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<front>
<journal-meta>
<journal-id journal-id-type="publisher">EGUsphere</journal-id>
<journal-title-group>
<journal-title>EGUsphere</journal-title>
<abbrev-journal-title abbrev-type="publisher">EGUsphere</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">EGUsphere</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub"></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/egusphere-2026-3689</article-id>
<title-group>
<article-title>JULES-Palm: Explicit representation of oil palm plantations in a land surface model for estimating land-use change carbon emissions in Indonesia</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Brasika</surname>
<given-names>Ida Bagus Mandhara</given-names>
<ext-link>https://orcid.org/0000-0003-2804-7700</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Friedlingstein</surname>
<given-names>Pierre</given-names>
<ext-link>https://orcid.org/0000-0003-3309-4739</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sitch</surname>
<given-names>Stephen</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>O'Sullivan</surname>
<given-names>Michael</given-names>
<ext-link>https://orcid.org/0000-0002-6278-3392</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Duran-Rojas</surname>
<given-names>Maria Carolina</given-names>
<ext-link>https://orcid.org/0000-0001-9762-1273</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Littleton</surname>
<given-names>Emma W.</given-names>
<ext-link>https://orcid.org/0000-0001-5576-5498</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Marthews</surname>
<given-names>Toby R.</given-names>
<ext-link>https://orcid.org/0000-0003-3727-6468</ext-link>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hill</surname>
<given-names>Timothy</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>Li</surname>
<given-names>Wei</given-names>
<ext-link>https://orcid.org/0000-0003-2543-2558</ext-link>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Xu</surname>
<given-names>Yidi</given-names>
<ext-link>https://orcid.org/0000-0003-1528-4256</ext-link>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zhou</surname>
<given-names>Jiaxin</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>Luo</surname>
<given-names>Xiangzhong</given-names>
<ext-link>https://orcid.org/0000-0002-9546-0960</ext-link>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zhao</surname>
<given-names>Ruiying</given-names>
<ext-link>https://orcid.org/0000-0002-9549-7181</ext-link>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Fan</surname>
<given-names>Yuanchao</given-names>
<ext-link>https://orcid.org/0000-0002-3462-1820</ext-link>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sukmara</surname>
<given-names>Dedy</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>Manurung</surname>
<given-names>Timer</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>Kondo</surname>
<given-names>Masayuki</given-names>
<ext-link>https://orcid.org/0000-0001-5466-4847</ext-link>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Knohl</surname>
<given-names>Alexander</given-names>
<ext-link>https://orcid.org/0000-0002-7615-8870</ext-link>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jaajpera</surname>
<given-names>Tejaswini</given-names>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Safitri</surname>
<given-names>Lisma</given-names>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Department of Mathematics &amp; Statistics, Faculty of Environment, Science &amp; Economics, University of Exeter, Exeter, United  Kingdom</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Department of Marine Science. Faculty of Marine Science &amp; Fisheries, University of Udayana, Bali, Indonesia</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Laboratoire de Météorologie Dynamique, Institut Pierre-Simon Laplace, CNRS, École Normale Supérieure, Université PSL,  Sorbonne Université, École Polytechnique, Paris, France</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Department of Geography, Faculty of Environment, Science &amp; Economics, University of Exeter, Exeter, United Kingdom</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>UK Centre for Ecology and Hydrology, Wallingford, United Kingdom</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Department of Earth System Science, Tsinghua University, Beijing, China</addr-line>
</aff>
<aff id="aff7">
<label>7</label>
<addr-line>Laboratoire des Sciences du Climat et de l’Environnement, LSCE/IPSL, CEA-CNRS-UVSQ, Université Paris Saclay, France</addr-line>
</aff>
<aff id="aff8">
<label>8</label>
<addr-line>Department of Geography, National University of Singapore, Singapore City, Singapore</addr-line>
</aff>
<aff id="aff9">
<label>9</label>
<addr-line>Institute of Environment and Ecology, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen,  China</addr-line>
</aff>
<aff id="aff10">
<label>10</label>
<addr-line>Auriga Nusantata, Bogor, Jawa Barat, Indonesia</addr-line>
</aff>
<aff id="aff11">
<label>11</label>
<addr-line>The IDEC Institute - Center for Peaceful and Sustainable Futures (CEPEAS), Network for Education and Research on Peace  and Sustainability (NERPS), Seto Inland Sea Carbon Neutral Research Center (S-CNC), Graduate School of Humanities and  Social Sciences International Economic Development Program (IEDP), Graduate School of Innovation and Practice for Smart  Society (SmaSo), Hiroshima University, Higashi-Hiroshima, Japan</addr-line>
</aff>
<aff id="aff12">
<label>12</label>
<addr-line>Bioclimatology, University of Göttingen, Göttingen, Germany</addr-line>
</aff>
<aff id="aff13">
<label>13</label>
<addr-line>Stiper Agricultural University (Instiper Yogyakarta), Yogyakarta, Indonesia</addr-line>
</aff>
<aff id="aff14">
<label>14</label>
<addr-line>School of Earth and Environment, Univeristy of Leeds, Leeds, United Kingdom</addr-line>
</aff>
<pub-date pub-type="epub">
<day>28</day>
<month>07</month>
<year>2026</year>
</pub-date>
<volume>2026</volume>
<fpage>1</fpage>
<lpage>37</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2026 Ida Bagus Mandhara Brasika et al.</copyright-statement>
<copyright-year>2026</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2026/egusphere-2026-3689/">This article is available from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-3689/</self-uri>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2026/egusphere-2026-3689/egusphere-2026-3689.pdf">The full text article is available as a PDF file from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-3689/egusphere-2026-3689.pdf</self-uri>
<abstract>
<p>Expansion of oil palm plantations is a dominant driver of land-use change in equatorial Asia and has contributed substantially to deforestation in Indonesia. Most dynamic global vegetation models (DGVMs), however, still represent oil palm plantations as generic cropland, thereby contributing to uncertainty in carbon emissions from land-use change (ELUC). We develop a new oil palm plant functional type (PFT) using the JULES land surface model, called JULES-Palm. This PFT incorporates oil palm-specific physiological, structural and plantation-management traits, including rotation-based harvest/replanting cycles, and is parameterised from literature-derived values before calibration using eddy covariance (EC) and allometric observations, including leaf area index (LAI), above-ground biomass and canopy height. This calibration improves simulated photosynthesis and the vegetation structure. We then ran JULES-Palm to quantify the contribution of oil palm plantations to Indonesian ELUC, using land-use drivers from the Mapbiomas Indonesia 2.0 land cover maps (2000&amp;ndash;2022). We investigated three scenarios: (i) oil palm represented as a generic crop, (ii) oil palm omitted and treated as natural vegetation and (iii) explicit oil palm PFT. The mean and interannual variability of Indonesian ELUC (without peat emissions) is 0.058 &amp;plusmn; 0.012 PgC yr&lt;sup&gt;-1&lt;/sup&gt; with the oil palm PFT and 0.052 &amp;plusmn; 0.010 PgC yr&lt;sup&gt;-1&lt;/sup&gt; when oil palm is omitted; representing oil palm as a generic cropland gives 0.066 &amp;plusmn; 0.011 PgC yr&lt;sup&gt;-1&lt;/sup&gt;. Cumulatively, the expansion of oil palm plantations by 10.5 Mha since 2000 contributed approximately 0.14 PgC, accounting for 10.3 % of Indonesia&amp;rsquo;s total ELUC including legacy fluxes, but approximately 89 % of land-use change attributable to conversions occurring during 2000&amp;ndash;2022. Representing oil palm as a dedicated PFT reduces the estimated oil-palm-related ELUC relative to the generic-cropland representation by capturing plantation-specific biomass accumulation and carbon turnover. Thus, using a specific PFT for oil palm is preferable to providing a more accurate, process-based representation of plantation carbon dynamics, but treating oil palm as cropland still captures a first-order estimation of ELUC when a dedicated PFT is unavailable.</p>
</abstract>
<counts><page-count count="37"/></counts>
<funding-group>
<award-group id="gs1">
<funding-source>Lembaga Pengelola Dana Pendidikan</funding-source>
<award-id>0003259/ATM/D/ASN 2021</award-id>
</award-group>
</funding-group>
</article-meta>
</front>
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<back>
</back>
</article>