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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-2026-4735</article-id>
<title-group>
<article-title>From in situ to remote sensing: a framework for quantifying boundary-condition sensitivity in soil organic carbon models across diverse European sites</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zhou</surname>
<given-names>Yue</given-names>
<ext-link>https://orcid.org/0000-0002-0099-4098</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>Andrenelli</surname>
<given-names>Maria Costanza</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>Beauclaire</surname>
<given-names>Quentin</given-names>
<ext-link>https://orcid.org/0000-0001-8334-5570</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>Ben-Dor</surname>
<given-names>Eyal</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bergante</surname>
<given-names>Sara</given-names>
<ext-link>https://orcid.org/0000-0002-1311-3325</ext-link>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bravo-García</surname>
<given-names>Javier</given-names>
<ext-link>https://orcid.org/0000-0001-6305-4346</ext-link>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>de la Fuente Blanco</surname>
<given-names>David</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>Gholizadeh</surname>
<given-names>Asa</given-names>
<ext-link>https://orcid.org/0000-0003-4419-5463</ext-link>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Čejka</surname>
<given-names>David</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>Chabrillat</surname>
<given-names>Sabine</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Heinesch</surname>
<given-names>Bernard</given-names>
<ext-link>https://orcid.org/0000-0001-7594-6341</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>Hernandez Mateo</surname>
<given-names>Laura</given-names>
<ext-link>https://orcid.org/0000-0002-1827-9623</ext-link>
</name>
<xref ref-type="aff" rid="aff16">
<sup>16</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kuehl</surname>
<given-names>Kevin</given-names>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Longdoz</surname>
<given-names>Bernard</given-names>
<ext-link>https://orcid.org/0000-0002-7737-8226</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>Lozano Fondón</surname>
<given-names>Carlos</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>Maca</surname>
<given-names>Petr</given-names>
<ext-link>https://orcid.org/0000-0002-4972-3993</ext-link>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Milewski</surname>
<given-names>Robert</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>Monaco</surname>
<given-names>Stefano</given-names>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Palantza</surname>
<given-names>Dimitra</given-names>
<ext-link>https://orcid.org/0009-0008-2924-6035</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>Palazzi</surname>
<given-names>Francesco</given-names>
<ext-link>https://orcid.org/0000-0003-4196-0190</ext-link>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Fantappiè</surname>
<given-names>Maria</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>Farina</surname>
<given-names>Roberta</given-names>
<ext-link>https://orcid.org/0000-0003-4378-0484</ext-link>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sabetizadeh</surname>
<given-names>Marmar</given-names>
<ext-link>https://orcid.org/0000-0002-9706-2368</ext-link>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sanchez</surname>
<given-names>Benjamin</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>Santín</surname>
<given-names>Inés</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>Shepherd</surname>
<given-names>Jonti Evan</given-names>
<ext-link>https://orcid.org/0000-0002-8494-4177</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>Torres</surname>
<given-names>Judit</given-names>
</name>
<xref ref-type="aff" rid="aff16">
<sup>16</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gómez-Giménez</surname>
<given-names>Marta</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>van Wesemael</surname>
<given-names>Bas</given-names>
<ext-link>https://orcid.org/0000-0003-4007-0241</ext-link>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Guenet</surname>
<given-names>Bertrand</given-names>
<ext-link>https://orcid.org/0000-0002-4311-8645</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Laboratoire de Géologie, École Normale Supérieure (ENS), CNRS, Paris, France</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Research Centre for Agriculture and Environment, Consiglio per la Ricerca in Agricoltura e l’Analisi dell’Economia Agraria (CREA-AA), via di Lanciola 12/A, Cascine del Riccio, Florence, Italy</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Evenor-Tech, Seville, Spain</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kamycka 129, Prague, 16500, Czech Republic</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Remote Sensing &amp; Geospatial Analytics, GMV, Isaac Newton 11, 28760, Tres Cantos, Spain</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>BIODYNE Biosystems Dynamics and Exchanges, TERRA Teaching and Research Center, Gembloux Agro-Bio Tech, University of Liege, Liege, Belgium</addr-line>
</aff>
<aff id="aff7">
<label>7</label>
<addr-line>National Centre for Agricultural and Food Research and Technology, INIA-CSIC, Ctra. La Coruña km 7.5. 28040, Madrid, Spain</addr-line>
</aff>
<aff id="aff8">
<label>8</label>
<addr-line>GFZ Helmholtz-Zentrum für Geoforschung, Potsdam, Germany</addr-line>
</aff>
<aff id="aff9">
<label>9</label>
<addr-line>Aristotle University of Thessaloniki, Greece, Lab of Remote Sensing Spectroscopy and GIS, School of Agriculture</addr-line>
</aff>
<aff id="aff10">
<label>10</label>
<addr-line>Earth and Life Institute, Université catholique de Louvain (UCLouvain), Louvain-la-Neuve, Belgium</addr-line>
</aff>
<aff id="aff11">
<label>11</label>
<addr-line>The Remote Sensing Laboratory, Department of Geophysics, Faculty of Exact Sciences, Tel Aviv University, Tel Aviv-Yafo, Israel</addr-line>
</aff>
<aff id="aff12">
<label>12</label>
<addr-line>Institute of Soil Science, Leibniz University Hannover, Hannover, Germany</addr-line>
</aff>
<aff id="aff13">
<label>13</label>
<addr-line>Research Centre for Forestry and Wood, Consiglio per la Ricerca in Agricoltura e l’Analisi dell’Economia Agraria (CREA-FL), Arezzo, Italy</addr-line>
</aff>
<aff id="aff14">
<label>14</label>
<addr-line>Research Centre for Engineering and Agro-Food Processing, Consiglio per la Ricerca in Agricoltura e l’Analisi dell’Economia Agraria (CREA-IT), Strada delle Cacce 73, 10135 Turin, Italy</addr-line>
</aff>
<aff id="aff15">
<label>15</label>
<addr-line>German Aerospace Center (DLR), Earth Observation Center (EOC), Weßling, Germany</addr-line>
</aff>
<aff id="aff16">
<label>16</label>
<addr-line>Institute of Forest Science (ICIFOR), INIA-CSIC, Ctra. La Coruña km 7.5. 28040, Madrid, Spain</addr-line>
</aff>
<pub-date pub-type="epub">
<day>09</day>
<month>09</month>
<year>2026</year>
</pub-date>
<volume>2026</volume>
<fpage>1</fpage>
<lpage>40</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2026 Yue Zhou 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-2026-4735/">This article is available from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-4735/</self-uri>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2026/egusphere-2026-4735/egusphere-2026-4735.pdf">The full text article is available as a PDF file from https://egusphere.copernicus.org/preprints/2026/egusphere-2026-4735/egusphere-2026-4735.pdf</self-uri>
<abstract>
<p>Process-based soil organic carbon (SOC) models are widely used for carbon accounting and assessments. For applications beyond experimental sites, remote sensing&amp;ndash;derived inputs are often used to complement or replace in situ boundary conditions. This substitution introduces additional sensitivity that has rarely been explicitly quantified. Here, we propose a general framework to quantify boundary-condition sensitivity in SOC modelling, distinguishing between dynamic sensitivity, which reflects deviations in the temporal trajectory of SOC stocks, and endpoint sensitivity, which captures differences in estimated SOC changes over defined reporting periods. Sensitivity is quantified by comparing substitution simulations, in which boundary conditions are replaced one by one with remote sensing&amp;ndash;derived spatial datasets, against a baseline simulation driven by in situ observations. The framework is applied to 16 long-term experimental sites across Europe, covering diverse land-use types and environmental conditions.&lt;/p&gt;
&lt;p&gt;Boundary-condition substitution affected both SOC trajectories and endpoint estimates, although the magnitude and form of these effects varied among inputs. Initial SOC, vegetation-derived carbon inputs, and climate data were the dominant drivers of dynamic sensitivity. Fixed endpoint sensitivity was generally small relative to measured SOC changes, supporting the use of remote sensing&amp;ndash;derived spatial datasets as scalable boundary-condition proxies for SOC modelling. Rolling endpoint sensitivity further revealed that SOC change assessments depend not only on SOC dynamics but also on the selected reporting window. Short reporting periods were more affected by short-term variability, whereas longer periods were more susceptible to accumulated deviations. A reporting window of approximately 15&amp;ndash;30 years provided a practical balance between these effects.&lt;/p&gt;
&lt;p&gt;Overall, the framework enables a systematic quantification of sensitivity arising from boundary-condition substitution, enabling evaluation of both trajectory and reporting robustness. These findings highlight the importance of jointly considering critical boundary conditions and reporting-window design when applying remote sensing&amp;ndash;driven SOC modelling for regional carbon accounting.</p>
</abstract>
<counts><page-count count="40"/></counts>
<funding-group>
<award-group id="gs1">
<funding-source>HORIZON EUROPE Framework Programme</funding-source>
<award-id>101112754</award-id>
</award-group>
</funding-group>
</article-meta>
</front>
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<back>
</back>
</article>