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      <title>Evapotranspiration estimation in the Sahel using a new ensemble-contextual method</title>
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    <abstract>In many tropical areas, evapotranspiration is the most important but least known component of the water cycle. An innovative method, named E3S (for EVASPA S-SEBI Sahel), was developed to provide spatially-distributed estimates of daily actual evapotranspiration (ETd) from remote sensing data in the Sahel. This new method combines the strengths of a contextual approach that is used to estimate the evaporative fraction (EF) from surface temperature vs. albedo scatterograms and of an ensemble approach that derives ETd estimates from a weighted average of evapotranspiration estimated from several EF methods. In this work, the two combined approaches were derived from the simplified surface energy balance index (S-SEBI) model and the EVapotranspiration Assessment from SPAce (EVASPA) tool. Main innovative aspects concern (i) ensemble predictions of ETd through the implementation of a dynamic weighting scheme of several evapotranspiration estimations, (ii) epistemic uncertainty of the estimation of ETd from the analysis of the variability of evapotranspiration estimates, and (iii) a new cloud filtering method that significantly improves the detection of cloud edges that negatively affect EF determination. E3S was applied to MODIS/TERRA and AQUA datasets acquired during the 2005-2008 period over the mesoscale AMMA-CATCH (Analyse Multidisciplinaire de la Mousson Africaine-Couplage de l'Atmosphere Tropicale et du Cycle Hydrologique) observatory in South-West Niger. E3S estimates of instantaneous and daily available energy, evaporative fraction, and evapotranspiration were evaluated at a local scale based on two field-monitored plots representing the two main ecosystem types in the area-a millet crop and a fallow savannah bush. In addition to these ground-based observations, the local scale evaluation was performed against continuous simulations by a locally-calibrated soil-vegetation-atmosphere transfer model for the two plots. The RMSE (root mean square error) from this comparison for E3S's ETd estimates from combined AQUA/TERRA sources was 0.5 mmday(-1), and the determination coefficient was 0.90. E3S significantly improved representation of the evapotranspiration seasonality, compared with a classical implementation of S-SEBI or with the original EVASPA's non-weighted ensemble scheme. At the mesoscale, ETd estimates were obtained with an average epistemic uncertainty of 0.4 mmday(-1). Comparisons with the reference 0.25 degrees-resolution GLEAM (global land evaporation Amsterdam model) product showed good agreement. These results suggested that E3S could be used to produce reliable continuous regional estimations at a kilometric resolution, consistent with land and water management requirements in the Sahel. Moreover, all these innovations could be easily transposed to other contextual approaches.</abstract>
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    <subject>
      <topic>evapotranspiration mapping</topic>
      <topic>contextual approach</topic>
      <topic>Sahel</topic>
      <topic>MODIS</topic>
      <topic>southwest Niger</topic>
    </subject>
    <subject authority="local">
      <geographic>NIGER</geographic>
      <geographic>ZONE SAHELIENNE</geographic>
    </subject>
    <classification authority="local">126</classification>
    <classification authority="local">072</classification>
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      <titleInfo>
        <title>Remote Sensing</title>
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      <part>
        <detail type="volume">
          <number>12</number>
        </detail>
        <detail type="volume">
          <number>3</number>
        </detail>
        <extent unit="pages">
          <list>art. 380 [34 ]</list>
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      <originInfo>
        <dateIssued>2020</dateIssued>
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    <identifier type="uri">https://www.documentation.ird.fr/hor/fdi:010077972</identifier>
    <identifier type="doi">10.3390/rs12030380</identifier>
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      <url access="row object">https://horizon.documentation.ird.fr/exl-doc/pleins_textes/divers20-04/010077972.pdf</url>
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