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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">1810-6285</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-2025-2835</article-id>
<title-group>
<article-title>Satellite-derived Ecosystem Functional Types capture ecosystem functional heterogeneity at regional scale</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Cazorla</surname>
<given-names>Beatriz P.</given-names>
<ext-link>https://orcid.org/0000-0003-3583-8391</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>Meijide</surname>
<given-names>Ana</given-names>
<ext-link>https://orcid.org/0000-0001-6680-2186</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>Cabello</surname>
<given-names>Javier</given-names>
<ext-link>https://orcid.org/0000-0002-5123-964X</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>Peñas</surname>
<given-names>Julio</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Vargas</surname>
<given-names>Rodrigo</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>Martínez-López</surname>
<given-names>Javier</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Montagnani</surname>
<given-names>Leonardo</given-names>
<ext-link>https://orcid.org/0000-0003-2957-9071</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>Knohl</surname>
<given-names>Alexander</given-names>
<ext-link>https://orcid.org/0000-0002-7615-8870</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>Siebicke</surname>
<given-names>Lukas</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>Gioli</surname>
<given-names>Benimiano</given-names>
<ext-link>https://orcid.org/0000-0001-7631-2623</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>Dušek</surname>
<given-names>Jiří</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>Šigut</surname>
<given-names>Ladislav</given-names>
<ext-link>https://orcid.org/0000-0003-1951-4100</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>Ibrom</surname>
<given-names>Andreas</given-names>
<ext-link>https://orcid.org/0000-0002-1341-921X</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>Wohlfahrt</surname>
<given-names>Georg</given-names>
<ext-link>https://orcid.org/0000-0003-3080-6702</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>Paul-Limoges</surname>
<given-names>Eugénie</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>Fuchs</surname>
<given-names>Kathrin</given-names>
<ext-link>https://orcid.org/0000-0003-1776-283X</ext-link>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Manco</surname>
<given-names>Antonio</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>Pavelka</surname>
<given-names>Marian</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>Merbold</surname>
<given-names>Lutz</given-names>
<ext-link>https://orcid.org/0000-0003-4974-170X</ext-link>
</name>
<xref ref-type="aff" rid="aff17">
<sup>17</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hörtnagl</surname>
<given-names>Lukas</given-names>
</name>
<xref ref-type="aff" rid="aff18">
<sup>18</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Duce</surname>
<given-names>Pierpaolo</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>Goded</surname>
<given-names>Ignacio</given-names>
<ext-link>https://orcid.org/0000-0002-1912-325X</ext-link>
</name>
<xref ref-type="aff" rid="aff19">
<sup>19</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pilegaard</surname>
<given-names>Kim</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>Alcaraz-Segura</surname>
<given-names>Domingo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Andalusian Center for Global Change – Hermelindo Castro (ENGLOBA), University of Almería, 04120 Almería, Spain</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Interuniversity Institute of Earth System Research in Andalusia (IISTA), 18006 Granada, Spain</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Environment Modeling, Institute of Crop Science and Resource Conservation, University of Bonn, Niebuhrstraße 1a, 53113  Bonn, Germany</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Department of Biology and Geology, University of Almería, 04120 Almería, Spain</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Department of Botany, University of Granada, 18006 Granada, Spain</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Department of Plant and Soil Sciences, University of Delaware, Newark, Delaware, USA</addr-line>
</aff>
<aff id="aff7">
<label>7</label>
<addr-line>Department of Ecology, University of Granada, 18006 Granada, Spain</addr-line>
</aff>
<aff id="aff8">
<label>8</label>
<addr-line>Faculty of Agricultural, Environmental and Food Sciences, Free University of Bolzano, Italy</addr-line>
</aff>
<aff id="aff9">
<label>9</label>
<addr-line>University of Goettingen, Bioclimatology, Büsgenweg 2, 37077 Göttingen, Germany</addr-line>
</aff>
<aff id="aff10">
<label>10</label>
<addr-line>CNR – IBE, Institute of Bioeconomy, Firenze, Italy</addr-line>
</aff>
<aff id="aff11">
<label>11</label>
<addr-line>Department of Matters and Energy Fluxes, Global Change Research Institute CAS, Brno, Czech Republic</addr-line>
</aff>
<aff id="aff12">
<label>12</label>
<addr-line>Department of Resource and Environmental Engineering, Technical University of Denmark, Kongens Lyngby, Denmark</addr-line>
</aff>
<aff id="aff13">
<label>13</label>
<addr-line>Department of Ecology, University of Innsbruck, Innsbruck, Austria</addr-line>
</aff>
<aff id="aff14">
<label>14</label>
<addr-line>Department of Geography, University of Zurich, Switzerland</addr-line>
</aff>
<aff id="aff15">
<label>15</label>
<addr-line>Karlsruhe Institute of Technology, Institute of Meteorology and Climate Research - Atmospheric Environmental Research,  Garmisch-Partenkirchen, Germany</addr-line>
</aff>
<aff id="aff16">
<label>16</label>
<addr-line>Institute for Agriculture and Forestry Systems in the Mediterranean (ISAFoM), National Research Council of Italy, P.le E.  Fermi 1-Loc, Porto del Granatello 1, 80055 Portici, Italy</addr-line>
</aff>
<aff id="aff17">
<label>17</label>
<addr-line>Department of Agroecology and Environment, Reckenholzstrasse 191, 8046 Zurich, Switzerland</addr-line>
</aff>
<aff id="aff18">
<label>18</label>
<addr-line>Department of Environmental System Science, Institute of Agricultural Science, Zurich, Switzerland</addr-line>
</aff>
<aff id="aff19">
<label>19</label>
<addr-line>European Commission, Joint Research Centre, Ispra, Italy</addr-line>
</aff>
<pub-date pub-type="epub">
<day>02</day>
<month>07</month>
<year>2025</year>
</pub-date>
<volume>2025</volume>
<fpage>1</fpage>
<lpage>30</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2025 Beatriz P. Cazorla et al.</copyright-statement>
<copyright-year>2025</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/2025/egusphere-2025-2835/">This article is available from https://egusphere.copernicus.org/preprints/2025/egusphere-2025-2835/</self-uri>
<self-uri xlink:href="https://egusphere.copernicus.org/preprints/2025/egusphere-2025-2835/egusphere-2025-2835.pdf">The full text article is available as a PDF file from https://egusphere.copernicus.org/preprints/2025/egusphere-2025-2835/egusphere-2025-2835.pdf</self-uri>
<abstract>
<p>Assessing ecosystem functioning is crucial for managing and conserving ecosystems and their services. Numerous ways to evaluate ecosystem functioning have been developed, using species traits, such as Plant Functional Types (PFTs), flux measurements with Eddy Covariance (EC) technique, and remote sensing techniques. We propose that the spatial heterogeneity in ecosystem functioning at a regional scale can be assessed and monitored using satellite-derived Ecosystem Functional Types (EFTs): groups of ecosystems or patches of the land surface that share similar dynamics of matter and energy exchanges. We hypothesize that, as observed for PFTs, different EFTs should have distinct patterns and magnitudes of Net Ecosystem Exchange (NEE) of carbon dioxide measured using the EC technique. We derived EFTs based on the 2001&amp;ndash;2014 time-series of satellite images of the Enhanced Vegetation Index (EVI) and compared them with NEE measurements (derived from in situ field observations using the EC technique) across 50 European sites. Our results show that distinct EFTs classes display significantly different dynamics and magnitudes of NEE and that EFTs perform marginally better than PFTs in explaining NEE regional patterns. Land-cover maps based on PFTs are difficult to update on an annual basis and are not sensitive to changes in ecosystem performance (e.g., droughts or pests) that do involve short-term changes in PFT composition. In contrast, satellite-derived EFTs are sensitive to short-term changes in ecosystem performance. Satellite-derived EFTs are an ecosystem functional classification built from satellite observations that allow the identification of homogeneous land patches in terms of ecosystem functions, e.g., ecosystem net productivity measured on the ground as NEE. Satellite-derived EFTs can be recalculated annually, providing a straightforward way to assess and monitor interannual changes in ecosystem functioning and functional diversity.</p>
</abstract>
<counts><page-count count="30"/></counts>
<funding-group>
<award-group id="gs1">
<funding-source>Ministerio de Ciencia, Innovación y Universidades</funding-source>
<award-id>EVEREST project (PID2023-151939OB-I00)</award-id>
</award-group>
<award-group id="gs2">
<funding-source>Universidad de Almería</funding-source>
<award-id>PhD Plan Propio</award-id>
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<award-group id="gs3">
<funding-source>Ministerio de Ciencia e Innovación</funding-source>
<award-id>PID2022-140092OB-I00</award-id>
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<funding-source>Central European Research Infrastructure Consortium</funding-source>
<award-id>LifeWatch-2019-10-UGR-01_WP-8</award-id>
<award-id>LifeWatch-2019-10-UGR-01_WP-7</award-id>
<award-id>LifeWatch-2019-10-UGR-01_WP-4</award-id>
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<funding-source>Universidad de Granada</funding-source>
<award-id>Plan Propio de Investigación p09</award-id>
</award-group>
<award-group id="gs6">
<funding-source>Deutsche Forschungsgemeinschaft</funding-source>
<award-id>EXC 2070 – 390732324</award-id>
</award-group>
<award-group id="gs7">
<funding-source>Provincia autonoma di Bolzano - Alto Adige</funding-source>
<award-id>Forest Services</award-id>
</award-group>
<award-group id="gs8">
<funding-source>Ministerstvo Školství, Mládeže a Tělovýchovy</funding-source>
<award-id>CzeCOS program (grant number LM2023048)</award-id>
<award-id>the AdAgriF project (CZ.02.01.01/00/22 008/0004635).</award-id>
</award-group>
</funding-group>
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</front>
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<back>
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