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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Ontology-based semantic interoperability on the ⋆ Virtual Materials Marketplace</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>rtin Thom</string-name>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>s Hors</string-name>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Silvi</string-name>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>l A. S</string-name>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Catholic University of the Sacred Heart</institution>
          ,
          <addr-line>Brescia</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Centre Europ ́een de Calcul Atomique et Mol ́eculaire (CECAM)</institution>
          ,
          <addr-line>E</addr-line>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Department of Chemical Engineering and Analytical Science, University of Manchester</institution>
          ,
          <addr-line>Oxford Rd, Manchester M13 9PL</addr-line>
          ,
          <country country="UK">UK</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>Department of Molecular and Mesoscopic Modelling, Institute of Chemical Process Fundamentals of the Czech Academy of Sciences</institution>
          ,
          <addr-line>v.v.i., Rozvojova ́ 135/1, 165 02 Prague 6-Suchdol</addr-line>
          ,
          <country country="CZ">Czech Republic</country>
        </aff>
        <aff id="aff4">
          <label>4</label>
          <institution>Fraunhofer Institute for Manufacturing Technology and Advanced Materials</institution>
          ,
          <addr-line>Wiener Str. 12, 28359 Bremen</addr-line>
          ,
          <country country="DE">Germany</country>
        </aff>
        <aff id="aff5">
          <label>5</label>
          <institution>Gabriele Mogni</institution>
        </aff>
        <aff id="aff6">
          <label>6</label>
          <institution>Goldbeck Consulting Ltd, St John's Innovation Centre</institution>
          ,
          <addr-line>Cowley Rd, Cambridge CB4 0WS</addr-line>
          ,
          <country country="UK">UK</country>
        </aff>
        <aff id="aff7">
          <label>7</label>
          <institution>Laboratory of Engineering Thermodynamics, Technische Universit ̈at Kaiserslautern</institution>
          ,
          <addr-line>Erwin-Schr ̈odinger-Str. 44, 67663 Kaiserslautern</addr-line>
          ,
          <country country="DE">Germany</country>
        </aff>
        <aff id="aff8">
          <label>8</label>
          <institution>Osthus GmbH</institution>
          ,
          <addr-line>Eisenbahnweg 9-11, 52068 Aachen</addr-line>
          ,
          <country country="DE">Germany</country>
        </aff>
        <aff id="aff9">
          <label>9</label>
          <institution>STFC Daresbury Laboratory, UK Research and Innovation</institution>
          ,
          <addr-line>Keckwick Ln, Daresbury WA4 4AD</addr-line>
          ,
          <country country="UK">UK</country>
        </aff>
        <aff id="aff10">
          <label>10</label>
          <institution>WearHealth UG</institution>
          ,
          <addr-line>Fahrenheitstr. 1, 28359 Bremen</addr-line>
          ,
          <country country="DE">Germany</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>The marketplace-level domain ontologies from the Virtual Materials Marketplace (VIMMP) project are presented. It is discussed</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>how a two-step ontology alignment approach can be employed for
aligning the domain ontologies with the European Materials and Modelling
Ontology (EMMO), the top-level ontology used by VIMMP. This is
illustrated by an example from molecular modelling and simulation.</p>
      <p>
        Digitalization of industrial process and product design and the uptake of
industry 4.0 driven manufacturing methods is closely tied to innovations in process
data technology. In this context, semantic interoperability can facilitate the
integration of data with a heterogeneous provenance into a coherent framework [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ].
      </p>
      <p>
        The Virtual Materials Marketplace (VIMMP), which is under development
in an ongoing Horizon 2020 project, will be an open two-sided marketplace
platform, supporting the provision and acquisition of services and tools in materials
modelling. For purposes of data management, ingest, and retrieval, VIMMP
develops and employs a system of marketplace-level domain ontologies [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. Thereby,
knowledge representation is formalized for computational resources (domain
ontology MACRO), materials modelling translation (MMTO), simulation
workflows (OSMO), training (OTRAS), communication (VICO), simulation software
(VISO), validation (VIVO), and model variables (VOV). An overview over this
system of ontologies is given in previous work [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]; for a thorough exposition we
refer to the documentation [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] and to articles that introduce the
marketplacelevel domain ontologies MMTO, OSMO, and VISO specifically [
        <xref ref-type="bibr" rid="ref6 ref9">6, 9</xref>
        ].
      </p>
      <p>
        The European Materials and Modelling Ontology (EMMO), cf. Goldbeck et
al. [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], is used as a top-level ontology to facilitate interoperability between
platforms. The VIMMP ontologies have been released recently [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ], and for the
EMMO, the full (alpha) version [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] and a simplified version (EMMO1s) used
by VIMMP [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] have been made openly accessible. In Figs. 1 and 2, a knowledge
graph describing a molecular model for acetylene is shown as an example.
JSONLD serializations of knowledge graphs can be exchanged between VIMMP and
other platforms to communicate data and metadata in a well-defined way; e.g.,
prospectively with the MolMod DB [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] and Bottled SAFT [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ] model databases.
      </p>
      <p>Acknowledgment. This work was facilitated by activities of the Innovation
Centre for Process Data Technology, Kaiserslautern. Discussions with P. Gralka,
C. Niethammer, G. Reina, B. Schembera, and J. Vrabec are acknowledged.</p>
      <p>Ontology-based semantic interoperability on VIMMP
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