"> </span>a <span class="_ _c"> </span>finer <span class="_ _d"> </span>le<span class="_ _4"></span>vel <span class="_ _c"> </span>of </div><div class="t m0 xa h2 y4c ff1 fs0 fc0 sc0 ls0 ws0">detail <span class="_ _9"></span>than <span class="_ _4"></span>country <span class="_ _9"></span>lev<span class="_ _4"></span>el. <span class="_ _4"></span>In <span class="_ _4"></span>addition, <span class="_ _9"></span>many <span class="_ _9"></span>of <span class="_ _4"></span>the </div><div class="t m0 xa h2 y4d ff1 fs0 fc0 sc0 ls0 ws0">countries <span class="_ _4"></span>had dif<span class="_ _4"></span>fculties <span class="_ _4"></span>in <span class="_ _4"></span>providing <span class="_ _4"></span>data, creat-</div><div class="t m0 xa h2 y4e ff1 fs0 fc0 sc0 ls0 ws0">ing gaps which pre<span class="_ _4"></span>vent global analysis.</div><div class="t m0 xb h2 y4f ff1 fs0 fc0 sc0 ls0 ws0">The <span class="_ _b"> </span>growing <span class="_ _b"> </span>stock <span class="_ _b"> </span>in <span class="_ _c"> </span>yield <span class="_ _b"> </span>tables <span class="_ _c"> </span>is <span class="_ _b"> </span>usually </div><div class="t m0 xa h2 y50 ff1 fs0 fc0 sc0 ls0 ws0">determined <span class="_ _6"></span>by <span class="_ _6"></span>age, <span class="_ _6"></span>stocking <span class="_ _6"></span>degree, <span class="_ _6"></span>yield <span class="_ _6"></span>level </div><div class="t m0 xa h2 y51 ff1 fs0 fc0 sc0 ls0 ws0">and <span class="_ _b"> </span>species <span class="_ _b"> </span>(Assmann <span class="_ _b"> </span>1970). <span class="_ _c"> </span>Shvidenko <span class="_ _7"> </span>et <span class="_ _c"> </span>al. </div><div class="t m0 xa h2 y52 ff1 fs0 fc0 sc0 ls0 ws0">(2007) are using <span class="_ _4"></span>NPP to describe <span class="_ _4"></span>the yield le<span class="_ _4"></span>vel. </div><div class="t m0 xa h2 y11 ff1 fs0 fc0 sc0 ls0 ws0">The <span class="_ _5"></span>stocking <span class="_ _6"></span>degree <span class="_ _5"></span>and <span class="_ _5"></span>the <span class="_ _6"></span>rotation <span class="_ _5"></span>period <span class="_ _6"></span>are </div><div class="t m0 xa h2 y12 ff1 fs0 fc0 sc0 ls0 ws0">influenced <span class="_ _4"></span>by <span class="_ _4"></span>human <span class="_ _9"></span>activity<span class="_ _9"></span>. <span class="_ _4"></span>There <span class="_ _4"></span>is <span class="_ _4"></span>a <span class="_ _4"></span>relation-</div><div class="t m0 xa h2 y13 ff1 fs0 fc0 sc0 ls0 ws0">ship <span class="_ _d"> </span>between <span class="_ _d"> </span>NPP <span class="_ _d"> </span>and <span class="_ _d"> </span>biomass <span class="_ _d"> </span>and <span class="_ _d"> </span>addition-</div><div class="t m0 xa h2 y53 ff1 fs0 fc0 sc0 ls0 ws0">ally <span class="_ _5"></span>a <span class="_ _6"></span>relationship <span class="_ _5"></span>between <span class="_ _6"></span>biomass <span class="_ _6"></span>and <span class="_ _5"></span>human </div><div class="t m0 xa h2 y54 ff1 fs0 fc0 sc0 ls0 ws0">impact <span class="_ _9"></span>(K<span class="_ _4"></span>eeling <span class="_ _9"></span>and <span class="_ _4"></span>Philli<span class="_ _4"></span>ps <span class="_ _4"></span>2007). <span class="_ _9"></span>By <span class="_ _9"></span>using <span class="_ _4"></span>this </div><div class="t m0 xa h2 y55 ff1 fs0 fc0 sc0 ls0 ws0">relationship <span class="_ _5"></span>a <span class="_ _6"></span>simple <span class="_ _6"></span>but <span class="_ _5"></span>plausible <span class="_ _6"></span>do<span class="_ _4"></span>wnscaling </div><div class="t m0 xa h2 y56 ff1 fs0 fc0 sc0 ls0 ws0">model <span class="_ _4"></span>is <span class="_ _4"></span>de<span class="_ _4"></span>veloped. <span class="_ _4"></span>Such <span class="_ _9"></span>an <span class="_ _4"></span>approach <span class="_ _4"></span>is <span class="_ _4"></span>feasible </div><div class="t m0 xa h2 y57 ff1 fs0 fc0 sc0 ls0 ws0">sin<span class="_ _4"></span>ce <span class="_ _9"></span>both <span class="_ _9"></span>NPP<span class="_ _4"></span> <span class="_ _4"></span>as <span class="_ _9"></span>wel<span class="_ _4"></span>l <span class="_ _4"></span>as<span class="_ _4"></span> <span class="_ _4"></span>hum<span class="_ _4"></span>an <span class="_ _9"></span>impac<span class="_ _4"></span>t <span class="_ _4"></span>ar<span class="_ _4"></span>e <span class="_ _4"></span>a<span class="_ _4"></span>v<span class="_ _4"></span>ail-</div><div class="t m0 xa h2 y58 ff1 fs0 fc0 sc0 ls0 ws0">able at least on a half degree resolution.</div><div class="t m0 xb h2 y59 ff1 fs0 fc0 sc0 ls0 ws0">The <span class="_ _c"> </span>technique <span class="_ _c"> </span>described <span class="_ _c"> </span>here <span class="_ _c"> </span>illustrates <span class="_ _d"> </span>one </div><div class="t m0 xa h2 y5a ff1 fs0 fc0 sc0 ls0 ws0">plausible <span class="_"> </span>way <span class="_"> </span>of <span class="_"> </span>downscaling <span class="_"> </span>the <span class="_"> </span>aggregated </div><div class="t m0 xa h2 y5b ff1 fs0 fc0 sc0 ls0 ws0">results <span class="_ _7"></span>of <span class="_ _7"> </span>the <span class="_ _b"> </span>FRA2005 <span class="_ _7"></span>from <span class="_ _7"> </span>the <span class="_ _b"> </span>country <span class="_ _7"></span>lev<span class="_ _4"></span>el </div><div class="t m0 xa h2 y5c ff1 fs0 fc0 sc0 ls0 ws0">to <span class="_ _b"> </span>a <span class="_ _b"> </span>half <span class="_ _b"> </span>degree <span class="_ _7"> </span>global <span class="_ _b"> </span>spatial <span class="_ _b"> </span>dataset <span class="_ _b"> </span>contain-</div><div class="t m0 xa h2 y1e ff1 fs0 fc0 sc0 ls0 ws0">ing <span class="_ _5"></span>forest <span class="_ _5"></span>growing <span class="_ _5"></span>stock; <span class="_ _5"></span>above-ground, <span class="_ _5"></span>below-</div><div class="t m0 xa h2 y34 ff1 fs0 fc0 sc0 ls0 ws0">ground, dead <span class="_ _4"></span>wood <span class="_ _4"></span>and total <span class="_ _4"></span>forest biomass; <span class="_ _4"></span>and </div><div class="t m0 xa h2 y1f ff1 fs0 fc0 sc0 ls0 ws0">abov<span class="_ _4"></span>eground, <span class="_ _d"> </span>below-ground, <span class="_ _c"> </span>dead <span class="_ _d"> </span>wood, <span class="_ _d"> </span>litter </div><div class="t m0 xa h2 y20 ff1 fs0 fc0 sc0 ls0 ws0">and soil carbon.</div></div><div class="pi" data-data='{"ctm":[1.910421,0.000000,0.000000,1.910421,-43.322989,-43.322989]}'></div></div>