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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>N. S, M. P, C. M, Digital ecosystems for developing digital twins of the earth: The destination
earth case, REMOTE SENSING</journal-title>
      </journal-title-group>
      <issn pub-type="ppub">1613-0073</issn>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.1016/j.tree.2023.04.010</article-id>
      <title-group>
        <article-title>Digital Twins of Natural Resources in the Loire Valley</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Félix Iglesias Vázquez</string-name>
          <email>felix.iglesias@tuwien.ac.at</email>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Lynh Hoang Vy Thuy</string-name>
          <email>vtl.hoang@brgm.fr</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Laurence Gourcy</string-name>
          <email>l.gourcy@brgm.fr</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Agnes Grossel</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Amélie De Filippis</string-name>
          <email>de_filippis@ligair.fr</email>
          <xref ref-type="aff" rid="aff4">4</xref>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Jean-Sébastien Moquet</string-name>
          <email>jean-sebastien.moquet@cnrs-orleans.fr</email>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Frédéric Ros</string-name>
          <email>frederic.ros@tech-orleans.fr</email>
          <xref ref-type="aff" rid="aff5">5</xref>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Orléans</string-name>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>France</string-name>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="editor">
          <string-name>Digital Twins, Natural Resources, Environmental Science</string-name>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>BRGM</institution>
          ,
          <addr-line>3 Av. Claude Guillemin, 45100 Orléans</addr-line>
          ,
          <country country="FR">France</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>INRAE</institution>
          ,
          <addr-line>2163 Av. de la Pomme de Pin, 45075 Ardon</addr-line>
          ,
          <country country="FR">France</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Inst. of Telecom., TU Wien</institution>
          ,
          <addr-line>Gusshausstraße 25 / E389, 1040 Vienna</addr-line>
          ,
          <country country="AT">Austria</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>Le Studium</institution>
          ,
          <addr-line>1 Rue Dupanloup, 45000 Orléans</addr-line>
          ,
          <country country="FR">France</country>
        </aff>
        <aff id="aff4">
          <label>4</label>
          <institution>Lig'Air</institution>
          ,
          <addr-line>260 Av. de la Pomme de Pin, 45590 Saint-Cyr-en-Val</addr-line>
          ,
          <country country="FR">France</country>
        </aff>
        <aff id="aff5">
          <label>5</label>
          <institution>Université d'Orléans, PRISME</institution>
          ,
          <addr-line>8 Rue Léonard de Vinci, 45100 Orléans</addr-line>
          ,
          <country country="FR">France</country>
        </aff>
        <aff id="aff6">
          <label>6</label>
          <institution>[2] K. de Koning</institution>
          ,
          <addr-line>J. Broekhuijsen, I. Kühn, O. Ovaskainen, F. Taubert, D. Endresen, D. Schigel, V. Grimm</addr-line>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2024</year>
      </pub-date>
      <volume>13</volume>
      <issue>2021</issue>
      <fpage>0000</fpage>
      <lpage>0001</lpage>
      <abstract>
        <p>We present the design of a Digital Twin for the natural resources of the Loire Valley, one of the most emblematic natural environments in central Europe. A conceptual approach to the data architecture and component integration is shown by describing represented resources, data sources, use cases and functionalities. Such a holistic approach enables easier study, management, understanding and prediction of natural resources and their relationship with human activity.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>1. Introduction</p>
      <p>Methodology
cases.
nEvelop-O
The introduced DT is supported by an existing sensory base. Figure 1 shows its constituent parts with
a focus on targeted resources, data sources, functional objects and built models, and a set of aimed use</p>
      <p>To satisfy interoperability and standardization, the DT architectural design is consistent with the
Environmental Research Infrastructures Reference Model (ENVRI RM) [12]. From an operational
perspective, the DT has two parts: (a) DT Front End with three layers: visualization (main dashboards
and representative services), applications (collection of workflows and use-case applications), and data</p>
      <p>ceur-ws.org
functional objects</p>
      <p>models
- water-level models
- water-level maps
- water-level hist. and KB
- pollutants/soil prop. KB
- pollutant trans. models
- AQ and poll. models
- AQ and poll. maps
- AQ and poll. hist. and KB
- GHG emissions models
- GHG emissions maps
- GHG emissions hist. and KB
use cases
- prediction and simulation
of global warming effects
- prediction of landslides
and avanche hazards
- viability of farming
- prediction of droughts
- prediction of floods
- viability of forest extension
- understanding
pollutant migration
- pollutant migration
models and simulations
- test of pollutant
removal techniques
- evaluation of
ecological products
- impact of NH3 on atmosphere
- correlation of NH3
measures and emissions
- health damage by
PM10 and ozone
- understanding nitrous
oxide emissions
- hypothesis for reducing GHG
- evaluation of strategies
for GHG reduction
- modeling reactive
nitrogen losses
data
sources</p>
      <p>Lig'Air ERA5</p>
    </sec>
    <sec id="sec-2">
      <title>JUMP</title>
    </sec>
    <sec id="sec-3">
      <title>Meteo</title>
      <p>FR</p>
    </sec>
    <sec id="sec-4">
      <title>WATER</title>
    </sec>
    <sec id="sec-5">
      <title>QUANT.</title>
    </sec>
    <sec id="sec-6">
      <title>WATER</title>
    </sec>
    <sec id="sec-7">
      <title>QUALITY AIR</title>
    </sec>
    <sec id="sec-8">
      <title>SOIL-GHG</title>
    </sec>
    <sec id="sec-9">
      <title>FLUX</title>
      <p>water-levels of
the Beauce
Aquifer
transfer of
water and
contaminants
through
regional soil
regional air
quality,
climate and
meteorology
regional GHG
emissions and
soil properties
3. Conclusions
Acknowledgments
Centre-Val de Loire (France)</p>
      <p>* KB: Knowldge Base, hist.: historical, poll.: pollutants, prop.: properties, trans.: transportation, AQ: Air Quality, GHG: GreenHouse Gases (N2O, CO2, CH4)
data and main services), limbs (access to raw data and non-essential services) and back (system updates).
A proof of concept that emulates some parts of DT, data exchange protocols and communication
processes is accessible through a doi-citable repository [13]. It shows analysis and visualization of
multivariate time series of 255 measurement points in France by combining data from three diferent
external sources (ERA5, ADES, Folium).</p>
      <p>[1] D. Jones, C. Snider, A. Nassehi, J. Yon, B. Hicks, Characterising the digital twin: A systematic
literature review, CIRP Journal of Manufacturing Science and Technology 29 (2020) 36–52. doi:10.</p>
    </sec>
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